From ec5ae2fcccacc0ad0fc42818ae92d955a408052a Mon Sep 17 00:00:00 2001
From: WandrilleD <wandrille.duchemin@unibas.ch>
Date: Thu, 15 Jun 2023 13:58:29 +0200
Subject: [PATCH] typo run

---
 01_data_manipulation_and_representation.ipynb | 2118 +------
 02_distribution_and_statistical_tests.ipynb   |  686 +--
 ...tion_and_statistical_tests_continued.ipynb |  510 +-
 04_correlation_and_regression.ipynb           | 5283 +----------------
 4 files changed, 342 insertions(+), 8255 deletions(-)

diff --git a/01_data_manipulation_and_representation.ipynb b/01_data_manipulation_and_representation.ipynb
index 872b43b..9990a73 100644
--- a/01_data_manipulation_and_representation.ipynb
+++ b/01_data_manipulation_and_representation.ipynb
@@ -65,17 +65,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "OK\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
@@ -122,216 +114,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Year</th>\n",
-       "      <th>town number</th>\n",
-       "      <th>town name</th>\n",
-       "      <th>Total</th>\n",
-       "      <th>Swiss</th>\n",
-       "      <th>Foreigner</th>\n",
-       "      <th>Male</th>\n",
-       "      <th>Female</th>\n",
-       "      <th>0-14 y.o.</th>\n",
-       "      <th>15-59 y.o.</th>\n",
-       "      <th>...</th>\n",
-       "      <th>German speakers</th>\n",
-       "      <th>French speakers</th>\n",
-       "      <th>Italian speakers</th>\n",
-       "      <th>Romansche speakers</th>\n",
-       "      <th>Non-national tongue speakers</th>\n",
-       "      <th>district number</th>\n",
-       "      <th>district name</th>\n",
-       "      <th>canton number</th>\n",
-       "      <th>canton</th>\n",
-       "      <th>canton name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Aeugst</td>\n",
-       "      <td>646</td>\n",
-       "      <td>627</td>\n",
-       "      <td>19</td>\n",
-       "      <td>319</td>\n",
-       "      <td>327</td>\n",
-       "      <td>217</td>\n",
-       "      <td>379</td>\n",
-       "      <td>...</td>\n",
-       "      <td>645</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>101</td>\n",
-       "      <td>Affoltern</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>2</td>\n",
-       "      <td>Affoltern am Albis</td>\n",
-       "      <td>2201</td>\n",
-       "      <td>2088</td>\n",
-       "      <td>113</td>\n",
-       "      <td>1055</td>\n",
-       "      <td>1146</td>\n",
-       "      <td>713</td>\n",
-       "      <td>1331</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2193</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>101</td>\n",
-       "      <td>Affoltern</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>3</td>\n",
-       "      <td>Bonstetten</td>\n",
-       "      <td>771</td>\n",
-       "      <td>754</td>\n",
-       "      <td>17</td>\n",
-       "      <td>361</td>\n",
-       "      <td>410</td>\n",
-       "      <td>266</td>\n",
-       "      <td>449</td>\n",
-       "      <td>...</td>\n",
-       "      <td>771</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>101</td>\n",
-       "      <td>Affoltern</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>4</td>\n",
-       "      <td>Hausen</td>\n",
-       "      <td>1363</td>\n",
-       "      <td>1305</td>\n",
-       "      <td>58</td>\n",
-       "      <td>640</td>\n",
-       "      <td>723</td>\n",
-       "      <td>343</td>\n",
-       "      <td>884</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1342</td>\n",
-       "      <td>12</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>101</td>\n",
-       "      <td>Affoltern</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>5</td>\n",
-       "      <td>Hedingen</td>\n",
-       "      <td>907</td>\n",
-       "      <td>867</td>\n",
-       "      <td>40</td>\n",
-       "      <td>448</td>\n",
-       "      <td>459</td>\n",
-       "      <td>255</td>\n",
-       "      <td>567</td>\n",
-       "      <td>...</td>\n",
-       "      <td>893</td>\n",
-       "      <td>0</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>101</td>\n",
-       "      <td>Affoltern</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 24 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Year  town number           town name  Total  Swiss  Foreigner  Male  \\\n",
-       "0  1880            1              Aeugst    646    627         19   319   \n",
-       "1  1880            2  Affoltern am Albis   2201   2088        113  1055   \n",
-       "2  1880            3          Bonstetten    771    754         17   361   \n",
-       "3  1880            4              Hausen   1363   1305         58   640   \n",
-       "4  1880            5            Hedingen    907    867         40   448   \n",
-       "\n",
-       "   Female  0-14 y.o.  15-59 y.o.  ...  German speakers  French speakers  \\\n",
-       "0     327        217         379  ...              645                0   \n",
-       "1    1146        713        1331  ...             2193                5   \n",
-       "2     410        266         449  ...              771                0   \n",
-       "3     723        343         884  ...             1342               12   \n",
-       "4     459        255         567  ...              893                0   \n",
-       "\n",
-       "   Italian speakers  Romansche speakers  Non-national tongue speakers  \\\n",
-       "0                 1                   0                             0   \n",
-       "1                 3                   0                             0   \n",
-       "2                 0                   0                             0   \n",
-       "3                 9                   0                             0   \n",
-       "4                 9                   0                             5   \n",
-       "\n",
-       "   district number  district name  canton number  canton  canton name  \n",
-       "0              101      Affoltern              1      ZH       Zürich  \n",
-       "1              101      Affoltern              1      ZH       Zürich  \n",
-       "2              101      Affoltern              1      ZH       Zürich  \n",
-       "3              101      Affoltern              1      ZH       Zürich  \n",
-       "4              101      Affoltern              1      ZH       Zürich  \n",
-       "\n",
-       "[5 rows x 24 columns]"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "import pandas as pd\n",
     "\n",
@@ -364,34 +149,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "rows: 3190 columns: 24\n",
-      "column names\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Index(['Year', 'town number', 'town name', 'Total', 'Swiss', 'Foreigner',\n",
-       "       'Male', 'Female', '0-14 y.o.', '15-59 y.o.', '60+ y.o.', 'Reformed',\n",
-       "       'Catholic', 'Other', 'German speakers', 'French speakers',\n",
-       "       'Italian speakers', 'Romansche speakers',\n",
-       "       'Non-national tongue speakers', 'district number', 'district name',\n",
-       "       'canton number', 'canton', 'canton name'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "numberRows , numberCols = df.shape\n",
     "print('rows:',numberRows , 'columns:',numberCols)\n",
@@ -401,42 +161,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "columns types:\n",
-      " Year                             int64\n",
-      "town number                      int64\n",
-      "town name                       object\n",
-      "Total                            int64\n",
-      "Swiss                            int64\n",
-      "Foreigner                        int64\n",
-      "Male                             int64\n",
-      "Female                           int64\n",
-      "0-14 y.o.                        int64\n",
-      "15-59 y.o.                       int64\n",
-      "60+ y.o.                         int64\n",
-      "Reformed                         int64\n",
-      "Catholic                         int64\n",
-      "Other                            int64\n",
-      "German speakers                  int64\n",
-      "French speakers                  int64\n",
-      "Italian speakers                 int64\n",
-      "Romansche speakers               int64\n",
-      "Non-national tongue speakers     int64\n",
-      "district number                  int64\n",
-      "district name                   object\n",
-      "canton number                    int64\n",
-      "canton                          object\n",
-      "canton name                     object\n",
-      "dtype: object\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "print( \"columns types:\\n\" ,df.dtypes )# lists the types"
    ]
@@ -459,36 +186,14 @@
     "\n",
     "### 2.2 accessing specific parts of the data <a id='3'></a>\n",
     "\n",
-    "One can access a column just by using `df[<column name>]` :"
+    "One can access a column just by using `df[<column name>]`  or `df.column_name` :"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0         19\n",
-       "1        113\n",
-       "2         17\n",
-       "3         58\n",
-       "4         40\n",
-       "        ... \n",
-       "3185     171\n",
-       "3186     145\n",
-       "3187     352\n",
-       "3188    3031\n",
-       "3189    3821\n",
-       "Name: Foreigner, Length: 3190, dtype: int64"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "df['Foreigner']"
    ]
@@ -503,291 +208,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Year</th>\n",
-       "      <th>town number</th>\n",
-       "      <th>town name</th>\n",
-       "      <th>Total</th>\n",
-       "      <th>Swiss</th>\n",
-       "      <th>Foreigner</th>\n",
-       "      <th>Male</th>\n",
-       "      <th>Female</th>\n",
-       "      <th>0-14 y.o.</th>\n",
-       "      <th>15-59 y.o.</th>\n",
-       "      <th>...</th>\n",
-       "      <th>German speakers</th>\n",
-       "      <th>French speakers</th>\n",
-       "      <th>Italian speakers</th>\n",
-       "      <th>Romansche speakers</th>\n",
-       "      <th>Non-national tongue speakers</th>\n",
-       "      <th>district number</th>\n",
-       "      <th>district name</th>\n",
-       "      <th>canton number</th>\n",
-       "      <th>canton</th>\n",
-       "      <th>canton name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Aeugst</td>\n",
-       "      <td>646</td>\n",
-       "      <td>627</td>\n",
-       "      <td>19</td>\n",
-       "      <td>319</td>\n",
-       "      <td>327</td>\n",
-       "      <td>217</td>\n",
-       "      <td>379</td>\n",
-       "      <td>...</td>\n",
-       "      <td>645</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>101</td>\n",
-       "      <td>Affoltern</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>2</td>\n",
-       "      <td>Affoltern am Albis</td>\n",
-       "      <td>2201</td>\n",
-       "      <td>2088</td>\n",
-       "      <td>113</td>\n",
-       "      <td>1055</td>\n",
-       "      <td>1146</td>\n",
-       "      <td>713</td>\n",
-       "      <td>1331</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2193</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>101</td>\n",
-       "      <td>Affoltern</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>3</td>\n",
-       "      <td>Bonstetten</td>\n",
-       "      <td>771</td>\n",
-       "      <td>754</td>\n",
-       "      <td>17</td>\n",
-       "      <td>361</td>\n",
-       "      <td>410</td>\n",
-       "      <td>266</td>\n",
-       "      <td>449</td>\n",
-       "      <td>...</td>\n",
-       "      <td>771</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>101</td>\n",
-       "      <td>Affoltern</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>4</td>\n",
-       "      <td>Hausen</td>\n",
-       "      <td>1363</td>\n",
-       "      <td>1305</td>\n",
-       "      <td>58</td>\n",
-       "      <td>640</td>\n",
-       "      <td>723</td>\n",
-       "      <td>343</td>\n",
-       "      <td>884</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1342</td>\n",
-       "      <td>12</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>101</td>\n",
-       "      <td>Affoltern</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4 rows × 24 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Year  town number           town name  Total  Swiss  Foreigner  Male  \\\n",
-       "0  1880            1              Aeugst    646    627         19   319   \n",
-       "1  1880            2  Affoltern am Albis   2201   2088        113  1055   \n",
-       "2  1880            3          Bonstetten    771    754         17   361   \n",
-       "3  1880            4              Hausen   1363   1305         58   640   \n",
-       "\n",
-       "   Female  0-14 y.o.  15-59 y.o.  ...  German speakers  French speakers  \\\n",
-       "0     327        217         379  ...              645                0   \n",
-       "1    1146        713        1331  ...             2193                5   \n",
-       "2     410        266         449  ...              771                0   \n",
-       "3     723        343         884  ...             1342               12   \n",
-       "\n",
-       "   Italian speakers  Romansche speakers  Non-national tongue speakers  \\\n",
-       "0                 1                   0                             0   \n",
-       "1                 3                   0                             0   \n",
-       "2                 0                   0                             0   \n",
-       "3                 9                   0                             0   \n",
-       "\n",
-       "   district number  district name  canton number  canton  canton name  \n",
-       "0              101      Affoltern              1      ZH       Zürich  \n",
-       "1              101      Affoltern              1      ZH       Zürich  \n",
-       "2              101      Affoltern              1      ZH       Zürich  \n",
-       "3              101      Affoltern              1      ZH       Zürich  \n",
-       "\n",
-       "[4 rows x 24 columns]"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "df.loc[ 0:3 , : ] ### first 4 rows, all columns"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Total</th>\n",
-       "      <th>town name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>646</td>\n",
-       "      <td>Aeugst</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2201</td>\n",
-       "      <td>Affoltern am Albis</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>771</td>\n",
-       "      <td>Bonstetten</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1363</td>\n",
-       "      <td>Hausen</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Total           town name\n",
-       "0    646              Aeugst\n",
-       "1   2201  Affoltern am Albis\n",
-       "2    771          Bonstetten\n",
-       "3   1363              Hausen"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "df.loc[ 0:3 , [ 'Total' , 'town name' ] ] ### first 4 rows, columns 'town name' and 'Total'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0         646\n",
-       "1        2201\n",
-       "2         771\n",
-       "3        1363\n",
-       "4         907\n",
-       "        ...  \n",
-       "3185      342\n",
-       "3186      584\n",
-       "3187      703\n",
-       "3188     7365\n",
-       "3189    10912\n",
-       "Name: Total, Length: 3190, dtype: int64"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "df.loc[ : , 'Total' ] ### all rows, column 'Total'"
    ]
@@ -808,24 +249,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "False    2802\n",
-       "True      388\n",
-       "Name: canton, dtype: int64"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "maskVD = df.loc[ : , 'canton' ] == 'VD'  # df['canton']\n",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "maskVD = df.canton == 'VD'  # df['canton']\n",
     "maskVD.value_counts()"
    ]
   },
@@ -840,129 +268,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>town name</th>\n",
-       "      <th>canton</th>\n",
-       "      <th>canton name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2522</th>\n",
-       "      <td>Aigle</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2523</th>\n",
-       "      <td>Bex</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2524</th>\n",
-       "      <td>Chessel</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2525</th>\n",
-       "      <td>Corbeyrier</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2526</th>\n",
-       "      <td>Gryon</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2905</th>\n",
-       "      <td>Villars-Epeney</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2906</th>\n",
-       "      <td>Villars-sous-Champvent</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2907</th>\n",
-       "      <td>Vugelles-La Mothe</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2908</th>\n",
-       "      <td>Yverdon</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2909</th>\n",
-       "      <td>Yvonand</td>\n",
-       "      <td>VD</td>\n",
-       "      <td>Vaud</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>388 rows × 3 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                   town name canton canton name\n",
-       "2522                   Aigle     VD        Vaud\n",
-       "2523                     Bex     VD        Vaud\n",
-       "2524                 Chessel     VD        Vaud\n",
-       "2525              Corbeyrier     VD        Vaud\n",
-       "2526                   Gryon     VD        Vaud\n",
-       "...                      ...    ...         ...\n",
-       "2905          Villars-Epeney     VD        Vaud\n",
-       "2906  Villars-sous-Champvent     VD        Vaud\n",
-       "2907       Vugelles-La Mothe     VD        Vaud\n",
-       "2908                 Yverdon     VD        Vaud\n",
-       "2909                 Yvonand     VD        Vaud\n",
-       "\n",
-       "[388 rows x 3 columns]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "df.loc[ maskVD  , ['town name','canton','canton name'] ]"
    ]
@@ -976,165 +284,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Year</th>\n",
-       "      <th>town number</th>\n",
-       "      <th>town name</th>\n",
-       "      <th>Total</th>\n",
-       "      <th>Swiss</th>\n",
-       "      <th>Foreigner</th>\n",
-       "      <th>Male</th>\n",
-       "      <th>Female</th>\n",
-       "      <th>0-14 y.o.</th>\n",
-       "      <th>15-59 y.o.</th>\n",
-       "      <th>...</th>\n",
-       "      <th>German speakers</th>\n",
-       "      <th>French speakers</th>\n",
-       "      <th>Italian speakers</th>\n",
-       "      <th>Romansche speakers</th>\n",
-       "      <th>Non-national tongue speakers</th>\n",
-       "      <th>district number</th>\n",
-       "      <th>district name</th>\n",
-       "      <th>canton number</th>\n",
-       "      <th>canton</th>\n",
-       "      <th>canton name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>159</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>230</td>\n",
-       "      <td>Winterthur</td>\n",
-       "      <td>13595</td>\n",
-       "      <td>11590</td>\n",
-       "      <td>2005</td>\n",
-       "      <td>6501</td>\n",
-       "      <td>7094</td>\n",
-       "      <td>3903</td>\n",
-       "      <td>8923</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13303</td>\n",
-       "      <td>136</td>\n",
-       "      <td>91</td>\n",
-       "      <td>20</td>\n",
-       "      <td>45</td>\n",
-       "      <td>110</td>\n",
-       "      <td>Winterthur</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>178</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>253</td>\n",
-       "      <td>Zürich</td>\n",
-       "      <td>25102</td>\n",
-       "      <td>19501</td>\n",
-       "      <td>5601</td>\n",
-       "      <td>11559</td>\n",
-       "      <td>13543</td>\n",
-       "      <td>5243</td>\n",
-       "      <td>18230</td>\n",
-       "      <td>...</td>\n",
-       "      <td>24412</td>\n",
-       "      <td>370</td>\n",
-       "      <td>137</td>\n",
-       "      <td>24</td>\n",
-       "      <td>159</td>\n",
-       "      <td>111</td>\n",
-       "      <td>Zürich</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>189</th>\n",
-       "      <td>1880</td>\n",
-       "      <td>110120</td>\n",
-       "      <td>Aussersihl</td>\n",
-       "      <td>14186</td>\n",
-       "      <td>11053</td>\n",
-       "      <td>3133</td>\n",
-       "      <td>7088</td>\n",
-       "      <td>7098</td>\n",
-       "      <td>4485</td>\n",
-       "      <td>9157</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13767</td>\n",
-       "      <td>156</td>\n",
-       "      <td>234</td>\n",
-       "      <td>9</td>\n",
-       "      <td>20</td>\n",
-       "      <td>111</td>\n",
-       "      <td>Zürich</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>3 rows × 24 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     Year  town number   town name  Total  Swiss  Foreigner   Male  Female  \\\n",
-       "159  1880          230  Winterthur  13595  11590       2005   6501    7094   \n",
-       "178  1880          253      Zürich  25102  19501       5601  11559   13543   \n",
-       "189  1880       110120  Aussersihl  14186  11053       3133   7088    7098   \n",
-       "\n",
-       "     0-14 y.o.  15-59 y.o.  ...  German speakers  French speakers  \\\n",
-       "159       3903        8923  ...            13303              136   \n",
-       "178       5243       18230  ...            24412              370   \n",
-       "189       4485        9157  ...            13767              156   \n",
-       "\n",
-       "     Italian speakers  Romansche speakers  Non-national tongue speakers  \\\n",
-       "159                91                  20                            45   \n",
-       "178               137                  24                           159   \n",
-       "189               234                   9                            20   \n",
-       "\n",
-       "     district number  district name  canton number  canton  canton name  \n",
-       "159              110     Winterthur              1      ZH       Zürich  \n",
-       "178              111         Zürich              1      ZH       Zürich  \n",
-       "189              111         Zürich              1      ZH       Zürich  \n",
-       "\n",
-       "[3 rows x 24 columns]"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# towns in the canton of Zurich and with more than 10 000 registered inhabitant\n",
-    "mask = (df.loc[ : , 'canton' ] == 'ZH') & ( df.loc[ : , 'Total' ] >= 10000  ) \n",
+    "mask = (df.canton == 'ZH') & ( df.Total >= 10000  ) \n",
     "\n",
     "df.loc[ mask , ]"
    ]
@@ -1169,25 +326,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0     429\n",
-       "1    1488\n",
-       "2     505\n",
-       "3    1020\n",
-       "4     652\n",
-       "Name: 14+ y.o., dtype: int64"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "df['14+ y.o.'] = df['15-59 y.o.'] + df['60+ y.o.']\n",
     "df['14+ y.o.'].head()"
@@ -1195,26 +336,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['Year', 'town number', 'town name', 'Total', 'Swiss', 'Foreigner',\n",
-       "       'Male', 'Female', '0-14 y.o.', '15-59 y.o.', '60+ y.o.', 'Reformed',\n",
-       "       'Catholic', 'Other', 'German speakers', 'French speakers',\n",
-       "       'Italian speakers', 'Romansche speakers',\n",
-       "       'Non-national tongue speakers', 'district number', 'district name',\n",
-       "       'canton number', 'canton', 'canton name', '14+ y.o.'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "df.columns"
    ]
@@ -1228,17 +352,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "is '14+ y.o.' part of the columns :  False\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "df.drop(columns='14+ y.o.' , inplace=True) # use the 'rows' argument to remove rows instead\n",
     "print(\"is '14+ y.o.' part of the columns : \" , '14+ y.o.' in df.columns)"
@@ -1269,7 +385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1279,7 +395,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1299,201 +415,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>town name</th>\n",
-       "      <th>canton</th>\n",
-       "      <th>canton name</th>\n",
-       "      <th>Total</th>\n",
-       "      <th>Swiss</th>\n",
-       "      <th>Foreigner</th>\n",
-       "      <th>Male</th>\n",
-       "      <th>Female</th>\n",
-       "      <th>0-14 y.o.</th>\n",
-       "      <th>15-59 y.o.</th>\n",
-       "      <th>60+ y.o.</th>\n",
-       "      <th>Reformed</th>\n",
-       "      <th>Catholic</th>\n",
-       "      <th>Other</th>\n",
-       "      <th>German speakers</th>\n",
-       "      <th>French speakers</th>\n",
-       "      <th>Italian speakers</th>\n",
-       "      <th>Romansche speakers</th>\n",
-       "      <th>Non-national tongue speakers</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Aeugst</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "      <td>646</td>\n",
-       "      <td>0.970588</td>\n",
-       "      <td>0.029412</td>\n",
-       "      <td>0.493808</td>\n",
-       "      <td>0.506192</td>\n",
-       "      <td>0.335913</td>\n",
-       "      <td>0.586687</td>\n",
-       "      <td>0.077399</td>\n",
-       "      <td>0.910217</td>\n",
-       "      <td>0.066563</td>\n",
-       "      <td>0.023220</td>\n",
-       "      <td>0.998452</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.001548</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Affoltern am Albis</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "      <td>2201</td>\n",
-       "      <td>0.948660</td>\n",
-       "      <td>0.051340</td>\n",
-       "      <td>0.479328</td>\n",
-       "      <td>0.520672</td>\n",
-       "      <td>0.323944</td>\n",
-       "      <td>0.604725</td>\n",
-       "      <td>0.071331</td>\n",
-       "      <td>0.882326</td>\n",
-       "      <td>0.098137</td>\n",
-       "      <td>0.019537</td>\n",
-       "      <td>0.996365</td>\n",
-       "      <td>0.002272</td>\n",
-       "      <td>0.001363</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Bonstetten</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "      <td>771</td>\n",
-       "      <td>0.977951</td>\n",
-       "      <td>0.022049</td>\n",
-       "      <td>0.468223</td>\n",
-       "      <td>0.531777</td>\n",
-       "      <td>0.345006</td>\n",
-       "      <td>0.582361</td>\n",
-       "      <td>0.072633</td>\n",
-       "      <td>0.968872</td>\n",
-       "      <td>0.025940</td>\n",
-       "      <td>0.005188</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Hausen</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "      <td>1363</td>\n",
-       "      <td>0.957447</td>\n",
-       "      <td>0.042553</td>\n",
-       "      <td>0.469552</td>\n",
-       "      <td>0.530448</td>\n",
-       "      <td>0.251651</td>\n",
-       "      <td>0.648569</td>\n",
-       "      <td>0.099780</td>\n",
-       "      <td>0.928833</td>\n",
-       "      <td>0.069699</td>\n",
-       "      <td>0.001467</td>\n",
-       "      <td>0.984593</td>\n",
-       "      <td>0.008804</td>\n",
-       "      <td>0.006603</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Hedingen</td>\n",
-       "      <td>ZH</td>\n",
-       "      <td>Zürich</td>\n",
-       "      <td>907</td>\n",
-       "      <td>0.955899</td>\n",
-       "      <td>0.044101</td>\n",
-       "      <td>0.493936</td>\n",
-       "      <td>0.506064</td>\n",
-       "      <td>0.281147</td>\n",
-       "      <td>0.625138</td>\n",
-       "      <td>0.093716</td>\n",
-       "      <td>0.949283</td>\n",
-       "      <td>0.048512</td>\n",
-       "      <td>0.002205</td>\n",
-       "      <td>0.984564</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.009923</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.005513</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            town name canton canton name  Total     Swiss  Foreigner  \\\n",
-       "0              Aeugst     ZH      Zürich    646  0.970588   0.029412   \n",
-       "1  Affoltern am Albis     ZH      Zürich   2201  0.948660   0.051340   \n",
-       "2          Bonstetten     ZH      Zürich    771  0.977951   0.022049   \n",
-       "3              Hausen     ZH      Zürich   1363  0.957447   0.042553   \n",
-       "4            Hedingen     ZH      Zürich    907  0.955899   0.044101   \n",
-       "\n",
-       "       Male    Female  0-14 y.o.  15-59 y.o.  60+ y.o.  Reformed  Catholic  \\\n",
-       "0  0.493808  0.506192   0.335913    0.586687  0.077399  0.910217  0.066563   \n",
-       "1  0.479328  0.520672   0.323944    0.604725  0.071331  0.882326  0.098137   \n",
-       "2  0.468223  0.531777   0.345006    0.582361  0.072633  0.968872  0.025940   \n",
-       "3  0.469552  0.530448   0.251651    0.648569  0.099780  0.928833  0.069699   \n",
-       "4  0.493936  0.506064   0.281147    0.625138  0.093716  0.949283  0.048512   \n",
-       "\n",
-       "      Other  German speakers  French speakers  Italian speakers  \\\n",
-       "0  0.023220         0.998452         0.000000          0.001548   \n",
-       "1  0.019537         0.996365         0.002272          0.001363   \n",
-       "2  0.005188         1.000000         0.000000          0.000000   \n",
-       "3  0.001467         0.984593         0.008804          0.006603   \n",
-       "4  0.002205         0.984564         0.000000          0.009923   \n",
-       "\n",
-       "   Romansche speakers  Non-national tongue speakers  \n",
-       "0                 0.0                      0.000000  \n",
-       "1                 0.0                      0.000000  \n",
-       "2                 0.0                      0.000000  \n",
-       "3                 0.0                      0.000000  \n",
-       "4                 0.0                      0.005513  "
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "dfFractions = df.loc[:, ['town name','canton','canton name' , 'Total'] ]\n",
     "\n",
@@ -1529,252 +453,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Total</th>\n",
-       "      <th>Swiss</th>\n",
-       "      <th>Foreigner</th>\n",
-       "      <th>Male</th>\n",
-       "      <th>Female</th>\n",
-       "      <th>0-14 y.o.</th>\n",
-       "      <th>15-59 y.o.</th>\n",
-       "      <th>60+ y.o.</th>\n",
-       "      <th>Reformed</th>\n",
-       "      <th>Catholic</th>\n",
-       "      <th>Other</th>\n",
-       "      <th>German speakers</th>\n",
-       "      <th>French speakers</th>\n",
-       "      <th>Italian speakers</th>\n",
-       "      <th>Romansche speakers</th>\n",
-       "      <th>Non-national tongue speakers</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "      <td>3190.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>892.194984</td>\n",
-       "      <td>0.959171</td>\n",
-       "      <td>0.040829</td>\n",
-       "      <td>0.496378</td>\n",
-       "      <td>0.503630</td>\n",
-       "      <td>0.327012</td>\n",
-       "      <td>0.572180</td>\n",
-       "      <td>0.100808</td>\n",
-       "      <td>0.530159</td>\n",
-       "      <td>0.466718</td>\n",
-       "      <td>0.003123</td>\n",
-       "      <td>0.598743</td>\n",
-       "      <td>0.271220</td>\n",
-       "      <td>0.094711</td>\n",
-       "      <td>0.034606</td>\n",
-       "      <td>0.000720</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>2143.330953</td>\n",
-       "      <td>0.076360</td>\n",
-       "      <td>0.076360</td>\n",
-       "      <td>0.042204</td>\n",
-       "      <td>0.042209</td>\n",
-       "      <td>0.051038</td>\n",
-       "      <td>0.046618</td>\n",
-       "      <td>0.029350</td>\n",
-       "      <td>0.450497</td>\n",
-       "      <td>0.451540</td>\n",
-       "      <td>0.013655</td>\n",
-       "      <td>0.461606</td>\n",
-       "      <td>0.418416</td>\n",
-       "      <td>0.285380</td>\n",
-       "      <td>0.170506</td>\n",
-       "      <td>0.005307</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>17.000000</td>\n",
-       "      <td>0.183946</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.227273</td>\n",
-       "      <td>0.227759</td>\n",
-       "      <td>0.090909</td>\n",
-       "      <td>0.326087</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>247.250000</td>\n",
-       "      <td>0.956522</td>\n",
-       "      <td>0.001985</td>\n",
-       "      <td>0.477477</td>\n",
-       "      <td>0.481481</td>\n",
-       "      <td>0.295327</td>\n",
-       "      <td>0.542516</td>\n",
-       "      <td>0.080732</td>\n",
-       "      <td>0.012684</td>\n",
-       "      <td>0.020417</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.037867</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>449.000000</td>\n",
-       "      <td>0.985765</td>\n",
-       "      <td>0.014235</td>\n",
-       "      <td>0.498044</td>\n",
-       "      <td>0.501956</td>\n",
-       "      <td>0.326551</td>\n",
-       "      <td>0.569839</td>\n",
-       "      <td>0.097959</td>\n",
-       "      <td>0.774798</td>\n",
-       "      <td>0.211381</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.985261</td>\n",
-       "      <td>0.001287</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>933.500000</td>\n",
-       "      <td>0.998015</td>\n",
-       "      <td>0.043478</td>\n",
-       "      <td>0.518519</td>\n",
-       "      <td>0.522529</td>\n",
-       "      <td>0.361943</td>\n",
-       "      <td>0.599792</td>\n",
-       "      <td>0.117400</td>\n",
-       "      <td>0.976970</td>\n",
-       "      <td>0.985822</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.999278</td>\n",
-       "      <td>0.824915</td>\n",
-       "      <td>0.005270</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>61399.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.816054</td>\n",
-       "      <td>0.772241</td>\n",
-       "      <td>0.772727</td>\n",
-       "      <td>0.533333</td>\n",
-       "      <td>0.909091</td>\n",
-       "      <td>0.316071</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.320423</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.156689</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "              Total        Swiss    Foreigner         Male       Female  \\\n",
-       "count   3190.000000  3190.000000  3190.000000  3190.000000  3190.000000   \n",
-       "mean     892.194984     0.959171     0.040829     0.496378     0.503630   \n",
-       "std     2143.330953     0.076360     0.076360     0.042204     0.042209   \n",
-       "min       17.000000     0.183946     0.000000     0.227273     0.227759   \n",
-       "25%      247.250000     0.956522     0.001985     0.477477     0.481481   \n",
-       "50%      449.000000     0.985765     0.014235     0.498044     0.501956   \n",
-       "75%      933.500000     0.998015     0.043478     0.518519     0.522529   \n",
-       "max    61399.000000     1.000000     0.816054     0.772241     0.772727   \n",
-       "\n",
-       "         0-14 y.o.   15-59 y.o.     60+ y.o.     Reformed     Catholic  \\\n",
-       "count  3190.000000  3190.000000  3190.000000  3190.000000  3190.000000   \n",
-       "mean      0.327012     0.572180     0.100808     0.530159     0.466718   \n",
-       "std       0.051038     0.046618     0.029350     0.450497     0.451540   \n",
-       "min       0.090909     0.326087     0.000000     0.000000     0.000000   \n",
-       "25%       0.295327     0.542516     0.080732     0.012684     0.020417   \n",
-       "50%       0.326551     0.569839     0.097959     0.774798     0.211381   \n",
-       "75%       0.361943     0.599792     0.117400     0.976970     0.985822   \n",
-       "max       0.533333     0.909091     0.316071     1.000000     1.000000   \n",
-       "\n",
-       "             Other  German speakers  French speakers  Italian speakers  \\\n",
-       "count  3190.000000      3190.000000      3190.000000       3190.000000   \n",
-       "mean      0.003123         0.598743         0.271220          0.094711   \n",
-       "std       0.013655         0.461606         0.418416          0.285380   \n",
-       "min       0.000000         0.000000         0.000000          0.000000   \n",
-       "25%       0.000000         0.037867         0.000000          0.000000   \n",
-       "50%       0.000000         0.985261         0.001287          0.000000   \n",
-       "75%       0.000000         0.999278         0.824915          0.005270   \n",
-       "max       0.320423         1.000000         1.000000          1.000000   \n",
-       "\n",
-       "       Romansche speakers  Non-national tongue speakers  \n",
-       "count         3190.000000                   3190.000000  \n",
-       "mean             0.034606                      0.000720  \n",
-       "std              0.170506                      0.005307  \n",
-       "min              0.000000                      0.000000  \n",
-       "25%              0.000000                      0.000000  \n",
-       "50%              0.000000                      0.000000  \n",
-       "75%              0.000000                      0.000000  \n",
-       "max              1.000000                      0.156689  "
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "dfFractions.describe()"
    ]
@@ -1830,34 +511,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='Swiss', ylabel='Count'>"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.histplot( dfFractions['Swiss'] )"
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sns.histplot( dfFractions.Swiss )"
    ]
   },
   {
@@ -1875,34 +533,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'histogram alone')"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.histplot(dfFractions['Swiss'], kde=True , color='red' ).set_title('histogram alone')"
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sns.histplot(dfFractions.Swiss, kde=True , color='red' ).set_title('histogram alone')"
    ]
   },
   {
@@ -1923,22 +558,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 504x504 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Set up a figure with multiple panels, here a 2 by 2 grid\n",
     "f, axes = plt.subplots( 2, 2, figsize=(7, 7) )\n",
@@ -1958,34 +580,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='Reformed', ylabel='Density'>"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.kdeplot(dfFractions['Reformed'], color=\"y\")"
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sns.kdeplot(dfFractions.Reformed, color=\"y\" , cut=0) \n",
+    "# cut = 0 will prevent the curve to go beyond the min and max of the observed values"
    ]
   },
   {
@@ -1997,7 +597,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2021,24 +621,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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e8kC9tmYWWUa9/cBK/0UtIiINTfb+Aq56eSG7c/LI+PdfiApTi5o/xEaEMLRbMpf2b03bxlF8t3YHU79ay7drMzXHpYjUG/PmzcPMmDdvXlHZoEGDGDRoUMBiqoxamVT65qJ8FRgCnOWc+7qMau8CLczspGLbxQJn+NYVrxcCnF+sXjBwITDHOZfr/zMQEZGGoLDQcdtbi1mycRf/vOho8rauDXRI9U58VCgjejRj9HEpNI+LYMGq7Uz7ai0/pO0gv0DJpYjUP8888wzPPPNMoMM4IrX169RJeJPAvwL7zKx/sXXrfd1g3wUWAK+Y2e14u7vehfdZyb8fqOycW2xmbwBP+lo/1wDXAW2BMTVxMiIiUj898dEKPvh5M38+rSundEsOdDhVlhcRydb2XQIdRpmaxIRxZq/mbNqVzVertjP/1218n7aT6F7DySsoJERdjkWknujWrVugQzhitfUTeITv9c94E8fiy1UAzrlC4HRgLvAM8B+gABjsnEsvtb8rgKnAg8D7QCvgVOfc99V7GiIiUl/954f1PPXJSi7s24qrftc20OH4xc7mrfnsuj8HOozDatYognOPacnZR7cgOiyYxqfeyPAn5zMvNSPQoYlIHTZhwgTMjOXLlzN8+HCioqJISUlh6tSpAEyfPp0uXboQHR3N4MGDWbVqVYntn3/+eXr16kV4eDiJiYlceeWVZGaWHLpl69atjB49mtjYWOLi4hg7diw7d+48KJbS3V9zcnK45ZZbOOqoo4iOjqZp06acccYZLF++vMR206ZNw8z4+uuvGTNmDLGxsTRv3pybbrqJnJwc/1yoQ6iVSaVzro1zzg6xTChWL9M5N845l+Cci3TODXHO/VjG/rKdc7c655o658Kdc/2cc/Nq8pxERKT+WLQukzv+/TP92ibwwKij6uRIr3VdSkIkF/RtScbbf8E5uHzqd4yb9h2rt+4tf2MRkUM4//zzGTlyJO+88w59+vRh3Lhx3H333UyePJlHHnmEqVOnkpqayujRo4u2ufPOO7n++us55ZRTePfdd5k4cSKzZ89mxIgRFBT8NsDYOeecw3vvvcdDDz3EG2+8QXBwMDfeeGO5MeXm5rJnzx7uuece3n//fSZPnkxOTg79+/dn8+bNB9W/9NJLad++PTNnzuS6665j0qRJPPzww/65QIdQW7u/ioiI1ErpmVlc869FNI8L59lL+hAaXCu/n62UhLRVnPren5h956OBDqVCzIzsld/yvz+eyMtfreWfH//KsCfmc8UJbbhxSEdiNcelSI364+w/snjz4oDG0Ltpb5489clKb3/77bczduxYAPr27cusWbOYMmUKa9asITY2FoBNmzZx8803s27dOpxzTJw4kfHjx3PfffcV7adTp04MHDiQWbNmMWrUKObOncsXX3zBjBkzuOiiiwAYPnw4I0aMYP369QcHUkyjRo144YUXit4XFBQwfPhwkpOTmTFjBrfcckuJ+qNHj+b+++8H4JRTTuGbb75hxowZRWXVof78JhQREalme3LyuPLl78grKOTFy48lPio00CH5VVDefqK3bQl0GEcsNNjD1Se245M/DeK8Pi154Ys1DJ44j9e/TaOgsKypqkVEyjZixIiin+Pj40lKSqJ///5FCSVAly7eZ8/T09OZO3cuhYWFjBkzhvz8/KKlX79+xMbGMn/+fAAWLFhAUFAQ5557bonjHUgwy/Pmm2/Sr18/4uLiCA4OJioqir1795KamnpQ3ZEjR5Z436NHD9LS0ip2ASpJLZUiIiIVUFDouGnGD6zauo+XrziO9k2iAx2SlNIkJoxHzu3JJf1bc/+spdw582emf72OB0YdxTEp8eXvQESqpCothLVFfHzJz4rQ0NAyy8D7rGNGhvd57g4dOpS5v+3btwPe1s34+HhCQkr2oEhOLn+Qt1mzZnHhhRdy2WWXMX78eBITE/F4PJx22mllPiuZkJBQ4n1YWBi5udU74YWSShERkQr46/vL+DR1Kw+OOoqBHRMDHY4cxlEtGvHmtQN476dNPPTBMs6d/BVj+qXwf6d2UZdYEfGrxo0bAzBnzpyDks/i65s1a8aOHTvIy8srkVhu2VJ+75DXX3+dDh06MG3atKKyvLy8gwYCCiQllSIiIuV49Zt1vPTlGq44oQ2X9G8d6HCkAsyMM3o1Z3CXJB6fs4JpX63hf0u3MOGM7pzWo6kGVxIRvxg6dCgej4e0tDSGDh16yHoDBgygoKCAt99+u0SX19dff73cY2RlZREcXDJtmz59eolBgAJNSaWIiMhhfLZiK/f9dymDOjfhnpF1b+6wI7E/MppNXXsHOgy/ig4L5r4zunH20S246z8/8YfXvmdw5yb85ayjaJUQGejwRKSOa9++PXfccQc33HADqampnHTSSYSHhxc9b3nVVVcxePBghg4dysCBA7n22mvZtm0bHTt25I033mDJkiXlHuPUU0/lnXfe4ZZbbuH0009n0aJF/POf/yQuLq76T7CCNFCPiIjIISzduIvrX1lEx6Ronrr4aII89bt1a1ezVnx55W2BDqNa9GjZiHeuP4F7T+/GN2syGfrEZ0z5bBV5BYWBDk1E6riHHnqI5557jvnz53PBBRdw1lln8be//Y34+Hg6duxYVG/mzJmcdtpp3HXXXVx44YXk5+fz9NNPl7v/q6++mj//+c+88cYbnHHGGbz//vvMmjWLRo0aVedpHRFzTqOiVUTfvn3dwoULAx2GiIjUkI07szn7mS/xmPGf60+gaaPwcrcxMx6fc/BIfBVx67DOld62qtvfOqwz7R8/DoA/HDW9QttM+lNLb/1H1wc89iP9W2bjzmzu++9SPlq2ha7NYnn0/J50b157/jgTqQuWLVtG165dAx2G+Fl5/65mtsg517d0uVoqRUREStmdk8cVU78jK7eAqVccW6GEsj5ovO5XTv9L+RNx13XN4yJ44bK+PHtJH35Znc5pT8wj7oSLsaBgzKzCS6sUPV8rIgJ6plJERKSE3PwCrntlEau27mXaFcfRpWls+RvVE578fMJ37wx0GEfGPFUadMcTHsOQh2ax4neX0Om0KxnWLZnG0WEV2vbWYZ0rfVwRkfpESaWIiIhPfkEhN89YzJcrt/PY+b00dUhd4Aqr3PV2xFHN6JC0h0+Xb2XGt+n0b5/AMSnxeDRCrIhIhSipFBERAZxz3DXzZ2Yv3cx9p3fj3D4tAx2S1KCOSTG0iIvgk+UZfLlyO6sy9jGsWzLxUaGBDk1EpNbTM5UiItLgOef46/vLeGvRem4a0pFxA9sGOiQJgMjQYEb2aMap3ZuyI2s/r36bxuL0nUc8EJCISEOjpFJERBq8pz5ZyQtfrKEw9VNuG9b5iAZrKb7UdbnRsaT37h/oMALKzOjcNIZL+7emVXwEn63YyqyfNpG9v/ZMMi4iUtuo+6uIiDRoT338K4/PXcE5x7Tgib89XuXn8+qy3ckt+GbIHwIdRq0QFRbMmb2aszh9J1+u3M5r36YxvHsyLeMjAx2aiEit4/eWSjM70cyiD7Eu2sxO9PcxRUREKuOpj3/lsbkrOOfoFkw8rxegbo7yGzPj6JR4Lji2JcEeY+b3G/hmzXZ1hxURKaU6ur9+CnQ7xLrOvvUiIiIBVSKhPL8XQZ663321qhLXpDLq7qsCHUatkxQTzsXHpdCpaQxfr87k3R83kpOn7rAiIgdUR1J5uN/KYYA+hUVEJGCcczw+J1UJZRmssJDg/bmBDqNWCg32MLxbMoM6NSEtM4vXv0snJLl9pZ+/NTNapbQO9GmJiPiFX56pNLM2QLtiRX3L6AIbAYwD0vxxTBERkSOVX1DIvf9dwoxv07mgb0sePqenEkqpMDOjV6s4kmLDeP/nTTQd83dO692azk1jKrW/uv4Mroj4x7Rp07jiiitYs2YNbdq0CXQ4leKvgXouA8bjfRjFAU9RssXS+d7nAxoBQEREalxOXgE3zviBub9s4YbBHbhtWKd6MWKr1LxmjSK4+NgUnp7xHrOXhpGZtZ/+bRN0P4lIg+WvpHIaMA9v4vgJ3sTxl1J1coEVzrlMPx1TRETqoVYprVmfXvlOLS1bpZCetq5E2a6sPK7613csXLeD+8/szmXHt6lilNLQRYUFs+X1PzPi8U/4dk0mmfv2M6xbMiFBmq1NRBoevySVzrl1wDoAMxsMfO+c2+OPfYuISMOyPj3Nr9N6bNqVzWUvfcvabVk8dfHRnN6zeVVDrLdyYuNY029QoMOoOwrzOaVrEo2jQvl85TZ2Z+dxZq/mRIVpxjaRumbChAncf//9LFu2jJtvvpkvvviCxo0bc//993PFFVcwffp0/vrXv7J+/XqOPfZYXnjhBdq3b1+0fV5eHvfffz+vvPIKGzdupHnz5lxyySWMHz+ekJCQonqrV6/mxhtv5NNPPyUqKorRo0fTrVvZY5w+//zzPP3006SmphIdHc1ZZ53FxIkTSUhIqPbrcaT8/nWac+4zJZQiIlIbrMzYw7nPfMXGnTlMG3esEspy7GnSjEXnXxnoMOoUM+OY1vGc0asZO7L28+bCdHbs2x/osESkks4//3xGjhzJO++8Q58+fRg3bhx33303kydP5pFHHmHq1KmkpqYyevToEttddtllPPLII4wdO5b33nuPK664gr/97W9cdtllRXX279/P0KFD+eGHH5g0aRLTpk1jzZo1PPjggwfFceedd3L99ddzyimn8O677zJx4kRmz57NiBEjKCiofeOe+v2rNDMLBe4CLgZS8I74WpxzzukrPBERqVaL1mUybtpCQoM9vHFtf7o3bxTokKQea5cYzbnHtOS/izfy5sJ0zujVnOZxEYEOS6RG/fGPsHhxYGPo3RuefLLy299+++2MHTsWgL59+zJr1iymTJnCmjVriI2NBWDTpk3cfPPNrFu3jtatW7NkyRJmzJjB+PHjmTBhAgDDhg0jKCiIe++9lzvvvJOePXvy8ssvs3r1ahYsWED//v0BGDFiBD169CgRw9q1a5k4cSLjx4/nvvvuKyrv1KkTAwcOZNasWYwaNaryJ1kNqqPj/0TgXuBX4EngL6WWB6rhmCIiIl7mIbJDP87+56ds27COxRMv4agWcRWa4qGha7JqGef96dJAh1FnJceGc+GxrQgPCWLmDxtYtXVvoEMSkSM0YsSIop/j4+NJSkqif//+RQklQJcuXQBIT08HYP78+QBccsklJfZ14P1nn30GwIIFC2jVqlVRQgng8Xi44IILSmw3d+5cCgsLGTNmDPn5+UVLv379iI2NLTpebVIdLYbnAeOdc3+thn2LiIgcVtRRQ2gy8maaRIdx1sldiTy/4r98NcWDVFWjiBDO79uSWT9u4v2fNnFKt2S6NYstf0OReqAqLYS1RXx8fIn3oaGhZZYB5OTkAJCZ6R2HtFmzZiXqNW3atMT6TZs2kZycfNAxS5dlZGQA0KFDhzJj3L59e/knUsOqI6mMBhZUw35FREQOyTnHd+t2kHjazbSKj2Rkj2aEBmskTql5kaHBnHNMC2b9tJG5v2whL7+QXq3iAh2WiFSTAwPnbN68ucTgPZs3bwagcePGgDfpXLp06UHbb9mypcT7A/XnzJlzUEJbfH1tUh2/bWcBJ1bDfkVERMpU6ByfrdjKglXb2bv0U87s1VwJpQRUSJCHM3s2p11iFPNWbOW7tZpRTaS+OumkkwB4/fXXS5S/+uqrAJx4ojc1GjBgAOnp6Xz99ddFdQoLC3nzzTdLbDd06FA8Hg9paWn07dv3oKVt27bVeTqVUh0tlU8B/zKzQuAD4KBPUefc6mo4roiINED5hYXMWbqFXzP2ckxKHP/52+ME3XRNoMMSITjIw2k9mjF32Ra+WrWd/fmFHN++sZ7fFalnunfvzsUXX8yECRPIz8/n+OOPZ8GCBTzwwANcfPHF9OzZE/hthNhzzjmHhx56iKSkJJ599ll2795dYn/t27fnjjvu4IYbbiA1NZWTTjqJ8PBw0tPTmTt3LldddRWDBw8OxKkeUnUklQe6vk4Axh+iTlA1HFdERBqY3PwC3vtpE+t3ZPO7Dokc0zqe/+ACHVadlRWXwIoTTw10GPVKkMcY3i2ZkCBj4bod7C8oZFCnJkosReqZl19+mXbt2vHSSy/x4IMP0rx5c+644w7Gj/8tHQoNDWXu3LnccMMNXH/99UXzVI4cOZLf//73Jfb30EMP0bVrVyZNmsSkSZMwM1q1asWQIUPo2LFjTZ9euaojqRwH+o0uIiLVa19uPv9dvJHt+3IZ3i2ZLhoMpcr2NU7mp5PGBDqMesfMOLlzEqFBHr5P20leQSGndDl4sA4RCZwJEyYUTQdS3Nq1aw8qGzRoEM6VTHdCQkJ48MEHy5xzsrh27drxwQcfHFR+7bXXHlR26aWXcumldWNEbr8nlc65af7ep4iISHG7s/OY+cMGsvbnc0av5rRpHBXokOoFKywgOCeb/HDNr+hvZsbADomEBnv4enUmefkOgjRtt4jUDxrFQERE6pQdWft5a9F6cvIKOOfolkoo/ShxzQpG3aPnUauLmdGvbWNO7JjIyq17STrnHnLyCgIdlohIlfn9KzIze6mcKs45d6W/jysiIvXftr25/OeHDTgH5x7TkiYxYYEOSeSIHZ0ST0iQh4/cMYyb9h0vXNaXyFC1WopI3VUdn2Anc/AzlQlADLDTt4iIiByRLbtzeOeHDQQFGece05KEqNBAhyRSaUe1aMQbj97B12fcxmUvfctLlx9LTHhIoMMSEakUv3d/dc61cc61LbU0AgYBm4Fz/X1MERGp37bu8bZQhgR7OE8JpdQT+5Z+yj8vPpof0nZy6Yvfsis7L9AhiYhUSo09U+mcmw88gXceSxERkQrZtjeXmT+sJyTIm1DGRSqhlPrj9J7NeWbMMSzduIvRz3/Njn37Ax2SSIWVHgFV6raq/HvW9EA9q4Gja/iYIiJSR+3Yt5///LCBII9x7jEtiI1Q98DqtC8hkV+GnR3oMBqcYd2b8tzYvqzM2MtFz33N1j25gQ5JpFwhISFkZ2cHOgzxo+zsbEJCKvd7tsaSSjMLBi4H1tfUMUVEpO7ambWft39Yj3NwztFqoawJWfFN+GXYOYEOo0Ea3DmJly4/lrTMLC58bgGbd+UEOiSRw0pKSmLDhg1kZWWpxbKOc86RlZXFhg0bSEpKqtQ+qmP010/KKA4FOgGNgd/7+5giIlK/7MvN553FGykocJzbR89Q1hRPfh7huzLJaZQQ6FAapBM6JPLyuOMYN+07LnxuAa9e1Y+W8ZGBDkukTLGxsQBs3LiRvDw9D1zXhYSEkJycXPTveqSqY/RXDweP/roHmAm87pybVw3HFBGResJCI3j3x43sy83n3GNakhitaUNqSuN1Kzn9lZv596PTAx1Kg3Vc2wSmX3kcY1/6lgunfM1rV/ejteZilVoqNja20kmI1C9+Tyqdc4P8vU8REWkY9ucX0mTUXWzdm8sZPZvTtFF4oEMSqXFHp8Qz4+r+XPriN1wwZQGvXd2f9k2iAx2WiMgh1fRAPSIiImUqLHTc/u8fiWh7DKd0SaZtolpnpOE6qkUjXr9mAAWFjgunfE3q5j2BDklE5JCqJak0sx5m9m8z22pm+WaWYWZvmlmP6jieiIjUfY/NTeW/izey47OX6dZc3alEOjeN4fVrBhDkgYueW8CSDbsCHZKISJn8nlSa2bHAN8Bg4D1gIvA+cDLwtZn18fcxRUSkbnt70XomfbqKi49rxe6v3wp0OCK1RoekaN68dgCRocGMfv5rFqfvDHRIIiIHqY6WyoeBJUAb59wVzrm7nHNXAG195Q9XwzFFRKSO+nZNJnfO/Inj2zfmL2cdFehwGrS9jZP46fSLAx2GlNK6cRRvXNufuMhQLnnhG75bmxnokERESqiOpLI/8LBzrkTnf9/7vwEDquGYIiJSB63bvo9rpy+kVXwkk8f0ISRIj/oHUnZcY1YMOi3QYUgZWsZH8ua1A0iKDWPsi9/y1cptgQ5JRKRIdfz2Lm/2U82OKiIi7M7JY9y073DAi5cfS6PIkECH1OAF7c8lOmNToMOQQ2jaKJw3rhlASkIkl0/7jo9+2RLokEREgOpJKr8B7jazmOKFZhYF3AF8XQ3HFBGROqSw0HHL64tZtz2LyWP6aKTXWiIhfTWn/v3/Ah2GHEaTmDBev6Y/XZvGcO0ri3jnhw2BDklEpFqSyruB7sA6M/uXmf3NzF4G1gE9gD9XZCdm1tLMnjKzBWaWZWbOzNqUUS/ezF4ws21mts/MPiprlFkzCzeziWa2ycyyffs9sWqnKiIilfHkx7/y8fIM7hnZlQHtGwc6HJE6JT4qlO8fH8e+NYu5+fXviTlmJGZ2REurlNaBPg0RqUeC/b1D59y3ZtYfuA8YDiQAmcAnwAPOuZ8ruKsOwAXAIuBzYFjpCmZmwLt4BwG6EdgB3AV8ama9nXPri1V/ERgJ3A6sBv4A/M/MBjjnFh/peYqISOX8b+lm/vnxr5x7TEsuO75NoMMRCRzz4P1TpnL+/sw5fLhkMzbsek7//b0c2ya+wvu7dVjnSh9XRKQ0vySVZubBm7Ctcc4tcc79BJxXqk4PoA1Q0aRyvnMu2bftVZSRVAJnAgOBk51zn/rqLgDWAP8H3OQr6wWMBsY556b6yj4DlgJ/8e1HRESq2cqMPdz25o/0bNmIv559VJX+oBap81whj89JrdSmtw7rTHCQh5E9mjF32RYWrN5Obn4BAzsk6v+ViNQ4f3V/vQSYAew7TJ09wAwzq9BY5c65wgpUOxPYeCCh9G23C5gFnFWqXh7wRrF6+cDrwHAzC6tITCIiUnm7c/K45l+LCA/x8OwlfQgPCQp0SCJ1nsdjDOuWTK+Wjfg+bScfL8+g0GlMRBGpWf5MKqc659YcqoJzbi3eLqiX+emY4H12c0kZ5UuBFDOLLlZvjXMuq4x6oXi72oqISDU5MDBPWmYWk0YfQ/O4iECHJGXY06Qp3597RaDDkCNkZpzUqQnHtUlg6cbdfLhkM/mFFfluXkTEP/yVVB4DzKlAvY+Avn46Jnif19xRRvmBWYHjK1gvwY8xiYhIKQcG5rn39G70a6eBeWqrnNh4Vg84OdBhSCWYGQPaN+Z3HRNZmbGXWT9uIq9AiaWI1Ax/JZUxlJ20lbbDV9dfjLLnvSz9MEFF65VcaXaNmS00s4Vbt26tZIgiIg3bgYF5zuvTkrEDNOJkbRacm018+upAhyFVcExKPKd0TSI9M4v//LCB3LyCQIckIg2Av5LKbUBF/lJI8dX1l0zKbmU80EK5o4L1MstYh3PuOedcX+dc3yZNmlQpUBGRhmhlxh5ufWMxvVo24sFRGpintotfv5Yh/xgf6DCkiro3b8SIHk3ZsjuHf3+/nn25+YEOSUTqOX8llV9QsWclL/fV9ZeleJ+XLK0bkOac21usXlsziyyj3n5gpR9jEhERfhuYJyI0iGcv1cA8IjWpY1IMZ/Zqzs6sPN5atJ7d2XmBDklE6jF/JZVPAkPM7AkzCy290sxCzOwfwMnAE346JnjnqGxhZicVO1YscIZvXfF6IcD5xeoFAxcCc5xzuX6MSUSkwWuV0oYOlzzIqi27WDLlFprHRVZ4UnYR8Y/WjaM4++gW5OQV8Nai9WTu2x/okESknvLLPJXOuQVmdhvwGDDGzOYA63yrWwNDgcbAbc65ryu6XzM7MNdlH9/rCDPbCmx1zn2GN1lcALxiZrfj7e56F95nJf9eLL7FZvYG8KSZheCdx/I6oC0wpjLnLCIih7an9UDiOhzHoE5N6PXSzCPaVpOyi/hP87gIzj2mJe8s3sC/F63nrN7NSY4ND3RYIlLP+CWpBHDOPWlm3wN3AmcDB8aLzwbmAY845z4/wt2+Ver9M77Xz4BBzrlCMzsdeNS3LhxvkjnYOZdeatsrgL8CDwJxwI/Aqc65748wJhEROYzZSzYTd8LFdG0WQ8+WjQIdjkiD1yQmjPP6tOQ/P2xg5vcbOLNX80CHJCL1jN+SSgDn3Hxgvpl5gERf8XbnXKWGHnPOldsPyjmXCYzzLYerlw3c6ltERKQarMzYw21vLiZ34wpOHjRC3VnrmN1Jzfl29HWBDkOqQXxkKOf7Esv/LN5ARPvjAh2SiNQj/nqmsgTnXKFzLsO3aCxrEZEGYMe+/Vz58kIiQoPY+s5fCQ6qll8xUo1yYxqRdszxgQ5DqklMeAjn92lFYnQoTc75M28vWh/okESkntBvfBERqbK8gkL+8Nr3bNqZw5RL+1CwZ3ugQ5JKCMneR5NVywIdhlSjiNAgzjm6JTlpP3PbWz/ywueal1REqk5JpYiIVIlzjgnvLuWrVdt5+Jwe9Gld1rTAUhfEbUzjpMkPBToMqWahwR4y/j2B03o05cH3l/H32ctxzgU6LBGpw/z6TKWIiDQ8079ex6vfpHHtSe04t0/LQIcjIhVRkM9TFx9DXOQSnpm3ih1Z+3lwVA+CPHoOWkSOnJJKERGptPkrtnL/rF8Y0iWJ/xveJdDhiMgRCPIYfx11FAmRoTz96Up27MvjyYt6Ex4SFOjQRKSOUfdXERGplCUbdnHdK4vomBTNPy4+Wi0cInWQmfGn4Z257/RuzF66mXHTvmNvbn6gwxKROkZJpYiIHLH0zCyumPYdjSJCeHnccUSHqeOLSF02bmBbnriwF9+syeSi5xaQsTsn0CGJSB2ipFJERI7Ijn37uWzqt+TmFfDyuONIjg0PdEjiJ7uatuTLK24JdBgSIGcf3ZIXxvZl9dZ9nP3MV6zYsifQIYlIHaGkUkREKix7fwFX/Wsh6zOzeX5sXzomxwQ6JPGj/VExbOp+TKDDkAAa3CWJN68dwP6CQs6d/BVfrdwW6JBEpA5QUikiIhWSk1fANdMX8n3aDp64sDf92jUOdEjiZ6H79tBs6feBDkNqgnkwszKXHi3j+OFvo9mevoqLp3xB9FFDSqxvldI60NGLSC2jh2BERKRc+/MLuf7V7/n81238/dyejOzZLNAhSTVotHk9J3z+BP9+dHqgQ5Hq5gp5fE7qYavk5hXw3s+bsNNv5fQbH+S4tgmYGbcO61xDQYpIXaGWShEROay8gkJunPE9nyzP4MFRR3HBsa0CHZKI1ICwkCBG9W5B12YxfL0mk7nLtlBQ6AIdlojUQkoqRUTkIK1SWnu7ugUF0/ycu/jf0i1kfjSFSwe0OWSXueKLiNQPQR5jaNdk+rVNYNmmPfz3xw1YaGSgwxKRWkbdX0VE5CDr09P424fL+ODnTazdnsXADon0GfIo8GiFtlf3OJH6w8zo364xsREhfLxsC83GPsaqrXtp3yQ60KGJSC2hlkoRETmIJzya//ywgXXbszi5SxJ9WscHOiQRCbBuzWI55+iWeMJjGPX0l3y8bEugQxKRWkJJpYiIlLB5Vw7Jo/9Gxu5cTuvRjB4tGgU6JKkhO5un8Nl1dwc6DKnFWsRHsOnlW2idGMlV/1rI05/8inN6zlKkoVNSKSIiRX5M38nZz3xJcGwTzurdnA5J6t7WkORFRLG1fddAhyG1XMGerbx17fGc1as5j85ZwdX/WsjOrP2BDktEAkhJpYiIAPDGd2mc/+wCgjzG5tfuoFWCBuNoaML27CLl+68CHYbUARGhQTxxYW/Gn9GNz1ZsZeQ/v+CHtB2BDktEAkRJpYhIA5ebX8BdM3/mjrd/pl+7BGbdMJC8jDWBDksCIDZjI8e9NjnQYUgdYWZccUJb3vr98QBcMGUBL32xRt1hRRogJZUiIg3Y8s27OeeZr5jxbRrXDWrPtCuOIz4qNNBhiUgd0rtVHB/c9DtO6tSEv7z3C1dM+46MPTmBDktEapCSShGRBii/oJCnP/mVM576gs27cphyaR/uOLULQR7NMSkiR65RZAjPj+3L/Wd2Z8Gq7Zz65OfM/UWjw4o0FEoqRUQamCUbdnH2M1/x6JwVDO/elLm3nsTw7k0DHZaI1HFmxmXHt+G9GwfSNDacq/+1kLtm/sSenLxAhyYi1Sw40AGIiEjN2Lgzm0fnpPKfHzaQEBnKM2OO4bQezQIdlojUNebBrJxeDUHBxA28hNcKz2b6R4vYPvtpctZ8D0DLVimkp62rgUBFpKYoqRQRqed27NvP85+v5sUv1uCAa05sx/WDOtAoIiTQoUkts6NlGz6++f5AhyG1nSvk8TmpFaq6aVc2H/0SQfAFf6FrsxhO7NiEu0d2q+YARaSmKakUEalGrVJasz49rVLbVvXb/NVb9/LSl2v496L15OQVcvbRLbhtWCdaxmuqEClbflgEO1q1C3QYUo80axTBxf1a8e2aTBau28G67VlEdRuEc6781k4RqTOUVIqIVKP16WkV/ka/tFuHdT7ibXLzC/h0+Vb+vSidj5dnEOLxMOro5lw5sB2dm8ZUKg5pOMJ376Ddgk9YPeDkQIci9Uiwx8Px7RPpkBTNJ8szSDzjT4x54RseGHUU7ZtEBzo8EfEDJZUiInVcXkEhC9fu4N0fN/L+TxvZnZNPYnQoNw7uwCUDWpMUEx7oEKWOiNm6mWM+n6qkUqpFUkw4F/RtxYQ7buHns25mxJOfc9Xv2nL94A5Eh+lPUpG6TP+DRUTqoE27svn8123MS83g8xXb2JObT0RIEMO7JzPq6BYM7JBIcJAG+BaR2sVjxt7FH/Lx/Jk8/MFynpm3ijcXrudPwzpxft9WmtZIpI5SUikiUsvl5BWwdOMufkjbyfdpO/ghbSebdnknFk+ODeO0Hs0Y1LkJJ3ZqQlSxb/ur8jyniEh1SooJ54kLe3PZ8W144L1fuHPmz7y8YB33juzK8R0SAx2eiBwhJZUiIrWIc449Ofls2pVD/JCrOWvSl/yycRd5BQ6AlvERHNsmgaNT4ujXtjFdm8UccrCLmn6eU0SkQsqYkiSyy0DyB13B6E27yfr1a3Z8+hL5OzYetKmmIxGpnZRUiogEUF5BIRm7c9m0O5vNu3LYtCuHrP0FAET3Gk5YsIcrB7bj6JQ4jk6J0/ORIlL3HWJKkvyCQn5I38nCoOOJ7tSfni3jOLZNPJGhv/25qi+8RGonJZUiIjUor6CQjTuzSd+RTXpmFtv25lLobYSkUUQIKQmRNG0UTrPYcB654BjSCvIDG7A0KJmt2jH7//4e6DCkgQoO8nBsmwS6NYvl69Xb+TF9J0s37qJ3qziOSYknPCQo0CGKyCEoqRQRqU6eIF8SmUV6prc1ssA5POadv61P63iaNgqnaWx4iW/jAdA8blLDCkLD2JvULNBhSAMXFRbMkK7JHJ0Szzert/Pd2h38mL6Lo1PisFDNsytSGympFBHxs51Z+/l4WQb/W7qZVjfN4K1F6wFoEhNGr1aNSEmIpHlcBCHljc56iC5iFaVuYnKkInZup9O8D1gx6LRAhyJCQlQoI3o049i9uXy9ejvfrMmkxe9fZNKnK7n8+DYlBiYTkcDS/0YRET/YuDObub9s4X9LN/PNmkwKCh3NGoWz75fPuPDSK2iZEEmEum5JLRe9PYOen89QUim1SmJ0GKf3bE7G7hxenPE2E/8Xw4tfrOGaE9sxpl8KMeEhgQ5RpMFTUikiUkmrtu5l9pLN/G/pZn5avwuADknR/P6kdgzv3pQeLRrhufsUOv7ppgBHKiJS9yXFhrP17b/w/bpMHp+7gkc+XM6kT1dyaf/WXHFCW5rEhAU6RJEGS0mliEgFOedYsWUvH/y8idlLNpO6ZQ8AvVvFccepXRjWPZn2TaIDHKWISP12dEo806/sx4/pO5kyfxWTP1vFC1+s4dxjWnLFCW3olBwT6BBFGhwllSIih+Gc45dNu/nw5818sGQTq7fuwwyOa5PA/Wd2Z3j3pjRtpGk+RERqWq9WcTwzpg+rt+7l+c9XM/P79cz4No2BHRK54oQ2DO6chMejwc5EaoKSShGRUpxz/LR+Fx8u2cyHSzaxbnsWQR6jf7sExp3QlmHdkzVfpIhILdGuSTQPn9OT24d3Yca3aUxfsI4rX15Iy/gILjq2Fef3bUVyrD6zRaqTkkoRESAnr4Bv12QyL3Ur/1u6mQ07swn2GCd0SOS6k9oztFsyjaP1vI7Ub9tbd+C9Qf8IdBgilZIQFcofBnfgmhPbMXvJZmZ8m8ajc1bwxEe/cnKXJM7r05LBnZMIDS5n5G0ROWJKKkWk3muV0pr16WkHlQc3Sia8XV8i2vUhPKUnntBwXP5+stcuJiv1C7J//YbcpMa8nLYuAFGL1LzC4BByGiUEOgyRKgkJ8nBGr+ac0as5a7ft4/Xv0vn3onTm/rKFuMgQRvZoxtlHt+CYlHh1jxXxEyWVIlLvrU9P4/E5qWTnFbBpZzbpO7JZu30fO7PyAGgUEUKbxpG0bhxFy/gIQoK6A2MAzfUoDUvkjq10mzOTX4adE+hQRPyiTWIUd47owp+GdeLzldt454cNvP39el79Jo2mseGcelRTRhzVlL5tEghSgilSaUoqRaRecs6xfkc2363NJGH4H5j+9Toy9+0HIMhjtIyPoFfLOFo3jiQ+MvTQOzIPZvpDQxqGqMxtdPv8P0oqpfaq4mdyUHAIhZ5gIjv0I6vzCby0/RimfbWWgn07yV77AzmrF5G99gcKs3YdtG3LVimkq+eKSJmUVIpIvbB9by5LN+5m6cbdLNmwi4XrMtmyOxeAqC6/IyY8mC5NY2jeKILk2DCCgyr4TI0r5PE5qZWOSy2dIiJ+5IfP5MfnLCl6vz+/kLXb97F6WwxpcY3J7j4YgKSYMFo3jqR1QhRNG4UT5DF9noschpJKEalT8gsK2bAzm2Wb9vDLxl1FieTm3TlFdVrERdCvbWOObRNP3zYJdGsRzy3/WxbAqEVEpDYKDfbQKTmGTskxOOfI2JPLusws1m3fx8J1O/hu7Q5Cgzy0iI8gtt95fLc2kx4tGhEeEhTo0EVqFSWVIlLrFBY6Nu/OYe22fazeto+12/axZts+1mzfR3pmFnkFDgCPQYekaPq3S6B780Z0bx5Lt+axxJXuzuoKA3AWIiJSl5gZybHhJMeGc1ybBHLzC0jPzGbd9n1s2JlN/KDLOf/ZBYQGeejRshF9W3u/uOzTOp6EqMM8RiHSACipFJGAcM6xfd9+b7LoWw4kj2u37yMn77dEMDzEQ5vGUXROjuHU7k1pkxhFp+QYujSN0bfFIiJSLcKCg+iQFE2HpGgA/nTWsXz4XSqL1u3gu7WZvPTlGqbMXw1Ay/gIjmreiB4tvV9wHtWiEYmahkoaECWVIlKtdmXn/dbSWCxpXLN1H3ty84vqhQQZrRIiaZcYxcAOibRtEkXbxlG0bRJFcky4hn0XqQHb2nbineHPBToMkVqpMHs3w7o3ZVj3poB3fuOf1u9i0bodLNm4i6UbdjF76eai+k1jwzmqRSzdmsXSMTmGjsnRtE2MIixYX4ZK/aOkUkQq5FBzPQJYSBjBcc0JSWhOcPyB1xaExDcnKCquqJ5zheTvyiB/x0byMjeUeM3flcFKV8inZew/KDiEgvy86jkxESniPEHkh0cEOgyROiE8JIjj2iZwXNvf5nbdnZPHL74B4w4MHPfJ8gwKvU9tEOQx2jSOpGNSDJ2So+mQHEP7JlG0aRxFVJj+LJe6q0HdvWbWCngCGAoY8BHwR+dc2X8pi0iR9Rs3cs9/fmZn1n52ZuWxI2s/O7Pz2JmVx95iLY4AUWFBxEWEEh8ZQlxkKHGRIUy56SweenUuwZ4jHz3PO1qfRmAVqW5R27fQ891X+enMMYEORaT2qex0JkEhhCS0JCy5LcHxzdmT2JrliSkExzXFPL+1WubvzfR+ybpjE3k7Nnq/ePV96doiqbGmM5FarcEklWYWCXwC5AKXAQ54EPjUzHo65/YFMj6RQHPOsTMrj7TMLNZlZpG2fZ/35+1ZpGVmkXLbTKZ//dsvtPAQD/GRobSKjyhKHOMjQ2kUEUJo8MHTdeRvX0+wp4LTeIhIQETuzKTT57OVVIqUxS/Tmfy2fX5BITuy8rxf1mbnsTMrlp1ZzdmZnUfW/oIS2xbmZjH8ifk0jwunRXwEzeMiaOFbmsdFkBzrnfZEJFAaTFIJXA20Azo751YCmNlPwK/AtcDjAYxNpNoVFDq27sll065sNu/KYdOuHDbvzmH9jqyi5HFPTskWxyYxYbROiGRA+8a89M8XufCaW4sSSA2QIyIiUnnBQR6axITRJObgAX325xeyM3s/u7Ly2JOTz/uvv0TK0VezcWc2P6TvZGdWyUdCgjxG09hwmjUKJzE6rGi/TWLCit4nRoeSEBVKREhQ5VpcRQ6jISWVZwJfH0goAZxza8zsS+AslFRKHeKcIzuvgL25+ezLLWBn1n52ZO1n+17va+a+PDL35ZK5L4/t+3LZsiuHLXtyKTjwUIdPWLCH5nERpCREckxKPCkJkaQkRNK6cRStEiKIDP3tI+KJC2fQZfyEGj5TERGRhic02ENSTDhJMeEAvPLxczz/0ZSi9fty89m4M5sNvmXjzmw27Mhmy+5cVm3dy9drth+UeB4QEmQ0ivB+QRwXEUJcZAixESE0igghKjSYqLBgosKCfD8HERUWTGRoMNFhwUSGBnlfw4IIDapkd2CplxpSUtkd+G8Z5UuB82s4Fqkg5xwFhY4C5ygshPzCQgoLoeBAedE678/5hY7C4utKrT/wvqCoHhQUFnpfffXyC331S+3nwH6Lrz9Qv8A5nPPG65y3b7U3fnB4y4qfk/OtA+/6QuftBpNX4NhfUMj+/ELyCnxLviMn/0ACmU9WbgH79udTKj8sITTIQ3xUCAlRYSREhTCgfSLNGoXzz789wLZ1qeTv2U7Bnm0U5uxhRXX944mIiIh/VOZ5zqBggiLjCIqKI6l1Jyb+c3LRWAi7svPYle0dI2HjzhyWbdrD7uy8cv++KM5j3mlXwkM8hIcEERbsey3+s+81PNhDWIiH8OCgkuUhHsKCgwgJNoI8HoI9RpDHCAkq+f63V0+x9d73ZlD60pR1rUqXlHU57aBa3nr2W4WiemYlijCzYj8X25+VLvstvuL1PWZFr96l7POorRpSUpkA7CijPBOIr+FYqsw5x4CHP2HT5k0UFBQcotbhb8SgoCCSk5MPf5xy4yinwiH2snXrNgoLD8Rt4PF4H1Y3j/eD03PgtfZ3sXQF+eAKca7Qd6qu1IXxvneAx+MhrlGjog+oAx8WHoOQII9vMUKDgwgNsqKyxlGhpCRE8u7Mf7N3x1YK83JwudkU7s/C5eVQkL2HwuzdFGbtoiB7N25/9iHjrezzIBrsRkREJECq+jzn8K5c3K91hepacBgWGo4nNAILiSA4MgbnCfa+D4347TU4FIJD8QSHercJDin1GupbwrDg4JJldeDvu0Ar/HYGaZ+8EugwKsxcxbKCOs/M9gOPOefuKlX+V+AO59xBCbaZXQNc43vbGaj8/+baKRHYFuggRCpI96vUJbpfpS7R/Sp1ie7XwGrtnGtSurAhtVTuwNtaWVo8Zbdg4px7Dqi3s0Cb2ULnXN9AxyFSEbpfpS7R/Sp1ie5XqUt0v9ZODWl8/6V4n6ssrRvwSw3HIiIiIiIiUi80pKTyXaC/mbU7UGBmbYATfOtERERERETkCDWkpPJ5YC3wXzM7y8zOxDsabDow5XAb1mP1tmuv1Eu6X6Uu0f0qdYnuV6lLdL/WQg1moB4AM0sBngCG4h1882Pgj865tYGMS0REREREpK5qUEmliIiIiIiI+FdD6v7aYJhZKzP7t5ntMrPdZjbT10pbkW0fMrM5ZrbdzJyZXV7N4UoDV9n71cz6mtlzZrbczLLMLM3MXjWztjURtzRMVbhfW5vZf81snZllm9k2M5tnZiNqIm5pmKry90Cp/dzl+5vgi+qIUwSq/PerO8TSu5rDFh8llfWMmUUCnwBdgMuAS4GOwKdmFlWBXdwIRADvVVuQIj5VvF8vwjui8z+BEcCdwDHAQjNrVW1BS4NVxfs1Gu+8avcApwFXAnuBD8zsnGoLWhosP/w9cGA/7YA/AxnVEacI+O1+nQYMKLWs8HuwUqaGNE9lQ3E10A7o7JxbCWBmPwG/AtcCj5ezfSPnXKGZdQDGVmukIlW7X//mnNtavMDMvgTW+PZ7X7VELA1Zpe9X59xSvIlkETN7H+/9egUws5piloarqn8PHDAZeBXojP5ulOrjj/t1g3Pu6+oLUQ5HLZX1z5nA1wf+QwI459YAXwJnlbexc66wGmMTKa3S92vphNJXtg7YCrTwc5wiUMXP19Kcc/nALiDPbxGK/KbK96uZjcbbA+SuaolQ5Dd+/XyVmqeksv7pDiwpo3wp0K2GYxEpj1/vVzPrCiQBy6oYl0hZqny/mpnHzILNrKmZ3Qt0Aib5MUaRA6p0v5pZPN4R8//POZfp59hESvPH3wPXmVmub5yFT8zsd/4LT8qjpLL+SQB2lFGeCcTXcCwi5fHb/WpmwcCzeFsqX6x6aCIH8cf9+ne8LZObgP8DLnLOfeyf8ERKqOr9OhHv82jT/BiTyKFU9X59BbgeOAW4BmgMfGJmg/wUn5RDfePrp7LmibEaj0KkYvx1vz4NHA+MdM6V9YtJxB+qer8+CbwONMX73PprZnaec06Do0l1qNT96mvhGQsc4zT3nNScSn++OucuLfb2czP7L96WzweBgX6ITcqhlsr6Zwfeb3tKi6fsb4BEAskv96uZPYz3m8lxzrk5fopNpLQq36/OufXOuYXOufeccxcAXwOP+jFGkQOqcr9OwdvjY72ZxZlZHN6GiCDf+zC/Riri579fnXN7gPeBY6sYl1SQksr6ZynefumldQN+qeFYRMpT5fvVzP6MdzqRm51z0/0Ym0hp1fH5uhDoUOmIRA6tKvdrV+D3eP+YP7CcAPT3/Xyd/8IUAarn89Uou/VTqoGSyvrnXaC/b14pAMysDd5fBu8GKiiRQ6jS/WpmN+Ht2vJn59xT1RWkiI9fP1/NzIO3W9YqfwUoUkxV7tfBZSw/4u1OOBj4dzXEKw2bvz9fY4GRwDf+ClAOz9RVvn7xTRD7I5CNd5JtBzwAxAA9nXN7ffVa4/1D5i/Oub8U2/4koAne532ewjsq4TwA55x+iYhfVeV+NbOLgNeA/wH3l9r1buecWubFr6p4v07A27XrS2Az3s/YK/EOKjHaOfd6jZ6M1HtV/XugjP3NA4Kdc3o+Tfyuip+vf8I7j+qnwEagNXCgbIhz7vOaPZuGSQP11DPOuX1mdjLeYcCn4236/xj444H/kD4GBHFwa/X9wEnF3v/BtxzYRsRvqni/nuorP9W3FPcZMKiawpYGqor36/fAH4GLgEZ4E8sfgd85576s/uilofHD3wMiNaaK92sqcLZvaQTsxvsF3pXOuW9rIHxBLZUiIiIiIiJSBfpWSkRERERERCpNSaWIiIiIiIhUmpJKERERERERqTQllSIiIiIiIlJpSipFRERERESk0pRUioiIiIiISKUpqRQREakAM2tlZv82s11mttvMZppZSgW3PcrMppjZIjPbb2YVms/LzGabmTOzB6sWvYiISPVRUikiIlIOM4sEPgG6AJcBlwIdgU/NLKoCu+gDnAakAQsreMyLgV6VClhERKQGKakUEREp39VAO2CUc+4d59x/gTOB1sC1Fdh+unOulXPubLzJ6WGZWRzwBHBr5UMWERGpGUoqRUREyncm8LVzbuWBAufcGuBL4KzyNnbOFR7h8f4OLHXOzahIZTNr6utWe3MZ6yaYWZaZxZexLsTMHjSztb7t1/rehxxhvCIi0oApqRQRESlfd2BJGeVLgW7+PJCZDQTGAtdXdBvn3GbgHUq1mppZEHAl8KZzbkcZm74M3An8CzgdmArc4SsXERGpkOBAByAiIlIHJABlJWWZwEEtgJXlayGcAjzqnEs9ws2fwfuM5++cc5/7ykYCLYFnyzjWUcDFwP3OuQm+4jlmVgA8YGaPOOd+qsx5iIhIw2LOVWgAugYvMTHRtWnTJtBhlJDq+3Ojc+cj2Ga7d6POjY9goyNVmcBERERERKRWW7Ro0TbnXJPS5WqprKA2bdqwcGGFBuyrMYMGeV/nzTuCbaZ5N5p3+RFsJCIiIiIiDZ6ZrSurXM9UioiIiIiISKUpqRT/e/RR7yIiIiIiIvWekkrxv/fe8y4iIiIiIlLvKakUERERERGRSlNSKSIiIiIiIpWmpFJEREREREQqTVOK1HGrVq/hsuv+WaIsMS6axx5+IEARARERgTu2iIiIiNSI3bt3k5GRQV5eXqBDkSoKCQkhKSmJ2NjYSm2vpLKOy8svoPc515UoWzxzcoCi8fnww8AeX0RERESq1e7du9myZQstWrQgIiICMwt0SFJJzjmys7PZsGEDQKUSS3V/FRERERGRI5KRkUGLFi2IjIxUQlnHmRmRkZG0aNGCjIyMSu1DSaX43wMPeBcRERERqZfy8vKI0CNP9UpERESluzIrqRT/+/hj7yIiIiIi9ZZaKOuXqvx7KqkUERERERGRSlNSKSIiIiIiIpWmpFJEREREREQqTVOKiP81bhzoCEREREREpIbUeEulmbU0s6fMbIGZZZmZM7M2ZdSLN7MXzGybme0zs4/MrEcZ9cLNbKKZbTKzbN9+TyyjnsfM7jKztWaWY2Y/mtm51XSaDdvbb3sXEREREZE6YMKECZgZy5cvZ/jw4URFRZGSksLUqVMBmD59Ol26dCE6OprBgwezatWqEts///zz9OrVi/DwcBITE7nyyivJzMwsUefpp59mwIABJCQkEBcXR//+/Xn//fdL1Fm7di1mxpQpU7jvvvto1qwZcXFxnHHGGaxfv756L0IVBKL7awfgAmAH8HlZFcw79NC7wKnAjcC5QAjwqZm1LFX9ReBq4D7gdGAT8D8z612q3gPABOBpYATwNfCWmZ1W5TMSEREREZE67/zzz2fkyJG888479OnTh3HjxnH33XczefJkHnnkEaZOnUpqaiqjR48u2ubOO+/k+uuv55RTTuHdd99l4sSJzJ49mxEjRlBQUFBUb+3atVx11VW89dZbvPHGG/Tt25fTTz+dDz/88KA4Hn74YVauXMlLL73EP/7xDxYsWMCYMWNq5BpURiC6v853ziUDmNlVwLAy6pwJDAROds596qu7AFgD/B9wk6+sFzAaGOecm+or+wxYCvzFtx/MLAn4E/CIc+5R3zE+NbMOwCPAB9Vwng3XXXd5Xx9+OLBxiIiIiIgcgdtvv52xY8cC0LdvX2bNmsWUKVNYs2YNsbGxAGzatImbb76ZdevW4Zxj4sSJjB8/nvvuu69oP506dWLgwIHMmjWLUaNGAfDoo48WrS8sLGTIkCGsWLGCZ599lhEjRpSIo3Xr1rz22mtF77du3crtt9/Oxo0bad68eXWdfqXVeFLpnCusQLUzgY0HEkrfdrvMbBZwFr6k0lcvD3ijWL18M3sduNPMwpxzucBwIBR4pdRxXgFeMrO2zrk1lT4pKWnBgkBHICIiIiKBMGjQwWUXXADXXw9ZWXBaGZ0EL7/cu2zbBuedd/D6666DCy+E9HS49NKD1992G5xxBqSmQufOVQq/eHIXHx9PUlISRx99dFFCCdClSxcA0tPTWbZsGYWFhYwZM4b8/PyiOv369SM2Npb58+cXJZWLFi1i/PjxfPfdd2zduhXnHACdy4h55MiRJd736OF9CjAtLa1WJpW1dfTX7sCSMsqXAilmFl2s3hrnXFYZ9ULxdrU9UC8XWFlGPYBuVY5YRERERETqtPj4+BLvQ0NDyywDyMnJISMjA4AOHToQEhJSYtm9ezfbt28HvAnokCFDyMzM5KmnnuKrr77iu+++49RTTyUnJ+egOBISEkq8DwsLKzpmbVRbR39NANaWUX7gadd4YK+v3o7D1Eso9rrTHfg64ND1RERERESksubNO/S6yMjDr09MPPz6Vq0Ov76KrZSV0dg368GcOXMOSj6Lr589eza7du3izTffpGXL34aIycoq3TZWN9XWpNKA0gnggfLqrFdypdk1wDUAKSkph6sqIiIiIiINzNChQ/F4PKSlpTF06NBD1juQPIaEhBSVrVixgi+//LJEkllX1dakMpOyWw8PpP87itUrK9uLL7b+wGu8mVmp1srS9Upwzj0HPAfQt2/fspJSKUs9+I8hIiIiIlKe9u3bc8cdd3DDDTeQmprKSSedRHh4OOnp6cydO5errrqKwYMHc8oppxAcHMzYsWO57bbb2LRpE+PHjyclJYXCwooMOVO71dakcilljwrbDUhzzu0tVu9sM4ss9VxlN2A/vz1DuRQIA9pT8rnKA89S/uKvwAV4pfR4SCIiIiIi9dNDDz1E165dmTRpEpMmTcLMaNWqFUOGDKFjx44AdO/enVdffZX77ruPM888k/bt2/PII48we/Zs5h2uS28dYQc/ZliDB/dOKfI80NY5t7ZY+SjgP8Ag59xnvrJYvFOKvOacu9FX1hv4AbjcOfeyrywY+BlY6Zw7w1eWBKQDDznn7i92nI+AZOdcj/Ji7du3r1u4cGFVT9mvBg2C5StWcsfLJb/dWDxzMi9PfqLsbaYNAmDe5fOqNzgRERERqbeWLVtG165dAx2G+Fl5/65mtsg517d0eUBaKs3swFjBfXyvI8xsK7DVl0S+CywAXjGz2/F2d70L7zOQfz+wH+fcYjN7A3jSzELwJp3XAW2BMcXqZZjZE8BdZrYH+B64EDgZ7xQl4k9//KP39cknAxmFiIiIiIjUgEB1f32r1PtnfK+f4W2dLDSz04FHfevC8SaZg51z6aW2vQL4K/AgEAf8CJzqnPu+VL0/4x0x9magKZAKXOCcm+WXM5LfLF4c6AhERERERKSGBCSpdM4ddtRVX51MYJxvOVy9bOBW33K4egV4E88HKx6piIiIiIiIHI4n0AGIiIiIiIhI3aWkUkRERERERCqttk4pInVZp06BjkBERERERGqIkkrxv+eeC3QEIiIiIiJSQ9T9VURERERERCpNSaX43zXXeBcREREREan31P1V/G/FikBHICIiIiIiNUQtlSIiIiIiIgEwb948zIx58+YVlQ0aNIhBgwYFLKbKUEuliIiIiIhILfHMM88EOoQjpqRSRERERESklujWrVugQzhi6v4q/te7t3cREREREakDJkyYgJmxfPlyhg8fTlRUFCkpKUydOhWA6dOn06VLF6Kjoxk8eDCrVq0qsf3zzz9Pr169CA8PJzExkSuvvJLMzMwSdbZu3cro0aOJjY0lLi6OsWPHsnPnzoNiKd39NScnh1tuuYWjjjqK6OhomjZtyhlnnMHy5ctLbDdt2jTMjK+//poxY8YQGxtL8+bNuemmm8jJyfHPhToEJZXif08+6V1EREREROqQ888/n5EjR/LOO+/Qp08fxo0bx913383kyZN55JFHmDp1KqmpqYwePbpomzvvvJPrr7+eU045hXfffZeJEycye/ZsRowYQUFBQVG9c845h/fee4+HHnqIN954g+DgYG688cZyY8rNzWXPnj3cc889vP/++0yePJmcnBz69+/P5s2bD6p/6aWX0r59e2bOnMl1113HpEmTePjhh/1zgQ5B3V9FRERERESA22+/nbFjxwLQt29fZs2axZQpU1izZg2xsbEAbNq0iZtvvpl169bhnGPixImMHz+e++67r2g/nTp1YuDAgcyaNYtRo0Yxd+5cvvjiC2bMmMFFF10EwPDhwxkxYgTr168/bEyNGjXihRdeKHpfUFDA8OHDSU5OZsaMGdxyyy0l6o8ePZr7778fgFNOOYVvvvmGGTNmFJVVByWV4n+XXOJ9feWVwMYhIiIiIjXmj7P/yOLNiwMaQ++mvXny1Ccrvf2IESOKfo6PjycpKYmjjz66KKEE6NKlCwDp6eksW7aMwsJCxowZQ35+flGdfv36ERsby/z58xk1ahQLFiwgKCiIc889t8TxLrroImbPnl1uXG+++SaPPfYYqamp7Nq1q6g8NTX1oLojR44s8b5Hjx589NFH5R6jKtT9Vfxv/XrvIiIiIiJSh8THx5d4HxoaWmYZeJ91zMjIAKBDhw6EhISUWHbv3s327dsBb+tmfHw8ISEhJfaVnJxcbkyzZs3iwgsvpGvXrrz22mt88803fPfddzRp0qTMZyUTEhJKvA8LCyM3N7fc41SFWipFRERERKTKqtJCWFc1btwYgDlz5hyUfBZf36xZM3bs2EFeXl6JxHLLli3lHuP111+nQ4cOTJs2ragsLy/voIGAAklJpYiIiIiISCUMHToUj8dDWloaQ4cOPWS9AQMGUFBQwNtvv130TCV4E8byZGVlERxcMm2bPn16iUGAAk1JpYiIiIiISCW0b9+eO+64gxtuuIHU1FROOukkwsPDSU9PZ+7cuVx11VUMHjyYoUOHMnDgQK699lq2bdtGx44deeONN1iyZEm5xzj11FN55513uOWWWzj99NNZtGgR//znP4mLi6v+E6wgJZXifwMGBDoCEREREZEa8dBDD9G1a1cmTZrEpEmTMDNatWrFkCFD6NixY1G9mTNnctNNN3HXXXcRFBTEmWeeydNPP82oUaMOu/+rr76a9PR0XnrpJaZMmcKxxx7LrFmzOPvss6v5zCrOnHOBjqFO6Nu3r1u4cGGgwyhh0CBYvmIld7xcWKJ88czJvDz5ibK3mTYIgHmXz6ve4ERERESk3lq2bBldu3YNdBjiZ+X9u5rZIudc39LlGv1VREREREREKk1Jpfjfued6FxERERERqff0TKX4n28+HhERERERqf/UUikiIiIiIiKVpqRSREREREREKk1JpYiIiIiIiFSanqkU/xsyJNARiIiIiIhIDVFSKf53772BjkBERERERGpIhbu/mtmJZhZ9iHXRZnai/8ISERERERGRuuBInqn8FOh2iHWdfetFYMQI7yIiIiIiIvXekSSVdph1YUBBFWOR+iI727uIiIiIiMhhTZs2DTNj7dq1gQ6l0g77TKWZtQHaFSvqW0YX2AhgHJDm39BERERERESktitvoJ7LgPGA8y1PUbLF0vne5wN/qI4ARUREREREpPYqr/vrNGAwMARv8niD7/2B5WTgeKCpc+756gtTRERERESkekyYMAEzY/ny5QwfPpyoqChSUlKYOnUqANOnT6dLly5ER0czePBgVq1aVWL7vLw87rnnHtq0aUNoaCht2rThnnvuIS8vr0S91atXM3LkSCIjI2nSpAk333wzubm5Zcb0/PPP06tXL8LDw0lMTOTKK68kMzOzei5AFR22pdI5tw5YB2Bmg4HvnXN7aiIwqcNOPz3QEYiIiIiIHLHzzz+fq6++mj/96U8888wzjBs3jl9//ZV58+bxyCOPkJeXx80338zo0aP55ptvira77LLLePPNN7n77rsZOHAgCxYs4MEHH2T16tW89tprAOzfv5+hQ4eSnZ3NpEmTSEpKYsqUKcycOfOgOO68804ee+wxbrrpJiZOnMiGDRu45557WLJkCV999RVBQUE1dk0qosLzVDrnPqvOQKQe+dOfAh2BiIiIiMgRu/322xk7diwAffv2ZdasWUyZMoU1a9YQGxsLwKZNm7j55ptZt24drVu3ZsmSJcyYMYPx48czYcIEAIYNG0ZQUBD33nsvd955Jz179uTll19m9erVLFiwgP79+wMwYsQIevToUSKGtWvXMnHiRMaPH899991XVN6pUycGDhzIrFmzGDVqVPVfjCNQ4aTSzEKBu4CLgRS8I74W55xzFd6fiIiIiIjUH3/8IyxeHNgYeveGJ5+s/PYjik2LFx8fT1JSEkcffXRRQgnQpUsXANLT02ndujXz588H4JJLLimxr0suuYR7772Xzz77jJ49e7JgwQJatWpVlFACeDweLrjggqJkFGDu3LkUFhYyZswY8vPzi8r79etHbGws8+fPr7tJJTAR72A8HwIzgbI7/4oMGuR9nTcvkFGIiIiIiByR+Pj4Eu9DQ0PLLAPIyckBKHrOsVmzZiXqNW3atMT6TZs2kZycfNAxS5dlZGQA0KFDhzJj3L59e/knUsOOJKk8DxjvnPtrdQUjIiIiIiJ1U1VaCOuyhIQEADZv3kz79u2Lyjdv3gxA48aNAW/SuXTp0oO237JlS4n3B+rPmTPnoIS2+PrapLzRX4uLBhZUVyAiIiIiIiJ1zUknnQTA66+/XqL81VdfBeDEE08EYMCAAaSnp/P1118X1SksLOTNN98ssd3QoUPxeDykpaXRt2/fg5a2bdtW5+lUypG0VM4CTgQ+qaZYRERERERE6pTu3btz8cUXM2HCBPLz8zn++ONZsGABDzzwABdffDE9e/YEvCPEPvLII5xzzjk89NBDJCUl8eyzz7J79+4S+2vfvj133HEHN9xwA6mpqZx00kmEh4eTnp7O3Llzueqqqxg8eHAgTvWQjiSpfAr4l5kVAh8AB02S4pxb7a/ARERERERE6oKXX36Zdu3a8dJLL/Hggw/SvHlz7rjjDsaPH19UJzQ0lLlz53LDDTdw/fXXExUVxejRoxk5ciS///3vS+zvoYceomvXrkyaNIlJkyZhZrRq1YohQ4bQsWPHmj69cplzrmIVvcnkAWVu5JyrXROm+FHfvn3dwoULAx1GCYMGwfIVK7nj5cIS5YtnTublyU+Uvc20QQDMu3xe9QX2zDPe1+uvr75jiIiIiEjALFu2jK5duwY6DPGz8v5dzWyRc65v6fIjaakcxyGSSZESlEyKiIiIiDQYFU4qnXPTqjEOqU+ysryvkZGBjUNERERERKrdkbRUilTMaad5XzVPpYiIiIhIvVfhpNLMXiqninPOXVnFeERERERERKQOOZKWypM5+JnKBCAG2OlbREREREREpAE5kmcq25RVbmYnAs8CY/wUk4iIiIiIiNQRnqruwDk3H3gC7zyWIiIiIiLSAFR0akKpG6ry7+mvgXpWA0f7aV9S111+eaAjEBEREZFqFBISQnZ2NpEa7b/eyM7OJiQkpFLbVjmpNLNg4HJgfVX3JfWEkkoRERGRei0pKYkNGzbQokULIiIiMLNAhySV5JwjOzubDRs2kJycXKl9HMnor5+UURwKdAIaA7+vVARS/2zb5n1NTAxsHCIiIiJSLWJjYwHYuHEjeXl5AY5GqiokJITk5OSif9cjdSQtlR4OHv11DzATeN05N69SEUj9c9553lfNUykiIiJSb8XGxlY6CZH65UhGfx1UjXGIiIiIiIhIHVTl0V9FRERERESk4TqipNLMepjZv81sq5nlm1mGmb1pZj38HZiZDTIzV8ays1S9eDN7wcy2mdk+M/uorHjMLNzMJprZJjPLNrMFvjk2RUREREREpJKOZKCeY4HPgGzgXWAz0BQ4AxhpZic65xZVQ4w3Ad8Ve59fLCbzxdIWuBHYAdwFfGpmvZ1zxUekfREYCdyOdwqUPwD/M7MBzrnF1RC3iIiIiIhIvXckA/U8DCwBhjjn9hwoNLMY4CPf+mH+DQ+AZc65rw+x7kxgIHCyc+5TXzwLgDXA/+FNSDGzXsBoYJxzbqqv7DNgKfAX337EX667LtARiIiIiIhIDTmS7q/9gYeLJ5QAvvd/Awb4M7AKOhPYeCCh9MWzC5gFnFWqXh7wRrF6+cDrwHAzC6uZcBuICy/0LiIiIiIiUu8dSVJZejqRI11fWa+aWYGZbTez18wspdi67nhbT0tbCqSYWXSxemucc1ll1AsFOvg96oYsPd27iIiIiIhIvXck3V+/Ae42s49KdX+NAu4ADtVFtbJ2AY/hfY5zN3A0cDewwMyOds5lAAnA2jK2zfS9xgN7ffV2HKZegv/CFi691PuqeSpFREREROq9I0kq7wbmAevM7D1gE96BekYCkcBJ/gzMOfcD8EOxos/MbD7wLd5nJe8BjLJbSK2M9xWpV3Kl2TXANQApKSmHqyoiIiIiItIgVbj7q3PuW7zPVX4CDAduBU71ve/nnPvuMJv7hXPue2AFcKyvKJOyWxnjfa87Klgvs4x1OOeec871dc71bdKkSeWCFhERERERqccOm1SamcfMzjCzowCccz85585zziU750Kcc8nAA0CbGoi1KCx+a3Vcivd5ydK6AWnOub3F6rU1s8gy6u0HVlZHoCIiIiIiIvVdeS2VlwAzgH2HqbMHmGFmF/stqkMws75AJ7zPd4J3jsoWZnZSsTqxeOfOfLfYpu8CIcD5xeoFAxcCc5xzudUcuoiIiIiISL1U3jOVlwBTnXNrDlXBObfWzF4ELsObgPqFmb2Kd77J74GdeAfquQvYADzlq/YusAB4xcxux9vd9S68rZl/LxbjYjN7A3jSzEJ8+70OaAuM8VfM4nPbbYGOQEREREREakh5SeUx/JbAHc5H+D85WwJcDNyIdyCgzcBMYLxzbhuAc67QzE4HHgWeAcLxJpmDnXOl57S4Avgr8CAQB/wInOp7TlP86YwzAh2BiIiIiIjUkPKSyhjKnoqjtB2+un7jnHsYeLgC9TKBcb7lcPWy8Q4udKtfApRDS031vnbuHNg4RERERESk2pWXVG4DWgNflFMvxVdXBK691vuqeSpFREREROq98gbq+QLvs5LluZzyE08RERERERGpZ8pLKp8EhpjZE2YWWnqlmYWY2T+Ak4EnqiE+ERERERERqcUO2/3VObfAzG4DHgPGmNkcYJ1vdWtgKNAYuM0593W1RioiIiIiIiK1TnnPVOKce9LMvgfuBM4GInyrsoF5wCPOuc+rLUIRERERERGptcpNKgGcc/OB+WbmARJ9xdudcwXVFpnUXffcE+gIRERERESkhlQoqTzAOVcIZFRTLFJfnHJKoCMQEREREZEaUt5APSJHbvFi7yIiIiIiIvXeEbVUilTIH//ofdU8lSIiIiIi9Z5aKkVERERERKTSlFSKiIiIiIhIpSmpFBERERERkUrTM5X10KJFC7nsultKlCXGRfPYww8EKCIREREREamvlFTWQ/sLjN7nXFeibPHMyTUXwEMP1dyxREREREQkoJRUiv8df3ygIxARERERkRqiZyrF/776yruIiIiIiEi9p5ZK8b+77/a+ap5KEREREZF6Ty2VIiIiIiIiUmlKKkVERERERKTSlFSKiIiIiIhIpSmpFBERERERkUrTQD3if08+GegIRERERESkhiiprEd2ZeexeVcO+R1O4j8/bGBvbj5NY8NplRDBfgutuUB69665Y4mIiIiISEApqawH9ucX8uXKbfy0YZe3oPWxZOcVEBsezOqte/ll026IPZFRk75kb3A+0WHV/M/+0Ufe11NOqd7jiIiIiIhIwCmprOPyLZhXv1nF7px8ereKo1uzWN566EZGP/wcAIXOsXVPLt/M/4TNu3qwJHcXyTHh7M7JIzY8pHqCevBB76uSShERERGRek8D9dRRWfvzWbttH3uDYjAzzuvTkpM6NaFJTBjmCovqecxIjg0nZf86PrrtJJrGhpOxJ4dTHvuMub9sCeAZiIiIiIhIfaCkso7KL3TsyNpPWGEOY/ql0CIuotxtosOCadM4iqOaNyIxOoyr/7WQSZ+uxDlXAxGLiIiIiEh9pKSyjooND6FnyzgiCrMJCSr/n3HRooVcdt0tLP91Jelpa2m8/B1asY2J/0vljrd/Yn9+Ybn7EBERERERKU1JZR0W5LEK191fYPQ+5zqiE1sQndiCY865lra7FnPTkI68uXA9l0/9ll1ZedUYrYiIiIiI1EcaqKcBM+DWoZ1onRDJnTN/4oIpC5h+1XEkxYRXbcdTpvglPhERERERqf3UUimc26cl0644jvQdWVzw7ALW78iq2g47d/YuIiIiIiJS7ympFABO6JDI9Cv7kblvPxc8u4BVW/dWfmezZnkXERERERGp95RUSpE+reN5/ZoB7C8o5IJnF/DLxt2V29Fjj3kXERERERGp9/RMZQN2YETY0o5plMiSRv256LkFTL3iOPq0jg9AdCIiIiIiUhcoqWzADowIW9rimZN5687jGfP811z64jc8P7YvJ3RIDECEIiIiIiJS26n7q5SpRVwEb/5+ACkJkVwx7Ts++mVLoEMSEREREZFaSEmlHFJSTDivX9Ofrs1iufaVRbzxXVqgQxIRERERkVpGSaUcVlxkKK9e1Y8TOiRyx9s/88iHyyksdIffaPp07yIiIiIiIvWekkopV3RYMC9d1pdL+qfw7Ger+MNr35O9v+DQG7Rq5V1ERERERKTeU1IpFRIc5OGBs47inpFdmb10Mxc9t4D1O7LKrvzGG95FRERERETqPY3+Kgcpa6qRxLhoHnv4Aa76XTtSEiK59c0fOe0fnzPx/F4M79605A4mT/a+XnhhDUUsIiIiIiKBoqRSDlLWVCOLZ04u+nlY96a8f1MMN7z2A9dOX8RlA1pz12ldCQ8JqulQRUREREQkwNT9VSqldeMo3r7ueK4c2JaXF6xj1KQvWZy+M9BhiYiIiIhIDVNSKZUWGuzh3tO78dLlfdmZlcfZz3zJff9dQn55o8OKiIiIiEi9oe6vUiGHe87y5C7JzL01gcfmrODlBWs5K30nrRtHklDo8HgsQBGLiIiIiEhNUFIpFVLWc5Yv/vlKtpVKNAc3Suaxax5k2aY9JP3jc24d1olh3ZIxU3IpIiIiIlIfKamUSjvUgD6vPHQH7/28iSfnruDa6Yvo2bIRfxjcgVO6JhOklksRERERkXpFSaX41aJFC3lxyHAAWnY5ipCQpqxIa8e103fRMj6Cywa04YK+rWgUGRLgSEVERERExB+UVIpf7S8wTs3cBcDec34PQGGh4+P3ZhLdZhB//WAZj89dwYijmnL2MS04vn2iWi9FREREROowJZVS7Tweo0l+Bi//fgBLNuzila/X8f5Pm5j5wwaSYsI4q3dzTj2qKb1bxSvBFBERERGpY5RUSo06qkUjHjm3JxPO7M4nyzOY+f0Gpn21luc/X0NidChDuiQzpGsSA9o3JiZcXWRFRERERGo7JZVSIw41JckLDz/A7pw85qVuZe4vW3h74RreWJgOrpDYgt3E5WfSOjyHyfffQnSYblcRERERkdpGf6VLjajolCThP/7M8D8+SnpmNmmZkaTvjiMN6DHhf3RKiqF3qzh6p8TRu1UcnZJj1F1WRERERCTAlFSK373z4HMVqldWorng26toGR9Jy/hIBrRvTG5+AV9+8DZDzrqAxek7+d8vm70tmUBkaBA9WjSiW/NYOifH0DE5ho7J0cSq26yIiIiISI1RUil+lx8e4bd9hQUHseab//FD/nYAegLZngj2BDViP4lk50Uz49s0cvIKi7Zp1iicjskxdE6OpmNSDK0bR9K6cRRJMWF41LIpIiIiIuJXDSqpNLNWwBPAUMCAj4A/OufSAhpYPdPz3VcB+OnMMX7ZX1ktmuDtPtuqT1+OA3I8EezzREFUAp3aDWDFlj38a/V2cvN/SzbDgj20SoikdUIk65b/CNm7CS/MJqwwhzCXS7DLo0lcNI89/IBf4hYRERERaQgaTFJpZpHAJ0AucBnggAeBT82sp3NuXyDjq086zZ8N+C+pPJRDPaeZuGsFiUBjvMlmaEwCw0edT3pmFuu272Pd9ixWuyYURjQrsW2QxwjN28eG5xbQrFEEzRqF06xROE19PzdtFE5CZKhaO0VEREREimkwSSVwNdAO6OycWwlgZj8BvwLXAo8HMDbxk0MlmkG7NhS9TwbWL/6Ri/78NHty8tmTm8fenHz25ubz03dL+cXt5wdPGPstDGeeEvvyGCREhZEYHUrj6FAaR4XRODqUxOgw4iNDiY0IJjY8hNiIEGLDg32vIYQGl9yPiIiIiEh90ZCSyjOBrw8klADOuTVm9iVwFkoq661DDQgUFRZMVFgwTQkvKl/y4iyueOQFAJxzZO0v4NUnxtOu29HkesLZbyHk5YSyel0OGxslkmeh7PeEUmCH/68UHuIhMjSY8GAP4aFBhAcHER7iITwkiIiQIMJDgggr9j4s2ENwkIdgjxHkMUKCjCCPx/dqBHuMYI+H4CDva1FZUPHyA9t6Suwj2GN4PEaQGR4PBJm33oHFc+C9mVplRURERKRcDSmp7A78t4zypcD5NRyL1AFmRlRYMAU7t3DKmeeVWDf5zquKkk+A/IJCFr07jb+M/zO7s/PYnZPHnpx8dmfn8fp/P2TX3kIKCaLAgtiDh/V79xEZE0ehBVFoHgoJIicvn6DQcG8ZnoNaSQMlqFgCGuzxkJubgyssxHAYYDiCPEZiQvxvyakvIQ3yJa2e4mXmTX49ZnjMu3/z/ezx1fEUf19iXckyswOJsPdnA+/T0oBhmHnfel9/e4+v7oFyin72vVrxsoP3c2Cd97X4vnzvSx3ncPuyUudW4lr4Yim6BqWuTdG2Jer+VlZ638X3Z8XPodQ5FVf8PItd3pLrytjeSv1gxbb8bbuK77v4yjLjPLioaL/l1ytrf2V/oVJW3YrWK2ufh9qf38+nooGLiIhUQkNKKhOAHWWUZwLxNRyL1DPBQR6WLPySv06476B1aYt/ZNxfni1RNvnOq7isWFJ6oOy6YmXOOV6892qOOeZYHEYhhjNvKrciNZUOnbsVvXcYy1as5PRr76SwEAqdo9A53pv6D0ZcdhMFzuEcFBY65v37JVq3aetNCY2i7Tdv3kRS0xZQtE/YunUriU2Sve99dTO2bqdbv8EU4t2nc7Di+y/J2Z/4W5rp28eePXuIioktUbZv3z4io6KLjotBdnYO4RERxdJU2L9/PyFhYSXKwMjLzyc4OAQHOPOuKyh0eDy/JeEOX8IZFOSN0Xc9C52j7D/DReSA4l+QwG9fgnh/tqL/QqXLrUR5sRT6t02KvnQpXu/Az0fKVWYbV5mtvErHasVPEMr4suTA+5JfXBXfF6XrHuKLmsN9AeNPlb86lXfYcznMykOtOtwXKIc71uG+dznUl0zlbXc4gf6ipyr/F2qrmjolV0P/U248uSNn9GpeI8fyB6uPN1VZzGw/8Jhz7q5S5X8F7nDOHZRgm9k1wDW+t52B1GoP9MglAtsCHUQDo2te83TNa56ueWDoutc8XfOap2te83TNA6M+XvfWzrkmpQsbUkvlDrytlaXFU3YLJs6554DnqjOoqjKzhc65voGOoyHRNa95uuY1T9c8MHTda56uec3TNa95uuaB0ZCue+14aKtmLMX7XGVp3YBfajgWERERERGReqEhJZXvAv3NrN2BAjNrA5zgWyciIiIiIiJHqCEllc8Da4H/mtlZZnYm3tFg04EpgQysimp199x6Ste85uma1zxd88DQda95uuY1T9e85umaB0aDue4NZqAeADNLAZ4AhuIdBOxj4I/OubWBjEtERERERKSualBJpYiIiIiIiPhXQ+r+WmeYWSsz+7eZ7TKz3WY209fKWpFtw81sopltMrNsM1tgZidWd8x1XRWv+UNmNsfMtpuZM7PLqznceqOy193M+prZc2a23MyyzCzNzF41s7Y1EXddVoVr3trM/mtm63yfLdvMbJ6ZjaiJuOuyqny+lNrPXb7PmC+qI876pIqf6e4QS+9qDrvOq+q9bmZdzewt3+dLtpmlmtnN1RlzXVeFz/QJh7nXc2oi9rqqip8vKWb2su/vliwzW2FmD5pZVHXHXd3UUlnLmFkk8COQC9yDdy7iB4FIoKdzbl85278KjARuB1YDfwBGAAOcc4urL/K6yw/XfA+wGO/1Hgtc4ZybVo0h1wtVue5m9igwAHgV78jOLYB7gSSgt3MuvXqjr5uqeM27A7cC84D1QCxwNd7Pm3OdczOrNfg6qqqfL8X20w74CdgH/OqcG1g9Edd9fvhMd8A0Dh5v4SfnXJbfA64n/HDd+wKf4P2MeQnYBXQEop1zj1df5HVXFT/TWwItSxVHAbOB/zjnLqiWoOu4Kl7zKOAHIASYAKQBxwL3A+865y6s1uCrm3NOSy1agJuBAqBDsbK2QD5waznb9sJ7c19RrCwYSMV7swb8/GrjUpVr7qvr8b128F3/ywN9TnVhqeK93qSMstZAIfCXQJ9bbV2qeq+Xsb9gvIOdzQr0udXWxV/XHPgf3iRnHvBFoM+rNi9++Ex3wIOBPo+6tlTxM92D9wvC/wT6POrSUg2f6Zf67v+RgT632rpU8T4f5ru+w0qVP+LbPjLQ51eVRd1fa58zga+dcysPFDjn1gBfAmdVYNs84I1i2+YDrwPDzSzM/+HWC1W55jjnCqsxtvqs0tfdObe1jLJ1wFa8rZZStird66X5Pl924f3ckbJV+Zqb2WjgGOCuaomw/vHrfS4VVpXrPgjvvOFqkTwy/r7XLwO24P0SS8pWlWse6nvdXap8J94vVsxPMQaEksrapzuwpIzypXg/cMvbdo07uHvOUrw3coeqh1cvVeWaS+X59bqbWVe83V+XVTGu+qzK19zMPGYWbGZNzexeoBMwyY8x1jdVuuZmFo931PL/c85l+jm2+sofny3XmVmu75mnT8zsd/4Lr96qynU/0J073My+NrM8M8sws3+aWYRfo6xf/PZ71NcddjDwqu8LQylbVa75R8CvwN/MrJuZRZvZyXhbP591FXwcorZSUln7JAA7yijPBOKrsO2B9XKwqlxzqTy/XXczCwaexdtS+WLVQ6u3/HHN/463ZXIT8H/ARc65j/0TXr1U1Ws+EViB9xk/qZiqXvNXgOuBU4BrgMbAJ2Y2yE/x1VdVue7Nfa9vAHPwTv32d+Aq4DV/BVgP+fPvl0vx5gUvVzWoeq7S19w5l4P3C5QD3b334J3e8D3gBv+GWfOCAx2AlKms0ZMq0iRuVdi2odN1Cwx/XfengePxPgdS1oe9/Kaq1/xJvF3qm+IdmOo1MzvPOfeeH2Krryp1zX2tY2OBY5zvwRupsErf5865S4u9/dzM/ou3ZeJBfmtRk7JV9rofaOR4xTl3n+/neWYWBDxiZt2cc7/4JcL6x1+/R8cCPzjnfqpiPA1BZT/Tw/F+cZKEN4lPA44D7sP7TOV1foyxximprH12UHaLYjxlfzNSXCZQ1pDG8cXWy8Gqcs2l8vxy3c3sYbytCZc55+b4Kbb6qsrX3Dm3Hu/orwDvmdk84FG837TKwapyzafgbXlfb2ZxvrJgIMj3Pts5l+unOOsTv36mO+f2mNn7wJVVDayeq8p13+57nVuqfA7eQUx6A0oqD+av36PHAV2AP/onrHqtKtf8SrzPD3dwzq3ylc03s13Ac2b2rHPuR79FWsPU/bX2WYq3v3Zp3Sj/A3Up0NY33HHpbfcDKw/eRKjaNZfKq/J1N7M/A3cCNzvnpvsxtvqqOu71heh57cOpyjXvCvwe7x8qB5YTgP6+n+v0t9rVqDru80P1BJLfVPXvFzj4Gh9o/dGAeGXz171+Gd6WMnU1Ll9VrnkPYEexhPKAb32vXasYW0Apqax93gX6++YkA8DM2uD9Q+LdCmwbApxfbNtg4EJgjr7RPqSqXHOpvCpddzO7CW93tD87556qriDrGb/e62bmwdsdsPQvSPlNVa754DKWH/F2xRwM/Lsa4q0P/H2fx+Kdj/UbfwVYT1Xlun+Id96/U0uVD/e9LvRTjPVNle91MwsFLgI+KGtkdTlIVa75ZiDezEp/EdvP97rBX0EGRKDnNNFScsE78exK4Ge8QxOfifePiNV4JwA+UK813m+V7iu1/et4v8G+ChiC94+OHLzP5AT8/Grj4odrfhJwHt6HrB3e5/vOA84L9LnV5qUq1x3vL8BCvH+I9C+1dAv0udXWpYrXfALwT7xfUp3ke53j+3e4KNDnVluXqn6+lLG/eWieymq75sCfgOeB0Xi7qV3m289+4HeBPrfavPjhd+l4X/lDeAdJuhPIBqYF+txq6+KPzxfgHN/fLucE+nzqwlLFz5c2eKcTWeH7bBkM3O4rW4hv3vO6uqilspZx3uGET8Z7w00HXgXWACc75/YWq2pAEAe3Nl8BTMXbgvM+0Ao41Tn3fTWHXmf54ZrfD7wFHGgt+4Pv/VvVGHadV8Xrfqqv/FRgQanlmWoPvo6q4jX/HjgK730+B+/IjDl4/9B+vfqjr5v88PkiR6iK1zwVbze2f+J9vu9x37YDnXOfV3/0dZcf7vW/4B1R+gLgA7zduycCV1dv5HWXnz5fLsM75oaei6+Aqlxz59xavF9+L8b7d/oHeO/v54Chro7Pe26+zFlERERERETkiOkbUREREREREak0JZUiIiIiIiJSaUoqRUREREREpNKUVIqIiIiIiEilKakUERERERGRSlNSKSIiIiIiIpWmpFJERKQMZna5mblDLKfUYBxrzWxaTR1PRETkSAUHOgAREZFa7nxgfamyX2rw+GcDu2vweCIiIkdESaWIiMjhLXbOrfTXzswsBMh3zrmK1HfO/eCvY/ubmQUB5pzLD3QsIiISOOr+KiIiUglmFmJmD/q6p+73vT7oSxoP1Gnj6y57vZn93cw2ArlAnG/9OWb2tZllmdlOM3vLzFJKHeeg7q9mdoqZ/WBmOWa20syuMrNpZra2jGNfa2Z/MbNNvmPMMrOWZZzP1Wb2o2+f28zsRTNLKFXHmdlfzexOM1sD7Ad6VPliiohInaaWShERkcMLMrPivy+dc64AeBm4AHgI+AIYANwDtANGl9rHn4HvgGuAICDHzH4PTAamAn8BYoAJwGdm1tM5t6esYMysG/A+8C1wERAK3As0AgrL2OQu4CtgHJAEPAa8CpxUbJ+PALcB/wRuB1oADwJHmdnxvvM94HJgNfAnYB+wsaw4RUSk4VBSKSIicnjLS73/0pcQXgzc75yb4CufY2YFwANm9ohz7qdi22wBzj7Q5dXMooG/AVOdc+MOVDKzb4AVwJXAk4eI5x68z1gOd85l+bb7HFgDbC6j/jrnXFGSa2ZNgIlm1tw5t9HM2uBNJO93zv2lWL0VeJPlM4B3iu3PgGHOuexDxCciIg2MVfCRjgYvMTHRtWnTJtBhlJCa6n3t3DmwcYiISB2mXybSAKRu997nnRvrPhepikWLFm1zzjUpXa6Wygpq06YNCxcuDHQYJQwa5H2dNy+QUYiIiIjUboOmDQJg3uXzAhqHSF1nZuvKKtdAPSIiIiIiIlJpSipFREQaskcf9S4iIiKVpKRSRESkIXvvPe8iIiJSSUoqRUREREREpNKUVIqIiIiIiEilKakUERERERGRStOUIiIiIg1ZRESgIxCROmr37t1kZGSQl5dXI8dbv349BQUFNXKsQAsKCqJly5Y1dryQkBCSkpKIjY2t1PZKKkVERBqyDz8MdAQiUgft3r2bLVu20KJFCyIiIjCzaj/mvn37aNXpqGo/Tm2QvmIJXbt2rZFjOefIzs5mw4YNAJVKLNX9VUREREREjkhGRgYtWrQgMjKyRhJKqT5mRmRkJC1atCAjI6NS+1BSKSIi0pA98IB3ERE5Anl5eUSo+3y9EhERUemuzEoqRUREGrKPP/YuIiJHSC2U9UtV/j2VVIqIiIiIiEilKakUERERERGRSlNSKSIiIiIiIpWmKUVEREQassaNAx2BiIjUcWqpFBERacjeftu7iIg0YBMffpCmjSL4dUUqF519Bm2bNaZP947MeOVfALz1+msM7NuLds0TOef04axdvbrE9q9Me4mTTziO1klxdPv/9u47PI7q6uP49+xq1bslW+69YoMhosZggymm9x5CCYFAEoIpSQgEQichhSQvSSDU0AkBAgGCaTahGWxjg41xAeMiW3KRLKuX3fv+MStZkuWislqt9fs8zzA7996ZOSsP0py5M3eGDmD6D39ASXFxszYP3v9Xjj18MmMG92PUoDyOmXoIb7ze/F3Bq1auJC8jieeff54bb7yRvn37kpmZyfHHH8+aNWsi+0PoACWVIiIiIiIiwPfPP5fDj5rGI088y54T92b6Dy/ljptv5NEH7+f6X93KPffex1fLlnLZxec3rnPbTTfw86t/wsFTDuXRp57jl7fewTtvzeCc004kGAw2tlu9ciXnfvdC/v7oE9z30GPstfc+nHfGKbz1xuvbxPHII4+wfPlyHnroIf74xz/y4Ycfcu6553bJz6A9dPuriIhIT3bddd78zjujG4eISDdw+RXTOeNsL3nba+99mPHaqzz28IN8/Nli0tLTAVhfVMgNP7uG1atW4hz85U9/4OqfX8/VP/tF43aGjxjBCUdNZcZrr3D0cScA8Kvb72qsD4VCHDzlUL5evpx/PPQAU484qlkceXl5PPnkk43LGzZs4Nprr2Xt2rX069cvYt+/vZRUioiI9GQffhjtCERkdzJlyrZlZ5wBl18OlZVwzDHb1l9wgTdt3AinnbZt/WWXwZlnEigsJGv6VdtUV/zoJ9QefSz+ZUsJjhzVofAPO+LIxs+ZWVnk5OYyfs+JjQklwIiRowFYW7CGZUuWEAqFOPX0s6ivr29ss0/+fqSlp/PRB+81JpULPp3H3Xfexvx5c9m0cQPOufD2to150qRJzZYnTJgAwKpVq5RUSuf78KMPMTso2mFE3ICBg1i9amW0wxARERGR3VhmZlaz5UB8PJmZmduUAdRU17BxwwYADth7j1a3Vxx+rrJgzWpOP/EYRo0ew+2/+R0DBg7E74/j17ffwrKlX26zXnqTJBYgISEBgOrq6rZ/qS6gpDLG1dbU8PsZS6IdRsRddeToaIcgIiIiIjszc+b265KTd1yfk7PD+rq8PEpembHd+o72UrZHVnY2AM+88B8yWiSfXr03wvY7b77BltJS7n/kcfr1H9BYX1VV2SVxRpqSShERERERkXaYfOhUfD4fBWtWM/mwqdtt15A8BgKBxrKvli/jk48+pG///hGPM9KUVIqIiPRkAwbsvI2IiLRqyLBh/OjKq/nFtdNZvmwpB046mMSERAoK1vDuO29xzncvZNIhkzl4ymHExcXx40sv5gc/+glFRYXcfeet9B8wkJALRftrdJiSShERkZ7s8cejHYGISEz7xU23MHL0GB7++994+IH7MDP69x/ApMlTGDZ8OABjxo7j3r8/zN133Mr5Z5/G4KHDuOGmW3n7rTf44L13o/wNOs4aRh2SHcvPz3dz5syJdhjNTJkCs2bN5Pczut8IUJ3tqiNHo2NVRERE2mPKI1MAmHnBzKjGsTtZvHgxY8eO7dJ9zpkzh4GjxnfpPqNl9dKF5Ofnd/l+d/bvamZznXPbBOaLaFQiIiLSvV15pTeJiIi0k25/FRER6cnmz492BCIiEuPUUykiIiIiIiLtpqRSRERERERE2k1JpYiIiIiIiLSbnqkUERHpyUaNinYEIiIS45RUioiI9GT33x/tCEREJMbp9lcRERERERFpNyWVIiIiPdkll3iTiIhIO3V5UmlmA8zsz2b2oZlVmpkzsyGttMsyswfMbKOZVZjZm2Y2oZV2iWZ2t5mtM7Oq8HYPaaWdz8yuM7NvzKzazBaY2akR+poiIiKxYelSbxIREWmnaPRUjgDOAEqA/7XWwMwMeAmYBvwYOBUIAO+Y2YAWzR8Evg/cCBwHrANeN7OJLdrdCvwK+D/gaOAj4J9mdkyHv5GIiIiIiEgbvf+/d8nLSOL9/73bWHbysUdy6aWXRjGqtovGQD3vOuf6AJjZxcCRrbQ5AZgEHOaceyfc9kNgBfBT4Ipw2V7AOcBFzrmHw2WzgEXALeHtYGa9gWuAu5xzvw3v4x0zGwHcBbwage8pIiIiIiLSJnf97o8UfrMs2mG0SZf3VDrnQrvQ7ARgbUNCGV6vFHgZOLFFuzrgmSbt6oGngaPMLCFcfBQQDzzeYj+PAxPMbGhbv4eIiIiIiEhnGz1mLMOGDYt2GG3SXQfq2QNY2Er5ImCQmaU2abfCOVfZSrt4vFttG9rVAMtbaQcwrsMRi4iIxKKJE71JRKQHu/vO28jLSGLZ0iWcdfLxDO3bi2/tMZKnHv8HAP98+kkm5e/FsH45nHLcUXzz9dfN1n/8kYc47Nv7Mbh3JuOGDmD6D39ASXFxszYbN27gsu+dz4gBvRk1KI8fXfo9tpRu3iaWlre/VldXM336dMaPH09qaip5eXkcf/zxfPnll83We+SRRzAzPvroI84991zS09Pp168fV1xxBdXV1Z30k2pdd00qs/GeuWyp4V8maxfbZTeZb3bOuZ20ExER6VnuucebRESE759/LocfNY1HnniWPSfuzfQfXsodN9/Iow/ez/W/upV77r2Pr5Yt5bKLz29c57abbuDnV/+Eg6ccyqNPPccvb72Dd96awTmnnUgwGGxs973vnMUbr7/GdTfezH0PPUZcXBzX//SqncZUU1NDWVkZN9xwA6+88gp//etfqa6u5oADDqCwsHCb9ueddx7Dhw/n+eef57LLLuPee+/lzjvv7Jwf0HZE45nKXWFAywSwoTyS7ZpXml0CXAIwaNCgHTUVEREREZEYd/kV0znj7HMB2GvvfZjx2qs89vCDfPzZYtLS0wFYX1TIDT+7htWrVuIc/OVPf+Dqn1/P1T/7ReN2ho8YwQlHTWXGa69w9HEnMOvtt5j94Qf87cFHOem0MwA49PAjOPvUE1lbULDDmDIyMnjggQcal4PBIEcddRR9+vThqaeeYvr06c3an3POOdx8880AHH744cyePZunnnqqsSwSumtSWUzrvYcNPZQlTdq1lu1lNalvmGeZmbXorWzZrhnn3P3A/QD5+fmtJaUiIiKx7Tvf8eaPtxx2QESkba7875XML5wfse2XlZWRsCBlh23G5+7JrVN+u8M2O3LYEVvHEM3MyiInN5fxe05sTCgBRowcDcDagjUsW7KEUCjEqaefRX19fWObffL3Iy09nY8+eI+jjzuBOZ/Mxu/3c+yJJzfb30mnns47b87YaVzPPvssv/vd71iyZAmlpaWN5UuWLNmm7bHHHttsecKECbz55ps73UdHdNekchGtjwo7DljlnCtv0u5kM0tu8VzlOKCWrc9QLgISgOE0f66y4VnKLzorcBERkZiyZk20IxAR6TYyM7OaLQfi48nMzNymDKCmuoaNGzYAcMDee7S6veLwc5VFhYVkZGYRCASa1ef27r3TmF5++WXOPPNMzj//fG666SZycnLw+Xwcc8wxrT4rmZ3dvG8uISGBmpqane6nI7prUvkScKGZTXbOzQIws3TgeODJFu1uBk4HHg23iwPOBGY45xp+ev/FSzLPDbdv8B1goXNuRQS/i4iIiIjIbu+eafdEdPtz5sxh4KjxEd1HW2WFE7hnXvgPGS2ST6++FwB98vIo3VxCXV1ds8Ryw/r1O93H008/zYgRI3jkkUcay+rq6hoT1u4gKkmlmZ0W/vit8PxoM9sAbAgnkS8BHwKPm9m1eLe7Xof3DORvGrbjnJtvZs8A95hZAO89lpcBQ/ESyIZ2683sD8B1ZlYGzMNLPA+j+StKREREREREdsnkQ6fi8/koWLOayYdN3W67/H33JxgM8sq/X2h8phLgxX/9c6f7qKysJC6uedr22GOPNRsEKNqi1VPZ8qf3l/B8FjDFORcys+OA34brEvGSzEOdc6tbrHshcDtwG5AJLACmOefmtWh3PVAO/ATIA5YAZzjnXu6UbyQiIiIiIj3KkGHD+NGVV/OLa6ezfNlSDpx0MIkJiRQUrOHdd97inO9eyKRDJjP5sKnsf+BBXDv9x2wq3sSwYSP49wvPsWTxop3uY9q0abz44otMnz6d4447jrlz5/KnP/1pm9tyoykqSaVzboejrobbFAMXhacdtasCrgpPO2oXxEs8b9v1SEVERHZzBx4Y7QhERGLaL266hZGjx/Dw3//Gww/ch5nRv/8AJk2ewrDhwxvbPfj409zw06u54+Yb8fv9HHn0sdxx9x+44JwzdrB1+P73v8/q1at56KGHuO+++9h33315+eWXOfnkk3e4XleybV/dKK3Jz893c+bMiXYYzUyZArNmzeT3M/pFO5SIu+rI0ehYFRERkfaY8sgUAGZeMDOqcexOFi9ezNixY7t0n93xmcpIWb10Ifn5+V2+3539u5rZXOfcNoH5IhqViIiIiIiI7NaUVIqIiPRkp57qTSIiIu3UXV8pIiIiIl1h06ZoRyAiIjFOPZUiIiIiIiLSbkoqRUREREREpN2UVIqIiIiIiEi76ZlKERGRnmzq1GhHICIiMU5JpYiISE/2y19GOwIREYlxu3z7q5kdYmap26lLNbNDOi8sERERERERiQVteabyHWDcdupGh+tFREQklhx9tDeJiIi0U1uSSttBXQIQ7GAsIiIi0tWqqrxJRESi4uknHiMvI4lVK1dGO5R22+EzlWY2BBjWpCi/lVtgk4CLgFWdG5qIiIiIiIh0dzsbqOd84CbAhac/07zH0oWX64EfRiJAERERERER6b52dvvrI8ChwFS85PFH4eWG6TDgICDPOff3yIUpIiIiIiISGXffeRt5GUksW7qEs04+nqF9e/GtPUby1OP/AOCfTz/JpPy9GNYvh1OOO4pvvv662fp1dXXcdeuvyJ8wmoE56eRPGM1dt/6Kurq6Zu1WrljBuaefzNC8bMYNG8gNP7ua2pqaVmP6+9//zl577UViYiI5OTl873vfo7i4ODI/gA7aYU+lc24lsBLAzA4F5jnnyroiMBEREekCxx0X7QhERLqN759/Lt85/0Iu+/GVPPLgfUz/4aWs+Go5H7z3Ltf/6lbq6ur45c+v4bKLz+e1t//XuN4VP7iYl174F1dc/VP2P+Ag5nwym3vuvouV36zgrw8+CkBtbS1nnHQs1dVV3PHbe8jJzeWxhx/k1Zf/vU0cf/7zn3nyySe54ooruPvuuykoKOCGG25g4cKFfPDBB/j9/i77meyKXX5PpXNuViQDERERkSi45ppoRyAi0m1cfsV0zjj7XAD22nsfZrz2Ko89/CAff7aYtPR0ANYXFXLDz65h9aqVDBw0mMVfLOKF557l6p9fz7XX3QDAlKmH4/f7+fVtN/Pj6dcwbvwEnn3ycVZ+s4JX3pzJt/bdH4CpRxzFlAPzgYLGGFatXMnjjz/OTTfdxI033thYPmrUKCZNmsTLL7/MSSed1DU/kF20y0mlmcUD1wFnA4PwRnxtyjnndnl7IiIiIiKy+7jySpg/P3LbLysbTUJy/A7bjJ8Q4ta76tu9j8OOOLLxc2ZWFjm5uYzfc2JjQgkwYuRoANYWrGHgoMF89P57AJx2xtnNtnXqGWfz69tu5oP3/8e48ROY88ls+g8Y0JhQAvh8Pk44+VR+e+dtjWXvvvMWoVCIc889l/r6rd9l//33Jz09nXfffTd2k0rgbrzBeF4Dngdav/lXREREYseUKd585sxoRiEi0i1kZmY1Ww7Ex5OZmblNGUBNtZcObd5cAkDvvLxm7Xr36ePVl3j1RYWF5OT23mafuS3KNm7YAMCIESNajXHTpk07/R5drS1J5WnATc652yMVjIiIiIiIxKZ77ons9ufMWcLAUeMju5N2aEhENxQVkTJs69sY1xcVAZCVnQ1An7w8ln75xTbrb9iwvtlyQ/sZM2aQlZW1TftevXp1TuCdaGejvzaVCnwYqUBERERERERizYGTDgbgxX/9s1n5888+7dUfNAmA/H33p2DNGuZ+MruxTSgU4qUX/tVsvcmHTsXn87Fq1Sry8/O3mYYOHRrJr9MubempfBk4BHg7QrGIiIiIiIjElDFjx3HyaWfw27tuoz5Yz777HcCcT2bzh9/cycmnncG48RMAOOOc7/DnP/yWi75zFtfdeAs5ubn846EHKC/b0mx7Q4YN47vf/S4/+tGPWLJkCZMnTyYxMZHVq1fzxhtvcPHFF3PooYdG46tuV1uSyj8D/zCzEPAqsM1LUpxzX2+zloiIiIiIyG7sT397gMFDhvLU449yz9130advX3505dVc/fPrG9vEx8fz7IuvcN2107nu6p+QlJzCKaefweFHTuOn03/cbHs//OEPOeyww7j33nu59957MTMGDhzI1KlTGTlyZFd/vZ0y59yuNfSSyQatruSc614vTOlE+fn5bs6cOdEOo5kpU2DWrJn8fka/aIcScVcdOZpdPVZFRKQN/vIXb3755dGNQySCpjwyBYCZF8yMahy7k8WLFzN27Ngu3eecOXO65TOVkbB66ULy8/O7fL87+3c1s7nOuW0Ca0tP5UVsJ5kUERGRGKVkUkREOmiXk0rn3CMRjENERESiobLSmycnRzcOERGJWW3pqRQREZHdzTHHeHO9p1JERNppl5NKM3toJ02cc+57HYxHREREREREYkhbeioPY9tnKrOBNGBzeBIREREREZEepC3PVA5prdzMDgH+BpzbSTGJiIiIiIhIjPB1dAPOuXeBP+C9x1JERERERHoAve5t99KRf8/OGqjna2DvTtqWiIiIdJULLoh2BCISgwKBAFVVVSRr5OjdRlVVFYFAoF3rdjipNLM44AJgTUe3JSIiIl1MSaWItEPv3r0pKCigf//+JCUlYWbRDknayTlHVVUVBQUF9OnTp13baMvor2+3UhwPjAJ6AT9oVwQiIiISPRs3evOcnOjGISIxJT09HYC1a9dSV1fXJfvcuHEjQd/SLtlXtJVs3MjixYu7bH+BQIA+ffo0/ru2VVt6Kn1sO/prGfA88LRzbma7IhAREZHoOe00b673VIpIG6Wnp7c7CWmPcePG8fsZS7psf9F01dFHx9Qzq20Z/XVKBOMQERERERGRGNTh0V9FRERERESk52pTUmlmE8zsOTPbYGb1ZrbezJ41swmRClBERERERES6r7YM1LMvMAuoAl4CCoE84HjgWDM7xDk3NyJRioiIiIiISLfUloF67gQWAlOdc2UNhWaWBrwZrj+yc8MTERGRiLrssmhHICIiMa4tSeUBwHlNE0oA51yZmf0aeLRTIxMREZHIO/PMaEcgIiIxri3PVO5sTNvYGfNWREREPKtXe5OIiEg7tSWpnA38Iny7ayMzSwF+BnzUmYGJiIhIFzjvPG8SERFpp7bc/voLYCaw0sz+A6zDG6jnWCAZmNzp0YmIiIiIiEi3tstJpXPuYzM7ALgROArIBoqBt4FbnXOfRyZEERERERER6a52mFSamQ+vJ3KFc26hc+4z4LQWbSYAQwAllSIiIiIiIj3Mzp6p/A7wFFCxgzZlwFNmdnanRQWY2RQzc61Mm1u0yzKzB8xso5lVmNmb4US35fYSzexuM1tnZlVm9qGZHdKZMYuIiIiIiPQ0O7v99TvAw865Fdtr4Jz7xsweBM7HS0A72xXAJ02W6xs+mJkBLwFDgR8DJcB1wDtmNtE5t6bJeg/i9bpeC3wN/BB43cwOdM7Nj0DcIiIi3d/VV0c7AhERiXE7Syr3Af68C9t5Ezi34+G0arFzbnsjy54ATAIOc869A2BmHwIrgJ/iJaSY2V7AOcBFzrmHw2WzgEXALeHtiIiI9DzHHx/tCEREJMbt7PbXNLzev50pCbftaicAaxsSSgDnXCnwMnBii3Z1wDNN2tUDTwNHmVlC14QrIiLSzSxZ4k0iIiLttLOkciMweBe2MyjcNhKeMLOgmW0ysyfNbFCTuj2Aha2sswgYZGapTdqtcM5VttIuHhjR6VGLiIjEgksv9SYREZF22llS+R7es5I7c0G4bWcqBX4HXAwcBtwKHA58aGa9w22yab0ntTg8z9rFdtmdEbCIiIiIiEhPs7NnKu8B3jOzPwA/c87VNq00swDwW7ykb1JnBuac+xT4tEnRLDN7F/gY71nJGwADXCurWyvLu9KueaXZJcAlAIMGDdpRUxERERERiWH1oRA1dSFq6kNU1wWpC4YIhhzBkKM+5KUSFv6Pz4w4nxHw+wjE+Yj3+0gK+EkM+PDGEu1ZdphUOuc+NLOr8XoMzzWzGcDKcPVg4AigF3D1DgbT6TTOuXlmthTYN1xUTOu9jA09lCVN2rWWFWY1qW9tf/cD9wPk5+e3lpSKiIiIiEgMqK4LsrmqjtLKOjZX1VJaVUdFTZCKmnrKa+qpqQ91eB8GJMX7SY73k5YYID0xjvTEAOlJAXqlxJORFMDn2/2Szp31VOKcu8fM5gE/B04GksJVVcBM4C7n3P8iFuG2mvY6LgKObKXNOGCVc668SbuTzSy5xXOV44BaYHmkghURERERka4Tco6SilqKymrYWF7DpvJaNlXUUFETbNYuJd5PamIcmckB+mclkRzvJzHgJzHOT0LA6330+7weSb/PMDOcczjn7aM+5KgLhqgNhqitD1FdF6Kytp6q2iAVtUHKqusoKKmiNrg1WfUZZCXH0ys1nt5pifROSyA3LYHEgL+rf0ydaqdJJYBz7l3gXTPzATnh4k3OueAOVut0ZpYPjAKeDRe9BFxoZpOdc7PCbdKB44Enm6z6EnAzcDrwaLhdHHAmMMM5V9M130BERKSbueGGaEcgItIhNfVB1m6upqCkinVbqthQVkNd0OuD8vuMXinxDMpOpldKApnJATKTAmQkBYjz72x4mY5zzlFTH2JzZR3FlbUUV3jTutJqlhaVN7bLSg7QLzOJfhlJ9M1MjHhcnW2XksoGzrkQsD5CsTRjZk/gvW9yHrAZ2Bu4Dihg67szXwI+BB43s2vxbne9Dq838zdN4p5vZs8A94SfA10BXAYMJXLv1xQREen+Dj882hGIiLRJ0yRyzeZK1m+pwQF+M3LTEhjXN50+6Yn0SU8kMzmAL4rPOJoZiQE/eRl+8jKaJ4tVtUHWl1VTVFZDYWk1y9eXs2jtFgDS8k+IRrjt1qaksostBM4GfgwkA4XA88BNzrmN4CW5ZnYc3mBBfwES8ZLMQ51zq1ts70LgduA2IBNYAExzzs2L/FcRERHppubP9+YTJ0YzChGR7QqFHJ8XlJJx8Hd4+pNVzZLIPhkJ7DskmwFZSeRlJBLogt7HzpIU72dwrxQG90oBvF7N4opa1pZW89jfYytF6bZJpXPuTuDOXWhXDFwUnnbUrgq4KjyJiIgIwJVXevOZM6MZhYhIM1W1Qd5bvpG3Fhfx1pfr2VBWQ8YBp+Mzi9kkcmfMjF6pCfRKTaC+eE20w2mTbptUioiIiIhIz1FcUcvriwp584si3lu+kZr6EKkJcUwencvhY3tz2kHjuPKlOdEOU1qhpHI3UlMfpLLWm6pqg1TVBamt3zoiVX0wRMh5XeshBw6H3wyfz7x37fiNeL+P+IZ37YSHQ04K+EmOjyM+bve5EiQiIiIi0beluo4Zi4p4ecFa3lu+kWDIMTA7ibP3G8ThY/uw39DsxnPQUHVZlKOV7VFSGaOq64J8s7GaQM5gnpi9nC3V9dTu4N06Ab/3clafGT6j8aWsIee8KQR1wVDji11bkxDnI63hXTuJATKTA2SlxJOVHCA1Ia5HvuhVRERERNqmsraetxav5+UFa5m5ZAO1wRADspK45JBhHLdnX8b1Tdd5ZYxRUhmj4v0+NlXUYnHxpCUG6J+ZRGpiHCnxcSTHez2LSQE/8XE+An7b5f8xQ+H37dQEQ1TXBqmsC/d+1tRTVl3Pluo6SqvrWF1S2ThUM3hJa25aQuP7dnqnJZCVHL9bvtxVRERERNomGHK8v3wjz81dwxtfFFFVF6RPegLnHTiY4/fqx14DMpRIxjAllTHK5zO+NTiLWbMWcMJe/Tp1uwk+PwkBP+mJge22c85RURukpKKWkspaNpXXsqG8hoUFpY29nXE+IyfVSzD7ZiTSPyuJtB1sU0REouCOO6IdgYjsxr7aUM6/5q7h+XkFFG6pJiMpwCn79OeEvfqx75BsdUDsJpRUSruYGakJcaQmxDEwO7mxPOQcJRW1bCirYX14+rKwjM8KSgHISPJ6VQdkJdE/M4n0JCWZIiJRddBB0Y5ARHYzpVV1vPLZOp6bu5p5qzbj9xmTR+Vy4/HjmDq2Nwlx/miHKJ1MSaV0Kl+ToZDH9PXKQs6xqbyWNSWVFGyu4usN5XyxLvxi18Q4BmQlMaRXCoOyk0kM6JeMiEiX+uADb67kUkQ6wDnH3JUlPDl7Fa98vo6a+hCj+qTyi2PGcNLE/vROT4x2iBJBSiol4nzmPW+Zm5bA3oOycM6xsbyWgs1VrCmpZMWGChavK8MM+mYkMrRXCkNyUuiVEq9760VEIu0Xv/Dmek+liLRDaVUdL35awJOzV7GkqIzUhDhOzx/AGfkDmdBfz0n2FEoqpctZkyRz4sBMQs5RWFrNN5sq+GZjJe9/tYn3v9pEWmIcQ3qlMDQnBfw6VEVERES6A+ccC9aU8uTslby0YC3VdSH2HJDBXadM4Pi9+pGSoPO2nkb/4hJ1PjP6ZSbRLzOJg4ZDeXW9l2BuquDLwi18XlDKwB8/wZVPf8q08X2ZPCqXpHjdJisiIiLSlcpr6vn3/AKe+GgVX6zbQnK8n5P37s85+w1mwoCMaIcnUaSkUrqd1MQ4xvfPYHz/DOpDIVYXV/HkY48wMyuTF+evJSng59AxuUwb35fDxvQmVVfDRERERCJmYUEpT368in9/WkBFbZCxfdO59aTxnDSxn0b2F0BJpXRzcT4fQ3NS2PTanyh8+Q/MXlHMq5+v4/VFRbz6eSHxcT4OG92bEyf249AxvTXQj4iIiEgnqKyt5z8L1vHEx6tYsHoziQEfx+3Zj3P2H8TeAzP1rKQ0o6RSYkac38e3R+Tw7RE53HLieOauLOHVz9fxn8/W8d9FhaQlxDFtfB4nTuzPgcN74dd7j0REdu6ee6IdgYh0I0sKy3hy9kqen1dAWU09I3unctPx4zhl7wFkJKtXUlqnpFJikt9n7Dc0m/2GZnPDsWP58OtN/Hv+Wl5bWMg/564hNy2B4/fsx4kT+7HnAI08JiKyXRMnRjsCEYmy6rogr36+jidmr2LuyhLi43wcMz6Pcw8YTP7gLJ1HyU4pqZSYF+f3cfDIXA4emcttJ43n7S/X8+/5BTz+0Uoeen8FQ3olc8LE/pw4sR/Dc1OjHa6ISPfy5pve/PDDoxuHiHS55evLeerjVTw3dw2lVXUMy0nhhmPHcuo+A8hKiY92eBJDlFTKbiUx4OeYCX05ZkJfSivr+O+idfx7/lr+/PYy/vTWMib0z+Ckvftzwl79yE1LiHa4IiLRd9tt3lxJpUiPUFMf5L8LC3nq41V89HUxAb9x5B55nLv/IA4c1ku9ktIuSiplt5WRHODMfQdx5r6DKCyt5uUFa3lxfgG3/ucL7nh1MQePzOHkvftz5Lg8vaJEREREdmtfbSjn6XCvZEllHQOzk/jZtDGcnj+AnFRdaJeOUVIpPUJeRiLfP2QY3z9kGEuLynh+XgH/nl/AT56eT2p4gJ9T9u7PAcN64dMAPyIiIrIbqK4L8vqiQp6cvYrZK4qJ8xlH7tGHs/cbxLeH5+icRzqNkkrpcUb1SePnR4/hp0eN5qMVm3hhXgGvLSzkublr6JuRyAkT+3HK3gMYnZcW7VBFRERE2qzhWcl/zVvD5so6BmUn87NpYzjtWwP0+I9EhJJK6bF8PuOg4TkcNNx7Rcmbi4t44dMCHvjfCu6b9TXj+qZzyj7e85e90xOjHa6IiIjIdlXXec9KPvnxKj5esfVZyXP2856VVK+kRJKSShEgKd7P8Xv14/i9+rGxvIaXF6zlhU8LuO2Vxdzx6mImjczl5L37cdQeeSTH638bEdmN3HdftCMQkXZyzrFgTSnPzV3NS/PXsqW6nsG9kvn50V6vpJ6VlK6is2ORFnJSE7jw20O58NtDWb6+nBc/LeCFTwuY/swCkuMXMm2PPE7epz8HDc/Br6t+IhLrRo+OdgQi0kZFW6p54dMCnpu7huXry0mI83H0+DxOzx+oXkmJCiWVIjswoncq1xw1mquOGMUn3xTzwqcFvPL5Op7/tIA+6QmcOLE/J03sz7h+6dEOVUSkfV5+2Zsff3x04xCRHaquC/Lm4iKem7uGd5duIOQgf3AWd50ygWP27Et6YiDaIUoPpqRSZBf4fMb+w3qx/7Be/OqEPXj7y/U8P6+Ah95bwf3vfs2YvDRO3rs/J07sT16Gnr8UkRjyu995cyWVIt1Oa7e39s1I5PIpIzj1WwMYmpMS7RBFACWVIm2WGPBzzIS+HDOhL8UVtfzns7U8P6+AO1/7krv++yXfHp7DSXv3Z9r4PFIT9L+YiIiItM3KTRXh92uvbXZ762nfGsiBw3vp8RvpdnTGK9IB2SnxfPfAIXz3wCF8vaGcF+ev5YVP13DNPxdw/QufM3lULsfu2ZepY/sowRQREZHtKtpSzcsL1vLyZ+tYsHozAPsO0e2tEht0livSSYblpnLVEaOYfvhI5q4s4T+frePVz9cx44si4uN8TFGCKSIiIk2UVNTy2sJCXlpQwOwVxTgHe/RL57qjx3DcXv3on5m0S9sZOGgwa1avinC0ItunM1uRTmZm5A/JJn9INjceN465q0p45bN1vLZwa4I5eVQux07oy9SxvUnTlUcREZEeY31ZNa8vKuL1hYV8+PUmgiHHsJwUrjhsJCdM7Mfw3NQ2b3PN6lX8fsaSCETbvVx1pEar7q6UVIpEkM9n7Dskm33DCea8VV4P5msL1/FGOME8ZGQux+6Zx2Gj+5CRrARTRLrYY49FOwKR3d7q4kpeX1TIfxcWMndVCc7B0JwULjlkGMdO6Mse/dIx03OSEruUVIp0EZ+veQ/mvFUlvPL5Ol77vJA3FxcR5zP2G5rN4WP7cMS4PgzMTo52yCLSEwwcGO0IRHY7zjkWrd3C21+uZ8YXhSws2ALA2L7pXDl1FEdPyGNk71QlkrLbUFIpEgVNE8xfHjuO+Ws28+YXRbzxRRG3/OcLbvnPF4zJS+PwsX04fFwf9uyfoRcZi0hkPPOMNz/zzOjGIRLjymvqeW/ZRt75cj3vLFnP+rIazGDiwEyuO3oM08bnMbiXXgEiuycllSJR5vMZ+wzKYp9BWfx02hi+2VjBm4uLeHNxEX+d9RX/985yclITOGRUDpNH5TJpRA69UhOiHbaI7C7++ldvrqRSpE2cc3y1oZx3l27knSXrmf11MbXBEGkJcRwyKpdDx/RmyuhccvQ3W3oAJZUi3cyQnBQuPngYFx88jM2VtbyzZD0zl2zgnS/X8/y8Asxgz/4ZHDIql8mjcpk4MJM4vy/aYYuIiOz21m+p5v2vNvK/ZRt5f/lGirbUADA8N4XzDxrMoWN6s++QbAL6uyw9jJJKkW4sMzmek/cewMl7DyAYciwsKGXW0g28u3QD976znD+/vZy0xDgOGNaLA4f14qARvRjVO023yoqIiHSC0so6PvmmmA++2sR7yzewtKgcgKzkAAeNyGFSeNI4CNLTKakUiRF+n7HXwEz2GpjJFVNHUlpZx/tfbWTWkg188PVG3viiCIDslHgOGJbNgcN6ceDwXgzP1UAAIiIiu6JoSzUfryjm4xXFfPJNMUuKynAO4uN87Dckm1P2GcCkETmM65uuC7giTSipFIlRGckBjpnQl2Mm9AVgTUklH361iQ+/3sRHX23i1c8LAchJTSB/cBb5Q7LYZ3AW4/tlEB+n23JERKRnqw+GWFpUzvzVm5m3qoSPVxSzqrgSgOR4P98anMUxE/qy75Bs9h6USWLAH+WIRbovJZUiu4kBWcmcnp/M6fkDcc6xqthLMmevKGbuyhL+u8hLMuPjfOw1IIN9BmfxrUFeoqlBBER6sOeei3YEIl2ipj7EK5+tY/7qEhasLuXzglKq6oKAd5dP/uAsvnvgYPYbms24vukar0CkDZRUSmwwX4+5hXPAwEGsXrWyQ9swMwb3SmFwrxTO2m8Q4A0uMG9VCXNXetND763gvuDXAPTLSGR8/wz2HJDBhAGZTOifQXZKfIe/i4jEgJycaEcg0qmCIcc3myr4Yu0Wvli3hS/WbmHu6hLqgiF+uHwe8XE+xvdL56z9BjJxYCYTB2YyKDu5x5xniESCkkqJDS7E72csiXYUXeKqI0dHZLu90xOZNr4v08Z7t8tW1wX5vKCUBas383lBKZ+vKWVG+LlMgP6ZSew5IINxfdMZnZfG2L7p9M9M0jMkIrubRx7x5hdcEM0oRNqlpKKWZevLWVpUxpeFXgL5ZWEZlbVeD2TAb4zsnUZmcoDUhDieOeXbjMlL12MgIp1MSaVID5UY8LPvkGz2HZLdWLaluo6FBaUsLCjlszXerUGvLSxsrE+J9zM6L43ReemM7ZvGqD5pjOidSq+UeF3hFYlVSiqlm3POsaGshq83VrBsfTnLispYVlTOsvVlbCyvbWyXlhDH2H7pnLnvQMb1TWdcv3RG9k4jPs7HlEdSAdhzQGaUvoXI7k1JpYg0Sk8McNDwHA4avvV2uIqaepYUlbGksIwv13lXgF/9fB1PfbyqsU1GUoDhuSkMy01leG4qw3NTGN47lUHZyXpXl4iI7FQo5Fi3pZqVGyv4ZlMlKzdVsHJTJd+E5w3PPgKkJsQxoncqh43pzcjeaYzsk8rIPmn0y0jUBU6RKFFSKSI7lJIQxz6DsthnUFZjmXOOoi01fFm4ha83VPDVhnK+3lDBu0s38NzcNY3tfAZ9M5IYkJXEoOxkBmYnMzA7iYFZyQzKTiY3LUEnACIiPUAw5FhfVs3azdWsK61i3eZq1pZWsbq4km82VbKquJLa+lBj+3i/j4HZSQzplcJBw3MYkpPM4F4pjOqTSl66kkeR7kZJpYi0mZmRl5FIXkYiU1o8Arqlus5LNNeXs3JTBatLvJOGd5dtoGhLTbO2CXE+BmQleclmVjJ5GYn0SU8kLz2RvIwEeqcnkpYQp5MHEZFurLouyMbyGjaW11K0pZp1m6tYV1rN2tKtnwu3VBMMuWbrJcf7GZSdzPDcFKaO6c3gXikM6ZXM4JwU8tIT8XfwGf6BgwazZnX4rpoLvJldqL8nIpGgpFJEOlV6YqBxNL2WquuCrCmpYnVJJWuKK1ldUsWqTZWsLqnk01WbKa2q22ad5Hg/fdIT6ZOeQF56YvhzIrlpCfRKiSc7NZ7slHiyk+M1/LuISCdwzlFeU8/myjpKKmvZVF7LhvIaNpR508aGz+U1bCyrYUt1/TbbiPf76JuZSN+MRPYfmh3+nES/zET6ZSbRNyOJ9MTIXjRcs3pV4yB/9y48D4AfzngsYvuLpkgN8ieyq5RUikiXSQz4GdE7lRG9U1utr6oNUrSlmqIt3lXt9VtqKGz8XM3cVSUUbalpdotUUxlJAXqlxNOrIdFMCSeeKfFkJAXISAqQHp43TImBnvO6GpFWvfpqtCOQCKmpD1JWXR+e6hrnW6rqKamspaSyjs2VtS0+e/O6oGt1m2kJceSkJZCbmsDYvHRyRsSTm5ZAbloCOanevG9GEr1S4jVauEgPoqRSpLvpIe/kbO19nEnxfobkpDAkJ2W76znnKKmsY1P4VqviilqKK2rYVOF93lRRy6byGlZsrGDuyhKKK2oJtX5uBHhX09OTAqQnxTUmmmmJAVLi/aQkxJGSEEdqgj88jyM5Po6UBD+pjXXePDng1wmUxKbk5GhHIGG19SGqaoNU1tVTWRv0PtcGqayt3/q5LkhVbT0VNcHmyWJNXbMEckt1/XYvwDVwwTqCVWWEqsoIVW0hVFVGsLrJ53B5sLKUUEUJwYrNuPqaHW5TRHqmHpVUmtlA4A/AEYABbwJXOudW7XBFka7UQ97J2d5bdcws3AsZz8g+O28fCjlKq+rYUl1HaVXzaUtVfZPP3nxTeS0rN1VSUVPvTbXBne8kLDneT3J8HIkBH4kBP0kBf+PnhDjvs1e2tTyx6XLc1s9JAT8JAR/xfj+BOCPg9xHv9xEf5yPg9xHwby1TMisd8pe/ePPLL49uHN2Ec46a+hC1wRA1dQ3zYIvlELXBYLPlml1oV1UbpKquIVH0ksOG5araIPU7ugLWitSEONISG6YA2SnxDO6V0liWnhjYWp8QaGy359iR3P70LAJ+260vYuqWUJGu02OSSjNLBt4GaoDzAQfcBrxjZns65yqiGZ+IRIbPZ2SlxJOVEt+u9UMhR2VdkIqaesrDiWZ5TT2VNUEqapuWeW0qa4PU1HknjtV1QarrQpTX1LOxvDa8vLW8uj6Ia9s5ZKvifNaYaG5NOrcmoPF+26Ys4Df8PiPOZ/h9Pm/ub1j25r6W9b7m9X6/D781KWttm+HJDHxm4cm7OOBrUtZY76NFm63tdrqNJuv6Wll3dzt5ds7hnPfHzDmHA0LhMq8eHN5yKFzvHNCk3AFpTz2NAzafd1G4buu6wZDXLhhyBJ0jFHKEwssh5xrn3mdaLG8tD4XXDbodbLOhTYttNmyrPhiiLlxfFwxRH3TUh0LUBb26+pBrXhZqaBNet7Wy8LyxLLxuZ4j3+0iI8/6fa5gnBvwkxftJjveTlRwfvhC1tSw5Po6kwNYy73Nck/qGtl679g5kE9yynvg4PYMuIp2nxySVwPeBYcBo59xyADP7DFgGXAr8PoqxifQ8PeQ2XwB/XIBg/baDEHmVAXxx8VggAYuLx+ISmnyOx3xxmD8O/AHMHxeeAhCemz8O88U1WQ6E28c11nntm64frjc/+HyYzw8+/7bLTee7iaaHnDWW2TZl27a1bRq01taalLa2r6b7a1rWNDFsmgS2TACdczu8nbs9nl5ZAsBZt7/VuRuOABeswwWD4IK4YD0uFIRQvVcWalgO4oJBXKje+xyqh/Dy1vqtdQ3rpqak8KPLf0DA7wvfJeAjIeAnodmyd/dA82WvXdNl3UEgIj1NT0oqTwA+akgoAZxzK8zsfeBElFSKdK0ecpsveLdgxfJ3bdkLFgonNqFwj1MonPTcfuE0L2FqmZCaj3BXIdb42Zsb1qQ+fKGhaX2TdbfW+4BWyhqXt7+/Rq0kds0zRtu2vEmRz+cnFAq10nbb9W27221S1qR70blQ4+fGrkOcVxeetyz3moeabWdrm1C4uPV160rWArDp9Xubrwu4UIizr7kDC4fpMwt/tsZ/Fh9be4INrw3mvafW2NrDDDT2MIebNOtFbraPJuu23EekXHXUWH728h8jtn0Rkd1ZT0oq9wD+3Ur5IuD0Lo5FRCRmNEsWdqC+eE1MJ89tEesXCpoaco33qoVbfnPPNnVXHTmacX3/r4sjipIedqFLRKQz9aQb6rOBklbKi4GsLo5FRERERERkt2CuM0aJiAFmVgv8zjl3XYvy24GfOee26bU1s0uAS8KLo4HueAkzB9gY7SBkt6XjSyJJx5dEko4viSQdXxJp3fUYG+ycy21Z2JNufy3B661sKYvWezBxzt0P3B/JoDrKzOY45/KjHYfsnnR8SSTp+JJI0vElkaTjSyIt1o6xnnT76yK85ypbGgd80cWxiIiIiIiI7BZ6UlL5EnCAmQ1rKDCzIcC3w3UiIiIiIiLSRj0pqfw78A3wbzM70cxOwBsNdjVwXzQD66BufXuuxDwdXxJJOr4kknR8SSTp+JJIi6ljrMcM1ANgZoOAPwBH4L0i6y3gSufcN9GMS0REREREJFb1qKRSREREREREOldPuv01ZpjZQDN7zsxKzWyLmT0f7mXdlXUTzexuM1tnZlVm9qGZHRLpmCV2tPf4MrN8M7vfzL40s0ozW2VmT5jZ0K6IW2JDR35/tdjOdWbmzOy9SMQpsaujx5iZjTWzf5rZxvDfySVm9pNIxiyxo4PnYIPM7NHw38dKM1tqZreZWUqk45bYYGYDzOzP4fPzyvDfuSG7uG63PsdXUtnNmFky8DYwBjgfOA8YCbyzi7+UHgS+D9wIHAesA143s4kRCVhiSgePr7PwRlD+E3A08HNgH2COmQ2MWNASMzrh91fDdoYB1wPrIxGnxK6OHmNmlg/MBhKAi4FjgN8B/kjFLLGjI8dXuP5N4BDgl8CxwAPA1cBDEQxbYssI4Ay81xn+r43rdutzfN3+2s2Er5b+HhjtnFseLhsKLAN+6pz7/Q7W3QuYD1zknHs4XBaH9zqVJc65EyIcvnRzHTy+cp1zG1qUDQZWALc5526MXOQSCzpyfLXYzut4A6uNBuKcc5MiE7HEmg7+DvMBnwNLnXMnd0W8Els6eHwdCbwOHOWcm9Gk/C7gGiDdOVcZyfil+zMzn3MuFP58Md5AokN3Nr5LLJzjq6ey+zkB+KjhlxmAc24F8D5w4i6sWwc802TdeuBp4CgzS+j8cCXGtPv4aplQhstWAhuA/p0cp8Smjvz+AsDMzsHrAb8uIhFKrOvIMTYF793Uu3RxQ3qkjhxf8eH5lhblm/HOt62TYpQY1pBQtkO3P8dXUtn97AEsbKV8Ed4fw52tu6KVK2GL8H7Zjeh4eBLjOnJ8bcPMxgK9gcUdjEt2Dx06vswsC2+E7p8654o7OTbZPXTkGGvo8U40s4/MrM7M1pvZn8wsqVOjlFjVkePrTbwezV+b2TgzSzWzw4CfAH9zzlV0bqjSw3T7c3wlld1PNt591i0VA1kdWLehXnq2jhxfzYRvu/gbXk/lgx0PTXYDHT2+7gaWAo90Ykyye+nIMdYvPH8GmIH3erHf4D1b+WRnBSgxrd3Hl3OuGu/ChQ/vRL8M79V1/wF+1LlhSg/U7c/x46IdgLSqtQddd+W2CevAutJzdNYx8n/AQcCxzrnWftFJz9Su48vMDga+C+zj9LC/7Fh7f4c1XEh/vMkz4DPNzA/cZWbjnHNfdEqEEsva+zssEe+CRW+8AX5WAfvhDapSD1zWiTFKz9Ptz/GVVHY/JbR+tSGL1q9QNFUMtDbsdVaTeunZOnJ8NTKzO4FLgPObDkggPV5Hjq/78Hq815hZZrgsDvCHl6ucczWdFKfEro4cY5vC8zdalM8A7gImAkoqe7aOHF/fw3tud4Rz7qtw2btmVgrcb2Z/c84t6LRIpafp9uf4uv21+1mEd990S+PY+R+7RcDQ8JDYLdetBZZvu4r0MB05vgAws+vxXifyE+fcY50Ym8S+jhxfY4Ef4J24NUzfBg4If9ZVfoGO/42Eba/2N1zpb+8AGrL76MjxNQEoaZJQNvg4PB/bwdikZ+v25/hKKrufl4ADwu9pAyD8UtRvh+t2tm4AOL3JunHAmcAMXeUXOnZ8YWZXALcB1zvn/hypICVmdeT4OrSVaQHeoBmHAs9FIF6JPR05xl4DaoBpLcqPCs/ndFKMErs6cnwVAllm1nLAlP3D84LOClJ6pG5/jq/3VHYz4ZfnLgCqgBvwrqjeCqQBezrnysPtBgNfAbc4525psv7TeH8gr8V7f+BleC9IPcg5N68Lv4p0Qx05vszsLLzBLF4Hbm6x6S16Fkk6+vurle3NRO+plCY64W/kTXgvpv8N3kvu84GbgGeccxd03TeR7qiDfyOHAJ/hJZe34z1TmY93vC0F9uvA6yRkN2Jmp4U/TsW7Q+dyvEEPNzjnZsXqOb6eqexmnHMV4SGo/wA8hndbzlvAlQ2/zMIM8LNtb/OFeL/MbgMy8X45TusOB5tEXwePr2nh8mlse6V/Ft6zJNKDdcLvL5Ed6oRj7Ba8UTkvx3sh/Tq8UYdvjXDoEgM6cnw5574xswOAX+Gdg+UAq4H7gduVUEoT/2yx/JfwvOFcKibP8dVTKSIiIiIiIu2mq8QiIiIiIiLSbkoqRUREREREpN2UVIqIiIiIiEi7KakUERERERGRdlNSKSIiIiIiIu2mpFJERERERETaTUmliIhIC2Z2gZm5JlOtmX1lZneYWWI7tnegmc02s4rw9iZGIOwuY2ZDwt/jgmjHIiIi0RcX7QBERES6sdOBNUAacDJwXfjzj9u4nQeBKuB4oBJY2okxioiIRJWSShERke2b75xbHv78hpmNBL5nZj9xzoV2ZQNm5gNGA7c7597uaEBmZkDAOVfb0W2JiIh0Bt3+KiIisuvmAUlADoCZJZvZr81sRfgW2RVmdn04kSR8e2gQ7+/tL8O3jH7TsDEz+46ZLTCzajPbaGaPmVnfpjs0s2/M7HEzu8jMvgRqgWOb3KJ7kJk9a2ZlZlZkZteF15tmZp+Gb7n9xMy+1fLLmNkpZvaRmVWa2WYz+6eZDWrRJtnM/mJmm8ys3MxeAgZ03o9URERinZJKERGRXTcEKAU2mVkc8DpwMfBH4GjgAeCXwN3h9q8Ak8KfHwQOxLuNFjO7BHgMWAycAvwcOAqYZWapLfZ7KHAVcDMwDfisSd2jwOfh7b4I3GFmvw7H8GvgTCAFeNHM4htWMrMfAP8CvgBOAy4Fxof3n9Zk+/eFv+Pvw3EuAZ7cpZ+WiIj0CLr9VUREZPv84eSx4ZnKU4ErnXNBMzsPL2Gc7Jx7N9z+Le/uVG4ys18759abWUm4bo1z7iMAM/MDtwIznXNnNews3BP5P+Ai4E9N4sgCvuWcK2zS9uDwx8ecc7eGy2aG47wKGOWcWxEu9wH/xktqG5LWXwMPO+cuarLN2XjPe34PuMfMRgPnANc75+4KN5sRXv8Hbf1hiojI7kk9lSIiItv3JVAHFOP1NN7nnPu/cN00YCXwgZnFNUzADCAAHLCD7Y4GegNPNC10zr0X3ubkFu0/appQtvBak/XrgeXA0oaEssn3ABgYnh8IpANPtIh9TbjtIeF2++OdKzzbYp9P7+C7iYhID6OeShERke07GS/RysXr/bvczGY75/6BlxQOxks6W9NrB9vNDs/XtVJX2KSeHbRrUNJiuXY7ZQANr0PpHZ6/uZNtNjzfWdSivuWyiIj0YEoqRUREtm9hw+ivZvY23rOMd5vZv4BNwArgjO2s+80Otlscnue1UpcHzGlR5nY14F20KTy/AFjUSn1ZeN6QzPYBvm5S36eT4xERkRimpFJERGQXOOdqzOxavGcTLwf+i/eMZblz7ssdrrytJXi9fWfh3VYLgJkdhNf7+btOCXr7PsBLHEc45x7dQbvZQAgvcb6rSflZrTcXEZGeSEmliIjILnLOvWRmnwDXACOAC/EG5/kdsACIB4YDJwAnOecqt7OdoJndCNxnZo8DjwP9gduBZcDDEf4eW8IJ8r1mlov3XGZpOIbJeAMIPemcW2JmTwK3hAf7+QQ4AjgmkvGJiEhsUVIpIiLSNjew9VUiR+G9CuQSYChQAXyF9yqR2u1tAMA5d7+ZVQINvZ/lwKvAT51z5RGLfuv+7zOz1eH9n4M3uFAB8C4wv0nTS8OxXYOXNL8dbv9epGMUEZHYYM519mMaIiIiIiIi0lPolSIiIiIiIiLSbkoqRUREREREpN2UVIqIiIiIiEi7KakUERERERGRdlNSKSIiIiIiIu2mpFJERERERETaTUmliIiIiIiItJuSShEREREREWk3JZUiIiIiIiLSbv8PqLNbLXZk/GkAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1080x720 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "f, axes = plt.subplots( 3, 1, figsize=(15, 10) )\n",
     "\n",
@@ -2073,7 +660,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2083,7 +670,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2093,7 +680,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2135,7 +722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2151,25 +738,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0    Reformed\n",
-       "1    Reformed\n",
-       "2    Reformed\n",
-       "3    Reformed\n",
-       "4    Reformed\n",
-       "Name: majority religion, dtype: object"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "dfFractions['majority religion'].head()"
    ]
@@ -2190,46 +761,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "canton name\n",
-       "Aargau                              198645\n",
-       "Appenzell Ausserrhoden               51958\n",
-       "Appenzell Innerrhoden                12841\n",
-       "Basel-Landschaft                     59271\n",
-       "Basel-Stadt                          65101\n",
-       "Bern / Berne                        532164\n",
-       "Fribourg / Freiburg                 115400\n",
-       "Genève                              101595\n",
-       "Glarus                               34213\n",
-       "Graubünden / Grigioni / Grischun     94991\n",
-       "Luzern                              134806\n",
-       "Neuchâtel                           103732\n",
-       "Nidwalden                            11992\n",
-       "Obwalden                             15356\n",
-       "Schaffhausen                         38348\n",
-       "Schwyz                               51235\n",
-       "Solothurn                            80424\n",
-       "St. Gallen                          210491\n",
-       "Thurgau                              99552\n",
-       "Ticino                              130777\n",
-       "Uri                                  23694\n",
-       "Valais / Wallis                     100216\n",
-       "Vaud                                238730\n",
-       "Zug                                  22994\n",
-       "Zürich                              317576\n",
-       "Name: Total, dtype: int64"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "grouped = df.groupby('canton name')## grouping by canton\n",
     "grouped['Total'].sum() ## total number of registered inhabitant for each canton "
@@ -2237,76 +771,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "majority language\n",
-       "French speakers       0.467188\n",
-       "German speakers       0.382487\n",
-       "Italian speakers      0.979168\n",
-       "Romansche speakers    0.512879\n",
-       "Name: Catholic, dtype: float64"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "dfFractions.groupby('majority language')['Catholic'].mean() ## mean fraction of caholics in towns depending on the majority language"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "canton name\n",
-       "Aargau                                     (Gallenkirch, 89)\n",
-       "Appenzell Ausserrhoden                   (Schönengrund, 728)\n",
-       "Appenzell Innerrhoden                       (Schwende, 1233)\n",
-       "Basel-Landschaft                          (Olsberg (BL), 57)\n",
-       "Basel-Stadt                                 (Bettingen, 432)\n",
-       "Bern / Berne                                  (Montvoie, 35)\n",
-       "Fribourg / Freiburg                             (Illens, 17)\n",
-       "Genève                                             (Gy, 207)\n",
-       "Glarus                                    (Leuggelbach, 241)\n",
-       "Graubünden / Grigioni / Grischun                 (Casti, 33)\n",
-       "Luzern                                      (Richensee, 132)\n",
-       "Neuchâtel                                     (Epagnier, 65)\n",
-       "Nidwalden                                    (Emmetten, 638)\n",
-       "Obwalden                                     (Alpnach, 1679)\n",
-       "Schaffhausen                                    (Hofen, 143)\n",
-       "Schwyz                                   (Riemenstalden, 90)\n",
-       "Solothurn                                  (Kammersrohr, 40)\n",
-       "St. Gallen                                     (Krinau, 370)\n",
-       "Thurgau                             (Wilen bei Neunforn, 77)\n",
-       "Ticino                                        (Cureggia, 39)\n",
-       "Uri                                             (Bauen, 193)\n",
-       "Valais / Wallis                                (Gründen, 22)\n",
-       "Vaud                                       (Champmartin, 39)\n",
-       "Zug                                       (Steinhausen, 472)\n",
-       "Zürich                                       (Hüttikon, 134)\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "def getSmallestTown( data ):\n",
     "    ''' returns the name and population of the town with minimal number of inhabitants '''\n",
-    "    indexsmallestTown = data['Total'].idxmin()\n",
-    "    return data['town name'][indexsmallestTown] , data['Total'][indexsmallestTown]\n",
+    "    indexsmallestTown = data.Total.idxmin()\n",
+    "    return data['town name'][indexsmallestTown] , data.Total[indexsmallestTown]\n",
     "\n",
     "grouped.apply(getSmallestTown) ## name and population of the town with minimal number of inhabitants for each canton"
    ]
@@ -2320,32 +801,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.FacetGrid at 0x7fdd7fa9c340>"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "sns.catplot( x = 'majority language' , y='Catholic' ,  data=dfFractions)"
    ]
@@ -2368,82 +826,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "kinds = ['box','violin','bar','boxen','strip','point']#,'swarm'] # swarm takes a long time to compute\n",
     "\n",
@@ -2495,47 +880,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.FacetGrid at 0x7fdd7f60e250>"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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lznv4p4gYJ6XEXf5LRGSZiBSJSKaIvC8ibX3e4xYR+UBErhSRNUAJMFFELnfWN0pEPhORXBHZLSJ/d5abICJLRCRfRBaIiPelmZ3nHBGZKyIFIrJXRD73/Zyc9/iSiOwRkTwR+Q7o4LuuhpJ4CNRg1FZJLQJB36C5tnKLvA9y0TUEfCVlLp6dso5tWfn7tb0R3ZpX3NJbsq32tQSdmscSEYIaoLaJMZw6oG3A19L2FVUE8um5/llbLeKjGN/fHvDnb/YOaPOKy7j36+UUlwV/ML94eCe/z/2KY7pU/J+VXxIwVzgjr5hVu3J4/Oc1bNvjvz/Kyg27c4p5+td1fO8E97+vz+TdOVspdxmMqbwAc0uI8a/H+HlFGic+M4PbfWrFAzmpn38KxmM/r8F3l+UUlVFS7mLR1mxu/ngpWQUlpOd6Dww7fW06WT4XLatSc/jnNyvIzCshr7iMl6ZvpP8Dv3D6C7NYtn0vYPOz9wa4GAmFj+dt87rgWpOW63dRc+17C7nq3YX8/asUTnhqBmsb4OLf9+K7rLyuCWuBPf7zGnbuLQSgoKSc+79d4XfRdzB5feYmr7t9PyzfxcaMPK95vl6ygxs/WsxPKWm8NnMTl745D2MM936dwsfzt7MpI5+vFu/kjs+XHeji+3l79hav598tS2VrgGOFp1WpOXy+cDvbfS6iM3KL+Xqpf9DcNCaCC4Z15IHvVvoFzW65Rf6pjp6fa8/WTRnfv/LYERMZRmZ+CQ/9sJrlO/axbnceb/y+mY/nbfdax+EaNEP1vWpswaYMBPuoqy7APmCPiEQAvwBXA88BpwBvAP8EnnTm/xE41vn/TWAkNuUDEbkWeB87ouE5wD3AeGCGiPhW3YwDbgceBCYAyz1eexdIcdb7DfBvEXnCKcMTwJ+AOOAbEak4u4rI9cCXwCrgPOA6bA72DBHxbPHzqvMen3HKuRb4KKhP6wBYsGVPQxfhsBAmkBwXxd8m9OGu8b2ZOKhtRV6arzmbsioaILqFhwkxEWEVQW1UeBgt4ysvegSbU/3qJbYGMa+4rMpa5uq0b9YkqJpisLnp7ZvF0C7Ru8ZvTK+WvHvl0bw0fQM3friYH51UlW17Cpjw7ExGPDaVkY9NZdqa3Rzd1T/tYljnpIqc3w5J/o0dP1+0kxOfmUF6TnBNJaIiwpl822hG92pB3zZNeeLcgVx1rK0dLCt3ccGrc9icWf3Jbm+hzW+vypxN9ne0Id0/iNuQXnkCm7I6vcp1fLVkJ4u2ZpO2r4j7vknhsrfm8+mCbV7znDWkPWN7t/Sa5jJUWyO8alcO8dERdG/p/X0rLTe8PmuT17TFAS62CkrKSdmZw0WvzeVPr87h2Cd+4+hHp/LclPVVbnN/NYkK95sW6zFtxc59TF1T+RnmFpf53dZembqPe75czj1fLmdlqncefqj41i5fU09pGlv3eAdXOUVlAe+gHCxKAlxglPpM+2qxd/C4Ji2Xlak5/LbG+7czY10GrjpWbARjR3YB8zdnBTyeRgaoZBj/35m8NnOj33SwFw6nPj+Lu75YzrinpjPJo5Y4TCDM53fcoVkTJt06mk7JsezMLqyyjGvScr0unsMExvVu5TXPS38eymuXDuVfp/fj02tH+lVKQOD9c7iqLlXjSoJL1dxf4U6A7M5xPhe41RhTLiKXYoPiMcaYmc78U50TwAMi8oQxJl1E3EfyHcaYuQAiEg48DEw3xlzo3phTozzLeV/Pe5QjCRhqjEnzmNedwPi+MeZhZ9p0p5y3A72MMZud6WHAt9jA3R2YPwG8bYy50mOd84B1wFXAsyLSG9sv9r3GmMed2SY7y19f2w+zPnRqHjh4U4H5Ns4LlsvAnvwSHv5hFecd2b4iCBvTqyUZuUWs2uUdcC3f4X3CL3cZJg5sw3fLbBBaUu4iI89Fu8QYRvdqyZ+Hd2Zgh8rGhV8u2kFOUeDaiarER4fzwrQNNc/omDioLY+ePRCXy/DVkp2k7NjLyO7JjO/fhlOf/72iccuPKbsoLhvMLyvTKlKD9uSX8LcvlvNGgFSB1L2VAfGtJ/bil5W7/ebZnlXIe3O2cuf43tWWcUN6Lu/M3kK5y/C38X0Y0D6R/OIybvt0Kb+s2EVcTAQZuTUHIn3bNuX1vwzj26U7ycov4aXp3ifGFk6r9zG9WxHx4+qKiw8ROL5P5QksqYZ83R+X7WTm+kw2ZNhAfsa6DMpdttYcYHdOkV9aBtjvxyNnDeC+b1b4vdanTVNioyK4YWx37vx8uddrvqkjw7okIWJTQHwVlJYzzznZlpS7+O+UdUwc1CaonkE2ZeTx9OR17MguYOKgtlxzXLeAwf5Vx3blp5RdFQ1iT+rXmkEdmlW8HuhOQ5HHtO1ZBZz38pyKWs1vl6Yy+bbRdGwe2lzuG8f1oEV8FE9PXkd6bjE/puzipP6t6dMmND0VuI3v34b16ZW/ycEdm3k1EjvY/GVkZ6atSa9ojD2yW7LfZ+bbLiBMIDk+ip6tm7LUuesB0L1lfL3nRz83ZT3PTV2Hy0C7xBg+umYEXZwKj0krdrE6LcdvmaIyF4/9vIbx/dvQObny/FpS5uK5qZUXm2Uuw7NT1lWkUyTHR3PhUR35cJ69WA4TeOis/hU9JZ06sA3fLK28e+XZGDszr4QhHRMJD7P1pNeM7ka/dt6fa3iYcLJzJ29vQQkRYRJ0JUkgTaMjqqwBPxRUGTjX1DAtBNb4PH/JGPOi8/8EYCsw2wmu3SYDjwAjgO+qWG9v7HDg93pONMb8LiJbgTF4B85zPYNmHz97LF8mIhuARHfQ7PM+3C2dRgIJwIc+Zd/hzDsa2wvIcGyN/2c+2/yEagJnpzb9WoBOnUKRIVO1JpENmQJ/cIkIk/0Kmn194VGjsjkznz5tgusazR00e0rdV8T27AKvoBlgT16x37w1qSqn+pYTetClRRzTVqfzvVN73CI+uqKWLSxMOG9oh4rGaKtScyqCZrfnp65nh0+NSWZeCXvySxjYPtGrh47lO/fx7uwtXDaqC33bJnDriT15fup6fI/xNdW87c4p4uyXZleky3y9ZCc/3XwcH8zdxtdOHmFBqf86mkSG25oXA+XG0LdtArec0IuWTaMrahrjoiJ4cvLaimVembGRMb1b0at1PK9fNoyXp2+ktNzFFcd09WrMeMUxXflx+S5S9wWuLX/LyS/09PYfm4mNCuekfq3JyC2uCDo8De2cRN+2/gFsQkxERc7lxIHtePznNWTmVb7nU5yTtlufNgk8dvZAnpu6nrR9RTXWqmzKyK8xcC4rd3Hpm/MrUg6W7dhHRFiYX+8vAN1axjP9znFMW7ubFvHRHOt08+h2ZKckBndIZJlzYRkZLlwyonPF6z+l7PJKBSgsLeenlF1cN6Z7De+k9r5esrMi/WVNWi53fLbMq0FpKNx6Yk9iIsOYtiadXq2bcvtJvUK6/gPtuJ4t+fbGY/gpZRftk5pw7pH+WYt/HdeD39dnVny214/pTtvEJjxy1gBu+HAR27MKaZsYwxPnDqzXsqbnFPH8tMrjTuq+Il6YtoGnLxhMUWk5d3+ZUmUqgzH2TpNn4Owyxi/NJr/EO/C899S+LNiSxbrdebgMfLFoR0UDyn+fM5C2zZqweGs2vVo35f253seKojLDz7eMCuq9RTk9Oi3fuf93ZHKLy4iJDKPIty+5Q0StIiOndrUfkAwsNMbsX7KldTY2mGyJrcX9PxGZZ4x5Dxv4dsZ2VRdIdf2kuM9EgborSPN4nWrmc/O9N1lSxTQA9z1pdxXSlBrW6U7y9K0y869C82CMeQ14DWyvGtXNW1eNscV6Y1WXq/PqrEnLq3mmavjWTgOcPrgdr8zcVG26Rov4KK8gqiovTNvAW5cfxQsXH8kVx2aTnlPMcT1bVNkVW3J8lFdtCMCWPYE7wbnq3YVEBWi48vH8bVw2qgtga53PGdKec16e7VXeLZn5PDd1Hdn5pZxxRDuO9OhCEOCXlWleOeZFpS6+X7bLL2fWV2FpOdERYbx75VG0TmhC1xZxLNiSxcz1GezMLuCDudv8emUpKTec+/JsoiLCuH50Nz67biQul2HqmnRenr6RcX1a0qdNAu2aNWHanWOZsmo3N328JKjbfevT87j106V0bN6Eb/7vGHq3bsra3ZV3KMb2bsl/LziChCaR9GgV75Ua8tT5g+nV2ga2TaLC+fiaETw/bQOZucWcc2R7ThvUzm97Y3u3IioijJQde3nbI5BvmxjDLo+Av2l0BMO7+R+mt+7J563fN5Oycx9tE5twTI/kiqDZ7ddVuysC570FJcxcn0nHpCYM6ZREYmwkZw8J3AxERPjwmhF8sXA76bnFnDaonVfNWqDGYvXVgMz3d7cyNYcFW/bQuXlcyLr7iwgP46/H9+Svx/eseeaDxID2iX5db3rq1jKemX8bx4ItWbRv1oRuTv/9A9onMuPOcezKKaJ102g2ZuTzr+9WEh0RxiUjOof8rkJ6gIvUtBz7Pc7ILWZfNV2oNo2O4CifNLSYyHDOPbIDny6szCO+ZHjlRV9xWTkXvzGPdbsrf78/paRxwq4Z3DexLyf0bc3dE/pUvLZkezYrdlZWUPheBFdlY0Ye578yx699w/44VINmqEXgLCI3Ag9gG+8Z4ChgsYh8A0wzxjxfzeKBrHD3qiEi07C5xU+KyJfAHmze9AVVLLulmvW6z3yBviltAN/+20Id8bgTgy8HVgZ43X1WcwfsrQHPZMLAnaw2gLho/5xCdXAZGSB46dm6KV9cP5KbP17iF7RGhgtjerVk/IDW3PNlCjWltbmM7f1ibO9WfsFpIK0TYrhhbPeKngfCw6h2G4Eaa/r24dwp2fYLPfbJ3yrm/2PjHv5w+iV9b84W3r9qeMVANADNAwwakBwfxZBOzfz6oPZVXObii0U7eer8wdz/7Qrem+NfExzwvZS5eH7aBk7o25pPFmzj4/n2JPnkL2t45ZKhnNy/DTGR4RzftxURAXpsqc72LDtIzPtXH80r0zdVpD2ceURlLwsfXzOCN3/fTNq+Qs48oj3j+njnOfZs3ZQXLhrCS9M38Myv63h5xkZuO7EXpw+2AfQfGzK54p0FFRdcE/q3xiD0ah3P1cd144flqXy2cAfNYyO59cRefnnf2/YUMPG5WeRV3JnZy6QVu/xuC3d18q1Xpu7jwtfmVlzgXDqiMw+fNaDazyE+OoLLq+i+77RBbflk/jYWbrV1F8M6J3HaoMCNVOtqZLdkr3zrqHDh/FfmEhEm3HNKn5D2svHy9I28N2cLTSLDueXEnl77/FAUExnOcT1b+k0PCxPaN2vCpow8zvrfHxUXsF8s2sGU28eEZKAQt35tE+jZKp71HheiZw62n3uHpCZ+r43qnkx2QSkt4qO47aReAfuhf/TsAQzp1IyVqTkc0yOZCR4NqN+dvcUrFcVtc2Y+172/iGl3jPXqPvLNy47iv7+uY0N6Hif0bc21o4P7vr08fWNQQXNUGJQcunFxjYIKnEXkGmwjvbew6RKe6QWzsPnJtQ2cKxhjikXkLmyu8P8Bk5x15hljfFM6arIWW2t7IbbRoPs9jMLWYj+9v+UM0mxscNzDGPNuNfPNw/ZedgHwuMf0CwPPfuDtzK7VWDSHvWaxkewtqH6wlmN7JPP7hvprdNkuMYa2zZqwwRl98NGzA9+yHNShGS9cdCTnvTKbYicQOqJDIl/feAwiwpn/+8MroI0MF+KiIgIORuPbgKcmd43vw7lHdmBHdiEP/7DK6wRTkzCBW070r2HbmV1QZY8oLmNrqT0D55P7tWF41+YVebkD2ydy9pD2lLkMa9NymFdD36QRYcLunCI+mBtc0Oxp8bZsPl1QWbPkMvD6rE0VOYaxURFcNqoLb/g0bKtJUWk5rZrGVNl/dMum0dxzSp+Ar7lNWpHGfyZVppnc8skSBrRPpGuLOJ6bst7rLsW0tRks/udJxDt3F/48vDN/9qgl8/XF4h0eQbNVbuDoLkks37GXolKXk/pi9+9L0zd63RX4YN5Wrh/bvdoRMKsTExnO59eP9Aqc66srvcfOHci9X69g/mbbT7q7q78yl+E/v6zlvKEdQjKy4+SVaTwxqfIUedunS+nfLjGo7gsPVd8sTfW667Mnv4RfVqZx4dGhS20MCxM+uHo4L/22gR3ZhUwc1JZznNQSEeGNy4bx2E9r2JCRxwl9W3HHSb1r7CYzIjysyjIGunPoVuYy/LExk07Jlcu2Tojh8XMH1fp9BRM0j+jWnE+uHUl6bhEXvjqXTTU0nj4UBVvjfDvwtDHmbqfxnac12MFH6sQY852ILADuBHoAV2AbBD4NLAOigO7AGdgRDQPe33UaF94PvCoiHwAfAO2BR4H1eI9aGHLGmBznIuB/ItISmye9zynDGGyjxY+MMWtF5CPgIScFZgFwEnBqfZavNvoEyIs82O3vgB3BGNOrJd96NNAIJFAOqmBr92vTN/Ppg9uxr7CUDolNSMstYv7mLAa0T+DfZw+suH1Zk4EdEvnl1tH8mLKLlvG2T2J3IFHok19X7jJMv2sst366hOlrvRugXb8fOaLdWsbTrWU8pw9uxzO/eg+q0ql5E7ZlBW4lfkLfVl4BsFtNgz/E+6SOREWE8cm1I1iwJZsyl4sRXZMrGhN9et0oFm3J4rNFO/h26U6/W45xUeFcfkwXijxGggzkvol9KSp18ZRHvnNUeBhHBRikxXc9953Wj2N6tmBVag75xWVMW5NORm4x7Zo1CVgj3jQmIiR9+M7d5H1R5zJ2EIeuLeL8GvuUlrsoLi33+2yrEhMZOHAY2S2ZNy4bRmZusdd3N8fnIs0YyKtlo1ZfIhLw8w+1Vk1jKvrBPuelPyoCZ7B3HjLzAndzWFtzAuyv+ZuzDuvAOVC3jtX1erO/WifE8OCZge+AdE6O8xtApC5Gdk+udrCs3m1Cc64+f2gHpvn0UAL2vNm3bQJHdGzGHSfbRtetmsbw6NkDuej1uX7zH+qCDZy7YruHCyQfaBaS0sB9VHZDNx7bjdy1zvbzgY3YbuiqvSwyxrwmIgXYgP5bIA/4CfibMaZuSaNBMMa8KiLbne1fDEQCO4GZwFKPWa9zynYn9sJgmjP/7/VdxmAkx0dzTI9k/qjHGlK3mm7ZAwxs15S9hWXsKyytVa8QEWFw58l9OH9YB35ekebVu0C7ZjEUl7rILiipNgiqSafmsdw9vg/Ld+yr6L4sNjKMMldlNz4RYcJVx3Vl8ba9FbW8UeHC21ccRc/WTfly4Q7+N31jxfDSnpJiI8krKqPcGM48oj3/OW9QnUahcuvSIo4bx/Xwm37pyC780+NzOvOI9jSLjeI/5w3m6ncWsHxnDlHhwl3jewcMZIN19XFdmbkuo6IWcOLAtjx53iBemr6RyavSvHL6gCpH0evTNoEjOiaydLt/UNksNjLgrXERCdjlHcDQLs0Z2qU54/u35u4vU8jILaZLcixnD2nPBUd1rOi9YHSvlsz0GBgmPjqCiHDh2tHdKrbZPC6K9+duJT46nJuO78mA9omce2QHPndG8goTuOY4//c1rnerim6j/uaRv/jNkp28MmMjJWXl9GzdlN6tm3Le0I4hyeMcGCC/1N249M/DO3n9dk4Z0KZWOcIXDOvIh3O3eeU0d2kRy6UjO5MQE+l3+/riozt59RIytHNSyAKEA+n0we1YvG1vxfN+bRNCFtgO9uhVxG1QB/99eDg5f2hHPp6/jY1O7zPDOidxQt9GkwG5Xy46qhM7swv5YtEOmsdF0Tw2irmb9xAZHsZ1o7sFlSYXjFMGtuWty4fx1C/rWOXRiPvm43t6DeTkNrJ7Ms9cMJjXZ21GMFwxqiu/rNrNlNW2qVZCTAQ5RWVEhts0mqrasxxsghpyW0R2APcbY95yapxLgWHGmMUich02IA1902RVrfoechtsTeMPy1NZvmMfu/YWsXR7NvHREXRpEUdRWTnLt++loNRFaZnLL1k8XGw3Ny6XITw8jOS4KKIjwsjMK6KwxEXLplFceHRnuraMZ0jHZtz95XJmb9yDYJeLjQqnqNRFeJhw1bFdvboX25SRx+uzNpEQE8m1o7uxJbOA56auZc6mLErLDS3iI2kRH8NRXZK4dnR3r6Bi9sZM/tiQSf92iZwyoA0iwoqd+/hq8U6SYiNp16wJy3fsJafI1vQVlJRxdNfmXDC0A91axvP5oh1sSM9jbO+WdGsZR0mZYVzvVjSJCmdfYSlfL95BQWk5Zx7RntS9hbw+cxPlLsOVx3blmB4tWLZ9L+/P3UpEmFT0DuE2b9Me7v5yOVv2FHBMj2QeOL0fsVERdEiKJbeolLJyE9Jcver8tiadGesy6NOmKecO7eAVqG/PKqB5XFSVjQBrK2XHPmIiw+jZujIwMsbw4Per+GjeNsLCbH+47tqOQErLXXy/LJV1u3M5Z0h7MvNLSM8pZlzvVnVq6FpW7iKnqCxgXnRRaTmfLtjO5sx8xvdvw8ju1bVbrlTuMkxemcaG9DzG9WlVbYOoA6ncZXjw+5V8Mn870ZFh3HJCT6+LjimrdvPbWtuLw4VHdyQ6onbtIPKKy5i8Mo3dOUX0adOU43q2rBg5MZDf12fy04pddEyK5ZIRnQ7KYaWNMXw0fxu/rNxN1+RYbjy+R8hGNHS5DA/9sIqP5m8jOsJ/fx2uSspczFyXQVREGMf0aOE1uuShYl9BKRHhErJjsK/f1qazaEs2Qzsn+bWHqMm63bmUlRv6tUsgdW8hiU0iiYuOYP7mLFbs3Muvq3azcGs2peVmv+4Cn9a/BS9eOrxWy+yngF+cYAPnl7GDkByP7SauFBgKbMfWjv5ojLkjZEVVQTkQgXOwikrLCQ8TwrBdl+1voLKvsJS4qPCKk6k7pzLYYZRdLkNeSVnAxhf7yxhzwIYVdisqLfcb6ORw5e6mST+PA6ekzF6wHooBx6GotNxFmOj+Ugencpchp7CEpDj/O1jGGApLyikrd7E+PZehXYKrnAiROgXOydhGbx2xjdpGO8/7AOnAKGNM/QzDpKrUmAJnpZRSSqlDSMDAOahqPGPMHmAY8Bg2X3cjNj/6RWCkBs1KKaWUUupQV2NyjIhEYYeQ/sgZfvrhei+VUkoppZRSjUyNNc7GmBJs7w/713mmUkoppZRSh4Bg+7NaAtTv4O9KKaWUUko1YsEGzncAd4rIaXKguxdQSimllFKqEQi2A8DPgUTsYCJlIpIOXt32GmNM1WOtKqWUUkopdZALNnCeCn7jWyillFJKKXXYCCpwNsZcXs/lUEoppZRSqlELNsdZKaWUUkqpw5oGzkoppZRSSgVBA2ellFJKKaWCoIGzUkoppZRSQdDAWSmllFJKqSAEFTiLSGJ9F0QppZRSSqnGLNga51QReVNEjqrX0iillFJKKdVIBRs4PwmcBMwVkSUicq2IxNdjuZRSSimllGpUggqcjTH/AroAZwOpwEvYWuiXReSI+iqcUkoppZRSjUXQjQONMS5jzHfGmIlAd+A54AxgkYjME5HLRSS6vgqqlFJKKaVUQ9rfXjVygCwgDxAgEXgT2CAix4aobEoppZRSSjUatQqcReQYEXkP2Ak8CEwDBhtj+gB9gU3AqyEvpVJKKaWUUg0sIpiZROQm4DpscLwauAt4zxiT657HGLNORB4AptZHQZVSSimllGpIQQXOwFPAN8CNxpgZ1cy3HnioroVSSimllFKqsQk2cO5kjNld00zGGHcKh1JKKaWUUoeUYHOc54jI4EAviMgAEdkUwjIppZRSSinV6AQbOHcBqupqLgboHJLSKKWUUkop1UjVplcNU8X0YcDeuhdFKaWUUkqpxqvKHGcRuQ24zXlqgO9FpMRntiZAc+CT+imeUkoppZRSjUN1jQM3Udm13GXAQiDDZ55iYBXwRuiLppRSSimlVONRZeBsjPkW+BZARAAeMsZsPkDlUo3Fqp/hswsrn5/xEsx6ErKdr4KEQ8s+kJsKhXsBsWNJhsfAoAugy3Ew5V9QvA9a9oVB50F8W1j4JkQnwEkPQmxzmPkUbJoBzbvY+VZ8AXnpkNQZxj8GHYdDRBRkbYYvroC0FAiLgDaD4cQHoMsx3uX+8XZY/yvENIMB58CgP0FCO8hYC1MehL3boN+ZcNwdEFZNxtK+nTDpHti1FDoMgx4nQedRkNSl6mWyt0JUHMS1qPnzNca+z/hWYH9nVnGeXYeIXZ+rDJp1gqxNkNTVfhZlJbBjASS2r748B0LGOvjtUcjZCQPOgxHXN2x5GlL2VrvfmnU6sNt1lUNY+IHdptf2XVCwB+JbNlwZlDpUbJ5pz4ltB0Pf073PD4G4yiHlC9idAt2Pt49gFOdBTqr93a6fYs/H3cZVnhdzUmHL79B6ALTuF3z58zLsOSF9lT1vHnsr7F4BK7+DvF3QtDVkbYHt8yE/3cYSGCgvtcuLs30jQJn3um9JgaQDfHz1IMZUlbrc+IjISGz6yLFACyAXWAx8AHxgjCkPcj1nAd2MMc/4TB8L/AacZIyZEoLyutc3zhgz3Zk2HcAYM7au6x82bJhZuHBhXVdTvX8l1u/6ERtAF++redb4VjbI9BUWBac+Ad1PgH3b4dcHYKfP5xIRC5d/D59dBjk7Kqef/AiMuglKi2DzDGjSHDoeZV/L2gwfXwQZq32KHAanPQtDL4Ndy2DNT9C8K/Q+BT6/AjZOtUH9yBvhpGq6NU9dYufP3gzNu8H570B8G/jiStj6OyR0hORutlwA4VFQXgKxLWDC4zD1Qft+Eeg2xgavYREw+k5bttpyuewBLL51zQdpT2Ul8PwRNmh2O+1ZGHZF7ctwMCsvgy+vhFXf2ucDzoPBzven21hoM7D65fMzYeFbUJAFg/8E7YYEt91t8+C7v0LmenuyPPvVAx+8bpsHX11tL0hb9oEL3oOWvet/u8W5sO4XiIqHHidCeLA9rCoVQoV7YemH9u+gC6BFz8DzGQOL3oa1k+w8x94Occne8+zbAZPvh5VfVk4bcSNM+Lf9Py3FBrsdh3tX+nx3Eyx+r/L5xGfgqKuqL/fST+CHW6CsyAau7hCqx0lwyRc2kP7kInveATjxQRsAB+PVMbbCya3XKbDu5+CWDca/gogZ6i7gibDKwFlE7gfeMMakOv9XxxhjHq5jAaslIrcCz2CH+X4X2AokAScDVwAXObXkwazrHeBEY0wHn+ljqf/AuR+AMWZVXddf74Hz6xNg55z6W/+BltDeO7gD6HwsnPs6vDke9m2z0/qdaa+uf/s3VbaJjU22weFnlwEuO61VP3t17enSb6H72MDreOU4SFte+bz1QGjdH5YH0WQgOgGKc6p+/drpwQdeYAOfL6+ygXhyT/jT+9Cqr30t5QsbvLcZBEMvh/BI/2XfOtl7Wo8T4ZIvaTDFeTD9Mdg2BzocBePuhZiE+t1myhf2MwxEwuDcN2DAuYFfLyuBl0fCng32eVgkXDnJ3jHZsx6Su8P81yF7i619OvIvdj5XOTw70Pt7PehCOOfVUL2r4LwwtLLsYO80Xf5D/W4zZxe8cULle+80ym6zIWvd1eGnrAReORYy19rnEU3gmqn2WO5r9osw+d7K5x2Ohqt/rXy+fT68ewaUFXovFx4N92yDb66HlV/badGJ8OfPodNwewH5RBd7Z9KtRW/46/yqy12wB57sAcYV+PUWfeydTc9zVGQc3LkO5r0K63+BFr1g3D/s3dzdq2DJ+xDZBPqcAa+PqXrbodCAgXN1l+f/AiYBqc7/1TFAvQXOIjIaGzS/aIy52eflb0XkGSCuvrYfSqEImA+YQyloBv+gGaBlL/j92cqgGWyN4eofqLojGaAgG764nIqgGfyDZoD3z7I1rxOfsQeobXMguqm9/bZ7pfe8u1OgaG9w76W6oBls+Y2xBziA4ddC+6FVz//t/zm119hA7cc74IqfYNYztmbbLXUJnP6cd/DcrJOt6fY8aDfvHtz7qC8/3g7LP7X/71xkbzf+6f3gli0rgVXf2O9L3zNs0BqMrGoy2YwLfv+vDZzzM2HbXGgzoDLFZvNM78DTVQo/3gm7ltjnElZ5gls/2d7OPOoq+758v9e+d1vqW2mRd9nB3pKtDy6XTePauRhyd3m/922zYeM06HlS/WxbqUA2/VYZNIMNehe9C6f+x3/elM+9n++YD3s2Q8Yq2LMRNkz1D5rBXgxu+b0yaAZ7l/b9s+GuDba22PcYHFFVD8KOJR9VHTQDZK6xAbun0nx4srutoQbYPs8G1ue8Aa+Pq5y+6J3qt32QqzK50xgTZoyZ7/F/dY/6vsS/B8gC/lZFWTcaY5aLSEsReVVE1olIgYhsF5GPRKS9e16ntvkyoL2IGOexxWeVsSLyoohkikiGiHwgIs08ZxCRBGeeVBEpFpG1InKbSPX3uEVkujtdw2NaSxF5ySlvsfP3fRGp4Zuv6kTCYcsfsOQD/9dqzPpx2dq+Ghl7+33FV7ZW4p2J8OpoeKKrrZnwVZLnW8jAq03sWP1mZz8Pb02wtdfLP4G3T7X50YGUFQcIfJygftHb3tOXfggPt4CXRkHqUjstoa29hec+yLYZaHPHG9Jqn9rONT/aC4lgfHQBfHWNzc1/aSRsX1D9/IV77XcoPMLJ06uCq9yeGP/bHz79Mzw/xH43AKLj/edPW1b5v+8JboVTm58QIL+986jqyxtqkTG2ttdTjxPrZ1uT77X7Zt7L9uLGV1EO/PYYvDYWvr7etlHYH8bYFKwZT9oLL9VwctPsMaohlJfZFLjqth8e5T8tIsA0sDWzXvM1gWkPwycXw6//rEzL8zXq5sDfw9J82D4XomJtymGFMHtx/ewgm7pYXua/rO+dw0DKA7xvd3DstmsZTPq79/SCPTWv+yBWYz/OIhIlIreIyIADUaAA2w8HxgKTjTFFNczeHCgC/g5MAO4CegJ/iEiMM8/DwE/YHkJGOo+zfdbzHLa68WLgIeBcZ5q7TGHAj9gUkaeB07G1888Aj9by/SUBs4E/Ocufir1AiASq+PWpkDDltqagNN//teimod3Wsg+9a6QLs6DUN0jG1nYOuRTiWtnb3We+aHPDOo6obCwBtna492n2duCQv0DfM73XU17ifdArK6rMvQV7Mvr9WXvrsDjPbsuTO/CJqSLHPX2lDWDcRv0V7lgDNy6AM/8H816xqQUlAT7b3DRb+zrrGft/fWjezed51+DytnctszVIbuXFNkirSl46vDwKvr3RBtqJHW0+c/cToNcE73lH/tXW3rtPMMZllykvhU4joOf4ynljk6uvDXKfgMPC4IL3bTpKVFPofw6cVK9Zc4Gd96atnU/sBEf8GU59KvTbKC+rvNAIJLGTzamc8bi9M7LsY5ufuT9+/ptd9rdH4PUTYMmHdp2Bvs+HsuI8p9F3A8hNs5/9073tY8VXB3b7OxfbNKj/HQXP9LV3MwLpOgY6jax8HpsMw6pI2Rp3rz22g73IPuYWWOn5vnwu7pt3h8t+gHF/r7oGOamLrYl21/LGtbINyzNWw96t8MezMOcFyN3tXdnT/6zAlTeeqqsI8LRxas3zHEJqbElhjCkRkceB8TXNW09aYPuL3lrTjMaYtcAt7udO0P0HsA04BfjaGLNRRDKAEmPM3CpWNdMY4758mywivYGrReRyY5PCT8U2ULzCGPOOx3xxwB0i8owxJjPI93cb0A0YZoxZ4jH94yCXV7Xledu7KoMvtqkTW2eHYHvhttFhMAacY4NlT0MugWWf2JoFT2udWtW9O+DUJ2F1DSn+Tdvavzm7bO13gfMVnfsyXPKVE3Ashi7HwsnO9d+4e+HTS23qgK/MdbaGz507HNvc1lS/f1blLcMVX9pcXbf8TFvjnre7cts3/GEbfobSqU/CZ5dCfob97Cc+U/My1SnOgx9ug9Xf2yD81KdsTy6L3/NOF9i7xfbyMuAcm1aw5ntIWwE9TrDB8fTHfNabay9ywiPhok9g83TbOLDnybYWasusynnd39uEDjDmnsrpbQfB1XVuklE3Ce2CT4XZXxIGETHeNVsJHexnHd3U5t+/e7r3MruW2cZWiR0IWlGOT4BubMMrU27zSs97C3rWU416YzLlQZjzP/tbHnyRk6J1ABtfTnu4Mu2oMBu+u9n+LgLdnakPP//N9hYFtgb1+1vh1uX+84WFwWXfw9qf7EVG39PtsTCQNgPg1hT7vpp3s5/tjMe952k3xAbjSZ3teSjSqfPrcQJMecB73oEX2Mbi39xYWQGUH6AB/Yz/2Iv0hA5wzmv22DX3pcBpIZ4iYgJXLPk5eDqZCIVgRw5cjQ3uGj0RuUFElolIHrYPE3fyam2aeP/o8zwFO+R4a+f5aGxyq29w+wG2lngkwTsZWOATNFdJRK4VkYUisjAjw7dbbRUUv6DZpyaySXMY+3cY+4+6byuiib2FdvR1NV+9N0mytZXFuf6vtehV9XLF+2DrH961HpGx0O7IyudN28Lk++D5I+3t7gKP67qcHTD7OZjwhO3eb9V38M5psHmW7SnklqU2h627T7DQZqB/g7sFr3vn2W2bU5nSATaQdgfNYA/yKV9U/d72V+eRcNtKuGE23L7a9jpSk9IiGyB7pjpExMDwG2zAm/KZPdGkr7JBeWlRZddJntwt0MPC7Im+VR8bXJcW2osgT/3PsbVD7vm7Hw8Dz7Of64Uf2e/ggPNssHbrCrhikt0fLXrs18dyUEhbYb8TeT7Ht7AwGHO3xwSBE+6Hkx+GMX+zF1++ufUxzWxgUWs+xwR36lbxPps/f6jb8gf8/oy942LKYekHNrf8QEr36c2oJLeyHcaB4Ju+tnebvSPoK+UL+OBcWyPeJMlWDlSlpMBefLu7LG3WyTZGrxBm71plb7HrcgfNYI+3Z/7PLhPbAkbfZRu279lQc3BbWmD/5uyAb26Aon220qIq7ga27vWGRdrfkgKCqHF23A88JyKLjDEp9VmgAPYAhUDnmmYUkZuA57EpD3cB2diLg7lATDWL+sryee6+5+1eR3MgyxjjmwCU5vF6sJKBZTXO5TDGvAa8BrZXjVpsR1XJ52MszIIPzoFOxwSevTbKCmHOizDsSrjsO1j4tr01F6jGuzDb9soQ2wKumuzdKK39kXDcnTCrilvg6Svhsh/tLbu83fZg3LyrzYub9HfbiANsDWzWRv/ll34ISz+i4rPYnWLzcG9fbWvrBp0P3cfB97fYhmxtBsHpz9p5U5fa2+IxiYHziD1vMQbKqwsm125/REQHbtkeSFqKbWiTn2EvcAZfbLtT63u63Q+T7vGev2CPPWEdcZE9Abm7U0zsBH0m2v+LcmyvD5nr7PMWvW3NcGIH2DTdfobDr6u6TDEJMNYjUCzIsg03c3fZbdTU+Cc3zdacFufa9Ik2DZJtVzu/PVZZAxcZa3tm8byQGfl/trZs52I73bfLu5MesreoszbZ1JXTnvEOPoIRk2AbXs57JfDr+7Y3fJ/Z9S1QQ2ffxsz1rcdJ3nm9zTpVX4EQar0n2guGivKc6J+7vG6yd0867rz73hNtl4yeNfQlBfZ44P5spz9mez869y3o+w1kbrAXJ6u/q1xXaZE9xrgNucT/4rt1f5ueEaimGezx1fMCf+9WyN8T+KIfbI9N7kDbzVUafMP1YO7oHuSCDZzvBuKBJU5Dul14RxvGGFMvfY8YY8qcxnQniUh0gGDV04XAVGNMRcskEelaD8XKApqLSJQxxvMStI3ztzaZ8ZlA+xrnUgdW6mL7CEZUAkx8Er69CVwBaiRcZTbl44iLbBqEcfnktfkoyLSN+05/znt6/7OqDpzLy22A4HmQBXtrzh0018gn6C3aZ0+WHY+2z+NawIUfes+TugTePLmyljW+ja1JceeC9j29sls7sL1KzH6hsqFiUlcYeH6Q5atH0x6xQTPYGrZV39hul9y57h2P9u6toklzSO5hP/PrZ9lUmsgYG6C6l0n5vDJoBptPv/Jr28e278mvJvt2wGvjKk+O7YfClZOrvnVekg9vnFhZQ7fwLbh6auMOngv32lpOt9ICmPEE/MUnBantYPsIpEUP+Osie4GR0H7/b+tPeNzW/u9eYQcZWuvR/2yf0w7toBnsnS/Pfn2h/hp8VmX0nTYtZ80P9k7CSQ8d2M/91P/YyoAts2zFxQkP+M+zqor0uLU/2jSt/h7Np1Z/731Bsm+7raw45mZ7lyktBWb4pHIt+9j/mO4rIhr+/JlNqfOskT/6Ohh7D/xyLyz7yHuZd05x9m+ARoOBemzyPKa7nfuW7clmgc/A0ZGxARq5H1qCDZzLsUNrN5THgenAk4Bvd3Tu4LgpEAv47vVAozAUY/Om99cMbI32+YBnJPFnoARbwx2sycB9IjLYGBN0zbNqRERg8IX2VvH3t9pber5BqOeJvutx1QfOUEWDnGoat7U7Iqii1kpknB3MojpLPqwMmgHy0uCMF+20hPY2VcFTTCJcN9OeRIyBfmeEviHm/vDt0q20wN4BcJdt3D9sTe/q722wP/HpyprMpM7eNcMV6wiQP+hbkxOshW971yjtXAQbpkDvCYHnXz/Z+yRaVmRP0u5BFBqj0kLv7xLsX8O0sLC6D74iAr3G20dpIcx80qYvdBjmky5yiGrh9OU+8ynbo8SI64NLdwql8Eg7suxJD9Y8b32Iiqv591LdiK17fdJKfL/b4N2AO7aFf21tfGv/ZQJpNwRuc1Kcts6239NBF9rfwilP2L9LPbqfq22j7IF/gkUeef9Nmts0vp4nwvLPvIPt1v1rUVlzcAoqcA7FKHd1YYyZKSK3A8+ISF/gHWzuchJwAnA1tgeMScDdIvIPYD5wPHBegFWuwtYY3wAsBIpqmYLyM/A78IqItARWYhsMXg08VouGgQD/dco+RUQeweZTtwDOBK43xgRIeD1A4jpA/o6a52vMkrra1IX9DViC0dXpkaL78bbxSEkhTLrbHqgiY22LaM+hSo+4xJ6EV35luzIadZPtPq1ihEKBIy/1306bAdCqv03L8NSyr83xDKRpa3sADWZQFU/RCbYRSU2DhgQKepM6Q9fR1S9zxMW1K099G3i+rfFx6zjce8js6KZ2ZMdarfM8mPW0Tf0B29q+/zn7V75A3UIFmuYWFWC/NIYLlOoktLU9i6z/pXLa0MsbrDgVIpvYXOrDTZ+JlWlHKrCjr7Hf1x0+XVaGR/t/dn1Pt+kZ7ov0mGb22OyW0NaOJOi+qxjXyta618bA8+zDU0yCHSHXt9vVyDjv3OjqUiyGXGwbAKd8Zv+ecL/tAg/gz1/Yhpy5abYCqd9Z8OZJlce9Q9DBNuT2KPyH3F4IvAd8hG3A9ww2WI7B1gzfBGwCHjTG/MtZTxzwBrbLumbAVmNMl6pGDhSRy4G3ga7GmC3OtATg39iu6pKBLcDLwLNOzxtBD7ktIq2AR7Dd2iUDu7EjJF5bXWrKQT3ktu9twKoMutDe8vacN7ZFZeM2Cbe9FWz9w3/Zo66B8f+2XfFMrWboa7C32Jd/Aa4AH/f4x2DEDbaj90Xv2oPk3m02Z637WFvD2jRAzUBZsS1fVbfTC7Js4Bwdb3POFrxuazUHnm9TOgIpK7bdDqUugf7nQrMOtla4uq7WXOX2dmfaCju64bf/V3khEZ1gG5m07GNvLaavtl2pjb4zuNzjnFSbEuA+GXQ/3vbQUZshuxsD4/S3vW6SzaM87o6qW8bXxt7tdjQtxKZnNKuh/+2qZKyzAwy4b4E272YbPkZWcePMVQ7vnVnZK0diR5tf3bRN4Pkbi5ICux8y1tgaLQ3c1MEgfTWkr7E5yiJ2iOzOAfoIyMuw7UnKS2xPJYGOB5kbbB5y51FV/773xzuneffSM+L/oFlne17rNtYeM368w7+hYVIXuGlx7dJkivNsH/jugcUiY21Otbt3pqSu9qbs3moGjapJYxxy229GkbbAHcAYbOO3Pdj0iWeMMfXUGauqzgEJnH97Gmb4Bp1hlf3GRjWxNaDFeVBWagOyyGjbGK7dEbBphg1KsjfbfMHwKNu/7dh7bG7Wiq9t36vR8TYg3jYfdi+zvRkMucRege/dalsslxTYmsrEDvZWdGG2rcGLjLFdAWWsc26PC/Q/w7ZCdts0wwa8MQm2YZFE2NtX+3bYYG/EDTafd86L9j10Ptb+yDsOr8zxPVTsXmUHNgmLtI2ggh0Zryol+bD+V5uG0XWM/VxV6O3ZaEdDjG5qL/RqCuxdLtg0zTYO7Dm+soZIKXX4yd8D0/9t76x1P96eW30bOxbl2HPilt9tO49mnWxqUvP9aCpWnGuPV8W5tmeg0kJbOZPYybbXCY+0ZVn+qU39SGhnK4TyMu1AMKYcmvewNdk527zXfV8mRNRTo3Jv+x84i0gvYBY2NeIPbO8RbYBR2J4rjjPGrA9ZUVVQDkjgrJRSSil1+AkYOAfbOPAJbKO74e5UBQAR6Yxt3PYEsJ/Je0oppZRSSjV+wd5THQf80zNoBjDGbAX+5byulFJKKaXUISvYwDkK2xAvkFzndaWUUkoppQ5ZwQbOS4GbRMRrfhER4P+c15VSSimllDpkBZvj/BDwA7BaRD7FjhzYBjsASE9A+wxSSimllFKHtGAHQJkkIqdh+xq+F9vS0ACLgNOMMZPrr4hKKaWUUko1vGBrnDHGTAImiUgstlu6bGNMPQ7HppRSSimlVOMRdODs5gTLGjArpZRSSqnDSpWBs4jcD7xhjEl1/q+OwY4kOM8YsyiUBVRKKaWUUqoxqK7G+V/AJCDV+T8YRkT+Zox5uo7lUkoppZRSqlGpsjs6Y0yYMWa+x//VPoBE4BnglgNUdqWUUkoppQ6YYPtxrpExJhf4GMgI1TqVUkoppZRqLGrdOLA6xpjFwNBQrlMppZRSSqnGIOgaZxG5VkSWiEiBiJT7PuqzkEoppZRSSjU0McbUPJPIX4DXgXeBq4G3gEjgDGxqxofGmAfrsZwqABHJALYeoM21ADIP0LZU6Oh+O/joPjv46D47+Og+O/gc6H2WaYyZ4Dsx2MB5MfAd8DBQCgwzxiwWkSRgOvC6MebF0JZXNSYistAYM6yhy6FqR/fbwUf32cFH99nBR/fZwaex7LNgUzV6AjMBl/OIAjDGZAOPoj1pKKWUUkqpQ1ywgXMhEGZs9XQa0M3jtTygXagLppRSSimlVGMSbK8aKUAPYAowC/iHiGwGyrCDo6ypl9KpxuS1hi6A2i+63w4+us8OPrrPDj66zw4+jWKfBZvj/CegmzHmMRFxB9AdnZdzgbOMMdPrrZRKKaWUUko1sKACZ7+FROKAkUAsMNsYoy1TlVJKKaXUIW2/Rg40xuQbY6YYY77ToPngJiIdReQLEdknIjki8pWIdApy2RgReVJEdolIoYjMEZHR9V3mw93+7jMRGSYir4nIGqc/9m0i8qGIdD0Q5T6c1eV35rOev4uIEZHf66OcqlJd95mI9BWRz0Uk0zk+rhURbUhfj+p4PuskIu86x8UCEVknIo84FYWqnohIBxF5wYkfCpzjW5cgl22QGKRWNc4i0hGbohHj+5oxZloIy6UOABGJBZYBxcB9gAEewd5JGGSMya9h+Q+BicBdwCbgRuAUYKQxZmn9lfzwVZd9JiJPYe8UfQisBNoD/wRaAUcYY7bXb+kPT3X9nXmspxuwHMgH1htjjq2fEqsQHBuHAdOw3bW+BezD9k4Vb4x5pv5Kfviq47ExDliCHZ/iX8A24CjgQeA7Y8yf6rXwhzERGQt8CiwCwoGTga7GmC1BLNswMYgxpsYHtheNOUC583B3S+f+vzyY9eijcT2w3QiWAz08pnXFNvq8vYZlB2MPTFd4TIsA1mIPNA3+/g7FRx33WcsA0zo7v+GHGvq9HaqPuuwzn/X8AryKDcZ+b+j3dSg/6vg7C8NemH7d0O/jcHrUcZ+d7JzPTvaZ/rizfGxDv79D9YHtsc39/9XOfugSxHINFoMEm6rxBtAJuBWYAIxzHsd7/FUHnzOAucaYDe4JxpjNwB/AmUEsW4q9UnQvWwZ8AowXkejQF1dRh31mjMkIMG0rdvTP9iEup6pUl98ZACJyMXAk8Pd6KaHyVZd9NhboB2jN8oFVl30W5fzN8Zm+F3shJCEqo/JhjHHt56INFoMEGzgfBdxsjHnBGPOrMWaG76O+CqjqVX9gRYDpK7EH/pqW3WyMKQiwbBS2+0IVenXZZ35EpC82VWN1HculqlanfeaM0Ppf4G/GmKwQl00FVpd95k6hiRGRuSJSKiLpIvK8iDQJaSmVp7rssynAeuAJEeknIvEicjy2FvsVE2Q6lTqgGiwGCTZw3gGU1FchVINpDmQHmJ4FJNVhWffrKvTqss+8iEgE8Aq2xvnNuhdNVaGu++xJYB3wTgjLpKpXl33mHhDsU2AycBLwH+xt6I9CVUDlZ7/3mTGmCHvB406zyQWmAj8Afw1tMVWINFgMEuwAKP8G7haRaXrldcgJ1Do0mNtSUodlVd2E6nN/ERgFTDTGBDoAqdDZr30mIscBfwGONE4Snzpg9vd35q6Q+sAYc7/z/3QRCQceF5F+xphVISmh8rW/v7MY7IVOK+BSbOPAo4H7sTnON4SwjCo0GiwGCSpwNsa8LyJ9gC0iMhf/KN8YYy4LeelUfcsm8FVZEoGv5DxlYfPeAy3rfl2FXl32WQUReQy4FrjMGDM5RGVTgdVln72KvRuwQ0SaOdMigHDneaExpjhE5VSV6rLP9jh/f/WZPhnb2OwIQAPn0KvLPrsKm5vewxiz0Zk2U0T2Aa+JyCvGmGUhK6kKhQaLQYIKnEXkcmyjlHJsAxXftA2tCTk4rcTmCfnqR80H9pXA2SIS65Nj1A/7/dgQeDFVR3XZZwCIyL3APdh2C++HsGwqsLrss77O4/oAr2UDtwHP1qVwKqC6HhvB/7zorgnb38ZQqnp12WcDgWyPoNltvvO3L7arO9V4NFgMEmyO84PA19jurNobY7r6PLrVVwFVvfoOGOH0DwuA0/H4Mc5rNS0bCZzvsWwE8CdgstaC1Zu67DNE5GZs36b3GmNeqK9CKi912WfjAjyWYRtBjQO+qIfyqrrts5+xfQlP8Jk+3vm7MERlVN7qss/SgCQR8W1QNtz5uzNUhVQh03AxSJD97OUBJxzIvv30Uf8PIA57VZaC7a7nDOxJeRO2o373fJ2xeV73+yz/CbbW62rgBOxJvAibj9ng7+9QfNRlnwEXYmu7fgZG+Dz6NfR7O1Qfdf2dBVjfdLQf50a9z4AHnOn/Bk7E3uEpBN5p6Pd2qD7qeGzsgu2Kbh1wGfai9C5n2kI8+hrWR73su/Ocx8vYOzU3OM/HVLXPnOkNEoME2zjwd+ytiqlBzq8OAsaYfKfLnf8C72NvJU4FbjXG5HnMKtgRfXzvUFwBPIqtwWyGPUhNMMYsrueiH7bquM8mONMn4F8bNgOb46dCLAS/M3WAhWCfPYTtmeH/gDuBXdjeUR6u56Iftuqyz4wxW0RkBHbUwEeAFsB24DXgUbP/fQ2r4Hzu8/wl56/7vNSoYpCghtwWkd7AZ9gudSYRINFev1hKKaWUUupQFmzg7A6Kq5rZGGOCrb1WSimllFLqoBNssPsQ2nOGUkoppZQ6jAVV46yUUkoppdThThuhKKWUUkopFQQNnJVSSimllAqCBs5KKaWUUkoFQQNnpZSqJyIyUkQ+EZEdIlIiIjkiskBEHhaRtg1dPmWJyDsisqOhy6GUavw0cFZKqXogIncAfwAtgfuwI8hdCPwCXAu81XClU0optT+072WllAoxERmHHSnuOWPMbT4v/yQijwHnh2hb0caY4lCsS4WeiIRje7Aqa+iyKKXqTmuclVIq9O4GMp2/fowx+caYdzyniUisiDwhIpudtI7NInKviIR5zDNWRIyInCMir4tIBrDbeW26iPwuIhNEZKmIFIrIEhEZLiIRIvJvEdklIllOakKcz/YfFJHFIrJPRDJFZJozDDEBtn+GiLzozJchIh+ISLOaPhQRudgpU56znRQRuc7j9XectJZRTkpLkYhsEZGbAqyrq4h86Gy/2HnPZ/vM00NE3nc+y0IR2SQiL4tIUhBlvUJESkXkHo9p14jIMqdcmSLypog091nOiMijInKPiGwGSoCBIhIvIi+IyDanvLtFZIqI9KmpLEqpxkNrnJVSKoREJAIYA3xljCmpxTK/AP2Ah4EUYATwT6A5cIfPIi8APwOXAjEe03tga7ofBfKA/wDfOY8I4HKgrzNPOvA3j2XbA/8FdgBxwCXATBEZZoxZ7rP954AfgIuB3s52yoHLqnmPxwIfAM8Dd2ErbvoAzXxmTQA+BZ4ANmDTW54XkVz3xYaIdATmOe/hNiAD+BPwpYicZYz5zllXO+f93ApkA92AfwA/ASOrKevfgQeBazy2+Th2P7jL3x54BBggIqOMMeUeq7gc2ATcCeQDqdjP9gxn++uBZOCYAO9fKdWYGWP0oQ996EMfIXoArbEjrT4W4LUIz4fH9EudZUb7zH8vtsaylfN8rDPf1wHWPR0oBbp5TDvDmX+Kz7xfAZureQ/hThnXYtNN8Nn+uz7zvwgU4QyqVcU67wSyavjs3nHWf6HP9F+BrVQO2vUmNlhODjDf0mrWHwEc62xjiM92d2CD+Rewwe5Ej9e7YC8M7vdZ3zHOus7ymGawgXITn3lXAM809PdTH/rQR90emqqhlFKhJQEnirTBBrYVD6emGWACNjCc7aRVRDivTQYisbXPnr6uYtvrjDGbPJ6vcf7+4jPfGqCDiFSUVUROFJHfRGQPUOaUsRe2RtnXjz7PU4Bo7EVDVRYASU5ax2nVpHaUA1/6TPsE6ISt5QX7ef0E7PP5vH4BBotIgvOeokTkHyKyRkQKnfc0y1mH7/uKcLZzMXCiMcbzPZ6EDao/9NnePCAHGO2zrknGmMIA7/9ypzzDxOY+K6UOMho4K6VUaGVia187BZh+lPN43ee1VkBnfAJrYL7zerLP/Luq2Ha2z/OSaqZHYGuWEZEjsYFoHnAVNlA/CliGdyqIW5bPc3fjxEDzAmCMmYFtENkRG/hnODm+g3zfgzGm1GfabuevO3BuBfwF/8/rSed19+f1GPAvbIrIROBo4JwqyprgzDObys/drZXzd0OAbSYQ3P65CXgVuBIbRKeLyH9FJDbAvEqpRkpznJVSKoSMMWUiMhM4SUSijJPnbGyvCgsBROQ0n8X2AJuBC6pY7RbfzYSuxACci61lPsczaHUa0e0N1UaMMV8AX4hIPDbt4wlgkoh0MMa4nNmSRCTSJ3h212TvdP7uwdYcP1HFplKdvxcC7xljHnG/4Gw7kCxsXvcPwMcicrGp7Aljj/P3ZPwvQjxfd/PbP8aYPODvwN9FpDNwHvA49iImYCNSpVTjo4GzUkqF3n+w+bZPYBuv1WQSNnjNM8asqWnmehCLTZGoCPhE5HhsrfnmUG/MCSJ/EJFu2IaGydicZbC14Odi0ybcLgS2URk4T8I27lsZICXCUyy2VtjTFdWUa7qInIKtff9ERC50gudfARfQyRjzaxBvsVrGmK3A0yLyZ2BAXdenlDpwNHBWSqkQM8ZMdboxe9xJRXgPG4DGYPOGL8Q2QHMHqh9iA7qpIvI0NkUiCuiObeB3ljGmoB6LPAnb88Q7IvK2U8Z/Uhmo1pmIPIStOf4NWyPcAbgZ25gvw2PWXOA/ItIC2/vERdjBYy43xrg/r/ux6RQzReRFbI18EjYI7WaMudLjfV0mIinYNItzgFHVldMYM0tEJmB7LfnUCZ43isgTwIsi0huYgU3H6YjNf37DGPNbDe9/DrZ3kxRsSswYYDDwbnXLKaUaFw2clVKqHhhj/iMifwC3AP/GjiBYhO2p4lPgFeN0YWaMKRWR8cA92FEFu2ID643YhnhBdWtXh7L+IiI3A7dja3tXYHOI7wvhZuZhA+X/YrvYS8c2fvynz3w52AuL54CB2PzmW4wxFQGmMWabiAzD5i+7P9s9Trk9A9GbsI01H3We/4QNxH1zmL0YY/5w9sck4HMRucAY8w8RWQ3c6DwMsB2Yig3wazITm4pzD/bcuwm4zRjzfBDLKqUaCam8gFdKKaUajoi8g+3RokNDl0UppQLRXjWUUkoppZQKggbOSimllFJKBUFTNZRSSimllAqC1jgrpZRSSikVBA2clVJKKaWUCoIGzkoppZRSSgVBA2ellFJKKaWCoIGzUkoppZRSQdDAWSmllFJKqSD8P/j1QBalpmulAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.catplot( x = 'German speakers' , y='majority religion' ,  data=dfFractions , kind = 'box' ,height=2, aspect=5 )\n",
-    "sns.catplot( x = 'German speakers' , y='majority religion' ,  data=dfFractions , kind = 'strip' ,height=2, aspect=5 )"
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sns.catplot( x = 'German speakers' , y='majority religion' ,  \n",
+    "            data=dfFractions , kind = 'box' ,height=2, aspect=5 )\n",
+    "sns.catplot( x = 'German speakers' , y='majority religion' , \n",
+    "            data=dfFractions , kind = 'strip' ,height=2, aspect=5 )"
    ]
   },
   {
@@ -2554,34 +906,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.FacetGrid at 0x7fdd8871fa00>"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.catplot( x = 'German speakers' , y='majority religion' ,  data=dfFractions , kind = 'violin' ,height=2, aspect=5 )"
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sns.catplot( x = 'German speakers' , y='majority religion' , \n",
+    "            data=dfFractions , kind = 'violin' ,height=2, aspect=5 )"
    ]
   },
   {
@@ -2597,32 +927,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.FacetGrid at 0x7fdd7f7b4640>"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "sns.catplot( x = 'German speakers' , y='majority religion' , \n",
     "            data=dfFractions , kind = 'violin' ,height=2, aspect=5 , cut=0)"
@@ -2653,44 +960,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.FacetGrid at 0x7fdd7fdef6d0>"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "sns.catplot( x = 'German speakers' , y='majority religion' , data=dfFractions , height=2, aspect=5,\n",
     "            kind = 'bar' , ci='sd').set(title='standard deviation')\n",
@@ -2748,32 +1020,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='Italian speakers', ylabel='Density'>"
-      ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "#example with a density line plot\n",
     "\n",
@@ -2783,87 +1032,14 @@
     "represented_variable=\"Italian speakers\" \n",
     "\n",
     "sns.kdeplot( x = represented_variable , hue= category , # uncomment previous to see the effect of hue\n",
-    "             data=dfFractions  )"
+    "            cut = 0, data=dfFractions  )"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864.675x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864.675x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864.675x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864.675x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 864.675x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864.675x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "kinds = ['box','violin','bar','boxen','strip','point']#,'swarm'] # swarm takes a long time to compute\n",
     "\n",
@@ -2904,7 +1080,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2929,7 +1105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "metadata": {
     "tags": []
    },
@@ -2947,22 +1123,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# make you plot as usual, redirect them to a variable\n",
     "represented_variable , category = 'Total' , 'majority language'\n",
@@ -2977,22 +1140,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 504x504 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# For multipanel figures :\n",
     "f, axes = plt.subplots( 2, 2, figsize=(7, 7) )\n",
diff --git a/02_distribution_and_statistical_tests.ipynb b/02_distribution_and_statistical_tests.ipynb
index bc9798a..c55be61 100644
--- a/02_distribution_and_statistical_tests.ipynb
+++ b/02_distribution_and_statistical_tests.ipynb
@@ -50,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -86,22 +86,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x720 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "f, axes = plt.subplots( 2, 2, figsize=(14, 10) )\n",
     "\n",
@@ -137,32 +124,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f05e808de50>"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "x = np.linspace(-10,10, 100) # 100 equally separated points between -5 and 5\n",
     "fig, ax = plt.subplots(figsize=(14, 7))\n",
@@ -208,22 +172,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Say we collect a sample of size 100 in an exponential distribution, and compute the mean of that sample\n",
     "sampleSize = 100\n",
@@ -272,19 +223,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "population mean 0.04082937033860135\n",
-      "sample mean 0.10258934137062292\n",
-      "scaled difference between population and sample mean: -1.513\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "df = pd.read_csv( \"data/census1880_fractions.csv\" )\n",
     "\n",
@@ -306,22 +247,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# to make the distribution appear, I create a large number of samples (imagine you have a lot of polls)\n",
     "sample_means = []\n",
@@ -365,22 +293,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x720 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "meanOriginal = 1 # the mean of this exponential law is 1\n",
     "stdevOriginal= 1 # its standard deviation is 1\n",
@@ -434,17 +349,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "mean of a sample of size 10: 0.2\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "#you can perform experiments using:\n",
     "def samplingMean(n=10,p=0.5):\n",
@@ -472,7 +379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -499,39 +406,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "9495 out of 10000 sampled means fall within the 95% confidence interval [0.91234775 1.08765225]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:ylabel='Count'>"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "meanOriginal = 1 # the mean of this exponential law is 1\n",
     "stdevOriginal= 1 # its standard deviation is 1\n",
@@ -557,17 +434,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "9510 out of 10000 times, the real mean falls within the 95% confidence interval of the sampled mean.\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Now, let's see how many times the real mean falls within the confidence interval centered on the sample mean.\n",
     "nbInside =0\n",
@@ -642,7 +511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -658,7 +527,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -674,7 +543,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -690,7 +559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -706,7 +575,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -768,32 +637,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PolyCollection at 0x7f05e5a59670>"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "x= np.linspace(-5,5,100)\n",
     "fig,ax=plt.subplots(figsize=(14,7))\n",
@@ -806,17 +652,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.035728841125633105\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "testStatistic = 2.1\n",
     "probaMoreExtreme = ( stats.norm.cdf(- abs(testStatistic) )  +   # probability of observing <= -2.1\n",
@@ -849,39 +687,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "one-sided p-value : 0.017864420562816563\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PolyCollection at 0x7f05e59b0430>"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "testStatistic = 2.1\n",
     "probaMoreExtreme = ( 1-stats.norm.cdf( abs(testStatistic) ) )  # probability of observing >= 2.1\n",
@@ -919,32 +727,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:>"
-      ]
-     },
-     "execution_count": 74,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "x= np.linspace(-5,5,100)\n",
     "fig,ax=plt.subplots(figsize=(14,7))\n",
@@ -991,32 +776,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.FacetGrid at 0x7f05e5adf700>"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "mice_data = pd.read_csv( 'data/mice_data.csv' ) # data about the weight of mices of different genotypes and subjected to different diets\n",
     "sns.catplot(x='weight' , y='diet' , data=mice_data , kind='violin')"
@@ -1024,19 +786,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "test statistic : \t-7.738758252909616\n",
-      "degree of freedom : \t44.254639192414686\n",
-      "p-value : \t9.244178357624686e-10\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "CHOWdata = mice_data['weight'][ mice_data['diet'] == 'CHOW' ]\n",
     "HFDdata = mice_data['weight'][ mice_data['diet'] == 'HFD' ]\n",
@@ -1071,18 +823,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "test statistic : \t-7.738758252909616\n",
-      "p-value : \t9.244177959442075e-10\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "tstat , pval = stats.ttest_ind( CHOWdata , HFDdata , equal_var=False)#use equal_var=True if you have tested for variance equality\n",
     "print('test statistic : ',tstat , sep='\\t')\n",
@@ -1147,40 +890,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "normal law\tproportion of sampled p-values under 0.05\t0.047\n",
-      "pareto law\tproportion of sampled p-values under 0.05\t0.0155\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'P-values of t-test of 2 samples drawn from the same distribution')"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "n1 = n2 = 50\n",
     "\n",
@@ -1200,12 +912,11 @@
     "\n",
     "#second setup : rather than sampling in a normal law, we will sample here in a pareto distribution\n",
     "#                 https://en.wikipedia.org/wiki/Pareto_distribution\n",
-    "n, p = 5, 0.01\n",
     "nbUnder05 = 0\n",
     "PV_bin = []\n",
     "for i in range(10000):\n",
-    "    sample1 = np.random.pareto( a=1 , size = n1 ) #np.random.binomial( n=n, p=p , size = n1 )\n",
-    "    sample2 = np.random.pareto( a=1 , size = n2 ) #np.random.binomial( n=n, p=p , size = n2 )\n",
+    "    sample1 = np.random.pareto( a=1 , size = n1 ) \n",
+    "    sample2 = np.random.pareto( a=1 , size = n2 ) \n",
     "    tstat,pval = stats.ttest_ind(sample1,sample2 , equal_var=True)\n",
     "    PV_bin.append(pval)\n",
     "    if pval < 0.05:\n",
@@ -1254,22 +965,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x504 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "sampleN = np.random.normal(size = 100) #sample from a normal law\n",
     "sampleE = np.random.exponential(size = 100) # sampling from another distribution\n",
@@ -1297,18 +995,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "normal data     \tShapiro-Wilk's normality test p-value\t0.31226813793182373\n",
-      "exponential data\tShapiro-Wilk's normality test p-value\t2.29455324074479e-07\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "tstat,pval = stats.shapiro(sampleN)\n",
     "print('normal data     ',\"Shapiro-Wilk's normality test p-value\",pval , sep='\\t')\n",
@@ -1327,7 +1016,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1396,18 +1085,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "U manual : 10\n",
-      "U scipy  : 10.0\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "sample1= [ 1.2 , 1.5 , 2.3 , 3.0 , 3.1 ]\n",
     "sample2= [ 1.1 , 1.8 , 2.2 , 2.4 , 2.8 ]\n",
@@ -1437,20 +1117,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.6904761904761905"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "pval"
    ]
@@ -1574,32 +1243,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.FacetGrid at 0x7f05e5ef1dc0>"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1239.97x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "def testTtest( n=100 , d=0 , std = 1): \n",
     "    # draws 2 samples with a set difference in mean and return the t statistic and p-value of a t-test\n",
@@ -1655,30 +1301,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "test theshold: 2.024394164575136\n",
-      "Fraction of rejected (~power): 0.5366\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "mean_difference = 2\n",
     "standard_dev = 3\n",
@@ -1732,17 +1357,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "power: 0.5377868448973436\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from statsmodels.stats.power import TTestIndPower\n",
     "effect_size = mean_difference/standard_dev\n",
@@ -1770,29 +1387,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "minimum sample size: 25.066708773444212\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "effect_size=1\n",
     "sig_threshold = 0.01\n",
@@ -1831,22 +1428,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "mice_data = pd.read_csv( 'data/mice_data.csv' ) # data about the weight of mices of different genotypes and subjected to different diets\n",
     "sns.catplot(x='weight' , y='diet' , data=mice_data , kind='violin')\n",
@@ -1873,7 +1457,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1889,7 +1473,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1932,33 +1516,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[Text(0.5, 0, 'number of tests'),\n",
-       " Text(0, 0.5, 'probability of at least 1 test significant by chance')]"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "P = np.array([1, 2, 5, 10, 50, 100])\n",
     "fig,ax=plt.subplots(figsize=(14,7))\n",
@@ -2000,7 +1560,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2029,32 +1589,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Fraction of (spuriously) significant tests:\n",
-      "p-value: 0.0514\n",
-      "FWER   : 0.0\n",
-      "FDR    : 0.0\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "fig, ax = plt.subplots(1,2,figsize=(15, 5))\n",
     "sns.histplot( pvals ,binwidth=0.02 ,  ax = ax[0] , label = 'p-value' , color='xkcd:vomit')\n",
@@ -2076,7 +1613,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2114,30 +1651,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Number of significant tests:\n",
-      "p-value: 620\n",
-      "FWER   : 68\n",
-      "FDR    : 103\n",
-      "\n",
-      "Number of correctly significant tests (out of 100):\n",
-      "p-value: 100\n",
-      "FWER   : 67\n",
-      "FDR    : 96\n",
-      "\n",
-      "Number of spuriously significant tests (out of 9900):\n",
-      "p-value: 520\n",
-      "FWER   : 1\n",
-      "FDR    : 7\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "print('Number of significant tests:')\n",
     "print('p-value:' , sum(pvals<0.05) )\n",
diff --git a/03_distribution_and_statistical_tests_continued.ipynb b/03_distribution_and_statistical_tests_continued.ipynb
index 43e8fd6..7eb145c 100644
--- a/03_distribution_and_statistical_tests_continued.ipynb
+++ b/03_distribution_and_statistical_tests_continued.ipynb
@@ -30,7 +30,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -127,19 +127,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Fisher's exact test\n",
-      "\todds ratio: 9.0\n",
-      "\tp-value: 0.48571428571428565\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "table = [[3,1],[1,3]]\n",
     "\n",
@@ -206,19 +196,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Chi-square test\n",
-      "\tchi2: 2.0\n",
-      "\tp-value: 0.15729920705028105\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "chi2,pval , df, expected = stats.chi2_contingency(table , correction=False)\n",
     "print(\"Chi-square test\")\n",
@@ -252,22 +232,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Fisher's exact test\n",
-      "\todds ratio: 2.037037037037037\n",
-      "\tp-value: 0.17815079712391602\n",
-      "Chi-square test\n",
-      "\tchi2: 2.4638592080452546\n",
-      "\tp-value: 0.11649225257988546\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "table = [[25,15],[18,22]]\n",
     "\n",
@@ -314,7 +281,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -330,7 +297,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -358,34 +325,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f825d25faf0>]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sampleSize=1000\n",
     "sample = np.random.randn(sampleSize)*0.5 + 1 -2* (np.random.random(sampleSize)>0.5) \n",
@@ -415,19 +359,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1-sample Kolmogorov-Smirnov test:\n",
-      "KS test statistic : 0.14253124647262705\n",
-      "p-value : 3.446777045733576e-18\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# test :\n",
     "ksStat , pvalue = stats.kstest( sample , stats.norm.cdf )\n",
@@ -445,32 +379,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f825288ebe0>"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sampleSize=100\n",
     "sample1 = np.random.randn(sampleSize)*1 \n",
@@ -492,19 +403,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1-sample Kolmogorov-Smirnov test:\n",
-      "KS test statistic : 0.5\n",
-      "p-value : 1.0024645454361508e-11\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# test :\n",
     "ksStat , pvalue = stats.ks_2samp(sample1,sample2)\n",
@@ -524,19 +425,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Power for a difference in mean 1.0 , sample size 10 and significance threshold 0.05\n",
-      "KS test 0.244\n",
-      "T test  0.541\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "sampleSize=10\n",
     "diff = 1.0\n",
@@ -592,32 +483,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.FacetGrid at 0x7f825295ef70>"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "mice_data = pd.read_csv( 'data/mice_data.csv' ) # data about the weight of mices of different genotypes and subjected to different diets\n",
     "sns.catplot(x='weight' , y='genotype' , data=mice_data , kind='violin')"
@@ -632,7 +500,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -677,40 +545,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Does T significantly differ from a Chi square distribution?\n",
-      "\tp-value of KS test : 0.5734780535541687\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:ylabel='Density'>"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "T = [] # will contain a sample of values of T under the null hypothesis\n",
     "ni = 3\n",
@@ -790,7 +627,7 @@
     "* $ SS_{within} = \\sum (x_{ij}-\\bar{x_{i}})^2 $ is the sum of the SSq within each groups\n",
     "* $ SS_{between} = \\sum n_i * (\\bar{x_{i}}-\\bar{x})^2 $ is the SSq between groups\n",
     "\n",
-    "If $SS_{between} >> SS_{within}$ then the grouping explain \n",
+    "If $SS_{between} >> SS_{within}$ then the grouping explain a significant part of the total variance.\n",
     "\n",
     "The **test statistic** is:\n",
     "\n",
@@ -805,32 +642,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='subSpecies', ylabel='plantSize'>"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# we have measures of the height of the same number of individuals in 3 plant subspecies\n",
     "\n",
@@ -843,77 +657,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>mean</th>\n",
-       "      <th>count</th>\n",
-       "      <th>SumSquare</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>subSpecies</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>15.280731</td>\n",
-       "      <td>10</td>\n",
-       "      <td>15.566259</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>15.851491</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10.649260</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>17.022160</td>\n",
-       "      <td>10</td>\n",
-       "      <td>11.977680</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                 mean  count  SumSquare\n",
-       "subSpecies                             \n",
-       "0           15.280731     10  15.566259\n",
-       "1           15.851491     10  10.649260\n",
-       "2           17.022160     10  11.977680"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# compute the global mean \n",
     "grandMean = dfPlant['plantSize'].mean()\n",
@@ -927,21 +673,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "sum of squares:\n",
-      "\tTotal  : 53.95588751534233\n",
-      "\tWithin : 38.19319852446747\n",
-      "\tBetween: 15.762688990874851\n",
-      "\tTotal - (Between+Within): 1.4210854715202004e-14\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# computing the total sum of square :\n",
     "SumSqTotal = sum( (dfPlant['plantSize']-grandMean)**2 )\n",
@@ -962,19 +696,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "manual 1-way anova / F-test:\n",
-      "F-stat : 5.5715758197231935\n",
-      "p-value: 0.009425123741763186\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "#computing the degrees of freedom\n",
     "numberOfGroups = X.shape[0]\n",
@@ -1001,19 +725,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "automated 1-way anova / F-test:\n",
-      "F-stat : 5.571575819723197\n",
-      "p-value: 0.00942512374176315\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "Fstat , pval = stats.f_oneway( dfPlant['plantSize'][dfPlant['subSpecies'] == 0],\n",
     "                dfPlant['plantSize'][dfPlant['subSpecies'] == 1],\n",
@@ -1032,7 +746,7 @@
     "When the assumptions (normality, equality of variances) of the anova fail, you have several alternatives : \n",
     "* **normality OK, variances unequal :** \n",
     "    * **[Alexander Govern test](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.alexandergovern.html#scipy.stats.alexandergovern)**\n",
-    "    * **Welch's anova**, absent from scipy ; present in the recent pingouin package : [pingouin.welch_anova](https://pingouin-stats.org/generated/pingouin.welch_anova.html)\n",
+    "    * **Welch's anova**, absent from scipy ; present in the recent pingouin package : [pingouin.welch_anova](https://pingouin-stats.org/build/html/generated/pingouin.welch_anova.html#pingouin.welch_anova)\n",
     "    \n",
     "* **data not normal : Kruskall-Wallis H test**, a nonparametric test that check **median** equality. See\n",
     "[scipy.stats.kruskall](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.kruskal.html)."
@@ -1074,151 +788,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Person</th>\n",
-       "      <th>Age</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>pre.weight</th>\n",
-       "      <th>Diet</th>\n",
-       "      <th>weight6weeks</th>\n",
-       "      <th>weightDiff</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>78.000000</td>\n",
-       "      <td>78.000000</td>\n",
-       "      <td>78.000000</td>\n",
-       "      <td>78.000000</td>\n",
-       "      <td>78.000000</td>\n",
-       "      <td>78.000000</td>\n",
-       "      <td>78.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>39.500000</td>\n",
-       "      <td>39.153846</td>\n",
-       "      <td>170.820513</td>\n",
-       "      <td>72.525641</td>\n",
-       "      <td>2.038462</td>\n",
-       "      <td>68.680769</td>\n",
-       "      <td>-3.844872</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>22.660538</td>\n",
-       "      <td>9.815277</td>\n",
-       "      <td>11.276621</td>\n",
-       "      <td>8.723344</td>\n",
-       "      <td>0.812920</td>\n",
-       "      <td>8.924504</td>\n",
-       "      <td>2.551478</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>16.000000</td>\n",
-       "      <td>141.000000</td>\n",
-       "      <td>58.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>53.000000</td>\n",
-       "      <td>-9.200000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>20.250000</td>\n",
-       "      <td>32.250000</td>\n",
-       "      <td>164.250000</td>\n",
-       "      <td>66.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>61.850000</td>\n",
-       "      <td>-5.550000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>39.500000</td>\n",
-       "      <td>39.000000</td>\n",
-       "      <td>169.500000</td>\n",
-       "      <td>72.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>68.950000</td>\n",
-       "      <td>-3.600000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>58.750000</td>\n",
-       "      <td>46.750000</td>\n",
-       "      <td>174.750000</td>\n",
-       "      <td>78.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>73.825000</td>\n",
-       "      <td>-2.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>78.000000</td>\n",
-       "      <td>60.000000</td>\n",
-       "      <td>201.000000</td>\n",
-       "      <td>103.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>103.000000</td>\n",
-       "      <td>2.100000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          Person        Age      Height  pre.weight       Diet  weight6weeks  \\\n",
-       "count  78.000000  78.000000   78.000000   78.000000  78.000000     78.000000   \n",
-       "mean   39.500000  39.153846  170.820513   72.525641   2.038462     68.680769   \n",
-       "std    22.660538   9.815277   11.276621    8.723344   0.812920      8.924504   \n",
-       "min     1.000000  16.000000  141.000000   58.000000   1.000000     53.000000   \n",
-       "25%    20.250000  32.250000  164.250000   66.000000   1.000000     61.850000   \n",
-       "50%    39.500000  39.000000  169.500000   72.000000   2.000000     68.950000   \n",
-       "75%    58.750000  46.750000  174.750000   78.000000   3.000000     73.825000   \n",
-       "max    78.000000  60.000000  201.000000  103.000000   3.000000    103.000000   \n",
-       "\n",
-       "       weightDiff  \n",
-       "count   78.000000  \n",
-       "mean    -3.844872  \n",
-       "std      2.551478  \n",
-       "min     -9.200000  \n",
-       "25%     -5.550000  \n",
-       "50%     -3.600000  \n",
-       "75%     -2.000000  \n",
-       "max      2.100000  "
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df = pd.read_csv('data/stcp-Rdataset-Diet.csv')\n",
     "df['weightDiff'] = df['weight6weeks'] - df['pre.weight']\n",
@@ -1242,7 +814,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1252,7 +824,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1262,7 +834,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/04_correlation_and_regression.ipynb b/04_correlation_and_regression.ipynb
index a7103db..7749d4a 100644
--- a/04_correlation_and_regression.ipynb
+++ b/04_correlation_and_regression.ipynb
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -81,1148 +81,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>gender</th>\n",
-       "      <th>height</th>\n",
-       "      <th>weight</th>\n",
-       "      <th>shoe_size</th>\n",
-       "      <th>right_left_handed</th>\n",
-       "      <th>smoker_nonsmoker</th>\n",
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-       "      <th>R_wrist_girth</th>\n",
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-       "      <th>nb_siblings</th>\n",
-       "      <th>birth_place</th>\n",
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-       "      <th>nb_siblings_F</th>\n",
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-       "      <td>66</td>\n",
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-       "      <td>7</td>\n",
-       "      <td>1</td>\n",
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-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>M</td>\n",
-       "      <td>179</td>\n",
-       "      <td>70</td>\n",
-       "      <td>47.0</td>\n",
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-       "      <td>S</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>150</td>\n",
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-       "      <td>NS</td>\n",
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-       "      <td>1</td>\n",
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-       "      <th>7</th>\n",
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-       "      <td>69</td>\n",
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-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>M</td>\n",
-       "      <td>177</td>\n",
-       "      <td>75</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>S</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>16.3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>fr</td>\n",
-       "      <td>161</td>\n",
-       "      <td>169</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>F</td>\n",
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-       "      <td>50</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>3</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>3</td>\n",
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-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>F</td>\n",
-       "      <td>156</td>\n",
-       "      <td>48</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>3</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>15.2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>168</td>\n",
-       "      <td>177</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>M</td>\n",
-       "      <td>178</td>\n",
-       "      <td>75</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>16.8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>175</td>\n",
-       "      <td>167</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>F</td>\n",
-       "      <td>172</td>\n",
-       "      <td>49</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>lb</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>168</td>\n",
-       "      <td>180</td>\n",
-       "      <td>6</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>F</td>\n",
-       "      <td>168</td>\n",
-       "      <td>52</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>lb</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14.1</td>\n",
-       "      <td>13.7</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>165</td>\n",
-       "      <td>185</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>M</td>\n",
-       "      <td>183</td>\n",
-       "      <td>72</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>lb</td>\n",
-       "      <td>1</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>16.6</td>\n",
-       "      <td>2</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>170</td>\n",
-       "      <td>174</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>M</td>\n",
-       "      <td>178</td>\n",
-       "      <td>73</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>bresil</td>\n",
-       "      <td>165</td>\n",
-       "      <td>168</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>M</td>\n",
-       "      <td>183</td>\n",
-       "      <td>60</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>3</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>174</td>\n",
-       "      <td>178</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>F</td>\n",
-       "      <td>166</td>\n",
-       "      <td>48</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>lb</td>\n",
-       "      <td>4</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>158</td>\n",
-       "      <td>172</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>M</td>\n",
-       "      <td>177</td>\n",
-       "      <td>70</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>3</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>173</td>\n",
-       "      <td>175</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>M</td>\n",
-       "      <td>180</td>\n",
-       "      <td>70</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>160</td>\n",
-       "      <td>170</td>\n",
-       "      <td>7</td>\n",
-       "      <td>6</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>M</td>\n",
-       "      <td>174</td>\n",
-       "      <td>69</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>16.7</td>\n",
-       "      <td>16.4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>164</td>\n",
-       "      <td>175</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>M</td>\n",
-       "      <td>184</td>\n",
-       "      <td>70</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>17.5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>160</td>\n",
-       "      <td>175</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>M</td>\n",
-       "      <td>168</td>\n",
-       "      <td>69</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>S</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>16.5</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>153</td>\n",
-       "      <td>176</td>\n",
-       "      <td>14</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>F</td>\n",
-       "      <td>176</td>\n",
-       "      <td>59</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>2</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>166</td>\n",
-       "      <td>182</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>F</td>\n",
-       "      <td>159</td>\n",
-       "      <td>51</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>S</td>\n",
-       "      <td>db</td>\n",
-       "      <td>3</td>\n",
-       "      <td>15.6</td>\n",
-       "      <td>15.8</td>\n",
-       "      <td>1</td>\n",
-       "      <td>fr</td>\n",
-       "      <td>168</td>\n",
-       "      <td>167</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>M</td>\n",
-       "      <td>169</td>\n",
-       "      <td>60</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>1</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vs</td>\n",
-       "      <td>157</td>\n",
-       "      <td>168</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>F</td>\n",
-       "      <td>164</td>\n",
-       "      <td>61</td>\n",
-       "      <td>38.5</td>\n",
-       "      <td>R</td>\n",
-       "      <td>S</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>2</td>\n",
-       "      <td>15.5</td>\n",
-       "      <td>15.5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>france</td>\n",
-       "      <td>170</td>\n",
-       "      <td>178</td>\n",
-       "      <td>1</td>\n",
-       "      <td>6</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>F</td>\n",
-       "      <td>150</td>\n",
-       "      <td>49</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14.5</td>\n",
-       "      <td>14.5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>colombie</td>\n",
-       "      <td>148</td>\n",
-       "      <td>165</td>\n",
-       "      <td>13</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>F</td>\n",
-       "      <td>163</td>\n",
-       "      <td>54</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>15.2</td>\n",
-       "      <td>14.8</td>\n",
-       "      <td>3</td>\n",
-       "      <td>ju</td>\n",
-       "      <td>167</td>\n",
-       "      <td>164</td>\n",
-       "      <td>7</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>M</td>\n",
-       "      <td>181</td>\n",
-       "      <td>96</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>lb</td>\n",
-       "      <td>1</td>\n",
-       "      <td>18.6</td>\n",
-       "      <td>19.3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>164</td>\n",
-       "      <td>174</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>F</td>\n",
-       "      <td>169</td>\n",
-       "      <td>68</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>L</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14.3</td>\n",
-       "      <td>14.5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ti</td>\n",
-       "      <td>161</td>\n",
-       "      <td>178</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>M</td>\n",
-       "      <td>170</td>\n",
-       "      <td>65</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>S</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>2</td>\n",
-       "      <td>15.2</td>\n",
-       "      <td>15.5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>175</td>\n",
-       "      <td>178</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>F</td>\n",
-       "      <td>160</td>\n",
-       "      <td>50</td>\n",
-       "      <td>34.5</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14.5</td>\n",
-       "      <td>14.3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>162</td>\n",
-       "      <td>172</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>M</td>\n",
-       "      <td>180</td>\n",
-       "      <td>63</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14.5</td>\n",
-       "      <td>14.2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>vs</td>\n",
-       "      <td>160</td>\n",
-       "      <td>182</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>36</th>\n",
-       "      <td>F</td>\n",
-       "      <td>165</td>\n",
-       "      <td>49</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>14.5</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ti</td>\n",
-       "      <td>168</td>\n",
-       "      <td>182</td>\n",
-       "      <td>7</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37</th>\n",
-       "      <td>M</td>\n",
-       "      <td>184</td>\n",
-       "      <td>80</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>ti</td>\n",
-       "      <td>162</td>\n",
-       "      <td>175</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>38</th>\n",
-       "      <td>F</td>\n",
-       "      <td>170</td>\n",
-       "      <td>65</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>vs</td>\n",
-       "      <td>161</td>\n",
-       "      <td>178</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td>F</td>\n",
-       "      <td>173</td>\n",
-       "      <td>66</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>lb</td>\n",
-       "      <td>2</td>\n",
-       "      <td>16.5</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ge</td>\n",
-       "      <td>175</td>\n",
-       "      <td>185</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>F</td>\n",
-       "      <td>165</td>\n",
-       "      <td>63</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>L</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>lb</td>\n",
-       "      <td>3</td>\n",
-       "      <td>17.2</td>\n",
-       "      <td>17.2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>zh</td>\n",
-       "      <td>162</td>\n",
-       "      <td>182</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td>F</td>\n",
-       "      <td>159</td>\n",
-       "      <td>52</td>\n",
-       "      <td>37.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>3</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>157</td>\n",
-       "      <td>170</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>M</td>\n",
-       "      <td>181</td>\n",
-       "      <td>65</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>L</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>17.5</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>162</td>\n",
-       "      <td>172</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>F</td>\n",
-       "      <td>175</td>\n",
-       "      <td>76</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>db</td>\n",
-       "      <td>2</td>\n",
-       "      <td>16.6</td>\n",
-       "      <td>16.8</td>\n",
-       "      <td>1</td>\n",
-       "      <td>vd</td>\n",
-       "      <td>161</td>\n",
-       "      <td>189</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>F</td>\n",
-       "      <td>170</td>\n",
-       "      <td>58</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.6</td>\n",
-       "      <td>14.7</td>\n",
-       "      <td>0</td>\n",
-       "      <td>vs</td>\n",
-       "      <td>159</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>F</td>\n",
-       "      <td>168</td>\n",
-       "      <td>60</td>\n",
-       "      <td>41.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>NS</td>\n",
-       "      <td>bl</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14.5</td>\n",
-       "      <td>14.0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>ju</td>\n",
-       "      <td>173</td>\n",
-       "      <td>178</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>F</td>\n",
-       "      <td>172</td>\n",
-       "      <td>62</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>R</td>\n",
-       "      <td>S</td>\n",
-       "      <td>lb</td>\n",
-       "      <td>4</td>\n",
-       "      <td>14.8</td>\n",
-       "      <td>14.8</td>\n",
-       "      <td>1</td>\n",
-       "      <td>ju</td>\n",
-       "      <td>165</td>\n",
-       "      <td>185</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   gender  height  weight  shoe_size right_left_handed smoker_nonsmoker  \\\n",
-       "0       M     183      72       42.0                 R               NS   \n",
-       "1       M     183      68       43.0                 R               NS   \n",
-       "2       M     182      73       44.0                 R               NS   \n",
-       "3       M     175      66       41.0                 L               NS   \n",
-       "4       M     158      42       41.0                 R               NS   \n",
-       "5       M     179      70       47.0                 R                S   \n",
-       "6       F     172      61       38.0                 L               NS   \n",
-       "7       M     185      69       44.0                 R               NS   \n",
-       "8       M     177      75       43.0                 R                S   \n",
-       "9       F     165      50       37.0                 R               NS   \n",
-       "10      M     186      93       45.0                 R                S   \n",
-       "11      F     165      53       39.0                 R               NS   \n",
-       "12      F     156      48       37.0                 R               NS   \n",
-       "13      M     178      75       43.0                 R               NS   \n",
-       "14      F     172      49       39.0                 R               NS   \n",
-       "15      F     168      52       38.0                 R               NS   \n",
-       "16      M     183      72       42.0                 R               NS   \n",
-       "17      M     178      73       42.0                 R               NS   \n",
-       "18      M     183      60       43.0                 R               NS   \n",
-       "19      F     166      48       38.0                 R               NS   \n",
-       "20      M     177      70       45.0                 R               NS   \n",
-       "21      M     180      70       43.0                 R               NS   \n",
-       "22      M     174      69       42.0                 R               NS   \n",
-       "23      M     184      70       46.0                 R               NS   \n",
-       "24      M     168      69       43.0                 R                S   \n",
-       "25      F     176      59       39.0                 R               NS   \n",
-       "26      F     159      51       38.0                 R                S   \n",
-       "27      M     169      60       41.0                 R               NS   \n",
-       "28      F     164      61       38.5                 R                S   \n",
-       "29      F     150      49       35.0                 R               NS   \n",
-       "30      F     163      54       37.5                 R               NS   \n",
-       "31      M     181      96       44.0                 R               NS   \n",
-       "32      F     169      68       40.0                 L               NS   \n",
-       "33      M     170      65       44.0                 R                S   \n",
-       "34      F     160      50       34.5                 R               NS   \n",
-       "35      M     180      63       42.0                 R               NS   \n",
-       "36      F     165      49       38.0                 R               NS   \n",
-       "37      M     184      80       45.0                 R               NS   \n",
-       "38      F     170      65       40.0                 R               NS   \n",
-       "39      F     173      66       40.0                 R               NS   \n",
-       "40      F     165      63       39.0                 L               NS   \n",
-       "41      F     159      52       37.0                 R               NS   \n",
-       "42      M     181      65       44.0                 L               NS   \n",
-       "43      F     175      76       42.0                 R               NS   \n",
-       "44      F     170      58       38.0                 R               NS   \n",
-       "45      F     168      60       41.0                 R               NS   \n",
-       "46      F     172      62       39.0                 R                S   \n",
-       "\n",
-       "   hair_colour eye_colour  R_wrist_girth  L_wrist_girth  nb_siblings  \\\n",
-       "0           lb          1           17.0           16.6            2   \n",
-       "1           db          2           17.0           16.0            1   \n",
-       "2           bl          1           18.5           18.0            2   \n",
-       "3           db          2           17.0           17.0            2   \n",
-       "4           db          2           14.0           14.0            2   \n",
-       "5           db          2           16.0           16.0            1   \n",
-       "6           lb          1           15.3           15.0            2   \n",
-       "7           db          2           16.5           15.0            1   \n",
-       "8           db          2           17.0           16.3            1   \n",
-       "9           db          3           15.0           15.0            3   \n",
-       "10          db          2           18.6           18.7            1   \n",
-       "11          lb          1           15.3           15.0            1   \n",
-       "12          db          3           15.0           15.2            2   \n",
-       "13          db          2           17.0           16.8            0   \n",
-       "14          lb          2           14.0           14.0            1   \n",
-       "15          lb          2           14.1           13.7            1   \n",
-       "16          lb          1           17.0           16.6            2   \n",
-       "17          db          2           18.0           17.0            1   \n",
-       "18          db          3           17.0           17.0            1   \n",
-       "19          lb          4           14.0           14.0            2   \n",
-       "20          bl          3           17.0           17.0            1   \n",
-       "21          db          2           17.0           17.0            4   \n",
-       "22          db          2           16.7           16.4            1   \n",
-       "23          db          2           17.0           17.5            2   \n",
-       "24          db          2           16.5           16.0            1   \n",
-       "25          bl          2           15.0           15.0            1   \n",
-       "26          db          3           15.6           15.8            1   \n",
-       "27          bl          1           15.0           15.0            1   \n",
-       "28          bl          2           15.5           15.5            1   \n",
-       "29          db          2           14.5           14.5            4   \n",
-       "30          db          2           15.2           14.8            3   \n",
-       "31          lb          1           18.6           19.3            1   \n",
-       "32          bl          2           14.3           14.5            1   \n",
-       "33          bl          2           15.2           15.5            1   \n",
-       "34          db          2           14.5           14.3            0   \n",
-       "35          bl          2           14.5           14.2            2   \n",
-       "36          db          2           14.0           14.5            1   \n",
-       "37          db          2           17.0           16.0            2   \n",
-       "38          db          2           16.0           15.0            2   \n",
-       "39          lb          2           16.5           16.0            1   \n",
-       "40          lb          3           17.2           17.2            0   \n",
-       "41          bl          3           15.0           15.0            1   \n",
-       "42          db          2           17.5           17.0            1   \n",
-       "43          db          2           16.6           16.8            1   \n",
-       "44          bl          1           14.6           14.7            0   \n",
-       "45          bl          1           14.5           14.0            3   \n",
-       "46          lb          4           14.8           14.8            1   \n",
-       "\n",
-       "   birth_place  height_M  height_F  nb_siblings_F  nb_siblings_M diet  \n",
-       "0           vd       170       174              5              1    4  \n",
-       "1           fr       170       178              4              2    2  \n",
-       "2           ne       168       181              3              5    4  \n",
-       "3           vd       156       178              4              7    1  \n",
-       "4           vd       156       178              4              7    1  \n",
-       "5           vd       150       190              1              0    4  \n",
-       "6           vd       168       186              2              4    2  \n",
-       "7           vd       172       167              4              0    3  \n",
-       "8           fr       161       169              3              2    3  \n",
-       "9           vd       163       175              1              3    1  \n",
-       "10          vd       176       173              0              2    4  \n",
-       "11          ju       166       180              3              5    1  \n",
-       "12          vd       168       177              1              1    2  \n",
-       "13          vd       175       167              0              1    3  \n",
-       "14          vd       168       180              6              4    3  \n",
-       "15          vd       165       185              1              2    1  \n",
-       "16          vd       170       174              5              1    2  \n",
-       "17      bresil       165       168              7              2    4  \n",
-       "18          vd       174       178              1              3    2  \n",
-       "19          vd       158       172              1              2    1  \n",
-       "20          vd       173       175              0              0    3  \n",
-       "21          vd       160       170              7              6    1  \n",
-       "22          vd       164       175              7              2    3  \n",
-       "23          vd       160       175              2              0    4  \n",
-       "24          vd       153       176             14              2    3  \n",
-       "25          vd       166       182              1              1    4  \n",
-       "26          fr       168       167              2              2    2  \n",
-       "27          vs       157       168              4              3    1  \n",
-       "28      france       170       178              1              6    3  \n",
-       "29    colombie       148       165             13              1    3  \n",
-       "30          ju       167       164              7              5    2  \n",
-       "31          vd       164       174              2              0    4  \n",
-       "32          ti       161       178              0              4    2  \n",
-       "33          vd       175       178              1              0    2  \n",
-       "34          vd       162       172              2              1    1  \n",
-       "35          vs       160       182              2              2    2  \n",
-       "36          ti       168       182              7              1    2  \n",
-       "37          ti       162       175              4              5    3  \n",
-       "38          vs       161       178              2              2    4  \n",
-       "39          ge       175       185              1              1    3  \n",
-       "40          zh       162       182              1              1    4  \n",
-       "41          vd       157       170              2              2    1  \n",
-       "42          vd       162       172              2              2    2  \n",
-       "43          vd       161       189              3              3    4  \n",
-       "44          vs       159       180              2              2    3  \n",
-       "45          ju       173       178              2              1    2  \n",
-       "46          ju       165       185              4              2    4  "
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df=pd.read_csv('data/etubiol.csv')\n",
     "df.rename(columns={i:i.replace('.','_') for i in df.columns},inplace=True)\n",
@@ -1240,32 +101,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "nb_siblings\n",
-      "nb_siblings_M\n",
-      "right_left_handed\n",
-      "gender\n",
-      "nb_siblings_F\n",
-      "smoker_nonsmoker\n",
-      "L_wrist_girth\n",
-      "shoe_size\n",
-      "birth_place\n",
-      "diet\n",
-      "hair_colour\n",
-      "R_wrist_girth\n",
-      "eye_colour\n",
-      "height_M\n",
-      "height_F\n",
-      "weight\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "for s in set(df.columns)-set(['height']):\n",
     "    print(s)"
@@ -1273,37 +111,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "gender                object\n",
-       "height                 int64\n",
-       "weight                 int64\n",
-       "shoe_size            float64\n",
-       "right_left_handed     object\n",
-       "smoker_nonsmoker      object\n",
-       "hair_colour           object\n",
-       "eye_colour            object\n",
-       "R_wrist_girth        float64\n",
-       "L_wrist_girth        float64\n",
-       "nb_siblings            int64\n",
-       "birth_place           object\n",
-       "height_M               int64\n",
-       "height_F               int64\n",
-       "nb_siblings_F          int64\n",
-       "nb_siblings_M          int64\n",
-       "diet                  object\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.dtypes"
    ]
@@ -1394,22 +204,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sigma=1./5\n",
     "\n",
@@ -1441,22 +238,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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OONofDmYF4/mgbETx0Dlm5ecAZS3J2VNm5ecAZS3J2VNm5ZdZkoSkRcCpwIaIOCotuxGopK+MA7ZExFRJk4AHgUr/y8qIODerulnrmzvz8Jr3oFohe8pzNNlIkWUW32LgKmBJpSAi/qSyLOkLwK+rtn80IqZmWB8bQVo1e8pzNNlIklmAiog70yuj3UgS8H7g5KyOb5bXMD15ynPoHA/TY83WrHtQJwHPRMTDVWWTJXVLukPSSf29UNIcSV2SujZu3Jh9Tc0KxHM02UjSrAA1G1ha9fxpYGJETAMuAG6QNLbWCyPi6ojoiIiOtra2HKpqVhyeo8lGktwDlKS9gTOAGytlEbEtIp5Nl1cDjwJT8q6bWdHlPUeTh+mxZmrGFdQ7gIciYn2lQFKbpFHp8qHAYcBjTaibWaHNmtbOZWccTfu4MQhoHzcms9ExZk1r58xj2xmlZCLBURJnHtt69/WsuLJMM18KzADGS1oPXBQR1wBnsWv3HsBbgEslbQd6gXMjYnNWdTMrs7ySPzq7e1i2uofedDi03giWre6h45ADHKQsF1lm8c3up/xDNcqWAcuyqouZNc5ZfNZsHknCzGpyFp81mwOUmdXkLD5rNgcos2HQ2d3D9AUrmDzvVqYvWEFnd0+zqzRkzuKzZvOEhWZD1KpDArXqcFFWHg5QZkPUyskErThclJWHu/jMhsjJBGbZcIAyGyInE5hlwwHKbIicTGCWDd+DslzlOQHehZ1rWLpqHb0RjJKYfcIEPj/r6GE/jpMJzLLhAGW5yTPb7cLONVy/8pc7n/dG7HyeVZByQDIbXu7is9wMlO023JauWtdQuZkVjwOU5SbPbLfKAKf1lptZ8ThAWW7yzHarTBFRb7mZFY8DlOUmz2y32SdMaKjczIrHSRKWmzyz3SqJEHlk8ZlZNhQl7pPv6OiIrq6uZlfDzMyGQNLqiOjoW+4uPjMzKyQHKDMzKyQHKDMzK6S6kiQk/Tgi3r6nsj7rFwGnAhsi4qi07EagkrI1DtgSEVPTdfOBPwd6gU9ExPLGmmJlkOdQR3lq1Xa1Kp+vchgwQEnaD3gZMF7S/kDlRyRjgYP2sO/FwFXAkkpBRPxJ1b6/APw6XT4COAs4Mt3vjyRNiYhdhx2wUmvVif1atV2tyuerPPbUxfdRYDXw+vTfyuM7wFcHemFE3AlsrrVOkoD3A0vTotOBb0XEtoh4HHgEOL7ONlhJ5DnUUZ5atV2tyuerPAa8goqIK4ErJZ0fEV8ZxuOeBDwTEQ+nz9uBlVXr16dlu5E0B5gDMHHixGGskmWtVSf2a9V2tSqfr/Ko6x5URHxF0puASdWviYgl/b5oYLN56eoJXuo63OWw/dTlauBqSH4HNcjjWxMcNG4MPTU+BMo+sV+rtqtV+XyVR11ZfJKuA64A3gwclz52+1FVnfvaGzgDuLGqeD1QPQbNwcBTg9m/FVerTuzXqu1qVT5f5VHvUEcdwBExPMNOvAN4KCLWV5V9F7hB0hdJkiQOA+4ahmNZgbTqxH6zprXT9eTmXYZVOvPY7OaHcgba0LTq32ErqjdA3Qf8HvB0vTuWtBSYQZIBuB64KCKuIcnWq+7eIyLul3QT8ACwHfiYM/haUytO7NfZ3cOy1T07p/LojWDZ6h46Djlg2NvqDLTh0Yp/h61owLH4JH2P5F7QK4GpJFc12yrrI+J9GddvQB6Lz4pg+oIVNe9ptI8bw0/nnVzaY5nlpb+x+PZ0BXVFRvUxaxl5ZoU5A81Gkj2lmd+RV0XMyirPrDBnoNlIUm8W3/OSnuvzWCfp25IOzbqS1jo6u3uYvmAFk+fdyvQFK+js7ml2lYYsz6ywuTMPZ/Reu/4qY/ReaokMtFb827ChqTdJ4oskad83kPxm6SySpIm1wCKSZAizAbXqDf7cs8L6/mqwBWaxb9W/DRuauiYslLQqIk7oU7YyIk6UdE9EvCGzGg7ASRLl4hv8Q9eq72GrtsvqM9QJC3dIer+kvdLH+6vWeTQHq4tv8A9dq76HrdouG5p6A9QHgD8DNgDPpMtnSxoDfDyjulmL6e9Gvm/w169V38NWbZcNTV0BKiIei4jTImJ8RLSly49ExNaI+M+sK2mtwUPMDF2rvoet2i4bmj3NB/WZiLhc0leo0ZUXEZ/IrGbWcjzEzNC16nvYqu2yodnTSBKnRcT3JJ1Ta31EXJtZzergJAkzs/Ib1EgSEfG99N9r0528PCJ+k00VzczMXlLvD3X/QNIDwIPp8zdI+lqmNTMzsxGt3iy+LwMzgWcBIuIe4C0Z1cnMzKzukSSIiHXSLj9Z93QY1jDPZWRm9ao3QK1Lp3wPSfsAnyDt7jOrl4ezMbNG1NvFdy7wMaCdZHr2qelzs7otXL52Z3Cq2PpiLwuXr21SjcysyOq6goqITSSjSZgNmoezMbNG7OmHujV/oFvhH+paIzyXkZk1Yk9dfF3A6vTxvqrlysOsbh7Oxswasacf6u4cKULSJxsZOULSIuBUYENEHFVVfj7JALPbgVsj4jOSJpEkXVRuRqyMiHPrboUNSV6ZdbOmtdP15GaWrlpHbwSjJM48tj2zBIkLO9fscqzZJ0zg87OOzuRYZjb86k4zp/FpNRYDVwFLKgWS3gacDhwTEdskvbpq+0cjYmqDx7AhyjOzrrO7h2Wre+hNh9fqjWDZ6h46Djlg2I91Yecarl/5y53PeyN2PneQMiuHerP4GhYRdwKb+xSfByyIiG3pNhuyOr7VJ8/MujyPtXTVuobKzax4BgxQkp6X9Jyk54BjKsuV8kEcbwpwkqRVku6QdFzVusmSutPykwao0xxJXZK6Nm7cOIgqWLU8M+vyPFZvP4Mg91duZsUzYICKiFdGxNj0sXfV8isjYuwgjrc3sD9wIjAXuEnJ8BRPAxMjYhpwAXCDpJr7j4irI6IjIjra2toGUQWrludEcXkea9Suo57ssdzMiiezLr5+rAduicRdwA5gfERsi4jKOH+rgUdJrrYsY3lm1g3lWJ3dPUxfsILJ825l+oIVdHb3DLj97BMmNFRuZsXTSJLEcOgETgZulzQF2AfYJKkN2BwRvZIOBQ4DHsu5biNSnhPFDfZYg0nkqCRCOIvPrLwGnLBwSDuWlgIzgPHAM8BFwHXAIpKhkn4HfDoiVkg6E7iUJPW8F7ioMhfVQDxh4cgwfcGKmj/wbR83hp/OO7kJNTKz4TSoCQuHIiJm97Pq7BrbLgOWZVUXKzcPkWQ2MuV9D8qsYXkmV5hZcThAWeF5iCSzkSnvJAlrIXkOkQT5JHKYWXE4QNmg5D354Kxp2Y3ZZ2bF5C4+GxRPPmhmWXOAskFxZp2ZZc0BygbFmXVmljUHKBsUZ9aZWdacJGGD4sw6M8uaA5QNmjPrzCxL7uIzM7NCcoAyM7NCcoAyM7NCcoAyM7NCcoAyM7NCcoAyM7NCcoAyM7NCcoAyM7NCyixASVokaYOk+/qUny9praT7JV1eVT5f0iPpuplZ1auis7uH6QtWMHnerUxfsILO7p6sD2lmZg3IciSJxcBVwJJKgaS3AacDx0TENkmvTsuPAM4CjgQOAn4kaUpE9O6212GQ91xGZmbWuMyuoCLiTmBzn+LzgAURsS3dZkNafjrwrYjYFhGPA48Ax2dVN89lZGZWfHnfg5oCnCRplaQ7JB2XlrcD66q2W5+W7UbSHEldkro2btw4qEp4LiMzs+LLO0DtDewPnAjMBW6SJEA1to1aO4iIqyOiIyI62traBlUJz2VkZlZ8eQeo9cAtkbgL2AGMT8snVG13MPBUVpXwXEZmZsWX93QbncDJwO2SpgD7AJuA7wI3SPoiSZLEYcBdWVXCcxntqrO7J7f3Is9jmVm5ZRagJC0FZgDjJa0HLgIWAYvS1PPfAedERAD3S7oJeADYDnwsqwy+Cs9llMgzo9HZk2bWCCXxoZw6Ojqiq6ur2dUotekLVtBTIzmkfdwYfjrv5NIey8zKQ9LqiOjoW+6RJEa4PDManT1pZo1wgBrh8sxodPakmTXCAWqEyzOj0dmTZtaIvLP4rGDyzGh09uTwcCakjRROkjArkb6ZkJBchV52xtEOUlZaTpIwawEeR9JGEgcosxJxJqSNJA5QZiXiTEgbSRygzErEmZA2kjiLz6xEnAlpI4kDlFnJeBxJGyncxWdmZoXkAGVmZoXkAGVmZoXke1DmoXPMrJAcoEY4TyJoZkXlLr4RzkPnmFlROUCNcB46x8yKygFqhPPQOWZWVJkFKEmLJG2QdF9V2cWSeiTdnT5OScsnSdpaVf71rOplu/LQOWZWVFkmSSwGrgKW9Cn/UkRcUWP7RyNiaob1sRo8dI6ZFVVmASoi7pQ0Kav92/Dx0DlmVkTNuAf1cUn3pl2A+1eVT5bULekOSSf192JJcyR1SerauHFjDtU1M7NmyDtA/RPwWmAq8DTwhbT8aWBiREwDLgBukDS21g4i4uqI6IiIjra2thyqbGZmzZBrgIqIZyKiNyJ2AN8Ajk/Lt0XEs+nyauBRYEqedTMzs2LJNUBJOrDq6R8C96XlbZJGpcuHAocBj+VZNzMzK5bMkiQkLQVmAOMlrQcuAmZImgoE8ATw0XTztwCXStoO9ALnRsTmrOpmZmbFl2UW3+waxdf0s+0yYFlWdTEzs/LxSBJmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZIDlBmZlZImQUoSYskbZB0X1XZxZJ6JN2dPk6pWjdf0iOS1kqamVW9hqqzu4fpC1Ywed6tTF+wgs7unmZXycysJe2d4b4XA1cBS/qUfykirqgukHQEcBZwJHAQ8CNJUyKiN8P6Nayzu4f5t6xh64tJtXq2bGX+LWsAmDWtvZlVMzNrOZldQUXEncDmOjc/HfhWRGyLiMeBR4Djs6rbYC1cvnZncKrY+mIvC5evbVKNzMxaVzPuQX1c0r1pF+D+aVk7sK5qm/Vp2W4kzZHUJalr48aNWdd1F09t2dpQuZmZDV7eAeqfgNcCU4GngS+k5aqxbdTaQURcHREdEdHR1taWSSX7c9C4MQ2Vm5nZ4OUaoCLimYjojYgdwDd4qRtvPTChatODgafyrFs95s48nDGjR+1SNmb0KObOPLxJNTIza125BihJB1Y9/UOgkuH3XeAsSftKmgwcBtyVZ93qMWtaO5edcTTt48YgoH3cGC4742gnSJiZZSCzLD5JS4EZwHhJ64GLgBmSppJ03z0BfBQgIu6XdBPwALAd+FjRMvgqZk1rd0AyM8uBImre6imFjo6O6OrqanY1zMxsCCStjoiOvuUeScLMzArJAcrMzArJAcrMzArJAcrMzAqp1EkSkjYCT1YVjQc2Nak6WWrFdrVim8DtKhu3qxgOiYjdRl4odYDqS1JXrUyQsmvFdrVim8DtKhu3q9jcxWdmZoXkAGVmZoXUagHq6mZXICOt2K5WbBO4XWXjdhVYS92DMjOz1tFqV1BmZtYiHKDMzKyQShmgJO0n6S5J90i6X9IlfdZ/WlJIGt+sOg7GQO2SdL6ktWn55c2sZ6P6a5ekqZJWSro7nSX5+D3tq2gkjZLULen76fMDJN0m6eH03/33tI8iqtGuhZIeSmfD/rakcU2u4qD0bVdVeSk/MypqtavMnxkVpQxQwDbg5Ih4A8nsvO+WdCKApAnAO4FfNq96g1azXZLeBpwOHBMRRwJXNLGOg9Hf+bocuCQipgL/O31eNn8NPFj1fB7w44g4DPhx+ryM+rbrNuCoiDgG+AUwvym1Grq+7Sr7Z0bFLu1qgc8MoKQBKhIvpE9Hp49KtseXgM/Qz5TxRTZAu84DFkTEtnS7DU2q4qAM0K4Axqblr6KAsygPRNLBwHuBf6kqPh24Nl2+FpiVc7WGrFa7IuKHEbE9fbqSZNbrUunnfEGJPzOg33aV+jOjopQBCnZe0t4NbABui4hVkt4H9ETEPc2t3eDVahcwBThJ0ipJd0g6rqmVHIR+2vVJYKGkdSTf8Mr2rfzLJB9sO6rKXhMRTwOk/766CfUaqi+ze7uqfQT4QW61GT5fpk+7WuEzg9rnq/SfGVDiABURvWnX0MHA8ZKOAT5H0lVUWjXadRTJzMf7AycCc4GbJKl5tWxcP+06D/hUREwAPgVc08QqNkTSqcCGiFjd7LoMpz21S9LnSGa9/mauFRuiWu2S9DJK/pkxwPkq/WcGZDjle14iYouk20m6ViYD96Tn4WDgvyQdHxG/amIVB6WqXe8G1gO3RPKjtbsk7SAZDHJjE6s4KH3adQ5J3znAzeze9VJk04H3SToF2A8YK+l64BlJB0bE05IOJLliLJOa7YqIsyWdA5wKvD3K9wPK3doFXEf5PzP6+ztsjc+MiCjdA2gDxqXLY4CfAKf22eYJYHyz6zoc7QLOBS5Ny6cA60h/ZF2GxwDtehCYkZa/HVjd7LoOsn0zgO+nywuBeenyPODyZtdvmNr1buABoK3Z9RrOdvUpL91nxgDnq9SfGZVHWa+gDgSulTSKpJvypoj4/h5eUwY12yVpH2CRpPuA3wHnRPqXVxL9tWsLcKWkvYHfAnOaWMfhsoCkO+XPSbLC/rjJ9RkuVwH7ArelVxsrI+Lc5lbJBrCIcn9mAB7qyMzMCqq0SRJmZtbaHKDMzKyQHKDMzKyQHKDMzKyQHKDMzKyQHKDMhoGkz6WjRt+bjs5+Qlr+RF4jZEv6t7KOMm5WS1l/B2VWGJL+gOSHx2+MiG1pQNon73pExCl5H9MsS76CMhu6A4FN8dLI0Zsionpk9vMl/ZekNZJeDzvnjepMr7hWpmNJIunlkhZJ+nk6v8/pfQ8m6UBJd6ZXavdJOiktf0LSeEnnpuvulvS4pP9I179L0s/Sutws6RVZvzFmQ+EAZTZ0PwQmSPqFpK9Jemuf9Zsi4o3APwGfTssuAbojmV/ps8CStPxzwIqIOA54G8lo7y/vs78/BZZHMvjuG4C7q1dGxNfTdceRjMn2xfSq7kLgHWlduoALhtZss2w5QJkNUSRzXR1LMlTTRuBGSR+q2uSW9N/VwKR0+c0kg5USESuA/yXpVcC7gHnp1CS3kwwAOrHPIX8OfFjSxcDREfF8P1W7kiTYfY9kVOsjgJ+m+z4HOKThxprlyPegzIZBRPSSBJTbJa0hCQCL09Xb0n97een/XK2pDyItPzMi1g5wrDslvYVkkrrrJC2MiCXV26QB8hDg41XHuy0iZjfWMrPm8RWU2RBJOlzSYVVFU4En9/CyO4EPpK+fQdIN+BywnOSeldJ102oc7xCSOYC+QTKH1hv7rD+WpCvx7IioTGK3Epgu6XXpNi+TNKWBZprlzldQZkP3CuAraYr3duAR9jwy+8XAv0q6F/gfkisugL8nmSH13jRIPUGSIVhtBjBX0ovAC8AH+6z/OHAA8B9pnOuKiL9Ir6qWSto33e5C4Bd1ttEsdx7N3MzMCsldfGZmVkgOUGZmVkgOUGZmVkgOUGZmVkgOUGZmVkgOUGZmVkgOUGZmVkj/H/sCBnUWA1fWAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x=df['shoe_size']\n",
     "y=df['height']\n",
@@ -1541,22 +325,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.subplots(133,figsize=(15,5))\n",
     "for i in range(3):\n",
@@ -1598,7 +369,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {
     "scrolled": false
    },
@@ -1609,7 +380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {
     "scrolled": false
    },
@@ -1765,40 +536,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "slope also called beta in our notation=  2.4323792016806713\n",
-      "intercept also called c in our notation=  72.89751838235297\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'height')"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x=df['shoe_size']\n",
     "y=df['height']\n",
@@ -1830,22 +570,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from matplotlib import collections  as mc\n",
     "\n",
@@ -1887,37 +614,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "all the slopes tested [0.   0.06 0.12 0.18 0.24 0.3  0.36 0.42 0.48 0.54 0.6  0.66 0.72 0.78\n",
-      " 0.84 0.9  0.96 1.02 1.08 1.14 1.2  1.26 1.32 1.38 1.44 1.5  1.56 1.62\n",
-      " 1.68 1.74 1.8  1.86 1.92 1.98 2.04 2.1  2.16 2.22 2.28 2.34 2.4  2.46\n",
-      " 2.52 2.58 2.64 2.7  2.76 2.82 2.88 2.94 3.   3.06 3.12 3.18 3.24 3.3\n",
-      " 3.36 3.42 3.48 3.54 3.6  3.66 3.72 3.78 3.84 3.9  3.96 4.02 4.08 4.14\n",
-      " 4.2  4.26 4.32 4.38 4.44 4.5  4.56 4.62 4.68 4.74 4.8  4.86 4.92 4.98\n",
-      " 5.04 5.1  5.16 5.22 5.28 5.34 5.4  5.46 5.52 5.58 5.64 5.7  5.76 5.82\n",
-      " 5.88 5.94 6.  ]\n",
-      "slope estimate with the smallest error :  2.88\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# to find the best value for the slope, we could try a lot of them :\n",
     "possibleSlopes = np.linspace(0,6,101)\n",
@@ -1965,32 +664,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'heteroskedasticity')"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x = np.random.random(1000)*1000\n",
     "y_homo = x + np.random.randn(*x.shape)\n",
@@ -2017,14 +693,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The linear dependance part has to do with the part of the exercise where I clustered highly correlated covariables together. If you want to produce a good model for prediction then be carefull about that point. You can have a feeling of what the problem is by imagining that 2 covariables are actually copy pasta of each other : there is not unique way to associate a weight to them... Also then you have 1 variable which bring nothing new to the modeling... so kind of worthless. This is why later on I will ask you to work on a restricted part of the covariables.\n",
+    "The linear dependance part has to do with the part of the exercise where we look at highly correlated covariables. \n",
+    "If you want to produce a good model for prediction then be careful about that point. You can have a feeling of what the problem is by imagining that 2 covariables are actually identical to each-other: there is not unique way to associate a weight to them... Also then you have 1 variable which bring nothing new to the modeling... so it is superfluous. This is why later on we will work on a restricted part of the covariables.\n",
     "\n",
-    "If your goal is not really to produce a predictive model but more to infer the size effect of some covariables on your target variable, then it is not too crucial. Just remember that if this is what you want there are other steps to take, that are far beyond the scope of this course, and which are related to the field of causal inference\n",
+    "If your goal is not really to produce a predictive model but more to infer the size effect of some covariables on your target variable, then it is not too crucial. Just remember that if this is what you want there are other steps to take, that are far beyond the scope of this course, and which are related to the field of causal inference.\n",
     "\n",
     "Normality is not strictly needed for Least Square fitting, neither for the variables nor for their errors. \n",
     "However you may need that hypothesis downstream in your analysis, for instance when using a test statistic.\n",
     "\n",
-    "If you errors are normally distributed, then Least Square fitting and Maximum Likelihood are equivalent, showing that your method for choosing $\\pmb\\beta$ is efficient and sound.\n",
+    "If the errors are normally distributed, then Least Square fitting and Maximum Likelihood are equivalent, showing that your method for choosing $\\pmb\\beta$ is efficient and sound.\n",
     "\n",
     "We will quickly present the Maximum Likelihood equivalent as it is both a very useful technic and helps broadening linear models to Generalized Linear Models.\n",
     "\n",
@@ -2122,40 +799,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "epsilon 0\n",
-      "fit param c= 1.000 beta= 3.000\n",
-      "true param c= 1.000 beta= 3.000\n",
-      "\n",
-      "epsilon 1\n",
-      "fit param c= 0.960 beta= 3.057\n",
-      "true param c= 1.000 beta= 3.000\n",
-      "\n",
-      "epsilon 10\n",
-      "fit param c= 0.935 beta= 5.237\n",
-      "true param c= 1.000 beta= 3.000\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x720 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import statsmodels\n",
     "import statsmodels.api as sm\n",
@@ -2211,40 +857,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "epsilon 0\n",
-      "fit param c= 1.000 beta1= 3.000 beta2= 0.000 beta3= -0.000\n",
-      "true param c= 1.000 beta= 3.000\n",
-      "\n",
-      "epsilon 1\n",
-      "fit param c= 0.992 beta1= 3.389 beta2= 0.178 beta3= -0.682\n",
-      "true param c= 1.000 beta= 3.000\n",
-      "\n",
-      "epsilon 10\n",
-      "fit param c= 1.250 beta1= 0.962 beta2= -0.318 beta3= 3.481\n",
-      "true param c= 1.000 beta= 3.000\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x720 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X=np.array(np.arange(-1,1,10**-2))\n",
     "fig,ax=plt.subplots(2,3,figsize=(15,10))\n",
@@ -2292,62 +907,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                            OLS Regression Results                            \n",
-      "==============================================================================\n",
-      "Dep. Variable:                 height   R-squared:                       0.665\n",
-      "Model:                            OLS   Adj. R-squared:                  0.657\n",
-      "Method:                 Least Squares   F-statistic:                     89.30\n",
-      "Date:                Wed, 31 May 2023   Prob (F-statistic):           2.97e-12\n",
-      "Time:                        09:36:55   Log-Likelihood:                -142.98\n",
-      "No. Observations:                  47   AIC:                             290.0\n",
-      "Df Residuals:                      45   BIC:                             293.7\n",
-      "Df Model:                           1                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================\n",
-      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
-      "------------------------------------------------------------------------------\n",
-      "Intercept     72.8975     10.550      6.910      0.000      51.648      94.147\n",
-      "shoe_size      2.4324      0.257      9.450      0.000       1.914       2.951\n",
-      "==============================================================================\n",
-      "Omnibus:                        4.355   Durbin-Watson:                   1.801\n",
-      "Prob(Omnibus):                  0.113   Jarque-Bera (JB):                3.610\n",
-      "Skew:                          -0.675   Prob(JB):                        0.164\n",
-      "Kurtosis:                       3.137   Cond. No.                         573.\n",
-      "==============================================================================\n",
-      "\n",
-      "Notes:\n",
-      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
-      "count    4.700000e+01\n",
-      "mean    -1.348519e-13\n",
-      "std      5.124014e+00\n",
-      "min     -1.462507e+01\n",
-      "25%     -2.760307e+00\n",
-      "50%      6.720720e-01\n",
-      "75%      3.415408e+00\n",
-      "max      8.239693e+00\n",
-      "dtype: float64\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x1008 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import statsmodels.formula.api as smf\n",
     "model = smf.ols(formula='height ~ shoe_size', data=df)\n",
@@ -2393,28 +955,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                            OLS Regression Results                            \n",
-      "==============================================================================\n",
-      "Dep. Variable:                 height   R-squared:                       0.665\n",
-      "Model:                            OLS   Adj. R-squared:                  0.657\n",
-      "Method:                 Least Squares   F-statistic:                     89.30\n",
-      "Date:                Wed, 31 May 2023   Prob (F-statistic):           2.97e-12\n",
-      "Time:                        09:37:29   Log-Likelihood:                -142.98\n",
-      "No. Observations:                  47   AIC:                             290.0\n",
-      "Df Residuals:                      45   BIC:                             293.7\n",
-      "Df Model:                           1                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(results.summary().tables[0])"
    ]
@@ -2432,22 +975,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "==============================================================================\n",
-      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
-      "------------------------------------------------------------------------------\n",
-      "Intercept     72.8975     10.550      6.910      0.000      51.648      94.147\n",
-      "shoe_size      2.4324      0.257      9.450      0.000       1.914       2.951\n",
-      "==============================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(results.summary().tables[1])"
    ]
@@ -2471,22 +1001,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "==============================================================================\n",
-      "Omnibus:                        4.355   Durbin-Watson:                   1.801\n",
-      "Prob(Omnibus):                  0.113   Jarque-Bera (JB):                3.610\n",
-      "Skew:                          -0.675   Prob(JB):                        0.164\n",
-      "Kurtosis:                       3.137   Cond. No.                         573.\n",
-      "==============================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(results.summary().tables[2])"
    ]
@@ -2513,17 +1030,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "White test for heteroscedasticity p-value: 0.9369363029340625\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from statsmodels.stats.diagnostic import het_white\n",
     "\n",
@@ -2557,40 +1066,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "epsilon 0\n",
-      "fit param c= 1.000 beta1= -3.000 beta2= -0.000 beta3= 6.000\n",
-      "true param c= 1.000 beta1= -3.000 beta2= 0.000 beta3= 6.000\n",
-      "\n",
-      "epsilon 1\n",
-      "fit param c= 0.989 beta1= -2.426 beta2= -0.094 beta3= 4.911\n",
-      "true param c= 1.000 beta1= -3.000 beta2= 0.000 beta3= 6.000\n",
-      "\n",
-      "epsilon 10\n",
-      "fit param c= 1.422 beta1= -3.177 beta2= -1.152 beta3= 5.096\n",
-      "true param c= 1.000 beta1= -3.000 beta2= 0.000 beta3= 6.000\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x720 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X=np.array(np.arange(-1,1,10**-2))\n",
     "fig,ax=plt.subplots(2,3,figsize=(15,10))\n",
@@ -2638,43 +1116,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "fit param for shoe_size  1001.5314606143329\n",
-      "fit intercept  -71.35335992728096\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "df_extended=df.copy()\n",
     "df_extended['shoe_size2']=df['shoe_size']**2\n",
@@ -2698,10 +1142,8 @@
     "plt.xlabel('true height')\n",
     "plt.ylabel('predicted height')\n",
     "plt.show()\n",
-    "print('fit param for shoe_size ',results.params['Intercept'])\n",
-    "print('fit intercept ', results.params['shoe_size'])\n",
     "\n",
-    "print()"
+    "results.params"
    ]
   },
   {
@@ -2720,56 +1162,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                            OLS Regression Results                            \n",
-      "==============================================================================\n",
-      "Dep. Variable:                 height   R-squared:                       0.707\n",
-      "Model:                            OLS   Adj. R-squared:                  0.693\n",
-      "Method:                 Least Squares   F-statistic:                     52.97\n",
-      "Date:                Wed, 31 May 2023   Prob (F-statistic):           1.93e-12\n",
-      "Time:                        09:39:59   Log-Likelihood:                -139.86\n",
-      "No. Observations:                  47   AIC:                             285.7\n",
-      "Df Residuals:                      44   BIC:                             291.3\n",
-      "Df Model:                           2                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================\n",
-      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
-      "------------------------------------------------------------------------------\n",
-      "Intercept     31.5602     19.324      1.633      0.110      -7.385      70.505\n",
-      "shoe_size      2.3401      0.246      9.498      0.000       1.844       2.837\n",
-      "height_M       0.2742      0.110      2.499      0.016       0.053       0.495\n",
-      "==============================================================================\n",
-      "Omnibus:                        5.454   Durbin-Watson:                   2.103\n",
-      "Prob(Omnibus):                  0.065   Jarque-Bera (JB):                4.730\n",
-      "Skew:                          -0.773   Prob(JB):                       0.0940\n",
-      "Kurtosis:                       3.165   Cond. No.                     4.58e+03\n",
-      "==============================================================================\n",
-      "\n",
-      "Notes:\n",
-      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
-      "[2] The condition number is large, 4.58e+03. This might indicate that there are\n",
-      "strong multicollinearity or other numerical problems.\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x720 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "model = smf.ols(formula='height ~ shoe_size+height_M', data=df)\n",
     "\n",
@@ -2846,7 +1241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2858,29 +1253,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "the data that we observed [2.38870165719955, 1.7020857588108582, 0.8905626334657215, 1.8787659920613768, 2.130105521349557, 2.5944329188210222, 2.3434063910249394, 2.7004503753514615, 1.1468690451942485, 1.6505057521720639]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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6at555x26devG4sWLWbx4MSeffDIQGGZX96h4Xa1atTpw7djIkSOZMWMGAHPnzj2Q7ZJLLuHXv/71IZd/9NFHvPDCCweW/+///m9InyUaqX6LiPhD9Tu267fXw8ivAvoCA5xzywHM7CugCLgGuPcQ655AoCif6px7p2bZe2bWHvilmWU655o/Y4CISBwLXvNVV1bWf08sOud44IEHOPXUU7/xmjfeeKPRW10455p0O4zq6mrmzp1LRkbGQc+15PYqhx12GOXl5Xz55Zd069YN5xxDhgxh7ty5Td5GamrqgQzJyclUVlbW+7qGctZeHoe3ilH9FhHxgep346K5fns9jPxs4JNgoQZwzhUDHwGTGlm3Vc3XXXWW7yDwOeJuz0ZExEunnnoqDz30EBUVFQAUFhZSVlbGuHHjePbZZ6mqqmL9+vW89957B6173HHHMWfOHIqLiwHYtm0bADk5OezevfvA60455RQefPDBA/8d3IEYN24czzzzDABvvvkm27dvDyl727Ztef3117npppuYPXs2AwYMYPPmzQeKdUVFBfn5+SFtM+j444/n2WefBeCZZ55hzJgxh1x+wgknfGN5nFD9FhGJUqrf9YuG+u31me0hwMv1LM8HvtvIujMJHEH/o5n9kMAwtGOAnwAPH2oIm4hIVLnoopAmRPHKlVdeSUlJCUcddRTOOTp16sRLL73Ed77zHWbNmsURRxxBXl4eJ5544kHrdurUiUcffZRzzjmH6upqOnfuzIwZMzjrrLM477zzePnll3nggQe4//77uf766xk2bBiVlZWMGzeOhx9+mN/+9rdceOGFHHXUUZx44on07NmkS4G/oUuXLrz66qucdtppPPnkk0yfPp0bbriBnTt3UllZyU9/+lOGDBkS8nbvv/9+Lr/8cv785z8fmEjlUMv/9re/cdFFF/G3v/2Nc889N+T3i1Kq3yIiqt+q3yGypswYFy5mth+41zl3Y53lvwdudM4dsvk3s87AC8CYWosfB65xzlU3sM7VwNUAPXv2HLlq1aoWfAIREdixYwePPfYYc+fOJScnh+9973ucdtppDb5+6dKlDBo0yMOEEgvq+3dhZp8750b5FKlBXtdv1W6JN9XV1UyfPp2XXnqJ8vJyJkyYwJVXXkl6errf0eQQVL+lPqHUbz/us11fd9/oEDIzSwf+DXQGLgFOBH5FYGKVvzf4Zs496pwb5Zwb1alTp+YlFhGp8cUXXzB8+HB+/etfs3TpUt544w1OP/10Jk+ezP79+/2OJxJJntVv1W6JJ7t27eL000/nggsuYPbs2Xz11Vf8+Mc/5sgjj6SkpMTveCISQV4329uB+qa4a1fz3KFcAYwHTnfO/cs5975z7i/AL4BrzWx4WJOKiNRRUFDAKaecAgRm71y6dCnr1q3jjjvuYOrUqVx88cVNur+kSAxS/RZphn379nH22Wfz7rvv8tBDD7F27VqWL1/OW2+9xcaNGznxxBPZuHGj3zFFJEK8brbzCVz3VddgYEk9y2s7AtjunFtRZ/lnNV81xkNEImbfvn2cf/75JCUlMWvWLI499lggMAPmbbfdxp/+9Ceef/557rvvvnrXVxMutcXgvwfVb5FmuOWWW5gzZw7//Oc/ufbaa0lKCux6n3rqqcycOZNNmzYxefJkqqvrvRpSokAM/r2WCAr134PXzfYrwGgz6xtcYGa9CdwW5JVG1t0AtDOz/nWWH1vz9etwhRQRqevuu+9m0aJFPPXUU/Tr1++g53/5y19y9tlnc/PNNx80LDA9PZ2tW7eqYAsQKNRbt26NtWs1Vb9FQvTZZ59xzz33cO2113JRPZNqHXXUUdx///28++67ByZokuii+i21Nad+ez1BWhawENgL3ELg+q/fATnAMOdcac3regErgDudc3fWLOsNfEWgaN9FYDbTUcCtQCFwTEOTpAWNGjXKzZ8/P/wfTETi2rp168jNzeWss846cEuI+qxZs4ZBgwYxceJEpk+ffmB5RUUFa9eupby83Iu4EgPS09Pp3r07qamp31gexROk+Va/VbslFjnnGD9+PAUFBSxfvpycnJwGXzdu3DiWLl3KypUrad26tcdJ5VBUv6WuUOu3p7f+cs6VmdkE4K/AFAITq7wL/DRYqGsYkEytM+/OuRIzGw3cDvwe6AisAR4F7mqs0RYRaa477riDiooK/vCHPxzydT169OAXv/gFd955J4sWLeKII44AAkPN+/Tp40VUkYhQ/RYJzeuvv87777/PQw891GCjDWBm3HvvvRxzzDH84x//4MYbb2zwteI91W9pKU/PbPtNR8dFJFQbNmygV69eXHnllfz97w3e+OCAbdu20atXL04//XT+/e9/e5BQ4km0ntn2k2q3xKIxY8awbt06li1bdtAZsPqcdtppzJ8/n5KSErKysjxIKCLhFE23/hIRiRn/+Mc/qKio4Gc/+1mTXt++fXt+9KMf8fzzz+uWLiIiCeizzz7jo48+4ic/+UmTGm2AW2+9lS1btvD0009HNpyIeErNtohIA8rLy3nooYc466yz6N+/7txODfvhD3+ImfHYY49FMJ2IiESj++67j9atW3P55Zc3eZ3jjjuOo446ikceeUSTcYnEETXbIiINePXVV9myZQvXX399SOv17NmT008/nSeffJKKiooIpRMRkWizY8cOXnzxRS699NJDXqtdl5lxzTXXsGjRIj755JMIJhQRL6nZFhFpwJQpU+jWrRsnnXRSyOtee+21bNiwgddffz0CyUREJBo9//zz7Nu3j0svvTTkdS+66CJycnJ4/PHHI5BMRPygZltEpB67Hn6YNq+/zp+PPJLkf/8bpk4Naf1TTz2VTp06MW3atAglFBGRaDNlyhQGDhzIqFGhz3OYnZ3NOeecwwsvvMC+ffsikE5EvKZmW0SkHlsffJDzq6s5c/dumDYt8AhBynPP8cfhw8n4z38of/LJkJt1ERGJLcXFxXzwwQdccsklmFmztvG9732PnTt38vbbb4c5nYj4Qc22iEg9vl63jtY5ObRu3bp5G5g2jbP37OHcigq2PvhgyM26iIjEluDtHidPntzsbZx00kl06NBBo6JE4oSabRGROjZt2sT27dvpethhLdpO+3btSE9PZ9369WFKJiIi0eqVV15h5MiR9OrVq9nbSE1N5dxzz+XVV1+lvLw8jOlExA9qtkVE6njttdcA6Nq1a4u2Y2Z06dKFzZs3U1VdHY5oIiIShTZu3Mgnn3zCpEmTWrytSZMmUVZWxpw5c8KQTET8pGZbRKSOV155hYz09OYPIa+lS+fOVFVVsW3r1jAkExGRaPTaa6/hnOPss89u8ba+9a1vkZGRceDAr4jELjXbIiK17N27l3feeYcuXbvSvOltvqljx44kJyWxcePGMGxNRESi0SuvvEKvXr0YNmxYi7eVkZHBt7/97QMNvIjELjXbIiK1zJo1i71799K1S5ewbC85OZmOnTqxceNG7TSJiMSh8vJyZsyYwVlnndXsWcjrOuussygpKSE/Pz8s2xMRf6jZFhGp5Z133iEjI4P2HTqEbZtdOndmz969LFmyJGzbFBGR6PDhhx+yd+9eTjvttLBt84wzzgDQUHKRGKdmW0SklpkzZzJ27FiSk8L357FT584AvPvuu2HbpoiIRIeZM2eSmprKuHHjwrbNbt26ccQRR6huiMQ4NdsiIjXWrVvHkiVLOPnkk8O63cyMDLIyM7XTJCISh2bOnMlxxx1HdnZ2WLd70kkn8eGHH+oWYCIxTM22iEiNmTNnAvDtb3877Nvu0LEjs2fPprKyMuzbFhERf2zdupUvvvgiInVjwoQJlJeX88knn4R92yLiDTXbIiI1Zs6cSadOncIym2xdHTt2ZNeuXXzxxRdh37aIiPhj1qxZOOci0myfeOKJJCcna1SUSAxTsy0iAjjnePfdd5kwYQJJYbxeO6hjzYRrs2bNCvu2RUTEH++++y6tW7fm6KOPDvu2W7duzahRo1Q3RGKYmm0REaC4uJh169Yxfvz4iGw/LS1Nk92IiMSZDz74gDFjxpCSkhKR7Z900kl8+umn7N69OyLbF5HIUrMtIkJghwlgzJgxEXuP8ePH8/HHH1NRURGx9xAREW9s3bqVJUuWRLxuVFVVMXfu3Ii9h4hEjpptEREC90lt27YtgwcPjth7nHDCCezZs4evvvoqYu8hIiLe+Oijj4DIHqQdPXo0SUlJfPzxxxF7DxGJHDXbIiIEmu0TTjghItdrB51wwgnAf3fQREQkdn344Ye0atUqItdrB+Xk5DBs2DDVDZEYpWZbRBLe5s2bKSgoYOzYsRF9n+7du9OjRw/tNImIxIEPP/yQo48+mvT09Ii+z/HHH88nn3yiW0eKxCA12yKS8ILD8yI5FDDohBNO4KOPPsI5F/H3EhGRyNi7dy/z58/3rG6UlpayaNGiiL+XiISXmm0RSXgffvghaWlpjBo1KuLvdcIJJ/D111+zevXqiL+XiIhExrx586ioqPCs2QZdgiQSi9Rsi0jCCw4FTEtLi/h7aadJRCT2ffjhh0BgiHek9ezZk8MPP1x1QyQGqdkWkYS2f/9+vvjiC4477jhP3u+II44gOztbO00iIjHsk08+YeDAgbRv3z7i72VmBy5BEpHYomZbRBLaV199xf79+yM6m2xtKSkpjB49WvdMFRGJUc455s2b51ndgMCoqDVr1vD111979p4i0nJqtkUkoc2bNw/A052mY445hkWLFlFeXu7Ze4qISHh8/fXXbNiwwfO6Af+tWSISG9Rsi0hC++yzz+jUqRO9evXy7D1HjRpFZWUlCxYs8Ow9RUQkPD777DPgvw2wF4YPH05KSoqabZEYo2ZbRBJacCigmXn2nsGzIdppEhGJPfPmzSMlJYXhw4d79p4ZGRkMHTpUdUMkxqjZFpGEVVpaytKlSz0dCghw+OGH07VrV+00iYjEoHnz5jFs2DDS09M9fd+jjz6a+fPn45zz9H1FpPnUbItIwvriiy+orq72vNk2swM7TSIiEjuqq6uZP3++53UDAs329u3bWblypefvLSLNo2ZbRBJW8Lo7P3aaRo0aRUFBAbt37/b8vUVEpHmKiorYuXOnp9drB40aNQrQJUgiscTzZtvMepjZdDPbaWa7zOxFM+vZhPVuNzPXwENT+opIyObNm0evXr3o3Lmz5+999NFH45zj888/9/y9RZpD9VvEnztYBA0dOpT09HQ12yIxJMXLNzOzTGAWsA/4PuCA3wPvmdkw51zZIVZ/HHirzrKsmmWvRCCuiMQ5r++TWlvtSdLGjx/vSwaRplL9FgmYN28emZmZDBo0yPP3Tk1NZcSIEWq2RWKIp802cBXQFxjgnFsOYGZfAUXANcC9Da3onFsLrK29zMwuIfAZ/hmpwCISn7Zs2UJxcTHXXnutL+/fsWNHevfurZ0miRWq3yIEmu2jjjqKlBSvd6EDjj76aJ588kmqqqpITk72JYOINJ3Xw8jPBj4JFmoA51wx8BEwqRnb+z6wEXg7PPFEJFEE73F91FFH+ZbhqKOO0r22JVaofkvCq6qqYuHChb7XjbKyMpYvX974i0XEd14320OAxfUszwcGh7IhM+sOfAt4xjlXGYZsIpJAgk3uiBEjfMswYsQIli9frknSJBaofkvCW758OXv27PG9bgA6UCsSI7xuttsD2+tZvg1oF+K2LiGQ/5BD0MzsajObb2bzN2/eHOJbiEi8WrhwIYcffjgdO3b0LcOIESNwzrFo0SLfMog0kaf1W7VbotHChQsBfw/SDh48mNTUVDXbIjHCj1t/uXqWWTO2cynwpXPuq0O+mXOPOudGOedGderUqRlvIyLxaMGCBb7uMIHOUEjM8ax+q3ZLNFqwYAEpKSkMHhzSYI6watWqFYMHD1bdEIkRXjfb2wkcHa+rHfUfMa+XmR0DDEQTq4hIM5SXl1NQUMDw4cN9zdG9e3fat2+vnSaJBarfkvAWLlzIoEGDSEtL8zXHiBEjVDdEYoTXzXY+geu+6hoMLAlhO98HKoGp4QglIollyZIlVFZW+n5m28y00ySxQvVbEl40jIiCQLO9YcMGNmzY4HcUEWmE1832K8BoM+sbXGBmvYETaOK9Ns2sFfA94A3nnC7kEpGQBa+78/vMNgR2mhYtWkRlpeaJkqim+i0JbfPmzaxbty5q6gb8t5aJSPTyutl+DCgBXjazSWZ2NvAysAZ4JPgiM+tlZpVmdls92ziTwFA2DUETkWZZsGABWVlZ9OvXz+8ojBgxgvLycgoLC/2OInIoqt+S0KJhcrSgYMOvUVEi0c/TZts5VwZMAAqBKcAzQDEwwTlXWuulBiQ3kO/7BGY/fS2yaUUkXi1YsIBhw4aRnJzsdxRNkiYxQfVbEl3wb3Q0nNlu164dvXr1Ut0QiQEpXr+hc241cG4jrymhgRlOnXOTIhBLRBKEc46FCxdy4YUX+h0FgIEDB9KqVSsWLFjARRdd5HcckQapfksii4bbRdam+T5EYoMft/4SEfHNqlWr2LlzZ1QMBQRITU1l6NCh2mkSEYli0TI5WtCIESNYtmwZZWVlfkcRkUNQsy0iCSWaJkcLCp6hcK6+2xiLiIifouV2kbWNGDEC5xyLFy/2O4qIHIKabRFJKAsWLMDMOOKII/yOcsCwYcPYvHkzmzZt8juKiIjUES23i6xt2LBhACxatMjnJCJyKGq2RSShLFy4kNzcXLKysvyOcsDQoUMBdIZCRCQKReOIqN69e5OZmam6IRLl1GyLSEJZtGhRVJ3VBjXbIiLRbNGiRaSnp0fF7SKDkpKSGDJkiOqGSJRTsy0iCWPv3r2sWLHiQHMbLTp37kzHjh3Jz8/3O4qIiNSRn5/P4MGDo+J2kbUNHTpUdUMkyqnZFpGEUVBQgHOOIUOG+B3lG8yMoUOH6gyFiEgUys/Pj7q6AYFme8OGDWzZssXvKCLSADXbIpIwyh57jAuB44qLYerUwCNKBIcDakZyEZHosWPHDr7++uuobLaDmXR2WyR6qdkWkYTR4Z13mGxGtzlzYNq0wCNKDB06lN27d7NmzRq/o4iISI0lS5YARGWzrfk+RKKfmm0RSRi7d+8mKzubpKTo+9OnnSYRkegT/JscbXN9AHTr1o22bduqbohEsejb4xQRiZDdu3eTk5Pjd4x6Bc+aaKdJRCR65Ofnk5WVRc+ePf2OchDN9yES/dRsi0hCKCsrY8/eveRkZ/sdpV7t2rXj8MMP106TiEgUCc5EHo0jooADzbbm+xCJTtH5l0NEJMyWLl0KELVntkG3cRERiTbROhN50NChQ9mxYwfr16/3O4qI1EPNtogkhOAZ42hvtpcsWUJVVZXfUUREEt7WrVvZsGFD1DfboEuQRKKVmm0RSQj5+fkkJSWRmZXld5QGDRkyhPLyclauXOl3FBGRhBccaRSNk6MFab4PkeimZltEEkJ+fj7Z2dkkmfkdpUE6QyEiEj2CzXY0n9nu2LEjXbp0Ud0QiVJqtkUkIeTn50ft5GhBgwcPBmDRokU+JxERkfz8fFq3bk337t39jnJIQ4cOVd0QiVJqtkUk7u3atYvVq1dH9fXaAFlZWfTp0+fAZG4iIuKf4EzkFsUjoiBw5n3p0qWakVwkCqnZFpG4t2TJEiC6J0cLGjhwoJptEZEosHjx4qgeQh40cOBAysrKWLt2rd9RRKQONdsiEveC193FQrM9aNAgli1bphnJRUR8tGnTJrZs2RLVk6MFDRo0CEAHakWikJptEYl7+fn5ZGRkkJmZ6XeURg0aNIjy8nJWr17tdxQRkYQVC5OjBQWb7YKCAp+TiEhdarZFJO4tXbqUAQMGRP11dxAYDgg6QyEi4qfg3+BgIxvNOnfuTNu2bVU3RKKQmm0RiXsFBQUxscMEGg4oIhINCgoKyM7O5vDDD/c7SqPMjEGDBqluiEQhNdsiEtf27NnDqlWrDpwxjnYdOnSgU6dOGg4oIuKjgoICBg4cGBMjoiBwoFZ1QyT6qNkWkbhWVFSEcy5mmm2mTuXHHTrQ/f33YerUwENERDwVbLZjxaBBg9i4cSPbt2/3O4qI1KJmW0Ti2rJlywBiZ6dp2jQm7dnD6OJimDYt8BAREc+UlpayZs2a2Kkb/LfG6ey2SHRRsy0ica2goAAzIzc31+8oTZadnc3+igr27d/vdxQRkYRTWFgIxNBBWjTfh0i0UrMtIvFr6lTav/UWN3TsSMZ//gNff+13oibJrrkfeOnu3T4nERFJPDE3Igro3bs3aWlparZFooyabRGJX9OmMSw/nwtrvo+ZZjs7GwgMZRQREW8VFBSQlJRE//79/Y7SZMnJyeTl5WkYuUiUUbMtInHLOUdpaemB5jVWZKSnk5yUpGZbRMQHBQUF9OnTh7S0NL+jhES3/xKJPmq2RSRulZeXU1VdHXPNtpmRnZ3NbjXbIiKei7WZyIMGDRpEcXEx5eXlfkcRkRpqtkUkbgXPDMdasw2BzDqzLSLiraqqKgoLC2Oy2R44cCDV1dUUFRX5HUVEaqjZFpG4FdPNdk4Oe/fupbKqyu8oIiIJY/Xq1ZSXl8dks60ZyUWij+fNtpn1MLPpZrbTzHaZ2Ytm1jOE9QeZ2fNmtsXM9prZMjP7SSQzi0hsKi0tJTUlhVYxdt0dQE7NAYIynd2WKKH6LYkgOMFYLDbbeXl5mJmabZEokuLlm5lZJjAL2Ad8H3DA74H3zGyYc66skfVH1aw/G7gS2AnkArF32kpEIi44OZr5HaQZas9I3sbnLCKq35IoYrnZzsjIoHfv3pqRXCSKeNpsA1cBfYEBzrnlAGb2FVAEXAPc29CKZpYE/BN41zn3nVpPvRe5uCISy0pLS+nUqZPfMZolKysLA02SJtFC9VsSQkFBAR06dKBjx45+R2kWzUguEl28HkZ+NvBJsFADOOeKgY+ASY2sOx4YzCEKuohI0K5duyjfty8mr9cGSEpKIjMzU8PIJVqofktCKCgoYMCAAX7HaLYBAwZQVFREdXW131FEBO+b7SHA4nqW5xMoxIcypuZrupl9YmYVZrbJzO43s4ywphSRmLds2TIgNidHC8rKzqa07JCjc0W8ovotCWHZsmUxOYQ8KC8vjz179rBu3Tq/o4gI3jfb7YHt9SzfBrRrZN1uNV//DbwDnAz8icC1X1PDFVBE4kPwmrVYbrazs7IoKy3FOed3FBHVb4l727dvZ+PGjTHfbAMUFhb6nEREwJ9bf9W319iU+YuCWf/lnLvNOTfbOfcX4A7gf8ys3iPrZna1mc03s/mbN29uZmQRiTXLli3DzMjMzPQ7SrNlZWVRVV2tMxQSLTyr36rd4ofgiCg12yISLl4329sJHB2vqx31HzGvbWvN1xl1lr9T83VEfSs55x51zo1yzo2K1YmSRCR0BQUFZGVmkpTkxzHF8AielQ/uAIr4yNP6rdotfojlmciDDj/8cDIzM1U3RKKE13uh+QSu+6prMLCkCevCwUfWg0fVNROEiBxQUFAQ00PIIXDNNugMhUQF1W+JewUFBaSmptKnTx+/ozSbmZGXl6e6IRIlvG62XwFGm1nf4AIz6w2cUPPcobxJ4P6eE+ssP7Xm6/wwZRSRGFdZWUlRUVHMN9vpaWkkJyVpp0migeq3xL2CggJyc3NJSfH6zrjhpWZbJHp43Ww/BpQAL5vZJDM7G3gZWAM8EnyRmfUys0ozuy24zDm3FbgbuNbM/mBm3zazG4HbgH/Wvh2JiCS2kpIS9u/ff+DMcKyydevok5bGYe+9B1OnBh4i/lD9lrgX67f9ChowYADFxcXs37/f7ygiCc/TZts5VwZMAAqBKcAzQDEwwTlX+2ayBiTXk+9O4NfA+cAbwA+BPwNXRTa5iMSS4BH9WD+zzddfc1h1NSMLC2HatMBDxAeq3xLvKisrWbFiRew321OncsqWLZxfVcWW++/XQVoRn3k+TsY5txo4t5HXlFDPDKcucP+be2seIiL1KioqAgKzece6lJQU9pSVUV1dHdOTvUnsU/2WeLZq1SoqKyvJzc31O0rLTJvGkB07uBBIeu456NIFLrrI71QiCUt7biISd4qKimjTpg2tWrXyO0qLJScn44A9e/b4HUVEJG4FD9LGfLMNZNccaC4rLW3klSISaWq2RSTuFBUVkZub26QbAEe75ORkAErLynxOIiISv+Kp2U5NTSWtVSvVDZEooGZbROJOsNmOB8FZcXWGQkQkcoJ3sOjSpYvfUcIiKytLdUMkCqjZFpG4sm/fPlatWhU3zXaSGa10hkJEJKIKCwsDI6IsHsZEQVZ2tuqGSBRQsy0icWXlypVUV1fHTbMNgevvdIZCRCRy4mlEFATuxrFv3z4qKiv9jiKS0NRsi0hciafr7oJ0hkJEJHL2799PSUlJXNUNTZImEh3UbItIXInHZjs7K0tnKEREIqS4uJjq6mry8vL8jhI2wVtflulArYiv1GyLSFwpKiqiQ4cOtG/f3u8oYZOVnQ1op0lEJBLi8SBtZlYWhu5kIeI3NdsiElfi7bo70HBAEZFIisdmOzkpiYzMTNUNEZ+p2RaRuBKPzXZmTbOtMxQiIuFXVFRE27Zt6dChg99Rwio7K4tSNdsivlKzLSJxY+/evaxZsybumu3kpCQyMzJ0hkJEJAKCB2nj5bZfQVlZWZSVleGc8zuKSMJSsy0icWPFihVAfA0FDNKM5CIikRGPI6IgUDcqq6rYsGGD31FEEpaabRGJG4WFhUB8NtvBe23rDIWISPiUl5ezevXq+KwbNZNrBmujiHhPzbaIxI14nOQmSGcoRETCb+XKlTjn4rJuBCfXXLZsmc9JRBKXmm0RiRtFRUV07tyZ1q1b+x0l7II7TTpDISISPvE8Iio9PZ3kpCTVDREfqdkWkbgRr9fdwX/vta2dJhGR8InnEVFmRlZWluqGiI/UbItI3CgqKiIvL8/vGBGRkZ5OUlLSgR1DERFpuaKiIjp27Ei7du38jhIRWVlZqhsiPlKzLSJxobS0lPXr18fl2QmoOUORmamdJhGRMIrnEVEQaLZXrlxJVVWV31FEEpKabRGJC8uXLwficyhgkM5QiIiEVyI02/v372f16tV+RxFJSGq2RSQuxPN1d0FZWVmsWLGC6upqv6OIiMS8PXv28PXXX8d93YD/HpAWEW+p2RaRuBBstvv37+9zksjJysqivLycr7/+2u8oIiIxL1FGRAEaFSXiEzXbIhIXCgsL6dat24Edi3iknSYRkfBJhBFRaenpugRJxEdqtkUkLsT7dXegZltEJJwSodk2AiO+VDdE/KFmW0TiQiI02+np6aSnp2unSUQkDIqKiujSpQs5OTl+R4mo3Nxc1Q0Rn6jZFpGYt3PnTjZv3hz3zbaZ0a9fP010IyISBoWFhXFfNyBwZru4uJjKykq/o4gkHDXbIhLzEmEoYJDOUIiIhEcijIiCQN2oqKjQ7b9EfKBmW0RiXrD5zMvL8zlJ5OXm5ur2XyIiLbRr1y42btyYMHUDNN+HiB/UbItIzCsqKjowxDre5ebmsm/fPtasWeN3FBGRmJUIt/0KUrMt4h812yIS84qKiujRowfp6el+R4k47TSJiLRcIl1+1KVLF7Kzs1U3RHygZltEYl6iXHcHgYluAE2SJiLSAsHGM/g3NZ6ZGf3791fdEPGBmm0RiXmJMqMsQLdu3cjIyNAZChGRFigqKuLwww8nMzPT7yie0OSaIv5Qsy0iMW3r1q1s3749YZrtpKQk+vfvr50mEZEWSKQRURBotnX7LxHvqdkWkZiWSNfdBekMhYhIyyRis11ZWUlJSYnfUUQSipptEYlpidhs9+/fn5UrV1JVVeV3FBGRmLNjxw62bNmScHUDNLmmiNc8b7bNrIeZTTeznWa2y8xeNLOeTVzXNfAYEeHYIhKlioqKSEpKom/fvn5H8Uxubi779+/X7b/EU6rfEi8S8SBt8LNqkjQRb6V4+WZmlgnMAvYB3wcc8HvgPTMb5pwra8JmngYeqbOsMJw5RSR2FBUV0bt3b1q1auV3FM/Uvv1X7969/Q0jCUH1W+JJYWHgn11eXp7PSbzTuXNncnJydGZbxGOeNtvAVUBfYIBzbjmAmX0FFAHXAPc2YRtfO+c+iVxEEYkliXbdHXyz2T755JN9TiMJQvVb4kZRURFmllAjosxM832I+MDrYeRnA58ECzWAc64Y+AiY5HEWEYlxzrmEbLYPO+wwMjMztdMkXlL9lrhRVFREz549SU9P9zuKp9Rsi3jP62Z7CLC4nuX5wOAmbuOHZrbPzPaY2SwzGxu+eCISSzZv3syuXbsSrtk2M93+S7ym+i1xIxEP0kJgkrSSkhIqKir8jiKSMLxuttsD2+tZvg1o14T1/wVcB3wbuBroAMwys/ENrWBmV5vZfDObv3nz5pADi0j0Cl53l4g7Tbm5uZroRrzkaf1W7ZZISdQRURCoG1VVVbr9l4iH/Lj1l6tnmTVpRecucc792zn3gXPuX8AYYB2BSVoaWudR59wo59yoTp06NS+xiESlRJxRNig3N5eVK1dSWVnpdxRJHJ7Vb9VuiZStW7eyY8eOhK0boNt/iXjJ62Z7O4Gj43W1o/4j5ofknNsNvA4c3cJcIhKDioqKSElJScgZuXNzc6moqGD16tV+R5HEoPotcSHRD9KCmm0RL3ndbOcTuO6rrsHAkmZu06j/aLuIxLmioiL69OlDSorXN1bwn3aaxGOq3xIXErnZ7tixI23atFHdEPGQ1832K8BoMztwrwUz6w2cUPNcSMysNXAG8Gm4AopI7EjU6+4gMNENqNkWz6h+S1woKioiKSmJPn36+B3Fc5pcU8R7XjfbjwElwMtmNsnMzgZeBtYAjwRfZGa9zKzSzG6rteyXZvaYmV1kZuPN7PsEbjnSFbjF008hIr5zzrF8+fKEbba7du1Kdna2JkkTr6h+S1woKiqid+/etGrVyu8ovtDkmiLe8rTZds6VAROAQmAK8AxQDExwzpXWeqkByXXyLSMwXO1+YAZwb826Y5xzH0Q+vYhEk/Xr11NWVkZeXp7fUXyhMxTiJdVviReFhYUJWzcg0GyXlJSwf/9+v6OIJATPL3R0zq0Gzm3kNSXUmeHUOfcq8GrkkolILEnk6+6CcnNzWbBggd8xJEGofkusC972a8yYMX5H8U1ubi7V1dUUFxczYMAAv+OIxD0/bv0lItJiarYDn724uFi3/xIRaYKNGzdSWlqa8HUDNN+HiFfUbItITCosLKRVq1b06NHD7yi+6d+/P5WVlZSUlPgdRUQk6ukgrSbXFPGamm0RiUlFRUX069eP5ORkv6P4JrjDqMluREQap2YbOnToQNu2bVU3RDyiZltEYlIi3/YrSMMBRUSarqioiJSUFHr16uV3FN+YGbm5uaobIh5pdIK02rfvaALnnPtdC/KIiDSqurqaFStWMHHiRL+j+Kpz587k5ORop0kOototcrCioiL69u1LSorn8wNHldzcXD7++GO/Y4gkhKb8tbm9zn876sw0Wms5gAq2iETU2rVrKS8vT/gz27r9lxzC7XX+W7VbEp5GRAX079+fZ599ln379pGWluZ3HJG41ugwcudcUvABDCVwb8wbgd5ARs3X39QsHxKxpCIiNXTd3X9pOKDUR7Vb5Juccyxfvlx1g//e/mvlypV+RxGJe6Fes/0g8Lhz7k/OudXOuX01X/8IPAH8PfwRRUS+Sc32f+Xm5lJSUkJFRYXfUSR6qXZLwlu3bh179uxR3UCTa4p4KdRm+1hgfgPPzQNGtyyOiEjjioqKyMjI4PDDD/c7iu9yc3OpqqrS7b/kUFS7JeEFD9Lm5eX5nMR/mlxTxDuhNts7gZMbeO6UmudFRCKqqKiI/v37k5SkGypop0maQLVbEl5hYSGgEVEA7du3p3379qobIh4IdTrGJ4HfmFk28DywEegCnA9cDfwhvPFERA5WWFjIkCG6zBQCE92Amm05JNVuSXhFRUWkpaXRo0cPv6NEBU2uKeKNUJvt2wjMXPpT4NqaZQaUESjWt4crmIhIfSorK1m5ciX/8z//43eUqNCpUydat26tnSY5FNVuSXhFRUX069dPI6Jq5Obm8sEHH/gdQyTuhdRsO+eqgVvN7B5gGNAVWA985ZzTMDQRibjVq1dTUVGhoYA1zEwzksshqXaL6LZfdeXm5jJ16lTKy8tJT0/3O45I3Ar1zDYAzrkdwPvhjSIi0jjNRH6w3NxcPvvsM79jSJRT7ZZEVV1dzYoVKzj99NP9jhI1cnNzcc6xcuVKBg8e7HcckbgV8lgaMzvMzP5iZvPMbIWZfWZmfzKzrpEIKCJSm5rtgwVv/7V//36/o0iUUu2WRLZmzRr27dunulGLJtcU8UZIzbaZ5QELgBuAUuAzAtd8/QRYYGb6KyYiEVVUVER2djZdu6pHCOrfvz/V1dUUFxf7HUWikGq3JDrd9utgmlxTxBuhntn+I7ALyHPOfcs5d6Fz7ltAHoFbh/wx3AFFRGorLCwkNzcXM/M7StTQGQpphGq3JDTd9utg7dq1o0OHDqobIhEWarP9LeBW51xJ7YXOuVUEZjP9VnhiiYjUT5PcHEzNtjRCtVsSWlFREZmZmXTr1s3vKFFFk2uKRF6ozXYrYHcDz+2ueV5EJCL2799PSUmJhgLW0aFDB9q2bcvy5cv9jiLRSbVbElrwIK1GRH1Tbm6u6oZIhIXabC8Afmxm31jPAn+9rqt5XkQkIoqLi6mqqtKZ7Tp0+y9pxAJUuyWBBS8/km/Kzc1lzZo17N271+8oInEr1Ft/3Qm8Biw1s38TuE9nV+C7QC5wRnjjiYj8l2Yib1j//v2ZO3eu3zEkOql2S8KqrKykuLiY8847z+8oUSc4SdqKFSsYOnSoz2lE4lNIZ7adc28BZxIYdnYz8HfgFgKzm57pnHsn7AlFRGqo2W5Ybm4uq1evZt++fX5HkSij2i2JrKSkhMrKStWNemi+D5HIC/XMdrBov2VmmUA7YLtzbk/Yk4mI1FFYWHhgBlX5ptzcXKqrq1m5ciWDBg3yO45EGdVuSVTBmcg118fB1GyLRF6o12zXXTcJ0GwTIuIJTXLTsOBOkya7kUaodktC0YiohrVp04ZOnTqpbohEUMjNtpmdambzgR1ACbDTzD4zs5PDnE1E5Bt026+GBX8uwbM4IrWpdkuiKioqonXr1nTq1MnvKFEpNzdXdUMkgkJqts3sVOB1IBv4HYFZTH8P5ABvqGiLSKTs3buXNWvWaChgA9q3b0/79u01HFAOototiayoqIi8vDyNiGqA7mQhElmhXrN9O/AOgQlVqoMLzSw40+kdwIywpRMRqbFixQqcczqzfQh5eXk6QyH1uR3VbklQhYWFHHfccX7HiFp5eXn885//pLS0lOzsbL/jiMSdUIeRDwf+XrtYA9T89z+AEWHKJSLyDbrurnF5eXk6QyH1Ue2WhLRv3z5Wr16tunEIwdFium5bJDJCbbb3Aa0beC6n5nkRkbBTs924vLw81q5dS1lZmd9RJLqodktCWrlyJdXV1aobhxBstjUqSiQyQm22ZwO/M7M+tReaWU8Cw9TeC08sEZFvKiwspHPnzrRp08bvKFFLZyikAbNR7ZYEpNt+Na5///6Amm2RSAm12f5foA2wzMzeN7N/m9kcoAhoW/O8iEjYaSbyxukMhTRAtVsSkkZENS4zM5MePXqobohESEjNtnOuEBgG3A+kAUcB6cDfgBHOOV0sKCIRoWa7cTpDIfVR7ZZEVVRURIcOHWjXrp3fUaKaJtcUiZxQZyPHObce+GUEsoiI1Ku0tJT169drKGAjsrKy6N69u3aa5CCq3ZKIgrf9kkPLy8vj2Wef9TuGSFwKdRi5iIjnNBSw6XTPVBGRgMLCQtWNJsjNzWX79u1s3brV7ygicSfkZtvMvm9mb5nZEjNbWeexognr9zCz6Wa208x2mdmLNZO0hJrjN2bmzOzDUNcVkdiiZrvpNBxQ6tPS2l2zDdVviRl79uzh66+/Vt1oAs33IRI5IQ0jN7NbgTuAxcACQrxdiJllArNq1vs+4IDfA++Z2TDnXJPuV2NmfYGbgU2hvL+IxKZgsx28JlkalpeXx9atW9m6dSsdOnTwO45EgZbW7pptqH5LTAnelUHNduNqN9vHHXecz2lE4kuo12xfAfzNOfezZr7fVUBfYIBzbjmAmX1FYEbUa4B7m7idh4BngAE047pzEYkthYWFHH744WRlZfkdJeoFd5qCEwOJ0PLaDarfEmN026+m6927NykpKTqzLRIBoQ4j7wC82oL3Oxv4JFioAZxzxcBHwKSmbMDMLiIwk+pvWpBDRGKIZiJvOg0HlHq0tHaD6rfEGI2IarrU1FT69u2ruiESAaE223OA4S14vyEEhrHVlQ8MbmxlM2sH/BX4tXNuWwtyiEgMUbPddH369CE5OVk7TVJbS2s3qH5LjCkqKqJr167k5OT4HSUmaL4PkchotNk2s6TgA/gpcJmZXWpmHWs/V+s1h9Ie2F7P8m1AU26C+GegEHi6Ca8N5r/azOab2fzNmzc3dTURiRLbt29ny5YtGgrYRDpDIRD22g0e12/VbmmpwsJC1Y0Q5OXlUVRURHV1td9RROJKU66XqiQwEUqQAU818FrXhG26epZZYyHMbCxwKXCUc66+bdT/Zs49CjwKMGrUqCavJyLRQTORh063/xLCX7uDr6srIvVbtVtaqqioiLPOOsvvGDEjNzeXvXv3sm7dOrp37+53HJG40ZTieif1F9jm2E7g6Hhd7aj/iHltjwBPAGvNrG3NshQguea/9zrnQp5hVUSim5rt0OXl5TF79mycc5g12gtJfApn7QbVb4khu3btYtOmTaobIag934eabZHwabTZds7dHsb3yydw3Vddg4Eljaw7qOZxbT3PbQd+BtzXknAiEn2KioowM/r27et3lNgwdSpn7NzJxj172P73v9O+fXu46CK/U4nHwly7QfVbYogO0oaudrM9YcIEn9OIxA+vb7vxCvAXM+vrnFsJYGa9gROAGxtZ91v1LLsPSAZ+DCyv53kRiXGFhYX06tWL9PR0v6PEhmnTGL5lCxcC1c88Ax07qtmWcFD9lpih236Frlu3bmRmZmq+D5Ewa7TZNrPbgMedc+tqvj8U55z73SGefwz4EfCymd1CYIjb74A1BIaZBd+zF7ACuNM5d2fNhmfXk20HkFLfcyISHzQTeeiya+5HXlZWRseOHX1OI34Ic+0G1W+JIcEz2/369fM5SexISkoiNzdXzbZImDXlzPbtwFvAuprvDyVYfOt/0rkyM5tA4PYfUwhMrPIu8FPnXGmtlxqBI96h3ppMROKIc46ioiImT57sd5SYkp6eTnJSEqVlZX5HEf/cTphqN6h+S2wpKiqiR48eZGRk+B0lpuTl5bFgwQK/Y4jElaZcs51U3/fN5ZxbDZzbyGtKaMIMp8658S3NIyLRa/PmzezcuVNntkNkZmRlZVFWWtr4iyUuhbt212xH9VtiQmFhoepGM+Tl5fHiiy9SUVFBamqq33FE4oKOPItI1Fq2bBkAAwYM8DlJ7MnKzqZMZ7ZFJME451i2bJnqRjPk5eVRVVVFSUmJ31FE4oaabRGJWmq2my8rK4uyPXuobtptjUVE4sKmTZvYuXOn6kYzBEcD6LptkfBptNk2s2ozq2rio9KL0CKSGJYtW0ZaWhq9evXyO0rMyc7KwjnH3j17/I4iPlDtlkQVPEg7cOBAn5PEntq3/xKR8GjKBGl3Epg8RUTEU8uWLSM3N5fk5GS/o8ScrOxsAErLysjyOYv4QrVbEpJGRDVfhw4daN++vZptkTBqygRpt3uQQ0TkIAUFBQwbNszvGDHpwO2/NElaQlLtlkRVUFBAeno6PXv29DtKTMrLy1OzLRJGzb5m28yyzayXmWm6QhEJu/3797Ny5UqdnWim1FatSE1N1SRp8g2q3RLvgiOikpI0LVFzqNkWCa+Q/xKZ2Zlm9gWwE1gJHFGz/HEzuyjM+UQkQa1cuZKqqio1281kBM5u617bAqrdkjg0E3nL5OXlsXbtWvZovg+RsAip2Taz/wFeBrYA/8s376VZDHw/bMlEJKHpuruW0722BVS7JXHs37+f4uJi1Y0WCE6Stnz5cp+TiMSHUM9s/xZ4yjl3CnBfnecWA0PDEUpERM12y2VlZbG3vJy9e/f6HUX8pdotCWHFihVUVVVpJvIW0O2/RMIr1GZ7EPDvmu/rznK6HejQ4kQiIgSa7S5dutC2bVu/o8Ss4IzkOkOR8FS7JSHoIG3L9e/fH1CzLRIuoTbbu4CODTzXG9jcojQiIjUKCgq0w9RCwRnJgzugkrBUuyUhFBQUAGq2WyI7O5vDDz9cdUMkTEJttmcAvzGztrWWOTNLA34EvBmuYCKS2DTJTcsFz2wHd0AlYal2S0JYtmwZXbt2pXXr1n5HiWkDBw5U3RAJk1Cb7ZuBrsAy4HECw9FuBBYA3YHbw5hNRBLU1q1b2bp1q5rtFkpJTiYjPV07TaLaLQlBB2nDI9hsO1f3qhMRCVVIzbZzrgQ4CngNOBmoAsYBnwDHOufWhTugiCQeXXcXPtk5OWq2E5xqtyQKNdvhMWjQIHbt2sWGDRv8jiIS81JCebGZdXfOrQWuaOD5E51zc8KSTEQSVrDZ1oyyLZednX3gDIWZNb6CxB3VbkkEW7ZsYdu2baobYRD8GRYUFHDYYYf5nEYktoU6jPztOtd8HWBm4wgcNRcRaZGCggJSU1Pp3bu331FiXnZ2NmVlZaxdu9bvKOIf1W6Je5ocLXyCzfbSpUt9TiIS+0JttkuB180svfZCMxsDvA68Eq5gIpK4li1bRv/+/UlJCWnwjdQjW5OkiWq3JABdfhQ+3bp1I0eXIImERajN9hkE7sf5vJklAZjZ8cAbBAr2xeGNJyKJSNfdhU+Omm1R7ZYEsGzZMlq1aqURUWFgZpqRXCRMQp0gbQswkcBEK0+Y2XEEbhnyNjDZadpCEWmhyspKVqxYoWY7TFqlpdG2bVvtNCUw1W5JBMERUcnJyX5HiX1Tp3JZWhoDPv8cpk4NPESkWUI9sx2c1fQ04H+AOcBM4HvOuaqwJhORhFRcXExFRYUmuQkTI3D9na69S2yq3RLvli1bproRLtOm8e3Nmzll2zYqp0yBadP8TiQSsxq9INLMLm/gqVcIFO53gO8HZ7l1zj0ZtnQiknA0yU34DRw4kLffftvvGOIh1W5JJBUVFaxYsYJzzjnH7yhxIzjfR2lZGW3btPE5jUjsasrsQ4838vxDtb53gAq2iDSbJrkJv4EDB/L000+zc+dO2minKVGodkvCWLlyJZWVlaobYXSg2S4tVbMt0gJNabb7RDyFiEiNZcuW0bFjR9q3b+93lLgxaNAgIPCzPeaYY3xOIx5R7ZaEoYO04ZeVlYURaLZFpPkabbadc6u8CCIiApqJPBKC1zEWFBSo2U4Qqt2SSNRsh19SUhKZWVlqtkVaKOQJ0kREIknNdvj16dOH1NRUTZImInFp2bJldOrUiXbt2vkdJa5kZ2dTunu33zFEYlpTJkhbCXzHObfQzIoJXNvVIOdc33CFE5HEsm3bNjZt2qQZZcMsNTWV/v376/ZfCUS1WxLJ0qVLVTciIDs7m82bNlHtnM7OiTRTU67ZngPsqvX9oQq27tUpIs0WPPM6ePBgn5PEH93+K+GodktCcM6xdOlSzj//fL+jxJ3s7GyqnWPvnj1k+R1GJEY15Zrty2p9/4OGXmdm3wbuDU8sEUlES5YsAdRsR8KgQYN49dVXqaioIDU11e84EmGq3ZIoNm7cyPbt21U3IiCn1ozkarZFmieco0LaAEPCuD0RSTBLliwhIyODXr16+R0l7gwcOJDKykpWrFjhdxSJLqrdEtN0kDZysmqa7d2aJE2k2XQJhohEjSVLljBo0CCSkvSnKdxqz0guIhIv1GxHTqvUVNJatdKM5CItoD1aEYkaS5cuPXBPaAmv4AzvarZFJJ4sXbqU1q1bc9hhh/kdJS5lZ2er2RZpATXbIhIVdu3axZo1a3R2IkJat25Nt27d1GyLSFxZsmQJgwcPxsz8jhKXgs22c5pHUaQ5mnLrr6beDqRrC7OISAILNoFqtiNn0KBBmpE8Qah2S6JYsmQJZ555pt8x4lZ2Tg4Vq1ezefNmOnfu7HcckZjTlFt/LadptwWxJr5OROQgwSZQw8gjZ+DAgUyZMgXnnM4CxT/Vbol7W7duZdOmTaobEZRdM0laQUGBmm2RZmhKs31Z4y9pOjPrAfwVOJlAkZ8J/NQ5t7qR9XoB9wMjgM5AGbAY+KNz7s1wZhQR7y1ZsoTU1FT69evnd5S4NXDgQHbt2sWGDRt0fWP8C2vtBtVviT7Bg7QaERU5tZvtcePG+ZxGJPY05T7b/wzXm5lZJjAL2Ad8n8DR9N8D75nZMOdc2SFWzwa2ALcAa4HWwFXAG2Z2rnPuxXDlFBHvLVmyhAEDBpCS0pRjgNIcwbM/S5YsUbMd58JZu0H1W6KTZiKPvIz0dJKTkg78rEUkNF7v1V4F9AUGOOeWA5jZV0ARcA1wb0MrOufygStqLzOz14FiAkfwVaxFYtjSpUsZOXKk3zHi2pAhgdsp5+fnc9JJJ/mcRmKM6rdEnaVLl5KZmUnPnj39jhK3zIycnBzy8/P9jiISk7yejfxs4JNgoQZwzhUDHwGTQt2Yc64S2AlUhC2hiHhu7969rFy5UtfdRViXLl1o3769dpqkOVS/JeosWbKEgQMHkpSkm+tEkpptkebz+q/TEALXadWVDzRpDJCZJZlZipl1NbNbgTzg72HMKCIeW7ZsGc45DQWMMDNjyJAh2mmS5lD9lqgTvO2XRFZ2Tg7r169n27ZtfkcRiTleN9vtge31LN8GtGviNv5E4Ej4euDXwPecc+829GIzu9rM5pvZ/M2bN4eaV0Q8oOvuPDJ1Kj9o1YqBX3yBe+YZmDrV70QSOzyt36rd0phdu3axdu1a1Q0P5OTkAOhArUgz+DHupr5bjIRyD5r7gKOBs4A3galm1uANFp1zjzrnRjnnRnXq1CmkoCLijaVLl5KcnExubq7fUeLbtGl8a+NGJu3dS/nTT8O0aX4nktjiWf1W7ZbGFBQUADpI6wU12yLN5/UEadsJHB2vqx31HzE/iHNuLYHZTAFeM7PZwF+A18IRUES8t2TJEvr160daWprfUeJeTs1tXEp37yYjPd3nNBJDVL8lqgRHRGmuj8jLyMggOztbzbZIM3h9ZjufwHVfdQ0GmntPgflA/2YnEhHf6bo77+S0bg3A7t27fU4iMUb1W6LKkiVLaNWqFX379vU7Stwz0HwfIs3kdbP9CjDazA78ZTSz3sAJNc+FxMySgDHAinAFFBFv7d+/n+XLl6vZ9khaq1a0atVKzbaESvVbosrSpUsZMGAAKSleD9JMTGq2RZrH62b7MaAEeNnMJpnZ2cDLwBrgkeCLzKyXmVWa2W21lt1uZveb2QVmdqKZXQC8BRwD/NbTTyEiYbN8+XIqKys1FNBDOTk5arYlVKrfElWWLFmiuuGhIUOGsGnTJjRhoUhoPG22nXNlwASgEJgCPAMUAxOcc6W1XmpAcp18XwBDgQeAdwjMaloOjHXOPRv59CISCYsXB+4mNGRIfSNUJRKCzXZ9s12J1Ef1W6JJWVkZxcXFqhseCv6sdXZbJDSej71xzq0Gzm3kNSXUmeHUOfcKzRiqJiLRbdGiRSQnJ+sMhYdysrOprKqifO9eMvwOIzFD9VuiRX5+Ps45jjjiCL+jJIzazfb48eP9DSMSQ/y49ZeIyAGLFy8mNzeXdM2M7ZngbVw0lFxEYlFwRJSabe8cfvjhtG7dWme2RUKkZltEfLVo0SKGDh3qd4yEomZbRGLZokWLyMjIoE+fPn5HSRhmpknSRJpBzbaI+KasrIyVK1fq7ITHWrVqRVpampptEYlJixYtYsiQISQnJ/sdJaEMHTr0wBB+EWkaNdsi4pslS5boujufaEZyEYlVixcvVt3wwZAhQ9i6dSsbN270O4pIzFCzLSK+WbRoEYCGkfsgJzub3bt3U11d7XcUEZEm27x5Mxs3blTd8IFmJBcJnZptEfFN8Lq7vn37+h0l4eTk5FBVXc2qVav8jiIi0mTBg7Q6s+09NdsioVOzLSK+Wbx4sa6780lwkjTtNIlILNFM5P7p2rUr7dq1U90QCYGabRHxjWYi90+w2Q6eJRIRiQWLFi2iQ4cOdOnSxe8oCcfMGDp0qOqGSAjUbIuIL4LX3enshD9SU1PJSE/nq6++8juKiEiTLVq0iCOOOAIz8ztKQho2bBiLFi3SfB8iTaRmW0R8oevu/Ne6TRs12yISM6qrqzUTuc+GDx9OaWkpJSUlfkcRiQlqtkXEF8Hr7jSM3D+tc3JYtmwZ5eXlfkcREWnUqlWrKCsrU93w0bBhwwBYuHChz0lEYoOabRHxRfC6u65du/odJWG1bt2aqqoqlixZ4ncUEZFGaUSU/4YOHYqZaVSUSBOp2RYRX+i6O/+1bt0a0BkKEYkNwWY7eAsq8V5WVhb9+/dX3RBpIjXbIuK56upq8vPzNRTQZ1lZWWRkZGinSURiwuLFi+nVq9eBA4Xij+HDh6tuiDSRmm0R8dyqVasoLS3VUECfmRlHHHGEhgOKSEwIjogSfw0fPpyVK1eye/duv6OIRD012yLiuQULFgAwYsQIX3NIYLKbhQsX4pzzO4qISIP27t1LQUGB6kYUCE6SpvttizROzbaIeG7BggUkJSVpGHkUGD58ONu2bWPdunV+RxERaVB+fj5VVVVqtqPA8OHDATQqSqQJ1GyLiOcWLFjAgAEDyMzM9DtKwtNtXEQkFmhEVPTo2bMnbdq0Ud0QaQI12yLiuS+//JIjjzzS7xiCmm0RiQ1ffvklrVu3pk+fPn5HSXhmduASJBE5NDXbIuKprVu3smbNGp2diBJt27alZ8+eGg4oIlFtwYIFDB8+nKQk7bpGg2HDhrFo0SKqq6v9jiIS1fQXS0Q8FTwSrmY7eug2LiISzaqrq1m4cKHqRhQZPnw4paWlFBcX+x1FJKqp2RYRT+m6u+gzfPhwli1bRnl5ud9RREQOsmLFCsrKylQ3oogmSRNpGjXbIuKpBQsWcPjhh9OpUye/o0iNYcOGUV1dTX5+vt9RREQOEjxIq7k+oseQIUMwM42KEmmEmm0R8dSXX36psxNRJniGIrhDKyISTb788ktSUlIYPHiw31GkRlZWFrm5uaobIo1Qsy0inikvL2fp0qVqtqNM//79ycnJ4YsvvvA7iojIQRYsWMDgwYNJS0vzO4rUctRRR6luiDRCzbaIeCY/P5+qqioNBYwySUlJHHnkkXz++ed+RxEROciCBQtUN6LQyJEjWbNmDZs3b/Y7ikjUUrMtIp7R5GjRa+TIkSxcuJDKykq/o4iIHLBx40bWr1+vuhGFRo4cCaCz2yKHoGZbRDzz5ZdfkpOTQ58+ffyOInUcddRRB4b5i4hECx2kjV7B0QYaFSXSMDXbIuKZBQsWMHz4cJKS9Kcn2gTPUGinSUSiSbDZDk7kKNGjbdu29OvXT3VD5BC0xysinqiurmbhwoW67i5K5eXlkZWVpeGAIhJVFixYQO/evWnXrp3fUaQeI0eOVN0QOQQ12yLiiaKiIkpLS9VsR6nk5GRGjBihMxQiElU+//xz1Y0odtRRR1FSUsLWrVv9jiISldRsi4gn5s+fD8DRRx/tcxJpyMiRI1mwYAFVVVV+RxERYceOHRQVFaluRLHgJUhffvmlz0lEopOabRHxxLx588jMzGTgwIF+R5EGjBw5kj179rBs2TK/o4iIHBhpM2rUKJ+TSEOOOuooQPN9iDTE82bbzHqY2XQz22lmu8zsRTPr2YT1RpnZo2ZWYGZ7zGy1mT1jZprWWCQGzJ8/n6OOOoqUlBS/o0gDgjtNuv5O6qP6LV4LjohSsx292rdvT+/evVU3RBrgabNtZpnALGAg8H3gEiAXeM/MshpZ/XvAEOB+4DTgRuAoYL6Z9YhYaBFpscrKSr744gvtMEW5gQMHkpGRoTMUchDVb/HDvHnz6NevnyZHi3IjR45U3RBpgNenmK4C+gIDnHPLAczsK6AIuAa49xDr/tE5t7n2AjP7CCiu2e5tEUksIi22dOlS9u7dq+vuolxKSgrDhw/XTpPUR/VbPDd//nyOO+44v2NII4466iheeOEFduzYQdu2bf2OIxJVvB5GfjbwSbBQAzjnioGPgEmHWrFuoa5ZtgrYDBwe5pwiEkbz5s0DNBQwFowcOZIvv/yS6upqv6NIdFH9Fk9t3ryZVatWqW7EAE2SJtIwr5vtIcDiepbnA4ND3ZiZDQI6A0tbmEtEImj+/Pm0adOG/v37+x1FGjFy5EhKS0spKiryO4pEF9Vv8ZTuYBE7NEmaSMO8brbbA9vrWb4NCOmCHDNLAR4mcGT8iZZHE5FImTdvHiNHjiQpSTdAiHbBs0jB0QgiNVS/xVPz5s3DzHSP7RjQqVMnevXqpbohUg8/9nxdPcusGdt5EDgeuNg5V98OQGDDZleb2Xwzm79580Ej2UQkwvbt28fChQs1FDBGDB48mOzsbD755BO/o0j08ax+q3bL/PnzGThwIDk5OX5HkSY49thjVTdE6uF1s72dwNHxutpR/xHzepnZ3cDVwOXOuXcO9Vrn3KPOuVHOuVGdOnUKKayItNyiRYuoqKjQUMAYkZyczNFHH82nn37qdxSJLp7Wb9XuxOacY968eaobMWT06NGsXr2aDRs2+B1FJKp43WznE7juq67BwJKmbMDMbiZw25CfOOemhDGbiESA7pMae4499lgWLFjA3r17/Y4i0UP1Wzyzbt06NmzYoLoRQ4499lgAHagVqcPrZvsVYLSZ9Q0uMLPewAk1zx2Smd0A/B642Tn3QKRCikj4zJs3j44dO9KrVy+/o0gTjR49msrKSs0sK7WpfotndAeL2HPkkUeSmpqqoeQidXjdbD8GlAAvm9kkMzsbeBlYAzwSfJGZ9TKzSjO7rday7wH3AW8Bs8xsdK1HyDOhiog35s6dy7HHHotZcy7tFD/oDIXUQ/VbPDN37lxSU1M1OVoMycjIYPjw4aobInV42mw758qACUAhMAV4BigGJjjnSmu91IDkOvkm1iyfCMyt8/hHxMOLSMi2b9/O0qVLOf744/2OIiHo2rUrPXv21BkKOUD1W7w0d+5cRo4cSXp6ut9RJATHHnss8+bNo6qqyu8oIlEjxes3dM6tBs5t5DUl1Jnh1Dn3A+AHkcolIuG36u67uRCYtGcPTJ0aWHjRRb5mkqYZPXq0zlDIN6h+ixf279/PvHnz+OEPf+h3FAnR6NGj+fvf/86SJUs44ogj/I4jEhV001sRiZiMl17iImDA55/DtGmBh8SEY489llWrVmlmWRHx1MKFCykvL+e4447zO4qESJcgiRxMzbaIRMy27dvJad2alBTPB9FIC40ePRrQTpOIeGvu3LkAarZjUP/+/Wnfvr0uQRKpRc22iEREVVUVO7Zvp327dn5HkWY48sgjSUlJUbMtIp76+OOP6dGjB927d/c7ioTIzDj22GNVN0RqUbMtIhGRn59PZVUV7dRsx6SMjAxGjBihMxQi4qm5c+fqrHYMGz16NPn5+ezatcvvKCJRQc22iEREcCigmu3Yddxxx/Hpp59SUVHhdxQRSQBff/01q1evVrMdw4477jicczpQK1JDzbaIRMTHH39Mq1atyMzK8juKNNOYMWPYs2cPCxYs8DuKiCQAXa8d+0aPHk1SUhIffvih31FEooKabRGJiLlz59K+Xbtv3gNIYsrYsWMB+OCDD3xOIiKJYO7cuaSlpXHkkUf6HUWaKScnhyOPPFJ1Q6SGmm0RCbstW7ZQVFSkIeQx7rDDDqNfv37aaRIRT8ydO5dRo0bRqlUrv6NIC4wdO5ZPPvmE/fv3+x1FxHdqtkUk7D766CMA2rVv73MSaamxY8fy4Ycf4pzzO4qIxLG9e/fy+eefc/zxx/sdRVpo7NixlJeX8/nnn/sdRcR3arZFJOzmzJlDWloabdu29TuKtNCYMWPYsmULBQUFfkcRkTgWPBN64okn+h1FWuiEE04AdAmSCKjZFpEIeP/99xk9ejTJSfoTE+t03baIeOH999/HzA40ahK7unTpQl5enuqGCGq2RSTMdu7cyZdffqmzE3EiNzeXzp07a2ZZEYmoOXPmMGLECI2IihNjx47lo48+orq62u8oIr5Ssy0iYRUsrmq244OZMXbsWJ2hEJGI2bdvH3PnzlXdiCNjx45l+/btLFmyxO8oIr5Ssy0iYfX++++TmprK6NGj/Y4iYTJmzBhKSkpYu3at31FEJA7Nnz+f8vJyxo0b53cUCZMxY8YAugRJRM22iITVnDlzOProo8nMzPQ7ioSJrtsWkUiaM2cO8N+/NRL7+vbty2GHHaa6IQlPzbaIhE1ZWRnz58/XUMA4M3z4cFq3bs17773ndxQRiUNz5sxh6NChdOzY0e8oEiZmxoknnsh7772nW0dKQlOzLSJh8/HHH1NZWalmO86kpKQwfvx43n33Xb+jiEicqaio4KOPPlLdiEMnnXQSGzZsYOnSpX5HEfGNmm0RCZvZs2eTnJzM8ccf73cUCbOTTjqJlStXUlJS4ncUEYkjn3/+OWVlZbpeOw6ddNJJADpQKwlNzbaIhM3MmTM59thjycnJ8TuKhJl2mkQkEmbOnImZMWHCBL+jSJj16dOHPn36qG5IQlOzLSJhsX37dubPn8/JJ5/sdxSJgMGDB9O1a1ftNIlIWM2YMYMjjzxS12vHqZNOOonZs2dTWVnpdxQRX6jZFpGwmDVrFtXV1Xz729/2O4pEQPDM06xZszTZjYiERWlpKXPnzlXdiGMnnXQSO3fu5IsvvvA7iogv1GyLSFjMnDmTnJwcjj32WL+jSIRMmDCBjRs3kp+f73cUEYkD77//PhUVFRoRFce+9a1vAboESRKXmm0RCYsZM2Ywfvx4UlNT/Y4iEaLrtkUknGbMmEF6ejpjxozxO4pESJcuXRg6dKjqhiQsNdsi0mLFxcWsWLFCQwHjXO/evenbty8zZ870O4qIxIEZM2YwZswY0tPT/Y4iEXTSSSfx0UcfsXfvXr+jiHhOzbaItNiMGTMANBQwAUycOJFZs2axb98+v6OISAxbt24d+fn5qhsJYOLEiZSXlzNnzhy/o4h4Ts22iLTYjBkz6NatGwMHDvQ7ikTYaaedxp49e3j//ff9jiIiMSw4QkYjouLfiSeeSHp6Om+88YbfUUQ8p2ZbRFqkoqKCGTNmcOqpp2JmfseRCPvWt75FWloab775pt9RRCSGvfnmm3Tu3JkRI0b4HUUiLCMjgwkTJqhuSEJSsy0iLfLRRx+xc+dOzjzzTL+jiAeysrI48cQTdYZCRJqtsrKSt956i9NPP52kJO2KJoLTTjuN5cuXU1RU5HcUEU/pL5yItMjrr79OamqqrrtLIKeffjrLli1j5cqVfkcRkRj08ccfs2PHDh2kTSCnn346gM5uS8JRsy0iLfLaa68xfvx4cnJy/I4iHjnttNMA7TSJSPO89tprOkibYPr27UteXp5GRUnCUbMtIs22YsUKCgoKOOOMM/yOIh7Kzc2lX79+arZFpFlee+01xo0bR+vWrf2OIh46/fTTmT17Nnv27PE7iohn1GyLSLO9/vrrABoKmGDMjNNPP513331XO00iEpKVK1eydOlS1Y0EdPrpp7Nv374DM9GLJAI12yLSbK+99hoDBgygX79+fkcRj02aNIny8nLefvttv6OISAwJHqTViKjEc+KJJ9KmTRteeuklv6OIeEbNtog0y65du5gzZ47OTiSocePG0b59e1588UW/o4hIDHn11VfJy8sjNzfX7yjisVatWnHmmWfyyiuvUFlZ6XccEU943mybWQ8zm25mO81sl5m9aGY9m7juH8zsHTPbambOzH4Q4bgi0oDXXnuN/fv3c8455/gdRXyQmprKWWedxWuvvUZFRYXfccQDqt/SUlu3bmXWrFmqGwnsO9/5Dlu3buWDDz7wO4qIJzxtts0sE5gFDAS+D1wC5ALvmVlWEzbxYyADeC1iIUWkSaZPn063bt0YPXq031HEJ+eccw47duxg9uzZfkeRCFP9lnB45ZVXqKqq4txzz/U7ivhk4sSJpKen85///MfvKCKe8PrM9lVAX+B/nHMvOedeBs4GegHXNGH9Ns65scDvIphRRBpRWlrKm2++yTnnnENSkq5GSVQnn3wyWVlZGkqeGFS/pcWmT59Or169GDlypN9RxCdZWVmceuqp/Oc//8E553cckYjzei/5bOAT59zy4ALnXDHwETCpsZWdc9URzCYiTfTGG29QXl7Oeeed53cU8VFGRgYTJ07k5Zdfprpaf57jnOq3tMiOHTuYMWMG5513Hmbmdxzx0Xe+8x3Wrl3L/Pnz/Y4iEnFeN9tDgMX1LM8HBnucRUSaafr06XTu3JkxY8b4HUV8ds4557B+/Xrmzp3rdxSJLNVvaZFXX32ViooKHaQVzjrrLJKTk3nhhRf8jiIScV432+2B7fUs3wa0i8QbmtnVZjbfzOZv3rw5Em8hklD27NnD66+/zjnnnENycrLfccRnZ511FhkZGUydOtXvKBJZntZv1e74M336dLp3784xxxzjdxTxWfv27TnllFOYNm2aRkVJ3PPjYsv6LtCI2Hgi59yjzrlRzrlRnTp1itTbiCSM119/nT179ujshACQk5PD2WefzXPPPadZyeOfZ/VbtTu+7Nixg7fffptzzz1X83wIAJMnT2b16tV89NFHfkcRiSiv/+JtJ3B0vK521H/EXESizJQpU+jWrRvjx4/3O4pEicmTJ7NlyxZmzJjhdxSJHNVvabbnn3+effv2MXnyZL+jSJSYNGkSmZmZGhUlcc/rZjufwHVfdQ0GlnicRURCtHnzZt58800mT56sIeRywKmnnkr79u155pln/I4ikaP6Lc02ZcoUBg4cyKhRo/yOIlEiOzubSZMm8dxzz7F//36/44hEjNfN9ivAaDPrG1xgZr2BE2qeE5Eo9u9//5vKykouueQSv6NIFGnVqhXf/e53eemllygrK/M7jkSG6rc0S3FxMR988AGXXHKJZiGXb5g8eTLbtm3jnXfe8TuKSMR43Ww/BpQAL5vZJDM7G3gZWAM8EnyRmfUys0ozu632ymZ2opmdB0ysWTTKzM6rWSYiEfb//t//Y8SIERxxxBF+R5Eoc9FFF7Fnzx5eeuklv6NIZKh+S7P861//AuDiiy/2OYlEm1NOOYUOHToc+DciEo88bbadc2XABKAQmAI8AxQDE5xzpbVeakByPfnuAJ4HHqj57+tr/vv5CMYWEaCgoIB58+bprLbUa8yYMfTp04cnn3zS7ygSAarf0hzOOaZMmcL48ePp2bOn33EkyqSmpnLhhRfy0ksvsW3bNr/jiESE51NCOudWO+fOdc61ds7lOOf+xzlXUuc1Jc45c87dXmf5+JrlBz28/Awiieif//wnSUlJXHjhhX5HkSiUlJTEFVdcwaxZs1i+fLnfcSQCVL8lVHPnzqWoqEgHaaVBV111Ffv27WPKlCl+RxGJCN1/QUQatX//fp588knOPPNMDjvsML/jSJS67LLLSE5O5vHHH/c7iohEgYcffpicnBzOP/98v6NIlBo2bBjHHHMMjz76KM7Vd3dBkdimZltEGvXiiy+yadMmfvjDH/odRaJYt27dOPPMM3nqqac0u6xIgtu6dSvPPfccl1xyCdnZ2X7HkSh29dVXs2TJEubOnet3FJGwU7MtIo166KGH6Nu3L6eccorfUSTKXXXVVWzatIlXX33V7ygi4qOnnnqKffv26SCtNOqCCy4gOzubRx991O8oImGnZltEDik/P5/333+fa665hqQk/cmQQ5s4cSLdu3fn4Ycf9juKiPikurqahx9+mDFjxjB06FC/40iUy87OZvLkyTz33HOaKE3ijvacReSQHn74YVq1asVll13mdxSJAcnJyVx33XXMnDmTRYsW+R1HRHwwc+ZMVqxYobPa0mTXX389e/fu5ZFHHmn8xSIxRM22iDRox44dPP3005x//vl06tTJ7zgSI6655hoyMzP561//6ncUEfHBfffdR+fOnTn33HP9jiIx4ogjjuDkk0/mgQce0JwfElfUbItIgx5++GFKS0v55S9/6XcUiSHt27fnsssu45lnnmHDhg1+xxERDy1atIg333yTH//4x6SlpfkdR2LIL37xC9avX8+zzz7rdxSRsFGzLSL12v/006z+v//j7iOOYHh+Pkyd6nckiSE//elPqaio4MEHH/Q7ioh46C9/+QuZmZlcd911fkeRGHPKKacwZMgQ7rnnHt0GTOKGmm0RqdeGv/6V03bu5IqsLJg2LfAQaaL+/fszadIkHnroIUpLS/2OIyIeWLNmDVOnTuXKK6+kffv2fseRGGNm/PznP+err75ixowZfscRCQs12yJykMrKSpYvX06b1q3p2LGj33EkRt14441s27ZNZ7dFEsSf//xnnHP87Gc/8zuKxKjJkyfTvXt37rjjDp3dlrigZltEDjJlyhTK9uwhLy8P8zuMxKxjjz2W008/nT//+c/s2rXL7zgiEkFr167lkUce4Qc/+AG9e/f2O47EqLS0NG6++WY+/vhj3nnnHb/jiLSYmm0R+Yb9+/dz55130rZNG7p07ep3HIlxd9xxB9u2beP+++/3O4qIRNBdd92Fc45bb73V7ygS4y6//HJ69uzJbbfdprPbEvPUbIvINzz11FOUlJQwYMAAndWWFhs1ahRnnXUW99xzDzt27PA7johEQElJCU888QRXXnklvXr18juOxLhWrVpxyy238Nlnn/HGG2/4HUekRdRsi8gBu3fv5vbbb+f444+nU+fOfseROHHHHXewc+dO/vCHP/gdRUQi4KabbiI5OZmbbrrJ7ygSJy5LS+MnnTsz55prqJoyRXdEkZilZltEDrj77rvZsGED9957r85qS9gceeSR/OAHP+C+++6jqKjI7zgiEkYff/wx06ZN41e/+hXdu3f3O47EiZTnn+d/e/Zk7Ndfs/pPf9IdUSRmqdkWEQCKi4u59957ufjiizn22GP9jiNx5g9/+ANpaWn84he/8DuKiIRJdXU1P/3pT+nWrRu//vWv/Y4jcaZr16507NCBZcuWsX//fr/jiDSLmm0ROXCrlqSkJO6++26/40gc6tq1K7feeiuvvvoqb7/9tt9xRCQMnnrqKebNm8fdd99Ndna233EkzhgwZMgQKisqWFZY6HcckWZRsy0ivPDCC7z88svcfvvtGgYoEfOTn/yE3NxcfvjDH1JaWup3HBFpgfXr1/PLX/6SsWPHcvHFF/sdR+JU69at6dW7NyUlJXz88cd+xxEJmZptkQS3fft2fvSjH3HkkUfy85//3O84EsfS0tJ44oknKCkp4Te/+Y3fcUSkBW644Qb27t3LY489RlKSdiclcga3bk2f1FRePO889j/9tCZLk5iiv44iCe6GG25gy5YtPPHEE6SkpPgdR+Lc2LFjueGGG3jwwQeZM2eO33FEpBmee+45pk+fzm233caAAQP8jiNxLnnDBnKzsjhx/XqW//73mixNYoqabZEENmXKFP71r39x6623cuSRR/odRxLEXXfdRb9+/fjBD37A9u3b/Y4jIiEoKSnh6quvZvTo0fzqV7/yO44kiLRWrejVsycrV6xgy9atfscRaTI12yIJavny5Vx33XWMGzeOW265xe84kkCysrJ45pln+Prrr7n00kuprq72O5KINEFlZSUXXXQRzjmmTp1Kamqq35EkgQwePJisrCy++Pxz1q9f73cckSZRsy2SgHbv3s13vvMdUlNT+de//kVycrLfkSTBHHvssdxzzz289tpr/PnPf/Y7jog0wc9+9jPmzp3Lo48+Sp8+ffyOIwkmJSWFUaNGUVlZyfe+9z0qKyv9jiTSKDXbIgmmurqaiy++mKVLl/L888/To0cPvyNJgvrRj37Ed7/7XW666SZeffVVv+OIyCE8+uijPPjgg/ziF7/gggsu8DuOJKicnByGDRvG+++/zw033IBzzu9IIoekZlskgTjn+MUvfsErr7zCfffdx0knneR3JElgZsaTTz7JkUceyQUXXMCnn37qdyQRqcdbb73F9ddfz8SJE/njH//odxxJcN27d+eXv/wlDz30EP/3f//ndxyRQ1KzLZJAfve733Hfffdxww03cP311/sdR4Ts7Gxef/11unbtyplnnklBQYHfkUSklg8//JBzzjmHoUOH8uyzz+qyI4kKf/zjH7nwwgu56aabePrpp/2OI9IgNdsiCcA5x913381vf/tbvv/97/PXv/4VM/M7lggAXbp04a233iIpKYnx48ezePFivyOJCIFG+4wzzqBHjx68/fbbtGnTxu9IIgAkJSXx1FNP8e1vf5vLL7+cxx9/3O9IIvVSsy0S55xz/OpXv+Kmm27ioosu4vHHHycpSf/rS3TJy8tjzpw5JCcnM378eD7//HO/I4kktDfeeINTTjmFrl27MnPmTDp37ux3JJFvSEtL45VXXuHUU0/lqquu4oEHHvA7kshBtMctEsf27NnDJZdcwj333MOPfvQjpkyZQkpKit+xROo1cOBA3n//fbKyshg3bhzTp0/3O5JIwnHO8eijjzJp0iQGDRrEhx9+qIk0JWplZGTw0ksvMWnSJG644QZ+/OMfa5ZyiSpqtkXi1MqVKzn++OOZOnUqd911F/fff7/OaEvU69evH59++inDhw/nu9/9Lrfeeqt2nEQ8Ul5ezpVXXsk111zDt7/9bd577z06derkdyyRQ0pLS2P69On8/Oc/58EHH2TixIls3LjR71gigJptkbjjnDsww/Pq1at5/fXXuemmm3SNtsSMrl278t5773HZZZfx+9//nrFjx7J8+XK/Y4nEtfnz53P00Ufz5JNPcuutt/Laa6/RunVrv2OJNElKSgr33HMPTz75JB9++CFHHHEEr7zyit+xRNRsi8STwsJCTjvtNK644gqOPPJIPv/8c0477TS/Y4mELC0tjSeffJJnn32WgoIChg8fzh/+8AfKy8v9jiYSV3bv3s2NN97I6NGj2bZtG2+88QZ33nmnZh2XmHRZWhrL77yTKzIzeXbSJB447jjWrl3rdyxJYGq2ReLApk2b+OlPf8qQIUP46KOPePDBB5k1axZ9+vTxO5pIi1xwwQUsWrSIiRMncvPNNzN06FCmTp1KVVWV39FEYtr+/ft59NFHyc3N5Y9//COXXnop+fn5OkArsW3aNLp/8AF3DRnCb/Py6PvZZwwYMIDf/va3bN++3e90koDUbIvEsBUrVnDdddfRq1cvHnjgAa644gqWL1/O9ddfr+uzJW50796dF154gXfeeYf09HQmT57MoEGDePLJJ9mzZ4/f8URiyq5du7j33nvp168f11xzDf379+fTTz/lySefpG3btn7HEwmLpKQkBuTl8a3x4znttNO488476dWrFzfffLPOdIunPN8bN7MeZjbdzHaa2S4ze9HMejZx3XQz+7OZrTezvWY218zGRTqzSDTZvXs3Tz/9NN/61rfo378/TzzxBBdffDFLlizh4YcfpkuXLn5HFImIk08+ma+++orp06eTlZXFFVdcQbdu3bj++uuZO3cu1dXVfkeMa6rfsauqqoqZM2dy6aWXcthhh/GLX/yC/v3788Ybb/DBBx9wzDHH+B1RJCIyMzOZPn06CxYsYOLEidx999306tWLs846ixdffFEHbCXiPL0HkJllArOAfcD3AQf8HnjPzIY558oa2cQTwBnAr4CVwPXA22Z2nHNuQcSCi/iourqaZcuWMWPGDN544w1mz57Nvn376N+/P3feeeeBhkMkESQlJXHuuedyzjnn8MEHH/DYY4/xxBNP8I9//IPDDjuMSZMmccoppzBmzBjNohxGqt+xZ+PGjbz33nu88cYbvPXWW2zevJk2bdpw8cUXc+WVV3L00Uf7HVHEM8OHD+e5555j5cqVPPHEEzz11FO89tprZGRkcOqpp3LGGWcwbtw4cnNzNaGshJXXZ7avAvoC/+Oce8k59zJwNtALuOZQK5rZcOAi4GfOucecc+8C5wOrgTsjG1vEG/v27SM/P58XXniB3/72t0ycOJEOHTowePBgfvKTn1BSUsJ1113Hhx9+SGFhIbfeemvEG+1lhYVRsY1wvn8oeVqavbnr116vOds41Dp+/z7CwcwYN24cU6ZMYcOGDfzrX//ihBNOYMqUKZxzzjl07tyZwYMHc9lll/HXv/6VmTNnsnHjRpxzfkePVarfUaq6uppVq1bx9ttv89e//pULL7yQPn360LVrVy688ELeeOMNTjnlFP7973+zfv16HnnkETXaCSAeanfdDOGo3X379uWuu+5i9erVvPvuu1xxxRXMnz+fq666igEDBnDYYYdxzjnncMcdd3DBBRewfPnykOYIuf322+v9PhQNrdfc7Ym/PD2zTaAwf+KcO3APF+dcsZl9BEwC7m1k3Qrg37XWrTSzZ4EbzSzNObcvQrlFmsU5R1lZGTt37vzGY/v27WzYsIF169YdeKxevZqSkpIDQ2GTkpIYOnQo559/PqNHj+bEE0+kb9++nn+GwsJCBuTl+b6NcL5/KHlamr256xcWFjKgc+dmb+NQ6/j9+wi3tm3bMnnyZCZPnsy+ffv4/PPPef/99/nggw948803efrppw+8Nisri969e9O7d2969epF165d6dix4zcebdq0ISsri6ysLNLS0nSWI0D120Pl5eUH1Y2dO3eyadOmAzXj66+/5uuvv2bFihXs3bv3wLo9e/bk2GOP5cc//jEnnHACo0aN0sziCSgeaveBDM2ohY29NiUlhQkTJjBhwgTuv/9+li1bxgcffMD7779PpxkzKPzPf0gGbnvuOZKTkvioV68DtePwww8/qG60b9+erKws7rjjDm677TaSkpK44447mtUgN7Rec7cn/vK62R4CvFzP8nzgu01Yt9g5V/fiinygFdC/5vuI+8Mf/sDKlSsP/Hd9Z0rqLmvOayK1XS9fE+35mvKa+taprq5m//797N+/n3379h30ffDr3r17D3lEND09nW7dutGtWzeOPvpoLr74YgYOHMjAgQPJy8sjKyurwXVF5GBpaWkcf/zxHH/88dx4441AYLb+RYsWsXjxYkpKSg48Pv7440Znp01KSjrQeAeb79TUVFq1anXg66mnnnrgveJYzNfvWbNm8cwzz+Cc+8YDOGhZY4/mrlNZWVlvraj9tby8nP379zf4OZKSkujatSvdunWjb9++nHLKKQfqxsCBA3X5hEiIzOzA/z9XXXUVnHUWlVVVvPnmmwwfNow9e/bwu2OOoaSkhLfeeouNGzceco6Q5ORkMjIyAOjVqxfp6emkpqaSkpJCamrqN76v/TUpKenAwd3zzjsPM/vGA+Ciiy468H3d5+u+NhoPFEdTJjPjsccei/z7eDmkzsz2A/c6526ss/z3wI3OuQabfzN7B2jtnBtdZ/m3gRnAOOfcB/WsdzVwNUDPnj1Hrlq1qsWf46yzzuLLL7+s+z71ZW7xayK1XS9fE+35mvKa+v67VatWpKWl0apVqwa/z8jIoE2bNrRp04a2bdse+L5NmzYcdthhtG3bNqr+8ATdfvvtFN5xx0HL83772yYfVQ3HNlqivvc/Hvi4CXlamr2569dd7/iar7UzH2obh3pfwNffR7Tav38/27ZtY8uWLWzZsoXNmzeza9cuysrKKCsrY8+ePQe+LysrO3BgLfioqKjg5JNP5pZbbglLHjP73Dk3KiwbCyOv63ckavfTTz/NLbfccsgd01AezVknOTn5QH1o6Gt6ejqtW7f+Rr0IPjp37kznzp11plrqFQ+1u74MTa2FXn3+6upqduzYcaBuPPDAAzz77LOH3O6gQYPIzc2loqKCysrKg76uXbuWjRs3HrReZmZmvZO4tWvXjnbt2h3yYGC0icZM4ZyZvqH67UezfY9z7jd1lt8F/G8jxXoGkO2cO67O8pOBd2ig2a5t1KhRbv78+c3OL5KIzKzFfyDDsY1wvn8oeVqavbnr116vOds41Dp+/z6kYVHebPtSv1W7RUIXD7W7bgYva3dzt9HS2n2o9aLh9yENa6h+ez1B2nagfT3L29U8dyjbDrFu8HkREREJP9VvERGREHndbOcTuHarrsHAkias28cCtx+pu+5+YPnBq4hIS/22Zgiy39sI5/uHkqel2Zu7fu31mrONQ63j9+9DYpLqt0gMiYfaXTeDl7W7udtoae0+1HrR8PuQ0Hk9jPynwF+APOfcypplvYEiAtd83XOIdUcAXwI/cM79s2ZZCrAIWO6cO6ux99dQNBERiWZRPIz8p/hUv1W7RUQk2kXLMPLHgBLgZTObZGZnE5jddA3wSPBFZtbLzCrN7LbgMufcAgK3DbnPzK40s5OAZ4E+gA71iIiIRI7qt4iISIg8bbadc2XABKAQmAI8AxQDE5xzpbVeakByPfkuA54Cfg+8DvQAJjrnvohwdBERkYSl+i0iIhI6r++zjXNuNXBuI68pIVCw6y7fC/y85iEiIiIeUf0WEREJjdfDyEVERERERETinpptERERERERkTBTsy0iIiIiIiISZmq2RURERERERMJMzbaIiIiIiIhImKnZFhEREREREQkzNdsiIiIiIiIiYaZmW0RERERERCTM1GyLiIiIiIiIhJmabREREREREZEwU7MtIiIiIiIiEmbmnPM7g2fMbDOwKkyb6whsCdO2YlWi/wwS/fODfgagnwHoZxDOz9/LOdcpTNuKC6rdYaefgX4Gif75QT8D0M8APKjfCdVsh5OZzXfOjfI7h58S/WeQ6J8f9DMA/QxAP4NE//yxRL8r/QxAP4NE//ygnwHoZwDe/Aw0jFxEREREREQkzNRsi4iIiIiIiISZmu3me9TvAFEg0X8Gif75QT8D0M8A9DNI9M8fS/S70s8A9DNI9M8P+hmAfgbgwc9A12yLiIiIiIiIhJnObIuIiIiIiIiEmZptERERERERkTBTs91CZpZnZn8zs6/MrNTM1pvZK2Y23O9sXjKzn5vZqzWf35nZ7X5nigQz62Fm081sp5ntMrMXzayn37m8ZGbdzewBM5trZntqft+9/c7lFTM7z8xeMLNVZrbXzJaZ2d1mluN3Nq+Y2almNsvMNpjZPjNba2bPmdlgv7P5xczeqvl/4fd+Z5HGqXYHJErtBtVv1W7VbtXug3lRu9Vst9wpwLeAfwJnAdcBnYBPzWykn8E8dhXQGXjJ5xwRY2aZwCxgIPB94BIgF3jPzLL8zOax/sD5wHbgA5+z+OGXQBVwEzAReAj4ITDDzBLlb2p74HPgRwT+Bv4GGAJ8Yma9/AzmBzO7EEioJi0OqHYHxH3tBtXvGqrdqt2q3bV4Vbs1QVoLmVlHYKur9YM0szZACfCqc+5Sv7J5ycySnHPVZpYCVAB3OOdu9zlWWJnZT4B7gQHOueU1y/oARcCvnXP3+pnPK8Hfdc33VwKPAX2ccyW+BvOImXVyzm2us+xSAjvtJznnZvmTzF9mNgAoAH7pnLvH7zxeMbO2BD73z4CpwF3OuVt8DSWNUu0OSITaDarfoNqt2l0/1e7I1+5EOZITMc65La7OEQvn3E6gEDjcn1TeC/4Bj3NnA58ECzWAc64Y+AiY5FsqjyXI77pBdYt1jXk1XxPm//l6bK35WuFrCu/9Cch3zk3zO4g0nWp3QAL9PU/4+p1Av+t6qXY3SLU7wtRsR4CZtQeGAkv9ziJhNQRYXM/yfCBhr3cRAE6s+ZpQ/8+bWbKZtTKzXOARYAPwrM+xPGNmY4BLCQxBlhin2h3XVL+lPqrdqt0Rl+LFmySgBwAD7vM5h4RXewLXOtW1DWjncRaJEmZ2OHAnMNM5N9/vPB77FAhe37ocmOCc2+RjHs+YWSqBnZS/OOeW+Z1HwkK1O36pfss3qHardntVu3Vmuw4z+3bNrHSNPWY3sP5vgIuAH9UerhRLWvoziHP1TXJgnqeQqGBm2cDLQCVwmc9x/HAJMJrA37xdBCaa6e1rIu/8L5AB3OV3EFHtBtXuJlD9FkC1G9VuT2u3zmwf7GNgUBNet6fuAjO7FvgDcItz7slwB/NQs38GcW47gaPjdbWj/iPmEsfMLB14BegLnOicW+tzJM8554JD7z41szcJTC51I3Ctb6E8UHO7oJuBK4E0M0ur9XRazcQru51zVX7kS1Cq3ardh6L6LYBqN6h243HtVrNdh3NuD4HZ6UJiZpcA/wDucc7F9JmO5v4MEkA+geu+6hoMLPE4i/ioZhjSC8AxwLedc4t8juQ759wOM1tO4PYy8a4vkA78q57nflnzOBJY4GGmhKbardrdCNVvUe2uh2r3ARGr3RpGHgZm9h3gKeBx59wv/c4jEfMKMNrM+gYX1Ay7OaHmOUkANffjfAY4CZjknPvE50hRwcy6ELiH7Qq/s3hgAYF7NNd9QKCIf4vAdXASxVS7E4rqd4JT7a6fanfka7fObLeQmY0DpgFfAU+b2ehaT+9zzn3pTzJvmdkooDf/PYAz2MzOq/n+jZoj7rHuMeBHwMtmdguB679+B6whMNlCwqj1uw1OsHGamW0GNjvn5vgUyyt/B75L4Hqfsjr/z69NhCFpZvYf4AsCf/d2AXkE7lVZCcT9fTqdczuA2XWXmxnAKufcQc9JdFHtDkiQ2g2q34BqN6rdqt0+1G6rc5tJCZGZ3Q78toGnVznnenuXxj9m9jTw/Qae7uOcK/EuTeTUXO/xV+BkAhOrvAv8NF4+X1OZWUN/OOY458Z7mcVrZlYC9Grg6Tucc7d7l8YfZva/wPlAP6AVgR3W2cDdifb/Qm01/1/c5Zy7xe8scmiq3QGJUrtB9RtUu1HtVu2uR6Rrt5ptERERERERkTDTNdsiIiIiIiIiYaZmW0RERERERCTM1GyLiIiIiIiIhJmabREREREREZEwU7MtIiIiIiIiEmZqtkVERERERETCTM22iDSZmT1nZtvMrGud5clmNt/Miswsw698IiIi8k2q3SL+UbMtIqH4EeCAf9RZ/kvgKOBK59xez1OJiIhIQ1S7RXyiZltEmsw5twn4GfAdM/sugJnlAbcDjzjn5vgYT0REROpQ7Rbxjznn/M4gIjHGzN4kcDR8KPAi0AsY6pzb5WswERERqZdqt4j31GyLSMjMrCeQD2wC+gJnOOfe8DeViIiINES1W8R7GkYuIiFzzq0GHiRQrF9UsRYREYluqt0i3tOZbREJmZm1BpYA3YC1wBDn3G5/U4mIiEhDVLtFvKcz2yLSHH8G2gFnAJ2Bu/2NIyIiIo1Q7RbxmJptEQmJmZ0IXAXc4px7E/g9cJ2ZHe9vMhEREamPareIPzSMXESazMwygK+AbcBxzrlqM0sFPgdSgBHOuf1+ZhQREZH/Uu0W8Y/ObItIKO4kcKuQK51z1QDOuQrgCmAAcLOP2URERORgqt0iPlGzLSJNYmajgJ8B/+ecW1T7OefcPOBvwI1mNsSPfCIiIvJNqt0i/tIwchEREREREZEw05ltERERERERkTBTsy0iIiIiIiISZmq2RURERERERMJMzbaIiIiIiIhImKnZFhEREREREQkzNdsiIiIiIiIiYaZmW0RERERERCTM1GyLiIiIiIiIhNn/B2IDzpMAxkL9AAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 1008x504 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X_small=np.random.randn(10)*0.5+2 # this is our observed data, with ( mean=2 , sd=0.5 )\n",
     "\n",
@@ -2934,32 +1309,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fb3c5ded7c0>"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x504 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X=np.random.randn(800)*0.5+2\n",
     "fig = plt.figure(figsize = (10,7)) \n",
@@ -2981,37 +1333,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Highest likelihood is for \\mu and \\sigma : 2.0 0.5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_128874/1821976447.py:30: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6.  This is consistent with other Axes classes.\n",
-      "  ax = Axes3D(fig)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import math\n",
     "\n",
@@ -3062,3399 +1386,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.plotly.v1+json": {
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-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import plotly.graph_objects as go\n",
     "\n",
@@ -6545,41 +1479,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                            OLS Regression Results                            \n",
-      "==============================================================================\n",
-      "Dep. Variable:                 height   R-squared:                       0.665\n",
-      "Model:                            OLS   Adj. R-squared:                  0.657\n",
-      "Method:                 Least Squares   F-statistic:                     89.30\n",
-      "Date:                Wed, 31 May 2023   Prob (F-statistic):           2.97e-12\n",
-      "Time:                        09:47:26   Log-Likelihood:                -142.98\n",
-      "No. Observations:                  47   AIC:                             290.0\n",
-      "Df Residuals:                      45   BIC:                             293.7\n",
-      "Df Model:                           1                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================\n",
-      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
-      "------------------------------------------------------------------------------\n",
-      "Intercept     72.8975     10.550      6.910      0.000      51.648      94.147\n",
-      "shoe_size      2.4324      0.257      9.450      0.000       1.914       2.951\n",
-      "==============================================================================\n",
-      "Omnibus:                        4.355   Durbin-Watson:                   1.801\n",
-      "Prob(Omnibus):                  0.113   Jarque-Bera (JB):                3.610\n",
-      "Skew:                          -0.675   Prob(JB):                        0.164\n",
-      "Kurtosis:                       3.137   Cond. No.                         573.\n",
-      "==============================================================================\n",
-      "\n",
-      "Notes:\n",
-      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import statsmodels\n",
     "import statsmodels.api as sm\n",
@@ -6602,44 +1504,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                            OLS Regression Results                            \n",
-      "==============================================================================\n",
-      "Dep. Variable:                 height   R-squared:                       0.707\n",
-      "Model:                            OLS   Adj. R-squared:                  0.693\n",
-      "Method:                 Least Squares   F-statistic:                     52.97\n",
-      "Date:                Wed, 31 May 2023   Prob (F-statistic):           1.93e-12\n",
-      "Time:                        09:47:45   Log-Likelihood:                -139.86\n",
-      "No. Observations:                  47   AIC:                             285.7\n",
-      "Df Residuals:                      44   BIC:                             291.3\n",
-      "Df Model:                           2                                         \n",
-      "Covariance Type:            nonrobust                                         \n",
-      "==============================================================================\n",
-      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
-      "------------------------------------------------------------------------------\n",
-      "Intercept     31.5602     19.324      1.633      0.110      -7.385      70.505\n",
-      "shoe_size      2.3401      0.246      9.498      0.000       1.844       2.837\n",
-      "height_M       0.2742      0.110      2.499      0.016       0.053       0.495\n",
-      "==============================================================================\n",
-      "Omnibus:                        5.454   Durbin-Watson:                   2.103\n",
-      "Prob(Omnibus):                  0.065   Jarque-Bera (JB):                4.730\n",
-      "Skew:                          -0.773   Prob(JB):                       0.0940\n",
-      "Kurtosis:                       3.165   Cond. No.                     4.58e+03\n",
-      "==============================================================================\n",
-      "\n",
-      "Notes:\n",
-      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
-      "[2] The condition number is large, 4.58e+03. This might indicate that there are\n",
-      "strong multicollinearity or other numerical problems.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "model2 = smf.ols(formula='height ~ shoe_size + height_M', data=df)\n",
     "\n",
@@ -6652,18 +1519,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "loglikelihood model shoe_size: -142.9798088236663\n",
-      "loglikelihood model shoe_size + mother height: -139.86193117610588\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print('loglikelihood model shoe_size:', results_model1.llf )\n",
     "print('loglikelihood model shoe_size + mother height:',results_model2.llf)"
@@ -6678,18 +1536,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The LRT statistics is  6.235755295120839\n",
-      "The associated pvalue to that difference of Log likelihood is 0.012519618597419568\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "LRT=2*(results_model2.llf - results_model1.llf)\n",
     "print('The LRT statistics is ',LRT)\n",
@@ -6748,7 +1597,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [