From baa2211c69fa30d7ba312cf2d85d7f6945fdb409 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Michal=20Bel=C3=A1k?= Date: Wed, 15 Nov 2023 13:34:46 +0100 Subject: [PATCH] format with black --- examples/report-example.ipynb | 7480 ++++++++++----------------------- 1 file changed, 2219 insertions(+), 5261 deletions(-) diff --git a/examples/report-example.ipynb b/examples/report-example.ipynb index 907b472..49c633b 100644 --- a/examples/report-example.ipynb +++ b/examples/report-example.ipynb @@ -256,43 +256,41 @@ { "data": { "text/markdown": [ - " * [Overview](#9fd070b6-6899-4a76-8499-9c44e20d456f)\n", + " * [Overview](#a4610f67-fe53-4c42-8c92-0eb8273136dd)\n", "\n", - "\t * [Quick Info](#28d1f495-eaf8-4165-a3ee-c9ade8e4070c)\n", + "\t * [Quick Info](#1b617542-4d89-45cb-843e-6bb5a6bf2c8c)\n", "\n", - "\t * [Data Types](#0cd84638-d305-40e9-8aae-270fc52a2ba2)\n", + "\t * [Data Types](#ea6d7a2f-15cb-4f38-bd93-9b893f35dbc9)\n", "\n", - "\t * [Data Preview](#944b6e15-bd34-4e36-9313-6de13d159b7e)\n", + "\t * [Data Preview](#7a1249e0-9b50-4eec-82c5-c557c86d36b5)\n", "\n", - "\t * [Missing Values](#ab70006b-089f-4af5-b1a6-a28aac81655b)\n", + "\t * [Missing Values](#dab571b4-640d-4092-9ff6-b92bc8d338a7)\n", "\n", - "\t * [Rows With Missing Value](#70890a15-4f3a-4141-b982-b030636e0545)\n", + "\t * [Rows With Missing Value](#b72300c0-07f1-46fd-841b-fd46c139fb02)\n", "\n", - "\t * [Constant Occurrence](#0851e056-ce79-4ec4-b10d-21ab52a44ad3)\n", + "\t * [Constant Occurrence](#72d97bd0-eb73-4a8f-b436-5c59bf50b3c5)\n", "\n", - "\t * [Duplicate Rows](#16b92b7f-af77-49dc-9345-c449e4842b45)\n", + "\t * [Duplicate Rows](#81bd3a7e-0591-490d-bafa-8dea36f65425)\n", "\n", - " * [Univariate Analysis](#259220ee-e04d-48cf-ac21-85b4a5588542)\n", + " * [Univariate Analysis](#1a7b6d97-2f4b-4d11-aa56-0d8f1ec960e9)\n", "\n", - " * [Bivariate analysis](#f1575d8f-5d78-456d-b1d0-97eec39479bc)\n", + " * [Bivariate analysis](#f118b471-208b-4a12-8081-e5165ee2f98f)\n", "\n", - "\t * [Correlation Plot](#79fe4d80-c0dc-403d-ae65-bc0ddf9dabe5)\n", + "\t * [Correlation Plot](#3225b270-6ccb-4dfa-8e01-25cf9bb8e4d4)\n", "\n", - "\t * [Pairplot](#83ac8d2c-6a2f-4875-9a66-7e68849404d1)\n", + "\t * [Pairplot](#0e3f35af-b2fd-424b-a225-04b347b586b5)\n", "\n", - "\t * [Contingency table](#7246ee14-80d2-440d-af26-d7c79afa271b)\n", + "\t * [Contingency table](#a2e92c24-1f7d-48ec-b20e-e9da78a3d5cc)\n", "\n", - " * [Multivariate analysis](#fc3f00a1-7b9c-46dd-aab5-5a4e4ae36df5)\n", + " * [Multivariate analysis](#7a9cffde-0378-4b60-853f-7d9c5ceedc52)\n", "\n", - "\t * [Principal Component Analysis](#653da78a-bbfd-44cf-8a73-f262edbd235e)\n", + "\t * [Principal Component Analysis](#8f6ca0ca-c761-453c-b17f-249d08fd5315)\n", "\n", - "\t * [UMAP](#7d9c0397-fa2f-413e-8a27-8d3d39cb7ce1)\n", + "\t * [Parallel coordinates](#44940a64-9143-4e95-a040-bd266dfa5703)\n", "\n", - "\t * [Parallel coordinates](#d226643d-015c-402b-98cf-25f6d4d8f339)\n", + "\t * [Parallel categories](#656a7b2a-0d9d-436e-9d29-93884f9fbb3e)\n", "\n", - "\t * [Parallel categories](#b5d5fffe-bc77-4751-8298-54cdb24514fc)\n", - "\n", - " * [Group Analysis](#c3597863-3ae5-4d15-bb0c-4c90bdf3170c)\n" + " * [Group Analysis](#a3df7c34-99a5-483f-a874-219fcf979b86)\n" ], "text/plain": [ "" @@ -304,7 +302,7 @@ { "data": { "text/markdown": [ - "# Overview\n", + "# Overview\n", "---" ], "text/plain": [ @@ -317,7 +315,7 @@ { "data": { "text/markdown": [ - "## Quick Info" + "## Quick Info" ], "text/plain": [ "" @@ -390,7 +388,7 @@ { "data": { "text/markdown": [ - "## Data Types" + "## Data Types" ], "text/plain": [ "" @@ -404,67 +402,67 @@ "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
Column NameInferred Data TypeColumn NameInferred Data Type
PassengerIdnumericPassengerIdnumeric
SurvivedbooleanSurvivedboolean
PclasscategoricalPclasscategorical
NameuniqueNameunique
SexcategoricalSexcategorical
AgenumericAgenumeric
SibSpcategoricalSibSpcategorical
ParchcategoricalParchcategorical
TicketcategoricalTicketcategorical
FarenumericFarenumeric
CabincategoricalCabincategorical
EmbarkedcategoricalEmbarkedcategorical
\n" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -473,7 +471,7 @@ { "data": { "text/markdown": [ - "## Data Preview
" + "## Data Preview" ], "text/plain": [ "" @@ -830,98 +828,105 @@ " \n", " \n", " \n", - " 113\n", - " 114\n", + " 736\n", + " 737\n", " 0\n", " 3\n", - " Jussila, Miss. Katriina\n", + " Ford, Mrs. Edward (Margaret Ann Watson)\n", " female\n", - " 20.0\n", + " 48.0\n", " 1\n", - " 0\n", - " 4136\n", - " 9.8250\n", + " 3\n", + " W./C. 6608\n", + " 34.375\n", " NaN\n", " S\n", " \n", " \n", - " 131\n", - " 132\n", + " 819\n", + " 820\n", " 0\n", " 3\n", - " Coelho, Mr. Domingos Fernandeo\n", + " Skoog, Master. Karl Thorsten\n", " male\n", - " 20.0\n", - " 0\n", - " 0\n", - " SOTON/O.Q. 3101307\n", - " 7.0500\n", + " 10.0\n", + " 3\n", + " 2\n", + " 347088\n", + " 27.900\n", " NaN\n", " S\n", " \n", " \n", - " 824\n", - " 825\n", + " 564\n", + " 565\n", " 0\n", " 3\n", - " Panula, Master. Urho Abraham\n", - " male\n", - " 2.0\n", - " 4\n", - " 1\n", - " 3101295\n", - " 39.6875\n", + " Meanwell, Miss. (Marion Ogden)\n", + " female\n", " NaN\n", - " S\n", - " \n", - " \n", - " 86\n", - " 87\n", " 0\n", - " 3\n", - " Ford, Mr. William Neal\n", - " male\n", - " 16.0\n", - " 1\n", - " 3\n", - " W./C. 6608\n", - " 34.3750\n", + " 0\n", + " SOTON/O.Q. 392087\n", + " 8.050\n", " NaN\n", " S\n", " \n", " \n", - " 241\n", - " 242\n", + " 556\n", + " 557\n", " 1\n", - " 3\n", - " Murphy, Miss. Katherine \"Kate\"\n", + " 1\n", + " Duff Gordon, Lady. (Lucille Christiana Sutherl...\n", " female\n", - " NaN\n", + " 48.0\n", " 1\n", " 0\n", - " 367230\n", - " 15.5000\n", + " 11755\n", + " 39.600\n", + " A16\n", + " C\n", + " \n", + " \n", + " 406\n", + " 407\n", + " 0\n", + " 3\n", + " Widegren, Mr. Carl/Charles Peter\n", + " male\n", + " 51.0\n", + " 0\n", + " 0\n", + " 347064\n", + " 7.750\n", " NaN\n", - " Q\n", + " S\n", " \n", " \n", "\n", "" ], "text/plain": [ - " PassengerId Survived Pclass Name Sex \\\n", - "113 114 0 3 Jussila, Miss. Katriina female \n", - "131 132 0 3 Coelho, Mr. Domingos Fernandeo male \n", - "824 825 0 3 Panula, Master. Urho Abraham male \n", - "86 87 0 3 Ford, Mr. William Neal male \n", - "241 242 1 3 Murphy, Miss. Katherine \"Kate\" female \n", + " PassengerId Survived Pclass \\\n", + "736 737 0 3 \n", + "819 820 0 3 \n", + "564 565 0 3 \n", + "556 557 1 1 \n", + "406 407 0 3 \n", "\n", - " Age SibSp Parch Ticket Fare Cabin Embarked \n", - "113 20.0 1 0 4136 9.8250 NaN S \n", - "131 20.0 0 0 SOTON/O.Q. 3101307 7.0500 NaN S \n", - "824 2.0 4 1 3101295 39.6875 NaN S \n", - "86 16.0 1 3 W./C. 6608 34.3750 NaN S \n", - "241 NaN 1 0 367230 15.5000 NaN Q " + " Name Sex Age SibSp \\\n", + "736 Ford, Mrs. Edward (Margaret Ann Watson) female 48.0 1 \n", + "819 Skoog, Master. Karl Thorsten male 10.0 3 \n", + "564 Meanwell, Miss. (Marion Ogden) female NaN 0 \n", + "556 Duff Gordon, Lady. (Lucille Christiana Sutherl... female 48.0 1 \n", + "406 Widegren, Mr. Carl/Charles Peter male 51.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "736 3 W./C. 6608 34.375 NaN S \n", + "819 2 347088 27.900 NaN S \n", + "564 0 SOTON/O.Q. 392087 8.050 NaN S \n", + "556 0 11755 39.600 A16 C \n", + "406 0 347064 7.750 NaN S " ] }, "metadata": {}, @@ -930,7 +935,7 @@ { "data": { "text/markdown": [ - "## Missing Values" + "## Missing Values" ], "text/plain": [ "" @@ -943,96 +948,96 @@ "data": { "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", "
Column NameNull CountNull %Column NameNull CountNull %
Cabin68777.104Cabin68777.104
Age17719.865Age17719.865
Embarked20.224Embarked20.224
PassengerId00.000PassengerId00.000
Survived00.000Survived00.000
Pclass00.000Pclass00.000
Name00.000Name00.000
Sex00.000Sex00.000
SibSp00.000SibSp00.000
Parch00.000Parch00.000
Ticket00.000Ticket00.000
Fare00.000Fare00.000
\n" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1051,7 +1056,7 @@ { "data": { "text/markdown": [ - "## Rows With Missing Value
" + "## Rows With Missing Value" ], "text/plain": [ "" @@ -1114,7 +1119,7 @@ { "data": { "text/markdown": [ - "## Constant Occurrence" + "## Constant Occurrence" ], "text/plain": [ "" @@ -1127,100 +1132,100 @@ "data": { "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", "
Column Name0 Count0 %Column Name0 Count0 %
Parch67876.094Parch67876.094
SibSp60868.238SibSp60868.238
Survived54961.616Survived54961.616
Fare151.684Fare151.684
PassengerId00.000PassengerId00.000
Pclass00.000Pclass00.000
Name00.000Name00.000
Sex00.000Sex00.000
Age00.000Age00.000
Ticket00.000Ticket00.000
Cabin00.000Cabin00.000
Embarked00.000Embarked00.000
\n" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1229,7 +1234,7 @@ { "data": { "text/markdown": [ - "## Duplicate Rows
" + "## Duplicate Rows" ], "text/plain": [ "" @@ -1248,7 +1253,7 @@ { "data": { "text/markdown": [ - "# Univariate Analysis\n", + "# Univariate Analysis\n", "---" ], "text/plain": [ @@ -1333,3562 +1338,178 @@ " \n", " \n", " Mean\n", - " 29.70\n", - " \n", - " \n", - " Mode\n", - " 24.0\n", - " \n", - " \n", - " Standard deviation\n", - " 14.53\n", - " \n", - " \n", - " Mean absolute deviation\n", - " 11.32\n", - " \n", - " \n", - " Median absolute deviation\n", - " 8.95\n", - " \n", - " \n", - " Coefficient of variation\n", - " 0.49\n", - " \n", - " \n", - " Kurtosis\n", - " 0.18\n", - " \n", - " \n", - " Skewness\n", - " 0.39\n", - " \n", - " \n", - "

Quantile Statistics

\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Minimum0.42
Maximum80.0
Q120.12
Median28.0
Q338.0
Range79.58
IQR17.88
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "---" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "## *Pclass - categorical*" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "

Most frequent values

\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
3491 (55.11 %)
1216 (24.24 %)
2184 (20.65 %)
Other values count0 (0.00 %)
Null0 (0.00 %)
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "---" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "# Bivariate analysis\n", - "---" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "## Correlation Plot" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "### Pearson Correlation" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "### Spearman Correlation" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "### Kendall Correlation" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "## Pairplot" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "## Contingency table" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAADoCAYAAACZ6uOIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAABNtUlEQVR4nO3dd1xX1f/A8deHvTcCMsWJigjiBvfAvdNC05ZZapaVfs1S04p+DcusbLpS00wt9xYVcIKKG2W5AJG91+f+/vgI+unzQRA+gMp5Ph48inPPvfd9Bd6fc8499x6ZJEkSgiAI9YxWXQcgCIJQF0TyEwShXhLJTxCEekkkP0EQ6iWR/ARBqJdE8hMEoV4SyU8QhHpJJD9BEOolkfwEQaiXRPITaoxMJqvwa9KkSTUaQ48ePZDJZMTFxdXoeSoSFxeHTCajR48edXL+lStXIpPJWLBgQZ2c/0mkU9cBCM++iRMnlrvNz8+vFiMRhAdE8hNq3MqVK+s6BEFQIbq9giDUSyL5CU8UmUyGm5sbxcXFLFq0iCZNmmBoaIiHhwcrVqwoq3fw4EF69uyJmZkZlpaWvPjii6SkpDzy2GvWrKFdu3YYGRnRoEEDJk6cyO3bt1Xqpaens3TpUvr374+rqyv6+vpYW1sTEBDAvn371B774bHFdevW0alTJ0xNTbGwsKjwmoODgzE3N8fU1JSDBw+Wlefm5hIUFIS3tzcmJiaYmJjQqVMnVq1aVe6xQkND6dOnT9m5+/fvz4kTJyqMoV6SBKGGANLj/ooBkqurqzRixAjJ3NxcGj58uNSvXz9JX19fAqTly5dLGzdulHR0dCQ/Pz9p9OjRkqOjowRIfn5+klwuVzpe9+7dJUCaOnWqJJPJpG7duknjxo2T3NzcJEBycnKSbt68qbTPrl27JEByc3OT+vbtK40dO1bq3LmzJJPJJJlMJv3+++8qcZeeZ/LkyZKWlpbk7+8vjRs3TurataskSZIUGxsrAVL37t2V9vvnn38kAwMDycbGRjp58mRZeVJSktSmTRsJkOzt7aWBAwdKAwYMkMzNzSVAmjZtmkoM27Ztk3R0dCRA6tChgzRu3DjJw8ND0tPTkyZPniwB0vz58x/r5/EsE8lPqDFVTX6A1Lp1a+nu3btl5QcPHpQAycHBQbK2tpa2b99eti0jI0Nq1aqVBEgHDx5UOl5pUtLR0ZF27NhRVl5YWCgFBgZKgDRs2DClfWJiYqRjx46pxBYRESFZWFhIZmZmUlZWltrzGBgYSMHBwSr7qkt+K1askLS1tSVnZ2fp8uXLSvUHDhwoAdKMGTOk/Pz8svLExETJ19dXAqRdu3aVlWdmZkq2trZlHxCl5HK5NHv27LJ/V5H8HhDJT6gxpX9wj/rasmWL2n3279+vcjxvb28JkMaPH6+ybcmSJWr/uEuT0gsvvKCyz7179yQjIyNJJpNJN27cqNQ1zZ07VwKkrVu3qj3P1KlT1e733+T39ddfSzKZTGrevLkUHx+vVPfMmTMSILVv314qKSlROVZERIQESEOHDi0rW758uQRI3bp1U6lfWFgoOTk5ieT3H+Jur1DjHjXVxcXFRaVMV1dX7Xw4d3d3zpw5Q79+/dRuA0hISFB7nnHjxqmUWVtb069fP/755x9CQkJ4/vnny7aVlJRw4MABwsLCSEhIoKCgAIBr164p/fe/hg4dqrb8YXPnzuWzzz7Dx8eH3bt3Y2trq7R97969AAwfPhwtLdVh+dIxwJMnT5aVHT16tNzr1NXVZfTo0Xz77bcVxlafiOQn1LjHnepib2+Ptra2SrmJiQkAjo6O5W4rTVL/5erqqrbczc0NgDt37pSV3bp1i8GDB3Pu3LlyY8zKylJbri6ZPyw0NJTDhw9jb2/PoUOHMDMzU6lTOiF77ty5zJ07t9xj5efnl/1/afwVXafwgEh+whNHXWvncbZX16uvvsq5c+cYNWoUs2bNonnz5piamqKlpcUvv/zC66+/jlTO0jcGBgaPPHbLli0BiIyMZP78+XzzzTcqdeRyOaCYAN64ceNqXo1QHpH8hHohPj6eNm3aqC0HaNiwIQA5OTns27cPOzs7NmzYoNICjYmJqVYclpaWbNy4kV69evHtt9+ipaXF119/rVTHyckJUHR733333Uod18HBQel6/qu88vpMzPMT6oW//vpLpSw1NZW9e/cik8no2rUrABkZGcjlchwcHFQSX1FREVu2bKl2LLa2thw4cIBWrVqxePFiZs2apbS9b9++AI91Ln9/f0D9dRYXF7Np06ZqRPxsEslPqBc2bNjAnj17yr4vLi7mnXfeIScnh8GDB5eN1TVo0ABzc3MuXLhAaGhoWf2SkhJmz55NVFSURuJp0KABBw4cwMPDgy+//JI5c+aUbevYsSN9+/YlNDSUqVOnkpmZqbL/uXPn2L17d9n3Y8aMwdramuDgYKVJ0JIkMX/+fG7cuKGRuJ8lotsr1LhHvbnFxcWFhQsX1ngMkydPZsCAAXTr1g0HBwdOnDhBbGwsDRs25Pvvvy+rp6Ojw6xZs5g7dy7du3enV69eWFlZceLECZKSkpg6dSo//PCDRmKys7Pj4MGD9OjRg88//xxtbW0++eQTQPE0SkBAAD/++CPr1q2jbdu2NGzYkIyMDCIjI7l58yYzZswgICAAAFNTU37//XdGjRrFpEmTWLZsGe7u7pw7d45r167x2muv8euvv2ok7mdGXc+1EZ5dVGKen5eXl8o+rq6uao83ceJECZAOHTqksu3QoUMSIE2cOFGpvHT+XWxsrLRixQqpbdu2koGBgWRtbS1NmDBB5emOUqtWrZK8vb0lIyMjydraWho2bJh07tw5acWKFY+cTxgbG6v2eOU94SFJknTnzh2pWbNmEiDNmzevrDwvL0/67rvvpC5dukjm5uaSnp6e5OzsLHXv3l368ssv1cZ+5MgRqWfPnpKxsbFkZmYm9e7dWwoLCys37vpMJknl3LYSBEF4hokxP0EQ6iWR/ARBqJdE8hMEoV4SyU8QhHpJJD9BEOolkfyeUTk5OSxevJiePXtiZ2eHnp4elpaWdO7cmXnz5j2Vk15TU1NZsGABvr6+WFpaYmhoSKNGjZg0aRLHjx+v6/Cq5dChQ4waNQpHR8eyn1Xz5s0ZM2YM33//PRkZGTV6/sqstPfw15PwooTqxiGmujyDwsLCGDVqFImJiRgZGdGpUyfs7OzIyMjg1KlTJCcno6+vz/bt2+nTp09dh1spBw4cYMyYMaSlpWFtbU2XLl0wMjLi8uXLREZGIpPJePvtt/n666+RyWR1He5jWbhwIfPnzwfAw8ODFi1aoKury9WrVzl//jxyuZxjx47RqVOnGotB3UT0kJAQoqOj8fLyom3btkrbbGxs+Oqrryp9fJlMhqurq0aXEK32Met2mqGgaWfOnJEMDAwkQJo9e7aUnZ2ttL2kpETatGmT1LhxY2nFihV1E+RjOnnypKSnpyfJZDJp4cKFUmFhodL2o0ePlr2s87333qujKKvm9OnTkkwmk3R1dVVe7CpJkpSQkCB9+eWXKm96rg2lk8o1MTGaR0xer6tjiuT3DJHL5VLr1q0lQFqwYMEj66anp0vnz5+vpciqTi6XSx4eHhVe06VLlyQDAwNJJpNJJ06cqMUIq+eDDz6QACkwMLCuQ1HxrCc/Meb3DNm9ezcXLlzAycnpkS/BBDA3N6d169a1FFnV7dq1i8uXL9OwYUM++OCDcut5eHgwdepUJEli8eLFtRhh9SQnJwOovM35SZeSksL7779P06ZNMTAwwMrKioCAgLK3UJdauXJl2TBEfHy80rjhw2/rPnv2LLNmzaJdu3bY2tqir6+Pu7s7b775ptKLZjVJJL9nyI4dOwDFGz50dJ6Nd1Y8fE26urqPrBsYGAjAnj17yn3Z6JPG2dkZgE2bNnH37t06jqZybt++TYcOHfjqq68oLCxk+PDheHt7s3//fvr376/0gtYmTZqULWNgbGzMxIkTy75KX8oA8Pnnn5ft5+fnx8CBA5EkiWXLluHr61szCVBDLVDhCdC1a1cJkP7444+6DkVjHueaioqKJD09PQmQoqOjayG66ouOjpYMDQ0lQDI1NZUmTpwo/frrr1JERIRUXFxcp7GV1+0dPHhw2aJQBQUFZeVHjx6VjIyMJG1tbenMmTNK+1BBF/XgwYNSYmKiUllJSYn08ccfS4D00ksvqexT0TErIlp+z5DSRbufti7UozzONeno6GBpaQnAvXv3ajQuTXF3d2fbtm04OzuTlZXFqlWreO211/Dx8cHGxoY333yz3EWZ6kJMTAzbt2/HxMSEpUuXoqenV7bNz8+PKVOmUFJS8tiv/SqdkvUwLS0t5s2bh6OjI1u3btVI/A97NvpGgvAfJSUldR1CpfXu3Zvr16+zY8cO9u7dy8mTJ4mMjCQ9PZ1ly5axadMmjhw5QvPmzes6VEJCQgAICAjAyspKZfuECRNYvHhx2WpyjyMlJYWtW7dy4cIF0tPTy36GRUVFpKSkkJqaqvacVSWS3zPE2toaeDCI/ix4nGsqLi4mLS0NUMxDe5ro6ekxYsQIRowYAUB6ejrr16/ngw8+4O7du0ybNo19+/bVcZQPVokrb3Jxafnt27cf67h//vknkydPJjs7u9w6WVlZGk1+otv7DCmdiBoREVG3gWiQl5cXAKdPn66w7oULFygsLMTIyIhGjRrVdGg1ysLCgilTppQt+3no0CFyc3PrNqhKqMoE8/j4eCZNmkRhYSHffvst165dIzc3F0kxFY/OnTsDaPwmlkh+z5BBgwYBsHHjRoqLi+s4Gs0YOHAgAH///TdFRUWPrLtu3TpAsQDQs3K3u1evXoCiG5+enl63wfBglbvyVoMrfdpC3drK5dm5cyeFhYW89dZbzJgxgyZNmmBoaFi2vbor5pVHJL9nSEBAAK1ateLWrVt8+umnj6ybmZnJxYsXaymyqhswYAAtWrTg9u3bfP755+XWu3r1atlaHO+8805thVdtFbVmrl+/Dii6xU9CV97Pzw9QzClVl4zXrFkDPFhNrpSurm65H8ilQxWlS3Y+7MiRIyQlJVUn5PJV+T6x8ER6+PG2//3vfyqPt8nlcunff/+VmjZt+lQ+3vbpp59KRUVFSttDQ0MlZ2dnCZBmzZpVR1FWzdy5c6X33ntPun79usq2W7duSR06dJAAafTo0bUeW3lTXQYNGiQB0osvvqj0qGFYWJhkbGysdqqLq6urpKOjI6WlpamcZ+PGjRIg+fr6Kv2+3rp1q+zpHtSsj4J4vE34r5CQEMnOzk4CJCMjI6l3797SCy+8IA0aNKis3MDAQNq/f39dh1pp+/btkywtLSVAsrGxkYYOHSqNHTtW8vLykgBJJpNJU6dOrfO5cY9rxowZZX/czZo1k4YPHy6NGzdO8vPzk3R1dSVAatKkiXTr1q1aj6285Hfr1i2pUaNGZcln3LhxUu/evSVtbW0JkL7++muVY02fPl0CpEaNGkmBgYHSK6+8In3xxReSJElSQUGB1KpVKwmQ7O3tpVGjRkmDBg2SjIyMpC5dukhdunQRyU+ovKysLOmrr76SunfvLtna2ko6OjqShYWF1LFjR2n+/Pnlrlr2JLt37540b948ydvbWzIzM1NaBW7p0qV1HV6VJCcnS3/88Yc0fvx4ydPTU7K2tpZ0dHQkKysrqWvXrtIXX3yh0nqvLY96tvfevXvSu+++KzVu3FjS09OTLCwspH79+kl79uxRe6zs7Gxp2rRpkrOzs6Sjo6Oykl1qaqr0xhtvSG5ubpK+vr7k7u4uzZ49W8rJySl3ZbzqJj/xSivhqfbpp5/y4YcfYmdnx7Fjx576u7xC7RHJT3jqvfXWWyxdupSmTZsSGhr6TD3hItQckfyEp54kSXz33XekpaXh7e3NsGHD6jok4Skgkp8gCPWSmOcnCEK9JJKfIAj1kkh+giDUSyL5PeMKCgpYsGABBQUFdR2KRonrero8idclbng84zIzMzE3NycjIwMzM7O6DkdjxHU9XZ7E6xItP0EQ6iWR/ARBqJdE8hMEoV56Nt74KJRLX1+f+fPno6+vX9ehaJS4ruopLCwkKCgIgDlz5igtRFQTnsSfl7jhUYcu38mp6xA0yqOhMQBJmY9+4/LTxs5MsV5w+0+D6zYQDdKWShhQoliMaEVSa4rRruOINOfWj8MrVU90ewVBqJdE8hMEoV4SyU8QhHpJJD9BEOolkfwEQaiXRPITBKFeEslPEIR6SSQ/QRDqJZH8BEGol0TyEwShXhLJTxCEekkkP0EQ6iWR/ARBqJdE8hMEoV4SyU8QhHpJJD9BEOol8Sbnx5CXl0dQUBDr16/nxo0bWFlZERAQwKJFi3B0dKzVWM6fPc1H70yusN7zk6YwdqKi3p8rf2LDql/KrTvy+Um8OPktjcWoCRnp6Ux4bijpaak4Ojnz55ZdKnW6tW9d4XG8fTuwZNnymgixXOaGOvz1egesjPW4mZrHyGUnlLbLAC9nc/ybWtPezRIXK0N0tbW4m1XAidg0Vofd4E5GvspxfxrflnauFo88t1yS6PjZYY1cx8a3/ejczKbc7eO/DyP40t1HHuPPt7rg36IBAO0/2E1Cuup1aclgYnd3xnRyoYmdCcVyiUu3Mvj9UDS7ziZU7yLUEMmvkvLz8+nVqxfHjx/HwcGBYcOGERcXx4oVK9i+fTvHjx/H3d291uKxtLKmZ/8harfJ5SUc3rcTgJZtvFW2e7Rui72js0p542Yemg1SA3749ksy0tMeWSdg0LBytx0LPUJGehpebX00HVqF3u7dBAsj3XK3O1oa8uuLip/PvewCTsenI5dLtGxoxiifhvRv1YC315/n3K0Mpf2ORaeqTR4ALRxMaNLAhLM3MtRur44dEbfJKShRKU8sJ5ZSYzq54N+iAXK5hJaWTG0dLRn8PqUTfT3tyc4v4mR0CloyGb7uVvw6uSOLd1xh8Y4rGrmOUiL5VdInn3zC8ePH6dy5M3v37sXExASAxYsX8+677/Lyyy8THBxca/E4uTRixv8+Vrst/EQoh/ftxKaBPa3b+qps7zNoOL0DhtZ0iNUWfvI4u3f8y5ARY9i2ZWO59T5Y8Kna8qysTA7uU7QU+w5Q/0FRU9q7WTDYy57NEXcY6dNQbR1Jkjgek8qqsBucjk8vK9fVljFnQDOGeDmwaLgHI348QYn8wWoTq47dKPe8KyYpkvzOC0mauZCHLNp8kVupuY+1j5WJHvNGtib4UhKN7UxxtjZSW+/VXk3o62nPjXs5PP9dKPH3FOdpbGfChhldmTmoBcGXkoiIffQH4eMQY36VUFhYyPfffw/ADz/8UJb4AGbOnEmbNm04fPgw4eHhdRWiktJWX/c+A5DJ1H/SPukK8vP5Kuhj3Bo1Ztz4SVU6RvD+vRQWFtLK0wtnF1fNBvgI+jpazBnQnJjkHNYcv1luvdvp+Uz/M1Ip8QEUlUj83+5rZOUX42BugJdT5Rb5drY0pLWjGflFJey//OhuaG35eLQnhnrazF1/7pH1XvR3A+CLrZfLEh9AdFJ2WYvvzb5NNRqbSH6VEBoaSkZGBo0bN8bbW7UbOXr0aAC2bdtW26GpyM/L42RoMAA9+g6q22CqYcWvy7hz+xbvzpmHjk7VOih7d20HoF8tt/pe83fD0dKAoF1RFMurtj5YQbGcG/dbWTYmlVvxbICnHQBHr6Wo7Z7Wth4tGzCigzPf7b6qlND+y9RAB7cGigbFsWv3VLaHRSnKurdsgJ6O5lKW6PZWwrlzik8tHx/140al5ZGRkbUWU3mOHT1Afn4e7k1b4OymfgzyfMQpYq9fpaiwEGtbO3w6dKFJ85a1HGn5oq9dZcPaVQwYMhwv73Yk3Ln92MdISkwg8mw4Ojo69OobUANRqtekgTGBHZ3Ydi6RszczcDA3qNJxZIC9mWLflJzCSu0T0EqR/HbXQJcXYFwXVyxNdJHkEHM3m93nEriTlqe2rqGeNp+N8+JaYhbL9l175HGN9B+koYxc1WtNyy68f0wd3BuYcOVOZjWu4gGR/Crhxg3FGIuTk5Pa7aXl8fHxtRZTeUq7vD36Diy3TvC+HUrfr1v+I5279eat/32MoaH6MZnaIpfL+b9P5mNiasob09+t8nH27dqOJEl07OKPuYWF5gJ8BBnw4aDmZOUXs/RgdLWO1b9VA6xN9EjNKSTyVsU3LzwdzXC2MiQ9t4jQ6NRqnbs8bw9srvT9hyNbs2TXVZbsuqpS973BHrjYGDP6m6MUlTy69ZueU0hxiRwdbS0crYyITspW2u5s8+B30tHKUCS/2pSdrfhhGBmpTwzGxor1arOysmotJnVSU5KJjDiFlpY2/r1VWzsOjs5MeuMd2nXoiq2dA9nZmVw8F8Hqn5dw7MgB5HI5cxZ9XQeRP7Bpw1quXLrAnHmfVCtplXZ5+w+svS7v2PaOtGpoxsfbrpCRV1zl49iZ6jOzbxMAfj4SV2HyABh4v8u799JdpZsjmnDi+j3+DIvjdHQqdzPzcbA0ZJC3IzMGNOP9IR5k5xfx+6GYsvqtnc15pac7fx27wfFrKRUev6BYzrn4dNq5W/FcJxeC/r2ktH1c5wfjtSYGmktZIvnVgoKCAgoKCpTKamLl+qMH9iCXl+DToQuWVqrzsv47BmhgaEj3PgPw9PZlxstjORFyiKuXImneso3GY6uMpMQEfvtpKW19fBkwZHiVj3P1yiXiYqMxMTWji38PjcX3KHZm+kzp3ojw+HS2RyZW+TgGulp8MboVlsZ6HLqazOaIOxXuo60lo4+HYg7dzvNVP3d5vtquPMUk9m4O3++JIvJGGuumd+WdQS1YGxJHfpEcLRl8GehNZl4RizZfqPQ5ftgbxfIpnZjcpwmpOYVsPnkTLZmM5zq7MN7fjaISObraWmgyr4sbHpVQenc3N1f9oG1OTg4ApqamarcHBQVhbm6u9BUUFKTxOA/vv3+X9zFvdFhZ29L7/k2BiJNhGo+rsr75v08oLiri3TnzqnWcffdbfT1790NPT08ToVVodkBTdLW1CNoVVeVjaGvJ+HxkK1o2NOPMjXQ++udypfbr2tgKCyNd4lNyuXin9nofRy4nczY+DQsjPbzdrADFlBVPFws+3XKRtEqOVQLsjUzk0y0XkAEfjWzNmc8HEB4UwOyhLVkfFs/Fm4quv7oxwaoSLb9KcHFxAeDWrVtqt5eWu7qqn04xZ84cZs6cqVSmr69PTErVu0b/dTM+hphrVzAwNKKTX4/H3t/BUXGNaSmqd9tqS1jIYUxMzfg6aKFSeWGh4hc+Ofkub70+CYD5n36FtY1q67akpIQDe0vn9g2u2YAf4t/Uhsy8IuYMaKZUXnp30tZUj5/GtwVg7pZLKjcxZMCCIS3o2sSaq4lZzPzrAgXF8kqdO6B1zd7oeJS4u9m0dbWkgbmiJ9PX0x65XGJMJxdGd3RRqmtrpqjz06sdKCyW88PeKKUnQ5btu87uswkM9GmIs5URWfnFHLiQyPFrKZz6tD8AURpM7iL5VYKXlxcAERERareXlrdpo767qK+vX043V3PJL3iv4iZGZ/9e6BsYPvb+OdmKXyqDKuyrSdlZmZyNOK12W2FBQdm2wsICtXXCTx0n5V4y9g4N8fJuV2NxqmNmqFvuY2cGutpl29RN13i/f1MCWtsRn5LL9D8jyS6o3O+GsZ42/k2tAdhVB8nP3EjRss59aGqNlpaMTk3LfxyunbuilfjXcdXJ2rHJOfywR/nucENLQxwsDYm9m02imsf9qkokv0ro2rUr5ubmREdHc/bsWdq2bau0/e+//wZgyJDanU9WSpIkjhzYDUCPfo8/t0+SJI4fPQiAe7MWGo3tcRw5pX6MKOHObcYO61/us70PK+3y9h0wuFYneLf/NFhtuYO5AVundVL7bG+pKd0bMcbXkYSMfKauO0dablGlz9vLwxYDXW3O3szgdgWPmWmalYkeHRorEu+Fm+kAjPk2pNz6xxb1w9naqNxne8vzcg/FlK21IXFVjlUdMeZXCXp6ekybNg2AqVOnlo3xgeLxtsjISLp37067drXb0ih1KTKC5KQErG0a4OndXm2djPQ0dm7ZQF5ujlJ5Xl4uP33zGVGXL2BpZUNn/161EXKNyM/P40jwAQD61/LE5qp6voMTr/i5ci+7gKlrz5GUqb5FW54B97u8NXGjAxSttP5eDvz3kVwnKyN+m9wRYwMd9pxLeKxkpo6hnjZN7E1UygP93Hi1V2OuJ2axPDhGzZ5VJ1p+lfThhx+yf/9+wsLCaNq0Kf7+/sTHx3PixAlsbW1Zvrx23xjysOD7c/v8ewegpaX+8yw/P49fvvs/Vv+6lKYtWmJpZUtGRhoxUVfIykzH2MSUWQu+qFKX+UlxNPggebm5tGjZGhe3RnUdToWa2Znwdp/GANxJz+flrurHjP85m6DycgOABqb6+LhYUFgsZ//l5BqJ0b2BCd+86ENSRj4XbqaTmVuEo5URbVwsMNDT5sqdTGatPVPt81ib6BM8rw9X7mQSdzebohIJTxcL3GyNuXEvhwk/HKOwkmOglSWSXyUZGBhw6NAhgoKCWLduHf/88w9WVlZMmjSJRYsWlTsBuqYVFRZy7IiitfOoic1mZuaMfH4SVy+d587NG1y5EImWthZ29o70ChjC0NGBWNs2qK2wa8SDx9lq70ZHdZjo66B1v2vexsmcNk7mauuF30hXm/z6t2qAtpaMI1H3yMrX3Pjxw87EpbLqSAzeblZ4uVpibqRLbkEJF29lsD3iNn8cjSW/qPpJKT23kNVHYunYxJquzW3R1pJxIyWXxTuu8NP+a0pjipoikyRJszMihUq7fCen4kpPEY+GisneSZmVH7N6GtiZKV5LVd643tNIWyphQIlifG5FUmuK0a7jiDTn1o/DK1VPjPkJglAvieQnCEK9JJKfIAj1kkh+giDUSyL5CYJQL4nkJwhCvVTpeX7VWZlMJpMRHV29lzsKgiBoUqWTX1xc3GMfXCaTIaYRCoLwJKp0t1cul6t8TZs2DRMTE2bPns3Zs2dJT08nPT2dc+fO8b///Q8TExOmTZuGXK7Zx1IEQRCqq8qPt3333Xf8/PPPhIaG4uurvDasp6cnnp6ejBw5ki5duuDu7s7bb79d3VgFQRA0pso3PH7++Wd69Oihkvge5uvrS69evfj111+rehpBEIQaUeXkFxMTg5WVVYX1LC0tiY2NreppBEEQakSVk5+VlRVHjhwhP7/893jl5+dz5MgRLC0tq3oaQRCEGlHl5DdixAgSEhIYPXq02jvBcXFxjBkzhsTEREaMGFGdGAVBEDSuyjc8Fi1axMGDB9m5cydNmzbF19e3bAGf+Ph4wsPDKS4upkWLFixatEhjAQuCIGhClZOfpaUlYWFhzJkzh9WrV3PixAlOnHiwRoGhoSEvv/wyQUFBotsrCMITp1pvcrawsGDZsmV8/fXXhIeHc+eOYoFlBwcH2rVrh7GxsUaCFARB0DSNvMbeyMgIf39/TRxKEAShVmjkNfapqamEh4dz7949XF1d6dKliyZiEwShhhQWFhIUFATAnDlz0NPTq+OIal+13uqSnJzMCy+8gL29PQEBAYwfP57ffvutbPtvv/2GlZUVISHlr+UpCIJQF6rc7U1NTaVLly5ER0fTtm1bunbtyg8//KBUZ+TIkbzxxhv8/fff+Pn5VTvYZ01EXGZdh6BRPm5mANTQQmJ1xuD+X8nCfdfrNhANkkoe/JBG/x6OXOvZWchx++vq167+ryq3/D799FOio6OZN28eERERLF26VKWOlZUVbdq04fDhw1U9jSAIQo2ocvL7559/aNasGQsWLHhkvcaNG3P79u2qnkYQBKFGVDn53b59Gy8vrwrryWQyMjOfre6dIAhPvyonPzMzMxISEiqsFx0dja2tbVVPIwiCUCOqnPzat2/PqVOnHvnGlnPnznH27Fm6du1a1dMIgiDUiConv+nTp1NQUMCIESO4fPmyyvbr168zYcIEJEli2rRp1QpSEARB06qc/AICApg1axaRkZG0bt2aFi1aIJPJ2LNnD15eXnh4eHDhwgU++OADMc1FEIQnTrUmOX/++eds2LABT09PoqKikCSJhIQEzp8/T9OmTVm7dq14o4sgCE+kas9sHDNmDGPGjCE5OZm4uDjkcjlOTk44OjpqIj5BEIQaobFp3ba2tuKuriAIT40qd3t9fX1ZsmQJiYmJmoxHEAShVlQ5+UVERDBz5kycnZ3p378/f/zxB9nZ2ZqMTRAEocZUOflFRkby/vvv4+joyL59+5g0aRJ2dnY8//zz7Nixg5KSEk3GKQiCoFFVTn6tW7fm888/Jy4ujsOHD/Pqq69iYGDAhg0bGDp0KPb29kydOpWwsDBNxisIgqAR1ZrqUsrf35+ff/6ZxMREtmzZwqhRo8jJyWHZsmX4+/vTuHFjTZxGEARBYzSS/Erp6uoybNgw/vrrL5KSkpgyZQqSJKld2lIQBKEuafwNhteuXWPt2rX8+eefXL+uePmjgYGBpk9Tq8LDw9m3bx8nT57k5MmTZa/o0sAKANVy+0YsW9b9zsVzp8nOysTCygafDn6MmjAZM3MLpbqXz0dwdP9OYq9fIfVeMjnZmRgYGOHq3pQe/Yfi13sAMpmsbi7kIatXruDMmXCuR0WRmppCQUEBNja2tGvfnkkvvULTZs3V7vfvls1sWL+OmOhodHV1aePlxWuvv0Fbb59ai724MJ+Ey2e4feEEd6MvkZN6F5mWFqa2DXFp24UWvUagq2+otE9OWjK3z58gJT6Ke3FXybx7GySJPm8FYdesjdrz7Pv2f9y9fv7RwchkBC7drqlLY7inHS0dTHGzMsTcQAc9HS3Scou4kJDFpnOJxKfmVXiMTwY1o62TOQAT15wlJadIbT0POxPG+jjQvIEJOtoybqblsf3CXQ5eS9HY9YCGkl9iYiLr169n7dq1REREIEkSWlpa9OrVi8DAQEaNGqWJ09SZRYsW8e+//9Z1GEounD3FV/NmUlCQT0NnN5p5tOFmfDR7t23k9LHDLPx2Oda2dmX1w48d4dDuf3FwcsGtcTOMTc1Iu5fMlQtnuRQZztlTYUyf80kdXpHC77/+RF5eHk2bNadJs2YARF+/xvat/7J7504WL1lK9x49lfb5IuhT1q5ZjYGBAZ27dKWgoIDjx8I4FhbKV998R6/efWol9rjThzmx7jsAzOydcfLsSFF+Lsmxl4ncsZa404fp+/b/YWBqUbbPzbOhhG/69bHO07ClDybWDdRuS7lxnYyEeBo0blXl61BnjLcDBrraxKXkEnc/0blYGtCrmQ3+ja34bO91Tt3IKHf/3s2saetkjlyS0HrEh2yXRpbM7tMYmQwuJmSRmV+Ml6MZM3u542ZtxPLjNzV2TVVOfpmZmWzatIl169YRHByMXC5HkiS8vb0JDAzk+eefx8HBQWOB1qXOnTvTpk0b2rdvT/v27XFzc6OgoKDO4inIz+f7zz+koCCfkYGvMubF1wFFS3Tdb9+x/e81/PLNJ8z57MHbtXv0H8rAUYFYWStPRE+8fZOP35tMWPAeuvbsj0+nul2F79ulP9KyVWv09fWVyjf8uZbPPlnIx/M+ZO/Bw+joKH51jx8LY+2a1VhYWLB63QZcXd0AOHf2DK9MmsC8D+fg274DZmZmNR67lpY2TboG0KLnMMztXcrK8zJSObRsAWm3ojn99y/4vTSrbJuJtT0teg7DyqUZ1q5NOf3XTyRciXjkeVr1e67cbbu/fAeARh16VfNqlH2y5zrX7+VQVKLc2xnY0pY3/d14q3sjJq45i1xNZ8jMQIdXOrsQcTMDRwsD7Ez1VSsBJvrazOjuhraWjE/3XudYbBoAFoY6fDHMg5Fe9pyKT+d8QpZGrqnKY3729va8+uqrHDhwAGdnZ+bMmcPFixcJDw9n5syZz0ziA5g9ezYLFy5kyJAh2Nvb13U4nAw9SEZaKg2dXBk1/rWycplMxtiXpmJr15DI8OPER0eVbXNydVdJfAD2js70HTIagIvnTtd88BXw9mmnkvgAxj4fiLOzCykp94iJfrCWxh+rVgDw2utvlCU+AK+23owZO46szEy2bP67xuMGcO/Uh47PT1dKfACG5la0f+4NAG6eC6Ok+EF3z6lNJ9qNmkyj9j0wa+AI1Rh5yLx7m5T4KLR19XDx1uzLRC4nZaskPoCdl5K5k5GPpZEuLpaGavaEyV1c0NfR4seQ+Eeeo38LW4z1dTgWm1aW+ADS84pZcb/FN8JLc39/VU5+RkZGvP766xw9epSYmBg++eQTPDw8NBaYUL7Ya1cAaOHpjZaW8o9QR0eHZq0UY0Wnj1Vu7RQdbZ2yfZ9kOrqK+HR1dQHIz8/n5InjAPTtF6BSv7TsSPChWoqwfJZOjQCQFxdRmKOZlst/xZ1SXKdj6w7oGRrXyDnUKbnf3CtW0+zzcTajR1Nr/oq4Q2Lmo3tLvi6K8cDQhxJfqVM3MigoluPlaIautmbGpqv8256YmPjE/7E8qwryFWMuxibqu3KmZopfohsx1yo8VsrdRPbv2AxA2w5P7ktnt239h7jYWFxc3XC538KLi42lsLAQSysr7NS0yFt4tAQg6urV2gxVrex7isdAtbR10DMyrZFzxJ4KBqBR+56PrqhBPZta42hhwO30fO5k5Ctt09fR4k0/N26m5bHpXMWPwTayNgIgOjlHZVuxXCI+NY9mDYxxNDcoG3esjipnL5H46o6ZuSUA9+6qX0bgbuIdAJLvqv7CRV2K5MDOzcjlctJSkrl68RwlJSU8N/ENPDxr785oRVYu/43o69fJy8slJiaG6OvXsG3QgP/78mu0tbUBSExQXKednfqukJGREaZmZmRmZpCTk42xsUmtxf9fV4K3AuDg4YP2/ZarJiXHXCb7XgL6xmY0bOWr8eOXGullj4ulIQY6WjhbGuBqZURKTiFfHIhWGe8b7+uIvZk+/9t6RW2r8GGGulqY6Ctyyr2cQrV1UnIKAWMamOrVbvI7cuQIAB06dMDAwKDs+8rq1q3b40UmlKuFpzesX8GZk6FkZqQrTWtJvXeX8xEnAcjPU/0ETUq4xZF9O8q+19LSZsyE1xk8enyNx/04wkJDOHH8WNn3DRs68knQ/9GyVeuystzcXODRU6kMDQ3JyswkJyenzpLf7YuniD62Fy1tHbwGT6iRc8SeOgiAa7tuaGnXXMPEx8msbLoKQFJWAYsPxRB9L1epXmMbI4Z62rH/6j0uVOIGhaGudtn/FxTL1dbJv1/+cN3qqPS/Uo8ePZDJZFy+fJlmzZqVfV9Z9flZ34KCApW7w+oG9SurTbtONGrSgtjrV/i/D9/ipamzcXJtxI3Y6/z2XRDy+wtSy2SqQ7r+vQfi33sgxUVFJCfd4cj+nWxe9xsRJ44y+5MlmJjW/F3Ryvjl95WAYlbB9WtR/LzsB16eOJ5pb73Na6+/UbfBPYaMxJuErfoKJAnv4S9j6eSu8XPIS4q5ERECQKMONdvl/XCH4iaasZ42blaGjGvXkP8b6sHqk7f464yiJ6Ilg+nd3MguKNbo1BRNq3Tye/HFF5HJZJibmyt9L1QsKCiIjz/+WKls/vz5DJ00s0rHk8lkvDPvC7746G1ioi7z0YxJZdvMLa0YNX4yf61ahrFJ+WNLOrq6ODi5MnbSG5iYmrHml2/ZuPpnXpr6fpViqilmZmb4tPPl+2W/8GLgWH5YuoTOXbrS2rMNRkaKMaL8/Pxy98/Luz8+alx7NwBK5abf49CP8yjMzaZFrxG06DmsRs5z5+JpCnIyMbVtiI1bixo5x3/lFJZwMTGbBbuu8dVwD8a3d+TMrUyuJecwzNOOJrbGLAmOJTO/uFLHyyt60DjS19Eir0i19Wego6VStzoqnfxWrlz5yO+F8s2ZM4eZM5UTnb6+PhcTqj5X0NbOgc+XreVUaDBRlyIpLCjAyc0dv54BnAxV3PVzcq1cK8O/90DW/PIt4ccOP3HJr5Suri79AwZy6eJFDgcforVnG+wdGgKQlKR+MD03N5eszEzMzMxrvctbkJPFwe8/Iif1Lu6d+uIz4pUaO1fs/bu8Nd3qU6dELnE0OpWmtsZ0cDXnWnIOHVwtkEsSvZpZ06uZtVJ9S0PFeOecvk0oKpGz8WwCETczySuSk11QjIm+DjbGetxMV/1AszbWA+Bulvoxwccl7lrUAn19/XK6udWbKK2trUOnbn3o1E35CYaoS5EAtPRqV6njmJiaIdPSIjMjvVrx1DQLS8WNnrS0VADcGjVCT0+PtNRUkpKSsLOzU6p/5fIlAJo1V/9IXE0pKsjj0I/zyEi8gbNXFzq+ML3GeklFebncvqAY43Wrxbu8Dytt3ZkbPLiRoyWT4dmw/CGUFnaKD6P9V++VlcWm5OLZ0IzGtsYqyU9bS4arlSEFxXJuZ5Tf0n8cVU5+7733HhMmTMDLy0sjgQiakZ56j5MhBzExM6dD18r9MVy5cBZJLsfO4cledyX81CkAnJ0Vk4gNDAzo0LETIUePsG/PLsa/OEmp/r69uwHo1qP2kkJJURGHf15ESnwUDh4+dH1pFlpamhmgV+fG2RBKigqxdW+JqU3dPFjQ2kExvJJwfx7fnG3lTy36/YU22Jnqq3229/SNDDwbmtG1kSXB/3mOt4OLOfo6WpyMT1c72boqqjzJefHixfj4+NC6dWuCgoKIj3/07G1Bs27GXaewULnlmJKcxFcL3iMvN4fxk99GT//BXdBtG/8gOytT5TjRVy/y67efAtC935CaDboCZyLCCT16BLlcebynqKiIdWv/YPu2fzEwMKB/wMCybRMmvgTArz8vIz4+rqz83Nkz/P3XBkzNzBgxcnStxC+XlxC68v9IijqHbeNWdHttLto6mp/W8rAHXV7NPs72MA87E3yczVQePtHWkjG4VQN6NrUmv6iEo9Gp1TrPnivJ5BQU07mRJZ0bWZaVmxvo8FInZwC2VGK+YGVVueW3ZMkS1q5dy8mTJ5k7dy4ffvghXbt2JTAwkOeeew5LS8uKD/KU2LFjh9ISnIWFijGHTp06lZV99NFHDBo0qNZi2v73Gk6FBtOoSQssrGzITE/l6sVzFBUVMvKFV+jed7BS/XW/fcdfq5bh1rg5tnYOFBcXcTfhNvH3J0J36taHASPG1Vr86tyIj2feh3OwtLTEo2UrLCwsSEtL5/q1qyQnJ6Ovr8/CT4Owf+jRyU6duxA4/kXWrlnNc6OG07lzF4qKijh+LAxJklj4SVCtPNcLEHV4OzfPKabnGJiYcWrDj2rreY94BQMTxY3DvIxUDv/64IUSmUm3ADj514/oGihu6Di2ao/ngOdVjpObdo+71y6gpaODi0/NrY3d0Fyfd3q6k5FXxPV7uWTlF2NmoIOrlSHWxnoUFMv5Nji23Pl5lZVdUMKSw3HM7tOYOX0bc/5OFln5xbR1MsNEX4ct5xI19lwvVCP5TZ8+nenTpxMTE8OaNWtYu3YtISEhhIaGMmPGDAICAggMDGTo0KHVmtbxJEhOTubEiRMq5Q+XJScn12ZI+HbpQXpqCjdir3H10jmMTczw8u3MgBHPqx3rm/Tm+1w6d5q4mChuxkVTUlKMmbklvp27063fYNp36VGr8avTrn17Xp08hdOnTnIt6ippaeno6urS0NGRPv0CeCFwAi6urir7zZozl+YtPFj/5xqOHQtDV1eXjp06M3nKm7X6SqvC3Adr2JQmQXU8BwbC/eRXUlxESpxqNzEz8cEUEXM7J7XHiT0djCTJcWrVEf0aemoE4EJCFhsi7tD6/iutzAx0KJZL3M0qIDQmjW0Xksq6vNUVFpvG/7ZeYayPAy3sTNDRknEjLZ/tF29wMEqzr7SSSRp8KV14eDhr1qxhw4YNJCYmIpPJMDU1ZeTIkSxfvlxTp3lmRMSpdkOfZj5uihZWJWc3PDUM7jcRFu67/uiKTxGppBhObAAgvEE/5FrPzr3P7a+3r1Q9jb7JuV27dnzzzTfcunWLvXv3MnbsWDIzM1m1apUmTyMIglBtGk1+pY4cOcJff/3Fnj17auLwgiAI1aaxtu7Zs2dZu3Yt69ev586dO0iShKmpKS+++CKBgYGaOo0gCIJGVCv5xcbGsm7dOtatW8eVK1eQJAldXV0GDRpEYGAgw4YNe+rX7xAE4dlU5eTXuXNnTp48WbaIT5cuXQgMDGTs2LFYWVlpLEBBEISaUOXkd+LECVq0aEFgYCCBgYG4ublpMCxBEISaVeXkFx4ejre3tyZjEQRBqDVVvtvbu3dvunfvrslYBEEQak2Vk19xcTFOTupnnguCIDzpqpz8WrVqxe3btzUZiyAIQq2pcvKbPn06ISEhhISEaDIeQRCEWlHlGx5+fn68+uqr9O/fn1dffZUhQ4bg4uJS7rw+FxcXteWCIAh1ocrJz83NDZlMhiRJfP/993z//ffl1pXJZBQXP2NPuwuC8FSrcvLr1q2bWMBIEISnVpWTX3BwsAbDEARBqF018lYXQRCEJ51IfoIg1EtV7vYuXLiw0nVlMhkfffRRVU/1TCosLKS4qKjiik+R0rVNCp+xe1ta99dTkkqeoQt76Fq0pGJQXSP8qVVYWIienl6F9ar8GnstLa2yu71qD3z/ZogkSchkMkpKNLPK+rPi448/rusQBOGZNX/+/ArrVLnlt2LFCrXlcrmcmzdvsm/fPkJDQ5k6dSq+vr5VPY0gCEKN0OgCRv/1xRdfsHDhQo4dO4anp2dNneapVFhYyNqIW3UdhkYF+iie9b58J6eOI9Esj4bGANhPXFfHkWiOjkzO1OaKFeKW7Eym+BnqmN0LW1ypbm+NLtk0a9Ysli9fzgcffMC2bdtq8lRPHT09PbRqeEHr2lb6C6ej+2yNZZZeV7H0bN4fLC6Bomco+VUm8UEt3O319PQUz/8KgvDEqfHkFx0dLR5tEwThiVNjyS8tLY13332Xs2fP0qFDh5o6jSAIQpVUeczP3d293G3Z2dmkpKQgSRKGhoYEBQVV9TSCIAg1osrJLy4urtxturq6ODs70717d2bPnk3Lli2rehpBEIQaUeXkJ5c/Q1PCBUGodzQ+5pefn09iYqK4ySEIwhOt0skvKyuLkydPEhUVpXb7tWvX6N+/P2ZmZjg6OmJqasq4ceNISEjQWLCCIAiaUunkt3r1ajp37sz27dtVtiUmJuLv78/+/fspLi5GkiQKCgrYuHEjPXv2JC8vT6NBC4IgVFelk9/hw4fR0tJi/PjxKtsWLVrE3bt3sbS05N9//yUrK4uIiAh8fX25du0ay5Yt02jQgiAI1VXp5BcZGYmnpycNGjRQKpfL5fz555/IZDI+++wzhgwZgrGxMW3btmXz5s3o6Ojwzz//aDpuQRCEaql08rt79y7NmzdXKY+MjCQ9PR0dHR3GjRuntM3R0ZGOHTty+fLl6kcqCIKgQZVOfjk5ORSpeflmeHg4AG3atMHMzExlu5OTE5mZmdUIURAEQfMqnfxsbW25cuWKSnlISAgymazcR9jy8/MxNzeveoSCIAg1oNLJr7T7+vCrqZKTk9m8eTMA/fr1U7vfpUuXaNiwYTXDFARB0KxKP+Exbdo0tmzZwpgxY3juueewtbVl06ZNZGVl4eLiwqBBg1T2iYmJISoqigkTJlQ6oMddC9jV1fWRj9rVBplMVmNxJMRGEXs+nDvRV0mIvkJW2j0APli7/5H7lRQXE77vXy6GHSTlzk0kSY6ppTVOzVvTffRLmFrZKNWX5HLOHNrJ+SN7SL4VT3FRIcZmFji38KTz4LHYuTXR+LWpc+HsaebNnFxhvXGTpvDci4p6I3v5VFi/dVtfFi7+pdrxVYa1qT7vDGvNAB8nnGyMyS8sIT45m8MXEvlobfgj9/3+9c682LMpAP3m7+b41bsVnm+cvzu/TPUDYNGGM3y55Xz1L+I/2rV04Z2Jfeji3RgbCxNy8gu4eO0Oq/49zh9bj6vUb+LSgPdf7kePDs2wtzGjoLCYqLgkNuw6zU8bjlCk5u2plmZGvP9yP4b29MLJ3oKM7HxCI67z+a+7iYy6rfFrqnTy69mzJwsWLODjjz9mzZo1Zet3GBoasmLFCnR0VA/1008/AdC/f/9KBzRx4kSVspCQEKKjo/Hy8qJt27ZK22xsbFTqP0pNJqqaELplDVHhYY+1T152Jn9+/j8SY6MwsbDGrbUiOaQl3Sby8B68ugcoJT9Jkti0ZCFRp0PQ0dPHuXlr9I2MSb4Zx6Vjh7hy8iijZ35Mk7YdNXpt6lhYWdOz/xC12+QlJRzevxMAD0/vsvLy6gOEHz9KZkY6Ldt4l1tHk9o2smLLnD5Ymxlw6WYaO0/fxNRQl+ZOFkwd6PHI5Off0o4XezZFLpfQ0qpcI8DKVJ/PJvg+1j6Pa3jvtvzx+Uvo6GgTcekGoRHXsbE0oat3E7r6NKFXx+a8NHdVWf1OXo3Yvmwaxob6XI5JYNuhSMxMDOnq3Zgv3hvF4B5tGDhlKSUlDx6Rtbcx48Dyd3B3tiUhOYO9oZewszZjWC8vBnZrzagZP3PguOqwW3U81rO98+bNY/DgwWzevJnk5GScnZ0JDAykUaNGauvr6+szY8YMAgICKn2OlStXqpRNmjSJ6Ohohg8fzoIFCx4n5KeeY9OW2Lq409C9OQ7uzfnh7UBKHrHqmyRJbF6ykMTYKPxGTsBv+Hi0tLXLtqfdvYO+obHSPtcijhF1OgRzW3tenP8tppYPEuOxbRs4tP5X9qxcSpNvaz75Obk0Yvps9Ys7RZwI5fD+ndg0sKd12wfrwpRXPyc7i5CDewDo1ke1Z6Jp1qb6bJ7TBwM9bcZ+eZBd4crLFLRrbF3uvvq6Wix5rTOXbqaRmVtEp+YNyq37sM9f9MVIX4cNITE8361xteJXR1tbi2/nPIeOjjaT5qxkw+7TZduaN7LjwPKZjBvYnhVbwjhy+hoAi2c/h7GhPh999y9frdhXVt/B1pz9v79NN9+mvDCog1KL8fsPn8fd2ZbdIRcJfP93cvMVKwEO6dGGP796lRWfTaTl4AVk5xZo7Noe+8UGPj4++PhU3M0AxeRnoXo6DxlXcaWHXD5xmPhLZ2nRsRvdRqm2oi0bqI6/3ryi6CZ59xqklPgAOg1+jrCt68hITiQnIw1jc8vHikeTSlt93XoPqNTwSFjwPoqKCmnW0pOGTi41HR5zx7TFxsyAmb+fUEl8AOHRKeXuO2tkG9ztTAn4eA8fjW1bqfP19HRgnH9jFq4/g65Ozbyas7mbHXbWZlyNTVRKfABXY5NYv/MkU1/oiW8rV46cvoaxoR7eHs7k5BXw9UrloZmE5Ax+2nCEL94bRbtWLmXJz8nOgkHdPSkqKmHGZ+vLEh/AtuBINu4JZ9zA9kwc1pkf/gzW2LU99YsSpKSk8P7779O0aVMMDAywsrIiICCAvXv3KtVbuXJl2R9MfHw8Mpms7KtHjx5l9c6ePcusWbNo164dtra26Ovr4+7uzptvvsmdO3dq89Kq5OwhRYLw7Tei0vto65a/lohMJkOGDJmWFvpGxuXWq2n5eXmcCg0GoHvfyrXiSpNlZetXh4GuNs/5NSI7v4g1wdcfa9+WzhbMGNKKP4KvV2qMD8BQT5tvX+3ElVvpLNl2sSohV0pBUeVeUJKSoVi0qqhYrtSdLU9qxoNFrtp6OAMQdyeFGwlpKnUPn1a8T2BwD80ugvZUJ7/bt2/ToUMHvvrqKwoLCxk+fDje3t7s37+f/v37880335TVbdKkSdl4orGxMRMnTiz7erhb/vnnn5ft5+fnx8CBA5EkiWXLluHr6/tEJ8CS4mJuXb2AlrY2DRs35+6NGA5vXMHO37/h6OY/SIqPVrtfI892AJw5uKPshkqpY9s2kJ+bTeuufdDRrdzCMDXh+NED5Ofn0ahJC5zdyn+RbqnkpAQunz+Djo4Ofj3Uz0TQJO/G1pgZ6REZl0p+UQl92zbkswm+LH65I28O8MDe0lDtfjIZfPdaZzJyCplXwc2Qh80Z7UUjO1Pe/u04RZVINlUVe+se0TeSad7InrEBykvQNm9kx7iBHUjNyGHrwXMAFBYVExJxHWNDfd6d1EepvoOtOa8/143ComLWbT9VVm5soA9Aemau2hhS0xWJ0rOZk8auC2p49baaNmXKFGJiYnjhhRdYsWJF2apNISEh9O/fn/fff5+ePXvStm1b/Pz88PPzY9WqVdjY2KgdWwR4/fXXWbJkCXZ2dmVlcrmcTz75hPnz5/Phhx+yfPny2ri8x5Z+N0Fxl9bckpO7NnH4rxVI0oM/jKObV9O+/wj6TnhTaT9XDy86DXqO4zv+YtnMibi08ETP0Ijkm3GkJd2hTbf+9H/prdq+HCVH7rfievQdWLn6B3YhSRLeHbpiam5Rg5EptHBUzGVNzshn3bs9GNxeuZs9b5w3034O4++wOKXyyf1a0KGZLa//EEJaTiGV4elqydSBLfnj0HXCrlSupVhVcrnEa/P+YNN3U1gZNIm3JvQi+mYytvdveFyOTWDyvDWkPZS4pn+6nh3LprHorWG8MLgDl64nYGpsgJ9PExLvZTBi+k9cv/Eg7uS0bACcHazUxuDmqBiKsbYwxthQj5y8yv07VeSpbfnFxMSwfft2TExMWLp0qdJydX5+fkyZMoWSkhJ++OGHxzpuz549lRIfgJaWFvPmzcPR0ZGtW7dqJP6akJ+TBSju9gZv+B3v3oN545vVvP3TJga99i66evqc2r2Z03v/Vdm31wuT6TPhTeQlxcREnubKiSOk3LmBuY0djVr7oKunX9uXUyY1JZnIiFNoaWnj17tyN8+O7Ku9Li+AhbHi32dgO2f6eDky8/cTNHptA62mbWLJtosY6evw05td8XR9MGba0MqIj8a25cjFRP48GlOp82jJZCyd3JnM3MIKp81oyrFzMfR79Vtibibj09KFMf3b0aNDc+SSnIPHrxJ7W7m3cC3+Lr1f/oaISzfwcHdgVD8f+nVtiYG+DodPX+NyjPJr7k5fjCO/oAh7GzP6dvFQOf/4IQ9utJkaG2jsup7all/pcpgBAQFYWal+YkyYMIHFixdz9OjRxz52SkoKW7du5cKFC6Snp1NSopiTVFRUREpKCqmpqWrPWZ6CggIKCpTvUunraz6ZlK4/Ly8pobFXBwIeaq159RhAcVEhe1Yu5djWP/HtN6xsW3FRIduW/R9XTh2l67BA2nTvj6GJGQkxUexb/T3//hhEVto9Og0eq/GYKyPk4B7k8hK8O3TB0qriqU3RUZe5GR+DsYkp7Tt3q4UIQet+M0JXR4uFa8P5bd9VAFKyCvhobTjONsaM7OzGjCGtePV7xe/u1y93RF9Xm3d+V50nV543BrTAp7ENbywLJTVbc3c+H+W5gHb8vGA8J8/HMXHOSi5FJ+DQwJy3J/Tm7Rd70823KT0nLabw/vhg9/bN+POrV7mVmEb/15YQcekGVubGTBrRmVkv96dnh2b4T/iKe/dbfJnZ+fyy8Shvje/Frwsn8Nan6wk+FYWdtRnz3hhEi0b2ZbHI5ZLGruupTX6lY29ubm5qt5eW3779eJMj//zzTyZPnkx2dna5dbKysh4r+QUFBfHxx8rTMebPn0+jwa88VmwV0TN4MK7Uprvq3Mo23fqzZ+VSstLukZp4Gyt7RwDCtv7J5ROHaR8wkm6jH9whdmvVlufe/5RfZr3C0c1/0KZ7AEamtf+o4uHHbMWVdpG7dO+DbiUXsK6unPwHNwbU3fBYe/g6Izu70dVD0asY2sGFQb7O/N+mc1y7U7ln351tjJn7XFtCLiWy9rD68VtNa+xiy68LJ5CcmsXIt5aVdTmjbyQz/dP1ONiaM6i7JxOHd+LXjSFYmhmx9otX0NXRZvi0H7mTnAFAdm4BC3/cgbmJIW8+34O3J/Tmw+8e9EA++m4rTnYWjOzrw4bFDya5FxQW8d6Xf7PkA8UHb3qW5t4N+tQmv4o87pMioLgLPGnSJAC+/fZbBg0ahKOjI4aGiqTSpUsXjh07VtbCqqw5c+Ywc+ZMpTJ9fX3Wn9fseI2ZzYO5YeY2dirbdfUNMDKzIDczndzM9LLkdyFEMSWhRQd/lX3Mbexo2MSD+ItnSIyNwr1Ne43GXJFb8THEXr+CgaERHbv2qLB+SUkJIYdK5/ZVbnxQE24kKwblc/KLSMlSbZHF31VstzVXdNsGtFMM3vf0bEgXD+Wflaer4oP1y0kdyMwrZO3haNYdjsa/lT0mBrrYmhuwY57yTRwXWxMAJvRsQg9PB87HpfK/1cpTU6piTP926OnqsDfsstqxtk37IhjU3RM/nyb8ujGEAP9WWFsYc/DElbLE97DN+87w5vM98Gun/MRQYVExgbOW09X7MH27tMTG0oRbSWls3BNe9vd2/cbdstalJjy1ya/0eeH4+Hi120uf4HB0dKz0MXfu3ElhYSHvvfceM2bMUNkeE1O5cZn/0tfXr5Fu7n8ZGJlgYWtPenIi+TmqLVdJLqcgV/FH+HArMStVMWbz38nPpUrL89Qcs6YF79sBQCf/XugbqL9j+rDzESdJS7mHrZ0DLdtUbj6qJkTGpQJgqKeDno4WhcXKd2AtTRQt0IdbiAAdmtmWe0yvRookGHIpSam8uaMFzcv5tXZrYIpbA9PHiv1RHBtYAJCZrb7FlZmdD4CFqZGivp2lUvl/Zdw/joWp+p9l6JloQs8ot2pfGKx4aUrpJGpNeWqTn5+f4lnG3bt3k56ejoWFhdL2NWvWAODvr9ya0dXVLXdxpbQ0xRwjJyfVW+pHjhwhKSlJpfxJ07RdF07t3syNy+dwb6M8NeH29cuUFBeho6ePlcODazQ2tyQz5S4JsVE0cFGeRiKXl5AUr+jGWahpTdYkSZI4emA3UIW5fX0GVqn1X1W3UnKIjEuljZsVfi3tOBipPKjv11Lxb3fufpJ8Y1kYbyxT/9jijnn98G9pr/Js77r7LUB15oz2Ys5oL40/25uUouiS+7RUP0m8XStFeXyC4rqS7inqezV3QktLpjJG166Vq6L+ndRKxzDlOcW47YrNj/eYZ0We2ru97u7uDBo0iKysLGbMmKH0rsFjx46xbNkytLW1mTp1qtJ+DRs2JCkpifT0dJVjNmvWDFAkzpycB5Mwb9++zZQpU2rmQjSsfcBItHV0Ob33X25fu1RWnpuVwb4/fgQUY38Pz9lr5tsVgCN/ryIl4cGTCXJ5CcEblpORnIi5jR0O7qovs61JlyIjSE5KwMqmAZ7eFXe3C/LzOBFyCKi9u7wPK51s/EmgL3YWD1o2nq6WTB/UCoDl+9QvAPak2h4cCYB/u6a8NsZPaVsHTzemB/YCYMv+MwDsC7tEfkERjZxsmP/mYKUPoKauDZj3huLnsuXAGaVjOdtbYmtpolRmoK/LDx89T3tPN1b/e5zTF9X38qrqqW35Afz888/4+/uzevVqDh8+TOfOnUlOTiY4OJiSkhK+/vprlRchDB06lKVLl+Lj40OXLl0wMDCgefPmvP/++wwdOpRWrVpx+vRpmjRpQteuXcnPz+fQoUO0bduWLl26EBam2U+filw/c5yQLWvKvi+532pdOW9aWZnfiPE08e4EgIWtPQEvvcWO3xbzx6KZODZtiYGRMbeiLpKXnYm9W1N6Pf+a0jn8RownJvI0qQk3+W3Oazg1bYWBsSlJ8ddJv5uAjp4+gya/p/SMcG04UvY4WwBaWhV/Tp8IDSY/L5cmzVvh6OJWw9Gp2hgaS682DgR2b8LJr4ZyMioZAz1tOjZrgIGeNisORPHPCc3+Ade0s1du8c2q/bwzsQ/ffTCO15/rxpWYRBxszenYphHa2lr89ncIh04o7m4n3stkzjdb+HrWaGa90p/R/Xw4d/UWVubGdGzTCAN9XXYdvcAfW08onad7+2b8+NELRFy+wc2EVAwM9Ojs5Y61hTF7Qy/x1mfrNX5tT3Xyc3R05NSpUwQFBfHPP/+wefNmjIyM6N27N++++67adwwGBQUhSRL//vsvGzZsoLi4mO7du/P++++jp6fH0aNHmTt3Lrt27WL79u04Ojoyffp05s2bx8CBtTeAXio3M4M70apvs3i4LDdTeWDZq8cALBo4cGzbeu5cv0JRUQEWtg749htOx0FjlMb7AIxMzXlp0Q+c2LmRqNOh3Im+QklxMSYWVnj696PzkLHYOLrWzAWWo6iwkGNHDgCVv3HxYG5f7f+cSr2xLIzjV5N5qXdT/FraIQHn4lJYsT+KdUeqNmZc1z749h+On4vh1dH+eHs408zVjqzcfI6GX2PFljD+2q083/CnDUe4eD2BaS/0oL2nG4O7tyE3v5BzV2+xbvtJftsUotIdPnP5JlsOnKGDpxttmjlSUFTMxWt3WL31OKv/rfxUoMchkx731qWgMatO36zrEDRqoq/iGc2Lt3MqqPl0aeWouOFjNm51HUeiOToyOTNaKFqhX29Lpkj19XpPrbwz31eq3lM75icIglAdIvkJglAvieQnCEK9JJKfIAj1kkh+giDUSyL5CYJQL4nkJwhCvSSSnyAI9ZJIfoIg1Esi+QmCUC+J5CcIQr0kkp8gCPWSSH6CINRLIvkJglAvieQnCEK9JJKfIAj1kkh+giDUSyL5CYJQL4nX2AtCPVRYWEhQUBAAc+bMQU9Pr4I9nj0i+QmCUC+Jbq8gCPWSSH6CINRLIvkJglAvieQnCEK9JJKfIAj1kkh+giDUSyL5CYJQL4nkJwhCvSSSnyAI9dL/A6S0pgsxqM9gAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhcAAAEeCAYAAAA5PjcdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAABmM0lEQVR4nO3dd1xV9f/A8Rdw4bL3RoYsNyqouWeppZmjUitTs72Xle1s2NLq1zTTNC2t3Jm5zb0HKoiDJSJ778u4vz+uXCVQQQ5c4Pt+Ph486n7O55zz/njh3vc5n3GMtFqtFiGEEEIIhRgbOgAhhBBCtCySXAghhBBCUZJcCCGEEEJRklwIIYQQQlGSXAghhBBCUZJcCCGEEEJRklwIIYQQQlGSXAghhBBCUZJcCCGEEEJRklwIIRqFkZFRlR9jY2Ps7e3p168fP/30E01pseC4uDiMjIwYOHCgoUMRollSGToAIcT/lsmTJwNQXl5OdHQ0e/bsYffu3WzdupWlS5caODohhBIkuRBCNKqFCxdWeb1582buuOMOli1bxv3338/IkSMNE5gQQjHSLSKEMKjbbruNSZMmAbB69WrDBiOEUIQkF0IIg+vatSsACQkJAGRnZ/P1118zbNgwfH19UavVODk5MXz4cDZv3lzjMQYOHIiRkRFxcXH89ttv9OzZExsbG+zt7fV1tFotS5cu5bbbbsPJyQlzc3P8/Py499572bp1a43HLSoq4rXXXtPHERgYyCeffNKkxogI0dRIt4gQwuDy8vIAUKvVAOzfv59nn30WPz8/2rRpQ69evbhw4QKbNm1i06ZN/PTTTzz00EM1HmvWrFn89NNP9OnTh5EjR+oTlvLyciZOnMiff/6JmZkZffr0wc3NjYSEBP7++280Gg1DhgypciyNRsPQoUOJjIxk4MCBFBQUsGPHDl577TXy8vL44IMPGvBfRYhmTCuEEI0A0Nb0kVNRUaHt1auXFtC+8cYbWq1Wq42JidHu27evWt2jR49q7e3ttba2ttq8vLwq2wYMGKAFtObm5tp///232r7vv/++FtC2b99eGxMTU2VbdnZ2lX1iY2P18Q4YMECbk5Oj33bo0CGtiYmJ1tLSsloMQggd6RYRQhhEeXk5586d46GHHmLfvn2o1WqmTp0KQOvWrenZs2e1fbp27cpTTz1Fbm4u27dvr/G406ZNY8CAAVXKNBoNs2fPBmDBggW0bt26ynY7O7tq+wAYGxszd+5cbG1t9WXdunXj9ttvp7CwkMOHD9et0UL8j5BuESFEozIyMqpWZmNjw6JFiwgICNCXlZeXs3XrVvbu3UtSUhIlJSUAnDt3rsp//2vUqFHVyg4fPkx2djadO3fmlltuqXWsvr6+tGnTplp5cHAwAElJSbU+lhD/SyS5EEI0qsp1LoyNjbG1taVTp06MHTsWBwcHfZ2LFy8ycuRIwsPDr3mcynEa/+Xj41OtrHLcxdXJS220atWqxnIbGxsAfcIjhKhKkgshRKP67zoXNXn44YcJDw9n3LhxvPLKK7Rp0wYbGxuMjY358ccfeeyxx645W8Pc3FyxWI2NpedYiJshyYUQokkpKChg8+bNuLm58fvvv2NiYlJle0xMTJ2P6e3tDUB0dLQiMQohrk/SciFEk5KTk0NFRQUeHh7VEovS0lJWrVpV52OGhYVhb29PeHg4Bw8eVCpUIcQ1SHIhhGhSXF1dsbOz49SpU+zZs0dfXl5ezquvvsrZs2frfEy1Ws0LL7wA6GaTxMfHV9mek5PDjh076he4EEJPkgshRJOiUql45ZVXKCsrY8CAAQwdOpQJEyYQGBjIDz/8wFNPPXVTx3399dcZPXo0p06dIjg4mFtvvZX77ruPfv364enpyRdffKFwS4T43yVjLoQQTc7rr79Oq1at+PLLL9mzZw8WFhb07duXmTNncvTo0Zs6pkqlYsWKFSxevJgFCxZw+PBhiouL8fDwYOTIkTzxxBMKt0KI/11G2msNuRZCCCGEuAnSLSKEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXLRQhUVFfH2228THByMubk5np6ePPTQQyQmJho6tJt25MgRPv74Y8aOHUurVq0wMjKq8QmbzUlhYSGrV69m2rRptGnTBnNzc6ysrOjcuTMzZ84kPz/f0CHetDlz5jB27FiCgoKws7NDrVbj6+vLgw8+yMmTJw0dniIyMjJwdXXFyMiIwMBAQ4dTLwMHDtT/TdX0s2HDBkOHeNPS0tJ4+eWXadOmDRYWFjg6OhIaGsr06dMb5fzX+3et6cfPz69R4rpRzPWJQ6aitkDFxcUMGjSI/fv34+HhQb9+/YiLi+PgwYO4uLiwf/9+/P39DR1mnY0ePZo1a9ZUK2/Ov8I//fQTjzzyCADt2rWjY8eO5ObmsnfvXvLy8mjbti07duzA1dXVwJHWnbOzMwUFBYSEhODl5QVAREQEZ8+exdTUlJUrVzJy5EgDR1k/U6ZM4ZdffkGr1RIQEMD58+cNHdJNGzhwIDt27GDcuHFYW1tX2/7SSy/RqVMnA0RWP0eOHGHYsGFkZGTQoUMH/d9YZGQkFy9epKysrMFjmDJlSrWy3bt3Ex0dTefOnenSpUuVbc7Oznz++ee1Pr6RkRG+vr7ExcXVL1Alj6kVLc4bb7yhBbS9evXS5uXl6ctnz56tBbQDBgwwXHD18PHHH2vfeust7dq1a7VJSUlatVqtbe6/wgsXLtQ++uij2sjIyCrlly5d0nbt2lULaCdOnGig6Opn9+7d2qKiomrl3377rRbQurm5aUtLSw0QmTK2bNmiBbSPPvqoFtAGBAQYOqR6GTBggBbQxsbGGjoUxaSmpmqdnZ21lpaW2jVr1lTbfuDAAQNEpTN58mQtoH3nnXfqfSxA6+vrW+/jKHnM5v3JLKopKSnR2tnZaQHt0aNHq20PCQnRAtrDhw8bIDpltYTk4nr27t2rBbRqtVpbUlJi6HAUFRAQoAW04eHhhg7lphQWFmoDAgK07du31549e1aSiybqiSee0ALab7/91tChVNPSkwsZc9HC7Nmzh5ycHAICAujatWu17XfffTcAf/31V2OHJuqoc+fOAJSUlJCRkWHgaJRlamoKgJmZmYEjuTnvvfceMTEx/PDDD/q2iKalqKiIJUuWYGVlxdSpUw0dTp1kZGQwffp0goKCMDc3x9HRkeHDh7Np06Yq9RYuXKgfdxYfH19l3MbAgQP19Y4fP84rr7xCWFgYLi4uqNVq/P39efLJJ7l06VKDtEGeLdLChIeHAxAaGlrj9sryEydONFpM4ubExMQAui9iR0dHA0ejnMWLF3PmzBmCgoIICgoydDh1duLECWbPns3UqVP145lakvnz55ORkYGxsTHBwcGMHj0aHx8fQ4dVZ4cPHyYvL4++fftiYWHBP//8w+bNmykuLiY4OJh7770XT09PQ4dZTWJiIv379ycmJgYfHx9Gjx5NWloaW7ZsYePGjcyZM0f/hN/AwEAmT57MokWLsLKy0l88ArRt21b//x9//DErVqwgJCSEvn37ArqE4/vvv2f16tUcPnxY+X8L5W6iiKbghRde0ALaF154ocbtx48f1wLa0NDQRo5MeS29W+Thhx/WAto777zT0KHUy6effqqdPHmy9u6779Z26NBBC2g9PT2bZddceXm5tnv37lpnZ2dtenq6VqvVamNjY1tUt8h/f0xNTbUzZ840dHh19sMPP2gB7dixY7V33XVXtXZZWFhof/vtN4PFd61ukZEjR2oB7X333VelO3TXrl1aS0tLrYmJifbYsWNV9uEGXRjbtm3TJicnVykrLy/Xvvfee1pAO3Xq1Gr73OiYNyLdIi1M5dRFS0vLGrdbWVkBkJeX12gxibpbv3498+fPx9TUlPfff9/Q4dTLxo0bWbRoEcuXLyciIgJfX1+WLl1KWFiYoUOrs6+//ppDhw7x2Wef4eTkZOhwFNW/f38WL15MdHQ0hYWFnDlzhg8//BCVSsXbb7/NV199ZegQ6yQrKwuAtWvXsmHDBr799ltSU1OJi4vj5ZdfpqioiMmTJ3P8+HHDBnqVmJgY1q1bh7W1NV9//XWVbsO+ffvy+OOPU15ezrffflun4w4aNAg3N7cqZcbGxrz99tt4eXmxdu1aReKvcnzFjyiEqJeoqCgeeOABtFotn332mX7sRXO1ZcsWtFotWVlZ7Ny5k6CgIAYMGMCHH35o6NDq5MKFC7z55psMGDCgxqmFzd3MmTN54IEH8Pf3x8LCguDgYF5//XVWr14NwLvvvktRUZFhg6yDiooKAMrKypg5cyZPPvkkLi4u+Pr68tlnn3HPPfdQWlrKZ599ZuBIr9i9ezcAw4cPr7ErdNKkSQDs2rWrzsfOyMjg559/5qWXXmLatGlMmTKFKVOmUFpaSkZGBpmZmfUL/j9kzEULUzk/vbCwsMbtBQUFANjY2DRaTKL2EhMTGT58OFlZWbz44os899xzhg5JMfb29vTr14/169fTq1cv3nrrLYYOHUr37t0NHVqtPPXUU2g0Gn744QdDh9Kohg4dSrdu3Th8+DAHDhyoMlCwKbt6rY6aBnROnTqVP//8kx07djRmWNdVObjyWotXVZbXdTHEpUuX8uijj153Ub68vDxFx3bJnYsWpnLg1cWLF2vcXlnu6+vbaDGJ2snMzGTo0KHEx8czderUOi2i05yYmpoyfvx4tFpts5q1tG7dOiwtLXn88ccZOHCg/mfChAmA7gO/siw5OdnA0SqrcuBtUlKSgSOpvcrPOEtLS1xcXKptr/yiTk1Nbcyw6uVmViSOj49nypQpaDQavvzyS86dO0dhYSFa3VIU9OrVC1B+MUK5c9HCVN5CP3r0aI3bK8tDQkIaLSZxY/n5+dx+++1ERkYyduxY5s2b1+yXNr8eZ2dnQLcsc3OSnZ19zSvd4uJi/bbi4uLGDKvBVY5fqByz1RxUTsUvKiqipKQEtVpdZXtlN0BNq5EaSuWMjfj4+Bq3V85MqlzxtjbWr1+PRqPh5ZdfrvFOaOWsNKXJnYsWpk+fPtjZ2REdHV3jQKXly5cDcOeddzZyZOJaSkpKuOuuuzh48CDDhg1j6dKlmJiYGDqsBlX5JRwQEGDgSGqv8krvvz+xsbGAri2VZU3h2RBKSUtL0/fxX2uKe1Pk4+ND586d0Wq1NSaElWU1rQdkKJXTRDds2EB2dna17UuWLAGgX79+VcpNTU2vuYx5ZWLYqlWratt27txJSkpKfUK+JkkuWhgzMzOefvppQNdHXDnGAnQPkjpx4gQDBgxoliP1W6Ly8nImTpzItm3b6NevHytXrmy2C0tdbc+ePWzYsEE/qK5SaWkpX3/9NYsXL8bCwoLx48cbKEJxtb1797J69WrKy8urlMfFxTFmzBgKCgoYNWpUjV9QTdkrr7wCwMsvv1ylS+f48ePMnj0bgMcff9wgsdXE39+fESNGkJeXx3PPPUdpaal+2759+/j+++8xMTHhqaeeqrKfp6cnKSkpNSYkwcHBgC4xufr7IDExsUHbLt0iLdCbb77Jli1b2Lt3L0FBQfTr14/4+HgOHDiAi4sLCxYsMHSIN+Xvv/+uMi1To9EA0LNnT33ZW2+9xYgRIxo9tpv1zTffsGrVKkDXVfDkk0/WWO/zzz/XdyU0B+fOnWPq1Kk4OzsTFhaGk5MT6enpnDx5kqSkJMzNzVm4cCHe3t6GDlUAZ8+eZerUqbi7uxMaGoq9vT3x8fEcOXKE4uJiOnTowLx58wwdZp3dd999bNq0iUWLFtG+fXt69+5NUVERe/fupaSkhEceeYR77rnH0GFWMXfuXPr168cvv/zCjh076NWrF2lpafz777+Ul5cze/bsag86GzVqFF9//TWhoaH07t0bc3Nz2rRpw/Tp0xk1ahQdOnTg8OHDBAYG0qdPH4qLi9m+fTtdunShd+/e7N27V/mG3PQKGaJJKyws1L711lvagIAArZmZmdbd3V07ZcoUbUJCgqFDu2k///xzjYv8XP3z888/GzrMOnnnnXdu2Caa4fMeYmJitK+//rq2T58+Wg8PD62pqanWyspK26FDB+0zzzyjPXfunKFDVExLWEQrMjJS+8QTT2hDQ0O1Li4uWpVKpbWzs9P27NlTO3v2bG1hYaGhQ7xpFRUV2h9//FEbFhamtbS01FpZWWl79eqlXbhwoUHjut6zRdLT07UvvfSS/vPb3t5eO3ToUO3GjRtrPFZ+fr726aef1np7e2tVKlW1B1RmZmZqn3jiCa2fn59WrVZr/f39ta+++qq2oKDgms+UoZ6LaMkj14UQQgihKBlzIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUly0cKVlJTw7rvvUlJSYuhQFCXtal6kXc2LtKv5aKptknUuWrjc3Fzs7OzIycnB1tbW0OEoRtrVvEi7mhdpV/PRVNskdy6EEEIIoShJLoQQQgihKEkuhBBCCKEoeSpqC6dWq3nnnXdQq9WGDkVR0q7mRdrVvEi7bp5Go2HWrFkAzJgxAzMzswY7FzTd90oGdBrQPQuPGjoERf05JRSAVSeSDRyJssaEuAOw+XS6gSNR1m3tdI9wLy4zcCAKM798yXQxq2mNnq+vVg66L4+W+n61lHZpNBq++EyXXOx2GEyFUcu5ht/6TK9a15VuESGEEEIoSpILIYQQQihKkgshhBBCKEqSCyGEEEIoSpILIYQQQihKkgshhBBCKEqSCyGEEEIoSpILIYQQQihKkgshhBBCKEqSCyGEEEIoSpILIYQQQihKkgshhBBCKEqSCyGEEEIoSpILIYQQQihKkgshhBBCKEqSCyGEEEIoSmXoAJqDI0eOsHnzZg4ePMjBgwdJTEwEQKvVNuh5/Z0sCPG0JdDZikBnS5yszAC4Z+HR6+5nYgTD2rnQr7UjnnbmGBtBZmEpUan5/H4siczCUn1dZysz7mjnQoCzJW42amzMVVRUaEnKLWF/fDZ/R6ZSUlbRoO282q6/ficu6iTJF2LIz8mmrFSDjb0jrdt3ZsCoCbj7BlSpn52eyukje0g4F0XC+UjSLyWg1Wp55N0vCejQtdHivh5NSTGnjx3k1KE9RJ8OJzMtBWNjY1w8WtGl1wAGj5qA2sKyyj5ZaSmcPLSH+HORxJ2LJDXxAlqtlmff/5rgTqEGaok4GxXJkYP7iIo4RVTkSdLTUgHYuv+EgSMTzZFaZUw3Hzt6+TnS0dMGNxs15Votl3KK2XU+kz+PX6K4tOrnr4u1Gb1aO9DWzZq2btZ4O1hgbGTEiysjCE/MveE5+/g7MLKjO8GuVliampBdVMrZ1AL+PHaJU0l5irVNkotaeP/991mzZk2jn3dcZw96+NjXaR9rMxPeHBpIgLMVmYUaTl7+ZXG3UTM4yJnt5zKqJBc+Dubc2dGNrMJSEnOKOZ2Sj7XahCAXKyaGetKntQNv/3OWAk25kk27pu2rfkVTXISHbwDuPv4ApCTEcWznJk7s2cYD09+nXVhvff1TB3awbuE3jRLbzTq8cxO/ffsJAO6t/OjUvS/FRQXERp3k76XzObxrC89/8C029g76fY7v+5cVC/7PUCGLa1i8YC57d243dBiihRgS7MxLQ3QXTPGZheyNzcTSTEUHD2um9PRmULATL66MILuoTL9PvwBHnurfus7nMgJeGhzA7R1cKdKUczIpj4KSMlxt1PTws+dsar4kF42tV69ehISE0L17d7p3746fnx8lJSUNft6zqQVcyCzifHoh0RkFfHt3R8xMrt+T9dIgfwKcrfjjeBIrwpOouOrmiqu1GUWlVZOEmIxCXlgdycXs4irlFqbGvDzInxBPW8aGuLP4cKJi7bqeB1/5EC//YEzN1FXK921cxZqfvmTF958xY+6fmJjofnUdXT3pM+IevAPa0CqwHWvmf8m58EONEmttGZuo6DP0LgbdeS/u3n768pzMdL7/YDoXY86yfP5XTH3pXf02J3dPBt15Lz6B7fANascfP84h6vjBxg9eVNG+Y2f8A4Np064Dbdt35L4xwynVaAwdlmimyiq0rDuVworjSVzIKtKXO1qa8tGdbQlytebJfq35aNM5/bak3BKWH7vEmdQCzqTk88yA1nT3tb/huSb1aMXtHVzZG5PJp1uiySu5krBYq02wMzdVtG2SXNTCq6++apDzrjmVUqf6vfzs6ehhw97YLP48nlRte2p+9Q/B7KKyKllxpaLSCv48nkSIpy0dPWzqFEd9+LXtVGN5r2Fj2P3Xn2SkJJJ6MR6Py90j7bv3oX33Pvp6Rhg1Spx10XPwHfQcfEe1cjtHZ+599CXmvPYY4ft3UFZaispU9wce0qMfIT366esaGTW9dv0vmvjgQ4YOQbQgm6LS2BSVVq08s7CU/9sRy9f3dKJfgCMqYyPKLl8p7ovNYl9slr5ubTrnna3MmNjNi5TcEt7fcA5NedWulvyScvJLlL07LQM6W5Bbg50B+Od0qiLHq/xlLqto2LEltWWsMgHARNVycuJWrQMBKCvVUJCXY+BohBBNRXR6IQBmKmNszev3mTe0nQtmJsasj0ypllg0lJbzKf0/zsQI2rpaU1ah5Xx6IT4OFvTys8fOXEVmYSmHLuQQf9VttxsxMzFiXIg7AEcTDP+ld3THRtIvJeDs0Qpn91aGDkcx6cmXAF3CZGlja+BohBBNhYetrmu4tLyCvOLqd5fromsrOwAikvJwtDRlSBtnvOzMKdCUc/xiLocuZNc33GokuWgh3GzUmKmMyS4qZWQHVyZ29cTY+Mqt9Hu6eLA+MpVFh2oeO2FlZsKUHrovbVu1ikAXK2zNVRyMz+aviLp1zyhhx5qlpCTEUVpSRGriBVISYrF1cGbCc29jbGLS6PE0lH/X/QFAu663YGpqZuBohBBNxdguHgAcis+mtJ53j30dLS7/15J372iDtfrKV/+EMC+OX8zh7b/PKDpwX5KLFsJKrfvCtVaruD/Miw2n0/grIoXC0nK6e9vz0C2tGNnBjeS8EjZGpVfbX60yZmCgU5WyvbFZzN+fgKa88btFzoUf4vzJI/rX9i7u3Pv067QKaNPosTSUiMN72bdlHSYqFSPve8TQ4Qghmogevvbc3t6V0vIKfj6QUO/j2VxOJp7o60tkcj7f7owlMaeYtm7WvDg4gC6t7HhpcAAzN5yt97kqSXLRCEpKSqrNLlGr1deofXMqBzKqjI04ejGH+Vf9Qm4/n4GpiRGP9PJhTCf3GpOLzMJS/foZTpamhHjaMjHUk9mj2/HR5vPEZta+S0UJD789B4CigjySL8Sw9c9F/PjOswyd8DCDx01q1FgaQvLFeBZ9OROtVsvoyU/RqnWQoUMSQjQB3g7mzBgahLGREd/viSPm8tiL+qgcD55XUs6Mtacpvrx20bGLuby1Lop593VmQJATrfabV5s5eLNkQGcjmDVrFnZ2dlV+Zs2apeg5iq9a6Gr7uYxq2/89rytzsjLD3eb6iU1GYSnbz2fwydZobNQqnuzrq2isdWFhZUPrdp2Z+vqnePm3YfPv80k4f9pg8SghOyON7957kcL8PAaPmsCgO+81dEhCiCbA2cqMj0e1w9ZcxZ/HLrEyPFmR4xZdXohr5/mMKt8VAHGZRZxJyQcgxFO5cV+SXDSCGTNmkJOTU+VnxowZip4jPf/KnZG0Gqacasq1ZBfpFs+q7cjj6IxCLuUU4+doiau1YccDmKhUhPQehFar5fThvQaNpT4K8nL55t3nyUxLpueQEYyZ+rShQxJCNAE2ahWf3NUOd1tz/olM5Yfd8YodOyVP9/2QnFvz+kzJl7fbWyq31oV0izQCtVqteDfIfxWWVpCSV4KbjVo//uJqRugGbQLVMtfrqVxoxdZcVeM6GY3JylY34rkgN9ugcdyskqJCvpv5EskJcXTuOYD7nnxV1q8QQmBuasysUW3xc7Jk5/kM5myLVvT459MKCHKxwsa85sHwtpfHZBQpOKBT7ly0IIcvTxnt4F590asgFytMTYwpKavgUk7t+tQsTI3xc7SkQqs1eGIBEBMRDoCTu5eBI6m70lINcz96jfhzkbTregtTX3qvRc16EULcHFNjI94f0ZZ27jYcjM/mw43nUHppoX2xmUDN3R7mpsYEuVgBcD69QLFzSnLRgvwdmUppeQXD27oQ5HLlQVg2ahOmXp5muv1cRpVFsQYHOdXY5eFoacpz/VtjaWbC0Yu55NZznnVtxEWd5MyxA1RUVL2zUl5Wxp5/VnBs5yZMzdSE9B7c4LEoqaK8nIWz3+HsySMEtO/MI699pF+JUwjxv8vYCN4YHkSotx0nEnN5d/2ZBlm0cF9sFvGZhXT0tGVUJ7cq53+irx+2FqbEpBdy8pI8W6RR/f3337z//vv615rLzxLo2bOnvuytt95ixIgRip43tJUt4zp76F+rLq9b8eGIK9MxV4QncfSi7kl4afka5u1L4PE+PswcHszZtAIKNeUEu1pja64iJr2QX49UXeeif4AjT/TxJSGriMScYsq1WpwszfB3tsTMxJgLWUXM3atc39/1pCddZPl3H2NlY4eXfxssbWwpyMsh+UIMeVkZqEzNuOep17B3dtXvk5uVweLP3tS/Tku8AMCaeV+gttRl421DezLk7smN0oaa7Fi/gvD9OwGwtrXj9x8+r7HemKlPY21rD+ieOzLv4yvjclIu6tr1x9zZmFvqEscOYb25ffzUBoxc/Nf+PTtZsmCu/nVZqW4c09PT7teXPfDQY/Ts07/RYxPNz+gQd/oF6JYAyCku5bmBNT+Q7Ifd8foLPEdLU9676jvAx0G3hsVzA1vr16k4EJfFkqvWNKrQwocbzzFnbAeeG+jPiA5uXMopJtDFCk87c3KKSqs8v0QJklzUQlpaGgcOHKhWfnVZWlr19eHry9ZcRfDl21VXu7rsv4Mzt5/PICW/hDGd3Ah0tsJMZUxqXgn/nE7lr4jqj09feyqFlNwSglys6Ohhg7mpCYWacs6lFbA/LpstZ9Mbbflv//ZdGDTmAWIiw0m6EE1hbg4mKlMcXN3p1HMAvW8fh7NH1dU5y0o1JJyLrHas1MQrCZGLp0+Dx349hflXrgYqk4ya3DFhmj65KCstJe5s9XYlX4zT/7+bl+Fm8fyvys7K4nTEyWrlV5dlZ2VV2y5ETa5ezKoyyajJogMX9cmFqYkx7Wvo+vZ1vHK3OqGG1Zij0wt5bNkJJvdoRZiPPb6OFmQVlvJ3RApLDl0kNU/Zrm8jrVbbNB4c8T+ocl2JluLPKaEArDqhzPSppmLM5WXQN5+uvj5Ic3ZbO92zaBqhx6tRVebbF7Ma/snFjamVg25QeEt9v1pKuzQaDV98pltqYLfDYCqMWs41/NZnetW6roy5EEIIIYSiJLkQQgghhKIkuRBCCCGEoiS5EEIIIYSiJLkQQgghhKIkuRBCCCGEoiS5EEIIIYSiJLkQQgghhKIkuRBCCCGEoiS5EEIIIYSiJLkQQgghhKIkuRBCCCGEoiS5EEIIIYSiJLkQQgghhKIkuRBCCCGEoiS5EEIIIYSiJLkQQgghhKIkuRBCCCGEooy0Wq3W0EEIIYQQLYFGo2HWrFkAzJgxAzMzMwNHZBhy50IIIYQQilIZOoD/ZVOXnTR0CIr6eUInAFaGJxk4EmWN7ewBwK6zWQaORFn9gh0AiEkrNnAkyvJ3MQeguMzAgSjM/PKntbSradNc1Y57FxyhwrjlfM2ufbR7revKnQshhBBCKEqSCyGEEEIoSpILIYQQQihKkgshhBBCKEqSCyGEEEIoSpILIYQQQihKkgshhBBCKEqSCyGEEEIoSpILIYQQQihKkgshhBBCKEqSCyGEEEIoSpILIYQQQihKkgshhBBCKEqSCyGEEEIoSpILIYQQQihKkgshhBBCKEpl6ACag8LCQjZt2sRff/3F7t27iY+Px8TEhMDAQMaNG8eLL76ItbV1g5zb18GcDu42+Dta0NrJEkdLUwCmLjtZY/0unjZ087bD18ECOwsVFqYmFGrKicssYtv5DMIv5dXqvHd2cGVsJzcAftyXwL74bEXacyO71v1BfNRJki/EkJ+TTVmpBht7R1q370z/URNw9/HX162oqCD+zCmijuzl/MmjpCclUF5Whp2TC4Gdwhgw+j4cXT0aJe4biTsfReSxg8SeiyDubCRZGWkA/PTX/uvuV1ZWxva/l3NgxyaSL8ah1Wqxd3QmsH1nRj/wKA5Oro0Rfp0VFxdx9OA+DuzZQcSJY6SmJGFsbIynlw99Bg5h7PgHsbC0NHSYQhhcgLMlXbxsCXa1JsjFCmdrMwBG/Xjomvs4WppyT1cPQlvZ4WxtRoVWS1JOCfvislh9Ipmi0oobnveZ/n7c1tYFgFfXnOZ0Sr4yDbpMkota+O2333jkkUcAaNeuHaNGjSI3N5e9e/fyzjvvsHTpUnbs2IGrq/If9KM6uBLayq7W9Xu3diCslS2XckqIySikuLQCZyszQjxtCPG0YV1kKitOpFz3GO42ZtzZ3oUKrRZjI6P6NqFO/l21BE1xMe6+AfpEIiUhjmM7N3Fizzbuf3km7cJ6A5CZeokf33kWABt7RwI6hmJsbEzC+dMc3PIX4Xu2MmXGx/i1DWnUNtRk3bIFHD+ws0775Ofl8MXbzxF/Pgo7R2fadekOQGrSRfZsWUffW0c22eTi383/8NUn7wHg7edPzz4DKSzIJ/JUOEvmf8+OLRv49Jv52Ds4GThSIQxrfKgnPf0cal3fw1bNJ3e1w97ClJTcEg5dyMbUxJh2btZMDPOiT2tHXllzmsLS8mseo5OHDbe1bdjPeEkuasHU1JRHH32U559/nnbt2unLk5KSGDFiBMeOHeP555/nt99+U/zc0emFJGQXE5tZRGxmEZ/f2QZTk2v3Zq2LSGXRoUQKNFV/sfwdLXh5UGvuaOfCgfhsLuaUXPMYk7t7UagpJzqjsE6JjRImTf8QL/9gTM3UVcr3bVzN2vlfsvKHz3jthz8xMVFhhBGBId0YOPo+/Dt0xejyH0lZqYbV8+Zw5N8N/P5/H/Ly//2Kicqwv+oBbTvSyi8Qv+B2tA5qz6vTxlBWqrlmfa1Wyw8fv078+SjunDiNkeOnYmJypQ1pyYmYW1g1Rug3xUSl4vZR4xh97wP4+F2525SZnsbbrzxN9Nko5n71Ga+++7EBoxTC8KJS8onLKORcWgHn0gr4aWJnzFTX/oyfcos39ham/B2Rwry9F6jQ6sotTU14945g2rpZc1eIG0uPXKpxf1MTI57s50d8ZiGFmnLauds0RLNkzEVtTJ48mblz51ZJLAA8PDz49ttvAVi5ciUazbW/LG7W+qh0Vp9KJfxSHrnFZTesfyG7uFpiARCTWcShCzkYGxnR1vXaXTj9/R1o62rNsuPJFNbi1prS/Np2qpZYAPQaNhpHN0/yc7JIvRgPgJO7F9Pe/JyAjqH6xAJAZWrGXQ+/gLmlFdnpKcSfPdVo8V/L7Xc/yOgHHqVLj37Y1eJq/fDurUSdOEK3PkO4675HqiQWAC7uXtjY2TdQtPV32+2jePaVt6skFgCOzi489eLrAOzZuZXS0lJDhCdEk7EyPJnfjlzi0IUcsotu/BnfwUP3+f370Uv6xAKgsLScleFJAAS5XPvCY3yoJx52ar7bFU/Z1QdQmCQX9dS5c2cASkpKyMjIMHA011f5i3StXyhbcxX3dvEgIjmf/Y00xqIuKu8+1OYuhKmZGmcPbwByM5v2+1KTnZvWADD4znsMHInyWgcGA1Cq0ZCXk23YYIRoZkrLb5wQ5JXUnKT4OlgwJsSdLWfSFR9j8V/SLVJPMTExgK7rxNHR0cDRXFsrOzU9fOwoK68g4hq/VPeHemBmYsTiw4mNHN2NHd25ifRLCTh5tMLZo9UN61dUVJCdrhtbYmPfdN+XmpSVlXE+8gQmJia0Dm5PQuw5juzZRm52Fg5OLnTp2R/v1kGGDvOmJV+6CIBKpcLatnG73YRo7o5dzOHWNi6MD/Ws1i0ytrNuAPuWqPRq+xkBT/X3o0BTzsIDCQ0epyQX9fTVV18BMHz4cNTq6rfzDaXz5VkjJkZGOFmZEuhkSblWy8JDiaTlV+++6expQw8fe1adTCGlhu2NbefaZaQkxKIpKSYtMZ6UhDhsHZyZ+NxbGBub3HD/8D1byc/JwsrWHt82HRohYuWkJydSqinB1t6RzauXsWrJD2grrnRRrV36E0PuHM+ER543XJD1sOZP3diksFv6YGZmZuBohGhefjl4kUBnK0Z0cKObtz3n0wswMzGmnbs1mvIKZm+L5mRS9VmBd3Rwpa2bNV9sjyG/5NqDPZUiyUU9rF+/nvnz52Nqasr7779v6HCq8LE3p2/rKyOQS8oq+O3oJfbGZVerq1YZMynMk6TcEtafTmvEKK/tbPhBok8e1b+2d3Hj3qdex8u/zQ33zU5P5e+F3wBw271TUZk2ry+wgnzdB0NBXg4rf/mOQXeMY+iY+7CwtOb4gZ38Nnc2W9Yuw9WzFYNH3G3gaOvm4L5dbFy3CpVKxYMPP2XocIRodrKLynh9XRQvDw4g1NsON9srF7V7YzM5n1ZYbR8nK1MmdW/FiUu5bD/XON3EDZZcnD59moiICLy9vbnlllsa6jQGExUVxQMPPIBWq+Wzzz7Tj72oSUlJCSUlVWdnNPRdjr8i0/grMg2VsRFuNmYMCnRiao9WdPWy5Zs9Fyi/atzFuBA3nKzM+HRbTIMO8KmLh9+aA0BRQR7JF2LZtnwRP777HEMnTGPQ2EnX3E9TXMSS2W9RkJdD++59uWXoXY0VsmK0Wt1divLycjqG9eL+J6brt/W97U5KNSX8+sPn/PPnomaVXCTEx/LZzNfRarVMe/JF/INunCgKIaryc7TgreHBVGi1fLDxHBFJeahVxvTxd+TBHl509LDl1TWnScwp1u/zeB9fTE2M+H5XfKPFWa8Bnb///juDBw/mwIEDVcqnT59Ox44dGT9+PL1792bMmDGUlzf8bZjGkpiYyPDhw8nKyuLFF1/kueeeu279WbNmYWdnV+Vn1qxZjRJrWYWWxJwSlhy5xOaz6XTxsuXWoCuzFVo7WjAk0Ik9sVmcTi1olJjqwsLKhtbtQpgy4xO8/IPZ/PsCEs5H1Vi3vKyMX794l8ToM/i17cSE595q5GiVoTa30P9/31tHVtvee4iuLCsjjZRLDd93qoT0tBTefOlJ8vNyGTt+EqPvvd/QIQnR7JgYGfHqrYE4Wpoya9N5DsZnU6ApJ7OwlL9OpbDkUCK25iru6+al36dXawdu8XNgxfGkKglHQ6vXnYslS5Zw/Phxunbtqi/bu3cvs2fPxtbWlhEjRrB//37Wrl3Lr7/+yoMPPljvgA0tMzOToUOHEh8fz9SpU/n8889vuM+MGTN48cUXq5Sp1WoeX3W2ocKs0b64bG4Ldqarly0bz+gG/IR42mBsbEQre3NeHdy6Sn0PG93dlZHtXegf4MDJpHyDdZuYqFSE9B5MYsxZoo7sxTuwbZXtFRUV/PntLM4eO4CHXyAPvvpRjVNamwOnq1YVdaphhVG1uTk29g7kZWeRl5OFm6d3Y4ZXZ3m5ObzxwuOkJl/itjvu4uGnXzJ0SEI0S23crPCyNycpp5iYjOrdH3tispjWy0c/XRWgh489AF1a2dHBo+qaFq2ddKvkPtbHhwJNOVvPprPtrDLdJvVKLk6dOkVISEiVQVmLFy/GyMiIP/74g6FDh5KZmUnr1q356aefmn1ykZ+fz+23305kZCRjx45l3rx5VdZXuBa1Wt0kBntWTk+yUVcfEOnrYFGtrJKnnTmeQHqBYdcksLTRzSwoyM2utu2vBf9H+J6tOHt489Abn2Fh1TALwzQGSytrnN08SU+5RGF+9YFZFRUVFOXrZvxcfZejKSoqLOStl57kQlwMfQYM4blX36nV34wQojpnK913bU1rGenKdZ/x1mbVv9rbul17fSN/Z926GKdqGAh6s+qVXKSmptK7d+8qZdu3b8fV1ZWhQ4cC4OjoSP/+/Tly5Eh9TmVwJSUl3HXXXRw8eJBhw4axdOlSTExuPGuhKWnjqvsFSr1qNsiaU6msOZVaY/1pt7Sib2uHRn22yPXERh4HwNHNs0r5pmU/sX/Tauyd3Zj21udY29V+Kd2mqsst/diy9nfOnDpKh9CqY5ZizpyirKwUMzM17q18DRThjWk0Gt6b8RxnTp8irEdvXn33k2b3NyNEU5JVqLvA87I3x8LUuNozRCoXz0rNvzLG76sdsXy1I7bG4304sg2dPG0b5Nki9RpzYWFhQW5urv51UlISZ8+eZcCAAVXq2dvbk5WVVZ9TGVR5eTkTJ05k27Zt9OvXj5UrVzbJKXQ2ahP6+ztgZlL9yrC9mzX3Xp4DvTu2ab4XcVEnOXP8ABUVVf9gysvK2PvPSo7t3IypmZqQ3oP123av+5PtK5dgY+/ItLdmY+/s1thhN4hbR41HpTJl27o/iY66ssJoXk42y+Z9CUCfW0di2kRnwpSXl/PJu68SfuQgHTuH8uZHczA1NTV0WEI0a1Gp+WQXlmJhasJjfXxRGV/5rHe0NOXhXj6ArnvE0Op158Lf359du3aRnZ2Nvb09v/76K0ZGRvq7FpWSk5Mb5KFejeWbb75h1apVADg7O/Pkk0/WWO/zzz/H2dlZ0XOHeNgwqsOVfzuTy79Mb94aoC9bG5HKiaQ8zFTGTO3RivtCPYnLLCKrqBS1iTFuNmZ42pkDsDEqnSMXc2mKMpIvsvy7T7CyscPTPxhLGzsK83JIvhBDXlYGKlMz7n7yNeyddf8el+LOsX7xdwA4uHqwfeXiGo/bfcgIgz+87MShPaz7fYH+dXmZ7grko5en6ctGjn+IkO59AHB28+SBJ19h0dcf8emMxwlo0wkLKyuiT58kPy8Hn4A2jJvSdKdy/rViGXt3bgPA1s6eb2d/VGO9h596ETv75n+nSYib1c3bjvGhV+7Gqi5fHH5215XHTfx+9BKHE3IoLdfy7a44Xr0tgMHBzoR42urXuWjrZo2lmQnn0wpYcTyp0dvxX/VKLqZMmcLTTz9NWFgYXbp04e+//8ba2pq77roy/a+0tJTDhw/TrVu3egdrKFffdalMMmry7rvvKp5c2JibEOBc/dHUV5fZmOtuNecVl/H78STaulrhZWeOn6MFxka6edH747P5NzqTM01wRkil1u27MHDMA8RGHif5QgyFuTmYqFQ4uLrT8ZYB9L5jLM7uV1bnLC7IR6vVTZ29cDaCC2cjajyuf4cuBk8u8nKyiDlTPb6ry/Jyql5t9L3tTpzdPfln+WJiz0Sg0ZTg4u7J4DvvYdiY+5v0eIv8vCsJbGWSUZMHHnpckgvxP83WQkWbGsZDXF1ma3Hlq/pAfDYvrzrN6BB3OnjYEOZtR1mFlqScYnbHZLH2ZDKaWiwR3tCMtJWfzjehtLSU++67jxUrVgBgZWXFvHnzmDBhgr7OqlWrGDduHB9++CEzZsyof8QtyNRlJw0dgqJ+ntAJQP/wnJaickndXWcNf6tRSf2CdV/qMWmNNz2tMfi76O7S1eI5f82K+eXvF2lX06bRaPjiM91SA8fchlJh3HLWqlz7aPda161Xq01NTfnzzz+Ji4sjLS2Ntm3bYmPzn6kurVuzatUqevbsWZ9TCSGEEKKZUCSl8vPzw8/Pr8ZtXbp0oUuXLkqcRgghhBDNQIPdr9mwYQOnTp3C29ubsWPHykhxIYQQ4n9Evaaifvfdd/j7+7Nnz54q5ffeey8jRozg1Vdf5b777qNfv34UF7esfl0hhBBC1KxeycWqVasoLCykV69e+rINGzawfPlyvLy8eO211+jRoweHDh1i3rx59Q5WCCGEEE1fvbpFzpw5Q8eOHTE2vpKjLFu2DCMjI5YvX06PHj0oLi7G19eXJUuW8Mwzz9Q7YCGEEEI0bfW6c5GWloa7u3uVsh07duDt7U2PHj0AMDc3p3fv3sTG1rz8qBBCCCFalnolF3Z2dqSnp+tfx8bGEh8fz8CBA6vUs7KyoqCg6S7eJIQQQgjl1Cu5CAwMZOfOnVy4cAGAH3/8ESMjI4YPH16l3sWLF6vd4RBCCCFEy1Sv5OKJJ56guLiYkJAQwsLC+PTTT3FxcWHkyJH6OkVFRRw+fJj27dvXO1ghhBBCNH31Si7uv/9+XnrpJUpKSjh27BheXl4sXboUa+sra6L/8ccfFBYWMmTIkHoHK4QQQoimr96LaH322Wd88MEH5Obm4uLiUm374MGDOXbsGAEBATXsLYQQQoiWRpEVOtVqdY2JBYC3tzfe3t5KnEYIIYQQzUC9ukWEEEIIIf5LkTsXu3fvZs2aNZw7d468vDxqeoq7kZERW7duVeJ0QgghhGjC6pVcaLVapk2bxqJFi/QJhZGRUZXkovK1kZFR/SIVQgghRLNQr26RH374gYULFxIWFsbmzZsZO3YsoFsW/J9//mHKlCkYGxszffp0YmJiFAlYCCGEEE1bve5cLFy4ECsrK/755x+cnJxYsmQJAEFBQQQFBTFs2DDuuOMOxo8fT+/evfH19VUkaCGEEEI0XUbamgZI1JKtrS29evVi48aNADz00EMsWrQIjUaDiYmJvl6PHj1Qq9Xs2rWr/hELIYQQTZRGo2HWrFkAzJgxAzMzMwNHZBj16hapqKjAyclJ/9rS0hKArKysKvWCgoI4efJkfU4lhBBCiGaiXt0iXl5eXLp0Sf+6stvj2LFj3Hbbbfrys2fPolIpMjGlRWn9wt+GDkFRsV+MAOC7vXGGDURhT/b2A+CXwwmGDURhD3bTrT9zNqXQwJEoK9hNd5HTUtsVkdiyHgLZwcsKgItZJQaORBmlpRr9//s8tpwybctZ8SF94YRa161Xq0NDQ4mMjKS8vByAoUOHotVqeeWVV4iKiiIvL4/PPvuMI0eO0LVr1/qcSgghhBDNRL2Si1GjRpGens7ff+uuwDt37syECRMIDw+nQ4cO2Nvb89prr6FSqfjwww8VCVgIIYQQTVu9+iomTpzI2LFjq3R5LFq0iJCQEFavXk1WVhbBwcG88sor9OjRo97BCiGEEKLpq/dACLVaXeW1qakpr732Gq+99lp9Dy2EEEKIZqjljDQRQgghRJMgyYUQQgghFFWnbhF/f/+bPpGRkRHR0dE3vb8QQgghmoc6JRdxcXENFIYQQgghWoo6JRcVFRUNFYcQQgghWggZcyGEEEIIRUlyIYQQQghF1Su52LZtG2PHjr3u00537tzJ2LFj2blzZ31OJYQQQohmol7Jxdy5c9m8eTNdunS5Zp0uXbqwadMmfvjhh/qcSgghhBDNRL2Si4MHD9K1a1dsbGyuWcfW1pbQ0FAOHDhQn1MJIYQQopmoV3KRnJyMt7f3Det5e3uTlJRUn1MJIYQQopmoV3JhZWVFSkrKDeulpqZibm5en1MJIYQQopmo14PLunbtyu7du7lw4QI+Pj411rlw4QK7du2iV69e9TmVwc2ZM4fdu3dz8uRJUlNTKS4uxt3dnQEDBjB9+nQ6derUIOedNqA13fwdaeNhg5O1GWpTY9JzSzgQncmP22M4k5RXbR9XWzVP3RpI/7YueDiYU1EB8ekFbDyZzLztMRSUlFep72Blym0d3enia09nHzuC3W1QmRjz8m/hrDh0sUHadS3LP55O4pkT19x+14sf4Nepu/71/tWLObBmyTXrh91xL33vmaZojEoozMth7ivTKMzNxsHNkyfn/FKtztkje4k6tIvk2HPkZ2dSUlSAuZUNHq2DCbt1FEGhPQ0Qee2t/n0xkSeOExdzjpzsLDSaEhwcnejYJYyxEybjFxBk6BBvSktt11svPEJE+JFrbn/z468J7dGnESOqv7NRkRw5uI+oiFNERZ4kPS0VgK37r/0ZY0gOVmbsnXUHLrbmxKTk0ePVv2usZ29lxvMj23FHaCu8HC3JLSpl35k05vwVwakL2dXqGxsZcWe3VoT6OxHq70iInyNWahVLd8fyzE8NM2ShXsnFQw89xNatWxk5ciQLFiygW7duVbYfPnyYadOmUVpaykMPPVSvQA3to48+oqCggJCQEH0iERERweLFi1m2bBkrV65k5MiRip/3yVsDsTQzISopV59IBLtbM7Z7K0Z29eSJn4+wLTJVX9/P2ZI/n+2Ns42ahIxCtkWkojY1IczPgeeGBXN7Zw/u/movecVl+n26tXbkkwkhisdeH4Hd+mKqtqhWbm3vXGN9j6AO2Lt6Vit382uaH/Rbf51LYV7Odeuc3LWZqMO7cfHyxTOwLWpzS7LTkokOP0h0+EF6j5rIoPFNL3Gq9MeSBZQUFeEXEISfv+59uBAXzfaNf7Nr60ZmfDCbHr37GzjKumup7arUs/8QLCwsq5U7ObsaIJr6WbxgLnt3bjd0GLU2c2JXnKzV163jZmfOujdupbWrNSnZRWw9mYSrnTkjw1oxrIsn93+5i38jkqvsY22hYv5TjZsY1iu5mDhxIqtWrWL58uXccsstdO7cmYCAAACio6MJDw9Hq9UyZswYJk2apEjAhrJmzRrCwsKqde989913PPXUUzz88MNcvHgRlareT7Gv4tEFhzmZkIOmrOrqqA/08eX9uzvy8fhO9HpvG+UVWgBevbMdzjZqFu+O492VEVwuxsZcxcLHehDq58C0ga35csM5/bHS80pYvDuOEwk5nLiQzZT+rZnYq+Y7UY2l3/hHsHV2r3X9jv2H077v0AaMSDmxp45yYtcmug4ewbFtNV+ZAPQZfR+3T3seSxu7KuWJ50/z26xX2PvXMjr0GoSrz80/86chvfnRFwQGt8NMXfXD8u9Vf/DDF7P4+tOZLFy+AROF/2YaWkttV6Upj7+Aq3v1RL05at+xM/6BwbRp14G27Tty35jhlGo0hg6rRv3auTGxb2sWbT/P5EGB16w3Z2p3Wrtaszn8EtO+3UOhRncn+vZQLxY+3YcfHutJt1fWkX/VBWRZWQW/74nleGwmx2IzCfSw5ZuHb2nQ9tR7Ea1ly5Yxc+ZM7OzsOH78OCtWrGDFihUcP34cOzs73nvvPf744w8lYjWoPn361Dhu5MknnyQgIICUlBQiIyMVP++R2KxqiQXAkj3xxKUV4GJrTpCbtb68h78jAP+36bw+sQDIKy5j7jbdg+NCvO2rHOtYfDZvr4hg+cGLnE3Op0KrRTSMUk0J/yz4EmcvX3qOuOe6dd39gqolFgBege1o13MgaLXER4Y3UKT1175Tl2pfwAAjxtyLh5c32ZkZXIiPMUBk9dNS29USTXzwIaY++hS9+w3E0anmu55NgbmpCbOndCMqMYdvN0Rds56noyXDunhRWlbB9F8O6xMLgH+OJrLqwAWcbc25r1/VC45CTTlPzTvAvC3nOBydQUlp+X8Prbh6p9bGxsa8+eabvPrqqxw+fJiEhARAN0MkLCwMMzOzegfZ1JmamgI0elvLLmcPmvIryUdNich/ZRc2zcz9f8Gulb+QlZrEpDfnYGxy839+JiYmABg306tjk8ttV6lMDRyJslpqu0TDmj66A34u1oz6eBul5de+uOvs6wDAhfR8LmYUVtu++3Qqd/fy4/auXvy4+WyDxVsbin0ymZqa0qtXr2Y/cLOuFi9ezJkzZwgKCiIoqPH698d088LfxYrY1Hzi0gr05bvOpHHPLd48OzSwWrfIY4N1XVZ/HGjcQZo3I2LnRoryczEyMsLBvRX+ob2xdbp2n2/C6eOkXYimrFSDjYMLviHdm9x4i5QLMRxYv5zO/Yfh07YT2WnJN96pBqkXYojcvwNjExX+ncIUjrLhbdu4jsSEODxb+eDZyrDdb0pqKe3asn41ebk5GBsZ4entS48+A3Fx8zB0WC1W+1Z2PDmsLb/tjmX/2TS8na2uWddSrfvKzi4orXF7Zn4JAB187BWPs65uKrlYv349q1evJiEhAbVaTUhICFOnTqV169ZKx9fkfPbZZ0RERFBQUMDp06eJiIjA09OTpUuX6q8mG8Kjg/wJcrfG0kxFgJs1bTxsSM4u5tnFx6p0f3z69xk6edsxqa8fA9u5cupiDmYqY7q1dqSkrJznFx9j//mMBotTKQf/+q3K612/z6PHqPu4ZdT9NdaP2ru1yut9qxYR2K0vt017GTPz6gNDG5u2ooK/583G3NKawRMfqdO+Z4/u48zBXZSXl5GbkcrFs5EYq0wY8fCLOLg1/b7xlUsXER8bTUlxEQnxsVyIjcbR2YXp78xq0L+ZhtZS27V8yU9VXi/64QvunvQI906q2++tuDEjI/jyoR7kFGp47/fjN6yfnlcMQCvn6gNuAXxddF3kjtZqrNQqCkrKaqzXGOqcXNx///0sW7YMAO3lvvm//vqLzz//nGXLljFq1ChlI2xiNm7cyNatV77IfH19+eWXXwgLa9gryH5tXegbfKXP8GJmIS/9Gs6pi7lV6qXnlTDh2/3836Su9G/rgrfTlV/Cf8LTOXnx+jMUDM2rTUc69h+OR2B7rOwdyctM49zhXRz6ayn7V/2CmbklXYeO0de3d/Wk3/hH8O3UHVtnN4oL8kg8c5I9f87n/OHdaCsqGPnMOwZskc6hTatJijnDyEen1ziO4npS46M5sWuT/rXKTM3QSU/Sqe+tSofZII4e3Ev4kYP6167uHrzw+vsEtmlvwKjqr6W1q31IKLfeMZo2HTrj4ORMRmoKe3duYfmS+Sz7+XssLa0YOe4+Q4fZojxyazCh/k48/dMBsgpu3F19NCaT4tJy3OwsGNzJnW0nq979nND3ygW+tXkzSi7mz5/P0qVLUalUTJo0ia5du5KXl8e6devYt28fDz74IPHx8djZ1e3DsznZsmULANnZ2Zw8eZKZM2cyYMAAPvjgA954440a9ykpKaGkpKRKmbqGAWHXM+l73VxkG3MVbT1teHZoEL8/04vP/z7Dt1vO6+u19bBh/iPdqdBqeeSnQxyIzsRSbcLtnT14ZURbegY6cfdXe4m5qiulKek1ZnKV1w7uregxciJufsGsnv06B9YsodPAO1CZ6f792vYeUqW+qdqctr0G492uM0veepzoo3tJij6NR0C7RmvDf+Wkp7Djz5/xaRdC5wHD6rx/3zEP0HfMA5RpNGSmJHJ0y1+sn/8FZ4/u4+7n38Gkiffvf/DFXADy8/KIjznHskU/MuPZh3ng4acY/+DDBo7u5rW0dk2c+kSV157evtx9/zQCg9sz89Wn+H3RXG4bORa1WhZEVIKXoyWvj+3EnqhUlu2OrdU+eUWl/Lz1HE8Mb8s3D/fk5UWH2HU6FTc7c14b04lgD1t9XUMPzK/TbJFFixZhbGzMP//8w/z583n66aeZMWMGe/bsYfLkyeTl5bFy5cqGirVJsbe3p1+/fqxfv56wsDDeeustDh06VGPdWbNmYWdnV+Vn1qxZN3XevOIyDsVkMfXHQ5xIyObF24MJ8dYlcypjI76bEoqbnTmP/3yELRGp5BWXkZJTwsKdccxefwYHKzNeuD34ptttKL4dw3D1C6akMJ/kmGuPpq5kZe+kn5oaf/JwQ4d3XRsWfk15WRm3P/R8vY6jMjPD1bs1w6c+S7ehozl/bD+HNq5WJMbGYG1jQ4fOobzz6dcEtmnHr/O/4+zpCEOHVW8ttV2VunTvRUCb9hTk53Hu9ClDh9NifPpgGKYqY15aVPP3xrW8v/wEaw5dwNXOnF+e7Ufs9+PY//EIbg/14vXfjurr5RTWPC6jsdTpzsXJkyfp2bMnQ4YMqbbt9ddfZ9GiRZw8eVKx4JoDU1NTxo8fz5EjR/jrr7/o3r17tTozZszgxRdfrFKmVqtZ9NqWmz5vWYWWv48lEeJtz5AObpxIyKGrnz2tXa2JSysg4j/dJQDrw5N4c3R7egQ43vR5DcnezZPUuLMUZGfWsr4XQK3rN5Tzx/ZjbmnNPwu+rFJednm+fV5mOos/0P1+jHn6Taztb/z+dOp7K4c3rebskb03nNLa1KhUpvQbPIzzZ05zcO8Ogtt1MHRIimip7QLw9PIh+kwkWRnphg6lxRjWxYvsAg2zJ1f9zlCb6q75PRwsWPPaYAAe+X4vqTm68RaasgqmfbuXecHnGNzJHWcbcxIzC1l1IJ7KmxUxyXm1mjnYkOqUXOTm5uoXyfqvyvLc3Opfai2ds7NuLERaWlqN29VqdZ27QWoj83IfnaO1bgqsu51u4OLVq29eLa9IV25n0bRvo19LSWE+oOv6qFX9grw61W9IxYX5XDhd85LDZaUa/bay0tpNE64ct3GjVT6bKls7ewBys7MMG4jCWmq78vN1n+vqJjA4uiWxtzKjT9uaZ8FZmKn029Sm1QcI7z+bxv6zVb9z7u3tB8CeM6nV6je2OiUXWq32mqOgjY112VZFhWGzJUPYsWMHwDUTr4Zyy+U7EBfSdfOd0/J04zr8Xa2wUptUe4ZIiI/uC+liZlEjRqmMwtxsLp3V3ZJ18b326nWVtFot0Uf3AuBai/oN6Y1fa75DlZ2WzLfPP3DNZ4tcT/zlZMTBtXlOETx5XPcMC3fPGz9VuTlpie3Kyc7i9IljAPgHtzVwNC2H85RlNZZ7O1tx7PM7r/tskWuZNkQ3/f6Xf6PrHV991XuFzv8Fe/bsYcOGDdUSp9LSUr7++msWL16MhYUF48ePV/S8Ya0d6N/WBSOjquUqYyMm9/NjTLdWFGnKWXf8EgBH47JIzyvBSq3ivXEdMTO58va62qp5a7RuFPs/4UmKxqmUS+ciiD66l4qKqklRbnoy676ZSWlJMf5demLj6ALoEo7wrWvRFFVdTEZTXMS2X/6P5JgoLO0cCQhrXg9bAijIzebYtr8pLSmuti3m5BG2LZsHcFMDRBtD5MnjHDmwp9rfTFlZKX+tWMq/m/7GTG1Ov8HNY8n2Si21XVGnwjmwezvl5VX/9lKTL/HJ2y9RXFxE994DcHZxM1CEopKXoyXONlXvhJubmvDF1O6EBTjx264YjsUatisYbmIq6qJFi1i0aFGN24yMjK653cjIiLIyw02LqY9z584xdepUnJ2dCQsLw8nJifT0dE6ePElSUhLm5uYsXLgQb29lr1b8nK34/L7OZOSXcCohh6zCUhytzGjjYYObnTnFmnKmLw0nKftKX9zrf5zk2ymhjOveit5BTpxMyMHc1ISufvbYmJtyMiGH77dWz2pXPtdb//+V01efGRrI/b11iwGdupjL2ysadjBXdkoim+fPxtLOEVffQNSWVuRmpJIad47yUg1OXr4MmfqCvn6Zpph/l3zLnuULcPMLxsrekaK8HFLjz1Ocn4va0poRT73ZJLpF6qq0pJj1879g85LvcfcLwtbRGU1JMZnJiWRcugBAj9vH0bZH03xA1qWLF/hq1jvY2tkT2KY9NrZ25OZkEx9zjsyMdMzM1Dw/4z1c3Gr//JimoOW2K55vPn0Xe0dn/IPaYmVtQ1pKEjFnT6PRlODtF8ATL71l6DDrbP+enSxZMFf/uqxUN8jx6WlX1st54KHH6Nmnaf4d1aRfeze+mNKd43GZJGYUYm5mQo8gZxyt1Ww9mcT0X2oewP7ppDBC/HQrfDpa6ZKT20I82PDWlSntw9+/+XGA/1Xn5EJ7k9Nbbna/pmDAgAG8/vrr7NixgxMnTpCeno6ZmRl+fn7cfffdPPvsswQGKn/r/UB0Bt9uPk+PAEfaetriYGVGaXkFFzOL+Cc8iYW74ohPr3rVvvlUCqO/2MMjg/zp4e/IwHaulJZXEJdWwN/Hk1iwM5aS0updV10v/9JdzdfZCt/Lq8WVNMLgIHf/tnQaNJKUmChSYs9QUpiPyswcF58Agrr3I2TQSP0UVABzK1vC7riX5OgoslMSSTofiZGxMXYu7rTvcxtdh43F2qHpPk/geqxs7Rk88RHiT4eTfjGepNizaLUVWNs70b7XIEIHj8C3fRdDh3lNHTuHcc+kaZw6foS46LPk5mSjMjXF1d2T3gNv5c5xE5vlKpYttV3B7ToybNQ9nDt9kvNnIijIy0Ntbo5fYDC9B9zGsFF3N8spqNlZWZyOqD7J4Oqy7KzmNT4mPC6Tvw4nEBbgREcfezRlFUQm5LB0dwy/7br2lNY2XnZ0C6j6eehsa46zbcO8r0ba5vyt38y1fqFu/WlNXewXIwD4bm+cYQNR2JOXB0n9cjjBsIEo7MFuujttZ1OqP6OgOQt20915a6ntikhsmmvU3KwOXroLmItZJTeo2TyUlmr45fs5AHwfF0SZtuWMPkhfOKHWdVtOq4UQQgjRJEhyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFqQwdwP8qjUaDinJDh6EojUYDgLa81MCRKKuyXRVlLbNdZaUaA0eiLI1G97Em7WoeNBpTAEpbSLtKS698TqiMKgwYifI0Gg1mZma1qmuk1Wq1DRyPqMF7771n6BCEEEKIOnnnnXdqVU+6RYQQQgihKLlzYSAajQbn0V8bOgxFpa9+BoDn10QZOBJlfXlXWwBmbYsxcCTKmjHYH4DTlwoMHImy2nlaAXAmuWW1q427rl0t9f1KzC4xcCTKKC0tZelPus/2r9anUdaCer/T986pdbeIjLkwEDMzM0orjAwdhqIqf+m0xi3r16qyXUYmLbNdKtOWNZZE2tW8VLbL1LTlXeeWlUNpC0ouaptYgHSLCCGEEEJhklwIIYQQQlGSXAghhBBCUZJcCCGEEEJRklwIIYQQQlGSXAghhBBCUZJcCCGEEEJRklwIIYQQQlGSXAghhBBCUZJcCCGEEEJRklwIIYQQQlGSXAghhBBCUZJcCCGEEEJRklwIIYQQQlGSXAghhBBCUSpDB/BfRkZGdarv6+tLXFxcwwRTS0ZGRg0eh7OdBS/d0507evrj7WJLkaaM+JQc/j2ewOs/7dTXi1o0DV83u+seKzYpm/ZTF1QpMzKCh27vxKTbOtDOxwlzMxVp2YXsPpXInD8PcSImTdH2+Nib09bVCj9HC/wcLHCwNAXgiRWRNdZ3sFDRycMGPwcL/BwtcLMxw9jIiDk74jiXXnjN86iMjRgc6EhYK1tcbdSYGEFOcRlRqQVsPJNOekGpou26noz4s0RuWUFadCTF+Tmo1ObYe/oR0PM2/HveWu13v6KinDP/riV632by05NQqc1xCwohZMT92Ln7NFrcN+utFx4hIvzINbe/+fHXhPbo04gRKS83J5tnJo8jJzsLd89W/PDbWkOHdNNa4vt1NiqSIwf3ERVxiqjIk6SnpQKwdf8JA0dWVVh7H16YfCu9uwbgbG9NQXEJEecusWjNfhav3V+tvperPa8+Mpzhfdrj6mRDZk4hW/ad5sO5/xB/KaNafUtzM+4a0pnuHf3o1sGXkDZeqM1M+eCH9Xw4d32DtKnJJReTJ0+uVrZ7926io6Pp3LkzXbp0qbLN2dm5TsdvjERAaV0DXVn74Tic7SyIiEtn3b7z2FiqaefryDNjQqskF6t2ncPJzqLG4/Tr1Ao/dzv2nEqstm3pm3dyV58gCotL2RORSG5BCe19nRk/qC1j+gZx78y1bDwUq1ibbm/nTBdP21rX7+plyz2d3et0DpWxES/098XfyZJCTTnn0gooq9DibW9O39YOhLWy5cud8VzILq5r+HV24dgedv/8MdqKChy9A3AJ7EBJfg6p5yNIi44g+cxx+kyZrq+vrahg9/xZJITvw8zCCs8O3SnJz+XC8T0kRhzi1mdn4ezXpsHjVkLP/kOwsLCsVu7k7GqAaJT183dfkJuTbegwFNWS3q/FC+ayd+d2Q4dxXaOHdGHxx1NRqUw4GnmBPUfP4+xgTZ+ugfQJDWTwLW2Y+sYiff32AR5smPcsLg42xCWm88+uCFq3cmbSqJ6MGtSZ2x7+kpNnq37GB/q4sOCD6t+tDanJJRcLFy6sVjZlyhSio6MZPXo07777bqPHZEjOdhas+WAsFmoVd7+7mr/3x1TZ3i246hfujKsSjasZGUH0kkcB+G3b6SrbRvT0564+QcQl5zD4xWUkZRbot714dzc+fLg/Xz41mHZT5ivRJABiM4pIzCkhPquI+MwiPrg9CFOTa/fSpRdo2Houg/isIuKyipnQxZ32btbXPUe/1g74O1kSl1nEV7viKS6rAMAIuKezO4MCHRkX4sYXO+MVa1dNKsrLOfTHd2grKug9eTqtuw/Ub8tJvsCmOa8Qd/hfAnoPxT24MwDR+zeTEL4PGxdPbnvhUyxsHQBdkrJr/kfsXfQ5I9/8AWMTkwaNXQlTHn8BV3dPQ4ehuPAjB9i+8S+G3jmWTX+tNHQ4imlJ71f7jp3xDwymTbsOtG3fkfvGDKdUozF0WHomJsZ8OeNeVCoTpsxYyO8bDuu3tWntxtYFLzLhju78vGovOw+fA2DhR1NwcbBh4eq9PP3BMsrLdZ9rT0wYwJxX72HhR1Pofu9HVFRo9cfKKyzh51V7ORIRz5GIeIb368g7T45s0LbJmIsm7s0HeuFib8nrP+2sllgAHD6bXKvjDOrig4eTNYlpefx7/EKVbX07tgJg/voTVRILgDnLD5OdX4yfux0u17gjcjM2nc1gXWQaJ5PyyS0pv2H9E0n5LD+RwqGEXNLyNWi1N9yFQGfd1dfWcxn6xAJAC6yL1N0e9XNQrk3XkpuSQHFeNrZuraokFgB27j607jEIgIz4c/ry09tWAdB19EP6xALAp2sfWnW6hby0S1w8Uf12qWgcJSXFfD/7Q7z9/Bk9/kFDhyOuYeKDDzH10afo3W8gjk51u8vdGNr4ueHmZMuZ2OQqiQXAmdgUlq0/CEC3Dr4A9O7iT6dgLzKyC3j50+X6xALg+2U72Hc8mvYBHtzRv2OVY8VeTOfJmb8xf8UejkddpKzsxp+59dXsk4uMjAymT59OUFAQ5ubmODo6Mnz4cDZt2lSl3sKFC/V92vHx8RgZGel/Bg4cqK93/PhxXnnlFcLCwnBxcUGtVuPv78+TTz7JpUuXGrNpmJupmDi4HflFGn7ZFFGvY00c3A6A3/+NqvbFXFJ6/V80rRbKyivIKWw6GX9tlFXcOAPJ1zTCH5nKtFb11FY2AOSnJ5ObnICJqRqvjt2r1fPu2heAxFMHlAtS1MnvC38kJSmRx198HROTJncDWDQTJaVltaqXkaO76OvaTjfW6tjpCxQUVf883nFId4EyckCIQhHevGb9V5GYmEj//v2JiYnBx8eH0aNHk5aWxpYtW9i4cSNz5szhhRdeACAwMJDJkyezaNEirKysuPvuu/XHadu2rf7/P/74Y1asWEFISAh9++o+xI8fP87333/P6tWrOXz4MJ6ejXPLMCzIDVsrNXtOXaRYU8bQbn4MCfVFbWrC+cQsVuw8W+1OQ03MzVSM6h0IwNL/dIkAbDkaz6sTb2HaHSH8uiWyWreIg405izdHoLlBEtLUnE7Jp4ePHUOCnDiVnF+lW2Rke13/8d647AaPw9rZHWtnD3JTLhJ76N9q3SKxB7djZmmNd+feAGQl6sa22Hv6YlzDF5ejd8DlenENHrsStqxfTV5uDsZGRnh6+9Kjz0Bc3DwMHdZNi4s+y5o/ljD49lF0CAklJalxLzoaWkt7v5qy2IvpRF9Io01rd8YP71atW2TCHT3IzClg7bZwACwtzADIzq15EHvm5SSkU7BXA0d+Y806uXj88ceJiYnhvvvu4+eff8bMTPcPv3v3boYNG8b06dMZNGgQXbp0oW/fvvTt25dFixbh7Oxc49gOgMcee4yvvvoKNzc3fVlFRQUffPAB77zzDm+++SYLFiyocV+ltfV1BCAtu4g/3h7FnZcThErvTenLE19u4o9/z1z3OKN6B2BrpeZETBqnYtOrbd998iJz/jzEi/d059SCh9h9KpG8Qt2AzgBPe37ZdIrnvtmmXMMayYELObR3t6a7tx0f3h5EdEYhpeVafBzMsVWr2HQmnfWnlZ0FUxNjYxN6TXqRHT+8y95FnxG1bSU2Ll4U52eTej4COw8fej3wgv7ORUGWLiZLe6caj2dpr7u9W5CZ2uCxK2H5kp+qvF70wxfcPekR7p30iIEiunkVFRV8+9n7WFlbM/mx5wwdToNoSe9XU1dRoeWRtxez4v8eZ+GsKTw7aTDRCWm4XB7QeTo2iUffXkLW5WQiPSsfAB8PxxqP5+fldN3tjanZJhcxMTGsW7cOa2trvv76a31iAdC3b18ef/xx5syZw7fffsu8efNqfdxBgwZVKzM2Nubtt9/mxx9/ZO3axptq5mBtDugGXJZXaHnum62s3HUWS7WKx0d15YW7uzHvpeFEXci87lTRiYPbA7B0a83TPAHemL+LS+n5zHqkP0O7+enLzydmse3oBYo1tbt915RogZ8PJpJZWMqwNs508rDRb7uQVURUWgG1GLqhCNeA9tz6/CfsnPcBmQnRZCZEA2CsUuHRpgvWzlcG5paVFAFgYqau8VgqM/Mq9Zqq9iGh3HrHaNp06IyDkzMZqSns3bmF5Uvms+zn77G0tGLkuPsMHWad/L1yGeeiInjm1XextbM3dDiKaonvV3OwLzyGoQ9/ye+zHyG0vQ+h7XVdHyWaUrbtP0Ns4pULwt1HzwMQ1sGXtv7uRMVcGXNnYW7K2NtCAbCxqvmzozE12+Ri9+7dAAwfPhxHx+pZ2qRJk5gzZw67du2q87EzMjJYu3Ytp06dIjs7m/JyXXdAaWkpGRkZZGZm1njOaykpKaGkpKRKmVp94ze/coyIqcqEd3/ayY/rwvXbXv9pJz6uNozr34YX7u7G1E//qfEYLnYWDAn1oby8gt+3R9VYx8zUhPkvD2d03yA+WXqAXzZHkJlbRGiQO7OfGMTC1+7A09maL5YfrnH/psrS1JjHennj62DBH8eTOZqYS2l5BYHOlozv4sHTfXxYcDCRIxdzGzyWuMP/sm/Jlzj7taXPlFew9/ClMCeD01tXcnrbKlLOnWDoi7MxMa3d+IzmYOLUJ6q89vT25e77pxEY3J6Zrz7F74vmctvIsajV5gaKsG7SUpL4df53dOgcxpDbRxk6HMW1tPerubh3eBhz332AgyfjmDxjIZHRSXi42vH8pCE8/+AQ+ncLYtCUOWhKyzgXn8qarce5a0gXln/xGE99sJQjEfG0buXMZy+Pw8nOCqDKTBFDabbJReXgSj8/vxq3V5YnJlZf0+F6li5dyqOPPkp+fv416+Tl5dUpuZg1axbvvfdelbJ33nkHuP46DwXFVxZ4+mVz9QGdv2yKYFz/NvTr1Oqax7hnYFtMVSZsORJ3zfEZ08f34O4Bbfhm1VE+WLJPX77zRAJj317F0R8n88YDvfhl0ykycht+TQil3B3iTrCLFX+GJ7M9OlNffiIpn+yiBF4d3Jpxndw4lphLQ/4t5qYmsm/xF6ht7Bj4xDuYqnUzVGxdvbhl4jMU5WSSeOog0fs3EdxvBKrL28s1JTUer0yjew8q6zU3Xbr3IqBNe6LPRHLu9Ck6dulm6JBqZe6XH1NWVsoTL75u6FAaVXN9v5qDAB8X5s2cRFpmHmOf/V4/SDP6QhrPfLgMDxc7RgzoxOTRPZn3p+6C+vH3fsXR3op+YUFs+PFZ/bFy84t446vVfPryOLLzDH9Xs9kmFzdS15U+QTeLZMqUKQB8+eWXjBgxAi8vLywsdB/ivXv3Zt++fWhrMw/yKjNmzODFF1+sUqZWq/nkrm+vu9+FFN0VdUFxKek51X9Z4i9vd7GvvuBNpcpZIjUN5Kx03+U6q3afrbYtIS2PQ1HJDOrqQ9cgN7Ycadg1IZRiBHTz1iVvRxOr35m4kF1MRkEpLtZmuFiZkZLfcDNh4o/spKK8DM92YfrE4mo+of1IPHWQ1POnCO43AisHFwAKs6uvtKcr190mtXJsfosaVfL08iH6TCRZGdXHADVVh/ftwsrahu/nfFSlvPRyEpiZnsYbz+nGJbz89iwcmuDUx5vVHN+v5uCeYWGYmarYtPd0jbM/Vmw+yogBnegbGqhPLrLzihj68FcM69ue/mFB2FpbEHsxnWXrD9HGX9e9Ghmd1KjtqEmzTS4qZ2zEx9f8ZVe5AqeXV+1Hza5fvx6NRsPLL7/Mc89VH6wVE1N9nYnaUKvVteoG+a/waN2APQszFWamJtVmazja6G5P5hfXvIR1oJc93dq4U1Bcypo95695Hi9n3WJUOQU1f8HmFuo+PCvHgDQHNuYq/aJcRaUVNdYpuvzvaWnWsAtRVSYDphZWNW43M9clh5pC3d0yB6/WAGRfiqeivKzajJHK8RoOXn4NEW6jyM/XJXxq8+Z196UgP++aS2RrNCX6bZomtFCTEprr+9XUebnaA7q7DjXJzdfdpbS3qX4BuXF3JBt3Vx1HN3lMLwD9gluG1GyTi8ppohs2bCA7Oxt7e/sq25csWQJAv379qpSbmppSVlbz4MSsrCwAWrWq3s2wc+dOUlJS6ht2nSSk5REenUrnAFf6dWrF1qNVE6m+l7tDws/XPGugciDn2r3nq3Sx/FdKViE+braEBrkREVf1ysTY2IjOAbor5Mo7Jc1Boaac0vIKTE2M8XUw52xa1alb5ipj3Gx0CV9GYcM+X6RyEazMCzX/wWdcLrdy1M1QsnZ2x9bdm9zkBBJPHcK7c68q9ROO6a5gvDre0lAhN6ic7CxOnzgGgH9w2xvUbjpW/3u0xvKUpEs8NnFks3+2yLU01/erOUjJ0H2mVg7i/K+wDrry+KTMGrdfzcLclCmje1OiKeXXvwy/Bk6zXUTL39+fESNGkJeXx3PPPUdp6ZUviH379vH9999jYmLCU089VWU/T09PUlJSyM7OrnbM4OBgQJeYFBRcGZ+QmJjI448/3jANuYEv/tQNopz1SH/cHa9c+Yb4u/DcuDAAflofXuO+EwbpPgh+u84sEYC/9unuarz9YG8Cvez15cbGRsyc0hc/dzviU3I4UsvVQJuCsgotkSm69/DuEDdsza/k0SpjIyZ0dUetMuZ8eiG5xQ07E6ZVSE8AUs+f4uyuv6tsS4+NImrbakC3+maldoPHAHBs9QKK87L15ReO7+HiyQPYuHjqj9sURZ0K58Du7frB0JVSky/xydsvUVxcRPfeA3B2cbvGEURjkvfLMNb9q3uAWr+wIB65p2+VbT06+fHM/YMBWLXlmL480McVG6uqd5EdbC1Z/PFD+Hg48un8TSSmZjds4LXQbO9cAMydO5d+/frxyy+/sGPHDnr16kVaWhr//vsv5eXlzJ49u9qDzkaNGsXXX39NaGgovXv3xtzcnDZt2jB9+nRGjRpFhw4dOHz4MIGBgfTp04fi4mK2b99Oly5d6N27N3v37m3UNv7+bxRDwnyZdFsHjs6dzP7Tl7AwU9GzvSfmZirmrz/Byl3Vr4h7tvPA39OepMx8th27UMORr/jo1/3cGuZHG29HDn3/IPsjL5GVV0znAFf8Pe0pLC7lsTmbKFdw1GNHd2vuaHulT9rEWDdG5pWBfvqy9VHpnErWdRXYmqt4vOeVO0qVdx0mdvWg+HL3xsnkfP6JunLnZfmJZPwcLfC2t+DdoQHEZhahKa/Az8ECewtT8kvKWHqs4fsmHb0DaTdkLKe3ruTQ799xduff2Ll7U5STSXpsFFptBYF9huPRtqt+n4Cet3Ep4hAJ4fv46/3HcG/TmZL8XFLOn8LEVE3vyS816eeKXLoYzzefvou9ozP+QW2xsrYhLSWJmLOn0WhK8PYL4ImX3jJ0mOKylvp+7d+zkyUL5upfl12+CH162v36sgceeoyeffo3emwAx6Mu8sWiLbww+Vb+7/UJPHZvf6JikvFwseOWkNaYmBjz0/LdbD9wZS2j8bd346Upt3Ik8gKXUrOxtbagT9cAbKzM+WXNfmbN21DjuX6f/QjuzrpxaB4uuidnTx3Ti6G9dWPuktNzGf9S7ZdtuJFmnVx4eXlx6NAhZs2axerVq1m5ciWWlpYMGTKEl156iaFDh1bbZ9asWWi1WtasWcPvv/9OWVkZAwYMYPr06ZiZmbFr1y7eeOMN/vnnH9atW4eXlxfPPPMMb7/9NnfccYcBWgmPzt7IvohLTLujE/1DvNFqtRw/n8pP60/w65aa70pMuDxI889/z9xwWlJmXjF9n/2V58Z1Y1TvQLq1ccdMZUJyZgGLN0cw+49DnEm48W25urBWm9DaqXo/4tVl1uorX54qY6Ma63vYXhnLkpxXtZ87vaCUD7dEM7SNMx3crAl0tsQIyCoq5d/oTDaeSSe7qHHW7wgdMw0X/3ac2/UPmQnnyU25iKm5Ba5BHQnsPQy/bgOr1DcyNqbvtBmc2b6W6P2bSTx1CJWZOT5dehNyxwPYeTTtR64Ht+vIsFH3cO70Sc6fiaAgLw+1uTl+gcH0HnAbw0bdLVMam5CW+n5lZ2VxOuJktfKry7Ivd4cbyutfrmZ/eAwP392Pru28CfZ1I6+wmF1HzvHzqr38saHqGJ9/D52hcxsvurbzoXtHX/ILNewPj+Wn5btYu/3aj5Lv3LYVvp5VF+bzcnPAy03XbVvTo9rrw0hb16kPQjEWw+cYOgRFFW3QzYh5YsX1u2Gam+/H6cauzNx87UGxzdHbt+lWfI1IvPES8s1JBy9d9+HppJbVrnYeuna11PfrYlbNU6+bm9JSDb98r/tsn/1XGs3sqQnXVXTsm1rXbbZjLoQQQgjRNElyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEVJciGEEEIIRUlyIYQQQghFSXIhhBBCCEUZabVaraGDEEIIIVoCjUbDrFmzAJgxYwZmZmYGjsgwJLkQQgghhKKkW0QIIYQQipLkQgghhBCKkuRCCCGEEIqS5EIIIYQQipLkQgghhBCKkuRCCCGEEIqS5EIIIYQQipLkQgghhBCKkuRCCCGEEIr6f9D9b7kRiR01AAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "# Multivariate analysis\n", - "---" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "## Principal Component Analysis" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "### First vs second principal component" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "marker": { - "opacity": 0.8 - }, - "mode": "markers", - "name": "0", - "text": [ - "PassengerId: 1
Survived: 0
Pclass: 3
Name: Braund, Mr. Owen Harris
Sex: male
Age: 22.0
SibSp: 1
Parch: 0
Ticket: A/5 21171
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 5
Survived: 0
Pclass: 3
Name: Allen, Mr. William Henry
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: 373450
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 7
Survived: 0
Pclass: 1
Name: McCarthy, Mr. Timothy J
Sex: male
Age: 54.0
SibSp: 0
Parch: 0
Ticket: 17463
Fare: 51.8625
Cabin: E46
Embarked: S", - "PassengerId: 8
Survived: 0
Pclass: 3
Name: Palsson, Master. Gosta Leonard
Sex: male
Age: 2.0
SibSp: 3
Parch: 1
Ticket: 349909
Fare: 21.075
Cabin: nan
Embarked: S", - "PassengerId: 13
Survived: 0
Pclass: 3
Name: Saundercock, Mr. William Henry
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: A/5. 2151
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 14
Survived: 0
Pclass: 3
Name: Andersson, Mr. Anders Johan
Sex: male
Age: 39.0
SibSp: 1
Parch: 5
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", - "PassengerId: 15
Survived: 0
Pclass: 3
Name: Vestrom, Miss. Hulda Amanda Adolfina
Sex: female
Age: 14.0
SibSp: 0
Parch: 0
Ticket: 350406
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 17
Survived: 0
Pclass: 3
Name: Rice, Master. Eugene
Sex: male
Age: 2.0
SibSp: 4
Parch: 1
Ticket: 382652
Fare: 29.125
Cabin: nan
Embarked: Q", - "PassengerId: 19
Survived: 0
Pclass: 3
Name: Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)
Sex: female
Age: 31.0
SibSp: 1
Parch: 0
Ticket: 345763
Fare: 18.0
Cabin: nan
Embarked: S", - "PassengerId: 21
Survived: 0
Pclass: 2
Name: Fynney, Mr. Joseph J
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: 239865
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 25
Survived: 0
Pclass: 3
Name: Palsson, Miss. Torborg Danira
Sex: female
Age: 8.0
SibSp: 3
Parch: 1
Ticket: 349909
Fare: 21.075
Cabin: nan
Embarked: S", - "PassengerId: 28
Survived: 0
Pclass: 1
Name: Fortune, Mr. Charles Alexander
Sex: male
Age: 19.0
SibSp: 3
Parch: 2
Ticket: 19950
Fare: 263.0
Cabin: C23 C25 C27
Embarked: S", - "PassengerId: 31
Survived: 0
Pclass: 1
Name: Uruchurtu, Don. Manuel E
Sex: male
Age: 40.0
SibSp: 0
Parch: 0
Ticket: PC 17601
Fare: 27.7208
Cabin: nan
Embarked: C", - "PassengerId: 34
Survived: 0
Pclass: 2
Name: Wheadon, Mr. Edward H
Sex: male
Age: 66.0
SibSp: 0
Parch: 0
Ticket: C.A. 24579
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 35
Survived: 0
Pclass: 1
Name: Meyer, Mr. Edgar Joseph
Sex: male
Age: 28.0
SibSp: 1
Parch: 0
Ticket: PC 17604
Fare: 82.1708
Cabin: nan
Embarked: C", - "PassengerId: 36
Survived: 0
Pclass: 1
Name: Holverson, Mr. Alexander Oskar
Sex: male
Age: 42.0
SibSp: 1
Parch: 0
Ticket: 113789
Fare: 52.0
Cabin: nan
Embarked: S", - "PassengerId: 38
Survived: 0
Pclass: 3
Name: Cann, Mr. Ernest Charles
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: A./5. 2152
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 39
Survived: 0
Pclass: 3
Name: Vander Planke, Miss. Augusta Maria
Sex: female
Age: 18.0
SibSp: 2
Parch: 0
Ticket: 345764
Fare: 18.0
Cabin: nan
Embarked: S", - "PassengerId: 41
Survived: 0
Pclass: 3
Name: Ahlin, Mrs. Johan (Johanna Persdotter Larsson)
Sex: female
Age: 40.0
SibSp: 1
Parch: 0
Ticket: 7546
Fare: 9.475
Cabin: nan
Embarked: S", - "PassengerId: 42
Survived: 0
Pclass: 2
Name: Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)
Sex: female
Age: 27.0
SibSp: 1
Parch: 0
Ticket: 11668
Fare: 21.0
Cabin: nan
Embarked: S", - "PassengerId: 50
Survived: 0
Pclass: 3
Name: Arnold-Franchi, Mrs. Josef (Josefine Franchi)
Sex: female
Age: 18.0
SibSp: 1
Parch: 0
Ticket: 349237
Fare: 17.8
Cabin: nan
Embarked: S", - "PassengerId: 51
Survived: 0
Pclass: 3
Name: Panula, Master. Juha Niilo
Sex: male
Age: 7.0
SibSp: 4
Parch: 1
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", - "PassengerId: 52
Survived: 0
Pclass: 3
Name: Nosworthy, Mr. Richard Cater
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: A/4. 39886
Fare: 7.8
Cabin: nan
Embarked: S", - "PassengerId: 55
Survived: 0
Pclass: 1
Name: Ostby, Mr. Engelhart Cornelius
Sex: male
Age: 65.0
SibSp: 0
Parch: 1
Ticket: 113509
Fare: 61.9792
Cabin: B30
Embarked: C", - "PassengerId: 58
Survived: 0
Pclass: 3
Name: Novel, Mr. Mansouer
Sex: male
Age: 28.5
SibSp: 0
Parch: 0
Ticket: 2697
Fare: 7.2292
Cabin: nan
Embarked: C", - "PassengerId: 60
Survived: 0
Pclass: 3
Name: Goodwin, Master. William Frederick
Sex: male
Age: 11.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", - "PassengerId: 61
Survived: 0
Pclass: 3
Name: Sirayanian, Mr. Orsen
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 2669
Fare: 7.2292
Cabin: nan
Embarked: C", - "PassengerId: 63
Survived: 0
Pclass: 1
Name: Harris, Mr. Henry Birkhardt
Sex: male
Age: 45.0
SibSp: 1
Parch: 0
Ticket: 36973
Fare: 83.475
Cabin: C83
Embarked: S", - "PassengerId: 64
Survived: 0
Pclass: 3
Name: Skoog, Master. Harald
Sex: male
Age: 4.0
SibSp: 3
Parch: 2
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", - "PassengerId: 68
Survived: 0
Pclass: 3
Name: Crease, Mr. Ernest James
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: S.P. 3464
Fare: 8.1583
Cabin: nan
Embarked: S", - "PassengerId: 70
Survived: 0
Pclass: 3
Name: Kink, Mr. Vincenz
Sex: male
Age: 26.0
SibSp: 2
Parch: 0
Ticket: 315151
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 71
Survived: 0
Pclass: 2
Name: Jenkin, Mr. Stephen Curnow
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: C.A. 33111
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 72
Survived: 0
Pclass: 3
Name: Goodwin, Miss. Lillian Amy
Sex: female
Age: 16.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", - "PassengerId: 73
Survived: 0
Pclass: 2
Name: Hood, Mr. Ambrose Jr
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", - "PassengerId: 74
Survived: 0
Pclass: 3
Name: Chronopoulos, Mr. Apostolos
Sex: male
Age: 26.0
SibSp: 1
Parch: 0
Ticket: 2680
Fare: 14.4542
Cabin: nan
Embarked: C", - "PassengerId: 76
Survived: 0
Pclass: 3
Name: Moen, Mr. Sigurd Hansen
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 348123
Fare: 7.65
Cabin: F G73
Embarked: S", - "PassengerId: 81
Survived: 0
Pclass: 3
Name: Waelens, Mr. Achille
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 345767
Fare: 9.0
Cabin: nan
Embarked: S", - "PassengerId: 84
Survived: 0
Pclass: 1
Name: Carrau, Mr. Francisco M
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 113059
Fare: 47.1
Cabin: nan
Embarked: S", - "PassengerId: 87
Survived: 0
Pclass: 3
Name: Ford, Mr. William Neal
Sex: male
Age: 16.0
SibSp: 1
Parch: 3
Ticket: W./C. 6608
Fare: 34.375
Cabin: nan
Embarked: S", - "PassengerId: 90
Survived: 0
Pclass: 3
Name: Celotti, Mr. Francesco
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 343275
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 91
Survived: 0
Pclass: 3
Name: Christmann, Mr. Emil
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 343276
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 92
Survived: 0
Pclass: 3
Name: Andreasson, Mr. Paul Edvin
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 347466
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 93
Survived: 0
Pclass: 1
Name: Chaffee, Mr. Herbert Fuller
Sex: male
Age: 46.0
SibSp: 1
Parch: 0
Ticket: W.E.P. 5734
Fare: 61.175
Cabin: E31
Embarked: S", - "PassengerId: 94
Survived: 0
Pclass: 3
Name: Dean, Mr. Bertram Frank
Sex: male
Age: 26.0
SibSp: 1
Parch: 2
Ticket: C.A. 2315
Fare: 20.575
Cabin: nan
Embarked: S", - "PassengerId: 95
Survived: 0
Pclass: 3
Name: Coxon, Mr. Daniel
Sex: male
Age: 59.0
SibSp: 0
Parch: 0
Ticket: 364500
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 97
Survived: 0
Pclass: 1
Name: Goldschmidt, Mr. George B
Sex: male
Age: 71.0
SibSp: 0
Parch: 0
Ticket: PC 17754
Fare: 34.6542
Cabin: A5
Embarked: C", - "PassengerId: 100
Survived: 0
Pclass: 2
Name: Kantor, Mr. Sinai
Sex: male
Age: 34.0
SibSp: 1
Parch: 0
Ticket: 244367
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 101
Survived: 0
Pclass: 3
Name: Petranec, Miss. Matilda
Sex: female
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 349245
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 103
Survived: 0
Pclass: 1
Name: White, Mr. Richard Frasar
Sex: male
Age: 21.0
SibSp: 0
Parch: 1
Ticket: 35281
Fare: 77.2875
Cabin: D26
Embarked: S", - "PassengerId: 104
Survived: 0
Pclass: 3
Name: Johansson, Mr. Gustaf Joel
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 7540
Fare: 8.6542
Cabin: nan
Embarked: S", - "PassengerId: 105
Survived: 0
Pclass: 3
Name: Gustafsson, Mr. Anders Vilhelm
Sex: male
Age: 37.0
SibSp: 2
Parch: 0
Ticket: 3101276
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 106
Survived: 0
Pclass: 3
Name: Mionoff, Mr. Stoytcho
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 349207
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 109
Survived: 0
Pclass: 3
Name: Rekic, Mr. Tido
Sex: male
Age: 38.0
SibSp: 0
Parch: 0
Ticket: 349249
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 111
Survived: 0
Pclass: 1
Name: Porter, Mr. Walter Chamberlain
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 110465
Fare: 52.0
Cabin: C110
Embarked: S", - "PassengerId: 112
Survived: 0
Pclass: 3
Name: Zabour, Miss. Hileni
Sex: female
Age: 14.5
SibSp: 1
Parch: 0
Ticket: 2665
Fare: 14.4542
Cabin: nan
Embarked: C", - "PassengerId: 113
Survived: 0
Pclass: 3
Name: Barton, Mr. David John
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 324669
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 114
Survived: 0
Pclass: 3
Name: Jussila, Miss. Katriina
Sex: female
Age: 20.0
SibSp: 1
Parch: 0
Ticket: 4136
Fare: 9.825
Cabin: nan
Embarked: S", - "PassengerId: 115
Survived: 0
Pclass: 3
Name: Attalah, Miss. Malake
Sex: female
Age: 17.0
SibSp: 0
Parch: 0
Ticket: 2627
Fare: 14.4583
Cabin: nan
Embarked: C", - "PassengerId: 116
Survived: 0
Pclass: 3
Name: Pekoniemi, Mr. Edvard
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101294
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 117
Survived: 0
Pclass: 3
Name: Connors, Mr. Patrick
Sex: male
Age: 70.5
SibSp: 0
Parch: 0
Ticket: 370369
Fare: 7.75
Cabin: nan
Embarked: Q", - "PassengerId: 118
Survived: 0
Pclass: 2
Name: Turpin, Mr. William John Robert
Sex: male
Age: 29.0
SibSp: 1
Parch: 0
Ticket: 11668
Fare: 21.0
Cabin: nan
Embarked: S", - "PassengerId: 119
Survived: 0
Pclass: 1
Name: Baxter, Mr. Quigg Edmond
Sex: male
Age: 24.0
SibSp: 0
Parch: 1
Ticket: PC 17558
Fare: 247.5208
Cabin: B58 B60
Embarked: C", - "PassengerId: 120
Survived: 0
Pclass: 3
Name: Andersson, Miss. Ellis Anna Maria
Sex: female
Age: 2.0
SibSp: 4
Parch: 2
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", - "PassengerId: 121
Survived: 0
Pclass: 2
Name: Hickman, Mr. Stanley George
Sex: male
Age: 21.0
SibSp: 2
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", - "PassengerId: 123
Survived: 0
Pclass: 2
Name: Nasser, Mr. Nicholas
Sex: male
Age: 32.5
SibSp: 1
Parch: 0
Ticket: 237736
Fare: 30.0708
Cabin: nan
Embarked: C", - "PassengerId: 125
Survived: 0
Pclass: 1
Name: White, Mr. Percival Wayland
Sex: male
Age: 54.0
SibSp: 0
Parch: 1
Ticket: 35281
Fare: 77.2875
Cabin: D26
Embarked: S", - "PassengerId: 130
Survived: 0
Pclass: 3
Name: Ekstrom, Mr. Johan
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 347061
Fare: 6.975
Cabin: nan
Embarked: S", - "PassengerId: 131
Survived: 0
Pclass: 3
Name: Drazenoic, Mr. Jozef
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 349241
Fare: 7.8958
Cabin: nan
Embarked: C", - "PassengerId: 132
Survived: 0
Pclass: 3
Name: Coelho, Mr. Domingos Fernandeo
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101307
Fare: 7.05
Cabin: nan
Embarked: S", - "PassengerId: 133
Survived: 0
Pclass: 3
Name: Robins, Mrs. Alexander A (Grace Charity Laury)
Sex: female
Age: 47.0
SibSp: 1
Parch: 0
Ticket: A/5. 3337
Fare: 14.5
Cabin: nan
Embarked: S", - "PassengerId: 135
Survived: 0
Pclass: 2
Name: Sobey, Mr. Samuel James Hayden
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: C.A. 29178
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 136
Survived: 0
Pclass: 2
Name: Richard, Mr. Emile
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: SC/PARIS 2133
Fare: 15.0458
Cabin: nan
Embarked: C", - "PassengerId: 138
Survived: 0
Pclass: 1
Name: Futrelle, Mr. Jacques Heath
Sex: male
Age: 37.0
SibSp: 1
Parch: 0
Ticket: 113803
Fare: 53.1
Cabin: C123
Embarked: S", - "PassengerId: 139
Survived: 0
Pclass: 3
Name: Osen, Mr. Olaf Elon
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 7534
Fare: 9.2167
Cabin: nan
Embarked: S", - "PassengerId: 140
Survived: 0
Pclass: 1
Name: Giglio, Mr. Victor
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: PC 17593
Fare: 79.2
Cabin: B86
Embarked: C", - "PassengerId: 144
Survived: 0
Pclass: 3
Name: Burke, Mr. Jeremiah
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 365222
Fare: 6.75
Cabin: nan
Embarked: Q", - "PassengerId: 145
Survived: 0
Pclass: 2
Name: Andrew, Mr. Edgardo Samuel
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 231945
Fare: 11.5
Cabin: nan
Embarked: S", - "PassengerId: 146
Survived: 0
Pclass: 2
Name: Nicholls, Mr. Joseph Charles
Sex: male
Age: 19.0
SibSp: 1
Parch: 1
Ticket: C.A. 33112
Fare: 36.75
Cabin: nan
Embarked: S", - "PassengerId: 148
Survived: 0
Pclass: 3
Name: Ford, Miss. Robina Maggie \"Ruby\"
Sex: female
Age: 9.0
SibSp: 2
Parch: 2
Ticket: W./C. 6608
Fare: 34.375
Cabin: nan
Embarked: S", - "PassengerId: 149
Survived: 0
Pclass: 2
Name: Navratil, Mr. Michel (\"Louis M Hoffman\")
Sex: male
Age: 36.5
SibSp: 0
Parch: 2
Ticket: 230080
Fare: 26.0
Cabin: F2
Embarked: S", - "PassengerId: 150
Survived: 0
Pclass: 2
Name: Byles, Rev. Thomas Roussel Davids
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 244310
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 151
Survived: 0
Pclass: 2
Name: Bateman, Rev. Robert James
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: S.O.P. 1166
Fare: 12.525
Cabin: nan
Embarked: S", - "PassengerId: 153
Survived: 0
Pclass: 3
Name: Meo, Mr. Alfonzo
Sex: male
Age: 55.5
SibSp: 0
Parch: 0
Ticket: A.5. 11206
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 154
Survived: 0
Pclass: 3
Name: van Billiard, Mr. Austin Blyler
Sex: male
Age: 40.5
SibSp: 0
Parch: 2
Ticket: A/5. 851
Fare: 14.5
Cabin: nan
Embarked: S", - "PassengerId: 156
Survived: 0
Pclass: 1
Name: Williams, Mr. Charles Duane
Sex: male
Age: 51.0
SibSp: 0
Parch: 1
Ticket: PC 17597
Fare: 61.3792
Cabin: nan
Embarked: C", - "PassengerId: 158
Survived: 0
Pclass: 3
Name: Corn, Mr. Harry
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: SOTON/OQ 392090
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 161
Survived: 0
Pclass: 3
Name: Cribb, Mr. John Hatfield
Sex: male
Age: 44.0
SibSp: 0
Parch: 1
Ticket: 371362
Fare: 16.1
Cabin: nan
Embarked: S", - "PassengerId: 163
Survived: 0
Pclass: 3
Name: Bengtsson, Mr. John Viktor
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 347068
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 164
Survived: 0
Pclass: 3
Name: Calic, Mr. Jovo
Sex: male
Age: 17.0
SibSp: 0
Parch: 0
Ticket: 315093
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 165
Survived: 0
Pclass: 3
Name: Panula, Master. Eino Viljami
Sex: male
Age: 1.0
SibSp: 4
Parch: 1
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", - "PassengerId: 168
Survived: 0
Pclass: 3
Name: Skoog, Mrs. William (Anna Bernhardina Karlsson)
Sex: female
Age: 45.0
SibSp: 1
Parch: 4
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", - "PassengerId: 170
Survived: 0
Pclass: 3
Name: Ling, Mr. Lee
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 1601
Fare: 56.4958
Cabin: nan
Embarked: S", - "PassengerId: 171
Survived: 0
Pclass: 1
Name: Van der hoef, Mr. Wyckoff
Sex: male
Age: 61.0
SibSp: 0
Parch: 0
Ticket: 111240
Fare: 33.5
Cabin: B19
Embarked: S", - "PassengerId: 172
Survived: 0
Pclass: 3
Name: Rice, Master. Arthur
Sex: male
Age: 4.0
SibSp: 4
Parch: 1
Ticket: 382652
Fare: 29.125
Cabin: nan
Embarked: Q", - "PassengerId: 174
Survived: 0
Pclass: 3
Name: Sivola, Mr. Antti Wilhelm
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101280
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 175
Survived: 0
Pclass: 1
Name: Smith, Mr. James Clinch
Sex: male
Age: 56.0
SibSp: 0
Parch: 0
Ticket: 17764
Fare: 30.6958
Cabin: A7
Embarked: C", - "PassengerId: 176
Survived: 0
Pclass: 3
Name: Klasen, Mr. Klas Albin
Sex: male
Age: 18.0
SibSp: 1
Parch: 1
Ticket: 350404
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 178
Survived: 0
Pclass: 1
Name: Isham, Miss. Ann Elizabeth
Sex: female
Age: 50.0
SibSp: 0
Parch: 0
Ticket: PC 17595
Fare: 28.7125
Cabin: C49
Embarked: C", - "PassengerId: 179
Survived: 0
Pclass: 2
Name: Hale, Mr. Reginald
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 250653
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 180
Survived: 0
Pclass: 3
Name: Leonard, Mr. Lionel
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: LINE
Fare: 0.0
Cabin: nan
Embarked: S", - "PassengerId: 183
Survived: 0
Pclass: 3
Name: Asplund, Master. Clarence Gustaf Hugo
Sex: male
Age: 9.0
SibSp: 4
Parch: 2
Ticket: 347077
Fare: 31.3875
Cabin: nan
Embarked: S", - "PassengerId: 189
Survived: 0
Pclass: 3
Name: Bourke, Mr. John
Sex: male
Age: 40.0
SibSp: 1
Parch: 1
Ticket: 364849
Fare: 15.5
Cabin: nan
Embarked: Q", - "PassengerId: 190
Survived: 0
Pclass: 3
Name: Turcin, Mr. Stjepan
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 349247
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 192
Survived: 0
Pclass: 2
Name: Carbines, Mr. William
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 28424
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 198
Survived: 0
Pclass: 3
Name: Olsen, Mr. Karl Siegwart Andreas
Sex: male
Age: 42.0
SibSp: 0
Parch: 1
Ticket: 4579
Fare: 8.4042
Cabin: nan
Embarked: S", - "PassengerId: 200
Survived: 0
Pclass: 2
Name: Yrois, Miss. Henriette (\"Mrs Harbeck\")
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 248747
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 201
Survived: 0
Pclass: 3
Name: Vande Walle, Mr. Nestor Cyriel
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 345770
Fare: 9.5
Cabin: nan
Embarked: S", - "PassengerId: 203
Survived: 0
Pclass: 3
Name: Johanson, Mr. Jakob Alfred
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 3101264
Fare: 6.4958
Cabin: nan
Embarked: S", - "PassengerId: 204
Survived: 0
Pclass: 3
Name: Youseff, Mr. Gerious
Sex: male
Age: 45.5
SibSp: 0
Parch: 0
Ticket: 2628
Fare: 7.225
Cabin: nan
Embarked: C", - "PassengerId: 206
Survived: 0
Pclass: 3
Name: Strom, Miss. Telma Matilda
Sex: female
Age: 2.0
SibSp: 0
Parch: 1
Ticket: 347054
Fare: 10.4625
Cabin: G6
Embarked: S", - "PassengerId: 207
Survived: 0
Pclass: 3
Name: Backstrom, Mr. Karl Alfred
Sex: male
Age: 32.0
SibSp: 1
Parch: 0
Ticket: 3101278
Fare: 15.85
Cabin: nan
Embarked: S", - "PassengerId: 211
Survived: 0
Pclass: 3
Name: Ali, Mr. Ahmed
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101311
Fare: 7.05
Cabin: nan
Embarked: S", - "PassengerId: 213
Survived: 0
Pclass: 3
Name: Perkin, Mr. John Henry
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: A/5 21174
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 214
Survived: 0
Pclass: 2
Name: Givard, Mr. Hans Kristensen
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 250646
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 218
Survived: 0
Pclass: 2
Name: Jacobsohn, Mr. Sidney Samuel
Sex: male
Age: 42.0
SibSp: 1
Parch: 0
Ticket: 243847
Fare: 27.0
Cabin: nan
Embarked: S", - "PassengerId: 220
Survived: 0
Pclass: 2
Name: Harris, Mr. Walter
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: W/C 14208
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 222
Survived: 0
Pclass: 2
Name: Bracken, Mr. James H
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 220367
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 223
Survived: 0
Pclass: 3
Name: Green, Mr. George Henry
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: 21440
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 226
Survived: 0
Pclass: 3
Name: Berglund, Mr. Karl Ivar Sven
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: PP 4348
Fare: 9.35
Cabin: nan
Embarked: S", - "PassengerId: 228
Survived: 0
Pclass: 3
Name: Lovell, Mr. John Hall (\"Henry\")
Sex: male
Age: 20.5
SibSp: 0
Parch: 0
Ticket: A/5 21173
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 229
Survived: 0
Pclass: 2
Name: Fahlstrom, Mr. Arne Jonas
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 236171
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 232
Survived: 0
Pclass: 3
Name: Larsson, Mr. Bengt Edvin
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 347067
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 233
Survived: 0
Pclass: 2
Name: Sjostedt, Mr. Ernst Adolf
Sex: male
Age: 59.0
SibSp: 0
Parch: 0
Ticket: 237442
Fare: 13.5
Cabin: nan
Embarked: S", - "PassengerId: 235
Survived: 0
Pclass: 2
Name: Leyson, Mr. Robert William Norman
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: C.A. 29566
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 237
Survived: 0
Pclass: 2
Name: Hold, Mr. Stephen
Sex: male
Age: 44.0
SibSp: 1
Parch: 0
Ticket: 26707
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 239
Survived: 0
Pclass: 2
Name: Pengelly, Mr. Frederick William
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 28665
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 240
Survived: 0
Pclass: 2
Name: Hunt, Mr. George Henry
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: SCO/W 1585
Fare: 12.275
Cabin: nan
Embarked: S", - "PassengerId: 243
Survived: 0
Pclass: 2
Name: Coleridge, Mr. Reginald Charles
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: W./C. 14263
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 244
Survived: 0
Pclass: 3
Name: Maenpaa, Mr. Matti Alexanteri
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101275
Fare: 7.125
Cabin: nan
Embarked: S", - "PassengerId: 245
Survived: 0
Pclass: 3
Name: Attalah, Mr. Sleiman
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 2694
Fare: 7.225
Cabin: nan
Embarked: C", - "PassengerId: 246
Survived: 0
Pclass: 1
Name: Minahan, Dr. William Edward
Sex: male
Age: 44.0
SibSp: 2
Parch: 0
Ticket: 19928
Fare: 90.0
Cabin: C78
Embarked: Q", - "PassengerId: 247
Survived: 0
Pclass: 3
Name: Lindahl, Miss. Agda Thorilda Viktoria
Sex: female
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 347071
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 250
Survived: 0
Pclass: 2
Name: Carter, Rev. Ernest Courtenay
Sex: male
Age: 54.0
SibSp: 1
Parch: 0
Ticket: 244252
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 252
Survived: 0
Pclass: 3
Name: Strom, Mrs. Wilhelm (Elna Matilda Persson)
Sex: female
Age: 29.0
SibSp: 1
Parch: 1
Ticket: 347054
Fare: 10.4625
Cabin: G6
Embarked: S", - "PassengerId: 253
Survived: 0
Pclass: 1
Name: Stead, Mr. William Thomas
Sex: male
Age: 62.0
SibSp: 0
Parch: 0
Ticket: 113514
Fare: 26.55
Cabin: C87
Embarked: S", - "PassengerId: 254
Survived: 0
Pclass: 3
Name: Lobb, Mr. William Arthur
Sex: male
Age: 30.0
SibSp: 1
Parch: 0
Ticket: A/5. 3336
Fare: 16.1
Cabin: nan
Embarked: S", - "PassengerId: 255
Survived: 0
Pclass: 3
Name: Rosblom, Mrs. Viktor (Helena Wilhelmina)
Sex: female
Age: 41.0
SibSp: 0
Parch: 2
Ticket: 370129
Fare: 20.2125
Cabin: nan
Embarked: S", - "PassengerId: 263
Survived: 0
Pclass: 1
Name: Taussig, Mr. Emil
Sex: male
Age: 52.0
SibSp: 1
Parch: 1
Ticket: 110413
Fare: 79.65
Cabin: E67
Embarked: S", - "PassengerId: 264
Survived: 0
Pclass: 1
Name: Harrison, Mr. William
Sex: male
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 112059
Fare: 0.0
Cabin: B94
Embarked: S", - "PassengerId: 266
Survived: 0
Pclass: 2
Name: Reeves, Mr. David
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: C.A. 17248
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 267
Survived: 0
Pclass: 3
Name: Panula, Mr. Ernesti Arvid
Sex: male
Age: 16.0
SibSp: 4
Parch: 1
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", - "PassengerId: 274
Survived: 0
Pclass: 1
Name: Natsch, Mr. Charles H
Sex: male
Age: 37.0
SibSp: 0
Parch: 1
Ticket: PC 17596
Fare: 29.7
Cabin: C118
Embarked: C", - "PassengerId: 277
Survived: 0
Pclass: 3
Name: Lindblom, Miss. Augusta Charlotta
Sex: female
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 347073
Fare: 7.75
Cabin: nan
Embarked: S", - "PassengerId: 279
Survived: 0
Pclass: 3
Name: Rice, Master. Eric
Sex: male
Age: 7.0
SibSp: 4
Parch: 1
Ticket: 382652
Fare: 29.125
Cabin: nan
Embarked: Q", - "PassengerId: 281
Survived: 0
Pclass: 3
Name: Duane, Mr. Frank
Sex: male
Age: 65.0
SibSp: 0
Parch: 0
Ticket: 336439
Fare: 7.75
Cabin: nan
Embarked: Q", - "PassengerId: 282
Survived: 0
Pclass: 3
Name: Olsson, Mr. Nils Johan Goransson
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 347464
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 283
Survived: 0
Pclass: 3
Name: de Pelsmaeker, Mr. Alfons
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 345778
Fare: 9.5
Cabin: nan
Embarked: S", - "PassengerId: 286
Survived: 0
Pclass: 3
Name: Stankovic, Mr. Ivan
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 349239
Fare: 8.6625
Cabin: nan
Embarked: C", - "PassengerId: 288
Survived: 0
Pclass: 3
Name: Naidenoff, Mr. Penko
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 349206
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 293
Survived: 0
Pclass: 2
Name: Levy, Mr. Rene Jacques
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: SC/Paris 2163
Fare: 12.875
Cabin: D
Embarked: C", - "PassengerId: 294
Survived: 0
Pclass: 3
Name: Haas, Miss. Aloisia
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 349236
Fare: 8.85
Cabin: nan
Embarked: S", - "PassengerId: 295
Survived: 0
Pclass: 3
Name: Mineff, Mr. Ivan
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 349233
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 297
Survived: 0
Pclass: 3
Name: Hanna, Mr. Mansour
Sex: male
Age: 23.5
SibSp: 0
Parch: 0
Ticket: 2693
Fare: 7.2292
Cabin: nan
Embarked: C", - "PassengerId: 298
Survived: 0
Pclass: 1
Name: Allison, Miss. Helen Loraine
Sex: female
Age: 2.0
SibSp: 1
Parch: 2
Ticket: 113781
Fare: 151.55
Cabin: C22 C26
Embarked: S", - "PassengerId: 303
Survived: 0
Pclass: 3
Name: Johnson, Mr. William Cahoone Jr
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: LINE
Fare: 0.0
Cabin: nan
Embarked: S", - "PassengerId: 309
Survived: 0
Pclass: 2
Name: Abelson, Mr. Samuel
Sex: male
Age: 30.0
SibSp: 1
Parch: 0
Ticket: P/PP 3381
Fare: 24.0
Cabin: nan
Embarked: C", - "PassengerId: 313
Survived: 0
Pclass: 2
Name: Lahtinen, Mrs. William (Anna Sylfven)
Sex: female
Age: 26.0
SibSp: 1
Parch: 1
Ticket: 250651
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 314
Survived: 0
Pclass: 3
Name: Hendekovic, Mr. Ignjac
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 349243
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 315
Survived: 0
Pclass: 2
Name: Hart, Mr. Benjamin
Sex: male
Age: 43.0
SibSp: 1
Parch: 1
Ticket: F.C.C. 13529
Fare: 26.25
Cabin: nan
Embarked: S", - "PassengerId: 318
Survived: 0
Pclass: 2
Name: Moraweck, Dr. Ernest
Sex: male
Age: 54.0
SibSp: 0
Parch: 0
Ticket: 29011
Fare: 14.0
Cabin: nan
Embarked: S", - "PassengerId: 321
Survived: 0
Pclass: 3
Name: Dennis, Mr. Samuel
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: A/5 21172
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 322
Survived: 0
Pclass: 3
Name: Danoff, Mr. Yoto
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 349219
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 327
Survived: 0
Pclass: 3
Name: Nysveen, Mr. Johan Hansen
Sex: male
Age: 61.0
SibSp: 0
Parch: 0
Ticket: 345364
Fare: 6.2375
Cabin: nan
Embarked: S", - "PassengerId: 332
Survived: 0
Pclass: 1
Name: Partner, Mr. Austen
Sex: male
Age: 45.5
SibSp: 0
Parch: 0
Ticket: 113043
Fare: 28.5
Cabin: C124
Embarked: S", - "PassengerId: 333
Survived: 0
Pclass: 1
Name: Graham, Mr. George Edward
Sex: male
Age: 38.0
SibSp: 0
Parch: 1
Ticket: PC 17582
Fare: 153.4625
Cabin: C91
Embarked: S", - "PassengerId: 334
Survived: 0
Pclass: 3
Name: Vander Planke, Mr. Leo Edmondus
Sex: male
Age: 16.0
SibSp: 2
Parch: 0
Ticket: 345764
Fare: 18.0
Cabin: nan
Embarked: S", - "PassengerId: 337
Survived: 0
Pclass: 1
Name: Pears, Mr. Thomas Clinton
Sex: male
Age: 29.0
SibSp: 1
Parch: 0
Ticket: 113776
Fare: 66.6
Cabin: C2
Embarked: S", - "PassengerId: 340
Survived: 0
Pclass: 1
Name: Blackwell, Mr. Stephen Weart
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 113784
Fare: 35.5
Cabin: T
Embarked: S", - "PassengerId: 343
Survived: 0
Pclass: 2
Name: Collander, Mr. Erik Gustaf
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 248740
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 344
Survived: 0
Pclass: 2
Name: Sedgwick, Mr. Charles Frederick Waddington
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 244361
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 345
Survived: 0
Pclass: 2
Name: Fox, Mr. Stanley Hubert
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 229236
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 350
Survived: 0
Pclass: 3
Name: Dimic, Mr. Jovan
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 315088
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 351
Survived: 0
Pclass: 3
Name: Odahl, Mr. Nils Martin
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 7267
Fare: 9.225
Cabin: nan
Embarked: S", - "PassengerId: 353
Survived: 0
Pclass: 3
Name: Elias, Mr. Tannous
Sex: male
Age: 15.0
SibSp: 1
Parch: 1
Ticket: 2695
Fare: 7.2292
Cabin: nan
Embarked: C", - "PassengerId: 354
Survived: 0
Pclass: 3
Name: Arnold-Franchi, Mr. Josef
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 349237
Fare: 17.8
Cabin: nan
Embarked: S", - "PassengerId: 356
Survived: 0
Pclass: 3
Name: Vanden Steen, Mr. Leo Peter
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 345783
Fare: 9.5
Cabin: nan
Embarked: S", - "PassengerId: 358
Survived: 0
Pclass: 2
Name: Funk, Miss. Annie Clemmer
Sex: female
Age: 38.0
SibSp: 0
Parch: 0
Ticket: 237671
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 361
Survived: 0
Pclass: 3
Name: Skoog, Mr. Wilhelm
Sex: male
Age: 40.0
SibSp: 1
Parch: 4
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", - "PassengerId: 362
Survived: 0
Pclass: 2
Name: del Carlo, Mr. Sebastiano
Sex: male
Age: 29.0
SibSp: 1
Parch: 0
Ticket: SC/PARIS 2167
Fare: 27.7208
Cabin: nan
Embarked: C", - "PassengerId: 363
Survived: 0
Pclass: 3
Name: Barbara, Mrs. (Catherine David)
Sex: female
Age: 45.0
SibSp: 0
Parch: 1
Ticket: 2691
Fare: 14.4542
Cabin: nan
Embarked: C", - "PassengerId: 364
Survived: 0
Pclass: 3
Name: Asim, Mr. Adola
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101310
Fare: 7.05
Cabin: nan
Embarked: S", - "PassengerId: 366
Survived: 0
Pclass: 3
Name: Adahl, Mr. Mauritz Nils Martin
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: C 7076
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 372
Survived: 0
Pclass: 3
Name: Wiklund, Mr. Jakob Alfred
Sex: male
Age: 18.0
SibSp: 1
Parch: 0
Ticket: 3101267
Fare: 6.4958
Cabin: nan
Embarked: S", - "PassengerId: 373
Survived: 0
Pclass: 3
Name: Beavan, Mr. William Thomas
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 323951
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 374
Survived: 0
Pclass: 1
Name: Ringhini, Mr. Sante
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: PC 17760
Fare: 135.6333
Cabin: nan
Embarked: C", - "PassengerId: 375
Survived: 0
Pclass: 3
Name: Palsson, Miss. Stina Viola
Sex: female
Age: 3.0
SibSp: 3
Parch: 1
Ticket: 349909
Fare: 21.075
Cabin: nan
Embarked: S", - "PassengerId: 378
Survived: 0
Pclass: 1
Name: Widener, Mr. Harry Elkins
Sex: male
Age: 27.0
SibSp: 0
Parch: 2
Ticket: 113503
Fare: 211.5
Cabin: C82
Embarked: C", - "PassengerId: 379
Survived: 0
Pclass: 3
Name: Betros, Mr. Tannous
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 2648
Fare: 4.0125
Cabin: nan
Embarked: C", - "PassengerId: 380
Survived: 0
Pclass: 3
Name: Gustafsson, Mr. Karl Gideon
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 347069
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 383
Survived: 0
Pclass: 3
Name: Tikkanen, Mr. Juho
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101293
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 386
Survived: 0
Pclass: 2
Name: Davies, Mr. Charles Henry
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", - "PassengerId: 387
Survived: 0
Pclass: 3
Name: Goodwin, Master. Sidney Leonard
Sex: male
Age: 1.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", - "PassengerId: 393
Survived: 0
Pclass: 3
Name: Gustafsson, Mr. Johan Birger
Sex: male
Age: 28.0
SibSp: 2
Parch: 0
Ticket: 3101277
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 396
Survived: 0
Pclass: 3
Name: Johansson, Mr. Erik
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 350052
Fare: 7.7958
Cabin: nan
Embarked: S", - "PassengerId: 397
Survived: 0
Pclass: 3
Name: Olsson, Miss. Elina
Sex: female
Age: 31.0
SibSp: 0
Parch: 0
Ticket: 350407
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 398
Survived: 0
Pclass: 2
Name: McKane, Mr. Peter David
Sex: male
Age: 46.0
SibSp: 0
Parch: 0
Ticket: 28403
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 399
Survived: 0
Pclass: 2
Name: Pain, Dr. Alfred
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 244278
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 402
Survived: 0
Pclass: 3
Name: Adams, Mr. John
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 341826
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 403
Survived: 0
Pclass: 3
Name: Jussila, Miss. Mari Aina
Sex: female
Age: 21.0
SibSp: 1
Parch: 0
Ticket: 4137
Fare: 9.825
Cabin: nan
Embarked: S", - "PassengerId: 404
Survived: 0
Pclass: 3
Name: Hakkarainen, Mr. Pekka Pietari
Sex: male
Age: 28.0
SibSp: 1
Parch: 0
Ticket: STON/O2. 3101279
Fare: 15.85
Cabin: nan
Embarked: S", - "PassengerId: 405
Survived: 0
Pclass: 3
Name: Oreskovic, Miss. Marija
Sex: female
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 315096
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 406
Survived: 0
Pclass: 2
Name: Gale, Mr. Shadrach
Sex: male
Age: 34.0
SibSp: 1
Parch: 0
Ticket: 28664
Fare: 21.0
Cabin: nan
Embarked: S", - "PassengerId: 407
Survived: 0
Pclass: 3
Name: Widegren, Mr. Carl/Charles Peter
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: 347064
Fare: 7.75
Cabin: nan
Embarked: S", - "PassengerId: 409
Survived: 0
Pclass: 3
Name: Birkeland, Mr. Hans Martin Monsen
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 312992
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 419
Survived: 0
Pclass: 2
Name: Matthews, Mr. William John
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 28228
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 420
Survived: 0
Pclass: 3
Name: Van Impe, Miss. Catharina
Sex: female
Age: 10.0
SibSp: 0
Parch: 2
Ticket: 345773
Fare: 24.15
Cabin: nan
Embarked: S", - "PassengerId: 422
Survived: 0
Pclass: 3
Name: Charters, Mr. David
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: A/5. 13032
Fare: 7.7333
Cabin: nan
Embarked: Q", - "PassengerId: 423
Survived: 0
Pclass: 3
Name: Zimmerman, Mr. Leo
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 315082
Fare: 7.875
Cabin: nan
Embarked: S", - "PassengerId: 424
Survived: 0
Pclass: 3
Name: Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)
Sex: female
Age: 28.0
SibSp: 1
Parch: 1
Ticket: 347080
Fare: 14.4
Cabin: nan
Embarked: S", - "PassengerId: 425
Survived: 0
Pclass: 3
Name: Rosblom, Mr. Viktor Richard
Sex: male
Age: 18.0
SibSp: 1
Parch: 1
Ticket: 370129
Fare: 20.2125
Cabin: nan
Embarked: S", - "PassengerId: 434
Survived: 0
Pclass: 3
Name: Kallio, Mr. Nikolai Erland
Sex: male
Age: 17.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101274
Fare: 7.125
Cabin: nan
Embarked: S", - "PassengerId: 435
Survived: 0
Pclass: 1
Name: Silvey, Mr. William Baird
Sex: male
Age: 50.0
SibSp: 1
Parch: 0
Ticket: 13507
Fare: 55.9
Cabin: E44
Embarked: S", - "PassengerId: 437
Survived: 0
Pclass: 3
Name: Ford, Miss. Doolina Margaret \"Daisy\"
Sex: female
Age: 21.0
SibSp: 2
Parch: 2
Ticket: W./C. 6608
Fare: 34.375
Cabin: nan
Embarked: S", - "PassengerId: 439
Survived: 0
Pclass: 1
Name: Fortune, Mr. Mark
Sex: male
Age: 64.0
SibSp: 1
Parch: 4
Ticket: 19950
Fare: 263.0
Cabin: C23 C25 C27
Embarked: S", - "PassengerId: 440
Survived: 0
Pclass: 2
Name: Kvillner, Mr. Johan Henrik Johannesson
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: C.A. 18723
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 442
Survived: 0
Pclass: 3
Name: Hampe, Mr. Leon
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 345769
Fare: 9.5
Cabin: nan
Embarked: S", - "PassengerId: 443
Survived: 0
Pclass: 3
Name: Petterson, Mr. Johan Emil
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 347076
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 451
Survived: 0
Pclass: 2
Name: West, Mr. Edwy Arthur
Sex: male
Age: 36.0
SibSp: 1
Parch: 2
Ticket: C.A. 34651
Fare: 27.75
Cabin: nan
Embarked: S", - "PassengerId: 453
Survived: 0
Pclass: 1
Name: Foreman, Mr. Benjamin Laventall
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 113051
Fare: 27.75
Cabin: C111
Embarked: C", - "PassengerId: 457
Survived: 0
Pclass: 1
Name: Millet, Mr. Francis Davis
Sex: male
Age: 65.0
SibSp: 0
Parch: 0
Ticket: 13509
Fare: 26.55
Cabin: E38
Embarked: S", - "PassengerId: 462
Survived: 0
Pclass: 3
Name: Morley, Mr. William
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 364506
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 463
Survived: 0
Pclass: 1
Name: Gee, Mr. Arthur H
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 111320
Fare: 38.5
Cabin: E63
Embarked: S", - "PassengerId: 464
Survived: 0
Pclass: 2
Name: Milling, Mr. Jacob Christian
Sex: male
Age: 48.0
SibSp: 0
Parch: 0
Ticket: 234360
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 466
Survived: 0
Pclass: 3
Name: Goncalves, Mr. Manuel Estanslas
Sex: male
Age: 38.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101306
Fare: 7.05
Cabin: nan
Embarked: S", - "PassengerId: 468
Survived: 0
Pclass: 1
Name: Smart, Mr. John Montgomery
Sex: male
Age: 56.0
SibSp: 0
Parch: 0
Ticket: 113792
Fare: 26.55
Cabin: nan
Embarked: S", - "PassengerId: 472
Survived: 0
Pclass: 3
Name: Cacic, Mr. Luka
Sex: male
Age: 38.0
SibSp: 0
Parch: 0
Ticket: 315089
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 475
Survived: 0
Pclass: 3
Name: Strandberg, Miss. Ida Sofia
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 7553
Fare: 9.8375
Cabin: nan
Embarked: S", - "PassengerId: 477
Survived: 0
Pclass: 2
Name: Renouf, Mr. Peter Henry
Sex: male
Age: 34.0
SibSp: 1
Parch: 0
Ticket: 31027
Fare: 21.0
Cabin: nan
Embarked: S", - "PassengerId: 478
Survived: 0
Pclass: 3
Name: Braund, Mr. Lewis Richard
Sex: male
Age: 29.0
SibSp: 1
Parch: 0
Ticket: 3460
Fare: 7.0458
Cabin: nan
Embarked: S", - "PassengerId: 479
Survived: 0
Pclass: 3
Name: Karlsson, Mr. Nils August
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 350060
Fare: 7.5208
Cabin: nan
Embarked: S", - "PassengerId: 481
Survived: 0
Pclass: 3
Name: Goodwin, Master. Harold Victor
Sex: male
Age: 9.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", - "PassengerId: 483
Survived: 0
Pclass: 3
Name: Rouse, Mr. Richard Henry
Sex: male
Age: 50.0
SibSp: 0
Parch: 0
Ticket: A/5 3594
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 488
Survived: 0
Pclass: 1
Name: Kent, Mr. Edward Austin
Sex: male
Age: 58.0
SibSp: 0
Parch: 0
Ticket: 11771
Fare: 29.7
Cabin: B37
Embarked: C", - "PassengerId: 489
Survived: 0
Pclass: 3
Name: Somerton, Mr. Francis William
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: A.5. 18509
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 492
Survived: 0
Pclass: 3
Name: Windelov, Mr. Einar
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: SOTON/OQ 3101317
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 493
Survived: 0
Pclass: 1
Name: Molson, Mr. Harry Markland
Sex: male
Age: 55.0
SibSp: 0
Parch: 0
Ticket: 113787
Fare: 30.5
Cabin: C30
Embarked: S", - "PassengerId: 494
Survived: 0
Pclass: 1
Name: Artagaveytia, Mr. Ramon
Sex: male
Age: 71.0
SibSp: 0
Parch: 0
Ticket: PC 17609
Fare: 49.5042
Cabin: nan
Embarked: C", - "PassengerId: 495
Survived: 0
Pclass: 3
Name: Stanley, Mr. Edward Roland
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: A/4 45380
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 499
Survived: 0
Pclass: 1
Name: Allison, Mrs. Hudson J C (Bessie Waldo Daniels)
Sex: female
Age: 25.0
SibSp: 1
Parch: 2
Ticket: 113781
Fare: 151.55
Cabin: C22 C26
Embarked: S", - "PassengerId: 500
Survived: 0
Pclass: 3
Name: Svensson, Mr. Olof
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 350035
Fare: 7.7958
Cabin: nan
Embarked: S", - "PassengerId: 501
Survived: 0
Pclass: 3
Name: Calic, Mr. Petar
Sex: male
Age: 17.0
SibSp: 0
Parch: 0
Ticket: 315086
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 502
Survived: 0
Pclass: 3
Name: Canavan, Miss. Mary
Sex: female
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 364846
Fare: 7.75
Cabin: nan
Embarked: Q", - "PassengerId: 504
Survived: 0
Pclass: 3
Name: Laitinen, Miss. Kristina Sofia
Sex: female
Age: 37.0
SibSp: 0
Parch: 0
Ticket: 4135
Fare: 9.5875
Cabin: nan
Embarked: S", - "PassengerId: 506
Survived: 0
Pclass: 1
Name: Penasco y Castellana, Mr. Victor de Satode
Sex: male
Age: 18.0
SibSp: 1
Parch: 0
Ticket: PC 17758
Fare: 108.9
Cabin: C65
Embarked: C", - "PassengerId: 509
Survived: 0
Pclass: 3
Name: Olsen, Mr. Henry Margido
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: C 4001
Fare: 22.525
Cabin: nan
Embarked: S", - "PassengerId: 515
Survived: 0
Pclass: 3
Name: Coleff, Mr. Satio
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 349209
Fare: 7.4958
Cabin: nan
Embarked: S", - "PassengerId: 516
Survived: 0
Pclass: 1
Name: Walker, Mr. William Anderson
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 36967
Fare: 34.0208
Cabin: D46
Embarked: S", - "PassengerId: 520
Survived: 0
Pclass: 3
Name: Pavlovic, Mr. Stefo
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 349242
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 522
Survived: 0
Pclass: 3
Name: Vovk, Mr. Janko
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 349252
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 526
Survived: 0
Pclass: 3
Name: Farrell, Mr. James
Sex: male
Age: 40.5
SibSp: 0
Parch: 0
Ticket: 367232
Fare: 7.75
Cabin: nan
Embarked: Q", - "PassengerId: 529
Survived: 0
Pclass: 3
Name: Salonen, Mr. Johan Werner
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 3101296
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 530
Survived: 0
Pclass: 2
Name: Hocking, Mr. Richard George
Sex: male
Age: 23.0
SibSp: 2
Parch: 1
Ticket: 29104
Fare: 11.5
Cabin: nan
Embarked: S", - "PassengerId: 533
Survived: 0
Pclass: 3
Name: Elias, Mr. Joseph Jr
Sex: male
Age: 17.0
SibSp: 1
Parch: 1
Ticket: 2690
Fare: 7.2292
Cabin: nan
Embarked: C", - "PassengerId: 535
Survived: 0
Pclass: 3
Name: Cacic, Miss. Marija
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 315084
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 537
Survived: 0
Pclass: 1
Name: Butt, Major. Archibald Willingham
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 113050
Fare: 26.55
Cabin: B38
Embarked: S", - "PassengerId: 542
Survived: 0
Pclass: 3
Name: Andersson, Miss. Ingeborg Constanzia
Sex: female
Age: 9.0
SibSp: 4
Parch: 2
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", - "PassengerId: 543
Survived: 0
Pclass: 3
Name: Andersson, Miss. Sigrid Elisabeth
Sex: female
Age: 11.0
SibSp: 4
Parch: 2
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", - "PassengerId: 545
Survived: 0
Pclass: 1
Name: Douglas, Mr. Walter Donald
Sex: male
Age: 50.0
SibSp: 1
Parch: 0
Ticket: PC 17761
Fare: 106.425
Cabin: C86
Embarked: C", - "PassengerId: 546
Survived: 0
Pclass: 1
Name: Nicholson, Mr. Arthur Ernest
Sex: male
Age: 64.0
SibSp: 0
Parch: 0
Ticket: 693
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 549
Survived: 0
Pclass: 3
Name: Goldsmith, Mr. Frank John
Sex: male
Age: 33.0
SibSp: 1
Parch: 1
Ticket: 363291
Fare: 20.525
Cabin: nan
Embarked: S", - "PassengerId: 552
Survived: 0
Pclass: 2
Name: Sharp, Mr. Percival James R
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 244358
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 556
Survived: 0
Pclass: 1
Name: Wright, Mr. George
Sex: male
Age: 62.0
SibSp: 0
Parch: 0
Ticket: 113807
Fare: 26.55
Cabin: nan
Embarked: S", - "PassengerId: 562
Survived: 0
Pclass: 3
Name: Sivic, Mr. Husein
Sex: male
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 349251
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 563
Survived: 0
Pclass: 2
Name: Norman, Mr. Robert Douglas
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 218629
Fare: 13.5
Cabin: nan
Embarked: S", - "PassengerId: 566
Survived: 0
Pclass: 3
Name: Davies, Mr. Alfred J
Sex: male
Age: 24.0
SibSp: 2
Parch: 0
Ticket: A/4 48871
Fare: 24.15
Cabin: nan
Embarked: S", - "PassengerId: 567
Survived: 0
Pclass: 3
Name: Stoytcheff, Mr. Ilia
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 349205
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 568
Survived: 0
Pclass: 3
Name: Palsson, Mrs. Nils (Alma Cornelia Berglund)
Sex: female
Age: 29.0
SibSp: 0
Parch: 4
Ticket: 349909
Fare: 21.075
Cabin: nan
Embarked: S", - "PassengerId: 575
Survived: 0
Pclass: 3
Name: Rush, Mr. Alfred George John
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: A/4. 20589
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 576
Survived: 0
Pclass: 3
Name: Patchett, Mr. George
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 358585
Fare: 14.5
Cabin: nan
Embarked: S", - "PassengerId: 583
Survived: 0
Pclass: 2
Name: Downton, Mr. William James
Sex: male
Age: 54.0
SibSp: 0
Parch: 0
Ticket: 28403
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 584
Survived: 0
Pclass: 1
Name: Ross, Mr. John Hugo
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 13049
Fare: 40.125
Cabin: A10
Embarked: C", - "PassengerId: 587
Survived: 0
Pclass: 2
Name: Jarvis, Mr. John Denzil
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 237565
Fare: 15.0
Cabin: nan
Embarked: S", - "PassengerId: 589
Survived: 0
Pclass: 3
Name: Gilinski, Mr. Eliezer
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 14973
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 591
Survived: 0
Pclass: 3
Name: Rintamaki, Mr. Matti
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101273
Fare: 7.125
Cabin: nan
Embarked: S", - "PassengerId: 593
Survived: 0
Pclass: 3
Name: Elsbury, Mr. William James
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: A/5 3902
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 595
Survived: 0
Pclass: 2
Name: Chapman, Mr. John Henry
Sex: male
Age: 37.0
SibSp: 1
Parch: 0
Ticket: SC/AH 29037
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 596
Survived: 0
Pclass: 3
Name: Van Impe, Mr. Jean Baptiste
Sex: male
Age: 36.0
SibSp: 1
Parch: 1
Ticket: 345773
Fare: 24.15
Cabin: nan
Embarked: S", - "PassengerId: 598
Survived: 0
Pclass: 3
Name: Johnson, Mr. Alfred
Sex: male
Age: 49.0
SibSp: 0
Parch: 0
Ticket: LINE
Fare: 0.0
Cabin: nan
Embarked: S", - "PassengerId: 604
Survived: 0
Pclass: 3
Name: Torber, Mr. Ernst William
Sex: male
Age: 44.0
SibSp: 0
Parch: 0
Ticket: 364511
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 606
Survived: 0
Pclass: 3
Name: Lindell, Mr. Edvard Bengtsson
Sex: male
Age: 36.0
SibSp: 1
Parch: 0
Ticket: 349910
Fare: 15.55
Cabin: nan
Embarked: S", - "PassengerId: 607
Survived: 0
Pclass: 3
Name: Karaic, Mr. Milan
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 349246
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 611
Survived: 0
Pclass: 3
Name: Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)
Sex: female
Age: 39.0
SibSp: 1
Parch: 5
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", - "PassengerId: 615
Survived: 0
Pclass: 3
Name: Brocklebank, Mr. William Alfred
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: 364512
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 617
Survived: 0
Pclass: 3
Name: Danbom, Mr. Ernst Gilbert
Sex: male
Age: 34.0
SibSp: 1
Parch: 1
Ticket: 347080
Fare: 14.4
Cabin: nan
Embarked: S", - "PassengerId: 618
Survived: 0
Pclass: 3
Name: Lobb, Mrs. William Arthur (Cordelia K Stanlick)
Sex: female
Age: 26.0
SibSp: 1
Parch: 0
Ticket: A/5. 3336
Fare: 16.1
Cabin: nan
Embarked: S", - "PassengerId: 620
Survived: 0
Pclass: 2
Name: Gavey, Mr. Lawrence
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 31028
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 621
Survived: 0
Pclass: 3
Name: Yasbeck, Mr. Antoni
Sex: male
Age: 27.0
SibSp: 1
Parch: 0
Ticket: 2659
Fare: 14.4542
Cabin: nan
Embarked: C", - "PassengerId: 624
Survived: 0
Pclass: 3
Name: Hansen, Mr. Henry Damsgaard
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 350029
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 625
Survived: 0
Pclass: 3
Name: Bowen, Mr. David John \"Dai\"
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 54636
Fare: 16.1
Cabin: nan
Embarked: S", - "PassengerId: 626
Survived: 0
Pclass: 1
Name: Sutton, Mr. Frederick
Sex: male
Age: 61.0
SibSp: 0
Parch: 0
Ticket: 36963
Fare: 32.3208
Cabin: D50
Embarked: S", - "PassengerId: 627
Survived: 0
Pclass: 2
Name: Kirkland, Rev. Charles Leonard
Sex: male
Age: 57.0
SibSp: 0
Parch: 0
Ticket: 219533
Fare: 12.35
Cabin: nan
Embarked: Q", - "PassengerId: 629
Survived: 0
Pclass: 3
Name: Bostandyeff, Mr. Guentcho
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 349224
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 632
Survived: 0
Pclass: 3
Name: Lundahl, Mr. Johan Svensson
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: 347743
Fare: 7.0542
Cabin: nan
Embarked: S", - "PassengerId: 635
Survived: 0
Pclass: 3
Name: Skoog, Miss. Mabel
Sex: female
Age: 9.0
SibSp: 3
Parch: 2
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", - "PassengerId: 637
Survived: 0
Pclass: 3
Name: Leinonen, Mr. Antti Gustaf
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101292
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 638
Survived: 0
Pclass: 2
Name: Collyer, Mr. Harvey
Sex: male
Age: 31.0
SibSp: 1
Parch: 1
Ticket: C.A. 31921
Fare: 26.25
Cabin: nan
Embarked: S", - "PassengerId: 639
Survived: 0
Pclass: 3
Name: Panula, Mrs. Juha (Maria Emilia Ojala)
Sex: female
Age: 41.0
SibSp: 0
Parch: 5
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", - "PassengerId: 641
Survived: 0
Pclass: 3
Name: Jensen, Mr. Hans Peder
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 350050
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 643
Survived: 0
Pclass: 3
Name: Skoog, Miss. Margit Elizabeth
Sex: female
Age: 2.0
SibSp: 3
Parch: 2
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", - "PassengerId: 647
Survived: 0
Pclass: 3
Name: Cor, Mr. Liudevit
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 349231
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 653
Survived: 0
Pclass: 3
Name: Kalvik, Mr. Johannes Halvorsen
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 8475
Fare: 8.4333
Cabin: nan
Embarked: S", - "PassengerId: 655
Survived: 0
Pclass: 3
Name: Hegarty, Miss. Hanora \"Nora\"
Sex: female
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 365226
Fare: 6.75
Cabin: nan
Embarked: Q", - "PassengerId: 656
Survived: 0
Pclass: 2
Name: Hickman, Mr. Leonard Mark
Sex: male
Age: 24.0
SibSp: 2
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", - "PassengerId: 658
Survived: 0
Pclass: 3
Name: Bourke, Mrs. John (Catherine)
Sex: female
Age: 32.0
SibSp: 1
Parch: 1
Ticket: 364849
Fare: 15.5
Cabin: nan
Embarked: Q", - "PassengerId: 659
Survived: 0
Pclass: 2
Name: Eitemiller, Mr. George Floyd
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 29751
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 660
Survived: 0
Pclass: 1
Name: Newell, Mr. Arthur Webster
Sex: male
Age: 58.0
SibSp: 0
Parch: 2
Ticket: 35273
Fare: 113.275
Cabin: D48
Embarked: C", - "PassengerId: 662
Survived: 0
Pclass: 3
Name: Badt, Mr. Mohamed
Sex: male
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 2623
Fare: 7.225
Cabin: nan
Embarked: C", - "PassengerId: 663
Survived: 0
Pclass: 1
Name: Colley, Mr. Edward Pomeroy
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 5727
Fare: 25.5875
Cabin: E58
Embarked: S", - "PassengerId: 664
Survived: 0
Pclass: 3
Name: Coleff, Mr. Peju
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 349210
Fare: 7.4958
Cabin: nan
Embarked: S", - "PassengerId: 666
Survived: 0
Pclass: 2
Name: Hickman, Mr. Lewis
Sex: male
Age: 32.0
SibSp: 2
Parch: 0
Ticket: S.O.C. 14879
Fare: 73.5
Cabin: nan
Embarked: S", - "PassengerId: 667
Survived: 0
Pclass: 2
Name: Butler, Mr. Reginald Fenton
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 234686
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 669
Survived: 0
Pclass: 3
Name: Cook, Mr. Jacob
Sex: male
Age: 43.0
SibSp: 0
Parch: 0
Ticket: A/5 3536
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 672
Survived: 0
Pclass: 1
Name: Davidson, Mr. Thornton
Sex: male
Age: 31.0
SibSp: 1
Parch: 0
Ticket: F.C. 12750
Fare: 52.0
Cabin: B71
Embarked: S", - "PassengerId: 673
Survived: 0
Pclass: 2
Name: Mitchell, Mr. Henry Michael
Sex: male
Age: 70.0
SibSp: 0
Parch: 0
Ticket: C.A. 24580
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 676
Survived: 0
Pclass: 3
Name: Edvardsson, Mr. Gustaf Hjalmar
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 349912
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 677
Survived: 0
Pclass: 3
Name: Sawyer, Mr. Frederick Charles
Sex: male
Age: 24.5
SibSp: 0
Parch: 0
Ticket: 342826
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 679
Survived: 0
Pclass: 3
Name: Goodwin, Mrs. Frederick (Augusta Tyler)
Sex: female
Age: 43.0
SibSp: 1
Parch: 6
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", - "PassengerId: 683
Survived: 0
Pclass: 3
Name: Olsvigen, Mr. Thor Anderson
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 6563
Fare: 9.225
Cabin: nan
Embarked: S", - "PassengerId: 684
Survived: 0
Pclass: 3
Name: Goodwin, Mr. Charles Edward
Sex: male
Age: 14.0
SibSp: 5
Parch: 2
Ticket: CA 2144
Fare: 46.9
Cabin: nan
Embarked: S", - "PassengerId: 685
Survived: 0
Pclass: 2
Name: Brown, Mr. Thomas William Solomon
Sex: male
Age: 60.0
SibSp: 1
Parch: 1
Ticket: 29750
Fare: 39.0
Cabin: nan
Embarked: S", - "PassengerId: 686
Survived: 0
Pclass: 2
Name: Laroche, Mr. Joseph Philippe Lemercier
Sex: male
Age: 25.0
SibSp: 1
Parch: 2
Ticket: SC/Paris 2123
Fare: 41.5792
Cabin: nan
Embarked: C", - "PassengerId: 687
Survived: 0
Pclass: 3
Name: Panula, Mr. Jaako Arnold
Sex: male
Age: 14.0
SibSp: 4
Parch: 1
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", - "PassengerId: 688
Survived: 0
Pclass: 3
Name: Dakic, Mr. Branko
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 349228
Fare: 10.1708
Cabin: nan
Embarked: S", - "PassengerId: 689
Survived: 0
Pclass: 3
Name: Fischer, Mr. Eberhard Thelander
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 350036
Fare: 7.7958
Cabin: nan
Embarked: S", - "PassengerId: 694
Survived: 0
Pclass: 3
Name: Saad, Mr. Khalil
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 2672
Fare: 7.225
Cabin: nan
Embarked: C", - "PassengerId: 695
Survived: 0
Pclass: 1
Name: Weir, Col. John
Sex: male
Age: 60.0
SibSp: 0
Parch: 0
Ticket: 113800
Fare: 26.55
Cabin: nan
Embarked: S", - "PassengerId: 696
Survived: 0
Pclass: 2
Name: Chapman, Mr. Charles Henry
Sex: male
Age: 52.0
SibSp: 0
Parch: 0
Ticket: 248731
Fare: 13.5
Cabin: nan
Embarked: S", - "PassengerId: 697
Survived: 0
Pclass: 3
Name: Kelly, Mr. James
Sex: male
Age: 44.0
SibSp: 0
Parch: 0
Ticket: 363592
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 699
Survived: 0
Pclass: 1
Name: Thayer, Mr. John Borland
Sex: male
Age: 49.0
SibSp: 1
Parch: 1
Ticket: 17421
Fare: 110.8833
Cabin: C68
Embarked: C", - "PassengerId: 700
Survived: 0
Pclass: 3
Name: Humblen, Mr. Adolf Mathias Nicolai Olsen
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 348121
Fare: 7.65
Cabin: F G63
Embarked: S", - "PassengerId: 703
Survived: 0
Pclass: 3
Name: Barbara, Miss. Saiide
Sex: female
Age: 18.0
SibSp: 0
Parch: 1
Ticket: 2691
Fare: 14.4542
Cabin: nan
Embarked: C", - "PassengerId: 704
Survived: 0
Pclass: 3
Name: Gallagher, Mr. Martin
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 36864
Fare: 7.7417
Cabin: nan
Embarked: Q", - "PassengerId: 705
Survived: 0
Pclass: 3
Name: Hansen, Mr. Henrik Juul
Sex: male
Age: 26.0
SibSp: 1
Parch: 0
Ticket: 350025
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 706
Survived: 0
Pclass: 2
Name: Morley, Mr. Henry Samuel (\"Mr Henry Marshall\")
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 250655
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 714
Survived: 0
Pclass: 3
Name: Larsson, Mr. August Viktor
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 7545
Fare: 9.4833
Cabin: nan
Embarked: S", - "PassengerId: 715
Survived: 0
Pclass: 2
Name: Greenberg, Mr. Samuel
Sex: male
Age: 52.0
SibSp: 0
Parch: 0
Ticket: 250647
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 716
Survived: 0
Pclass: 3
Name: Soholt, Mr. Peter Andreas Lauritz Andersen
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 348124
Fare: 7.65
Cabin: F G73
Embarked: S", - "PassengerId: 720
Survived: 0
Pclass: 3
Name: Johnson, Mr. Malkolm Joackim
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 347062
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 722
Survived: 0
Pclass: 3
Name: Jensen, Mr. Svend Lauritz
Sex: male
Age: 17.0
SibSp: 1
Parch: 0
Ticket: 350048
Fare: 7.0542
Cabin: nan
Embarked: S", - "PassengerId: 723
Survived: 0
Pclass: 2
Name: Gillespie, Mr. William Henry
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 12233
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 724
Survived: 0
Pclass: 2
Name: Hodges, Mr. Henry Price
Sex: male
Age: 50.0
SibSp: 0
Parch: 0
Ticket: 250643
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 726
Survived: 0
Pclass: 3
Name: Oreskovic, Mr. Luka
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 315094
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 729
Survived: 0
Pclass: 2
Name: Bryhl, Mr. Kurt Arnold Gottfrid
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 236853
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 730
Survived: 0
Pclass: 3
Name: Ilmakangas, Miss. Pieta Sofia
Sex: female
Age: 25.0
SibSp: 1
Parch: 0
Ticket: STON/O2. 3101271
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 732
Survived: 0
Pclass: 3
Name: Hassan, Mr. Houssein G N
Sex: male
Age: 11.0
SibSp: 0
Parch: 0
Ticket: 2699
Fare: 18.7875
Cabin: nan
Embarked: C", - "PassengerId: 734
Survived: 0
Pclass: 2
Name: Berriman, Mr. William John
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 28425
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 735
Survived: 0
Pclass: 2
Name: Troupiansky, Mr. Moses Aaron
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 233639
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 736
Survived: 0
Pclass: 3
Name: Williams, Mr. Leslie
Sex: male
Age: 28.5
SibSp: 0
Parch: 0
Ticket: 54636
Fare: 16.1
Cabin: nan
Embarked: S", - "PassengerId: 737
Survived: 0
Pclass: 3
Name: Ford, Mrs. Edward (Margaret Ann Watson)
Sex: female
Age: 48.0
SibSp: 1
Parch: 3
Ticket: W./C. 6608
Fare: 34.375
Cabin: nan
Embarked: S", - "PassengerId: 742
Survived: 0
Pclass: 1
Name: Cavendish, Mr. Tyrell William
Sex: male
Age: 36.0
SibSp: 1
Parch: 0
Ticket: 19877
Fare: 78.85
Cabin: C46
Embarked: S", - "PassengerId: 744
Survived: 0
Pclass: 3
Name: McNamee, Mr. Neal
Sex: male
Age: 24.0
SibSp: 1
Parch: 0
Ticket: 376566
Fare: 16.1
Cabin: nan
Embarked: S", - "PassengerId: 746
Survived: 0
Pclass: 1
Name: Crosby, Capt. Edward Gifford
Sex: male
Age: 70.0
SibSp: 1
Parch: 1
Ticket: WE/P 5735
Fare: 71.0
Cabin: B22
Embarked: S", - "PassengerId: 747
Survived: 0
Pclass: 3
Name: Abbott, Mr. Rossmore Edward
Sex: male
Age: 16.0
SibSp: 1
Parch: 1
Ticket: C.A. 2673
Fare: 20.25
Cabin: nan
Embarked: S", - "PassengerId: 749
Survived: 0
Pclass: 1
Name: Marvin, Mr. Daniel Warner
Sex: male
Age: 19.0
SibSp: 1
Parch: 0
Ticket: 113773
Fare: 53.1
Cabin: D30
Embarked: S", - "PassengerId: 750
Survived: 0
Pclass: 3
Name: Connaghton, Mr. Michael
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: 335097
Fare: 7.75
Cabin: nan
Embarked: Q", - "PassengerId: 753
Survived: 0
Pclass: 3
Name: Vande Velde, Mr. Johannes Joseph
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 345780
Fare: 9.5
Cabin: nan
Embarked: S", - "PassengerId: 754
Survived: 0
Pclass: 3
Name: Jonkoff, Mr. Lalio
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 349204
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 757
Survived: 0
Pclass: 3
Name: Carlsson, Mr. August Sigfrid
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 350042
Fare: 7.7958
Cabin: nan
Embarked: S", - "PassengerId: 758
Survived: 0
Pclass: 2
Name: Bailey, Mr. Percy Andrew
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 29108
Fare: 11.5
Cabin: nan
Embarked: S", - "PassengerId: 759
Survived: 0
Pclass: 3
Name: Theobald, Mr. Thomas Leonard
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 363294
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 762
Survived: 0
Pclass: 3
Name: Nirva, Mr. Iisakki Antino Aijo
Sex: male
Age: 41.0
SibSp: 0
Parch: 0
Ticket: SOTON/O2 3101272
Fare: 7.125
Cabin: nan
Embarked: S", - "PassengerId: 765
Survived: 0
Pclass: 3
Name: Eklund, Mr. Hans Linus
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 347074
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 768
Survived: 0
Pclass: 3
Name: Mangan, Miss. Mary
Sex: female
Age: 30.5
SibSp: 0
Parch: 0
Ticket: 364850
Fare: 7.75
Cabin: nan
Embarked: Q", - "PassengerId: 770
Survived: 0
Pclass: 3
Name: Gronnestad, Mr. Daniel Danielsen
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 8471
Fare: 8.3625
Cabin: nan
Embarked: S", - "PassengerId: 771
Survived: 0
Pclass: 3
Name: Lievens, Mr. Rene Aime
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 345781
Fare: 9.5
Cabin: nan
Embarked: S", - "PassengerId: 772
Survived: 0
Pclass: 3
Name: Jensen, Mr. Niels Peder
Sex: male
Age: 48.0
SibSp: 0
Parch: 0
Ticket: 350047
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 773
Survived: 0
Pclass: 2
Name: Mack, Mrs. (Mary)
Sex: female
Age: 57.0
SibSp: 0
Parch: 0
Ticket: S.O./P.P. 3
Fare: 10.5
Cabin: E77
Embarked: S", - "PassengerId: 776
Survived: 0
Pclass: 3
Name: Myhrman, Mr. Pehr Fabian Oliver Malkolm
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 347078
Fare: 7.75
Cabin: nan
Embarked: S", - "PassengerId: 783
Survived: 0
Pclass: 1
Name: Long, Mr. Milton Clyde
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 113501
Fare: 30.0
Cabin: D6
Embarked: S", - "PassengerId: 785
Survived: 0
Pclass: 3
Name: Ali, Mr. William
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 3101312
Fare: 7.05
Cabin: nan
Embarked: S", - "PassengerId: 786
Survived: 0
Pclass: 3
Name: Harmer, Mr. Abraham (David Lishin)
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 374887
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 788
Survived: 0
Pclass: 3
Name: Rice, Master. George Hugh
Sex: male
Age: 8.0
SibSp: 4
Parch: 1
Ticket: 382652
Fare: 29.125
Cabin: nan
Embarked: Q", - "PassengerId: 790
Survived: 0
Pclass: 1
Name: Guggenheim, Mr. Benjamin
Sex: male
Age: 46.0
SibSp: 0
Parch: 0
Ticket: PC 17593
Fare: 79.2
Cabin: B82 B84
Embarked: C", - "PassengerId: 792
Survived: 0
Pclass: 2
Name: Gaskell, Mr. Alfred
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 239865
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 795
Survived: 0
Pclass: 3
Name: Dantcheff, Mr. Ristiu
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: 349203
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 796
Survived: 0
Pclass: 2
Name: Otter, Mr. Richard
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 28213
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 799
Survived: 0
Pclass: 3
Name: Ibrahim Shawah, Mr. Yousseff
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 2685
Fare: 7.2292
Cabin: nan
Embarked: C", - "PassengerId: 800
Survived: 0
Pclass: 3
Name: Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)
Sex: female
Age: 30.0
SibSp: 1
Parch: 1
Ticket: 345773
Fare: 24.15
Cabin: nan
Embarked: S", - "PassengerId: 801
Survived: 0
Pclass: 2
Name: Ponesell, Mr. Martin
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 250647
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 806
Survived: 0
Pclass: 3
Name: Johansson, Mr. Karl Johan
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: 347063
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 807
Survived: 0
Pclass: 1
Name: Andrews, Mr. Thomas Jr
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 112050
Fare: 0.0
Cabin: A36
Embarked: S", - "PassengerId: 808
Survived: 0
Pclass: 3
Name: Pettersson, Miss. Ellen Natalia
Sex: female
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 347087
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 809
Survived: 0
Pclass: 2
Name: Meyer, Mr. August
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: 248723
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 811
Survived: 0
Pclass: 3
Name: Alexander, Mr. William
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 3474
Fare: 7.8875
Cabin: nan
Embarked: S", - "PassengerId: 812
Survived: 0
Pclass: 3
Name: Lester, Mr. James
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: A/4 48871
Fare: 24.15
Cabin: nan
Embarked: S", - "PassengerId: 813
Survived: 0
Pclass: 2
Name: Slemen, Mr. Richard James
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: 28206
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 814
Survived: 0
Pclass: 3
Name: Andersson, Miss. Ebba Iris Alfrida
Sex: female
Age: 6.0
SibSp: 4
Parch: 2
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", - "PassengerId: 815
Survived: 0
Pclass: 3
Name: Tomlin, Mr. Ernest Portage
Sex: male
Age: 30.5
SibSp: 0
Parch: 0
Ticket: 364499
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 817
Survived: 0
Pclass: 3
Name: Heininen, Miss. Wendla Maria
Sex: female
Age: 23.0
SibSp: 0
Parch: 0
Ticket: STON/O2. 3101290
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 818
Survived: 0
Pclass: 2
Name: Mallet, Mr. Albert
Sex: male
Age: 31.0
SibSp: 1
Parch: 1
Ticket: S.C./PARIS 2079
Fare: 37.0042
Cabin: nan
Embarked: C", - "PassengerId: 819
Survived: 0
Pclass: 3
Name: Holm, Mr. John Fredrik Alexander
Sex: male
Age: 43.0
SibSp: 0
Parch: 0
Ticket: C 7075
Fare: 6.45
Cabin: nan
Embarked: S", - "PassengerId: 820
Survived: 0
Pclass: 3
Name: Skoog, Master. Karl Thorsten
Sex: male
Age: 10.0
SibSp: 3
Parch: 2
Ticket: 347088
Fare: 27.9
Cabin: nan
Embarked: S", - "PassengerId: 823
Survived: 0
Pclass: 1
Name: Reuchlin, Jonkheer. John George
Sex: male
Age: 38.0
SibSp: 0
Parch: 0
Ticket: 19972
Fare: 0.0
Cabin: nan
Embarked: S", - "PassengerId: 825
Survived: 0
Pclass: 3
Name: Panula, Master. Urho Abraham
Sex: male
Age: 2.0
SibSp: 4
Parch: 1
Ticket: 3101295
Fare: 39.6875
Cabin: nan
Embarked: S", - "PassengerId: 834
Survived: 0
Pclass: 3
Name: Augustsson, Mr. Albert
Sex: male
Age: 23.0
SibSp: 0
Parch: 0
Ticket: 347468
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 835
Survived: 0
Pclass: 3
Name: Allum, Mr. Owen George
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 2223
Fare: 8.3
Cabin: nan
Embarked: S", - "PassengerId: 837
Survived: 0
Pclass: 3
Name: Pasic, Mr. Jakob
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 315097
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 841
Survived: 0
Pclass: 3
Name: Alhomaki, Mr. Ilmari Rudolf
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: SOTON/O2 3101287
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 842
Survived: 0
Pclass: 2
Name: Mudd, Mr. Thomas Charles
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: S.O./P.P. 3
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 844
Survived: 0
Pclass: 3
Name: Lemberopolous, Mr. Peter L
Sex: male
Age: 34.5
SibSp: 0
Parch: 0
Ticket: 2683
Fare: 6.4375
Cabin: nan
Embarked: C", - "PassengerId: 845
Survived: 0
Pclass: 3
Name: Culumovic, Mr. Jeso
Sex: male
Age: 17.0
SibSp: 0
Parch: 0
Ticket: 315090
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 846
Survived: 0
Pclass: 3
Name: Abbing, Mr. Anthony
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: C.A. 5547
Fare: 7.55
Cabin: nan
Embarked: S", - "PassengerId: 848
Survived: 0
Pclass: 3
Name: Markoff, Mr. Marin
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: 349213
Fare: 7.8958
Cabin: nan
Embarked: C", - "PassengerId: 849
Survived: 0
Pclass: 2
Name: Harper, Rev. John
Sex: male
Age: 28.0
SibSp: 0
Parch: 1
Ticket: 248727
Fare: 33.0
Cabin: nan
Embarked: S", - "PassengerId: 851
Survived: 0
Pclass: 3
Name: Andersson, Master. Sigvard Harald Elias
Sex: male
Age: 4.0
SibSp: 4
Parch: 2
Ticket: 347082
Fare: 31.275
Cabin: nan
Embarked: S", - "PassengerId: 852
Survived: 0
Pclass: 3
Name: Svensson, Mr. Johan
Sex: male
Age: 74.0
SibSp: 0
Parch: 0
Ticket: 347060
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 853
Survived: 0
Pclass: 3
Name: Boulos, Miss. Nourelain
Sex: female
Age: 9.0
SibSp: 1
Parch: 1
Ticket: 2678
Fare: 15.2458
Cabin: nan
Embarked: C", - "PassengerId: 855
Survived: 0
Pclass: 2
Name: Carter, Mrs. Ernest Courtenay (Lilian Hughes)
Sex: female
Age: 44.0
SibSp: 1
Parch: 0
Ticket: 244252
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 861
Survived: 0
Pclass: 3
Name: Hansen, Mr. Claus Peter
Sex: male
Age: 41.0
SibSp: 2
Parch: 0
Ticket: 350026
Fare: 14.1083
Cabin: nan
Embarked: S", - "PassengerId: 862
Survived: 0
Pclass: 2
Name: Giles, Mr. Frederick Edward
Sex: male
Age: 21.0
SibSp: 1
Parch: 0
Ticket: 28134
Fare: 11.5
Cabin: nan
Embarked: S", - "PassengerId: 865
Survived: 0
Pclass: 2
Name: Gill, Mr. John William
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 233866
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 868
Survived: 0
Pclass: 1
Name: Roebling, Mr. Washington Augustus II
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: PC 17590
Fare: 50.4958
Cabin: A24
Embarked: S", - "PassengerId: 871
Survived: 0
Pclass: 3
Name: Balkic, Mr. Cerin
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 349248
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 873
Survived: 0
Pclass: 1
Name: Carlsson, Mr. Frans Olof
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 695
Fare: 5.0
Cabin: B51 B53 B55
Embarked: S", - "PassengerId: 874
Survived: 0
Pclass: 3
Name: Vander Cruyssen, Mr. Victor
Sex: male
Age: 47.0
SibSp: 0
Parch: 0
Ticket: 345765
Fare: 9.0
Cabin: nan
Embarked: S", - "PassengerId: 877
Survived: 0
Pclass: 3
Name: Gustafsson, Mr. Alfred Ossian
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 7534
Fare: 9.8458
Cabin: nan
Embarked: S", - "PassengerId: 878
Survived: 0
Pclass: 3
Name: Petroff, Mr. Nedelio
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 349212
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 882
Survived: 0
Pclass: 3
Name: Markun, Mr. Johann
Sex: male
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 349257
Fare: 7.8958
Cabin: nan
Embarked: S", - "PassengerId: 883
Survived: 0
Pclass: 3
Name: Dahlberg, Miss. Gerda Ulrika
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 7552
Fare: 10.5167
Cabin: nan
Embarked: S", - "PassengerId: 884
Survived: 0
Pclass: 2
Name: Banfield, Mr. Frederick James
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: C.A./SOTON 34068
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 885
Survived: 0
Pclass: 3
Name: Sutehall, Mr. Henry Jr
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: SOTON/OQ 392076
Fare: 7.05
Cabin: nan
Embarked: S", - "PassengerId: 886
Survived: 0
Pclass: 3
Name: Rice, Mrs. William (Margaret Norton)
Sex: female
Age: 39.0
SibSp: 0
Parch: 5
Ticket: 382652
Fare: 29.125
Cabin: nan
Embarked: Q", - "PassengerId: 887
Survived: 0
Pclass: 2
Name: Montvila, Rev. Juozas
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 211536
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 891
Survived: 0
Pclass: 3
Name: Dooley, Mr. Patrick
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 370376
Fare: 7.75
Cabin: nan
Embarked: Q" - ], - "type": "scatter", - "x": [ - -1.5406917576184502, - -1.220716954666425, - 1.1655364888148652, - -1.8060193914217515, - -1.5218499953695577, - -0.5120472867600648, - -1.6446752650531817, - -1.7657960786696518, - -1.2398245548061986, - -0.2582670825935383, - -1.6808563345558378, - 2.746100994644097, - 0.6303628368630054, - 0.20533212351666236, - 0.9228383654650006, - 0.8834737158963492, - -1.4958210964714447, - -1.545654944157641, - -1.1439916597365303, - -0.5162933914084957, - -1.4973322700378988, - -1.5440014316989075, - -1.4952282765844884, - 1.5921292724309066, - -1.3484295519696936, - -1.3468295951535492, - -1.47902934447271, - 1.2867012534990534, - -1.5945344515514268, - -1.5280687984986068, - -1.4766056282407831, - -0.47283714205908917, - -1.2430322286860849, - -0.021370224390310735, - -1.365889542933811, - -1.4104357289284435, - -1.4554438908849623, - 0.6074020799302094, - -1.0966948188678005, - -1.4230970895517188, - -1.3218644877590695, - -1.5055225826882765, - 1.0756047497195875, - -1.1256247798341341, - -0.7234837612541256, - 1.3460362232469254, - -0.30794234758857286, - -1.3413805073783107, - 0.8781058551837865, - -1.2315775466315602, - -1.2541269492427904, - -1.3402147052533946, - -1.1375163412431126, - 1.0498552394329297, - -1.5893281619300814, - -1.4581341763241717, - -1.5272287176954904, - -1.4901900982886953, - -1.4789702963541593, - -0.48071266463324636, - -0.4581734225627063, - 2.761498784315536, - -1.6337080427466972, - -0.10596862458146518, - -0.28938012535833985, - 1.549831697560014, - -1.0010601508782682, - -1.2333862532611484, - -1.5047896090477901, - -0.9274460188608978, - -0.5725998321468148, - -0.5909056345117254, - 0.8180109125533257, - -1.5608043237658946, - 0.8826706170997143, - -1.5253972834968947, - -0.7276960021885649, - -0.40024572343205667, - -1.3568645491632652, - -0.02792621976632275, - -0.22570432512200195, - -0.048747879754554996, - -0.7721115021614804, - -0.8357573773999766, - 1.3264686169740036, - -1.2860428510116617, - -0.8314267666752884, - -1.368615170649968, - -1.5406974421638144, - -1.638620472892023, - -0.4761037515288979, - -0.8059672114445473, - 1.1489577721135762, - -1.68925643625019, - -1.4654469917051338, - 1.0189261205845357, - -1.4891336858223954, - 0.8772333149768152, - -0.4613413320798879, - -1.245733911243257, - -1.47641757632976, - -0.9600043007158054, - -1.15903012336654, - -0.6805090175639721, - -0.9454346502746153, - -0.5776442927964403, - -1.3009224581201628, - -1.211358800340551, - -0.9710349092299366, - -1.729570512755767, - -1.1987647707759754, - -1.4055703823799848, - -1.4433666972268384, - -0.453180717205476, - -0.1081446070010566, - -0.47849601528365926, - -0.5119150986262101, - -0.8466897696435558, - -1.4178956327744676, - -1.4701691232623901, - -0.6920819701131269, - -1.2919274365055275, - 0.14238894292728504, - -0.5961979385501107, - -0.07400048663054232, - -0.6962647382178443, - -0.39426601691745705, - -0.49333321378257894, - -1.437474437083763, - -1.2745736000453907, - 1.3309988929415668, - -1.3692295832249124, - 0.13102948162957187, - -1.221343200116316, - 1.1140111706896627, - -1.2255345812860234, - -0.7410661448047386, - 1.5189579856589928, - 0.388472945476511, - -0.3465713060932329, - -1.311839785440738, - 0.7326685491768956, - -0.9585041476110324, - -1.6037086059563874, - -0.5535737404404351, - -1.2996229957532033, - -1.5242019625539396, - -1.1890536579393323, - -1.418978837547652, - -0.31489742702200807, - -1.3669837994541598, - -1.376946938025703, - -1.3937036517663755, - 1.370524570529927, - -1.5604532796203892, - -0.3613827803636833, - -0.3347800352458845, - -1.2917173368568893, - 0.01175581231695522, - 0.06655098980880735, - -1.4181853713286527, - -1.3100519417305574, - -0.639810041665331, - 0.819969811039941, - 2.089114374917659, - -1.5172723953346643, - 0.8470677383283614, - 0.8865350800616711, - -0.46350279892971, - -0.5238693033253266, - -0.3014373718914777, - -0.9923323962786087, - -1.3698864044094388, - -1.5151425205779903, - -1.2850522829282738, - -1.2647825922477673, - -0.2580065098196296, - -0.5321032308748072, - -0.32946579773511947, - -0.7817150046118283, - -1.1476980663486898, - -1.246094046016143, - -1.5430479511900967, - -1.4581121306491402, - 1.499859933719822, - -1.7002496271793843, - 2.5826776315235054, - -1.4796568107400605, - -1.4594185763433467, - -1.1945176918747797, - -0.008990676191169649, - -1.472585018919375, - -1.3687757413094288, - -1.3948660820745902, - -1.2122098820595357, - 0.051833168633993086, - -0.5781595171263995, - -1.3099512604098944, - -1.4396454666018133, - -1.2336317201484184, - -1.4239061149222643, - -0.29002377879987923, - -0.8069939627220173, - -1.4122571474717676, - -0.4053828300839205, - -1.2867162506728116, - -1.4096716558142621, - -1.2463252249086134, - -1.159364534803509, - -1.2990196011535668, - -1.4941733977046217, - 1.1797780782327196, - -1.047082527060722, - 4.016911498230599, - -0.40700083351382255, - -1.4063299018874784, - -1.3714251902233796, - 0.003193216586320023, - 0.5270696760347182, - 1.2221755622068353, - -1.1343625287226367, - 0.9876707016353694, - -0.031292622036078376, - -1.063316038179804, - 1.0429413324198513, - -1.0446863775247914, - -1.354629406131175, - -0.2734693886260721, - -1.2902570377948337, - -1.378452335470074, - -1.2890688327826887, - -0.8062679474214579, - 1.121664285857965, - -1.2088667503422232, - -1.3985148269300591, - 1.0707789865632678, - 1.5972836200960645, - -1.3892667822541234, - 1.8819872462428147, - -1.3302176213292707, - -1.462122378944477, - -1.3908403705546108, - -1.047540855766472, - 1.1162783689688112, - -1.0899277493530284, - -1.3299259262298926, - 0.9521647976773564, - -1.162886736216218, - -1.364419298101584, - -0.9913466990211159, - -1.0190770519125005, - -0.5476216497831826, - -1.4327738675339474, - -1.1915963769391158, - 0.8368306307348262, - -1.3939151254890556, - -1.3532821885170057, - 1.7453209322744176, - 1.2168498144186277, - -0.9637701017741414, - -0.2960580031157262, - 1.1846587794595713, - -0.9914948921786577, - -0.40686465330779, - -1.235862989405213, - -1.4145267437979396, - -0.7310726751316419, - -1.4716133896231336, - -1.341857771957098, - 0.2565669534441503, - 0.8110486114577248, - -0.0014423695342121322, - -1.3471498140321694, - -1.0939692220586617, - -0.8497685288948919, - -0.13192827240129013, - -0.8534762190686116, - -0.8856743060443488, - -0.89925486563969, - -1.0281399193889162, - -1.183001555789746, - -0.37285051304509625, - -1.0784890954266741, - -0.9931652431405523, - -1.2214637396862722, - -0.46603139838451313, - -1.2181509021944688, - -1.361281348323682, - -1.272936007783882, - 1.2424451830278773, - 0.18156581393468055, - -1.2586715795342487, - -0.7619679801188058, - -1.3604004075183551, - -1.1352949439290476, - -0.1553320296958708, - -0.18813370728982892, - -1.3775175093725012, - -1.499934342033222, - -1.3958739097992836, - -1.3483316046672806, - -1.426452194604014, - 0.07937186760514539, - -1.0122511675869517, - -0.49082354600268563, - 2.2250221077709367, - -0.975346820092065, - 0.8963236304879634, - -1.0527863636249977, - 0.24330257804324326, - -0.44855848605575366, - -0.9042993262893158, - 0.8095649751767975, - 0.43512118817505896, - -1.4106029788218535, - -1.276131975949815, - -0.024133674117057753, - -1.3530768081356166, - -1.1407378251434335, - 0.5776659994140239, - -0.016438113320343294, - -1.2543121834948614, - -1.3620043552034176, - -1.407349630648646, - -1.270884010595601, - 1.17666830198517, - 0.1089430017797729, - -0.8775709461162527, - 1.8937660727211016, - -0.921545523088863, - -1.247837443502939, - -1.263031102959157, - -1.2892909628275508, - -0.01775263838591493, - -1.1612897230912447, - 0.10803019772883733, - -1.3824123865803963, - -1.0973455960195941, - -1.4756747934656218, - -0.25370250779489545, - 0.06972886500661964, - -1.349061618502658, - -0.34308343473594055, - -1.302905292615517, - -1.4212688948708234, - -0.47333651412894584, - -0.47310335370396267, - -1.0955560385592478, - -0.29874411787565813, - 1.213796805438893, - -1.2324853026854556, - 1.9027411180763107, - -1.2639410069466221, - 0.5968739432944612, - -1.1310177024234456, - -1.0712184621617717, - -1.2901261912319486, - -1.189495839014456, - -0.5847686616738647, - -1.065113882502627, - -0.9328994597453351, - -1.4302514775454158, - -1.1369207589105144, - -1.099609611796368, - -1.2488205689738732, - -0.7813766220407713, - 0.1958386831174463, - -1.387554078929814, - 0.6078555625709143, - -1.251536410166096, - -1.249166108890866, - -1.4648300613664063, - 1.4786224353565245, - -0.46229827212862434, - -1.240166837260571, - -0.13568235540345583, - -1.145357844646844, - -0.9271108220132387, - -0.23551599464620598, - -1.1176935760181057, - 0.4948791679688542, - -1.3798258027240713, - -0.1326512698786743, - -1.2163250735325921, - -0.7797171001660003, - -0.2392324419009568, - -1.3910951547142256, - -1.1227565076609343, - -1.2751250618938712, - 0.001553047459714454, - -0.886422389343809, - -1.2970658406229314, - 0.47840984649505236, - -1.46453470412958, - -1.271917882530144, - -1.3679204765176278, - -1.3029809230559892, - -1.3301288765148742, - -0.6162686667735755, - -1.052426000347402, - -1.3819151927502564, - -0.8885726714664394, - -1.0258104520011293, - -0.046711290854019295, - -1.4228679955369141, - -0.2383730007069491, - -1.4340986210271562, - 0.07009265600907387, - -0.9309851997647112, - -0.5478153629501865, - -0.42259261018261385, - 0.8870860324339734, - -1.2022467566883146, - 0.4424969476327106, - -0.7655504670349557, - -1.3012100004897105, - -1.3420138516281652, - -1.058282774098767, - -1.252242222410593, - -0.3640772696418824, - -1.2282203676677759, - -0.28381061001969454, - -0.35686341601238364, - -1.0779421942272813 - ], - "y": [ - 0.29878296344771066, - -0.7726063764273131, - -1.420087637503329, - 2.9695090212675823, - -0.2857070160217942, - 3.1698026968315314, - -0.09127029071289111, - 3.6473076032698235, - 0.04169463130434349, - -0.8082421791092259, - 2.7666302821570046, - 3.8615669127530348, - -1.0715895276635272, - -1.8901234934582591, - 0.1911561158977539, - -0.39078033720207783, - -0.32842959735980404, - 1.106728081343925, - -0.2962804805464789, - 0.0724524841941073, - 0.45317834079546315, - 3.5137144680301913, - -0.33508488631048383, - -1.0906088739672533, - -0.5849016004512788, - 4.7239495334616874, - -0.37372431006882584, - -0.3701971398738005, - 3.576302293667989, - -0.27469342670007435, - 0.794468061835773, - -0.7940680308968001, - 4.5557547668293505, - -0.17633215617905243, - 0.16837600203711067, - -0.47604545564469425, - -0.3744795282260198, - -0.6210923601331623, - 2.5715647092526606, - -0.4473529411850967, - -0.6111264729445611, - -0.31826485640278385, - -0.5066504106232098, - 1.5186694450918168, - -1.5962542434116562, - -2.0825034372917184, - -0.15901446836551347, - -0.583105689574636, - 0.3907323749065029, - -0.7445637443451992, - 0.41794959832584955, - -0.5851153417895791, - -0.9130643357514967, - -1.2326026172192148, - 0.5288573282314387, - -0.39124870084724395, - 0.32930457022963217, - -0.2023232957232002, - -0.3602943032873341, - -1.9787948706876215, - -0.023442869999616197, - 0.9864567710366714, - 4.281330271973064, - 1.1009869735105273, - -0.10250398016740984, - -0.6963626635279876, - -1.1540124142538484, - -0.7585352041807697, - -0.3376497897327937, - -0.5413102418928282, - -0.5807887099166121, - -0.5074275201067092, - -0.2638812849755461, - -0.20085427418889346, - -0.38087424693638966, - -0.3110325500839684, - -0.3622573489964667, - 1.0234052780975735, - 2.7574946448588906, - 0.42445613317538944, - -1.1422811110374593, - -1.4387056230728987, - -1.501915647387177, - 0.34748329442141196, - -0.6762311956201825, - -0.6707301328880924, - -0.4296879026995195, - -0.5431735930735777, - -0.24585630838853026, - 3.6639403191092628, - 2.2313994952311385, - -0.41094461176650904, - -1.7902503708987632, - 3.519659744080001, - -0.38360626898067257, - -1.6400203089554213, - 1.0282059670803299, - -1.4533375927437073, - -0.7618452507245859, - -0.9087285847262344, - 4.027751130458695, - 0.3355933908292827, - -0.8802720611069825, - -0.4076528235871908, - -0.410863906413574, - -0.5742398684475755, - -0.616700577466744, - -0.8259067877327433, - -1.199064164417812, - 0.901359353438068, - -0.07538567188082454, - -0.5000995757820734, - -0.4347321859423887, - -0.775912816229187, - -0.4637237717491723, - -0.7886070263755103, - -0.68110529898321, - -1.38301633721155, - -0.43131987461099125, - -0.39174966219227497, - -0.38984992971447346, - -0.6689297544296763, - -1.7290482567838523, - -0.5985900614405684, - -0.5408221416879028, - -0.4368261818960467, - -0.8873679305084098, - -0.7651771063009528, - -0.4477061610494547, - -0.7090913484992691, - 0.2640674625438009, - -0.5442614300213244, - -0.8727904400797063, - 0.6489698014281386, - -1.8844686919048532, - -0.02789949942585883, - 0.3140469633588918, - -0.02845744568077656, - -1.2792563849119565, - -1.0031417483327572, - 3.132828609974997, - -0.3965166692988109, - -1.20990857485177, - 3.3786302258903365, - -1.8650027018896278, - -0.6560262026769783, - -0.25756703063226655, - -0.8176809466458619, - -0.462220760833732, - -1.0042253741794764, - -0.5260563107584845, - -0.5303829144612424, - -0.5175913750090769, - 2.553497813236584, - -0.40270258473781345, - -0.12054675188766241, - 0.6833473540753263, - -0.6687168739312065, - 0.12810831146217022, - -1.5977842176237282, - -0.47814067378515684, - -0.6392579972118201, - -1.7590152108444, - -1.3690744631156355, - 0.05613658811441171, - 1.0535072411888806, - -0.026944692586598096, - -1.3271613895603995, - -0.7624132028481252, - -0.6647921725012284, - -1.0246116258404636, - -1.1374733773667887, - -0.5147496316222803, - 1.0525165825891363, - 0.10227124428386425, - -0.6789997961299761, - -1.095185362125906, - 2.3171985210508166, - -0.09387090495923921, - -0.550321431774669, - -0.9210124564555755, - -0.7576221058260052, - 0.2772619870914236, - -0.3977276552343927, - -0.1774642893328619, - 2.789326228427473, - 1.3027568829102416, - -0.4494200015493725, - -0.4016722573590363, - -0.8270272544615356, - -0.20411342404459684, - 4.9192614812373705, - 0.5962625131147912, - -0.5060405537760357, - -0.8002711644105522, - -1.319187479012173, - -0.6318323338274023, - -0.6381038799241284, - 0.18047235194263347, - -0.023868688096396865, - -0.4407445059386669, - -0.30257043889680724, - -1.4582054540200582, - -0.47867688073229564, - -0.8583085570418487, - 1.2768275067221424, - -0.48407349071765365, - -0.7452871639409618, - 0.628707223791613, - 0.9789556048920878, - -0.36070134390081177, - -0.796504247178997, - 2.2492449036756446, - 2.262574187265503, - -0.9097060440962963, - -0.4521712521206338, - 0.025266098629427552, - 0.9749140342428718, - -0.9143408708826977, - -2.064485463064412, - -0.9236142686098054, - -1.4296083215885163, - -1.464533191715649, - -1.0600323224302974, - -1.7748378155676297, - -1.0558116103582162, - -0.5293954425549147, - -0.3311075003489974, - -0.1224979847141681, - -0.5405318695678121, - 4.620085457490081, - -1.4548439321252893, - -1.8352689543186178, - -0.8037691095173167, - -0.5141964592729112, - -1.73596520494739, - -2.180991015877142, - -0.5121118098055917, - 1.7212004281400881, - -0.61318996037344, - -0.3813068676756865, - -0.5161592382051188, - -1.0321944920998514, - 0.438528642548169, - -0.6869226646927089, - -0.6204528323168759, - -1.4693338130853142, - -0.8822118262400378, - -0.5562724844930628, - -1.1629548139711012, - -1.114429340980937, - 1.28281806478053, - 0.9148204623245989, - -0.8197386661601361, - -1.443153493237596, - 3.8829953831888107, - 3.8172448122192315, - -0.6329046943673404, - -2.0698451302745475, - 0.4402867544481231, - -0.7602726822298079, - -2.0062536161303965, - -1.16048746695192, - -0.8487813748079376, - 0.7241600799306093, - -0.47633639363766417, - 1.9170389737285982, - -0.3808946439282034, - -0.45279035624102615, - -1.6549391730714247, - -1.1121406744264342, - -1.473070213949237, - -0.5825675917098146, - -1.0119421881893345, - -1.4043237608604342, - -0.4559929984347531, - 0.3382828726959419, - -1.5015016733183044, - -1.3074315941471375, - -0.36768711498506135, - -0.851831134253455, - 2.9298502223673415, - -1.0177839466503558, - 0.35508872671504316, - -0.04350489962052631, - -0.8186819225177672, - -0.08415427054094549, - -0.5647661723360112, - -0.531252706881487, - -1.9779788321922984, - -1.8267902194394283, - -0.7299763229460234, - -1.5515016645750612, - 3.183428409405026, - -0.9291175869806386, - 0.39037662153639685, - 2.239542675458993, - -0.5389246696035221, - 3.408933207704184, - -0.5084908290767517, - -0.5740402873512694, - -0.4837446861878448, - 0.787931225721744, - 0.40848257517399367, - -0.726051621516045, - -0.2274958641936145, - -1.203439545858465, - -1.5631041811637798, - -1.0724323114817185, - 0.5225173591854965, - -0.7946157055865439, - -1.300882752678101, - -0.2869905760465766, - -2.2776543275811516, - -0.4879693482203648, - -0.699623271351049, - 3.5026665376844335, - -0.550167577904608, - 4.37512197624692, - -0.5236279967288286, - 1.2967581078617874, - 3.0293664644463787, - -0.5156127862248473, - -0.4931088925185129, - -0.726186516084672, - -1.996773307179221, - -1.6864218100445048, - -1.3448111253450774, - 0.02278799761935943, - -1.2823134965455953, - 0.19522886471817955, - -0.7280806070652572, - -0.11238824405804702, - -1.2142618136095937, - -0.8556339029348102, - -1.6961150139589665, - -0.5372350175776233, - -0.9957690916612908, - 0.17155737998451806, - -1.1111926927635625, - -1.6343837474192735, - -0.5697641781380056, - -0.11775983463568235, - -0.08947098085899544, - -0.2364622370982932, - -0.7561964047401893, - -0.756598335183178, - -0.8209243880279348, - 1.264731672884629, - -0.3680618891469243, - -0.028799494910498824, - -0.8463055054934165, - 0.9150368821886765, - 0.07867697909773633, - -0.942581190699242, - -1.001937783312924, - -0.682194667529712, - -0.8471833652746894, - -0.6086407105484749, - -1.042987610177418, - -1.276718215520155, - -0.4583925171197592, - -0.933478778541389, - -0.9807748760876531, - -0.7151036489170621, - -1.5064585250072933, - -1.893081208457173, - -0.5282652187941079, - -1.0050492320660855, - -0.7634819703208213, - -0.7630612905647389, - 3.1413733101458456, - -1.3609640806714702, - -0.4973184656508234, - -0.7640224562188344, - -1.3039052164182057, - -0.9317435391007701, - 0.45233498390604, - -1.1425432673166724, - -0.9649864692317196, - -1.4648302951914676, - -0.5410241666948591, - -1.309130312177057, - -0.8031618018932088, - -1.1614414039470449, - -1.1903233803842228, - 3.8716932634857995, - -0.9511355940632462, - -0.7073961843489287, - 0.3622617148127157, - -1.3677532007189612, - 3.076396957188841, - -1.43858686201599, - 3.365991906473494, - -0.714520205890206, - -0.5497169368829888, - -0.6470527775730348, - -0.6190195541907697, - -0.5811672782282832, - -1.1001211526931087, - -0.5195709400637628, - -1.3414066463214656, - -1.112067972330182, - -0.21695054240216885, - 3.922170477621812, - -2.388471040930888, - 1.0805699672839877, - -0.7892151554548541, - 0.008825130592881309, - -0.10015854193265808, - -0.8415236130349905, - -1.020261689656073, - -0.8272434901492635, - -1.27474652787216, - -1.5100683760983544, - -0.6255887017864775, - -0.6013367614071167, - -1.0603849668652041, - -0.6905894790582146, - -0.9901401999933465, - -0.803675014619681, - 2.1621703954289435, - -0.948389043570625, - -1.0319277034239291 - ] - }, - { - "marker": { - "opacity": 0.8 - }, - "mode": "markers", - "name": "1", - "text": [ - "PassengerId: 2
Survived: 1
Pclass: 1
Name: Cumings, Mrs. John Bradley (Florence Briggs Thayer)
Sex: female
Age: 38.0
SibSp: 1
Parch: 0
Ticket: PC 17599
Fare: 71.2833
Cabin: C85
Embarked: C", - "PassengerId: 3
Survived: 1
Pclass: 3
Name: Heikkinen, Miss. Laina
Sex: female
Age: 26.0
SibSp: 0
Parch: 0
Ticket: STON/O2. 3101282
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 4
Survived: 1
Pclass: 1
Name: Futrelle, Mrs. Jacques Heath (Lily May Peel)
Sex: female
Age: 35.0
SibSp: 1
Parch: 0
Ticket: 113803
Fare: 53.1
Cabin: C123
Embarked: S", - "PassengerId: 9
Survived: 1
Pclass: 3
Name: Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)
Sex: female
Age: 27.0
SibSp: 0
Parch: 2
Ticket: 347742
Fare: 11.1333
Cabin: nan
Embarked: S", - "PassengerId: 10
Survived: 1
Pclass: 2
Name: Nasser, Mrs. Nicholas (Adele Achem)
Sex: female
Age: 14.0
SibSp: 1
Parch: 0
Ticket: 237736
Fare: 30.0708
Cabin: nan
Embarked: C", - "PassengerId: 11
Survived: 1
Pclass: 3
Name: Sandstrom, Miss. Marguerite Rut
Sex: female
Age: 4.0
SibSp: 1
Parch: 1
Ticket: PP 9549
Fare: 16.7
Cabin: G6
Embarked: S", - "PassengerId: 12
Survived: 1
Pclass: 1
Name: Bonnell, Miss. Elizabeth
Sex: female
Age: 58.0
SibSp: 0
Parch: 0
Ticket: 113783
Fare: 26.55
Cabin: C103
Embarked: S", - "PassengerId: 16
Survived: 1
Pclass: 2
Name: Hewlett, Mrs. (Mary D Kingcome)
Sex: female
Age: 55.0
SibSp: 0
Parch: 0
Ticket: 248706
Fare: 16.0
Cabin: nan
Embarked: S", - "PassengerId: 22
Survived: 1
Pclass: 2
Name: Beesley, Mr. Lawrence
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 248698
Fare: 13.0
Cabin: D56
Embarked: S", - "PassengerId: 23
Survived: 1
Pclass: 3
Name: McGowan, Miss. Anna \"Annie\"
Sex: female
Age: 15.0
SibSp: 0
Parch: 0
Ticket: 330923
Fare: 8.0292
Cabin: nan
Embarked: Q", - "PassengerId: 24
Survived: 1
Pclass: 1
Name: Sloper, Mr. William Thompson
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 113788
Fare: 35.5
Cabin: A6
Embarked: S", - "PassengerId: 26
Survived: 1
Pclass: 3
Name: Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)
Sex: female
Age: 38.0
SibSp: 1
Parch: 5
Ticket: 347077
Fare: 31.3875
Cabin: nan
Embarked: S", - "PassengerId: 40
Survived: 1
Pclass: 3
Name: Nicola-Yarred, Miss. Jamila
Sex: female
Age: 14.0
SibSp: 1
Parch: 0
Ticket: 2651
Fare: 11.2417
Cabin: nan
Embarked: C", - "PassengerId: 44
Survived: 1
Pclass: 2
Name: Laroche, Miss. Simonne Marie Anne Andree
Sex: female
Age: 3.0
SibSp: 1
Parch: 2
Ticket: SC/Paris 2123
Fare: 41.5792
Cabin: nan
Embarked: C", - "PassengerId: 45
Survived: 1
Pclass: 3
Name: Devaney, Miss. Margaret Delia
Sex: female
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 330958
Fare: 7.8792
Cabin: nan
Embarked: Q", - "PassengerId: 53
Survived: 1
Pclass: 1
Name: Harper, Mrs. Henry Sleeper (Myna Haxtun)
Sex: female
Age: 49.0
SibSp: 1
Parch: 0
Ticket: PC 17572
Fare: 76.7292
Cabin: D33
Embarked: C", - "PassengerId: 54
Survived: 1
Pclass: 2
Name: Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)
Sex: female
Age: 29.0
SibSp: 1
Parch: 0
Ticket: 2926
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 57
Survived: 1
Pclass: 2
Name: Rugg, Miss. Emily
Sex: female
Age: 21.0
SibSp: 0
Parch: 0
Ticket: C.A. 31026
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 59
Survived: 1
Pclass: 2
Name: West, Miss. Constance Mirium
Sex: female
Age: 5.0
SibSp: 1
Parch: 2
Ticket: C.A. 34651
Fare: 27.75
Cabin: nan
Embarked: S", - "PassengerId: 62
Survived: 1
Pclass: 1
Name: Icard, Miss. Amelie
Sex: female
Age: 38.0
SibSp: 0
Parch: 0
Ticket: 113572
Fare: 80.0
Cabin: B28
Embarked: nan", - "PassengerId: 67
Survived: 1
Pclass: 2
Name: Nye, Mrs. (Elizabeth Ramell)
Sex: female
Age: 29.0
SibSp: 0
Parch: 0
Ticket: C.A. 29395
Fare: 10.5
Cabin: F33
Embarked: S", - "PassengerId: 69
Survived: 1
Pclass: 3
Name: Andersson, Miss. Erna Alexandra
Sex: female
Age: 17.0
SibSp: 4
Parch: 2
Ticket: 3101281
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 75
Survived: 1
Pclass: 3
Name: Bing, Mr. Lee
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 1601
Fare: 56.4958
Cabin: nan
Embarked: S", - "PassengerId: 79
Survived: 1
Pclass: 2
Name: Caldwell, Master. Alden Gates
Sex: male
Age: 0.83
SibSp: 0
Parch: 2
Ticket: 248738
Fare: 29.0
Cabin: nan
Embarked: S", - "PassengerId: 80
Survived: 1
Pclass: 3
Name: Dowdell, Miss. Elizabeth
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 364516
Fare: 12.475
Cabin: nan
Embarked: S", - "PassengerId: 82
Survived: 1
Pclass: 3
Name: Sheerlinck, Mr. Jan Baptist
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 345779
Fare: 9.5
Cabin: nan
Embarked: S", - "PassengerId: 85
Survived: 1
Pclass: 2
Name: Ilett, Miss. Bertha
Sex: female
Age: 17.0
SibSp: 0
Parch: 0
Ticket: SO/C 14885
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 86
Survived: 1
Pclass: 3
Name: Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)
Sex: female
Age: 33.0
SibSp: 3
Parch: 0
Ticket: 3101278
Fare: 15.85
Cabin: nan
Embarked: S", - "PassengerId: 89
Survived: 1
Pclass: 1
Name: Fortune, Miss. Mabel Helen
Sex: female
Age: 23.0
SibSp: 3
Parch: 2
Ticket: 19950
Fare: 263.0
Cabin: C23 C25 C27
Embarked: S", - "PassengerId: 98
Survived: 1
Pclass: 1
Name: Greenfield, Mr. William Bertram
Sex: male
Age: 23.0
SibSp: 0
Parch: 1
Ticket: PC 17759
Fare: 63.3583
Cabin: D10 D12
Embarked: C", - "PassengerId: 99
Survived: 1
Pclass: 2
Name: Doling, Mrs. John T (Ada Julia Bone)
Sex: female
Age: 34.0
SibSp: 0
Parch: 1
Ticket: 231919
Fare: 23.0
Cabin: nan
Embarked: S", - "PassengerId: 107
Survived: 1
Pclass: 3
Name: Salkjelsvik, Miss. Anna Kristine
Sex: female
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 343120
Fare: 7.65
Cabin: nan
Embarked: S", - "PassengerId: 124
Survived: 1
Pclass: 2
Name: Webber, Miss. Susan
Sex: female
Age: 32.5
SibSp: 0
Parch: 0
Ticket: 27267
Fare: 13.0
Cabin: E101
Embarked: S", - "PassengerId: 126
Survived: 1
Pclass: 3
Name: Nicola-Yarred, Master. Elias
Sex: male
Age: 12.0
SibSp: 1
Parch: 0
Ticket: 2651
Fare: 11.2417
Cabin: nan
Embarked: C", - "PassengerId: 128
Survived: 1
Pclass: 3
Name: Madsen, Mr. Fridtjof Arne
Sex: male
Age: 24.0
SibSp: 0
Parch: 0
Ticket: C 17369
Fare: 7.1417
Cabin: nan
Embarked: S", - "PassengerId: 134
Survived: 1
Pclass: 2
Name: Weisz, Mrs. Leopold (Mathilde Francoise Pede)
Sex: female
Age: 29.0
SibSp: 1
Parch: 0
Ticket: 228414
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 137
Survived: 1
Pclass: 1
Name: Newsom, Miss. Helen Monypeny
Sex: female
Age: 19.0
SibSp: 0
Parch: 2
Ticket: 11752
Fare: 26.2833
Cabin: D47
Embarked: S", - "PassengerId: 142
Survived: 1
Pclass: 3
Name: Nysten, Miss. Anna Sofia
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 347081
Fare: 7.75
Cabin: nan
Embarked: S", - "PassengerId: 143
Survived: 1
Pclass: 3
Name: Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)
Sex: female
Age: 24.0
SibSp: 1
Parch: 0
Ticket: STON/O2. 3101279
Fare: 15.85
Cabin: nan
Embarked: S", - "PassengerId: 147
Survived: 1
Pclass: 3
Name: Andersson, Mr. August Edvard (\"Wennerstrom\")
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 350043
Fare: 7.7958
Cabin: nan
Embarked: S", - "PassengerId: 152
Survived: 1
Pclass: 1
Name: Pears, Mrs. Thomas (Edith Wearne)
Sex: female
Age: 22.0
SibSp: 1
Parch: 0
Ticket: 113776
Fare: 66.6
Cabin: C2
Embarked: S", - "PassengerId: 157
Survived: 1
Pclass: 3
Name: Gilnagh, Miss. Katherine \"Katie\"
Sex: female
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 35851
Fare: 7.7333
Cabin: nan
Embarked: Q", - "PassengerId: 162
Survived: 1
Pclass: 2
Name: Watt, Mrs. James (Elizabeth \"Bessie\" Inglis Milne)
Sex: female
Age: 40.0
SibSp: 0
Parch: 0
Ticket: C.A. 33595
Fare: 15.75
Cabin: nan
Embarked: S", - "PassengerId: 166
Survived: 1
Pclass: 3
Name: Goldsmith, Master. Frank John William \"Frankie\"
Sex: male
Age: 9.0
SibSp: 0
Parch: 2
Ticket: 363291
Fare: 20.525
Cabin: nan
Embarked: S", - "PassengerId: 173
Survived: 1
Pclass: 3
Name: Johnson, Miss. Eleanor Ileen
Sex: female
Age: 1.0
SibSp: 1
Parch: 1
Ticket: 347742
Fare: 11.1333
Cabin: nan
Embarked: S", - "PassengerId: 184
Survived: 1
Pclass: 2
Name: Becker, Master. Richard F
Sex: male
Age: 1.0
SibSp: 2
Parch: 1
Ticket: 230136
Fare: 39.0
Cabin: F4
Embarked: S", - "PassengerId: 185
Survived: 1
Pclass: 3
Name: Kink-Heilmann, Miss. Luise Gretchen
Sex: female
Age: 4.0
SibSp: 0
Parch: 2
Ticket: 315153
Fare: 22.025
Cabin: nan
Embarked: S", - "PassengerId: 188
Survived: 1
Pclass: 1
Name: Romaine, Mr. Charles Hallace (\"Mr C Rolmane\")
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 111428
Fare: 26.55
Cabin: nan
Embarked: S", - "PassengerId: 191
Survived: 1
Pclass: 2
Name: Pinsky, Mrs. (Rosa)
Sex: female
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 234604
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 193
Survived: 1
Pclass: 3
Name: Andersen-Jensen, Miss. Carla Christine Nielsine
Sex: female
Age: 19.0
SibSp: 1
Parch: 0
Ticket: 350046
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 194
Survived: 1
Pclass: 2
Name: Navratil, Master. Michel M
Sex: male
Age: 3.0
SibSp: 1
Parch: 1
Ticket: 230080
Fare: 26.0
Cabin: F2
Embarked: S", - "PassengerId: 195
Survived: 1
Pclass: 1
Name: Brown, Mrs. James Joseph (Margaret Tobin)
Sex: female
Age: 44.0
SibSp: 0
Parch: 0
Ticket: PC 17610
Fare: 27.7208
Cabin: B4
Embarked: C", - "PassengerId: 196
Survived: 1
Pclass: 1
Name: Lurette, Miss. Elise
Sex: female
Age: 58.0
SibSp: 0
Parch: 0
Ticket: PC 17569
Fare: 146.5208
Cabin: B80
Embarked: C", - "PassengerId: 205
Survived: 1
Pclass: 3
Name: Cohen, Mr. Gurshon \"Gus\"
Sex: male
Age: 18.0
SibSp: 0
Parch: 0
Ticket: A/5 3540
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 208
Survived: 1
Pclass: 3
Name: Albimona, Mr. Nassef Cassem
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 2699
Fare: 18.7875
Cabin: nan
Embarked: C", - "PassengerId: 209
Survived: 1
Pclass: 3
Name: Carr, Miss. Helen \"Ellen\"
Sex: female
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 367231
Fare: 7.75
Cabin: nan
Embarked: Q", - "PassengerId: 210
Survived: 1
Pclass: 1
Name: Blank, Mr. Henry
Sex: male
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 112277
Fare: 31.0
Cabin: A31
Embarked: C", - "PassengerId: 212
Survived: 1
Pclass: 2
Name: Cameron, Miss. Clear Annie
Sex: female
Age: 35.0
SibSp: 0
Parch: 0
Ticket: F.C.C. 13528
Fare: 21.0
Cabin: nan
Embarked: S", - "PassengerId: 216
Survived: 1
Pclass: 1
Name: Newell, Miss. Madeleine
Sex: female
Age: 31.0
SibSp: 1
Parch: 0
Ticket: 35273
Fare: 113.275
Cabin: D36
Embarked: C", - "PassengerId: 217
Survived: 1
Pclass: 3
Name: Honkanen, Miss. Eliina
Sex: female
Age: 27.0
SibSp: 0
Parch: 0
Ticket: STON/O2. 3101283
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 219
Survived: 1
Pclass: 1
Name: Bazzani, Miss. Albina
Sex: female
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 11813
Fare: 76.2917
Cabin: D15
Embarked: C", - "PassengerId: 221
Survived: 1
Pclass: 3
Name: Sunderland, Mr. Victor Francis
Sex: male
Age: 16.0
SibSp: 0
Parch: 0
Ticket: SOTON/OQ 392089
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 225
Survived: 1
Pclass: 1
Name: Hoyt, Mr. Frederick Maxfield
Sex: male
Age: 38.0
SibSp: 1
Parch: 0
Ticket: 19943
Fare: 90.0
Cabin: C93
Embarked: S", - "PassengerId: 227
Survived: 1
Pclass: 2
Name: Mellors, Mr. William John
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: SW/PP 751
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 231
Survived: 1
Pclass: 1
Name: Harris, Mrs. Henry Birkhardt (Irene Wallach)
Sex: female
Age: 35.0
SibSp: 1
Parch: 0
Ticket: 36973
Fare: 83.475
Cabin: C83
Embarked: S", - "PassengerId: 234
Survived: 1
Pclass: 3
Name: Asplund, Miss. Lillian Gertrud
Sex: female
Age: 5.0
SibSp: 4
Parch: 2
Ticket: 347077
Fare: 31.3875
Cabin: nan
Embarked: S", - "PassengerId: 238
Survived: 1
Pclass: 2
Name: Collyer, Miss. Marjorie \"Lottie\"
Sex: female
Age: 8.0
SibSp: 0
Parch: 2
Ticket: C.A. 31921
Fare: 26.25
Cabin: nan
Embarked: S", - "PassengerId: 248
Survived: 1
Pclass: 2
Name: Hamalainen, Mrs. William (Anna)
Sex: female
Age: 24.0
SibSp: 0
Parch: 2
Ticket: 250649
Fare: 14.5
Cabin: nan
Embarked: S", - "PassengerId: 249
Survived: 1
Pclass: 1
Name: Beckwith, Mr. Richard Leonard
Sex: male
Age: 37.0
SibSp: 1
Parch: 1
Ticket: 11751
Fare: 52.5542
Cabin: D35
Embarked: S", - "PassengerId: 256
Survived: 1
Pclass: 3
Name: Touma, Mrs. Darwis (Hanne Youssef Razi)
Sex: female
Age: 29.0
SibSp: 0
Parch: 2
Ticket: 2650
Fare: 15.2458
Cabin: nan
Embarked: C", - "PassengerId: 258
Survived: 1
Pclass: 1
Name: Cherry, Miss. Gladys
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 110152
Fare: 86.5
Cabin: B77
Embarked: S", - "PassengerId: 259
Survived: 1
Pclass: 1
Name: Ward, Miss. Anna
Sex: female
Age: 35.0
SibSp: 0
Parch: 0
Ticket: PC 17755
Fare: 512.3292
Cabin: nan
Embarked: C", - "PassengerId: 260
Survived: 1
Pclass: 2
Name: Parrish, Mrs. (Lutie Davis)
Sex: female
Age: 50.0
SibSp: 0
Parch: 1
Ticket: 230433
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 262
Survived: 1
Pclass: 3
Name: Asplund, Master. Edvin Rojj Felix
Sex: male
Age: 3.0
SibSp: 4
Parch: 2
Ticket: 347077
Fare: 31.3875
Cabin: nan
Embarked: S", - "PassengerId: 268
Survived: 1
Pclass: 3
Name: Persson, Mr. Ernst Ulrik
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 347083
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 269
Survived: 1
Pclass: 1
Name: Graham, Mrs. William Thompson (Edith Junkins)
Sex: female
Age: 58.0
SibSp: 0
Parch: 1
Ticket: PC 17582
Fare: 153.4625
Cabin: C125
Embarked: S", - "PassengerId: 270
Survived: 1
Pclass: 1
Name: Bissette, Miss. Amelia
Sex: female
Age: 35.0
SibSp: 0
Parch: 0
Ticket: PC 17760
Fare: 135.6333
Cabin: C99
Embarked: S", - "PassengerId: 272
Survived: 1
Pclass: 3
Name: Tornquist, Mr. William Henry
Sex: male
Age: 25.0
SibSp: 0
Parch: 0
Ticket: LINE
Fare: 0.0
Cabin: nan
Embarked: S", - "PassengerId: 273
Survived: 1
Pclass: 2
Name: Mellinger, Mrs. (Elizabeth Anne Maidment)
Sex: female
Age: 41.0
SibSp: 0
Parch: 1
Ticket: 250644
Fare: 19.5
Cabin: nan
Embarked: S", - "PassengerId: 276
Survived: 1
Pclass: 1
Name: Andrews, Miss. Kornelia Theodosia
Sex: female
Age: 63.0
SibSp: 1
Parch: 0
Ticket: 13502
Fare: 77.9583
Cabin: D7
Embarked: S", - "PassengerId: 280
Survived: 1
Pclass: 3
Name: Abbott, Mrs. Stanton (Rosa Hunt)
Sex: female
Age: 35.0
SibSp: 1
Parch: 1
Ticket: C.A. 2673
Fare: 20.25
Cabin: nan
Embarked: S", - "PassengerId: 284
Survived: 1
Pclass: 3
Name: Dorking, Mr. Edward Arthur
Sex: male
Age: 19.0
SibSp: 0
Parch: 0
Ticket: A/5. 10482
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 287
Survived: 1
Pclass: 3
Name: de Mulder, Mr. Theodore
Sex: male
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 345774
Fare: 9.5
Cabin: nan
Embarked: S", - "PassengerId: 289
Survived: 1
Pclass: 2
Name: Hosono, Mr. Masabumi
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 237798
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 290
Survived: 1
Pclass: 3
Name: Connolly, Miss. Kate
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 370373
Fare: 7.75
Cabin: nan
Embarked: Q", - "PassengerId: 291
Survived: 1
Pclass: 1
Name: Barber, Miss. Ellen \"Nellie\"
Sex: female
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 19877
Fare: 78.85
Cabin: nan
Embarked: S", - "PassengerId: 292
Survived: 1
Pclass: 1
Name: Bishop, Mrs. Dickinson H (Helen Walton)
Sex: female
Age: 19.0
SibSp: 1
Parch: 0
Ticket: 11967
Fare: 91.0792
Cabin: B49
Embarked: C", - "PassengerId: 300
Survived: 1
Pclass: 1
Name: Baxter, Mrs. James (Helene DeLaudeniere Chaput)
Sex: female
Age: 50.0
SibSp: 0
Parch: 1
Ticket: PC 17558
Fare: 247.5208
Cabin: B58 B60
Embarked: C", - "PassengerId: 306
Survived: 1
Pclass: 1
Name: Allison, Master. Hudson Trevor
Sex: male
Age: 0.92
SibSp: 1
Parch: 2
Ticket: 113781
Fare: 151.55
Cabin: C22 C26
Embarked: S", - "PassengerId: 308
Survived: 1
Pclass: 1
Name: Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)
Sex: female
Age: 17.0
SibSp: 1
Parch: 0
Ticket: PC 17758
Fare: 108.9
Cabin: C65
Embarked: C", - "PassengerId: 310
Survived: 1
Pclass: 1
Name: Francatelli, Miss. Laura Mabel
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: PC 17485
Fare: 56.9292
Cabin: E36
Embarked: C", - "PassengerId: 311
Survived: 1
Pclass: 1
Name: Hays, Miss. Margaret Bechstein
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 11767
Fare: 83.1583
Cabin: C54
Embarked: C", - "PassengerId: 312
Survived: 1
Pclass: 1
Name: Ryerson, Miss. Emily Borie
Sex: female
Age: 18.0
SibSp: 2
Parch: 2
Ticket: PC 17608
Fare: 262.375
Cabin: B57 B59 B63 B66
Embarked: C", - "PassengerId: 316
Survived: 1
Pclass: 3
Name: Nilsson, Miss. Helmina Josefina
Sex: female
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 347470
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 317
Survived: 1
Pclass: 2
Name: Kantor, Mrs. Sinai (Miriam Sternin)
Sex: female
Age: 24.0
SibSp: 1
Parch: 0
Ticket: 244367
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 319
Survived: 1
Pclass: 1
Name: Wick, Miss. Mary Natalie
Sex: female
Age: 31.0
SibSp: 0
Parch: 2
Ticket: 36928
Fare: 164.8667
Cabin: C7
Embarked: S", - "PassengerId: 320
Survived: 1
Pclass: 1
Name: Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)
Sex: female
Age: 40.0
SibSp: 1
Parch: 1
Ticket: 16966
Fare: 134.5
Cabin: E34
Embarked: C", - "PassengerId: 323
Survived: 1
Pclass: 2
Name: Slayter, Miss. Hilda Mary
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 234818
Fare: 12.35
Cabin: nan
Embarked: Q", - "PassengerId: 324
Survived: 1
Pclass: 2
Name: Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)
Sex: female
Age: 22.0
SibSp: 1
Parch: 1
Ticket: 248738
Fare: 29.0
Cabin: nan
Embarked: S", - "PassengerId: 326
Survived: 1
Pclass: 1
Name: Young, Miss. Marie Grice
Sex: female
Age: 36.0
SibSp: 0
Parch: 0
Ticket: PC 17760
Fare: 135.6333
Cabin: C32
Embarked: C", - "PassengerId: 328
Survived: 1
Pclass: 2
Name: Ball, Mrs. (Ada E Hall)
Sex: female
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 28551
Fare: 13.0
Cabin: D
Embarked: S", - "PassengerId: 329
Survived: 1
Pclass: 3
Name: Goldsmith, Mrs. Frank John (Emily Alice Brown)
Sex: female
Age: 31.0
SibSp: 1
Parch: 1
Ticket: 363291
Fare: 20.525
Cabin: nan
Embarked: S", - "PassengerId: 330
Survived: 1
Pclass: 1
Name: Hippach, Miss. Jean Gertrude
Sex: female
Age: 16.0
SibSp: 0
Parch: 1
Ticket: 111361
Fare: 57.9792
Cabin: B18
Embarked: C", - "PassengerId: 338
Survived: 1
Pclass: 1
Name: Burns, Miss. Elizabeth Margaret
Sex: female
Age: 41.0
SibSp: 0
Parch: 0
Ticket: 16966
Fare: 134.5
Cabin: E40
Embarked: C", - "PassengerId: 339
Survived: 1
Pclass: 3
Name: Dahl, Mr. Karl Edwart
Sex: male
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 7598
Fare: 8.05
Cabin: nan
Embarked: S", - "PassengerId: 341
Survived: 1
Pclass: 2
Name: Navratil, Master. Edmond Roger
Sex: male
Age: 2.0
SibSp: 1
Parch: 1
Ticket: 230080
Fare: 26.0
Cabin: F2
Embarked: S", - "PassengerId: 342
Survived: 1
Pclass: 1
Name: Fortune, Miss. Alice Elizabeth
Sex: female
Age: 24.0
SibSp: 3
Parch: 2
Ticket: 19950
Fare: 263.0
Cabin: C23 C25 C27
Embarked: S", - "PassengerId: 346
Survived: 1
Pclass: 2
Name: Brown, Miss. Amelia \"Mildred\"
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: 248733
Fare: 13.0
Cabin: F33
Embarked: S", - "PassengerId: 347
Survived: 1
Pclass: 2
Name: Smith, Miss. Marion Elsie
Sex: female
Age: 40.0
SibSp: 0
Parch: 0
Ticket: 31418
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 349
Survived: 1
Pclass: 3
Name: Coutts, Master. William Loch \"William\"
Sex: male
Age: 3.0
SibSp: 1
Parch: 1
Ticket: C.A. 37671
Fare: 15.9
Cabin: nan
Embarked: S", - "PassengerId: 357
Survived: 1
Pclass: 1
Name: Bowerman, Miss. Elsie Edith
Sex: female
Age: 22.0
SibSp: 0
Parch: 1
Ticket: 113505
Fare: 55.0
Cabin: E33
Embarked: S", - "PassengerId: 367
Survived: 1
Pclass: 1
Name: Warren, Mrs. Frank Manley (Anna Sophia Atkinson)
Sex: female
Age: 60.0
SibSp: 1
Parch: 0
Ticket: 110813
Fare: 75.25
Cabin: D37
Embarked: C", - "PassengerId: 370
Survived: 1
Pclass: 1
Name: Aubart, Mme. Leontine Pauline
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: PC 17477
Fare: 69.3
Cabin: B35
Embarked: C", - "PassengerId: 371
Survived: 1
Pclass: 1
Name: Harder, Mr. George Achilles
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 11765
Fare: 55.4417
Cabin: E50
Embarked: C", - "PassengerId: 377
Survived: 1
Pclass: 3
Name: Landergren, Miss. Aurora Adelia
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: C 7077
Fare: 7.25
Cabin: nan
Embarked: S", - "PassengerId: 381
Survived: 1
Pclass: 1
Name: Bidois, Miss. Rosalie
Sex: female
Age: 42.0
SibSp: 0
Parch: 0
Ticket: PC 17757
Fare: 227.525
Cabin: nan
Embarked: C", - "PassengerId: 382
Survived: 1
Pclass: 3
Name: Nakid, Miss. Maria (\"Mary\")
Sex: female
Age: 1.0
SibSp: 0
Parch: 2
Ticket: 2653
Fare: 15.7417
Cabin: nan
Embarked: C", - "PassengerId: 384
Survived: 1
Pclass: 1
Name: Holverson, Mrs. Alexander Oskar (Mary Aline Towner)
Sex: female
Age: 35.0
SibSp: 1
Parch: 0
Ticket: 113789
Fare: 52.0
Cabin: nan
Embarked: S", - "PassengerId: 388
Survived: 1
Pclass: 2
Name: Buss, Miss. Kate
Sex: female
Age: 36.0
SibSp: 0
Parch: 0
Ticket: 27849
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 390
Survived: 1
Pclass: 2
Name: Lehmann, Miss. Bertha
Sex: female
Age: 17.0
SibSp: 0
Parch: 0
Ticket: SC 1748
Fare: 12.0
Cabin: nan
Embarked: C", - "PassengerId: 391
Survived: 1
Pclass: 1
Name: Carter, Mr. William Ernest
Sex: male
Age: 36.0
SibSp: 1
Parch: 2
Ticket: 113760
Fare: 120.0
Cabin: B96 B98
Embarked: S", - "PassengerId: 392
Survived: 1
Pclass: 3
Name: Jansson, Mr. Carl Olof
Sex: male
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 350034
Fare: 7.7958
Cabin: nan
Embarked: S", - "PassengerId: 394
Survived: 1
Pclass: 1
Name: Newell, Miss. Marjorie
Sex: female
Age: 23.0
SibSp: 1
Parch: 0
Ticket: 35273
Fare: 113.275
Cabin: D36
Embarked: C", - "PassengerId: 395
Survived: 1
Pclass: 3
Name: Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)
Sex: female
Age: 24.0
SibSp: 0
Parch: 2
Ticket: PP 9549
Fare: 16.7
Cabin: G6
Embarked: S", - "PassengerId: 400
Survived: 1
Pclass: 2
Name: Trout, Mrs. William H (Jessie L)
Sex: female
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 240929
Fare: 12.65
Cabin: nan
Embarked: S", - "PassengerId: 401
Survived: 1
Pclass: 3
Name: Niskanen, Mr. Juha
Sex: male
Age: 39.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101289
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 408
Survived: 1
Pclass: 2
Name: Richards, Master. William Rowe
Sex: male
Age: 3.0
SibSp: 1
Parch: 1
Ticket: 29106
Fare: 18.75
Cabin: nan
Embarked: S", - "PassengerId: 413
Survived: 1
Pclass: 1
Name: Minahan, Miss. Daisy E
Sex: female
Age: 33.0
SibSp: 1
Parch: 0
Ticket: 19928
Fare: 90.0
Cabin: C78
Embarked: Q", - "PassengerId: 415
Survived: 1
Pclass: 3
Name: Sundman, Mr. Johan Julian
Sex: male
Age: 44.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101269
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 417
Survived: 1
Pclass: 2
Name: Drew, Mrs. James Vivian (Lulu Thorne Christian)
Sex: female
Age: 34.0
SibSp: 1
Parch: 1
Ticket: 28220
Fare: 32.5
Cabin: nan
Embarked: S", - "PassengerId: 418
Survived: 1
Pclass: 2
Name: Silven, Miss. Lyyli Karoliina
Sex: female
Age: 18.0
SibSp: 0
Parch: 2
Ticket: 250652
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 427
Survived: 1
Pclass: 2
Name: Clarke, Mrs. Charles V (Ada Maria Winfield)
Sex: female
Age: 28.0
SibSp: 1
Parch: 0
Ticket: 2003
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 428
Survived: 1
Pclass: 2
Name: Phillips, Miss. Kate Florence (\"Mrs Kate Louise Phillips Marshall\")
Sex: female
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 250655
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 430
Survived: 1
Pclass: 3
Name: Pickard, Mr. Berk (Berk Trembisky)
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: SOTON/O.Q. 392078
Fare: 8.05
Cabin: E10
Embarked: S", - "PassengerId: 431
Survived: 1
Pclass: 1
Name: Bjornstrom-Steffansson, Mr. Mauritz Hakan
Sex: male
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 110564
Fare: 26.55
Cabin: C52
Embarked: S", - "PassengerId: 433
Survived: 1
Pclass: 2
Name: Louch, Mrs. Charles Alexander (Alice Adelaide Slow)
Sex: female
Age: 42.0
SibSp: 1
Parch: 0
Ticket: SC/AH 3085
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 436
Survived: 1
Pclass: 1
Name: Carter, Miss. Lucile Polk
Sex: female
Age: 14.0
SibSp: 1
Parch: 2
Ticket: 113760
Fare: 120.0
Cabin: B96 B98
Embarked: S", - "PassengerId: 438
Survived: 1
Pclass: 2
Name: Richards, Mrs. Sidney (Emily Hocking)
Sex: female
Age: 24.0
SibSp: 2
Parch: 3
Ticket: 29106
Fare: 18.75
Cabin: nan
Embarked: S", - "PassengerId: 441
Survived: 1
Pclass: 2
Name: Hart, Mrs. Benjamin (Esther Ada Bloomfield)
Sex: female
Age: 45.0
SibSp: 1
Parch: 1
Ticket: F.C.C. 13529
Fare: 26.25
Cabin: nan
Embarked: S", - "PassengerId: 444
Survived: 1
Pclass: 2
Name: Reynaldo, Ms. Encarnacion
Sex: female
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 230434
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 446
Survived: 1
Pclass: 1
Name: Dodge, Master. Washington
Sex: male
Age: 4.0
SibSp: 0
Parch: 2
Ticket: 33638
Fare: 81.8583
Cabin: A34
Embarked: S", - "PassengerId: 447
Survived: 1
Pclass: 2
Name: Mellinger, Miss. Madeleine Violet
Sex: female
Age: 13.0
SibSp: 0
Parch: 1
Ticket: 250644
Fare: 19.5
Cabin: nan
Embarked: S", - "PassengerId: 448
Survived: 1
Pclass: 1
Name: Seward, Mr. Frederic Kimber
Sex: male
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 113794
Fare: 26.55
Cabin: nan
Embarked: S", - "PassengerId: 449
Survived: 1
Pclass: 3
Name: Baclini, Miss. Marie Catherine
Sex: female
Age: 5.0
SibSp: 2
Parch: 1
Ticket: 2666
Fare: 19.2583
Cabin: nan
Embarked: C", - "PassengerId: 450
Survived: 1
Pclass: 1
Name: Peuchen, Major. Arthur Godfrey
Sex: male
Age: 52.0
SibSp: 0
Parch: 0
Ticket: 113786
Fare: 30.5
Cabin: C104
Embarked: S", - "PassengerId: 454
Survived: 1
Pclass: 1
Name: Goldenberg, Mr. Samuel L
Sex: male
Age: 49.0
SibSp: 1
Parch: 0
Ticket: 17453
Fare: 89.1042
Cabin: C92
Embarked: C", - "PassengerId: 456
Survived: 1
Pclass: 3
Name: Jalsevac, Mr. Ivan
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 349240
Fare: 7.8958
Cabin: nan
Embarked: C", - "PassengerId: 459
Survived: 1
Pclass: 2
Name: Toomey, Miss. Ellen
Sex: female
Age: 50.0
SibSp: 0
Parch: 0
Ticket: F.C.C. 13531
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 461
Survived: 1
Pclass: 1
Name: Anderson, Mr. Harry
Sex: male
Age: 48.0
SibSp: 0
Parch: 0
Ticket: 19952
Fare: 26.55
Cabin: E12
Embarked: S", - "PassengerId: 470
Survived: 1
Pclass: 3
Name: Baclini, Miss. Helene Barbara
Sex: female
Age: 0.75
SibSp: 2
Parch: 1
Ticket: 2666
Fare: 19.2583
Cabin: nan
Embarked: C", - "PassengerId: 473
Survived: 1
Pclass: 2
Name: West, Mrs. Edwy Arthur (Ada Mary Worth)
Sex: female
Age: 33.0
SibSp: 1
Parch: 2
Ticket: C.A. 34651
Fare: 27.75
Cabin: nan
Embarked: S", - "PassengerId: 474
Survived: 1
Pclass: 2
Name: Jerwan, Mrs. Amin S (Marie Marthe Thuillard)
Sex: female
Age: 23.0
SibSp: 0
Parch: 0
Ticket: SC/AH Basle 541
Fare: 13.7917
Cabin: D
Embarked: C", - "PassengerId: 480
Survived: 1
Pclass: 3
Name: Hirvonen, Miss. Hildur E
Sex: female
Age: 2.0
SibSp: 0
Parch: 1
Ticket: 3101298
Fare: 12.2875
Cabin: nan
Embarked: S", - "PassengerId: 484
Survived: 1
Pclass: 3
Name: Turkula, Mrs. (Hedwig)
Sex: female
Age: 63.0
SibSp: 0
Parch: 0
Ticket: 4134
Fare: 9.5875
Cabin: nan
Embarked: S", - "PassengerId: 485
Survived: 1
Pclass: 1
Name: Bishop, Mr. Dickinson H
Sex: male
Age: 25.0
SibSp: 1
Parch: 0
Ticket: 11967
Fare: 91.0792
Cabin: B49
Embarked: C", - "PassengerId: 487
Survived: 1
Pclass: 1
Name: Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)
Sex: female
Age: 35.0
SibSp: 1
Parch: 0
Ticket: 19943
Fare: 90.0
Cabin: C93
Embarked: S", - "PassengerId: 490
Survived: 1
Pclass: 3
Name: Coutts, Master. Eden Leslie \"Neville\"
Sex: male
Age: 9.0
SibSp: 1
Parch: 1
Ticket: C.A. 37671
Fare: 15.9
Cabin: nan
Embarked: S", - "PassengerId: 497
Survived: 1
Pclass: 1
Name: Eustis, Miss. Elizabeth Mussey
Sex: female
Age: 54.0
SibSp: 1
Parch: 0
Ticket: 36947
Fare: 78.2667
Cabin: D20
Embarked: C", - "PassengerId: 505
Survived: 1
Pclass: 1
Name: Maioni, Miss. Roberta
Sex: female
Age: 16.0
SibSp: 0
Parch: 0
Ticket: 110152
Fare: 86.5
Cabin: B79
Embarked: S", - "PassengerId: 507
Survived: 1
Pclass: 2
Name: Quick, Mrs. Frederick Charles (Jane Richards)
Sex: female
Age: 33.0
SibSp: 0
Parch: 2
Ticket: 26360
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 510
Survived: 1
Pclass: 3
Name: Lang, Mr. Fang
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 1601
Fare: 56.4958
Cabin: nan
Embarked: S", - "PassengerId: 511
Survived: 1
Pclass: 3
Name: Daly, Mr. Eugene Patrick
Sex: male
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 382651
Fare: 7.75
Cabin: nan
Embarked: Q", - "PassengerId: 513
Survived: 1
Pclass: 1
Name: McGough, Mr. James Robert
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: PC 17473
Fare: 26.2875
Cabin: E25
Embarked: S", - "PassengerId: 514
Survived: 1
Pclass: 1
Name: Rothschild, Mrs. Martin (Elizabeth L. Barrett)
Sex: female
Age: 54.0
SibSp: 1
Parch: 0
Ticket: PC 17603
Fare: 59.4
Cabin: nan
Embarked: C", - "PassengerId: 517
Survived: 1
Pclass: 2
Name: Lemore, Mrs. (Amelia Milley)
Sex: female
Age: 34.0
SibSp: 0
Parch: 0
Ticket: C.A. 34260
Fare: 10.5
Cabin: F33
Embarked: S", - "PassengerId: 519
Survived: 1
Pclass: 2
Name: Angle, Mrs. William A (Florence \"Mary\" Agnes Hughes)
Sex: female
Age: 36.0
SibSp: 1
Parch: 0
Ticket: 226875
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 521
Survived: 1
Pclass: 1
Name: Perreault, Miss. Anne
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 12749
Fare: 93.5
Cabin: B73
Embarked: S", - "PassengerId: 524
Survived: 1
Pclass: 1
Name: Hippach, Mrs. Louis Albert (Ida Sophia Fischer)
Sex: female
Age: 44.0
SibSp: 0
Parch: 1
Ticket: 111361
Fare: 57.9792
Cabin: B18
Embarked: C", - "PassengerId: 527
Survived: 1
Pclass: 2
Name: Ridsdale, Miss. Lucy
Sex: female
Age: 50.0
SibSp: 0
Parch: 0
Ticket: W./C. 14258
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 531
Survived: 1
Pclass: 2
Name: Quick, Miss. Phyllis May
Sex: female
Age: 2.0
SibSp: 1
Parch: 1
Ticket: 26360
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 536
Survived: 1
Pclass: 2
Name: Hart, Miss. Eva Miriam
Sex: female
Age: 7.0
SibSp: 0
Parch: 2
Ticket: F.C.C. 13529
Fare: 26.25
Cabin: nan
Embarked: S", - "PassengerId: 538
Survived: 1
Pclass: 1
Name: LeRoy, Miss. Bertha
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: PC 17761
Fare: 106.425
Cabin: nan
Embarked: C", - "PassengerId: 540
Survived: 1
Pclass: 1
Name: Frolicher, Miss. Hedwig Margaritha
Sex: female
Age: 22.0
SibSp: 0
Parch: 2
Ticket: 13568
Fare: 49.5
Cabin: B39
Embarked: C", - "PassengerId: 541
Survived: 1
Pclass: 1
Name: Crosby, Miss. Harriet R
Sex: female
Age: 36.0
SibSp: 0
Parch: 2
Ticket: WE/P 5735
Fare: 71.0
Cabin: B22
Embarked: S", - "PassengerId: 544
Survived: 1
Pclass: 2
Name: Beane, Mr. Edward
Sex: male
Age: 32.0
SibSp: 1
Parch: 0
Ticket: 2908
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 547
Survived: 1
Pclass: 2
Name: Beane, Mrs. Edward (Ethel Clarke)
Sex: female
Age: 19.0
SibSp: 1
Parch: 0
Ticket: 2908
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 550
Survived: 1
Pclass: 2
Name: Davies, Master. John Morgan Jr
Sex: male
Age: 8.0
SibSp: 1
Parch: 1
Ticket: C.A. 33112
Fare: 36.75
Cabin: nan
Embarked: S", - "PassengerId: 551
Survived: 1
Pclass: 1
Name: Thayer, Mr. John Borland Jr
Sex: male
Age: 17.0
SibSp: 0
Parch: 2
Ticket: 17421
Fare: 110.8833
Cabin: C70
Embarked: C", - "PassengerId: 554
Survived: 1
Pclass: 3
Name: Leeni, Mr. Fahim (\"Philip Zenni\")
Sex: male
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 2620
Fare: 7.225
Cabin: nan
Embarked: C", - "PassengerId: 555
Survived: 1
Pclass: 3
Name: Ohman, Miss. Velin
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 347085
Fare: 7.775
Cabin: nan
Embarked: S", - "PassengerId: 557
Survived: 1
Pclass: 1
Name: Duff Gordon, Lady. (Lucille Christiana Sutherland) (\"Mrs Morgan\")
Sex: female
Age: 48.0
SibSp: 1
Parch: 0
Ticket: 11755
Fare: 39.6
Cabin: A16
Embarked: C", - "PassengerId: 559
Survived: 1
Pclass: 1
Name: Taussig, Mrs. Emil (Tillie Mandelbaum)
Sex: female
Age: 39.0
SibSp: 1
Parch: 1
Ticket: 110413
Fare: 79.65
Cabin: E67
Embarked: S", - "PassengerId: 560
Survived: 1
Pclass: 3
Name: de Messemaeker, Mrs. Guillaume Joseph (Emma)
Sex: female
Age: 36.0
SibSp: 1
Parch: 0
Ticket: 345572
Fare: 17.4
Cabin: nan
Embarked: S", - "PassengerId: 570
Survived: 1
Pclass: 3
Name: Jonsson, Mr. Carl
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 350417
Fare: 7.8542
Cabin: nan
Embarked: S", - "PassengerId: 571
Survived: 1
Pclass: 2
Name: Harris, Mr. George
Sex: male
Age: 62.0
SibSp: 0
Parch: 0
Ticket: S.W./PP 752
Fare: 10.5
Cabin: nan
Embarked: S", - "PassengerId: 572
Survived: 1
Pclass: 1
Name: Appleton, Mrs. Edward Dale (Charlotte Lamson)
Sex: female
Age: 53.0
SibSp: 2
Parch: 0
Ticket: 11769
Fare: 51.4792
Cabin: C101
Embarked: S", - "PassengerId: 573
Survived: 1
Pclass: 1
Name: Flynn, Mr. John Irwin (\"Irving\")
Sex: male
Age: 36.0
SibSp: 0
Parch: 0
Ticket: PC 17474
Fare: 26.3875
Cabin: E25
Embarked: S", - "PassengerId: 577
Survived: 1
Pclass: 2
Name: Garside, Miss. Ethel
Sex: female
Age: 34.0
SibSp: 0
Parch: 0
Ticket: 243880
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 578
Survived: 1
Pclass: 1
Name: Silvey, Mrs. William Baird (Alice Munger)
Sex: female
Age: 39.0
SibSp: 1
Parch: 0
Ticket: 13507
Fare: 55.9
Cabin: E44
Embarked: S", - "PassengerId: 580
Survived: 1
Pclass: 3
Name: Jussila, Mr. Eiriik
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101286
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 581
Survived: 1
Pclass: 2
Name: Christy, Miss. Julie Rachel
Sex: female
Age: 25.0
SibSp: 1
Parch: 1
Ticket: 237789
Fare: 30.0
Cabin: nan
Embarked: S", - "PassengerId: 582
Survived: 1
Pclass: 1
Name: Thayer, Mrs. John Borland (Marian Longstreth Morris)
Sex: female
Age: 39.0
SibSp: 1
Parch: 1
Ticket: 17421
Fare: 110.8833
Cabin: C68
Embarked: C", - "PassengerId: 586
Survived: 1
Pclass: 1
Name: Taussig, Miss. Ruth
Sex: female
Age: 18.0
SibSp: 0
Parch: 2
Ticket: 110413
Fare: 79.65
Cabin: E68
Embarked: S", - "PassengerId: 588
Survived: 1
Pclass: 1
Name: Frolicher-Stehli, Mr. Maxmillian
Sex: male
Age: 60.0
SibSp: 1
Parch: 1
Ticket: 13567
Fare: 79.2
Cabin: B41
Embarked: C", - "PassengerId: 592
Survived: 1
Pclass: 1
Name: Stephenson, Mrs. Walter Bertram (Martha Eustis)
Sex: female
Age: 52.0
SibSp: 1
Parch: 0
Ticket: 36947
Fare: 78.2667
Cabin: D20
Embarked: C", - "PassengerId: 600
Survived: 1
Pclass: 1
Name: Duff Gordon, Sir. Cosmo Edmund (\"Mr Morgan\")
Sex: male
Age: 49.0
SibSp: 1
Parch: 0
Ticket: PC 17485
Fare: 56.9292
Cabin: A20
Embarked: C", - "PassengerId: 601
Survived: 1
Pclass: 2
Name: Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)
Sex: female
Age: 24.0
SibSp: 2
Parch: 1
Ticket: 243847
Fare: 27.0
Cabin: nan
Embarked: S", - "PassengerId: 605
Survived: 1
Pclass: 1
Name: Homer, Mr. Harry (\"Mr E Haven\")
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: 111426
Fare: 26.55
Cabin: nan
Embarked: C", - "PassengerId: 608
Survived: 1
Pclass: 1
Name: Daniel, Mr. Robert Williams
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 113804
Fare: 30.5
Cabin: nan
Embarked: S", - "PassengerId: 609
Survived: 1
Pclass: 2
Name: Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)
Sex: female
Age: 22.0
SibSp: 1
Parch: 2
Ticket: SC/Paris 2123
Fare: 41.5792
Cabin: nan
Embarked: C", - "PassengerId: 610
Survived: 1
Pclass: 1
Name: Shutes, Miss. Elizabeth W
Sex: female
Age: 40.0
SibSp: 0
Parch: 0
Ticket: PC 17582
Fare: 153.4625
Cabin: C125
Embarked: S", - "PassengerId: 616
Survived: 1
Pclass: 2
Name: Herman, Miss. Alice
Sex: female
Age: 24.0
SibSp: 1
Parch: 2
Ticket: 220845
Fare: 65.0
Cabin: nan
Embarked: S", - "PassengerId: 619
Survived: 1
Pclass: 2
Name: Becker, Miss. Marion Louise
Sex: female
Age: 4.0
SibSp: 2
Parch: 1
Ticket: 230136
Fare: 39.0
Cabin: F4
Embarked: S", - "PassengerId: 622
Survived: 1
Pclass: 1
Name: Kimball, Mr. Edwin Nelson Jr
Sex: male
Age: 42.0
SibSp: 1
Parch: 0
Ticket: 11753
Fare: 52.5542
Cabin: D19
Embarked: S", - "PassengerId: 623
Survived: 1
Pclass: 3
Name: Nakid, Mr. Sahid
Sex: male
Age: 20.0
SibSp: 1
Parch: 1
Ticket: 2653
Fare: 15.7417
Cabin: nan
Embarked: C", - "PassengerId: 628
Survived: 1
Pclass: 1
Name: Longley, Miss. Gretchen Fiske
Sex: female
Age: 21.0
SibSp: 0
Parch: 0
Ticket: 13502
Fare: 77.9583
Cabin: D9
Embarked: S", - "PassengerId: 631
Survived: 1
Pclass: 1
Name: Barkworth, Mr. Algernon Henry Wilson
Sex: male
Age: 80.0
SibSp: 0
Parch: 0
Ticket: 27042
Fare: 30.0
Cabin: A23
Embarked: S", - "PassengerId: 633
Survived: 1
Pclass: 1
Name: Stahelin-Maeglin, Dr. Max
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 13214
Fare: 30.5
Cabin: B50
Embarked: C", - "PassengerId: 636
Survived: 1
Pclass: 2
Name: Davis, Miss. Mary
Sex: female
Age: 28.0
SibSp: 0
Parch: 0
Ticket: 237668
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 642
Survived: 1
Pclass: 1
Name: Sagesser, Mlle. Emma
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: PC 17477
Fare: 69.3
Cabin: B35
Embarked: C", - "PassengerId: 645
Survived: 1
Pclass: 3
Name: Baclini, Miss. Eugenie
Sex: female
Age: 0.75
SibSp: 2
Parch: 1
Ticket: 2666
Fare: 19.2583
Cabin: nan
Embarked: C", - "PassengerId: 646
Survived: 1
Pclass: 1
Name: Harper, Mr. Henry Sleeper
Sex: male
Age: 48.0
SibSp: 1
Parch: 0
Ticket: PC 17572
Fare: 76.7292
Cabin: D33
Embarked: C", - "PassengerId: 648
Survived: 1
Pclass: 1
Name: Simonius-Blumer, Col. Oberst Alfons
Sex: male
Age: 56.0
SibSp: 0
Parch: 0
Ticket: 13213
Fare: 35.5
Cabin: A26
Embarked: C", - "PassengerId: 650
Survived: 1
Pclass: 3
Name: Stanley, Miss. Amy Zillah Elsie
Sex: female
Age: 23.0
SibSp: 0
Parch: 0
Ticket: CA. 2314
Fare: 7.55
Cabin: nan
Embarked: S", - "PassengerId: 652
Survived: 1
Pclass: 2
Name: Doling, Miss. Elsie
Sex: female
Age: 18.0
SibSp: 0
Parch: 1
Ticket: 231919
Fare: 23.0
Cabin: nan
Embarked: S", - "PassengerId: 661
Survived: 1
Pclass: 1
Name: Frauenthal, Dr. Henry William
Sex: male
Age: 50.0
SibSp: 2
Parch: 0
Ticket: PC 17611
Fare: 133.65
Cabin: nan
Embarked: S", - "PassengerId: 665
Survived: 1
Pclass: 3
Name: Lindqvist, Mr. Eino William
Sex: male
Age: 20.0
SibSp: 1
Parch: 0
Ticket: STON/O 2. 3101285
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 671
Survived: 1
Pclass: 2
Name: Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)
Sex: female
Age: 40.0
SibSp: 1
Parch: 1
Ticket: 29750
Fare: 39.0
Cabin: nan
Embarked: S", - "PassengerId: 674
Survived: 1
Pclass: 2
Name: Wilhelms, Mr. Charles
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: 244270
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 678
Survived: 1
Pclass: 3
Name: Turja, Miss. Anna Sofia
Sex: female
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 4138
Fare: 9.8417
Cabin: nan
Embarked: S", - "PassengerId: 680
Survived: 1
Pclass: 1
Name: Cardeza, Mr. Thomas Drake Martinez
Sex: male
Age: 36.0
SibSp: 0
Parch: 1
Ticket: PC 17755
Fare: 512.3292
Cabin: B51 B53 B55
Embarked: C", - "PassengerId: 682
Survived: 1
Pclass: 1
Name: Hassab, Mr. Hammad
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: PC 17572
Fare: 76.7292
Cabin: D49
Embarked: C", - "PassengerId: 690
Survived: 1
Pclass: 1
Name: Madill, Miss. Georgette Alexandra
Sex: female
Age: 15.0
SibSp: 0
Parch: 1
Ticket: 24160
Fare: 211.3375
Cabin: B5
Embarked: S", - "PassengerId: 691
Survived: 1
Pclass: 1
Name: Dick, Mr. Albert Adrian
Sex: male
Age: 31.0
SibSp: 1
Parch: 0
Ticket: 17474
Fare: 57.0
Cabin: B20
Embarked: S", - "PassengerId: 692
Survived: 1
Pclass: 3
Name: Karun, Miss. Manca
Sex: female
Age: 4.0
SibSp: 0
Parch: 1
Ticket: 349256
Fare: 13.4167
Cabin: nan
Embarked: C", - "PassengerId: 701
Survived: 1
Pclass: 1
Name: Astor, Mrs. John Jacob (Madeleine Talmadge Force)
Sex: female
Age: 18.0
SibSp: 1
Parch: 0
Ticket: PC 17757
Fare: 227.525
Cabin: C62 C64
Embarked: C", - "PassengerId: 702
Survived: 1
Pclass: 1
Name: Silverthorne, Mr. Spencer Victor
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: PC 17475
Fare: 26.2875
Cabin: E24
Embarked: S", - "PassengerId: 707
Survived: 1
Pclass: 2
Name: Kelly, Mrs. Florence \"Fannie\"
Sex: female
Age: 45.0
SibSp: 0
Parch: 0
Ticket: 223596
Fare: 13.5
Cabin: nan
Embarked: S", - "PassengerId: 708
Survived: 1
Pclass: 1
Name: Calderhead, Mr. Edward Pennington
Sex: male
Age: 42.0
SibSp: 0
Parch: 0
Ticket: PC 17476
Fare: 26.2875
Cabin: E24
Embarked: S", - "PassengerId: 709
Survived: 1
Pclass: 1
Name: Cleaver, Miss. Alice
Sex: female
Age: 22.0
SibSp: 0
Parch: 0
Ticket: 113781
Fare: 151.55
Cabin: nan
Embarked: S", - "PassengerId: 711
Survived: 1
Pclass: 1
Name: Mayne, Mlle. Berthe Antonine (\"Mrs de Villiers\")
Sex: female
Age: 24.0
SibSp: 0
Parch: 0
Ticket: PC 17482
Fare: 49.5042
Cabin: C90
Embarked: C", - "PassengerId: 713
Survived: 1
Pclass: 1
Name: Taylor, Mr. Elmer Zebley
Sex: male
Age: 48.0
SibSp: 1
Parch: 0
Ticket: 19996
Fare: 52.0
Cabin: C126
Embarked: S", - "PassengerId: 717
Survived: 1
Pclass: 1
Name: Endres, Miss. Caroline Louise
Sex: female
Age: 38.0
SibSp: 0
Parch: 0
Ticket: PC 17757
Fare: 227.525
Cabin: C45
Embarked: C", - "PassengerId: 718
Survived: 1
Pclass: 2
Name: Troutt, Miss. Edwina Celia \"Winnie\"
Sex: female
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 34218
Fare: 10.5
Cabin: E101
Embarked: S", - "PassengerId: 721
Survived: 1
Pclass: 2
Name: Harper, Miss. Annie Jessie \"Nina\"
Sex: female
Age: 6.0
SibSp: 0
Parch: 1
Ticket: 248727
Fare: 33.0
Cabin: nan
Embarked: S", - "PassengerId: 725
Survived: 1
Pclass: 1
Name: Chambers, Mr. Norman Campbell
Sex: male
Age: 27.0
SibSp: 1
Parch: 0
Ticket: 113806
Fare: 53.1
Cabin: E8
Embarked: S", - "PassengerId: 727
Survived: 1
Pclass: 2
Name: Renouf, Mrs. Peter Henry (Lillian Jefferys)
Sex: female
Age: 30.0
SibSp: 3
Parch: 0
Ticket: 31027
Fare: 21.0
Cabin: nan
Embarked: S", - "PassengerId: 731
Survived: 1
Pclass: 1
Name: Allen, Miss. Elisabeth Walton
Sex: female
Age: 29.0
SibSp: 0
Parch: 0
Ticket: 24160
Fare: 211.3375
Cabin: B5
Embarked: S", - "PassengerId: 738
Survived: 1
Pclass: 1
Name: Lesurer, Mr. Gustave J
Sex: male
Age: 35.0
SibSp: 0
Parch: 0
Ticket: PC 17755
Fare: 512.3292
Cabin: B101
Embarked: C", - "PassengerId: 743
Survived: 1
Pclass: 1
Name: Ryerson, Miss. Susan Parker \"Suzette\"
Sex: female
Age: 21.0
SibSp: 2
Parch: 2
Ticket: PC 17608
Fare: 262.375
Cabin: B57 B59 B63 B66
Embarked: C", - "PassengerId: 745
Survived: 1
Pclass: 3
Name: Stranden, Mr. Juho
Sex: male
Age: 31.0
SibSp: 0
Parch: 0
Ticket: STON/O 2. 3101288
Fare: 7.925
Cabin: nan
Embarked: S", - "PassengerId: 748
Survived: 1
Pclass: 2
Name: Sinkkonen, Miss. Anna
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 250648
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 751
Survived: 1
Pclass: 2
Name: Wells, Miss. Joan
Sex: female
Age: 4.0
SibSp: 1
Parch: 1
Ticket: 29103
Fare: 23.0
Cabin: nan
Embarked: S", - "PassengerId: 752
Survived: 1
Pclass: 3
Name: Moor, Master. Meier
Sex: male
Age: 6.0
SibSp: 0
Parch: 1
Ticket: 392096
Fare: 12.475
Cabin: E121
Embarked: S", - "PassengerId: 755
Survived: 1
Pclass: 2
Name: Herman, Mrs. Samuel (Jane Laver)
Sex: female
Age: 48.0
SibSp: 1
Parch: 2
Ticket: 220845
Fare: 65.0
Cabin: nan
Embarked: S", - "PassengerId: 756
Survived: 1
Pclass: 2
Name: Hamalainen, Master. Viljo
Sex: male
Age: 0.67
SibSp: 1
Parch: 1
Ticket: 250649
Fare: 14.5
Cabin: nan
Embarked: S", - "PassengerId: 760
Survived: 1
Pclass: 1
Name: Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)
Sex: female
Age: 33.0
SibSp: 0
Parch: 0
Ticket: 110152
Fare: 86.5
Cabin: B77
Embarked: S", - "PassengerId: 763
Survived: 1
Pclass: 3
Name: Barah, Mr. Hanna Assi
Sex: male
Age: 20.0
SibSp: 0
Parch: 0
Ticket: 2663
Fare: 7.2292
Cabin: nan
Embarked: C", - "PassengerId: 764
Survived: 1
Pclass: 1
Name: Carter, Mrs. William Ernest (Lucile Polk)
Sex: female
Age: 36.0
SibSp: 1
Parch: 2
Ticket: 113760
Fare: 120.0
Cabin: B96 B98
Embarked: S", - "PassengerId: 766
Survived: 1
Pclass: 1
Name: Hogeboom, Mrs. John C (Anna Andrews)
Sex: female
Age: 51.0
SibSp: 1
Parch: 0
Ticket: 13502
Fare: 77.9583
Cabin: D11
Embarked: S", - "PassengerId: 775
Survived: 1
Pclass: 2
Name: Hocking, Mrs. Elizabeth (Eliza Needs)
Sex: female
Age: 54.0
SibSp: 1
Parch: 3
Ticket: 29105
Fare: 23.0
Cabin: nan
Embarked: S", - "PassengerId: 778
Survived: 1
Pclass: 3
Name: Emanuel, Miss. Virginia Ethel
Sex: female
Age: 5.0
SibSp: 0
Parch: 0
Ticket: 364516
Fare: 12.475
Cabin: nan
Embarked: S", - "PassengerId: 780
Survived: 1
Pclass: 1
Name: Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)
Sex: female
Age: 43.0
SibSp: 0
Parch: 1
Ticket: 24160
Fare: 211.3375
Cabin: B3
Embarked: S", - "PassengerId: 781
Survived: 1
Pclass: 3
Name: Ayoub, Miss. Banoura
Sex: female
Age: 13.0
SibSp: 0
Parch: 0
Ticket: 2687
Fare: 7.2292
Cabin: nan
Embarked: C", - "PassengerId: 782
Survived: 1
Pclass: 1
Name: Dick, Mrs. Albert Adrian (Vera Gillespie)
Sex: female
Age: 17.0
SibSp: 1
Parch: 0
Ticket: 17474
Fare: 57.0
Cabin: B20
Embarked: S", - "PassengerId: 787
Survived: 1
Pclass: 3
Name: Sjoblom, Miss. Anna Sofia
Sex: female
Age: 18.0
SibSp: 0
Parch: 0
Ticket: 3101265
Fare: 7.4958
Cabin: nan
Embarked: S", - "PassengerId: 789
Survived: 1
Pclass: 3
Name: Dean, Master. Bertram Vere
Sex: male
Age: 1.0
SibSp: 1
Parch: 2
Ticket: C.A. 2315
Fare: 20.575
Cabin: nan
Embarked: S", - "PassengerId: 797
Survived: 1
Pclass: 1
Name: Leader, Dr. Alice (Farnham)
Sex: female
Age: 49.0
SibSp: 0
Parch: 0
Ticket: 17465
Fare: 25.9292
Cabin: D17
Embarked: S", - "PassengerId: 798
Survived: 1
Pclass: 3
Name: Osman, Mrs. Mara
Sex: female
Age: 31.0
SibSp: 0
Parch: 0
Ticket: 349244
Fare: 8.6833
Cabin: nan
Embarked: S", - "PassengerId: 802
Survived: 1
Pclass: 2
Name: Collyer, Mrs. Harvey (Charlotte Annie Tate)
Sex: female
Age: 31.0
SibSp: 1
Parch: 1
Ticket: C.A. 31921
Fare: 26.25
Cabin: nan
Embarked: S", - "PassengerId: 803
Survived: 1
Pclass: 1
Name: Carter, Master. William Thornton II
Sex: male
Age: 11.0
SibSp: 1
Parch: 2
Ticket: 113760
Fare: 120.0
Cabin: B96 B98
Embarked: S", - "PassengerId: 804
Survived: 1
Pclass: 3
Name: Thomas, Master. Assad Alexander
Sex: male
Age: 0.42
SibSp: 0
Parch: 1
Ticket: 2625
Fare: 8.5167
Cabin: nan
Embarked: C", - "PassengerId: 805
Survived: 1
Pclass: 3
Name: Hedman, Mr. Oskar Arvid
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 347089
Fare: 6.975
Cabin: nan
Embarked: S", - "PassengerId: 810
Survived: 1
Pclass: 1
Name: Chambers, Mrs. Norman Campbell (Bertha Griggs)
Sex: female
Age: 33.0
SibSp: 1
Parch: 0
Ticket: 113806
Fare: 53.1
Cabin: E8
Embarked: S", - "PassengerId: 821
Survived: 1
Pclass: 1
Name: Hays, Mrs. Charles Melville (Clara Jennings Gregg)
Sex: female
Age: 52.0
SibSp: 1
Parch: 1
Ticket: 12749
Fare: 93.5
Cabin: B69
Embarked: S", - "PassengerId: 822
Survived: 1
Pclass: 3
Name: Lulic, Mr. Nikola
Sex: male
Age: 27.0
SibSp: 0
Parch: 0
Ticket: 315098
Fare: 8.6625
Cabin: nan
Embarked: S", - "PassengerId: 824
Survived: 1
Pclass: 3
Name: Moor, Mrs. (Beila)
Sex: female
Age: 27.0
SibSp: 0
Parch: 1
Ticket: 392096
Fare: 12.475
Cabin: E121
Embarked: S", - "PassengerId: 828
Survived: 1
Pclass: 2
Name: Mallet, Master. Andre
Sex: male
Age: 1.0
SibSp: 0
Parch: 2
Ticket: S.C./PARIS 2079
Fare: 37.0042
Cabin: nan
Embarked: C", - "PassengerId: 830
Survived: 1
Pclass: 1
Name: Stone, Mrs. George Nelson (Martha Evelyn)
Sex: female
Age: 62.0
SibSp: 0
Parch: 0
Ticket: 113572
Fare: 80.0
Cabin: B28
Embarked: nan", - "PassengerId: 831
Survived: 1
Pclass: 3
Name: Yasbeck, Mrs. Antoni (Selini Alexander)
Sex: female
Age: 15.0
SibSp: 1
Parch: 0
Ticket: 2659
Fare: 14.4542
Cabin: nan
Embarked: C", - "PassengerId: 832
Survived: 1
Pclass: 2
Name: Richards, Master. George Sibley
Sex: male
Age: 0.83
SibSp: 1
Parch: 1
Ticket: 29106
Fare: 18.75
Cabin: nan
Embarked: S", - "PassengerId: 836
Survived: 1
Pclass: 1
Name: Compton, Miss. Sara Rebecca
Sex: female
Age: 39.0
SibSp: 1
Parch: 1
Ticket: PC 17756
Fare: 83.1583
Cabin: E49
Embarked: C", - "PassengerId: 839
Survived: 1
Pclass: 3
Name: Chip, Mr. Chang
Sex: male
Age: 32.0
SibSp: 0
Parch: 0
Ticket: 1601
Fare: 56.4958
Cabin: nan
Embarked: S", - "PassengerId: 843
Survived: 1
Pclass: 1
Name: Serepeca, Miss. Augusta
Sex: female
Age: 30.0
SibSp: 0
Parch: 0
Ticket: 113798
Fare: 31.0
Cabin: nan
Embarked: C", - "PassengerId: 854
Survived: 1
Pclass: 1
Name: Lines, Miss. Mary Conover
Sex: female
Age: 16.0
SibSp: 0
Parch: 1
Ticket: PC 17592
Fare: 39.4
Cabin: D28
Embarked: S", - "PassengerId: 856
Survived: 1
Pclass: 3
Name: Aks, Mrs. Sam (Leah Rosen)
Sex: female
Age: 18.0
SibSp: 0
Parch: 1
Ticket: 392091
Fare: 9.35
Cabin: nan
Embarked: S", - "PassengerId: 857
Survived: 1
Pclass: 1
Name: Wick, Mrs. George Dennick (Mary Hitchcock)
Sex: female
Age: 45.0
SibSp: 1
Parch: 1
Ticket: 36928
Fare: 164.8667
Cabin: nan
Embarked: S", - "PassengerId: 858
Survived: 1
Pclass: 1
Name: Daly, Mr. Peter Denis
Sex: male
Age: 51.0
SibSp: 0
Parch: 0
Ticket: 113055
Fare: 26.55
Cabin: E17
Embarked: S", - "PassengerId: 859
Survived: 1
Pclass: 3
Name: Baclini, Mrs. Solomon (Latifa Qurban)
Sex: female
Age: 24.0
SibSp: 0
Parch: 3
Ticket: 2666
Fare: 19.2583
Cabin: nan
Embarked: C", - "PassengerId: 863
Survived: 1
Pclass: 1
Name: Swift, Mrs. Frederick Joel (Margaret Welles Barron)
Sex: female
Age: 48.0
SibSp: 0
Parch: 0
Ticket: 17466
Fare: 25.9292
Cabin: D17
Embarked: S", - "PassengerId: 866
Survived: 1
Pclass: 2
Name: Bystrom, Mrs. (Karolina)
Sex: female
Age: 42.0
SibSp: 0
Parch: 0
Ticket: 236852
Fare: 13.0
Cabin: nan
Embarked: S", - "PassengerId: 867
Survived: 1
Pclass: 2
Name: Duran y More, Miss. Asuncion
Sex: female
Age: 27.0
SibSp: 1
Parch: 0
Ticket: SC/PARIS 2149
Fare: 13.8583
Cabin: nan
Embarked: C", - "PassengerId: 870
Survived: 1
Pclass: 3
Name: Johnson, Master. Harold Theodor
Sex: male
Age: 4.0
SibSp: 1
Parch: 1
Ticket: 347742
Fare: 11.1333
Cabin: nan
Embarked: S", - "PassengerId: 872
Survived: 1
Pclass: 1
Name: Beckwith, Mrs. Richard Leonard (Sallie Monypeny)
Sex: female
Age: 47.0
SibSp: 1
Parch: 1
Ticket: 11751
Fare: 52.5542
Cabin: D35
Embarked: S", - "PassengerId: 875
Survived: 1
Pclass: 2
Name: Abelson, Mrs. Samuel (Hannah Wizosky)
Sex: female
Age: 28.0
SibSp: 1
Parch: 0
Ticket: P/PP 3381
Fare: 24.0
Cabin: nan
Embarked: C", - "PassengerId: 876
Survived: 1
Pclass: 3
Name: Najib, Miss. Adele Kiamie \"Jane\"
Sex: female
Age: 15.0
SibSp: 0
Parch: 0
Ticket: 2667
Fare: 7.225
Cabin: nan
Embarked: C", - "PassengerId: 880
Survived: 1
Pclass: 1
Name: Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)
Sex: female
Age: 56.0
SibSp: 0
Parch: 1
Ticket: 11767
Fare: 83.1583
Cabin: C50
Embarked: C", - "PassengerId: 881
Survived: 1
Pclass: 2
Name: Shelley, Mrs. William (Imanita Parrish Hall)
Sex: female
Age: 25.0
SibSp: 0
Parch: 1
Ticket: 230433
Fare: 26.0
Cabin: nan
Embarked: S", - "PassengerId: 888
Survived: 1
Pclass: 1
Name: Graham, Miss. Margaret Edith
Sex: female
Age: 19.0
SibSp: 0
Parch: 0
Ticket: 112053
Fare: 30.0
Cabin: B42
Embarked: S", - "PassengerId: 890
Survived: 1
Pclass: 1
Name: Behr, Mr. Karl Howell
Sex: male
Age: 26.0
SibSp: 0
Parch: 0
Ticket: 111369
Fare: 30.0
Cabin: C148
Embarked: C" - ], - "type": "scatter", - "x": [ - 1.8430955630645838, - -0.5620247690856011, - 1.5886608529825064, - -0.33594647729386945, - 0.15286802748218956, - -0.8735867751845361, - 1.8193131690985747, - 0.8800010521638768, - 0.4251452482158786, - -0.778446881211822, - 1.3117514990409107, - 0.31404610571845937, - -0.808250267648729, - 0.23176856574670845, - -0.6941206544057436, - 2.135378792529383, - 0.42262604541852966, - 0.14399305490627595, - 0.1278910074373718, - 1.998124317105473, - 0.3079237653443739, - -0.7498188806601364, - 0.09497531520017771, - 0.10957286244561731, - -0.4146519089246494, - -0.46617544649563447, - 0.0697219937116727, - -0.4602741805917612, - 3.6834165475861993, - 1.6107897318736584, - 0.6350538914614478, - -0.6417140949241013, - 0.4186277791538647, - -0.8285982476472403, - -0.5816496046497563, - 0.44127887941718535, - 1.2280091982489405, - -0.6122850213510329, - -0.53299293023917, - -0.5096303726037442, - 1.5048270557157322, - -0.7301653958784804, - 0.6083727240456165, - -0.5625813508788008, - -0.955898561013196, - 0.06345738198780251, - -0.6431221877949371, - 1.5977508563396856, - 0.4241495834909725, - -0.7077751044096853, - 0.015169657813846259, - 1.5916939135783783, - 3.1441871748793044, - -0.6751897563958544, - -0.3981534195350249, - -0.7178626025183581, - 1.5494323282396365, - 0.5751312512460831, - 2.200303563302756, - -0.4919285498656611, - 1.8739053771117882, - -0.7118589661431898, - 2.095091458594889, - 0.1432305506063531, - 1.9661665360848937, - -0.7030327338257543, - 0.2620928822482884, - 0.4620656739226647, - 1.7654509242796665, - -0.1940111170427574, - 1.9516817318469284, - 6.603199226378716, - 1.0278480450139733, - -0.7369040184732906, - -0.5699350506714437, - 3.320483087113394, - 2.580503011001498, - -0.6041887092296729, - 0.7796230584439414, - 2.4833058022252907, - -0.14673583429264808, - -0.6365701945486487, - -0.39817767110054575, - 0.6489981878746587, - -0.5777772784535197, - 1.7968308352553084, - 1.7384473418995623, - 4.171191130273355, - 2.192867188518372, - 1.8922059304726002, - 1.6478212506736938, - 1.8071314868334927, - 3.6756283661279405, - -0.48980210392684503, - 0.3829477958214444, - 2.993704281408601, - 2.718253562704761, - 0.4075812752783866, - 0.46133550301249243, - 2.6137598830740894, - 0.5368921148078036, - -0.2131719578935154, - 1.4660042608172201, - 2.705447140913632, - -0.09854927606270864, - 0.029244352012843016, - 3.7626060233804814, - 0.2986903431751023, - 0.6221217159766175, - -0.8235270032147349, - 1.5616640718276926, - 2.414983643254548, - 1.6728022566826388, - 1.49725455986112, - -0.562835173605598, - 3.7297105654323905, - -0.7249307344156187, - 1.6655075397997652, - 0.5508817403067955, - 0.15686447970839748, - 2.5841639361510893, - -0.5737053981240602, - 2.080207012761499, - -0.24706210821561606, - 0.38834056273039635, - -0.20662837238635384, - -0.012405367061188652, - 2.037926177124065, - -0.10236468506892295, - 0.762818046697644, - 0.36447506015175934, - 0.4893949956637292, - 0.35572421192208703, - -0.33993022494516967, - 1.3110107389605377, - 0.7735923940430937, - 2.150258613257602, - 0.5410885451563977, - 0.9238270163359, - 0.40233961791758854, - 1.5909154592280224, - 0.25459610073208716, - 1.4361737958264518, - -0.7718204338776066, - 1.8424466373923858, - 2.3611117130566535, - -0.3961154543117465, - 0.8235203056819856, - 1.7220033171806988, - -0.8527735901154757, - 0.7900162950393465, - 0.3167948613551194, - -0.8038899321278746, - 0.31528624476972406, - 1.9046466335625194, - 2.0955798251198874, - -0.6694520536509048, - 2.3563307328758594, - 1.7264739209883122, - 0.8271388173442913, - 0.07520077042666935, - -0.3848496066175004, - 1.488924002631477, - 2.1586904837038365, - 0.5138453979544788, - 0.6724448609504494, - 2.08780285337614, - 2.0768342549228915, - 0.8393752145808429, - 0.07354483275965067, - 0.311374800619748, - 2.2298793080480404, - 1.6306593042273696, - 2.143433541883327, - 0.5974743184808963, - 0.3355752521999138, - 0.3140455311762852, - 2.188148417299228, - -0.5218329209898528, - -0.5157226232266916, - 1.8359401081625017, - 2.1676681378220826, - -0.17680353214936667, - -0.3093800263399135, - 1.092032932562503, - 2.019479523550989, - 1.5039821985555917, - 0.5545492840815532, - 1.8332144619204471, - -0.3062918742290941, - 0.592543101305007, - 2.506780634186731, - 1.8827591138571382, - 2.593818876977738, - 2.338081196702196, - 2.051340600820779, - 0.4970542584822648, - 1.4929798708223465, - 1.3742887777014001, - 0.7473020830593468, - 2.951294555099534, - 1.0396017247085731, - 0.22548183167609318, - 1.8683209561565322, - -0.4179344931022436, - 1.764878014626155, - 2.444902693847659, - 1.481117229693646, - 0.4471064195143627, - 1.736221892278069, - -0.8119705157434162, - 2.2534430362708857, - 2.0228404758893577, - -0.4757767780362817, - 0.44079339410062424, - 2.8576840034411086, - -0.5767669476830948, - 1.0126972019175902, - 0.5165661804843237, - -0.545759299071868, - 6.806657901579708, - 1.8855342081212567, - 3.1684835638095006, - 1.7097167584316388, - -0.7019938482438777, - 3.2716295325670424, - 1.5127914346797682, - 0.8124017624638511, - 1.6555896151443998, - 2.5903430388687894, - 1.5407778973853519, - 2.0048158671751692, - 3.7272529151326124, - 0.41931142546136924, - 0.32133984665439586, - 1.5951704132071256, - 0.4505242778592422, - 3.375743329053744, - 6.714883069945667, - 3.8367201741162984, - -0.2880202923803997, - 0.5136201636595471, - 0.13318279004932163, - -0.6576671738912054, - 1.5568083423460353, - -0.023745521912108405, - 2.1293279300090933, - -0.5134572887575759, - 2.6711327746698212, - 2.3551557511846597, - 1.3189695499446463, - -0.7569031391247086, - 3.7550648737169188, - -0.650659619022611, - 1.4481359212756442, - -0.5454124063516668, - -0.6262822773851473, - 1.8139114230494204, - -0.2675598203225805, - 0.7251994939253693, - 2.175228824405836, - -0.80055543149605, - -0.36498163901421227, - 1.7361883789718968, - 2.6393517206031887, - -0.3429857858655424, - -0.21668196954821703, - 0.37317451573225224, - 2.661988842057366, - -0.5692926583064002, - 0.04262089557812012, - 2.269742231767029, - 0.27310987988734076, - 1.4950239945186683, - 1.3896484870839079, - -0.42441265619565693, - 3.268949727574321, - 1.8751676707196274, - -0.02644018582794985, - 1.8091001228247785, - 0.7835317530899637, - 0.44204307907560736, - -0.7327860799793076, - 2.1127087517795307, - 0.5724794575537357, - -0.588154482059996, - 2.6712944414115283, - 0.6676434620902082, - 1.2726317383828134, - 1.4144972771475126 - ], - "y": [ - 0.1452850384121543, - -0.16585850130542606, - 0.16771529815219455, - 1.1454083866638527, - 0.8597783480019396, - 1.9007374635949847, - -1.3445169108507442, - -1.1884601788730775, - -0.5170501889878801, - 0.18594899264476974, - -0.33229866185930806, - 3.510505833256619, - 0.8733095671763588, - 2.586021761293636, - 0.04579228419653626, - -0.21223167266089574, - 0.33523519656911505, - -0.11663421855803552, - 2.457763959297229, - -0.4912844520324493, - -0.3820480850942831, - 4.02806344311515, - -0.1910692374950958, - 1.9428126842030784, - -0.3087900444398508, - -0.28915591177371924, - 0.0028090100914646373, - 1.5495746456512096, - 4.0187411379182265, - 0.5824911399110091, - 0.15971012154661496, - -0.04541875508348283, - -0.5090356137777737, - 0.9040921896059301, - -0.1539729189970687, - 0.30308076113002763, - 1.2116002127258305, - -0.091749335751843, - 0.5241217018174843, - -0.25694221154767455, - 0.5885219444500355, - 0.0981989412314767, - -0.7580554823488236, - 1.7090716128870491, - 1.9107515716448649, - 2.566219209460067, - 1.870976112279777, - -0.9904905053938989, - -0.5196277933263621, - 0.6345096478358566, - 1.7950757060874358, - -0.9558141381261603, - -0.925026094006895, - 0.014860242691663354, - -0.20357622568102032, - 0.07736724614769235, - -0.8176582968938345, - -0.5931868854561541, - 0.460706168937387, - -0.28454593636827585, - -0.3735940370079689, - 0.0737779961304363, - 0.132637291190494, - -0.11961375333950654, - 0.20141101157774488, - 4.450339222160133, - 1.6333199772428337, - 1.0581831994047823, - 0.6682272405511803, - 0.9976978489374844, - -0.2819334252820332, - 1.3057502578704898, - -0.41545065100120143, - 4.504433810283043, - 0.4079931893931087, - -0.2592370055595447, - -0.2480404234442084, - -0.2738993993442609, - -0.1533416958602156, - -0.754247294155092, - 0.7943155773024188, - -0.04956658256773078, - -0.40422597284967643, - -0.8857601793721964, - -0.1512350413141549, - -0.1959646889619554, - 0.7309588411470558, - 0.3765642972507379, - 2.8979598988177124, - 0.8631744537638829, - -0.4244600166909366, - -0.12093439969184115, - 3.441605698099631, - -0.29195393397132285, - 0.3928990913795908, - 1.3163576202522926, - 0.8787144725644133, - -0.5100074544212485, - 1.1343518164823803, - -0.3032228485148647, - -0.7053895450689806, - 0.9064493556728813, - 0.6958390063715981, - -0.47607893584024175, - -0.9212050837777783, - 1.768666251231408, - 3.8843784155788166, - -0.32053244988323304, - -0.8437235045389444, - 1.79426885333185, - 0.4766873613057678, - -0.7039393796878933, - -0.20164819043712143, - 0.35658155972415806, - -0.18825951535184085, - -0.14341969630898083, - 1.863975242481784, - 0.010457373721635006, - -0.7295053716482961, - -0.11361019852702149, - 1.5878138974237794, - -0.15936924850010886, - 0.6505571121917789, - 1.1111823174359936, - -0.47437354270617255, - -0.7505929810377195, - 1.6792429715715402, - 0.2204459692251143, - -0.9195916085560359, - 0.7192761206086478, - 1.1797313691834572, - 0.2179894615976646, - -0.13664948195218365, - -0.5330145906669029, - -0.5326961585641091, - -0.2418626047463996, - 2.2885620732817875, - 2.962487117611297, - 0.32450569835969434, - -0.4906189143492959, - 1.8061013188587363, - 0.6916033744320345, - -0.7355748976746864, - 2.3508459231406227, - -1.3082699718683177, - -0.3225067742317817, - -0.4460760538582048, - -1.225765544275011, - -1.1982404771196706, - 2.4812712449568672, - 1.3764837885276857, - -0.3360489238494538, - 1.1111259933663966, - -1.5612989468450769, - 0.45734034407048596, - 0.12535447591736784, - 1.5415507392906866, - -0.5477365747589468, - 0.07623023898591687, - 0.7073144187476829, - -0.16986305861536308, - -0.46878191105770023, - -0.8281286928818169, - -0.6321690915038506, - -0.7262883857556262, - -0.08038270126364747, - -0.35884977482053604, - -0.2970164669404548, - -1.2530968143982357, - 1.6922994670635751, - 1.546219025495528, - -0.3125214082363555, - 1.047090754455442, - 0.6776789367264914, - 0.04026631871481839, - 0.4638266908086901, - 1.5328321652671062, - 1.4585137640623274, - -0.2595040300357061, - -0.25764378243124847, - -0.5348445886806537, - 0.5897265698581148, - -0.029199907025498885, - -0.5900901880701968, - -1.6628735970492758, - -0.0070794957813997295, - -0.8518332143615964, - -0.7401215848465499, - -0.18217351438944152, - -0.5938182884896115, - 0.937145782839783, - 0.7089463253226542, - 1.2833077226411542, - -0.10994101146566385, - -0.5205713263162726, - -0.5135260346837214, - 1.597748236733752, - -0.8313522974871906, - -0.554916975278136, - 1.7381189760024724, - -0.47473596657039097, - 1.7662877671270143, - 2.2933565059701433, - -0.3116428606910901, - 1.1280253715043917, - -0.1717112545051952, - -2.297956874919197, - -0.7283368376693267, - -0.5677895594031058, - -0.3109732709300188, - 2.4109334174338635, - -0.4179021050898369, - -1.497984225656456, - -0.3294269312524154, - 0.4602317107866453, - 0.3931443463117647, - 0.41241536249241634, - 0.4478746979795928, - -0.6810858770265578, - -0.16788350337356103, - 1.7704416658000437, - -0.3945167709847436, - 1.2145888756202246, - 0.03832726375410125, - 0.9652125561101813, - 1.1604521437302697, - -0.8714192263433653, - -1.1497335398336361, - -1.1025510508443637, - 0.06574447428443193, - -0.4201276063901158, - -0.54654390544445, - -0.14777104409996783, - -0.5783561629532673, - 0.8657208633335427, - 0.13931801086377835, - 1.3081082241507445, - 0.07409079908051025, - 1.1132255756789529, - 3.170350716381662, - -0.6274624913194345, - -0.6781544095444189, - 1.5261869760934232, - 0.8718748288819475, - 0.9262357492325147, - 1.598021876894721, - -0.581725468452193, - -0.27814157727955147, - 1.437893842189034, - -0.5591013680599609, - 1.2159815216790353, - 0.2275205129364904, - 0.26353416837898597, - -0.05665608341027987, - 0.4591920771282721, - -0.22134272798932478, - 2.3685750570378006, - -1.3685168082850512, - -0.6456458782280508, - 0.6368492921269445, - 2.239076561494859, - 1.0170164631608072, - -0.5247884352911583, - -0.09089199837002328, - 0.11662038665795717, - -0.5246804792673001, - 0.15677511145756978, - 1.669133830736896, - -1.584150718566774, - 0.5359214428316693, - 1.5797277387157267, - 0.4928216539572845, - -0.49814409593838166, - -0.7453370646726626, - 0.40881025719264175, - 0.4251289352911016, - 0.6244060090237636, - -1.4558298237760285, - 1.6017874549417561, - -1.362369897259003, - -1.117674044976615, - 0.023874955675654962, - 1.53258309209193, - 0.09108137193633464, - 0.02969852114806083, - -0.1602053908349668, - -0.7286326254867481, - 0.1518085504852614, - -0.408119462706259, - -0.6376435654353027 - ] - } - ], - "layout": { - "height": 768, - "legend": { - "title": { - "text": "Survived" - } - }, - "template": { - "data": { - "bar": [ - { - "error_x": { - "color": "#2a3f5f" - }, - "error_y": { - "color": "#2a3f5f" - }, - "marker": { - "line": { - "color": "#E5ECF6", - "width": 0.5 - }, - "pattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 - } - }, - "type": "bar" - } - ], - "barpolar": [ - { - "marker": { - "line": { - "color": "#E5ECF6", - "width": 0.5 - }, - "pattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 - } - }, - "type": "barpolar" - } - ], - "carpet": [ - { - "aaxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" - }, - "baxis": { - "endlinecolor": "#2a3f5f", - "gridcolor": "white", - "linecolor": "white", - "minorgridcolor": "white", - "startlinecolor": "#2a3f5f" - }, - "type": "carpet" - } - ], - "choropleth": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "type": "choropleth" - } - ], - "contour": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "contour" - } - ], - "contourcarpet": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "type": "contourcarpet" - } - ], - "heatmap": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "heatmap" - } - ], - "heatmapgl": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "heatmapgl" - } - ], - "histogram": [ - { - "marker": { - "pattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 - } - }, - "type": "histogram" - } - ], - "histogram2d": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "histogram2d" - } - ], - "histogram2dcontour": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "histogram2dcontour" - } - ], - "mesh3d": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "type": "mesh3d" - } - ], - "parcoords": [ - { - "line": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "parcoords" - } - ], - "pie": [ - { - "automargin": true, - "type": "pie" - } - ], - "scatter": [ - { - "fillpattern": { - "fillmode": "overlay", - "size": 10, - "solidity": 0.2 - }, - "type": "scatter" - } - ], - "scatter3d": [ - { - "line": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scatter3d" - } - ], - "scattercarpet": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scattercarpet" - } - ], - "scattergeo": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scattergeo" - } - ], - "scattergl": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scattergl" - } - ], - "scattermapbox": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scattermapbox" - } - ], - "scatterpolar": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scatterpolar" - } - ], - "scatterpolargl": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scatterpolargl" - } - ], - "scatterternary": [ - { - "marker": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "type": "scatterternary" - } - ], - "surface": [ - { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - }, - "colorscale": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "type": "surface" - } - ], - "table": [ - { - "cells": { - "fill": { - "color": "#EBF0F8" - }, - "line": { - "color": "white" - } - }, - "header": { - "fill": { - "color": "#C8D4E3" - }, - "line": { - "color": "white" - } - }, - "type": "table" - } - ] - }, - "layout": { - "annotationdefaults": { - "arrowcolor": "#2a3f5f", - "arrowhead": 0, - "arrowwidth": 1 - }, - "autotypenumbers": "strict", - "coloraxis": { - "colorbar": { - "outlinewidth": 0, - "ticks": "" - } - }, - "colorscale": { - "diverging": [ - [ - 0, - "#8e0152" - ], - [ - 0.1, - "#c51b7d" - ], - [ - 0.2, - "#de77ae" - ], - [ - 0.3, - "#f1b6da" - ], - [ - 0.4, - "#fde0ef" - ], - [ - 0.5, - "#f7f7f7" - ], - [ - 0.6, - "#e6f5d0" - ], - [ - 0.7, - "#b8e186" - ], - [ - 0.8, - "#7fbc41" - ], - [ - 0.9, - "#4d9221" - ], - [ - 1, - "#276419" - ] - ], - "sequential": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ], - "sequentialminus": [ - [ - 0, - "#0d0887" - ], - [ - 0.1111111111111111, - "#46039f" - ], - [ - 0.2222222222222222, - "#7201a8" - ], - [ - 0.3333333333333333, - "#9c179e" - ], - [ - 0.4444444444444444, - "#bd3786" - ], - [ - 0.5555555555555556, - "#d8576b" - ], - [ - 0.6666666666666666, - "#ed7953" - ], - [ - 0.7777777777777778, - "#fb9f3a" - ], - [ - 0.8888888888888888, - "#fdca26" - ], - [ - 1, - "#f0f921" - ] - ] - }, - "colorway": [ - "#636efa", - "#EF553B", - "#00cc96", - "#ab63fa", - "#FFA15A", - "#19d3f3", - "#FF6692", - "#B6E880", - "#FF97FF", - "#FECB52" - ], - "font": { - "color": "#2a3f5f" - }, - "geo": { - "bgcolor": "white", - "lakecolor": "white", - "landcolor": "#E5ECF6", - "showlakes": true, - "showland": true, - "subunitcolor": "white" - }, - "hoverlabel": { - "align": "left" - }, - "hovermode": "closest", - "mapbox": { - "style": "light" - }, - "paper_bgcolor": "white", - "plot_bgcolor": "#E5ECF6", - "polar": { - "angularaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "radialaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "scene": { - "xaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - }, - "yaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - }, - "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - } - }, - "shapedefaults": { - "line": { - "color": "#2a3f5f" - } - }, - "ternary": { - "aaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "baxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "caxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "title": { - "x": 0.05 - }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - }, - "width": 768, - "xaxis": { - "showgrid": false, - "showticklabels": true, - "title": { - "text": "First principal component" - }, - "zeroline": true - }, - "yaxis": { - "scaleanchor": "x", - "scaleratio": 1, - "showgrid": false, - "showticklabels": true, - "title": { - "text": "Second principal component" - }, - "zeroline": true - } - } - }, + " 29.70\n", + " \n", + " \n", + " Mode\n", + " 24.0\n", + " \n", + " \n", + " Standard deviation\n", + " 14.53\n", + " \n", + " \n", + " Mean absolute deviation\n", + " 11.32\n", + " \n", + " \n", + " Median absolute deviation\n", + " 8.95\n", + " \n", + " \n", + " Coefficient of variation\n", + " 0.49\n", + " \n", + " \n", + " Kurtosis\n", + " nan\n", + " \n", + " \n", + " Skewness\n", + " nan\n", + " \n", + " \n", + "

Quantile Statistics

\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Minimum0.42
Maximum80.0
Q120.12
Median28.0
Q338.0
Range79.58
IQR17.88
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "---" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "## *Pclass - categorical*" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { "text/html": [ - "
" + "

Most frequent values

\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
3491 (55.11 %)
1216 (24.24 %)
2184 (20.65 %)
Other values count0 (0.00 %)
Null0 (0.00 %)
" + ], + "text/plain": [ + "" ] }, "metadata": {}, "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Explained variance ratio: 50.96%\n" - ] + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "data": { "text/markdown": [ - "### Explained variance ratio" + "---" ], "text/plain": [ "" @@ -4899,9 +1520,12 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA04AAAJaCAYAAAAYkBe4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAACPEUlEQVR4nOzdd3xUVf7/8dfMZNI7IYUQEnrvCIKKDYFFQVw7COhafquyFmRVVkWxoa4ia1n5qouKil1EBVFEwEJTmiC9hh4gpLfJzPz+uGGSmAAZSHKTyfv5eOTB3HPvnfmEA5o359xzLG63242IiIiIiIickNXsAkREREREROo6BScREREREZFTUHASERERERE5BQUnERERERGRU1BwEhEREREROQUFJxERERERkVNQcBIRERERETkFBScREREREZFT8DO7gNrmcrnYv38/YWFhWCwWs8sRERERERGTuN1usrOzadKkCVbryceUGlxw2r9/P0lJSWaXISIiIiIidcSePXto2rTpSa9pcMEpLCwMMH5zwsPDTa4GHA4H3333HQMHDsRut5tdjlQD9anvUZ/6JvWr71Gf+ib1q++pS32alZVFUlKSJyOcTIMLTsen54WHh9eZ4BQcHEx4eLjpf3CkeqhPfY/61DepX32P+tQ3qV99T13s06o8wqPFIURERERERE5BwUlEREREROQUFJxEREREREROocE941QVbreb4uJinE5njX+Ww+HAz8+PgoKCWvk8qXm+2qc2mw0/Pz8t4y8iIiINkoLTnxQVFXHgwAHy8vJq5fPcbjfx8fHs2bNHP5D6CF/u0+DgYBISEvD39ze7FBEREZFapeBUhsvlYufOndhsNpo0aYK/v3+N/+DrcrnIyckhNDT0lJtuSf3gi33qdrspKiri8OHD7Ny5k9atW/vM9yYiIiJSFQpOZRQVFeFyuUhKSiI4OLhWPtPlclFUVERgYKB+EPURvtqnQUFB2O12du/e7fn+RERERBoK3/mprhr50g+7ItVJfzdERESkodJPQSIiIiIiIqeg4CTlWCwWvvjiCwB27dqFxWJhzZo1p3V/ZU7nPasiJSWFqVOnVut7ioiIiIgcp2ecfMSNN95IRkbGSUOLt5KSkjhw4AAxMTFVvufAgQNERUVVWw1Se2riz5CIiIiIr1BwkhOy2WzEx8d7dY+314uIiIiI1AeaquejLrjgAu666y7uv/9+oqOjiY+P57HHHit3zdatW+nfvz+BgYF06NCB+fPnlztfdlqdy+WiadOmvPbaa+WuWb16NVarld27dwMVp+qtWLGC7t27ExgYSK9evVi9enW5+99++20iIyPLtX3xxRflloHfvn07l19+OXFxcYSGhnLWWWfx/fffe/17Mn36dDp27EhAQAAJCQmMHTvWcy41NZXLL7+c0NBQwsPDueaaazh06JDn/GOPPUa3bt2YPn06zZo1IzQ0lDvuuAOn08lzzz1HfHw8sbGxPPXUU+U+02Kx8Nprr/GXv/yFoKAgWrRowaefflrumnXr1nHRRRcRFBREo0aNuO2228jJyfGcv/HGGxk+fDjPP/88CQkJNGrUiDvvvBOHw+G5prCwkPHjx5OYmEhISAh9+vRh0aJFFX6fv/32W9q3b09oaCiDBw/mwIEDnu/vnXfeYfbs2VgsFiwWS7n7RURERBo6BadTcLvd5BUV1+hXfpGz0na3231Gtb/zzjuEhISwfPlynnvuOR5//HFPOHK5XPz1r3/F39+f5cuXM23aNB544IETvpfVauX6669n5syZ5drff/99zjnnHJKTkyvck5OTw2WXXUaHDh1YuXIljz32GOPHj/f6+8jJyWHIkCEsWLCA1atXM3jwYIYOHUpqamqV3+O1117jzjvv5LbbbmPdunV8+eWXtGrVCjB+Ly6//HLS09NZvHgx8+fPZ8eOHVx77bXl3mP79u188803zJs3jw8++ID//e9/XHrppezdu5fFixfz7LPP8vDDD7N8+fJy9z3yyCNceeWVrF27lpEjR3LdddexceNGAHJzcxk0aBBRUVH8+uuvfPLJJ3z//fflQh3AwoUL2b59OwsXLuSdd97h7bff5u233/acHzt2LEuXLuXDDz/k999/5+qrr2bw4MFs3brVc01eXh7PP/887777Lj/++COpqame/hg/fjzXXHONJ0wdOHCAfv36Vfn3V0RERMTXaareKeQ7nHSY+K0pn73h8UEE+59+F3Xp0oVHH30UgNatW/PKK6+wYMECLrnkEr7//ns2bdrEt99+S5MmTQB4+umn+ctf/nLC9xs5ciQvvPACqampNGvWDJfLxYcffsjDDz9c6fUzZ87E5XLxv//9j8DAQDp27MjevXu5/fbbvfo+unbtSteuXT3HTzzxBLNmzeLLL7+sEDBO5Mknn+S+++7j7rvv9rSdddZZACxYsIB169axc+dOkpKSAJgxYwYdO3bk119/9VzncrmYPn06YWFhdOjQgQsvvJDNmzczd+5crFYrbdu25dlnn2XRokW0b9/e8zlXX301t9xyi6f2+fPn8/LLL/Pf//6XmTNnUlBQwIwZMwgJCQHglVdeYejQoTz77LPExcUBEBUVxSuvvILNZqNdu3ZceumlLFiwgFtvvZXU1FTeeustUlNTPX05fvx45s2bx1tvvcXTTz8NgMPhYNq0abRs2RIwwtbjjz8OQGhoKEFBQRQWFmq6pYiIiEglNOLkw7p06VLuOCEhgbS0NAA2btxIUlKS5wdtgL59+570/bp160b79u09o06LFy8mLS2Nq6++utLrN27cSJcuXcptlHqqz6hMTk4O48ePp3379kRGRhIaGsrGjRurPOKUlpbG/v37ufjii09YZ1JSkic0AXTo0IHIyEjPyBAYK/eFhYV5juPi4ujQoUO5vY3i4uI8v8fH/fl77tu3r+d9N27cSNeuXT2hCeCcc87B5XKxefNmT1vHjh2x2Wye47J9uW7dOpxOJ23atCE0NNTztXjxYrZv3+65Jzg42BOa/vweIiIiInJyGnE6hSC7jQ2PD6qx93e5XGRnZRMWHlZhc9Egu+0Ed1WN3W4vd2yxWHC5XGf0niNHjmTmzJk8+OCDzJw5k8GDB9OoUaPTfj+r1VphSmLZZ3fAGD2ZP38+zz//PK1atSIoKIirrrqKoqKiKn1GUFDQaddXVmW/nzXxe1zVzz7+OTk5OdhsNlauXFkuXIExknSy9zjT6aAiIiIiDYWpI04//vgjQ4cOpUmTJqfc/+e4RYsW0aNHDwICAmjVqlW55zxqgsViIdjfr0a/gvxtlbaXXSChurVv3549e/Z4FgcAWLZs2SnvGzFiBOvXr2flypV8+umnjBw58qSf8fvvv1NQUHDCz2jcuDHZ2dnk5uZ62v68x9Mvv/zCjTfeyBVXXEHnzp2Jj49n165dp6z1uLCwMFJSUliwYMEJ69yzZw979uzxtG3YsIGMjAw6dOhQ5c85kT9/z8uWLfNM5Wvfvj1r164t9/3/8ssvnql/VdG9e3ecTidpaWm0atWq3Jc30+78/f1xOp1Vvl5ERESkITE1OOXm5tK1a1deffXVKl2/c+dOLr30Ui688ELWrFnDPffcwy233MK335rzDFJ9NmDAANq0acOYMWNYu3YtP/30Ew899NAp70tJSaFfv37cfPPNOJ1Ohg0bdsJrR4wYgcVi4dZbb2XDhg3MnTuX559/vtw1ffr0ITg4mH/9619s376dmTNnVgjDrVu35vPPP2fNmjWsXbuWESNGeD2q89hjj/HCCy/w0ksvsXXrVlatWsXLL7/s+b3o3LkzI0eOZNWqVaxYsYLRo0dz/vnn06tXL68+pzKffPIJ06dPZ8uWLTz66KOsWLHC82zWyJEjCQwMZMyYMaxfv56FCxfyj3/8g1GjRnmebzqVNm3aMHLkSEaPHs3nn3/Ozp07WbFiBZMnT2bOnDlVrjMlJYXff/+dzZs3c+TIkQojfyIiIiINmanB6S9/+QtPPvkkV1xxRZWunzZtGs2bN+eFF16gffv2jB07lquuuooXX3yxhiv1PVarlVmzZpGfn0/v3r255ZZbKiylfSIjR45k7dq1XHHFFSedBhcaGspXX33FunXr6N69Ow899BDPPvtsuWuio6N57733mDt3Lp07d+aDDz6osGz6lClTiIqKol+/fgwdOpRBgwbRo0cPr77fMWPGMHXqVP773//SsWNHLrvsMs+KcxaLhdmzZxMVFUX//v0ZMGAALVq04KOPPvLqM05k0qRJfPjhh3Tp0oUZM2bwwQcfeEaygoOD+fbbb0lPT+ess87iqquu4uKLL+aVV17x6jPeeustRo8ezX333Ufbtm0ZPnw4v/76K82aNavye9x66620bduWXr160bhxY3755RevahARERGpsnr4uIDFXUcecrBYLMyaNYvhw4ef8Jr+/fvTo0cPpk6d6ml76623uOeee8jMzKz0nsLCQgoLCz3HWVlZJCUlceTIEcLDw8tdW1BQwJ49e0hJSSm3oEFNcrvdZGdnExYWVqNT86T2lO1TPz8/Pvvss5P+ua5PCgoK2LVrF0lJSbX2d6QucDgczJ8/n0suuaTCs2JSf6lffY/61DepX32A2w1Z+7AcWIPlwGrYt5qi/etx3/079gBzf57IysoiJiaGzMzMCtngz+rV4hAHDx6sMH0pLi6OrKws8vPzKx39mDx5MpMmTarQ/t133xEcHFyuzc/Pj/j4eHJycqq88EB1yc7OrtXPk5p3vE/z8/PJysoyuZrqUVRURH5+Pj/++CPFxcVml1Pr/rxJtPgG9avvUZ/6JvVr/RHgyCQybyeReTtKft1JYHH5n4WCgB++nkF2UFNziiyRl5dX5WvrVXA6HRMmTGDcuHGe4+MjTgMHDjzhiFNoaKhGnOS0le1TMFb1O9W/YNQXBQUFBAUF0b9/f404Sb2nfvU96lPfpH6t4/IzSkaSjNEky4E1WLL2VbjMbfWDxu1xJ3TDEdeFpbvyOfvSG7AHBlfyprXHm3/crlfBKT4+nkOHDpVrO3ToEOHh4Sd81iYgIICAgIAK7Xa7vcJfPqfTicViwWq1VlgavKYcX+Tg+OdK/Ve2T+vITNhqY7VaPcuwN8T/eTXU79vXqV99j/rUN6lf64DCHDiwFvavgv2rYd8qOLazkgst0LgtNOkOTXpAYg8scR3BHoQFsDocZKbNxR4YbHqfevP59So49e3bl7lz55Zrmz9//mltqioiIiIiIifgKIBD641wtH+1EZYObwYq+UfhqOaQ2KM0KCV0gYCwWi+5ppkanHJycti2bZvneOfOnaxZs4bo6GiaNWvGhAkT2LdvHzNmzADg73//O6+88gr3338/f/vb3/jhhx/4+OOPvVpyWUREREREynA6IG2jEY6OB6W0DeCq5Hnm8MSSgNTdCEsJ3SA4utZLNoOpwem3337jwgsv9BwffxZpzJgxvP322xw4cIDU1FTP+ebNmzNnzhzuvfde/vOf/9C0aVPefPNNBg0aVOu1i4iIiIjUOy4nHNlaOoq0fzUcXAfFBRWvDY4pGUnqURqWwqq2z6QvMjU4XXDBBSd9BuTPG6Eev2f16tU1WJWIiIiIiA9wu41nkDzT7VYbzygV5VS8NiACmnQrP+Uuoilo8TKPevWMk4iIiIiIVMLthqz95Rdu2L8aCjIqXmsPgYSupdPtmnQ3nlPSQmUnpeAkIiIiIlLf5BwuP91u3yrITat4nc0f4juXjiI16W6seGe11X7N9ZyCk9QKi8XCrFmzGD58eJ14HxEREZF6Iz8DDqwpP+Uuc0/F6yw2iO0Aid1Lg1JsB/Dzr+2KfZKCkw85ePAgTz31FHPmzGHfvn3ExsbSrVs37rnnHi6++GKzy/PKY489xhdffMGaNWvKtR84cICoqChzihIRERGpaUW5JXsllZlul769kgstENPas08STbobI0v2yvc2lTOn4OQjdu3axTnnnENkZCT//ve/6dy5Mw6Hg2+//ZY777yTTZs2mV1itYiPjze7BBEREZHqUVwIB9eXTrfbvxoObwK3q+K1USnlp9sldIXA8FovuSHTE2A+4o477sBisbBixQquvPJK2rRpQ8eOHRk3bhzLli1j165dWCyWciM4GRkZWCwWFi1aBMCiRYuwWCx8++23dO/enaCgIC666CLS0tL45ptvaN++PeHh4YwYMYK8vDzP+6SkpDB16tRy9XTr1o3HHnvshPU+8MADtGnThuDgYFq0aMEjjzyCw+EAjNUUJ02axNq1a7FYLFgsFs8KixaLhS+++AKAfv368cADD5R738OHD2O32/nxxx8BKCwsZPz48SQmJhISEkKfPn0836+IiIhIrXE6jGW/V74DX90D/9cfnk6ENy+CueNhzfvG3kluF4Q1gbaXwkUPww2fw/074e61cPXbcM5d0Pw8hSYTaMTpVNxucOSd+rrT5XIZ719kq7iSiT24SktApqenM2/ePJ566ilCQkIqnI+MjCQjI6PKJT322GO88sorBAcHc80113DNNdcQEBDAzJkzycnJ4YorruDll1+uEFq8ERYWxttvv02TJk1Yt24dt956K2FhYdx///1ce+21rF+/nnnz5vH9998DEBERUeE9Ro4cyXPPPcczzzyDpeT36aOPPqJJkyacd955AIwdO5YNGzbw4Ycf0qRJE2bNmsXgwYNZt24drVu3Pu36RURERE7I5YKj28pvKHvw9xPsldSodBTp+JS7MM2wqYsUnE7FkQdPN6mxt7cCkSc6+a/94F8xCP3Ztm3bcLvdtGvXrlpqevLJJznnnHMAuPnmm5kwYQLbt2+nRYsWAFx11VUsXLjwjILTww8/7HmdkpLC+PHj+fDDD7n//vsJCgoiNDQUPz+/k07Nu+aaa7jnnnv4+eefPUFp5syZXH/99VgsFlJTU3nrrbdITU2lSROjD8ePH8+8efN46623ePrpp0+7fhERERGgZK+kXWVWuFtjfBVlV7w2INzYK+n4lLvEHhCRpL2S6gkFJx9wsk2ET0eXLl08r+Pi4jzT6cq2rVix4ow+46OPPuKll15i+/bt5OTkUFxcTHi4d0POjRs3ZuDAgbz//vucd9557Ny5k6VLl/J///d/AKxbtw6n00mbNm3K3VdYWEijRo3OqH4RERFpoLL2l1m4oWQ0Kf9Yxev8goznkMpuKBvdQnsl1WMKTqdiDzZGfmqIy+UiKzub8LAwrJVN1auC1q1bY7FYTroAxPH3Lhuyjj9T9Gd2u93z2mKxlDs+3uZylT60aLVaK4S3E703wNKlSxk5ciSTJk1i0KBBRERE8OGHH/LCCy+c8J4TGTlyJHfddRcvv/wyM2fOpHPnznTu3BmAnJwcbDYbK1euxGYrv1dBaGio158lIiIiDUzu0YobyuYcrHid1Q7xncqvcBfTFmz6UduXqDdPxWKp0nS50+Zygd1pfMZp/gtEdHQ0gwYN4tVXX+Wuu+6q8JxTRkYGjRs3BozlvLt37w5QYanv09W4cWMOHDjgOc7KymLnzp0nvH7JkiUkJyfz0EMPedp2795d7hp/f3+cTucpP/vyyy/ntttuY968ecycOZPRo0d7znXv3h2n00laWppnKp+IiIhIpQoyS6bZlUy527caMlMrXmexQWz7kil3JSEpriP4BdR2xVLLFJx8xKuvvso555xD7969efzxx+nSpQvFxcXMnz+f1157jY0bN3L22WfzzDPP0Lx5c9LS0so9Z3QmLrroIt5++22GDh1KZGQkEydOrDDCU1br1q1JTU3lww8/5KyzzmLOnDnMmjWr3DUpKSns3LmTNWvW0LRpU8LCwggIqPgfpJCQEIYPH84jjzzCxo0buf766z3n2rRpw8iRIxk9ejQvvPAC3bt35/DhwyxYsIAuXbpw6aWXVsv3LyIiIvVMUa6xwp1nQ9lVxmIOlWnUuvx0u/jO4F+1WUHiWxScfESLFi1YtWoVTz31FPfddx8HDhygcePG9OzZk9deew2A6dOnc/PNN9OzZ0/atm3Lc889x8CBA8/4sydMmMDOnTu57LLLiIiI4IknnjjpiNOwYcO49957GTt2LIWFhVx66aU88sgj5ZYvv/LKK/n888+58MILycjI4K233uLGG2+s9P1GjhzJkCFD6N+/P82aNSt37q233uLJJ5/kvvvuY9++fcTExHD22Wdz2WWXnfH3LSIiIvVAcSEcWl8y3e74XkkbK98rKbJZ+RXuErpCYMWVfaVhsrire2WBOi4rK4uIiAgyMzMrLEZQUFDAzp07ad68OYGBgbVSj8vlIisri/Dw8IrPOEm95Mt9asbfkbrA4XAwd+5chgwZUuGZP6m/1K++R33qm7zqV2exsYGsZ4W71cYGs65Knr0OjS8ZSTo+mtQdQrR4VG2oS39XT5YN/kwjTiIiIiJS/7hckL69/HS7A79DcX7Fa4Oiy++T1KQHhCfUfs1Sryk4iYiIiEjd5nZDRiqk/V66wt2BtVCYVfFa/7DSvZKOB6XIZO2VJGdMwUlERERE6p7co7DpK2wbvmLw7uXY11SyoaxfECR0KR1FatIdGrXSXklSIxScRERERKRuyEuHTV/DH7Ngx2JwO7ECAYDbascS17H8dLvG7bRXktQa/UkTEREREfPkH4NNc+GPz2HHInAVl55L6Iqz3TB+3mej3xW3Yg/SBvZiHgWnSjSwhQZFqkx/N0REpFoUZJaEpVmw/Yfyq97Fd4aOV0CH4dCoJS6Hg4y5c7XBrJhOwamM48sh5uXlERQUZHI1InVPXl4egOlLh4qISD1UkAWbvykJSwvAWVR6LrajEZY6DoeY1qaVKHIyCk5l2Gw2IiMjSUtLAyA4OBhLDa/A4nK5KCoqoqCgwOf2/GmofLFP3W43eXl5pKWlERkZic1mM7skERGpDwqzYcu3RljaOh+chaXnGrcvDUuN25pWokhVKTj9SXx8PIAnPNU0t9tNfn4+QUFBNR7SpHb4cp9GRkZ6/o6IiIhUqigXtswrDUvFBaXnGrWGTn81AlNse/NqFDkNCk5/YrFYSEhIIDY2Foejkl2mq5nD4eDHH3+kf//+mv7kI3y1T+12u0aaRESkckV5sPU7Iyxt+bb8JrTRLcuEpQ7aT0nqLQWnE7DZbLXyQ6LNZqO4uJjAwECf+iG7IVOfiohIg+DIN0aU/phljDA58krPRTUvDUtxnRSWxCcoOImIiIhI1TgKjIUd/phlLPRQlFN6LjK55JmlKyChq8KS+BwFJxERERE5seJCY8nwP2YZS4gXZZeei2hmLO7Q8QpjU1qFJfFhCk4iIiIiUl5xkbEZ7R+fw6Y5UJhVei48sXRkKbGnwpI0GApOIiIiIgJOB+xYXDKy9JWxSe1xYU1KR5YSe4GPbLch4g0FJxEREZGGylkMO4+Hpa8h/1jpudA46DDcCEtJfRSWpMFTcBIRERFpSJzFsPtnIyxt+BLy00vPhcRCh8uNsNTsbLBqGwqR4xScRERERHydywm7lxjPLG34EvKOlJ4LjoEOw4ywlHyOwpLICSg4iYiIiPgilxNSl5WMLM2G3LTSc0HRZcLSuWDTj4Qip6K/JSIiIiK+wuWCPctLw1LOwdJzgZHQfqgRlpr3B5s2aRfxhoKTiIiISH3mcsG+34yw9McXkL2/9FxgBLQrCUstzldYEjkDCk4iIiIi9Y3bDftWloalrL2l5wLCod2l0PGv0OIC8PM3q0oRn6LgJCIiIlIfuN2wf3VpWMpMLT3nHwbthhgjSy0vAr8A08oU8VUKTiIiIiJ1ldsNB9aWhKVZkLG79Jx/KLT9S0lYuhjsgebVKdIAKDiJiIiI1CVuNxxaXxqW0neUnrMHQ5vBRlhqfQnYg8yrU6SBUXASERERMZvbDWkbSsPS0W2l5/yCoM2gkrA0EPyDzatTpAFTcBIRERExS9omY1PaP2bBkS2l7X6BxohSxyug9SAICDWvRhEBFJxEREREatfhLaUjS4c3lrbbAkrDUptBEBBmXo0iUoGCk4iIiEhNO7KtNCyl/VHabvM3FnboeIWx0ENguHk1ishJKTiJiIiI1ISj22HDF0ZYOriutN1qN5YMPx6WgiLNqlBEvKDgJCIiIlJd0neWhqUDa0vbrX7GZrQdrzA2pw2KMqtCETlNCk4iIiIiZyIj1diQ9o9ZsH9VabvFBi3OLwlLl0FwtGklisiZU3ASERER8Vbm3tKwtO+30naLFVLOg05/hXZDIaSRaSWKSPVScBIRERGpiqz9sGG2EZb2LC9zwgIp5xojS+2HQWhj00oUkZqj4CQiIiJyIlkHYOOXRlhKXVrmhAWS+5WGpbA400oUkdqh4CQiIiJSVk5a6cjS7iWAu/Rcs76lYSk8wbQSRaT2KTiJiIiI5BwuHVna/Qu4XaXnmvY2nllqPwwiEs2rUURMpeAkIiIiDVPuUdj0Faz/HHb9VD4sJfYyRpY6XA6RSebVKCJ1hoKTiIiINBx56bDpa2NkacdicDtLzzXpURqWopLNq1FE6iQFJxEREfFt+cdg01z443PYsQhcxaXnErqWhKXhEN3crApFpB5QcBIRERHfU5BZEpZmwfYfwOUoPRffuTQsNWppWokiUr8oOImIiIhvKMymafov2D5+H3YsBGdR6bnYjkZY6jgcYlqbVqKI1F8KTiIiIlK/HVgLv72F37qP6VmUW9reuH1pWGrc1rTyRMQ3KDiJiIhI/VOUZzyz9Nt02LcSAAuQExBH0FmjsHW5CmLbm1ujiPgUBScRERGpP9I2wm9vwdoPoTDTaLPaocMwiruNYsH6TIacfyk2u93cOkXE5yg4iYiISN3mKIANs2HlW5C6tLQ9KgV63gTdRkJoY9wOB/wx17QyRcS3KTiJiIhI3XRkmxGW1rxvLCkOYLFBuyHQ62/Q/AKwWs2sUEQaEAUnERERqTuKi4wNale+BTt/LG0Pbwo9b4TuN0B4gmnliUjDpeAkIiIi5ju2C1a+Davfg9zDRpvFCq0HGqNLrQaA1WZmhSLSwCk4iYiIiDmcxbBlnrEy3vYfALfRHhoPPUYbX5FJppYoInKcgpOIiIjUrsy9sGqG8ZV9oLS95UXG6FKbwWDTqngiUrcoOImIiEjNczlh2wLj2aUt88DtMtqDY4znlnqOgegW5tYoInISCk4iIiJSc7IPwup3YeUMyEwtbU85D3rdBO0uA78A8+oTEakiBScRERGpXi4X7FxsPLu0eS64io32wEhjz6WeN0LjNmZWKCLiNQUnERERqR65R4w9l357C47tLG1P6mM8u9ThcrAHmVefiMgZUHASERGR0+d2w+4lxujSxi/BWWS0B4RDl2uN6XhxHc2tUUSkGig4iYiIiPfyj8HaD43RpSObS9ub9DDCUqcrwT/EvPpERKqZgpOIiIhUjdsNe381wtIfn0NxgdFuD4EuV0PPm6BJN1NLFBGpKQpOIiIicnIFWbDuYyMwHVpf2h7XyRhd6nwNBIabV5+ISC1QcBIREZHK7V9thKV1n4Ij12jzCzSm4fW8CZr2AovF3BpFRGqJgpOIiIiUKsqF9Z8Ziz3sX13aHtPWGF3qeh0ERZlXn4iISRScREREBA79YYwu/f4RFGYZbTZ/YwnxnjdBcj+NLolIg6bgJCIi0lA58mHDbGN0ac/y0vboFkZY6jYSQhqZV5+ISB2i4CQiItLQHN4CK982NqstyDDarH7Q7lJjo9qU/mC1mlmhiEido+AkIiLSEBQXwsavjMC066fS9ohm0HMMdB8FYXGmlSciUtcpOImIiPiy9B1GWFr9PuQdMdosVmgz2BhdankRWG2mligiUh8oOImIiPgapwM2fwMr34LtP5S2hzWBHqOhxyiIaGpefSIi9ZCCk4iIiK/I2AOr3oFV70LOwZJGC7S62Bhdaj0IbPpfv4jI6dB/PUVEROozlxO2zjdGl7Z+B26X0R7S2HhuqecYiEoxtUQREV+g4CQiIlIfZR2A1e/Cyncga29pe/P+xuhS20vBz9+8+kREfIyCk4iISH3hcsGOhca+S5u/AbfTaA+Khm4jjL2XYlqZW6OIiI9ScBIREanrcg7DmveM1fGO7Sptb9YPet0E7YeBPdCs6kREGgQFJxERkbrI7YZdPxujSxu/ApfDaA+IgK7XGYEptr25NYqINCAKTiIiInVJXjqs/QB+ewuObi1tT+xlhKWOfwX/YPPqExFpoBScREREzOZ2w54VxujSH7PAWWi0+4dCl2uMZ5cSuphbo4hIA6fgJCIiYpaCTPj9YyMwpW0obY/vbKyM1/lqCAgzrz4REfFQcBIREalt+1YZYWn9Z+DIM9r8gqDzldDzb5DYAywWc2sUEZFyFJxERERqQ2EOrP/UCEwH1pa2N25vPLvU5VoIijStPBEROTmr2QW8+uqrpKSkEBgYSJ8+fVixYsVJr586dSpt27YlKCiIpKQk7r33XgoKCmqpWhERES8dXAdfj4MX2sFXdxuhyRZgBKWb5sEdS6HP/1NoEhGp40wdcfroo48YN24c06ZNo0+fPkydOpVBgwaxefNmYmNjK1w/c+ZMHnzwQaZPn06/fv3YsmULN954IxaLhSlTppjwHYiIiFTCkW8s8vDbdNj7a2l7dEvj2aVuIyA42rz6RETEa6YGpylTpnDrrbdy0003ATBt2jTmzJnD9OnTefDBBytcv2TJEs455xxGjBgBQEpKCtdffz3Lly+v1bpFREQqdXizsYz42pnGwg8AVj9oP9RYGa95fz27JCJST5kWnIqKili5ciUTJkzwtFmtVgYMGMDSpUsrvadfv3689957rFixgt69e7Njxw7mzp3LqFGjTvg5hYWFFBYWeo6zsrIAcDgcOByOavpuTt/xGupCLVI91Ke+R33qm6qtX4sLsWz6Cuvqd7Cmlv7/yx3RDFePMbi6XA+hJbMoiovP7LPkpPR31TepX31PXepTb2qwuN1udw3WckL79+8nMTGRJUuW0LdvX0/7/fffz+LFi084ivTSSy8xfvx43G43xcXF/P3vf+e111474ec89thjTJo0qUL7zJkzCQ7WBoIiInJ6QgoPkXxkIc3SfyKgOBsAF1YORXRnZ8yFHA7rBBbTHyUWEZGTyMvLY8SIEWRmZhIeHn7Sa+vVqnqLFi3i6aef5r///S99+vRh27Zt3H333TzxxBM88sgjld4zYcIExo0b5znOysoiKSmJgQMHnvI3pzY4HA7mz5/PJZdcgt1uN7scqQbqU9+jPvVNp9WvTgeWLd8Yo0s7F3ua3WFNcHUfhavrDcSEJxBTQzXLyenvqm9Sv/qeutSnx2ejVYVpwSkmJgabzcahQ4fKtR86dIj4+PhK73nkkUcYNWoUt9xyCwCdO3cmNzeX2267jYceegirteK/7AUEBBAQEFCh3W63m95RZdW1euTMqU99j/rUN1WpX4/thlXvwOr3IOf4/7cs0PoS6PU3LK0uwWbzw1bj1UpV6O+qb1K/+p660KfefL5pwcnf35+ePXuyYMEChg8fDoDL5WLBggWMHTu20nvy8vIqhCObzfjflEkzDkVExFc5i2Hrd8bKeNu+B0r+PxMaB91HQY/REJVsaokiIlJ7TJ2qN27cOMaMGUOvXr3o3bs3U6dOJTc317PK3ujRo0lMTGTy5MkADB06lClTptC9e3fPVL1HHnmEoUOHegKUiIjIGcnaD6tmGF9Z+0rbW1xgLCXedgjY9K/eIiINjanB6dprr+Xw4cNMnDiRgwcP0q1bN+bNm0dcXBwAqamp5UaYHn74YSwWCw8//DD79u2jcePGDB06lKeeesqsb0FERHyBywXbf4CVb8Hmb8DtNNqDG0G3kdDzRmjU0tQSRUTEXKYvDjF27NgTTs1btGhRuWM/Pz8effRRHn300VqoTEREfF2AIxPrL1NhzbuQsbv0RPI5xuhS+6HgV/E5WRERaXhMD04iIiK17uh2bAueYOCGL7FSMroUGAFdR0Cvm6BxW3PrExGROkfBSUREGo6CTFj8HCz/P6wuY9NDV+JZWM/6G3S8AuxBJhcoIiJ1lYKTiIj4PpfTWE78h6cg74jR1HIAi/3O59yrbseqJY5FROQUFJxERMS37fwR5k2AQ+uN45g2MGgyzpTzyZo719zaRESk3lBwEhER35S+E757GDZ9bRwHRsAF/4KzbjaWE3c4zK1PRETqFQUnERHxLYXZ8OPzsOy/4CwCi81YIe/Cf0FwtNnViYhIPaXgJCIivsHlhDUzYcHjkJtmtLW4EAZPhtj25tYmIiL1noKTiIjUf7uXwDcPwMHfjePoljDoaWgzCCwWc2sTERGfoOAkIiL117HdMH8ibPjCOA6IgPPvh963gZ+/qaWJiIhvUXASEZH6pzAHfn4RlrwMzkKwWKHHGLjoYQiJMbs6ERHxQQpOIiJSf7hc8PtHsGASZB8w2lLOg8HPQHwnc2sTERGfpuAkIiL1Q+pymPcg7F9lHEelwMCnoN2leo5JRERqnIKTiIjUbZl7Yf6jsP5T49g/DPqPh7NvB78Ac2sTEZEGQ8FJRETqpqI8+OU/xldxPmCB7jfARY9AWJzZ1YmISAOj4CQiInWL2w3rPoXvH4WsfUZbs37GfkxNuplamoiINFwKTiIiUnfsXQnzHoC9vxrHEc1g4OPQYbieYxIREVMpOImIiPmy9sP3k+D3D41jewicNw76jgV7oLm1iYiIoOAkIiJmcuTDklfg5yngyDPauo6AiydCeIK5tYmIiJSh4CQiIrXP7YY/Zhmr5WWmGm1JfYznmBJ7mlubiIhIJRScRESkdu1fA/MmQOoS4zi8KVwyCTpdqeeYRESkzlJwEhGR2pF9CBY8DmveB9zgFwTn3gv9/gH+wWZXJyIiclIKTiIiUrMcBbDsv/DTC1CUY7R1vgYGPAYRiaaWJiIiUlUKTiIiUjPcbtj4FXz3MGTsNtoSe8LgZyHpLHNrExER8ZKCk4iIVL+D64znmHb9ZByHJRgjTJ2vAavV1NJEREROh4KTiIhUn5zD8MMTsGoGxnNMgdDvLjjnbggINbs6ERGR06bgJCIiZ664CJZPgx//DYVZRlvHvxqr5UU2M7c2ERGRaqDgJCIip8/ths3fwHcPQfoOoy2hGwx+BpL7mlqaiIhIdVJwEhGR03NoA3w7AXYsMo5D4+DiidB1hJ5jEhERn6PgJCIi3sk9CgufgpVvgdsFtgDoeyecNw4CwsyuTkREpEYoOImISNU4HbDiDVj8DBRkGm3th8HAJyAqxdTSREREapqCk4iInNqW7+Dbf8HRrcZxXGcYPBman2duXSIiIrVEwUlERE7s8GYjMG373jgOjoGLH4Huo8BqM7c2ERGRWqTgJCIiFeWlw6Jn4Nc3we0Eqx3O/jv0/ycERphdnYiISK1TcBIRkVLOYvhtOix6GvKPGW1tLzWeY2rU0tzaRERETKTgJCIihm0LjGl5hzcZx7EdjOeYWlxgalkiIiJ1gYKTiEhDd2SbsYHtlnnGcVA0XPQQ9LgRbPrfhIiICCg4iYg0XPkZ8OO/Yfn/gcsBVj/ofRucfz8ERZldnYiISJ2i4CQi0tC4nLDybWMT27yjRlvrQTDwSWjcxtTSRERE6ioFJxGRhmTHYpg3AdL+MI5j2sLgp6HVAHPrEhERqeMUnEREGoL0HfDdI7Dpa+M4MBIu/Bf0+hvY7KaWJiIiUh8oOImI+LKCLPjpeVj2GjiLwGKDs26GCyZAcLTZ1YmIiNQbCk4iIr7I5YTV78EPT0DuYaOt5UUw6GmIbW9ubSIiIvWQgpOIiK/Z9QvMexAO/m4cN2plBKbWA8FiMbc2ERGRekrBSUTEVxzbDfMfgQ2zjeOACLjgATjrVvDzN7c2ERGRek7BSUSkvivMgZ+nwJJXwFkIFiv0vBEufAhCYsyuTkRExCcoOImI1FcuF6z9ABZMgpxDRlvz/jBoMsR3Mrc2ERERH6PgJCJSH6UuM55j2r/aOI5qDoOegrZD9ByTiIhIDVBwEhGpTzL2wPePwvrPjGP/MDj/n9Dn7+AXYG5tIiIiPkzBSUSkPijKhV/+A7+8BMX5gAV6jIKLHoHQWLOrExER8XkKTiIidZnLBes/hfmPQvZ+oy35HBg8GRK6mlubiIhIA6LgJCJSV+39Db55APb9ZhxHNoOBT0L7YXqOSUREpJYpOImI1DVZ++H7x+D3j4xjewj0vw/OvhPsgaaWJiIi0lCdVnByOp188cUXbNy4EYCOHTsybNgwbDZbtRYnItKgOPJhycvw84vgyDPauo2EiydCWLy5tYmIiDRwXgenbdu2cemll7J3717atm0LwOTJk0lKSmLOnDm0bNmy2osUEfFpbjf88bnxHFPmHqMt6WzjOabEHubWJiIiIsBpBKe77rqLFi1asHTpUqKjowE4evQoN9xwA3fddRdz5syp9iJFRHzWvlUwbwLsWWYchzeFSyZBpyv1HJOIiEgd4nVwWrx4McuWLfOEJoBGjRrxzDPPcM4551RrcSIiPiv7ICx4HNbMBNxgD4Zz74W+Y8E/2OzqRERE5E+8Dk4BAQFkZ2dXaM/JycHf379aihIR8VmOAlj2Kvw0BYpyjLYu18LFj0JEorm1iYiIyAlZvb3hsssu47bbbmP58uW43W7cbjfLli3j73//O8OGDauJGkVE6j+3GzbMhld7GyNNRTmQ2Atu/h7++rpCk4iISB3n9YjTSy+9xJgxY+jbty92ux2A4uJihg0bxn/+859qL1BEpN478LvxHNPun43jsCYw4DHofDVYvf73KxERETGB18EpMjKS2bNns3XrVjZt2gRA+/btadWqVbUXJyJSr+WkwQ9PwKp3ATf4BcI5dxtf/iFmVyciIiJeOO0NcFu3bk3r1q2rsxYREd9QXAjLp8Hif0NRyTOhna6EAZMgMsnc2kREROS0VCk4jRs3jieeeIKQkBDGjRt30munTJlSLYWJiNQ7bjdsngvfPgTHdhptCd3gL89Cs7NNLU1ERETOTJWC0+rVq3E4HJ7XIiLyJ4f+MJ5j2rnYOA6NM1bK63q9nmMSERHxAVUKTgsXLqz0tYhIg5d7BBY+BSvfBrcLbAHQ9044bxwEhJldnYiIiFQTr/8Z9G9/+1ul+zjl5ubyt7/9rVqKEhGp84qLYOmr8FIP+G26EZo6XA5jV8CARxWaREREfIzXwemdd94hPz+/Qnt+fj4zZsyolqJEROostxu2fAuv9YVv/wWFmRDfGW6cA9fMgKgUsysUERGRGlDlVfWysrI8G95mZ2cTGBjoOed0Opk7dy6xsbE1UqSISJ1weDMsmAjbFxjHIY3hokeg+w1gtZlbm4iIiNSoKgenyMhILBYLFouFNm3aVDhvsViYNGlStRYnIlIn5B+j854Z+K1ZCG4nWO1w9u3Q/58QGG52dSIiIlILqhycFi5ciNvt5qKLLuKzzz4jOjrac87f35/k5GSaNGlSI0WKiJjC7YZ1n+A3bwIt8o4Ybe0ug0seh0Ytza1NREREalWVg9P5558PwM6dO0lKSsKq5XVFxJel74Cvx8GOhViArMBEgq98Gb/WF5tdmYiIiJigysHpuOTkZADy8vJITU2lqKio3PkuXbpUT2UiImYoLoKlL8Pi56C4AGwBOM+9j0UZrfhLSn+zqxMRERGTeB2cDh8+zE033cQ333xT6Xmn03nGRYmImCJ1OXx9D6RtMI6bnw+XvYgrvBnuuXNNLU1ERETM5fV8u3vuuYeMjAyWL19OUFAQ8+bN45133qF169Z8+eWXNVGjiEjNys+Ar++F6QON0BTcCK54HUbP1rNMIiIiApzGiNMPP/zA7Nmz6dWrF1arleTkZC655BLCw8OZPHkyl156aU3UKSJS/dxu+GMWzHsQcg4Zbd1vgEuegODok98rIiIiDYrXwSk3N9ezX1NUVBSHDx+mTZs2dO7cmVWrVlV7gSIiNeLYLpgzHrbNN44btYahUyHlXDOrEhERkTrK6+DUtm1bNm/eTEpKCl27duX//u//SElJYdq0aSQkJNREjSIi1cfpgGX/hYWToTgfbP5w3n1w7r3gF2B2dSIiIlJHeR2c7r77bg4cOADAo48+yuDBg3n//ffx9/fn7bffru76RESqz96V8NXdcGidcZx8Llz2IjSuuKm3iIiISFleB6cbbrjB87pnz57s3r2bTZs20axZM2JiYqq1OBGRalGQBT88ASveANwQFAUDn4RuI8FiMbs6ERERqQe8WlXP4XDQsmVLNm7c6GkLDg6mR48eCk0iUve43bDhS3i1N6x4HXBDl+tg7G/GIhAKTSIiIlJFXo042e12CgoKaqoWEZHqk7EH5v4TtpTsORfdwpiW1+ICU8sSERGR+snrfZzuvPNOnn32WYqLi2uiHhGRM+MshqX/hVf7GKHJaofzxsPtSxSaRERE5LR5/YzTr7/+yoIFC/juu+/o3LkzISEh5c5//vnn1VaciIhX9q82Fn84sNY4TjrbWGI8tr2pZYmIiEj953VwioyM5Morr6yJWkRETk9hDix8CpZPA7cLAiPgkseh+2iwej2wLiIiIlKB18Hprbfeqok6REROz6a5xrNMWXuN405XweDJEBprbl0iIiLiU7wOTiIidULWfvjmftj4lXEcmQyXToHWA8ytS0RERHySgpOI1C8uJ/z6P1jwOBRlg8UG/f4B5z8A/sFmVyciIiI+SsFJROqPg+uMxR/2rTSOm54Fl02F+E6mliUiIiK+T8FJROq+olxY9AwsfRXcTggIhwGPQs+/afEHERERqRVnFJwKCgoIDAysrlpERCra8h3MuQ8yU43jDsNh8DMQnmBqWSIiItKweP1PtS6XiyeeeILExERCQ0PZsWMHAI888gj/+9//qr1AEWmgsg/CJzfCzKuN0BSRBNd/BNe8o9AkIiIitc7r4PTkk0/y9ttv89xzz+Hv7+9p79SpE2+++Wa1FiciDZDLZSz+8Epv+GOWsfhD37FwxzJoO9js6kRERKSB8jo4zZgxg9dff52RI0dis9k87V27dmXTpk3VWpyINDCHNsD0QTBnHBRmQpPucNtCGPQUBISaXZ2IiIg0YF4Hp3379tGqVasK7S6XC4fD4XUBr776KikpKQQGBtKnTx9WrFhx0uszMjK48847SUhIICAggDZt2jB37lyvP1dE6hBHPnw/Cf7vPNi7AvxDYfCzcMsCSOhqdnUiIiIi3i8O0aFDB3766SeSk5PLtX/66ad0797dq/f66KOPGDduHNOmTaNPnz5MnTqVQYMGsXnzZmJjYytcX1RUxCWXXEJsbCyffvopiYmJ7N69m8jISG+/DRGpK7b/AF/fC8d2GcftLoO/PAcRiaaWJSIiIlKW18Fp4sSJjBkzhn379uFyufj888/ZvHkzM2bM4Ouvv/bqvaZMmcKtt97KTTfdBMC0adOYM2cO06dP58EHH6xw/fTp00lPT2fJkiXY7XYAUlJSvP0WRKQuyDkM306AdZ8Yx2FNYMi/of1l5tYlIiIiUgmvg9Pll1/OV199xeOPP05ISAgTJ06kR48efPXVV1xyySVVfp+ioiJWrlzJhAkTPG1Wq5UBAwawdOnSSu/58ssv6du3L3feeSezZ8+mcePGjBgxggceeKDc81ZlFRYWUlhY6DnOysoCwOFwnNbUwup2vIa6UItUD/XpKbhdWNa8j+2HSVgKMnBbrLh63Yrr/AchIAzq4O+b+tQ3qV99j/rUN6lffU9d6lNvarC43W53DdZyQvv37ycxMZElS5bQt29fT/v999/P4sWLWb58eYV72rVrx65duxg5ciR33HEH27Zt44477uCuu+7i0UcfrfRzHnvsMSZNmlShfebMmQQHB1ffNyQipxRasI+uqW8Tk7sZgIygZNY2u4mM4BYmVyYiIiINUV5eHiNGjCAzM5Pw8PCTXuv1iNOvv/6Ky+WiT58+5dqXL1+OzWajV69e3r5llblcLmJjY3n99dex2Wz07NmTffv28e9///uEwWnChAmMGzfOc5yVlUVSUhIDBw485W9ObXA4HMyfP59LLrnEM/1Q6jf1aSWKC7D+8iLWtS9hcTlw24Nxnf8gIWfdRj/rGe3DXSvUp75J/ep71Ke+Sf3qe+pSnx6fjVYVXv/Ecuedd3L//fdXCE779u3j2WefrXSkqDIxMTHYbDYOHTpUrv3QoUPEx8dXek9CQgJ2u73ctLz27dtz8OBBioqKyu0rdVxAQAABAQEV2u12u+kdVVZdq0fOnPq0xI7FxuIP6duN49aDsFz6PLbIZlQ+wbbuUp/6JvWr71Gf+ib1q++pC33qzed7vRz5hg0b6NGjR4X27t27s2HDhiq/j7+/Pz179mTBggWeNpfLxYIFC8pN3SvrnHPOYdu2bbhcLk/bli1bSEhIqDQ0iYiJco/CrNthxjAjNIXGwzUzYMRHENnM7OpEREREvOJ1cAoICKgwSgRw4MAB/Py8G8AaN24cb7zxBu+88w4bN27k9ttvJzc317PK3ujRo8stHnH77beTnp7O3XffzZYtW5gzZw5PP/00d955p7ffhojUFLcb1syEV3rB2pmABc66BcaugA6Xg8VidoUiIiIiXvN6qt7AgQOZMGECs2fPJiIiAjA2pf3Xv/7l1ap6ANdeey2HDx9m4sSJHDx4kG7dujFv3jzi4uIASE1NxWotzXZJSUl8++233HvvvXTp0oXExETuvvtuHnjgAW+/DRGpCUe2wdf3wK6fjOPYjjD0P5B0lqlliYiIiJwpr4PT888/T//+/UlOTvZseLtmzRri4uJ49913vS5g7NixjB07ttJzixYtqtDWt29fli1b5vXniEgNKi6En6fCT8+Dswj8guCCB6HvnWDTfHQRERGp/7wOTomJifz++++8//77rF27lqCgIG666Sauv/560x/uEhET7F4CX90NR7YYxy0vhktfgOjm5tYlIiIiUo1Oax3gkJAQbrvttuquRUTqk7x0mD8RVpeMNIfEwuDJ0OlKPcckIiIiPue0gtPWrVtZuHAhaWlp5Va4A5g4cWK1FCYidZTbDes+gXkTIO+I0dbzRhjwGARFmVmZiIiISI3xOji98cYb3H777cTExBAfH4+lzL8sWywWBScRX5a+A74eBzsWGseN28FlUyG58i0ERERERHyF18HpySef5KmnntJKdiINSXERLH0ZFj8HxQVgC4Dz/wn97gY/7aEmIiIivs/r4HTs2DGuvvrqmqhFROqi1OXGEuNpJRtcNz8fLnsRGrU0tSwRERGR2uT1BrhXX3013333XU3UIiJ1SX4GfH0vTB9ohKbgRnDF6zB6tkKTiIiINDhejzi1atWKRx55hGXLltG5c+cKS5Dfdddd1VaciJjA7YY/PodvHoTcNKOt+w1wyRMQHG1ubSIiIiIm8To4vf7664SGhrJ48WIWL15c7pzFYlFwEqnPju2COeNh23zjuFFrGDoVUs41syoRERER03kdnHbu3FkTdYiImZwOWPZfWDgZivPB5g/n3Qfn3gt+AWZXJyIiImK609rHSUR8yN7f4Kt74NA64zj5XGPxh8ZtTC1LREREpC45reC0d+9evvzyS1JTUykqKip3bsqUKdVSmIjUsIIsWPA4/Pom4DY2rx34FHQbAWX2ZxMRERGR0whOCxYsYNiwYbRo0YJNmzbRqVMndu3ahdvtpkePHjVRo4hUJ7cbNn4F39wP2QeMti7XwaCnICTG3NpERERE6iivlyOfMGEC48ePZ926dQQGBvLZZ5+xZ88ezj//fO3vJFLXZeyBD66Hj0cZoSm6hbG8+F//T6FJRERE5CS8Dk4bN25k9OjRAPj5+ZGfn09oaCiPP/44zz77bLUXKCLVwFkMS/8Lr/aBLd+A1Q7njYfbl0CLC8yuTkRERKTO83qqXkhIiOe5poSEBLZv307Hjh0BOHLkSPVWJyJnbv9q+OpuOLDWOE4621hiPLa9qWWJiIiI1CdeB6ezzz6bn3/+mfbt2zNkyBDuu+8+1q1bx+eff87ZZ59dEzWKyOkozIaFT8PyaeB2QWAEXPI4dB8NVq8Hm0VEREQaNK+D05QpU8jJyQFg0qRJ5OTk8NFHH9G6dWutqCdSV2yaC3P/CVl7jeNOV8HgyRAaa25dIiIiIvWU18GpRYsWntchISFMmzatWgsSkTOQtd9YLW/jV8ZxZDJcOgVaDzC3LhEREZF6ThvgivgClxN+/Z+xL1NRNlj9oN8/oP/94B9sdnUiIiIi9V6VglN0dDRbtmwhJiaGqKgoLCfZHDM9Pb3aihORKjjwO3x9D+xbaRw3PQuG/gfiOppaloiIiIgvqVJwevHFFwkLCwNg6tSpNVmPiFRVUS4smmwsM+52QkA4DHgUev5Niz+IiIiIVLMqBacxY8YAUFxcjMViYdCgQcTFxdVoYSJyElu+gzn3QWaqcdxhOAx+BsITTC1LRERExFd59YyTn58ff//739m4cWNN1SMiJ5N9EOY9CH/MMo4jkmDI89B2sLl1iYiIiPg4rxeH6N27N6tXryY5Obkm6hGRyrhcsPIt+H4SFGaCxQZn3w4XTICAULOrExEREfF5XgenO+64g/vuu4+9e/fSs2dPQkJCyp3v0qVLtRUnIsChDfDV3bB3hXHcpLux+ENCV3PrEhEREWlAvA5O1113HQB33XWXp81iseB2u7FYLDidzuqrTqQhc+TD4udgyUvgKgb/ULjoEeh9K1htZlcnIiIi0qB4HZx27txZE3WISFnbf4Cv74Vju4zjdpfBX56DiERTyxIRERFpqLwOTnq2SaQG5RyGbyfAuk+M4/BEIzC1v8zcukREREQaOK+D03EbNmwgNTWVoqKicu3Dhg0746JEGhyXC1a/C/MnQkEGWKzQ+//BRQ9BQJjZ1YmIiIg0eF4Hpx07dnDFFVewbt06z7NNYDznBOgZJxFvHd4MX90DqUuM4/guxuIPiT1MLUtERERESlm9veHuu++mefPmpKWlERwczB9//MGPP/5Ir169WLRoUQ2UKOKjHAXww1Pw2jlGaLIHw8Cn4NaFCk0iIiIidYzXI05Lly7lhx9+ICYmBqvVitVq5dxzz2Xy5MncddddrF69uibqFPEtOxYbiz+kbzeOWw+CS5+HyGbm1iUiIiIilfI6ODmdTsLCjGcuYmJi2L9/P23btiU5OZnNmzdXe4EiPiX3KHz3MKydaRyHxsOQ56D9MCiZ7ioiIiIidY/XwalTp06sXbuW5s2b06dPH5577jn8/f15/fXXadGiRU3UKFL/ud2wZqYRmvLTAQucdTNcPBECI8yuTkREREROwevg9PDDD5ObmwvA448/zmWXXcZ5551Ho0aN+Oijj6q9QJF678g2+Poe2PWTcRzb0Vj8IeksU8sSERERkarzOjgNGjTI87pVq1Zs2rSJ9PR0oqKiPCvriQhQXAi/TIGfngdnEfgFwQUPQt87wWY3uzoRERER8YLXq+q99957nhGn46KjoxWaRMpolLMJvzcvgEVPG6Gp5cVwx1I49x6FJhEREZF6yOvgdO+99xIXF8eIESOYO3eu9m0SKctZjPWb8Zy79WksR7dCSCxc+T+44TOIbm52dSIiIiJymrwOTgcOHODDDz/EYrFwzTXXkJCQwJ133smSJUtqoj6R+sPlhC/+jm3V2wA4u4+GsSug81VaMU9ERESknvM6OPn5+XHZZZfx/vvvk5aWxosvvsiuXbu48MILadmyZU3UKFL3ud3GAhDrPsFt9WN587txDZkCQVFmVyYiIiIi1cDrxSHKCg4OZtCgQRw7dozdu3ezcePG6qpLpP5wu2HeBFg1AyxWnJdP4+Auf7OrEhEREZFq5PWIE0BeXh7vv/8+Q4YMITExkalTp3LFFVfwxx9/VHd9InXfD0/C8teM15e/irvDcFPLEREREZHq5/WI03XXXcfXX39NcHAw11xzDY888gh9+/atidpE6r6fXjCWGwcY8jx0GwEOh7k1iYiIiEi18zo42Ww2Pv74YwYNGoTNZquJmkTqh2XTYMHjxutLHofet5pbj4iIiIjUGK+D0/vvv18TdYjUL6tmwLwHjNfnPwjn3G1uPSIiIiJSo07rGSeRBm3dp/DlXcbrvmPhggfNrUdEREREapyCk4g3Nn4Nn98GuKHX32Dgk9qjSURERKQBUHASqapt38OnN4HbCV2vhyEvKDSJiIiINBAKTiJVsesX+PAGcBZBh8th2Ctg1V8fERERkYaiSotDZGVlVfkNw8PDT7sYkTpp70qYeQ0U50PrQfDXN8F2RntHi4iIiEg9U6Wf/iIjI7FUcUqS0+k8o4JE6pSD6+C9K6AoB5r3h2veAT9/s6sSERERkVpWpeC0cOFCz+tdu3bx4IMPcuONN3o2vl26dCnvvPMOkydPrpkqRcxweAvMGA4FmdC0N1z3AdiDzK5KRERERExQpeB0/vnne14//vjjTJkyheuvv97TNmzYMDp37szrr7/OmDFjqr9KkdqWvhNmDIO8I5DQFUZ+AgGhZlclIiIiIibx+un2pUuX0qtXrwrtvXr1YsWKFdVSlIipMvcZoSn7ADRuBzfMgqBIs6sSERERERN5HZySkpJ44403KrS/+eabJCUlVUtRIqbJSTNCU0YqRLeA0bMhpJHZVYmIiIiIybxeGuzFF1/kyiuv5JtvvqFPnz4ArFixgq1bt/LZZ59Ve4EitSYv3Xim6eg2iEiC0V9CWLzZVYmIiIhIHeD1iNOQIUPYsmULQ4cOJT09nfT0dIYOHcqWLVsYMmRITdQoUvMKsuC9KyHtDwiNM0aaIjWCKiIiIiKG09qMJikpiaeffrq6axExR1EuzLwW9q+CoGgjNDVqaXZVIiIiIlKHeD3iBPDTTz9xww030K9fP/bt2wfAu+++y88//1ytxYnUuOJC+HAkpC6BgAgYNQti25tdlYiIiIjUMV4Hp88++4xBgwYRFBTEqlWrKCwsBCAzM1OjUFK/OB3wyY2wYyHYQ4wlx5t0M7sqEREREamDvA5OTz75JNOmTeONN97Abrd72s855xxWrVpVrcWJ1BiXE2b9P9g8F2wBcP0H0KyP2VWJiIiISB3ldXDavHkz/fv3r9AeERFBRkZGddQkUrNcLvjqLlj/GVjtcO170OL8U98nIiIiIg2W18EpPj6ebdu2VWj/+eefadGiRbUUJVJj3G6Y9yCsfg8sVrjyTWgz0OyqRERERKSO8zo43Xrrrdx9990sX74ci8XC/v37ef/99xk/fjy33357TdQoUn0WPA4r/s94Pfw16Djc1HJEREREpH7wejnyBx98EJfLxcUXX0xeXh79+/cnICCA8ePH849//KMmahSpHj/+G36eYry+dAp0vc7cekRERESk3vA6OFksFh566CH++c9/sm3bNnJycujQoQOhoaE1UZ9I9Vj6X/jhSeP1wKfgrJvNrUdERERE6pXT2gAXwN/fnw4dOlRnLSI1Y+Xb8O0E4/UF/4J+Y00tR0RERETqH6+DU25uLs888wwLFiwgLS0Nl8tV7vyOHTuqrTiRM/b7x/DVPcbrfnfB+febWo6IiIiI1E9eB6dbbrmFxYsXM2rUKBISErBYLDVRl8iZ2/gVzPo74IazboFLHgf9eRURERGR0+B1cPrmm2+YM2cO55xzTk3UI1I9tn4Pn9wEbid0Gwl/+bdCk4iIiIicNq+XI4+KiiI6OromahGpHjt/go9GgssBHa+AYS+D1es/6iIiIiIiHl7/NPnEE08wceJE8vLyaqIekTOz51eYeS0UF0CbwXDF62C1mV2ViIiIiNRzXk/Ve+GFF9i+fTtxcXGkpKRgt9vLnV+1alW1FSfilQO/w/tXgiMXmp8PV78Dfv5mVyUiIiIiPsDr4DR8+PAaKEPkDB3eDO8Oh4JMSDobrv8A7IFmVyUiIiIiPsLr4PToo4/WRB0ipy99B7wzDPKOQkI3GPkx+IeYXZWIiIiI+BA9MS/1W+ZeeOdyyDkIsR1g1CwIjDC7KhERERHxMVUacYqOjmbLli3ExMQQFRV10r2b0tPTq604kZPKPmSMNGWmQnRLGPUFBGvFRxERERGpflUKTi+++CJhYWEATJ06tSbrEamavHTjmab07RDRDMZ8CWFxZlclIiIiIj6qSsFpzJgxlb4WMUVBJrx7BaRtgNB4GDMbIpqaXZWIiIiI+DCvF4coq6CggKKionJt4eHhZ1SQyEkV5cL718CBNRDcCEbPhugWZlclIiIiIj7O68UhcnNzGTt2LLGxsYSEhBAVFVXuS6TGOArgwxGwZ5mxAMSoLyC2ndlViYiIiEgD4HVwuv/++/nhhx947bXXCAgI4M0332TSpEk0adKEGTNm1ESNIuB0wCc3wo5FYA+BkZ9BQhezqxIRERGRBsLrqXpfffUVM2bM4IILLuCmm27ivPPOo1WrViQnJ/P+++8zcuTImqhTGjKXEz6/FbZ8A36BMOIjSDrL7KpEREREpAHxesQpPT2dFi2MZ0rCw8M9y4+fe+65/Pjjj9VbnYjLBV/+A/6YBVY7XPseND/P7KpEREREpIHxOji1aNGCnTt3AtCuXTs+/vhjwBiJioyMrNbipIFzu+Gb+2HN+2CxwVXTofUlZlclIiIiIg2Q18HppptuYu3atQA8+OCDvPrqqwQGBnLvvffyz3/+s9oLlAbK7YbvH4Vf3wAsMPw16DDM7KpEREREpIHy+hmne++91/N6wIABbNq0iZUrV9KqVSu6dNHD+lJNfvw3/PIf4/VlL0LXa82tR0REREQatDPaxwkgOTmZ5OTk6qhFxLDkFVj4lPF60GTodZO59YiIiIhIg1el4PTSSy9V+Q3vuuuu0y5GhF//B989ZLy+8GHoe4e59YiIiIiIUMXg9OKLL1bpzSwWi4KTnL61H8Kc+4zX594L/cebW4+IiIiISIkqLQ6xc+fOKn3t2LHjtIp49dVXSUlJITAwkD59+rBixYoq3ffhhx9isVgYPnz4aX2u1CEbZsMXtwNu6P3/4OJHwWIxuyoREREREeA0VtUry+1243a7z6iAjz76iHHjxvHoo4+yatUqunbtyqBBg0hLSzvpfbt27WL8+PGcd5729Kn3tnwHn94Mbhd0vwEGP6PQJCIiIiJ1ymkFp//973906tSJwMBAAgMD6dSpE2+++eZpFTBlyhRuvfVWbrrpJjp06MC0adMIDg5m+vTpJ7zH6XQycuRIJk2a5NmMV+qpnT/Cx6PA5YBOV8LQl8B6RnleRERERKTaef0T6sSJE7n77rsZOnQon3zyCZ988glDhw7l3nvvZeLEiV69V1FREStXrmTAgAGlBVmtDBgwgKVLl57wvscff5zY2Fhuvvlmb8uXumTPCph5HRQXQNshcMX/gdVmdlUiIiIiIhV4vRz5a6+9xhtvvMH111/vaRs2bBhdunThH//4B48//niV3+vIkSM4nU7i4uLKtcfFxbFp06ZK7/n555/53//+x5o1a6r0GYWFhRQWFnqOs7KyAHA4HDgcjirXWlOO11AXaqlVB9bi9/6VWBy5uJpfgHP46+DCGHmq5xpsn/ow9alvUr/6HvWpb1K/+p661Kfe1OB1cHI4HPTq1atCe8+ePSkuLvb27bySnZ3NqFGjeOONN4iJianSPZMnT2bSpEkV2r/77juCg4Oru8TTNn/+fLNLqDVh+Xs5Z+vTWJw5HA1pw9KwkTi/+8HssqpdQ+rThkJ96pvUr75Hfeqb1K++py70aV5eXpWvtbi9XN3hH//4B3a7nSlTppRrHz9+PPn5+bz66qtVfq+ioiKCg4P59NNPy62MN2bMGDIyMpg9e3a569esWUP37t2x2Uqnc7lcLsCY4rd582ZatmxZ7p7KRpySkpI4cuQI4eHhVa61pjgcDubPn88ll1yC3W43u5yal74Dv3eHYsk5hCuhG86RsyAgzOyqqlWD69MGQH3qm9Svvkd96pvUr76nLvVpVlYWMTExZGZmnjIbeD3iBMbiEN999x1nn302AMuXLyc1NZXRo0czbtw4z3V/Dld/5u/vT8+ePVmwYIEnOLlcLhYsWMDYsWMrXN+uXTvWrVtXru3hhx8mOzub//znPyQlJVW4JyAggICAgArtdrvd9I4qq67VUyMy9sDMKyHnEMR2xDpqFtbgaLOrqjENok8bGPWpb1K/+h71qW9Sv/qeutCn3ny+18Fp/fr19OjRA4Dt27cDEBMTQ0xMDOvXr/dcZ6nictLjxo1jzJgx9OrVi969ezN16lRyc3O56aabABg9ejSJiYlMnjzZs4JfWZGRkQAV2qWOyT4IM4ZB5h5o1ApGfwE+HJpERERExLd4HZwWLlxYrQVce+21HD58mIkTJ3Lw4EG6devGvHnzPAtGpKamYtXy1PVb7lGYMRzSd0BkMxj9JYTGml2ViIiIiEiVeR2cDh8+TOPGjSs9t27dOjp37ux1EWPHjq10ah7AokWLTnrv22+/7fXnSS3Kz4D3roDDGyEswQhNEYlmVyUiIiIi4hWvh3I6d+7MnDlzKrQ///zz9O7du1qKEh9RmAMzr4EDayE4xghN0c3NrkpERERExGteB6dx48Zx5ZVXcvvtt5Ofn8++ffu4+OKLee6555g5c2ZN1Cj1kSMfPrwe9iyHwAjjmabGbcyuSkRERETktHgdnO6//36WLl3KTz/9RJcuXejSpQsBAQH8/vvvXHHFFTVRo9Q3xUXw8RjY+SP4h8INn0O891M4RURERETqitNadaFVq1Z06tSJXbt2kZWVxbXXXkt8fHx11yb1kbMYPr8Ftn4LfkEw4mNoWnHDZBERERGR+sTr4PTLL7/QpUsXtm7dyu+//85rr73GP/7xD6699lqOHTtWEzVKfeFywZdjYcNssPnDde9ByjlmVyUiIiIicsa8Dk4XXXQR1157LcuWLaN9+/bccsstrF69mtTU1NNaUU98hNsNc8fD2g/AYoOr3oJWA8yuSkRERESkWni9HPl3333H+eefX66tZcuW/PLLLzz11FPVVpjUI243zH8EfvsfYIG/vg7tLzO7KhERERGRauP1iNOfQ5PnjaxWHnnkkTMuSOqhxc/CkpeN18Negs5XmVuPiIiIiEg1q3JwGjJkCJmZmZ7jZ555hoyMDM/x0aNH6dChQ7UWJ/XALy/BosnG68HPQI/R5tYjIiIiIlIDqhycvv32WwoLCz3HTz/9NOnp6Z7j4uJiNm/eXL3VSd224g1jih7ARY/A2bebW4+IiIiISA2pcnByu90nPZYGZs1MYzEIgPPug/7jza1HRERERKQGndY+TtLA/TELZt9pvO7zd2O0SURERETEh1U5OFksFiwWS4U2aWA2z4PPbgG3y3ieafAzoD8HIiIiIuLjqrwcudvt5sYbbyQgIACAgoIC/v73vxMSEgJQ7vkn8VE7FsHHo8FVDJ2vhsumKjSJiIiISINQ5eA0ZsyYcsc33HBDhWtGj9aKaj4rdRl8cD04C6HdZTD8NbDazK5KRERERKRWVDk4vfXWWzVZh9Rl+1fD+1eDIw9aXgxXTQeb3eyqRERERERqjRaHkJM7tAHevQIKsyD5HLj2PfALMLsqEREREZFapeAkJ3Z0O8y4HPKPQWJPGPER+AebXZWIiIiISK1TcJLKZaTCO8MgNw3iOsMNn0FAmNlViYiIiIiYQsFJKso6YISmrL0Q0wZGzYKgKLOrEhERERExjYKTlJd7BN4dDsd2QmQyjJ4NoY3NrkpERERExFQKTlIqP8NYCOLwJghPhDFfQngTs6sSERERETGdgpMYCnPg/avg4O8Q0tgYaYpKMbsqEREREZE6QcFJwJEPH1wHe3+FwEgY9QXEtDa7KhERERGROkPBqaErLoKPRsGun8A/DEZ9DvGdzK5KRERERKROUXBqyJzF8NnNsG0++AXByI+N/ZpERERERKQcBaeGyuWC2XfAxi/B5g/Xz4TkfmZXJSIiIiJSJyk4NURuN8wZB79/BBYbXP0OtLzI7KpEREREROosBaeGxu2Gbx+ClW8BFvjr69BuiNlViYiIiIjUaQpODc3Cp2HZq8brYS9D56vMrUdEREREpB5QcGpIfn4RfnzOeP2Xf0OPUebWIyIiIiJSTyg4NRTLX4fvHzNeD3gM+txmZjUiIiIiIvWKglNDsPo9+Oafxuv+/4Rz7zW3HhERERGRekbBydet/wy+/Ifx+uw74cKHzK1HRERERKQeUnDyZZu/gc9vA7cLet4Ig54Ci8XsqkRERERE6h0FJ1+1fSF8PBpcxdDlWrj0RYUmEREREZHTpODki3YvhQ9HgLMI2l0Gl/8XrOpqEREREZHTpZ+mfc2+VfD+1eDIg1YD4KrpYPMzuyoRERERkXpNwcmXHPoD3vsrFGVDynlw7XvgF2B2VSIiIiIi9Z6Ck684sg1mXA75x6DpWXD9B2APMrsqERERERGfoODkC47thhnDIPcwxHeGkZ9AQJjZVYmIiIiI+AwFp/oua78RmrL2QUxbGPUFBEWZXZWIiIiIiE9RcKrPcg4b0/OO7YKoFBg9G0JizK5KRERERMTnKDjVV/nH4N0r4MgWCG8Ko7+E8ASzqxIRERER8UkKTvVRYTa8dxUcWgchscZIU1Sy2VWJiIiIiPgsBaf6pigPZl4L+34znmUaPRtiWpldlYiIiIiIT1Nwqk+KC+GjG2D3LxAQDqNmQVwHs6sSEREREfF5Ck71hdMBn/4Nti8Ae7Cx5HiT7mZXJSIiIiLSICg41QcuJ3xxO2z6GmwBxua2zc42uyoRERERkQZDwamuc7vh63th3Sdg9YNrZkCLC8yuSkRERESkQVFwqsvcbpg3AVa9AxYr/PUNaDvY7KpERERERBocBae67IcnYflrxuthr0Cnv5pbj4iIiIhIA6XgVFf99AL89Lzxesjz0H2kufWIiIiIiDRgCk510bJpsOBx4/Ulj0PvW82tR0RERESkgVNwqmtWzYB5Dxivz38Azrnb3HpERERERETBqU5Z9yl8eZfxuu9YuGCCufWIiIiIiAig4FRnWDbPhc9vA9zQ628w8EmwWMwuS0REREREUHCqExpn/Y5t1i3gdkKX62DICwpNIiIiIiJ1iJ/ZBTR0ltQl9N7xEhZ3EXS4HC5/FazKsyIiIiIidYl+QjfRgu/n4njvWvzcReyKPod5bZ/gj0O55BQWm12aiIiIiIiUoREnEyWue5Ugdz6/ODvyt/23UvjBes+5RiH+NGsUTHJ0MM0ahZAcHUxyo2CaNQqmcWgAFk3lExERERGpNQpOJrJeNZ1NPzzFR5nnMTCmGXuOFZCankd6bhFHS75Wp2ZUuC/Y30az6GCaecJUiPE6OpjEqCDsNg0kioiIiIhUJwUnE7VJisMx4gUunjuXIUO6YLfbAcgucLD7aB6p6Xklv+ay+6jx+kBmPnlFTjYdzGbTwewK72mzWmgSGUhydIhnxCq5UTDNokNIbhRMSIC6XERERETEW/opug4KC7TTKTGCTokRFc4VFbvYeyyP3el57CkJVsfDVWp6HgUOF3vS89mTng/bKr53TKh/yUhViGfE6niwign11xRAEREREZFKKDjVM/5+Vlo0DqVF49AK51wuN4dzCkvCVK5nxGp3eh6pR3M5lufgSE4RR3KKWFXJFMAQfxtJnjBVJlhFh9AkMhA/TQEUERERkQZKwcmHWK0W4sIDiQsPpHfz6ArnswocpB49HqZyPa9T0/PYn5lP7kmmAPpZLSRGBZULU80alT5nFeyvP0oiIiIi4rv0024DEn6SKYCFxU72HssvCVO5JaNUJaNV6XkUFbs80wJ/2lrxvWNCA0oClbHyX9nnqhqFaAqgiIiIiNRvCk4CQICfjZaNQ2l5gimAh7ILjNGpktGqsotXZOY7OJJTyJGcQlbuPlbh/tAAP2MKYJkl1ZNLQlVChKYAioiIiEjdp+Akp2S1WkiICCIhIoizWzSqcD4zz2GEqOOBqsxUwANZBeQUFrPxQBYbD2RVuNfPaqFpVFD5varKLF4R5G+rjW9RREREROSkFJzkjEUE2+kcHEHnphWnABY4SqYAlllS3RipymVPej5FThe7juax62hepe8dGxZQbtrf8WDVLDqYaE0BFBEREZFaouAkNSrQbqNVbCitYiufAngwq6D8XlXHn606mktWQTFp2YWkZRfy666KUwDDjk8B/NP0v2bRwTSJDMJmVagSERERkeqh4CSmsVotNIkMoklkEH1bVpwCmJFXVG459bLB6mBWAdmFxWw4kMWGSqYA2m0WmkaVrvp3fPrf8deBdk0BFBEREZGqU3CSOisy2J/IYH+6JkVWOFfgcJZuAHw8WJWEqj3H8nA43ew8ksvOI7mVvndceIBnSfXSlQCN56wig+2aAigiIiIi5Sg4Sb0UaLfROi6M1nFhFc45XW4OZOaXW0697GqA2QXFHMoq5FBWISt2pVe4PyzQr9xeVWWDVXx4oKYAioiIiDRACk7ic2xWY5pe06hg+v3pnNvtJiPPwe6SBSpSyz5XlZ7LoaxCsguKWb8vi/X7Kk4B9LdZS1YBPB6oSlcDTNIUQBERERGfpeAkDYrFYiEqxJ+oEH+6VTIFML/IyZ5jJVMAj+Z69qpKTc9j77E8ipwudhzJZccJpgDGhweSFB1ERJGVLsfyaR5rr+HvSERERERqg4KTSBlB/jbaxIXR5gRTAPdn5HvC1PG9qo4Hq5zCYg5mFXAwqwCwsuDFn7i4XRyj+yZzbqsYrJriJyIiIlJvKTiJVJHNaiEp2piSd06r8ufcbjfpuUXsTs9j68FM/rdgHVsyrXy/8RDfbzxEi5gQbjg7mat6NSU8UKNQIiIiIvWNgpNINbBYLDQKDaBRaACdE0IJPLCWtmedx4e/7ePTlXvZcSSXx7/ewPPfbWZ490RG902mXXy42WWLiIiISBVZzS5AxFe1bBzCY8M6suxfF/PE8E60jg0lr8jJzOWpDJ76E9f831Lm/H4Ah9NldqkiIiIicgoacRKpYaEBfow6O5kb+jRj2Y50ZizdxXcbDrFiZzordqYTFx7AiN7JXN8nidiwQLPLFREREZFKKDiJ1BKLxULflo3o27IRBzLzmbk8lQ9WpHIoq5AXv9/CKwu3MrhTAqP7JtMrOUqb8IqIiIjUIQpOIiZIiAjivoFtGXtRK+atP8iMpbtZufsYX63dz1dr99M+IZwxfZO5vFsiQf7aG0pERETEbHrGScREAX42Lu+WyGe39+Prf5zLtb2SCPCzsvFAFg9+vo4+T3/Pk19vYNcJ9o0SERERkdqh4CRSR3RKjODZq7qw/F8X868h7WgWHUxWQTFv/ryTC55fxI1vreCHTYdwudxmlyoiIiLS4GiqnkgdExnsz239W3LzuS1YvCWNGUt3s2jzYc9Xs+hgRp2dzNW9mhIZ7G92uSIiIiINgoKTSB1ls1q4qF0cF7WLY9eRXN5btpuPf9tDanoeT83daOwJ1S2RUX2T6ZQYYXa5IiIiIj5NU/VE6oGUmBAevqwDy/81gGf+2pn2CeEUFrv46Lc9XPbyz1z52hJmr9lHUbH2hBIRERGpCRpxEqlHgvxtXNe7GdeelcTK3cd4Z+luvll3gJW7j7Fy9zGeCN3I9b2TGNGnGQkRQWaXKyIiIuIzFJxE6iGLxUKvlGh6pUSTdml7Plixh5krdnMoq5CXf9jGfxdtZ2CHOEb3TeHsFtHaE0pERETkDCk4idRzseGB3D2gNXdc2JLv/jjEO0t3sWJnOt+sP8g36w/SJi6UUX1T+Gv3REIC9FdeRERE5HTopygRH2G3Wbm0SwKXdklg08EsZizdzaxV+9hyKIdHvljPc99s4sqeTbnh7GRaxYaaXa6IiIhIvVInFod49dVXSUlJITAwkD59+rBixYoTXvvGG29w3nnnERUVRVRUFAMGDDjp9SINUbv4cJ6+ojPL/nUxEy/rQPOYELILi3l7yS4GTFnMDW8u57s/DuLUnlAiIiIiVWJ6cProo48YN24cjz76KKtWraJr164MGjSItLS0Sq9ftGgR119/PQsXLmTp0qUkJSUxcOBA9u3bV8uVi9R9EUF2/nZucxaMO58Zf+vNgPZxWCzw87Yj3PbuSvo/t5D/LtrG0ZxCs0sVERERqdNMD05Tpkzh1ltv5aabbqJDhw5MmzaN4OBgpk+fXun177//PnfccQfdunWjXbt2vPnmm7hcLhYsWFDLlYvUH1arhf5tGvPmmF78+M8L+fv5LYkKtrMvI5/n5m2m7zM/MO7jNazZk2F2qSIiIiJ1kqnBqaioiJUrVzJgwABPm9VqZcCAASxdurRK75GXl4fD4SA6OrqmyhTxKUnRwTz4l3YsnXAxz1/dlS5NIygqdvH5qn0Mf/UXLn/lZz5buZcCh9PsUkVERETqDFMXhzhy5AhOp5O4uLhy7XFxcWzatKlK7/HAAw/QpEmTcuGrrMLCQgoLS6chZWVlAeBwOHA4HKdZefU5XkNdqEWqR33pUxtweZc4Lu8Sx9q9mby3LJU56w+ydm8m932ylifnbOCank25vndTEiMb9p5Q9aVPxTvqV9+jPvVN6lffU5f61JsaLG6327Snw/fv309iYiJLliyhb9++nvb777+fxYsXs3z58pPe/8wzz/Dcc8+xaNEiunTpUuk1jz32GJMmTarQPnPmTIKDg8/sGxDxMdkOWJZm4eeDVjKKjL2fLLjpFOXm3Hg3bSPcaEsoERER8RV5eXmMGDGCzMxMwsPDT3qtqcGpqKiI4OBgPv30U4YPH+5pHzNmDBkZGcyePfuE9z7//PM8+eSTfP/99/Tq1euE11U24pSUlMSRI0dO+ZtTGxwOB/Pnz+eSSy7BbrebXY5UA1/o02Kni4Wbj/De8lSW7Ej3tLeICWZE7yT+2r0JYYH183s7Hb7Qp1KR+tX3qE99k/rV99SlPs3KyiImJqZKwcnUqXr+/v707NmTBQsWeILT8YUexo4de8L7nnvuOZ566im+/fbbk4YmgICAAAICAiq02+120zuqrLpWj5y5+tyndjsM6ZrIkK6JbEvL5t2lu/ls1T52HMnjybmbmfL9Nq7onsjovim0jQ8zu9xaU5/7VE5M/ep71Ke+Sf3qe+pCn3rz+aZvgDtu3DjGjBlDr1696N27N1OnTiU3N5ebbroJgNGjR5OYmMjkyZMBePbZZ5k4cSIzZ84kJSWFgwcPAhAaGkpoqDb1FKlurWLDmHR5J/45uB2zVu1lxtLdbE3L4f3lqby/PJU+zaMZ0y+FSzrEYbeZvlCniIiISI0wPThde+21HD58mIkTJ3Lw4EG6devGvHnzPAtGpKamYrWW/jD22muvUVRUxFVXXVXufR599FEee+yx2ixdpEEJDfBjVN8Ubjg7maU7jvLu0t18t+EQy3ems3xnOvHhgYzo04zreicRGxZodrkiIiIi1cr04AQwduzYE07NW7RoUbnjXbt21XxBInJCFouFfi1j6NcyhgOZ+cxcnsoHK1I5mFXAlPlbePmHrfylUwJj+iXTo1kUFq0mISIiIj6gTgQnEamfEiKCuG9gW8Ze1Ip56w/yzpJdrErN4Mu1+/ly7X46JIQzpl8yw7omEuRvM7tcERERkdOmBxJE5IwF+Nm4vFsin99xDl//41yu6dWUAD8rGw5k8cBn6zh78gKemrOB3UdzzS5VRERE5LQoOIlIteqUGMFzV3Vl2YSL+deQdiRFB5GZ7+CNn3ZywfOLuOmtFSzcnIbLZdpOCCIiIiJe01Q9EakRUSH+3Na/JTef24LFW9J4Z8luFm85zMLNxldyo2Bu6JPM1b2aEhnsb3a5IiIiIiel4CQiNcpmtXBRuzguahfHziO5vLdsN5/8tofdR/N4au5GXpi/meHdEhnVN5mOTSLMLldERESkUgpOIlJrmseE8MhlHbhvYBtmr9nPjKW72Xggiw9/3cOHv+6hV3IUo/om85dOCfj7aSaxiIiI1B0KTiJS64L9/bi+dzOuOyuJ33YfY8bS3Xyz7gC/7T7Gb7uP8UToRkb0TmJEn2TiI7QnlIiIiJhPwUlETGOxWDgrJZqzUqJJu7Q9M1ekMnN5KmnZhbz0wzZeXbSdQR3jGN03hT7No7UnlIiIiJhGwUlE6oTY8EDuGdCGOy9sxXd/HOKdpbtYsTOduesOMnfdQdrGhTGqbzJXdE8kJED/6RIREZHapZ8+RKROsdusXNolgUu7JLDpYBYzlu5m1qp9bD6UzcNfrOfZbzZxZc+mjOqbTMvGoWaXKyIiIg2Enr4WkTqrXXw4T1/RmWX/upiJl3WgeUwI2YXFvL1kFxe/sJhR/1vO/A2HcGpPKBEREalhGnESkTovIsjO385tzo39Uvh52xFmLN3Fgk1p/LT1CD9tPUJiZBA3nJ3MtWclER2iPaFERESk+ik4iUi9YbVa6N+mMf3bNGZPeh7vLd/NR7/uYV9GPs/O28SL329haJcmjOmXTJemkWaXKyIiIj5EwUlE6qWk6GAm/KU99w5ow1drjT2h1u3L5LNVe/ls1V66JkUy+uxkLu2SQKDdZna5IiIiUs8pOIlIvRZot3F1rySu6tmUNXsyeHfpbr7+/QBr92Rw354Mnpq7kevOSmLk2ckkRgaZXa6IiIjUUwpOIuITLBYL3ZtF0b1ZFP+6tD0f/bqH95ftZn9mAf9dtJ1pi7czoL2xJ9Q5rRppTygRERHxioKTiPicmNAA7rywFf+vfwu+35jGu8t28cu2o3y34RDfbThEy8YhjDo7mSt7NiUs0G52uSIiIlIPKDiJiM/ys1kZ3CmewZ3i2ZaWzbtLd/Ppyr1sP5zLY19t4N/fbuaKHomM7ptCm7gws8sVERGROkz7OIlIg9AqNoxJl3di+UMDeOLyjrSKDSW3yMl7y1IZ+OKPXP/6Mr5Zd4Bip8vsUkVERKQO0oiTiDQooQF+jOqbwg1nJ7N0x1FmLNnN/I2HWLrjKEt3HCUhIpARvZtxXe9mNA4LMLtcERERqSMUnESkQbJYLPRrGUO/ljHsz8hn5vJUPvw1lQOZBbwwfwsv/bCVIZ0TGN03hc4JIWaXKyIiIiZTcBKRBq9JZBDjB7XlHxe34pt1B3ln6S5Wp2Ywe81+Zq/ZT4eEMDoEWgjcfJiI4ABCA/wIC/QjNMCPkAA/AvysWqVPRETExyk4iYiUCPCzMbx7IsO7J7JubyYzlu7iy7X72XAgmw3Y+HTn6krvs9ssnhB1PFSVe+3vR2hJ0AoNqPx1WICdkAAbfjY9eioiIlIXKTiJiFSic9MI/n11V/41pD0frNjFF8s2ExgaSU6Rk5yCYnILi8ktcgLgcLo5lufgWJ7jjD830G4lNMBOaICtfMAqCVkhAX6EBZSOdhkjX0boKvs6xN8Pq1WjYCIiItVFwUlE5CSiQvy59dzmJGZtZMiQs7HbS/d9crrc5BYZISqnoJjswspf5xSW+frTcW5hMdkFxRQWG6v5FThcFDgKOZJz5rUb4cpWErpKwliAEa6MUTGbEdIC/UrO2SsdFQu0ayqiiIiIgpOIyGmyWS2EB9oJD7RDxJm9V1Gxywhaf/4qKB+wPK9Lzh2/J7ugmNwi41enyw3geY9DFJ7x93mqka/QwJLjsudKpimWfR7M309TEUVEpH5ScBIRqQP8/az4+/kTFeJ/Ru/jdrspLHYZQapsqDr+urKRsEpGxXILi8kpKsbtNkbWMvMdZOaf+VREfz8rYWWeBzvhs19/bvvTdSH+ftg0FVFERGqRgpOIiA+xWCwE2m0E2m1nvA+Vy+Umz+E8ccgqcJBb5CwZCXOQW1j+ddnQlu8wngcrKnZxtLiIo7lFZ/y9BvvbKgSscqNdlSzQEVZmhCzQBiWDcyIiIqek4CQiIpWylpmid6aKnS4jWHlClaMkVFV8bQQzJzkFZV4XOjyhzeE00k5ekZO8Iidp2ac/FdFusfH6rqW0jQ+jTXwYbWLDaBMXRtOoIC2uISIi5Sg4iYhIjfOzWYkIthIRbD/1xadQWHySUbAyUw09z4EVlX8+rOziHQ63hY0Hs9l4MLvcZwTZbbSOC6V1bBht4kKNUBUXRpOIQC2UISLSQCk4iYhIvRLgZyMg1Eaj0DObilhQWMR7s74hsUMvth/JY8uhHLYcymbH4VzyHU5+35vJ73szy90TGuBH67hQ2sSGGb/GhdE2PozYsAAFKhERH6fgJCIiDZLNaqFxEAxoH8tfyiwzX+x0setoHlsPZXvC1JZD2ew8kktOYTGrUzNYnZpR7r3CA/1oE3d8ul+o53XMGYY7ERGpOxScREREyvCzWWkVG0qr2FD+0rm0vajYxa6juWw+mF0uVO06mktWQTG/7T7Gb7uPlXuv6BB/WpcJUsdD1ZmunigiIrVPwUlERKQK/P2sRgCKCyvXXuBwsuNwLlvTstl80AhUW9OySU3PIz23iOU701m+M73cPY3DAmhT8gxV23jjOarWcWHGnmAiIlInKTiJiIicgUC7jQ5NwunQJLxce36Rk21pJVP90rLZUhKq9mXkczi7kMPZhfyy7Wi5e+LDAytM92sdG0pINaxsKCIiZ0b/JRYREakBQf42OjeNoHPTiHLtOYXFbD2UzdaSqX6bS14fzCrwfP245XC5exIjg0pX9ytZMr1VbChB/rba/JZERBo0BScREZFaFBrgR/dmUXRvFlWuPTPfwba0bDYfNALV1pLXR3IK2ZeRz76MfBZuLg1UFgs0iw72LJneNj6M1rFhtGgcQqBdgUpEpLopOImIiNQBEUF2eiZH0zM5ulz7sdyikul+OSXT/YyvY3kOdh/NY/fRPL7feMhzvdUCKTEhJSNTxrNTbePDSGkUgr+ftba/LRERn6HgJCIiUodFhfjTp0Uj+rRo5Glzu90cySkqWd2vfKjKKihmx+FcdhzOZd4fpe/jZ7XQPCakzHQ/I1SlNArGz6ZAJSJyKgpOIiIi9YzFYqFxWACNwwLo1yrG0+52u0nLLixZ3a/kOao049ecwmK2puWwNS2HORzw3ONvs9KicYhnM9/jy6cnRQdjs2pTXxGR4xScREREfITFYiEuPJC48ED6t2nsaXe73ezPLDBGp8osmb71UA75DiebDmaz6WA2rC19r0C7sZ9Vm9iwkul+xvLpiZFBWBWoRKQBUnASERHxcRaLhcTIIBIjg7iwbayn3eVys/dYfoUl07cdzqHA4WL9vizW78sq917B/jZax5Uumd66ZGGK+PBALBYFKhHxXQpOIiIiDZTVaqFZo2CaNQpmQIc4T7vT5SY1PY/NB7ON56jScth6KJvth3PIK3Kydk8Ga/dklHuvsEA/WseWru5nbBYcSuOwAAUqEfEJCk4iIiJSjq1kIYnmMSEM7hTvaXc4Xew+msuWQzlGqEozRqh2Hsklu6CYVakZrErNKPdekcH2kul+ZUNVKI1CA2r5uxIROTMKTiIiIlIldpuVVrFhtIoNY0jnBE97YbGTnUeMQLX1UHZJqMph99FcMvIcrNiVzopd6eXeq1GIv2dU6viS6W1iw4gIttf2tyUiUiUKTiIiInJGAvxstIsPp118eLn2AoeT7YdzSvaeKglVh7LZk57P0dwilu44ytIdR8vdExsWUBKoSkNVm7hQwgIVqETEXApOIiIiUiMC7TY6NomgY5OIcu15RcVsS8thy6Ecz4a+Ww/lsC8jn7TsQtKyC/l525Fy9zSJCPSEqOPBqnVcKMH++lFGRGqH/msjIiIitSrY348uTSPp0jSyXHt2gcPYa6pkhOp4qDqUVcj+zAL2ZxaweMvhcvckRQd5lkxvGRPE/mzYfTSPRmFBhAfZtReViFQbBScRERGpE8IC7fRoFkWPZlHl2jPzHMZy6cc39S0JVEdyitiTns+e9HwWbEorudqPF9f/XOY9/YgIshMZbDd+DfInPMj+pzbj14iS44ggO6EBfloNUETKUXASERGROi0i2M5ZKdGclRJdrj09t8gTorYcX5RifzoO/MgtcgKQXVBMdkExe4/le/WZNqvFE6oqC1rhQXYig/09QSuyTOgKtNuq7XsXkbpDwUlERETqpegQf85u0YizWzQCwOFwMHfuXIYMGQRWG1n5DjLyHWTmO8jMM37NyCsiM7/YeJ1fZFxz/FzJtUXFLpwuN+m5RaTnFnldV4Cf9U9hyr9CuIoMLglfnmN/wgP98LNZq/u3SUSqiYKTiIiI+By7zUqj0IDT2i+qwOEsDVN5RUbwKvP156CVVeY6lxsKi12eRS68FRrgV+koVkSZqYaVnQvT1EKRGqfgJCIiIlJGoN1GfISN+IhAr+5zudzkFBV7RrcqBi1jhKtcW54RvLILiwHIKSwmp7CYfRneTS20WigNUkF2IkqmEUb+aYTL0xZcGsIC7VaFLpEqUHASERERqQZWq4XwQDvhgXaSvLy32Okiq6C40lGujLzyr7NKQtjxtgKHC5cbjuU5OJbn8Lpu/5KphSdaKKNs0Prz8152TS2UBkTBSURERMRkfjYr0SH+RIf4AyFe3VvgcJZ7nqts0MosCWEZfwpex9ucLjdFxS4OZxdy+DSmFob428qMcPmVTif80/NcpSHMGOUKC/TDqqXipZ5RcBIRERGpxwLtNgLtNmLDvZta6Ha7yS1ylh/h+tPzW+WDVpGnLbvAmFqYW+Qkt8jJ/swCrz7bYoHwwEqe5apw7E+ov4UjBeBwurDbvfoYkWql4CQiIiLSAFksFkID/AgN8KNp1KmvL8vpcnsCVdmglVkmhJVdRKPs6oX5DiduN57rUtOr8ol+PL12AQkRgTSLDqZZdDBJx7+igmgWHUx0iL+e1ZIapeAkIiIiIl6xWS1EhfgTFeLv9b2Fxc4yqxFW/ixX2We90nOL2JueS7EL9h7LZ++xfJZsP1rhfUP8bZ4w1ex4oGoUTFKU0ab9teRMKTiJiIiISK0J8LMRG2YjNqxqUwsdDgdfz5nLWeddxIFsB3vS80gt+dqbnk9qeh4HswrILXKy6WA2mw5mV/o+sWEB5UJVUpmRq7jwQGx65kpOQcFJREREROo0qwXiwgNp2iiMs1KiK5wvcDjZl5FfEqZKg9We9Hz2pOeRXVjs2Vtr5e5jFe73t1lJ9ISpIJKiyk8HjAjSw1Wi4CQiIiIi9Vyg3UbLxqG0bBxa4Zzb7S55lqo0TKWm57H3mHG871g+RU4XO4/ksvNIbqXvHxFkJyk6qDRMlQlWiZFB+PtpWfaGQMFJRERERHyWxWIhMtifyGB/ujSNrHC+2OniYFZBual/qel57DmWx570PI7klCx4sc/B+n1ZFe63WiAhIoimUaXBqnS0KojGoQFatMJHKDiJiIiISIPlZ7PSNCqYplHB0LLi+dzCYvYeyy8Zrcrz/LqnZMSqwOFiX0Y++zLyWb6z4hKBgXZrhal/zUpCVVJUMCEB+nG8vlBPiYiIiIicQEiAH23jw2gbH1bhnNvt5khOUWmYKjdalc/+zHwKHC62puWwNS2n0vePCfWnaVRpmCo7HTAhIhA/m6YB1hUKTiIiIiIip8FisdA4LIDGYQH0TK64GVZRsYv9JYtWHB+h2lPmOavMfAdHcoo4klPEmj0ZFe73s1poEhlUbupfszLPWEUG2zUNsBYpOImIiIiI1AB/PyspMSGkxIRUej4z3+EZqSoNVsZKgHtLFq04/sxVZcIC/GhadiXARqWjVU2jgrR3VTVTcBIRERERMUFEkJ2IxAg6JUZUOOdyuTmUXUDq0Tz2lHnG6vh0wLTsQrILi9l4IIuNByouWgEQHx5oPEtVZpTq+KbAsWEBWLV3lVcUnERERERE6hir1UJCRBAJEUH0qeR8gcPpWVL9+NS/sotX5BY5OZhVwMGsAn7dVcneVX5Wz0qAx6f/lZ0OGBaovav+TMFJRERERKSeCbTbaBUbRqvYyhetOJZXdu+q8tMB92cUUFTsYsfhXHYcrnzvqqhgu2cVQM9oVUmwahIZhL0BLlqh4CQiIiIi4kMsFgvRIf5Eh/jTLSmywvlip4sDmQXlRqmMBSyM56vSc4s4lufgWF4mv+/NrHC/1QJNIoPKLLMeVG7/qkYh/j65aIWCk4iIiIhIA+Jns3pGkyqTU1hcfs+q9PLPWRUWu9h7LJ+9x/JZuuNohfuD/W2eqX+VLbPuV08zlYKTiIiIiIh4hAb40T4hnPYJ4RXOuVxujuQUlpkGmF9m76o8DmYVkFfkZPOhbDYfyq70/RuH+hOCja798klpXH+epVJwEhERERGRKrFaLcSGBxIbHkivlOgK5wuLnew7PjpVMvXPWBnQCFrZBcUcziniMBZCA+pXFKlf1YqIiIiISJ0V4GejReNQWjQOrfR8Zp6DHWlZfPnDL0QE1Z/RJlBwEhERERGRWhIRbKdTYjipjdxml+K1hreOoIiIiIiIiJcUnERERERERE5BwUlEREREROQUFJxEREREREROQcFJRERERETkFBScRERERERETkHBSURERERE5BQUnERERERERE5BwUlEREREROQUFJxEREREREROQcFJRERERETkFBScRERERERETkHBSURERERE5BQUnERERERERE5BwUlEREREROQUFJxEREREREROQcFJRERERETkFOpEcHr11VdJSUkhMDCQPn36sGLFipNe/8knn9CuXTsCAwPp3Lkzc+fOraVKRURERESkITI9OH300UeMGzeORx99lFWrVtG1a1cGDRpEWlpapdcvWbKE66+/nptvvpnVq1czfPhwhg8fzvr162u5chERERERaShMD05Tpkzh1ltv5aabbqJDhw5MmzaN4OBgpk+fXun1//nPfxg8eDD//Oc/ad++PU888QQ9evTglVdeqeXKRURERESkofAz88OLiopYuXIlEyZM8LRZrVYGDBjA0qVLK71n6dKljBs3rlzboEGD+OKLLyq9vrCwkMLCQs9xVlYWAA6HA4fDcYbfwZk7XkNdqEWqh/rU96hPfZP61feoT32T+tX31KU+9aYGU4PTkSNHcDqdxMXFlWuPi4tj06ZNld5z8ODBSq8/ePBgpddPnjyZSZMmVWj/4osvCA4OPs3Kq9/s2bPNLkGqmfrU96hPfZP61feoT32T+tX31IU+zcvLA8Dtdp/yWlODU22YMGFCuRGqffv20aFDB2655RYTqxIRERERkboiOzubiIiIk15janCKiYnBZrNx6NChcu2HDh0iPj6+0nvi4+O9uj4gIICAgADPcWhoKHv27CEsLAyLxXKG38GZy8rKIikpiT179hAeHm52OVIN1Ke+R33qm9Svvkd96pvUr76nLvWp2+0mOzubJk2anPJaU4OTv78/PXv2ZMGCBQwfPhwAl8vFggULGDt2bKX39O3blwULFnDPPfd42ubPn0/fvn2r9JlWq5WmTZueaenVLjw83PQ/OFK91Ke+R33qm9Svvkd96pvUr77n/7d350FVlf8fwN9XdgG5YQiSwjXZURQFFVHAla6EyziggLLY4jSgKC4MjCu4YIlK5pBLA6YRWQYxTsAggikjCigmakhKoQZpCiZkonB+f/Tz5g3zsly/J/D9mrkzPGd5zvucM+h8eJ57zn/lnqoaaXpC9Kl6UVFRCAkJgYuLC0aNGoUdO3agqakJYWFhAIDg4GC89tpr2Lx5MwAgMjISnp6eSExMhI+PD9LT01FaWoo9e/aIeRpERERERNSDiV44zZkzB7dv38aaNWtQV1eH4cOHIycnR/EAiJqaGvTq9fdT08eOHYu0tDSsWrUKsbGxsLa2RmZmJoYMGSLWKRARERERUQ8neuEEABEREf86Na+wsLDNMj8/P/j5+b3gVP8bOjo6WLt2rdL3sKh74z3teXhPeybe156H97Rn4n3tebrrPZUI7Xn2HhERERER0Uusl+pNiIiIiIiIXm4snIiIiIiIiFRg4URERERERKQCCyciIiIiIiIVWDiJ5LvvvoOvry/Mzc0hkUiQmZkpdiTqos2bN8PV1RWGhobo168fZs6cicrKSrFjURckJyfDyclJ8YI+Nzc3ZGdnix2L1CghIQESiUTpperU/axbtw4SiUTpY2dnJ3Ys6qKbN29i3rx56Nu3L/T09DB06FCUlpaKHYu6QCaTtfldlUgkCA8PFztau7BwEklTUxOGDRuGXbt2iR2F1OT48eMIDw9HcXEx8vLy8OjRI0ydOhVNTU1iR6NOGjBgABISElBWVobS0lJMnDgRM2bMwMWLF8WORmpQUlKC3bt3w8nJSewopAaOjo6ora1VfE6ePCl2JOqC+vp6uLu7Q0tLC9nZ2bh06RISExPxyiuviB2NuqCkpETp9zQvLw8Aus1rhv4T73F6GcnlcsjlcrFjkBrl5OQotVNTU9GvXz+UlZXBw8NDpFTUFb6+vkrtjRs3Ijk5GcXFxXB0dBQpFalDY2MjgoKCsHfvXmzYsEHsOKQGmpqaMDMzEzsGqcmWLVswcOBApKSkKJYNGjRIxESkDiYmJkrthIQEDB48GJ6eniIl6hiOOBG9IPfu3QMAGBsbi5yE1KGlpQXp6eloamqCm5ub2HGoi8LDw+Hj44PJkyeLHYXUpKqqCubm5nj99dcRFBSEmpoasSNRF2RlZcHFxQV+fn7o168fnJ2dsXfvXrFjkRo1Nzfj4MGDWLBgASQSidhx2oUjTkQvQGtrK5YsWQJ3d3cMGTJE7DjUBRcuXICbmxv+/PNPGBgYICMjAw4ODmLHoi5IT0/H2bNnUVJSInYUUpPRo0cjNTUVtra2qK2txfr16zF+/HhUVFTA0NBQ7HjUCdeuXUNycjKioqIQGxuLkpISLF68GNra2ggJCRE7HqlBZmYmGhoaEBoaKnaUdmPhRPQChIeHo6KignPsewBbW1uUl5fj3r17+OqrrxASEoLjx4+zeOqmrl+/jsjISOTl5UFXV1fsOKQmT099d3JywujRo2FpaYlDhw7hrbfeEjEZdVZraytcXFywadMmAICzszMqKirw8ccfs3DqIT755BPI5XKYm5uLHaXdOFWPSM0iIiJw5MgRFBQUYMCAAWLHoS7S1taGlZUVRo4cic2bN2PYsGFISkoSOxZ1UllZGW7duoURI0ZAU1MTmpqaOH78OD788ENoamqipaVF7IikBlKpFDY2Nvjxxx/FjkKd1L9//zZ/oLK3t+cUzB7i559/xtGjR/H222+LHaVDOOJEpCaCIGDRokXIyMhAYWEhv8TaQ7W2tuLhw4dix6BOmjRpEi5cuKC0LCwsDHZ2doiOjoaGhoZIyUidGhsbcfXqVcyfP1/sKNRJ7u7ubV7pceXKFVhaWoqUiNQpJSUF/fr1g4+Pj9hROoSFk0gaGxuV/hJWXV2N8vJyGBsbw8LCQsRk1Fnh4eFIS0vDN998A0NDQ9TV1QEAjIyMoKenJ3I66oyYmBjI5XJYWFjg/v37SEtLQ2FhIXJzc8WORp1kaGjY5nuH+vr66Nu3L7+P2I0tX74cvr6+sLS0xC+//IK1a9dCQ0MDAQEBYkejTlq6dCnGjh2LTZs2wd/fH2fOnMGePXuwZ88esaNRF7W2tiIlJQUhISHQ1OxepUj3StuDlJaWYsKECYp2VFQUACAkJASpqakipaKuSE5OBgB4eXkpLU9JSelWX3ykv926dQvBwcGora2FkZERnJyckJubiylTpogdjYiecuPGDQQEBODOnTswMTHBuHHjUFxc3ObRx9R9uLq6IiMjAzExMYiLi8OgQYOwY8cOBAUFiR2Nuujo0aOoqanBggULxI7SYRJBEASxQxAREREREf2X8eEQREREREREKrBwIiIiIiIiUoGFExERERERkQosnIiIiIiIiFRg4URERERERKQCCyciIiIiIiIVWDgRERERERGpwMKJiOglJpPJsGPHDrX1FxoaipkzZ6qtPwAoLCyERCJBQ0ODWvslIiLqCBZOREQ9QGhoKCQSCSQSCbS1tWFlZYW4uDg8fvz4ufuVlJTg3XffVVuOpKQkpKamqq0/Uh+JRILMzMwO7fPBBx8gMDAQAJCWloaJEye+gGRERN2DptgBiIhIPd544w2kpKTg4cOH+PbbbxEeHg4tLS3ExMS02ba5uRna2towMTFRawYjIyO19kfiOnXqFCZNmgQAOHHiBNzd3UVOREQkHo44ERH1EDo6OjAzM4OlpSXee+89TJ48GVlZWQD+nkK3ceNGmJubw9bWFkDbqXoSiQT79u3DrFmz0Lt3b1hbWyv6eOLixYt488030adPHxgaGmL8+PG4evWq0nGe8PLyQkREBCIiImBkZIRXX30Vq1evhiAIim0OHDgAFxcXGBoawszMDIGBgbh161aHzr2hoQELFy6EqakpdHV1MWTIEBw5ckSx/vDhw3B0dISOjg5kMhkSExOV9pfJZNiwYQOCg4NhYGAAS0tLZGVl4fbt25gxYwYMDAzg5OSE0tJSxT6pqamQSqXIzMyEtbU1dHV14e3tjevXryv1nZycjMGDB0NbWxu2trY4cOCA0vr2XPOKigrI5XIYGBjA1NQU8+fPx2+//aZ0nRcvXoyVK1fC2NgYZmZmWLdundL5AcCsWbMgkUgUbVVOnTqlKJZOnjzJwomIXmosnIiIeig9PT00Nzcr2vn5+aisrEReXp5SUfFP69evh7+/P77//ntMmzYNQUFBuHv3LgDg5s2b8PDwgI6ODo4dO4aysjIsWLDguVMC9+/fD01NTZw5cwZJSUnYtm0b9u3bp1j/6NEjxMfH4/z588jMzMRPP/2E0NDQdp9na2sr5HI5ioqKcPDgQVy6dAkJCQnQ0NAAAJSVlcHf3x9z587FhQsXsG7dOqxevbrNlMLt27fD3d0d586dg4+PD+bPn4/g4GDMmzcPZ8+exeDBgxEcHKxU9P3xxx/YuHEjPv30UxQVFaGhoQFz585VrM/IyEBkZCSWLVuGiooKLFy4EGFhYSgoKGj3NW9oaMDEiRPh7OyM0tJS5OTk4Ndff4W/v3+b66yvr4/Tp0/j/fffR1xcHPLy8gD8NSUTAFJSUlBbW6toP0tCQgKkUimkUinq6urg6ekJqVSKiooK+Pv7QyqV4uTJk+2+P0REPYZARETdXkhIiDBjxgxBEAShtbVVyMvLE3R0dITly5cr1puamgoPHz5U2s/S0lLYvn27og1AWLVqlaLd2NgoABCys7MFQRCEmJgYYdCgQUJzc7PKHIIgCJ6enoK9vb3Q2tqqWBYdHS3Y29v/67mUlJQIAIT79+8LgiAIBQUFAgChvr7+mdvn5uYKvXr1EiorK5+5PjAwUJgyZYrSshUrVggODg6KtqWlpTBv3jxFu7a2VgAgrF69WrHs1KlTAgChtrZWEARBSElJEQAIxcXFim0uX74sABBOnz4tCIIgjB07VnjnnXeUju3n5ydMmzZN0VZ1zePj44WpU6cq9XH9+nUBgOKcPT09hXHjxilt4+rqKkRHRysdJyMj45nX6Gn19fVCdXW1sHbtWsHb21uorq4Wdu3aJbi6ugrV1dVCdXW18ODBA5X9EBH1NBxxIiLqIY4cOQIDAwPo6upCLpdjzpw5StO1hg4dCm1tbZX9ODk5KX7W19dHnz59FFPnysvLMX78eGhpabU715gxYyCRSBRtNzc3VFVVoaWlBcBfI0K+vr6wsLCAoaEhPD09AQA1NTXt6r+8vBwDBgyAjY3NM9dfvny5zRQzd3d3pQyA8nmbmpoC+Oua/XPZ09MINTU14erqqmjb2dlBKpXi8uXLzz32k/XPOvY/r/n58+dRUFAAAwMDxcfOzg4AFFMk/9kHAPTv37/DUx4BQCqVQiaT4cyZM5g9ezZkMhnOnTuH6dOnQyaTQSaTQVdXt8P9EhF1d3w4BBFRDzFhwgQkJydDW1sb5ubm0NRU/ideX1+/Xf38syiSSCRobW0F8Nf0P3VqamqCt7c3vL298dlnn8HExAQ1NTXw9vZWmmb4POrK9PR5Pyn0nrXsybVQp+dd88bGRvj6+mLLli1t9uvfv3+7+mivEydOQC6XA/hrGmJhYSGWLl2KBw8eQEtLCwkJCYiNjUVsbGyH+iUi6glYOBER9RD6+vqwsrJ6ocdwcnLC/v378ejRo3aPOp0+fVqpXVxcDGtra2hoaOCHH37AnTt3kJCQgIEDBwKA0gMY2pvpxo0buHLlyjNHnezt7VFUVKS0rKioCDY2NorvQXXW48ePUVpailGjRgEAKisr0dDQAHt7e6Vjh4SEKB3bwcGh3ccYMWIEDh8+DJlM1qYY7ggtLS2lEbZncXFxQXl5OcrKyrBy5Urk5+ejpqYG06dPx9mzZ9GrVy8YGxt3OgMRUXfGqXpERNRuERER+P333zF37lyUlpaiqqoKBw4cQGVl5b/uU1NTg6ioKFRWVuLzzz/Hzp07ERkZCQCwsLCAtrY2du7ciWvXriErKwvx8fEdyuTp6QkPDw/Mnj0beXl5qK6uRnZ2NnJycgAAy5YtQ35+PuLj43HlyhXs378fH330EZYvX975C/H/tLS0sGjRIpw+fRplZWUIDQ3FmDFjFIXUihUrkJqaiuTkZFRVVWHbtm34+uuvO3Ts8PBw3L17FwEBASgpKcHVq1eRm5uLsLAwlYXQ02QyGfLz81FXV4f6+vpnbqOnpwcrKytUV1fDy8sLVlZWuHHjBtzd3WFjYwMrKysWTkT00mLhRERE7da3b18cO3YMjY2N8PT0xMiRI7F3797njj4FBwfjwYMHGDVqFMLDwxEZGal46a6JiQlSU1Px5ZdfwsHBAQkJCdi6dWuHcx0+fBiurq4ICAiAg4MDVq5cqSgqRowYgUOHDiE9PR1DhgzBmjVrEBcX16En9/2b3r17Izo6GoGBgXB3d4eBgQG++OILxfqZM2ciKSkJW7duhaOjI3bv3o2UlBR4eXm1+xjm5uYoKipCS0sLpk6diqFDh2LJkiWQSqXo1av9/40nJiYiLy8PAwcOhLOz83O3LSwshIeHBwDg+PHjip+JiF5mEkF46rmqREREauTl5YXhw4crvSuqp0hNTcWSJUvQ0NAgdhQiIvof4IgTERERERGRCiyciIiIiIiIVOBUPSIiIiIiIhU44kRERERERKQCCyciIiIiIiIVWDgRERERERGpwMKJiIiIiIhIBRZOREREREREKrBwIiIiIiIiUoGFExERERERkQosnIiIiIiIiFRg4URERERERKTC/wH+j/s62RXxrwAAAABJRU5ErkJggg==", + "text/markdown": [ + "# Bivariate analysis\n", + "---" + ], "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -4910,7 +1534,7 @@ { "data": { "text/markdown": [ - "## UMAP" + "## Correlation Plot" ], "text/plain": [ "" @@ -4920,14 +1544,291 @@ "output_type": "display_data" }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/michal/.cache/pypoetry/virtualenvs/edvart-SwqqvSBN-py3.11/lib/python3.11/site-packages/umap/umap_.py:1943: UserWarning:\n", - "\n", - "n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", - "\n" - ] + "data": { + "text/markdown": [ + "### Pearson Correlation" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "### Spearman Correlation" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAFWCAYAAACGiYHJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAABEuklEQVR4nO3deVxU9f4/8NcZlgGUTUUWRQVckOuCgCKaW1BglhsuKKlwXcqkblKu1y3NSFOvaSZeV0wRwzW1SxGKK0kiZCrivqSOoogjqMN2fn/483ybGGBGgRHm9Xw8ziPnc97nM+8zj5j3fM7nLIIoiiKIiIgAyPSdABERvTpYFIiISMKiQEREEhYFIiKSsCgQEZGERYGIiCQsCkREJGFRICIiCYsCERFJWBSIiEjCokBEVAkOHTqEd955B05OThAEAbt27apwm+TkZHh5eUEul6N58+bYsGFDqZgVK1agWbNmMDMzg6+vL1JTUys/+b9gUSAiqgT5+flo3749VqxYoVX8lStX0KdPH/Tq1QsZGRn4+OOPMWbMGPz0009SzNatWxEZGYnZs2fj5MmTaN++PQIDA3H37t2q2g0IvCEeEVHlEgQBO3fuRP/+/cuMmTJlCvbt24fTp09LbSEhIcjNzUVCQgIAwNfXFx07dsQ333wDACgpKYGzszM+/PBDTJ06tUpy50iBiKgMKpUKSqVSbVGpVJXSd0pKCgICAtTaAgMDkZKSAgAoKChAWlqaWoxMJkNAQIAUUxWMq6xnIqJXTM853+gWj3v47LPP1Npmz56NOXPmvHQuCoUC9vb2am329vZQKpV48uQJHjx4gOLiYo0x586de+n3LwuLAhFRGaZNm4bIyEi1NrlcrqdsqgeLAhEZDCMj3Y6Yy+XyKisCDg4OuHPnjlrbnTt3YGVlBXNzcxgZGcHIyEhjjIODQ5XkBHBOgYhIL/z8/JCUlKTWlpiYCD8/PwCAqakpvL291WJKSkqQlJQkxVQFFgUiokqQl5eHjIwMZGRkAHh2ymlGRgauX78O4NmhqJEjR0rx77//Pi5fvozJkyfj3Llz+Pbbb/H9999j4sSJUkxkZCRWr16NmJgYZGZmYvz48cjPz0d4eHiV7QcPHxGRwZAbG1VZ3ydOnECvXr2k18/nIkaNGoUNGzbg9u3bUoEAABcXF+zbtw8TJ07E119/jcaNG2PNmjUIDAyUYoYOHYrs7GzMmjULCoUCnp6eSEhIKDX5XJl4nQIRGYy3olbpFP/jtPeqKJNXF0cKRGQwjGU8Yl4RfkJERCRhUSAiIgkPHxGRwTA15ldeRThSICIiCcsmERkMYx2vaDZE/ISIiEjCkQIRGQzTKrx4rbbgSIGIiCQsCkREJOHhIyIyGKZGPHxUEY4UiIhIwpECERkMY44UKsSRAhERSVgUiIhIwsNHRGQweJ1CxVgUarCec77Rdwp6t+3jEfpOQa/kJcX6TkGvLOvV03cKtQ6LAhEZDN77qGL8hIiISMKiQEQGw9TYWKdFVytWrECzZs1gZmYGX19fpKamlhnbs2dPCIJQaunTp48UExYWVmp9UFDQC+27tnj4iIioEmzduhWRkZGIjo6Gr68vli5disDAQGRlZaFhw4al4nfs2IGCggLp9f3799G+fXsMHjxYLS4oKAjr16+XXsvl8qrbCXCkQERUKZYsWYKxY8ciPDwcHh4eiI6OhoWFBdatW6cxvl69enBwcJCWxMREWFhYlCoKcrlcLc7W1rZK94NFgYgMhtzYSKdFpVJBqVSqLSqVqlS/BQUFSEtLQ0BAgNQmk8kQEBCAlJQUrXJbu3YtQkJCUKdOHbX25ORkNGzYEK1atcL48eNx//79l/sQKsCiQERUhqioKFhbW6stUVFRpeLu3buH4uJi2Nvbq7Xb29tDoVBU+D6pqak4ffo0xowZo9YeFBSEjRs3IikpCQsWLMDBgwfRu3dvFBdX3anInFMgIoOh6ympk6dNQ2RkpFpbVRzTX7t2Ldq2bYtOnTqptYeEhEj/btu2Ldq1awc3NzckJyfD39+/0vMAOFIgIiqTXC6HlZWV2qKpKDRo0ABGRka4c+eOWvudO3fg4OBQ7nvk5+cjLi4Oo0ePrjAfV1dXNGjQABcvXtRtR3TAokBEBsPEyEinRVumpqbw9vZGUlKS1FZSUoKkpCT4+fmVu218fDxUKhXefffdCt/nzz//xP379+Ho6Kh1brpiUSAiqgSRkZFYvXo1YmJikJmZifHjxyM/Px/h4eEAgJEjR2LatGmltlu7di369++P+vXrq7Xn5eVh0qRJ+PXXX3H16lUkJSWhX79+aN68OQIDA6tsPzinQERUCYYOHYrs7GzMmjULCoUCnp6eSEhIkCafr1+/DplM/Xd4VlYWjhw5gp9//rlUf0ZGRjh16hRiYmKQm5sLJycnvPnmm5g3b16VXqsgiKIoVlnvVKV4QzzeEI83xNPthniLfkiqOOgvPu1bNZO5rzIePiIiIgkPHxGRwZC/wP2MDA1HCkREJGFRICIiCcdSRGQwjGX8HVwRfkJERCThSIGIDIapifZXKRsqjhSIiEjCkQIRGYwXecSmoXmhkcKBAwcQHByMRo0awdTUFLa2tmjVqhUGDx6Mb775Bg8fPqzsPF/a82edJicn6zuVUgRBQLNmzfSdBhGR7iOFuXPnYvbs2QCA1q1bw9fXFyYmJsjKysKOHTuwbds2+Pj4oHPnzpWeLBERVS2dikJaWhrmzJkDExMTfP/99+jfv7/aeoVCgU2bNsHGxqYSU6wcUVFRmDp1Kpo0aaLvVIhIT3hKasV0Kgo7duyAKIoYMmRIqYIAAA4ODvj0008rK7dK5ejoWKX3ICciqg10KpvZ2dkAADs7O623Ke94+YYNGyAIAubMmaPW3rNnTwiCgKtXryI2NhadO3eGpaUlbGxscPLkSQiCAF9f3zLfc/ny5RAEQe0xen+fUygsLESDBg1gZmaG3Nxcjf388ccfEAQBXl5epdYlJCSgT58+sLOzg1wuh6urKyIjI8t8qHZOTg4iIiLg5OQEMzMzeHh44OuvvwZvUktUfUyNjXRaDJFORcHZ2RkAsH37dty9e7dKEvqrqKgojBgxAqampnj77bfRpk0beHl5wd3dHampqbh06ZLG7TZv3gwA5T7JyMTEBIMHD4ZKpcL27dt16mfq1Kno3bs3fvnlF7Rq1Qp9+/aFsbEx/vOf/8DX17fUI/kePHiA1157DStWrIAoiujXrx8aNWqETz/9FB999JHWnwcRUVXTqSiEhobC3NwcN27cQPPmzREWFoY1a9YgPT0dxcWVf1/3jRs3Yv/+/Th06BC2bNmCI0eOSHkAQGxsbKltLl26hOPHj8Pd3V3jL/y/709Z/YiiiC1btkAmk6k9PDs+Ph4LFixAmzZtcObMGRw5cgTx8fHIysrCrFmzcOnSJfzrX/9S62v69OnIzMxEUFAQLl26hK1btyIxMRFHjx7Fhg0bdPpMiIiqkk5FwdXVFXv27IGzszMePXqEmJgYjB07Fl5eXmjQoAE++OAD3L59u9KSGz16NHr06FGqvbwv8+e/7p/HlKdr165o1qwZkpOTcevWLbV1hw8fxvXr19GrVy84OTlJ7fPnzwcAbNmyBc2bN5fanx8G8/T0xLZt23Dv3j0Azx7KHRMTA5lMhm+++QYWFhbSNp06dcKECRMqzJOIKoexTKbTYoh03mt/f39cvHgRO3bswPvvvw8vLy8YGxsjNzcXK1euhKenJ7Kysiolub59+2psd3FxQZcuXXDu3DmcPHlSbZ0uRUEQBAwfPhwlJSWIi4vT2M9fDx3dvXsXv//+O1q0aIE2bdpo7K9r164oLi5GWloagGdnbD158gQ+Pj5wc3Mrtc2wYcMqzBMAVCoVlEql2lJSVKjVtkRE2nqhUmhqaooBAwZg5cqVSEtLQ3Z2NlauXAlbW1vcvXsXERERlZJceaePPv/Sf/7lDQAnTpzA+fPn0aVLF7i4uGj1Hpr6KSgoQHx8PMzMzDBw4ECp/erVqwCACxcuQBAEjcuKFSsAQBopPB+BNG3aVOP7a3vRWlRUFKytrdWW60cStdqWiJ4xNTbWaTFElTI+srGxwfvvvy8dHz9w4AAeP35c4XYlJSXlrjczMytz3dChQ2FiYoK4uDipH11GCc95eHigQ4cOOHnypDTC+d///ocHDx7gnXfegZWVVal8HRwcMGrUqHKXsorAi5o2bRoePnyotjR57Y1KfQ8iejkrVqxAs2bNYGZmBl9fX6SmppYZ+/zsy78uf//OE0URs2bNgqOjI8zNzREQEIALFy5U6T5Uail8/fXXAQDFxcXIzc2FhYUFTExMkJeXpzH+xo0bL/xe9evXR2BgIPbu3Yvk5GT06NEDcXFxMDExwdChQ3XqKzQ0FOnp6di8eTPmzp1b5llHjRs3BgA0aNBA6wni59dGXLt2TeP6str/Ti6XQy6Xq7XJjE202paInqnK00y3bt2KyMhIREdHw9fXF0uXLkVgYCCysrLQsGFDjdtYWVmpHW4XBEFt/cKFC7Fs2TLExMTAxcUFM2fORGBgIM6ePVvuj+aXodNIoaJz6i9evAjg2eGlBg0aAHj2pXj//n2N5+//8ssvurx9KX+dcN6/fz8UCgUCAwNRv359nfoZNmwYZDIZtmzZAqVSiT179qBevXro3bu3Wlzjxo3h7u6Os2fP4vz581r17e3tDXNzc6SlpeHy5cul1v99LoOIaqYlS5Zg7NixCA8Ph4eHB6Kjo2FhYYF169aVuY0gCHBwcJAWe3t7aZ0oili6dClmzJiBfv36oV27dti4cSNu3bqFXbt2Vdl+6FQUZs6ciUmTJmm8PuDmzZt47733ADybIDY1NQUA6eyhzz//XC1+4cKF0immL6pfv36wtLTE9u3bpQ9el0NHzzk5OaFXr164ePEipkyZgqdPn2Lw4MEwMSn9S3zmzJkoKSlBcHAwMjIySq2/f/8+Vq9eLb2uW7cuRowYgeLiYnz44Yd48uSJtO7EiRP45ptvdM6XiKqHphM8VCpVqbiCggKkpaUhICBAapPJZAgICEBKSkqZ/efl5aFp06ZwdnZGv379cObMGWndlStXoFAo1Pq0traGr69vuX2+LJ2KQl5eHhYtWoTmzZujVatWGDBgAIYNG4Zu3brBxcUFqampaN68OZYuXSptM2XKFJibm2Pp0qXo0KEDBg0ahFatWmHOnDn44IMPXip5c3NzDBgwALm5uYiLi4OlpSX69ev3Qn09LybR0dEAyr7wbfjw4Zg+fTpOnz4Nb29veHt7Y8iQIRg8eDC8vLxgb2+PSZMmqW0TFRWFVq1a4ccff4SbmxtCQkIQGBgIPz8/jBw58oXyJSLdGRvJdFo0neARFRVVqt979+6huLhY7Zc+ANjb20OhUGjMpVWrVli3bh12796NTZs2oaSkBF26dMGff/4JANJ2uvRZGXQqCjNmzMB3332Hd999F3K5HIcPH8a2bdtw9uxZdOrUCQsXLkRGRgYaNWokbfOPf/wD+/fvR8+ePXH+/HkkJibCzc0NKSkp6Nix40vvwF9HBgMGDIC5ufkL9RMcHCwdo2vatCm6du1aZuz8+fNx8OBBBAcHQ6FQYNeuXThw4ACKi4sxfvx4/PDDD2rx9erVw9GjRzF+/HiIoohdu3bh+vXr+PLLL7F8+fIXypeIqp6mEzymTZtWKX0//1Ho6emJHj16YMeOHbCzs8OqVasqpf8XJYi8+U6N1XMODz1t+3iEvlPQK3lJ5d9JoCaxrFdPp/hfz5We1ytPZ3dXreIKCgpgYWGBbdu2qd0sdNSoUcjNzcXu3bu16mfw4MEwNjbGli1bcPnyZbi5uSE9PR2enp5STI8ePeDp6Ymvv/5al13RmmFeskdEVIlMTU3h7e2NpKQkqa2kpARJSUnw8/PTqo/i4mL88ccf0hmLLi4ucHBwUOtTqVTi+PHjWvf5Igzz6gwiokoWGRmJUaNGwcfHB506dcLSpUuRn5+P8PBwAMDIkSPRqFEjaU5i7ty56Ny5M5o3b47c3Fx89dVXuHbtGsaMGQPg2ZlJH3/8MT7//HO0aNFCOiXVyclJ46MLKguLAhEZDGOjqjs4MnToUGRnZ2PWrFlQKBTw9PREQkKCNFF8/fp1yP5yP6UHDx5g7NixUCgUsLW1hbe3N44dOwYPDw8pZvLkycjPz8e4ceOQm5uL1157DQkJCVV2jQLAOYUajXMKnFPgnIJucwonLlzVKd6nRTOd4msDjhSIyGCYGBnmg3N0wYlmIiKScKRARAajKucUagt+QkREJGFRICIiCQ8fEZHBkFfhrbNrC44UiIhIwpECERkMQ33Epi44UiAiIgnLJhEZDJ6SWjF+QkREJGFRICIiCQ8fEZHBMOUpqRXiSIGIiCQcKRCRwTCW8XdwRfgJERGRhEWBiIgkPHxERAbDSNB3Bq8+jhSIiEjCokBEVElWrFiBZs2awczMDL6+vkhNTS0zdvXq1ejWrRtsbW1ha2uLgICAUvFhYWEQBEFtCQoKqtJ94OGjGszQH1oPAIOWfqfvFPQqtk6xvlPQK8tJ/9J3CpKtW7ciMjIS0dHR8PX1xdKlSxEYGIisrCw0bNiwVHxycjKGDRuGLl26wMzMDAsWLMCbb76JM2fOoFGjRlJcUFAQ1q9fL72Wy+VVuh8cKRARVYIlS5Zg7NixCA8Ph4eHB6Kjo2FhYYF169ZpjN+8eTM++OADeHp6wt3dHWvWrEFJSQmSkpLU4uRyORwcHKTF1ta2SveDRYGIqAwqlQpKpVJtUalUpeIKCgqQlpaGgIAAqU0mkyEgIAApKSlavdfjx49RWFiIevXqqbUnJyejYcOGaNWqFcaPH4/79++/3E5VgEWBiKgMUVFRsLa2VluioqJKxd27dw/FxcWwt7dXa7e3t4dCodDqvaZMmQInJye1whIUFISNGzciKSkJCxYswMGDB9G7d28UF1fdYUPOKRARlWHatGmIjIxUa6uKY/pffvkl4uLikJycDDMzM6k9JCRE+nfbtm3Rrl07uLm5ITk5Gf7+/pWeB8CRAhFRmeRyOaysrNQWTUWhQYMGMDIywp07d9Ta79y5AwcHh3LfY9GiRfjyyy/x888/o127duXGurq6okGDBrh48aLuO6MlFgUiopdkamoKb29vtUni55PGfn5+ZW63cOFCzJs3DwkJCfDx8anwff7880/cv38fjo6OlZK3JiwKRESVIDIyEqtXr0ZMTAwyMzMxfvx45OfnIzw8HAAwcuRITJs2TYpfsGABZs6ciXXr1qFZs2ZQKBRQKBTIy8sDAOTl5WHSpEn49ddfcfXqVSQlJaFfv35o3rw5AgMDq2w/OKdARFQJhg4diuzsbMyaNQsKhQKenp5ISEiQJp+vX78O2V/u0rpy5UoUFBRg0KBBav3Mnj0bc+bMgZGREU6dOoWYmBjk5ubCyckJb775JubNm1el1yoIoiiKVdY7Val7uQ/1nYLe8eI1w754zUnHi9cePXqkU7ylpaVO8bUBDx8REZGERYGIiCQsCkREJGFRICIiCYsCERFJWBSIiEjCokBERBIWBSIikrAoEBGRhEWBiIgkLApERCRhUSAiIgmLAhERSQyuKAiCUO7Ss2dPfadIRKQ3Bvs8hVGjRmlsd3d3r+ZMiIheHQZbFDZs2KDvFIiIXjkGd/iIiIjKxqJQhsOHDyMiIgLt2rWDra0tzM3N4e7ujqlTpyI3N7dUfHJyMgRBQFhYGBQKBcaMGYPGjRvD2NgYS5culeJu3LiBiIgIuLm5wczMDPXq1cPbb7+NY8eOVd/OERGVgUWhDJMmTcLatWthbm4Of39/+Pv7Q6lUYsGCBXjttdekh2v/XXZ2Njp27Ih9+/bBz88PvXv3hoWFBQAgJSUF7du3x4oVK2BiYoI+ffqgTZs2+Omnn9C9e3ds3bq1OneRiCrZihUr0KxZM5iZmcHX1xepqanlxsfHx8Pd3R1mZmZo27YtfvzxR7X1oihi1qxZcHR0hLm5OQICAnDhwoWq3AUWhbLMnj0bCoUCx48fx7Zt27B3715cuXIF48aNw5kzZ7BkyRKN2/3444/o2LEjrly5gvj4eOzZswfjxo2DUqlEcHAwlEolNm3ahHPnzmH79u04dOgQUlJSYGVlhTFjxiA7O7ua95SIKsPWrVsRGRmJ2bNn4+TJk2jfvj0CAwNx9+5djfHHjh3DsGHDMHr0aKSnp6N///7o378/Tp8+LcUsXLgQy5YtQ3R0NI4fP446deogMDAQT58+rbL9MNiiUNYpqVevXgUA9O7dG9bW1mrbyOVyLF26FMbGxti9e7fGfuVyOZYvXw4zMzO19nXr1uH27dv4+OOPERoaqrbOx8cHM2fORF5eHjZt2lR5O0lE1WbJkiUYO3YswsPD4eHhgejoaFhYWGDdunUa47/++msEBQVh0qRJaN26NebNmwcvLy988803AJ6NEpYuXYoZM2agX79+aNeuHTZu3Ihbt25h165dVbYfBnv2UVmnpNatW1f6982bN7Fnzx6cO3cOSqUSJSUlAABTU9Myh3BeXl5o1KhRqfaff/4ZADBw4ECN23Xr1g0AyhxuqlQqqFSqUm1yuVxjPBG9PE1/d3K5vNTfXUFBAdLS0jBt2jSpTSaTISAgACkpKRr7TklJQWRkpFpbYGCg9IV/5coVKBQKBAQESOutra3h6+uLlJQUhISEvMyulclgi0JFp6QuWbIEU6dORWFhoU79NmnSRGP78xFI165dy93+3r17GtujoqLw2WefqbVNmjIFk6dO0xhPRC9P09/d7NmzMWfOHLW2e/fuobi4GPb29mrt9vb2OHfunMa+FQqFxniFQiGtf95WVkxVMNiiUJ5ff/0Vn3zyCaytrfH111+jZ8+ecHBwkH4dODk54fbt2xq3/ftho+eejzIGDRqEOnXqlPneZV08N23atFK/Kh49qbrjikSk+e+uto/OWRQ02LlzJwBg/vz5pQ4zPXny5IWqdOPGjZGVlYWpU6fC29tb5+01DllLRJ37ISLtafq706RBgwYwMjLCnTt31Nrv3LkDBwcHjds4ODiUG//8v3fu3IGjo6NajKenpy67oRODnWguz4MHDwA8+yL/u/j4eIii7l/Gb7zxBoD/KzhEVHuYmprC29sbSUlJUltJSQmSkpLg5+encRs/Pz+1eABITEyU4l1cXODg4KAWo1Qqcfz48TL7rAwsChq0bNkSALB27Vq1OYWzZ89iypQpL9Tne++9h4YNG2LhwoX473//Kx1Oeq6oqAg//fST2uloRFRzREZGYvXq1YiJiUFmZibGjx+P/Px8hIeHAwBGjhypNhH9r3/9CwkJCVi8eDHOnTuHOXPm4MSJE4iIiADw7AzJjz/+GJ9//jl++OEH/PHHHxg5ciScnJzQv3//KtsPHj7SIDw8HIsXL8aePXvQqlUrdOzYETk5OTh48CD69++P1NRUXLt2Tac+bWxssHv3brzzzjt477338Pnnn6NNmzawtbWFQqHAyZMnkZubi507d6JNmzZVtGdEVFWGDh2K7OxszJo1CwqFAp6enkhISJAmiq9fvw6Z7P9+h3fp0gWxsbGYMWMGpk+fjhYtWmDXrl1qf/+TJ09Gfn4+xo0bh9zcXLz22mtISEgoc+6yMgjiixwLqcEEQQCACg8B/fnnn5gyZQoOHjyI+/fvw8XFBaNGjcKnn34KNzc3XLt2Ta2P5ORk9OrVC6NGjSr3zCaFQoH//Oc/2LdvH65cuQIAcHR0RJs2bTBgwAAEBwernRZbnnu5D7WKq80GLf1O3ynoVWydYn2noFdOk/6lU/yjR490ire0tNQpvjYwuKJQm7AosCiwKLAoVDbOKRARkYRFgYiIJCwKREQkYVEgIiIJiwIREUlYFIiISMKiQEREEhYFIiKSsCgQEZGERYGIiCQsCkREJGFRICIiCYsCERFJWBSIiEjCokBERBIWBSIikrAoEBGRhEWBiIgkLApERNUsJycHoaGhsLKygo2NDUaPHo28vLxy4z/88EO0atUK5ubmaNKkCT766CM8fKj+SF5BEEotcXFxOuVm/EJ7RERELyw0NBS3b99GYmIiCgsLER4ejnHjxiE2NlZj/K1bt3Dr1i0sWrQIHh4euHbtGt5//33cunUL27ZtU4tdv349goKCpNc2NjY65caiQERUjTIzM5GQkIDffvsNPj4+AIDly5fjrbfewqJFi+Dk5FRqmzZt2mD79u3Sazc3N8yfPx/vvvsuioqKYGz8f1/lNjY2cHBweOH8ePiIiKgMKpUKSqVSbVGpVC/VZ0pKCmxsbKSCAAABAQGQyWQ4fvy41v08fPgQVlZWagUBACZMmIAGDRqgU6dOWLduHURR1Ck/FgUiojJERUXB2tpabYmKinqpPhUKBRo2bKjWZmxsjHr16kGhUGjVx7179zBv3jyMGzdOrX3u3Ln4/vvvkZiYiODgYHzwwQdYvny5Tvnx8BERURmmTZuGyMhItTa5XK4xdurUqViwYEG5/WVmZr50TkqlEn369IGHhwfmzJmjtm7mzJnSvzt06ID8/Hx89dVX+Oijj7Tun0WhBpOXFOs7Bb2LrWPYn8HwfCN9p6BXyVXcv1wuL7MI/N0nn3yCsLCwcmNcXV3h4OCAu3fvqrUXFRUhJyenwrmAR48eISgoCJaWlti5cydMTEzKjff19cW8efOgUqm03g8WBSKiSmBnZwc7O7sK4/z8/JCbm4u0tDR4e3sDAPbv34+SkhL4+vqWuZ1SqURgYCDkcjl++OEHmJmZVfheGRkZsLW11bogACwKRETVqnXr1ggKCsLYsWMRHR2NwsJCREREICQkRDrz6ObNm/D398fGjRvRqVMnKJVKvPnmm3j8+DE2bdokTXoDz4qRkZER9uzZgzt37qBz584wMzNDYmIivvjiC3z66ac65ceiQERUzTZv3oyIiAj4+/tDJpMhODgYy5Ytk9YXFhYiKysLjx8/BgCcPHlSOjOpefPman1duXIFzZo1g4mJCVasWIGJEydCFEU0b94cS5YswdixY3XKTRB1PV+JXhmPcnL0nYLePVr7nb5T0CuDn1OYE6FT/KO/XQFcEUtra53iawOekkpERBIWBSIiknBOgYgMR7Fhn8KsDY4UiIhIwpECERkMUVWg7xReeRwpEBGRhCMFIjIYYlGRvlN45XGkQEREEhYFIiKS8PARERkMTjRXjCMFIiKScKRARIajgCOFinCkQEREEhYFIiKS8PARERkMXqdQMY4UiIhIwpECERkMsaBQ3ym88jhSICIiyStdFARBUFtkMhlsbGzQrVs3rFmzBi/7JFFBENCsWbPKSZaIXn1FRbotBuiVLgrPjRo1CqNGjUJoaCg8PDxw9OhRjB07FsOHD9d3akREOsvJyUFoaCisrKxgY2OD0aNHIy8vr9xtevbsWeqH8vvvv68Wc/36dfTp0wcWFhZo2LAhJk2ahCIdi1uNmFPYsGGD2uvExES89dZbiIuLQ2hoKN5++239JEZE9AJCQ0Nx+/ZtJCYmorCwEOHh4Rg3bhxiY2PL3W7s2LGYO3eu9NrCwkL6d3FxMfr06QMHBwccO3YMt2/fxsiRI2FiYoIvvvhC69xqxEjh79544w2MGDECALBr1y79JkNENYaoKtBpqQqZmZlISEjAmjVr4Ovri9deew3Lly9HXFwcbt26Ve62FhYWcHBwkBYrKytp3c8//4yzZ89i06ZN8PT0RO/evTFv3jysWLECBTpcyV0jiwIAdOjQAQBw48YNtXZRFLFlyxa88cYbqF+/PszMzNCsWTMMGTIESUlJFfb7fPuQkBC0bNkSderUgaWlJTp16oRvv/0WJSUlGrfZvHkzXnvtNdjb28PMzAzOzs4ICAjAihUr1GILCgrw7bffomPHjqhfvz4sLCzQrFkzvP3224iLi3uJT4SIKptKpYJSqVRbVCrVS/WZkpICGxsb+Pj4SG0BAQGQyWQ4fvx4udtu3rwZDRo0QJs2bTBt2jQ8fvxYrd+2bdvC3t5eagsMDIRSqcSZM2e0zq9GHD7S5NGjRwAAuVwutRUXF2PYsGGIj4+HqakpunbtCnt7e9y4cQP79u1DQUEB/P39y+1XpVJh+PDhqF+/Pjw8PODl5YX79+/j2LFjmDBhAlJTU0sdzpo8eTIWLVoEuVyO7t27o0GDBlAoFDh16hQuXryICRMmSLGhoaHYtm0bLC0t0a1bN1hZWeHmzZs4cuQI8vLyEBISUnkfEhGp0fXitaioKHz22WdqbbNnz8acOXNeOAeFQoGGDRuqtRkbG6NevXpQKBRlbjd8+HA0bdoUTk5OOHXqFKZMmYKsrCzs2LFD6vevBQGA9Lq8fv+uRhYFURSxd+9eAEC7du2k9qioKMTHx8PDwwN79+6Fi4uLtO7hw4fIyMiosG9jY2Ps3LkTffr0gYmJidSenZ2Nt956CzExMfjnP/+J7t27AwCePn2K5cuXw9LSEr///rvaexYVFSElJUV6feXKFWzbtg1NmzZFWloa6tevL617+vQp0tPTdf8wiKjKTJs2DZGRkWptf/0h+ldTp07FggULyu0vMzPzhXMZN26c9O+2bdvC0dER/v7+uHTpEtzc3F6437+rUUWhuLgYly9fxhdffIGUlBTI5XKEh4cDeHZYZvHixQCAdevWqX05A4C1tTV69OhR4XsYGxujf//+pdrt7OwQFRWFN954A7t375aKwvPhZOvWrUu9p7GxMbp16ya9zs7OBvDs0NdfCwIAmJmZwc/Pr8L8iOjFiTreJVUul5dZBP7uk08+QVhYWLkxrq6ucHBwwN27d9Xai4qKkJOTAwcHB61z8/X1BQBcvHgRbm5ucHBwQGpqqlrMnTt3AECnfmtEURAEoVSbpaUlYmJipAp54sQJ5Obmon379tKH9TIyMjLw888/49q1a3j8+DFEUZQOWV24cEGKa9iwIRo3boyMjAxMnToV48aNg6urq8Y+3d3dUadOHezbtw9fffUVQkND4eTkpFU+KpWq1LHMApVK6/9hiahq2dnZwc7OrsI4Pz8/5ObmIi0tDd7e3gCA/fv3o6SkRKfvrudHPhwdHaV+58+fj7t370qHpxITE2FlZQUPDw+t+60RRWHUqFEAAJlMBisrK7Rt2xYDBw6Era2tFPN8wvllh1EFBQUICwvDli1byox5Xhyei4mJQUhICBYsWIAFCxagadOm6NGjB0JCQtC7d28pzsrKCqtXr8a4ceMwefJkTJ48GS1btkSvXr0wYsQIdO3atcz31HRsc+rkyZg+ZcoL7ikR6UPr1q0RFBSEsWPHIjo6GoWFhYiIiEBISIj0I/HmzZvw9/fHxo0b0alTJ1y6dAmxsbF46623UL9+fZw6dQoTJ05E9+7dpUPob775Jjw8PDBixAgsXLgQCoUCM2bMwIQJE3T68VgjisLfJ3ar0pIlS7Blyxa0bdsWCxcuhJeXF2xtbWFiYoLz58+jVatWpa6kfv3113Hx4kXs3bsXCQkJSE5OxsaNG7Fx40YEBwdj27ZtUuywYcMQEBCA3bt34+eff8bBgwexatUqrFq1CpGRkdIhsL/TdGyzID+/8j8AotrsFXkc5+bNmxEREQF/f3/IZDIEBwdj2bJl0vrCwkJkZWVJZxeZmpril19+wdKlS5Gfnw9nZ2cEBwdjxowZ0jZGRkbYu3cvxo8fDz8/P9SpUwejRo1Su65BG4L4sveKqELPDxtpk+KxY8fQtWtXtG/fXqsJ5ef9N23aFFevXpXafH19kZqaitOnT+Mf//iHWnxCQgJ69+6NHj16IDk5udy+f/31VwwePBh//vkn9u3bh7feektjnCiK+OmnnzB06FAolUqN71uWRzk5WsXVZo/WfqfvFPRqeL6RvlPQq+Q5ETrFZ+/ap1O8Xf8+OsXXBjX2OoW/8/b2ho2NDX7//fdSky26ePDgAQCgcePGpdZ9//33WvfTuXNn6QK706dPlxknCAKCgoLQp8+z//l0OZ+YiHQjFhXptBiiWlMU5HI5Jk6cCAAYPXo0rl27prb+4cOHOHjwYIX9tGzZEgAQHR2t1r5t2zZs3LixVPz169exYcMGtYtIgGenmB44cAAA4OzsDABIT0/Hjh07Sl1dmJOTI1208jyWiEgfasScgramT5+O9PR07Nq1Cy1btkS3bt3QsGFD3LhxAydPnsQbb7xR4WmpkydPRkJCAqZOnYr4+Hi0bNkSFy5cwIkTJ/Dpp59i0aJFavE5OTkIDw/HhAkT4OPjg8aNGyM/Px/Hjh1DdnY2fHx8MHDgQADAtWvXEBwcDGtra/j4+MDBwQG5ubk4dOgQHj16hHfeeYenpRKRXtWqomBsbIzt27fju+++w7p163DixAk8ffoUjo6OePvttzF+/PgK++jevTuOHDmCf//730hPT8f58+fRtm1bbN++HV5eXqWKgpubGxYvXoykpCScPXsWqampqFOnDlxcXDB9+nSMGzdOmvnv3LkzPv/8c+zfvx9ZWVk4fPgwbG1t0a5dO4wePRrvvvtulXwuRPSMrtcpGKJXeqKZyseJZk40c6JZt4nmO7HxOsXbDx+sU3xtUKtGCkRE5TLQyWNd1JqJZiIienkcKRCRweCcQsU4UiAiIgmLAhERSXj4iIgMRlU9YrM24UiBiIgkHCkQkcEw1PsZ6YIjBSIikrAoEBGRhIePiMhw8DqFCnGkQEREEo4UiMhgiIWcaK4IRwpERCRhUSAigyEWFuq0VJWcnByEhobCysoKNjY2GD16NPLy8sqMv3r1KgRB0LjEx//f7cA1rY+Li9MpNx4+IiKqZqGhobh9+zYSExNRWFiI8PBwjBs3DrGxsRrjnZ2dcfv2bbW2//73v/jqq6/Qu3dvtfb169cjKChIem1jY6NTbiwKRETVKDMzEwkJCfjtt9/g4+MDAFi+fDneeustLFq0CE5OTqW2MTIygoODg1rbzp07MWTIENStW1et3cbGplSsLnj4iIgMR2GRTotKpYJSqVRbVCrVS6WQkpICGxsbqSAAQEBAAGQyGY4fP65VH2lpacjIyMDo0aNLrZswYQIaNGiATp06Yd26ddD14ZosCkREZYiKioK1tbXaEhUV9VJ9KhQKNGzYUK3N2NgY9erVg0Kh0KqPtWvXonXr1ujSpYta+9y5c/H9998jMTERwcHB+OCDD7B8+XKd8uPhIyIyGLo+ZGfazH8jMjJSrU0ul2uMnTp1KhYsWFBuf5mZmTq9vyZPnjxBbGwsZs6cWWrdX9s6dOiA/Px8fPXVV/joo4+07p9FgYioDHK5vMwi8HeffPIJwsLCyo1xdXWFg4MD7t69q9ZeVFSEnJwcreYCtm3bhsePH2PkyJEVxvr6+mLevHlQqVRa7weLAhFRJbCzs4OdnV2FcX5+fsjNzUVaWhq8vb0BAPv370dJSQl8fX0r3H7t2rXo27evVu+VkZEBW1tbrQsCwKJARAbkVXhGc+vWrREUFISxY8ciOjoahYWFiIiIQEhIiHTm0c2bN+Hv74+NGzeiU6dO0rYXL17EoUOH8OOPP5bqd8+ePbhz5w46d+4MMzMzJCYm4osvvsCnn36qU34sCkRE1Wzz5s2IiIiAv78/ZDIZgoODsWzZMml9YWEhsrKy8PjxY7Xt1q1bh8aNG+PNN98s1aeJiQlWrFiBiRMnQhRFNG/eHEuWLMHYsWN1yk0QdT1fiV4Zj3Jy9J2C3j1a+52+U9Cr4flG+k5Br5LnROgUf22Cbr+am65YpFN8bcCRQg1mWa+eXt9fpVIhKioK06ZN0+mYZWWynPQvvbwv8Grsf7Je3vWZV2H/qfJxpEAvTKlUwtraGg8fPoSVlZW+06l23P+at/9Xx2p/aiYANFu9rOKgWoYXrxERkYRFgYiIJJxTICLDUcSH7FSEIwV6YXK5HLNnzzbYSUbuv2Hvf23FiWYiMhhXQnU7Z99l8+oqyuTVxZECERFJOKdARAZDVOn/NhevOo4UiIhIwqJAREQSHj4iIsPBU1IrxJECERFJOFIgopeWmZmJM2fOwNnZWasHxejLq/A8hVcdiwJp5Orq+sLbCoKAS5cuVWI2r5b79+9j06ZNSE1Nxb179+Dv74/JkycDAM6cOYNLly4hICAAFhYWes60cm3duhWrVq1CVFSU2hf/pEmTsGTJEul13759sW3bNhgZGfZtvWsqFgXS6OrVqzpvIwgCavu1kPHx8RgzZgzy8vIgiiIEQUCjRo2k9Tdv3sSAAQMQExODd999V4+ZVr5NmzYhIyMDHTp0kNqOHTuGxYsXw8rKCn369MGvv/6KH374AZs3b9bqGcL06uGcAmlUUlJSaomIiEDdunUxZcoUZGRkIDc3F7m5ufj9998xdepU1K1bFxERESgpKdF3+lUiJSUFw4cPh7GxMRYvXozU1NRSRdDf3x/W1tbYsWOHnrKsOqdPn0a7du1gamoqtX333XcQBAHff/89Nm/ejN9++w1169bFmjVr9Jhp2cSiIp0WQ8SRAmll2bJlWLVqFY4ePQofHx+1dW3btkXbtm0xcOBAdOnSBa6urvj444/1k2gV+uKLLyCTyZCYmAgvLy+NMUZGRvDy8sLp06erObuqd/fuXXTp0kWt7cCBA2jYsKH0eMh69eqhe/fuSEtL00eKVAk4UiCtrFq1Cj179ixVEP7Kx8cHr7/+Olavrp33izl27Bj8/PzKLAjPOTg44Pbt29WUVfUxNzeHUqmUXt++fRvnz59Hjx491OJsbGzw4MGD6k5PK6KqQKfFELEokFYuX76Melo8/tPW1hZXrlyphoyq3+PHj2FnZ1dh3Kv6hfiyXF1dcfjwYeTm5gJ49vB5QRBKPUReoVCgYcOGesiw5pg/fz66dOkCCwsL2NjYaLWNKIqYNWsWHB0dYW5ujoCAAFy4cEEtJicnB6GhobCysoKNjQ1Gjx6NvLw8nXJjUSCt1KtXD4cOHcLTp0/LjHn69CkOHToEW1vbasys+jRq1AhnzpwpN0YURZw+fRouLi7VlFX1CQsLg1KphLe3N4KDgzFjxgzUrVsX/fr1k2IKCwtx4sQJtGzZUo+ZlqO4SLelihQUFGDw4MEYP3681tssXLgQy5YtQ3R0NI4fP446deogMDBQ7W8yNDQUZ86cQWJiIvbu3YtDhw5h3LhxOuXGokBaGTBgAG7fvo1BgwZpPDPp6tWrGDx4MBQKBQYMGFD9CVaDoKAgZGVlIS4ursyYNWvW4MaNG+jTp081ZlY9xo4di+DgYFy5cgU7d+6EiYkJVq1ahfr160sxe/fuxcOHD/H666/rMdNX32effYaJEyeibdu2WsWLooilS5dixowZ6NevH9q1a4eNGzfi1q1b2LVrF4Bn14okJCRgzZo18PX1xWuvvYbly5cjLi4Ot27d0jo3TjSTVubNm4f9+/fjxx9/RIsWLeDj44OmTZsCAK5du4a0tDQUFRXB3d0d8+bN03O2VWPq1KmIjY3FyJEjkZ6eLhW//Px8pKenY+fOnVi4cCHs7OwwceJEPWdb+UxMTBAfH4+rV68iOzsb7u7usLS0VItxcXHBzp070blzZz1lWblUKhVUKpVam1wur/YHC125cgUKhQIBAQFSm7W1NXx9fZGSkoKQkBCkpKTAxsZGbd4vICAAMpkMx48f1/7HmkikpQcPHojvv/++aGFhIQqCoLZYWFiI7733npiTk6PvNKvUsWPHREdHR1EQBFEmk6ktgiCI9vb24q+//qrvNKmSzJ49WwSgtsyePbvS+l+/fr1obW1dYdzRo0dFAOKtW7fU2gcPHiwOGTJEFEVRnD9/vtiyZctS29rZ2Ynffvut1jlxpEBas7GxwcqVK7F48WKkpaVJQ1JHR0d4e3ujTp06es6w6vn5+SErKwtr165FYmIirl69ipKSEjRu3BhvvPEG3nvvPVhbW+s7zWqXkJCA06dPw9nZGQMHDoSJiYm+U6oU06ZNQ2RkpFpbWaOEqVOnYsGCBeX2l5mZCXd390rLryqwKJDOLCws0K1bN32nUe2WLVsGCwsLjBkzBh9//HGtvBajPN9++y0WLVqE7777Dl27dpXahwwZgu3bt0uvO3bsiOTkZJiZmekjzUqly6GiTz75BGFhYeXGvOjtYxwcHAAAd+7cgaOjo9R+584deHp6SjF3795V266oqAg5OTnS9lrRekxB9P/dv39f/Pnnn8XY2Fjx6NGj+k6n2hgbG4t9+/bVdxp6ExAQINrb24vFxcVS2//+9z9REATR2dlZnD59uti5c2dRJpOJy5Yt02OmNYe2h49KSkpEBwcHcdGiRVLbw4cPRblcLm7ZskUURVE8e/asCEA8ceKEFPPTTz+JgiCIN2/e1DonFgXS2t27d8Vhw4aJJiYm0nH08PBwaf3q1atFW1tb8fDhw3rMsuo0btxYOn5riJydnUV/f3+1tlGjRokymUw8fvy4KIqi+OTJE7Fhw4Zip06d9JFijXHt2jUxPT1d/Oyzz8S6deuK6enpYnp6uvjo0SMpplWrVuKOHTuk119++aVoY2Mj7t69Wzx16pTYr18/0cXFRXzy5IkUExQUJHbo0EE8fvy4eOTIEbFFixbisGHDdMqNRYG0cv/+fbF58+aiIAhihw4dxIiICFEQBLWicP/+fdHY2Fj817/+pb9Eq9Do0aNFJycnUaVS6TsVvTAzMxNDQ0PV2po1ayY2bdpUra1///6inZ1dNWZW84waNarUBDYA8cCBA1IMAHH9+vXS65KSEnHmzJmivb29KJfLRX9/fzErK0ut3/v374vDhg0T69atK1pZWYnh4eFqhUYbLAqklcjISFEQBLUzL/5eFERRFL28vERPT89qzq56KBQK0dnZWRw0aFCps0AMgb29vRgYGCi9vnz5sigIgjhq1Ci1uNDQUNHCwqKas6PKwolm0squXbvQsmVLzJkzp9w4Nzc3JCcnV0tO1W3atGlo3749duzYgX379sHLywtNmjTROKEqCALWrl2rhyyrTvPmzXHo0CFcv34dTZo0wX//+18IgoCgoCC1uD///FO3iU16pbAokFZu3rypdjuDsgiCoHbTtNpkw4YN0r+fPn2KY8eO4dixYxpja2NRGD9+PEaMGIF27drBzc0NGRkZsLOzw9tvvy3FPHnyBCdOnECvXr30mCm9DBYF0oqVlZVWd/68dOmSVjeNq4kOHDig7xT0KjQ0FBkZGfjmm2+Qnp6Oxo0bIyYmBnXr1pVivv/+ezx+/Bj+/v56zJRehiCKtfxRWVQp+vTpg/379+Ps2bPSzd5kMhnCwsKwbt06AMDvv/8Ob29vDBo0qNz7A1HNplKpoFQqNRb/GzduICcnB25ubmrFgmoO3hCPtPLhhx9CpVJhwIAByMzMLLX+4sWLGDFiBERRREREhB4ypOoil8vLHA06Ozujffv2LAg1GEcKpLWpU6di4cKFEAQBLVq0wIULF+Dg4IAGDRrg7NmzKC4uxr///e9ae0M8IkPAokA6iY+Px/z583Hq1Cm1dnd3d8ycORPDhg3TU2bV4/Hjx1iyZAl2796NCxcu4NGjRxrjBEFAUS19xu+RI0fU9l/TV4ggCEhKStJDdvSyWBTohWRnZ6vdDK5Ro0b6TqnKPXz4EN26dcOZM2dgZGQEU1NTPH78GI6OjlAoFNKX4/Nbite2J9CJoojRo0cjJiZG2ldBENSKwvPXgiCguLhYX6nSS+CcAr0QOzs7dOzYEb6+vgZREADgyy+/xOnTpzFu3DgolUoMGjQIgiDg5s2byM/Px4YNG+Dg4ABfX19cvnxZ3+lWuujoaGzYsAHe3t5ITEzEwIEDAQBZWVn43//+h7CwMMhkMkyaNKlW7r/B0MMFc1QDeXt7i0uXLhVv376t71T0xt3dXWzUqJFYUFAgiqIohoWFiTKZTC3mzJkzoqmpqfjVV1/pI8Uq1alTJ7Fu3brivXv3RFHUvP/x8fGiTCYTd+3apY8UqRJwpEBaOXnyJCIjI+Hs7IzAwEB89913Oj8QvKa7du0avLy8pGcFyGTP/nwKCwulGA8PD/To0UPtQrfaIjMzE126dJEevykIAgCoHSYaNGgQvL29sWjRIr3kSC+PRYG0curUKUyaNAmNGjVCYmIiwsLCYG9vj2HDhmHfvn0GcfzYzMxM7ZYWVlZWAACFQqEWV69evVo3nwAAJSUlas9jtrCwAAA8ePBALa5Fixb4448/qjU3qjwsCqSVNm3a4Msvv8TVq1dx8OBBjBkzBmZmZti6dSv69u0LBwcHTJgwoczbPtQGzs7OuHHjhvT6+RO0Dh48KLUVFRXht99+U/vyrC0aNWqk9gD45xPq6enpanHnz5+HsTFvllBj6fv4FdVcBQUF4q5du8TBgweL5ubm0nOLXV1d9Z1alZgwYYJoYWEhKpVKURRF8ebNm6Kpqaloa2srrly5Uvzhhx/Efv36iTKZTHz33Xf1nG3lCwkJEe3s7MSioiJRFEUxIyNDFARB9PT0FDMzM0WlUikuXLhQFARBDAgI0HO29KJYFKhSKJVKcfz48VJhqI0OHz4sdu7cWUxISJDaFi9eLO2zTCYTBUEQHR0ddXrSVU0RGxsrCoIg7t69W2obNmyY2v7LZDLRxMREeugO1Ty8ToFeyoULF7B582Zs2bIFFy9ehCiKMDc3R35+vr5TqzbHjx/Hzp078eDBA7Rs2RLh4eGoV6+evtOqEiqVCsbGxjAyMgLwbJJ98eLF2LVrl7T/kydPNshneNcWLAqkM4VCgbi4OGzevBknT56EKIqQyWTo1asXQkNDERwcDEtLS32n+dJef/11BAUFYfLkyaXWXb9+HXXr1q21X/5kuDgbRFpRKpXYvn07YmNjkZycjJKSEoiiiA4dOiA0NBTDhg2Do6OjvtOsVMnJyWjWrJnGdS4uLggLC6t1z0wgYlEgrTg4OEClUkEURTRr1gzDhw9HaGgoWrdure/U9EJ8Nh+n7zSIKh2LAmnFwsICYWFhCA0NRdeuXfWdDlUDV1fXF95WEARcunSpErOh6sKiQFpRKBQ899zAXL16Vd8pkB7wr5y0woJgeEpKSvSdAukB/9JJo0OHDgEAOnXqBDMzM+m1trp3714VaRFRFeMpqaSRTCaDIAjIzMxEy5Ytpdfaqg33QtJ1n/+qNj9kh2o3jhRIo5EjR0IQBFhbW6u9NjQv+pupNv7W2r9/P7755htMnDixzIvTDh06hKVLl+Ljjz/maLGG4kiBiLQydOhQ/Pjjj7h161aZFycqlUo4OTmhb9++iI2NreYMqTLwLqlEpJXU1FR06NCh3KvVrays4OXlhePHj1djZlSZWBRIK59++il+//13fadBeqRQKODs7FxhnLOzM27fvl0NGVFVYFEgrSxZsgReXl5o06YNoqKicO3aNX2nRNWsTp06uHPnToVxd+/eVXsYEdUsLAqkla+//hodO3bE2bNn8e9//xuurq7o3r07Vq1aVerJW1Q7dejQAUePHsX169fLjLl+/ToOHz6M9u3bV2NmVJlYFEgrH374IX799VdcvHgRc+bMQfPmzXHkyBF88MEHcHR0RP/+/REfHw+VSqXvVKmK/POf/4RKpcLbb7+NEydOlFp/4sQJvPPOOygsLMQ///lPPWRIlYFnH9ELS0tLw6ZNm7B161YoFAoIggBLS0sMHDgQ69at03d6VAWGDBmCbdu2QRAEtG/fHm5ubgCAS5cu4ffff4coihgwYAC2b9+u50zpRbEo0EsrKSnB/v37sW7dOsTFxUEQhFpx8RqVVlJSgi+++AJLlixBbm6u2jobGxtMnDgR06dPlx7CQzUPiwK9tOTkZMTGxmL79u148OABi4IBKCwsxIkTJ3Djxg0Az8448vb2hqmpqZ4zo5fFokAvJCMjA5s3b0ZcXBxu3boFURRhaWmJAQMGIDQ0FG+88Ya+UySiF8CiQFq7cuUKYmNjERsbi3PnzkEURZiYmCAwMBChoaHo168fT0WshX788Ufs2rULN27cgFwuR7t27RAeHg4XFxd9p0ZVgEWBtOLn54fU1FTpnj5dunRBaGgohg4dyucU12KhoaGIi4sD8H/3cxIEAXK5HHFxcejbt68+06MqwKJAWpHJZHB3d0doaChCQ0PLfHYx1R5r167F2LFjYWxsjBEjRqBDhw549OgR9u7di5SUFFhZWeHatWvSTROpdmBRIK2kp6ejQ4cO+k6DqlH37t1x7Ngx/PTTT/D391dbFx4ejo0bN2LNmjUIDw/XU4ZUFXjxGmnF398fPXr00HcaVI3++OMPdO7cuVRBAIDp06dDFEX88ccfesiMqhKLAmmlqKgIjRs31ncaVI2USqV0cdrfPW9XKpXVmRJVAxYF0so//vEP3Lx5U99pUDUSRbHMi9BksmdfHXyOc+3DokBa+fDDD3HkyBEcOXJE36kQURXiRDNp5fr16/jiiy/w3XffYcyYMXjnnXfQpEmTMq9LaNKkSTVnSJWNz6g2TCwKpJXnXxCiKFb4RcEvhNrh+SGiF8VDSzWTsb4ToJqhe/fuL/yrkWomfqkbJo4UiIhIwolmIiKSsCgQEZGEcwqklblz52odKwgCZs6cWYXZEFFV4ZwCaeWvZx9p8nwS+vnZSXzIDlHNxJECaWX9+vUa20tKSnDjxg0kJibi6NGjmDBhAnx8fKo5OyKqLBwpUKVZuHAh5s6di5SUFLRt21bf6RDRC2BRoErl7u6OFi1aYM+ePfpOhYheAM8+okrVtm1b3h+JqAZjUaBKdenSJd7igqgGY1GgSvHgwQN88sknyMjIQKdOnfSdDhG9IM4pkFZcXV3LXJeXl4f79+9DFEWYm5vjwIEDLAxENRSLAmmlvDtmmpiYwNHRET169MCUKVPg4eFRjZkRUWViUSAiIgnnFOilPH36FAqFgpPLRLUEiwJp9OjRI6SmpuL8+fMa11+4cAGBgYGwsrJCo0aNYGlpiZCQENy+fbuaMyWiysSiQBpt3LgRfn5+2Lt3b6l1CoUC3bp1wy+//IKioiKIogiVSoX4+Hj06tULT5480UPGRFQZWBRIo4MHD0Imk+Hdd98ttW7evHm4e/cubG1tsXv3bjx69AgnT56Ej48PLly4gJUrV+ohYyKqDJxoJo3c3d1hYWGBkydPqrWXlJSgQYMGePjwIVauXIlx48ZJ627evAlXV1f4+vri0KFD1Z0yEVUCjhRIo7t376JVq1al2k+dOoXc3FwYGxsjJCREbV2jRo3g6+uLzMzM6kqTiCoZiwJplJ+fj8LCwlLtaWlpAIB27drBysqq1PrGjRtDqVRWeX5EVDVYFEgjOzs7nDt3rlT7kSNHIAhCmVcsP336FNbW1lWdHhFVERYF0uj5YaC/3gI7OzsbO3bsAAC8+eabGrc7e/YsnJycqiVHIqp8nGgmjQ4cOAB/f3+YmppiyJAhsLOzw/bt23H9+nU0adIEFy9ehLGx+oP7Ll++jObNm2PEiBGIiYnRU+ZE9DL4OE7SqFevXpgzZw4+++wzbNq0SXo+s7m5OdavX1+qIABAdHQ0ACAwMLC60yWiSsKRApXr5MmT2LFjB7Kzs+Hs7IzQ0FC4uLhojJ05cyby8vIwc+ZM1KtXr5ozJaLKwKJAREQSTjQTEZGERYGIiCQsCkREJGFRICIiCYsCERFJWBSIiEjCokBERBIWBSIikvw/gvWw/KwgTZYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "### Kendall Correlation" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "## Pairplot" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "## Contingency table" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAE6CAYAAADEG1J/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB5bElEQVR4nO3dd1hT1xsH8O8NJGHvPWQPEQFBcS+s27pqtWrdtbV2V621S6tWbWu1/WlbR7WuVluttu69cE8QEJAlyN57JCHn90ckmgYUJXCBvp/n4Wm599x732PCzZuzLscYYyCEEEII4YmA7wAIIYQQ8t9GyQghhBBCeEXJCCGEEEJ4RckIIYQQQnhFyQghhBBCeEXJCCGEEEJ4RckIIYQQQnhFyQghhBBCeEXJCCGEEEJ4RckIIYR3Z86cwUsvvQR7e3uIRCKYmprCy8sLL7/8MtauXYuioiJl2T59+oDjONy/f1/lHBzHwdnZ+ZmvnZGRgblz56Jdu3bQ09ODrq4unJyc0Lt3b3z22WcICwtrWOUIIU+lzXcAhJD/tsWLF2PhwoUAgLZt26Jz584QCoWIjY3F3r17sWfPHnTs2BFdunTR+LXDwsLQr18/5Ofnw8zMDD179oS5uTmysrJw/fp1nD9/Hrm5uVi3bp3Gr00IeYSSEUIIb27evIlFixZBKBTizz//xMiRI1X2Z2ZmYseOHTAxMVFu27ZtG8rLy2Fvb9/g60+ePBn5+fmYMmUKfvzxR+jr6yv3SSQSHD16FHl5eQ2+DiHkyTh6UB4hhC+ffvopli1bhokTJ2LHjh0NOhfHcXByclLrvqlLXFwcPD09oa2tjeLiYujq6jbo+oSQ50djRgghvMnJyQEAWFpa1vuYusaM1JBIJFi4cCHc3Nygo6MDV1dXfPHFF6isrKz12oaGhs+UiCxatAgcx2HLli24evUqBg4cCBMTExgZGaF///64cuVKvc9FCFGgZIQQwhtHR0cAwF9//YXs7OwGn48xhpdeegnffvstfHx8MHToUOTn52PJkiUYNmwYqqurlWUdHBwAAAUFBdi5c+czX+vSpUvo1asXUlNTMXjwYHh5eeHkyZPo3bs3jh8/3uC6EPJfQskIIYQ3EydOhK6uLh48eAB3d3dMnToVv/zyC27fvq2SONRXSkoKwsLCEBkZiQMHDuCvv/5CXFwcfH19cerUKaxZs0ZZtk2bNhg4cCAAYMKECejbty9WrFiBkydPqszeqcvGjRsxb948REZGYufOnbh+/Tp++uknSCQSTJ06FRUVFc8cPyH/WYwQQnh08uRJ5ujoyACo/JiYmLA333yTpaenq5Tv3bs3A8CSkpJUttcct2HDBrVrHDlyhAFgbm5uKttzc3PZsGHD1K6tpaXF+vbty06cOKF2roULFzIAzMnJiUmlUrX9nTt3ZgDY9u3bn+Nfg5D/JmoZIYTwql+/foiPj8fevXsxa9YsBAYGQltbG4WFhfj5558REBCA2NjYep/vlVdeUds2aNAgmJqaIiEhARkZGcrt5ubmOHDgAMLCwrBo0SL0798fpqamqK6uxpkzZ9C/f3+sWrWq1uu89NJL0NZWn5A4fvx4AEBoaGi9Yybkv46SEUII70QiEUaNGoWff/4ZN2/eRE5ODn7++WeYmpoiOzsbb7/9dr3OY2pqCkNDw1r3OTk5AQDS09PV9vn7+2PhwoU4fvw4cnJycO7cOXTr1g0AMH/+fCQnJ9d5vn+rWXittusQQmpHyQghpNkxMTHBrFmzsGXLFgCKFVrLy8ub5NpaWlro1asXTpw4AQcHB8hkMhw7dqxJrk3IfxUlI4SQZiskJAQAUF1djcLCwqeWLygoQElJSa37UlJSAAB2dnb1uraenh46d+4MAMjNzVXbX1tryePb63sdQgglI4QQHrGnrLkYHx8PQNGNY2FhUa9z/vnnn2rbjh8/jvz8fLi6usLW1rZe1378+rWt9rp3795aZ/zs2rULANCjR496xUsIoWSEEMKjzz//HPPmzUNCQoLavrS0NLzxxhsAgOHDh0MkEtXrnF9++aXKgmi5ubmYN28eAOCtt95Sbr9z5w4GDBiAY8eOQS6Xq5xDKpXiyy+/RHh4OPT09DB48GC169y/fx9ffvmlyrYNGzbg8uXLsLa2xksvvVSveAkh9GwaQgiPSktL8cMPP2DlypXw9PSEj48PdHR0kJqaiqtXr0IqlcLd3R3ff/99vc7Xpk0b+Pn5oV27dujXrx+EQiFOnz6NwsJC9O3bF++++66yLGMMJ06cwIkTJ2BmZobAwEBYWVkhPz8fYWFhyMzMhLa2NjZs2AArKyu1a82cORMrVqzA3r174efnh/j4eFy/fh1CoRBbtmyBnp6epv6ZCGn1KBkhhPDms88+Q8eOHXHs2DGEh4cjNDQURUVFMDIyQnBwMEaMGIHZs2erPMDuSTiOw549e7B48WL8/vvvSE9Ph62tLd566y18+umnKlNxfX19cfr0aRw7dgyhoaGIjY3F+fPnoa2tDScnJ4wYMQLvvPMO2rVrV+u1unXrhmnTpuHzzz/HwYMHwRhDv379sHjxYuVMHEJI/dCD8ggh5BksWrQIX375JX799VdMnTqV73AIaRVozAghhBBCeEXJCCGEEEJ4RckIIYQQQnhFY0YIIYQQwitqGSGEEEIIrygZIYQQQshTyWSyRjs3JSOEEEIIqdPdu3dhZ2eH+fPnN9o1KBkhhBBCSJ3EYjEyMzPx66+/IjY2tlGuQckIIYQQQmpVXV0NNzc3fPLJJygsLMRXX33VKNeh2TSEEEIIqZVcLodAIIBMJoOdnR1yc3Nx9OhRDBgwQKPXoZYRQgghhNSqJhHR1tbGypUrAQBLlizR/HU0fkZCCCGEtBo1D5icPHkyOnXqhIsXL2L9+vUavQZ10xBCCCEE1dXV0NLSqnVfTevI5cuX0b17dzg5OeH69euwsLDQyLWpZYQQQgj5D5PL5ZDL5cpEJDw8HLdv31aZOaOtrQ25XI6uXbtiwoQJSE5OxjfffKOxGKhlhBBCCPmPYoyB4zgAivVE5s2bh9DQUMjlcpSXl+P111/H7Nmz4efnh8rKSujo6CAzMxP29vYQiUS4cuUK/P39GxwHtYwQQgghrdTT2hs4joNUKsU333yDrl27IjQ0FIGBgZgyZQpCQkKwYcMGzJgxA3K5HDo6OpDJZLCxscGiRYtQVVWFpUuXaiROahkhhBBC/gPkcjkYYyrjQmQyGTZv3ox58+bBz88Pb7/9Nl5++WUIBIq2igEDBuDkyZP45JNPsHTpUpVxJW3atEFqair27duHESNGNCg2ahkhhBBCWqn9+/dj8eLFAKAyLqSwsBAAkJWVhd9++w3+/v7Yvn07xo0bB4FAgKioKPzvf/9DXFwcAGDlypW4ffs2tLS0IJVKAQCrVq0CACxdurTBz62hlhFCCCGkFaqoqIC+vj4A4MaNGwgMDERMTAzmzp0LkUiEvXv3AgB2796NXr16wdraGqWlpTh06BDWr1+Ps2fPwtnZGd27d8dvv/2Gl19+Gbt27QIA5TiTkJAQnD17Ft988w3mzp373LFSywghhBDSyshkMujq6mLNmjUAgI8//hhz5syBj48Pzpw5A3d3d2RnZwMARo0aBWtrawDAgQMH8OGHH+LixYtYtGgREhMTsX37dhgbG2P37t04dOiQcpwJ8Kh1ZM2aNSgrK3vueKllhBBCCGllHp8lY2Njg5ycHDDG8NJLL2Hs2LEYPnw4xGKxyjFXrlxBSEgIPDw8sHnzZgQFBSn3TZs2DVu3bkXHjh1x+vRpGBgYKMePbN++HUOGDIG5uflzx0stI4QQQkgrw3EcSkpKMHfuXGRnZ4MxBmtra6xYsQIvv/wyxGKx2kybI0eOoLKyEq+//jqCgoIgkUggk8nAGENKSgpMTU1x48YN/O9//1M5btKkSQ1KRABKRgghhJAWpaSkBIBiQGqN6upqtXL6+vro3bs3Vq1ahV69eiErKwu7d+8GoOjGqWk5qUlKioqKAACmpqYAAJFIBG1tbWRnZyM1NRWDBw8GAPzxxx8oLy+vc7XW50HJCCGEaBD1fLdcLeG1+/TTT+Hm5ob4+HjlQ+wAqMySkclkyqfthoSE4P3338cff/wBAFixYgXi4uKgra2tTGBqkpL27dtDLBbj0KFDiImJAQCcOHEC48ePR3V1NTZt2oSTJ08iPDwcenp6Gq0XJSP/ES3hj4yQ1qCyshJA7d9UW4P4+HhIJBK+w2gUNR/KQPO7Z/7222+wtbXF8uXL4evri9zcXACPHmK3e/duDBgwAIMGDcILL7yAL774AhkZGcrZNNbW1pg7dy6Ki4vx1VdfAYBay0a3bt0waNAg7Ny5EwMGDIC/vz/GjBmDy5cvY/bs2RCLxQgJCWmU+tEA1lYqMTEReXl5MDMzg5ubG9/hNIonPdSpJUtPT4dEIoGOjg5sbGz4DkejEhMT8eDBA+jq6sLJyUk5gr81uHnzJt577z24uLhg+/btfIejcTdu3MCUKVPAGMM///wDDw8PvkPSmJiYGJw5cwY6OjoQi8UYN25cs7m33Lp1C2+99RauXr2Kdu3aYfr06Rg7dizs7e0BAPfv38c777yDQ4cOwdzcHGZmZkhOToZEIkGXLl3w/vvvY+zYsQCAqqoq2NvbIz8/HydOnEC/fv0glUohEAiU9Y2JicGcOXMQGRkJqVSK9u3b44svvkD37t0bt6KMtCqFhYVsxowZzMTEhOnr6zOO49igQYPYX3/9xXdoGpGXl8cWL17MdxiNIj8/n7399tvM3d2dubm5MR0dHfbaa6+x48eP8x1ag+Xn57PXX3+dWVhYMB0dHcZxHGvTpg37+eef+Q5NI7KyshjHcYzjOGZqasouXbrEGGNMJpPxHFnD5eXlsUmTJjGO45iVlRV7++23WUZGBt9haURBQQGbNm0aE4lEyteP4zg2bdo0FhUVxWtseXl5bPr06cqY3n333VpjmjFjBuM4jk2fPp1du3aNMcbYpUuX2IQJExjHccze3p4lJSUpy2/atIlxHMd69+6tcp6KigqWkpLCGGOsvLyclZWVscjIyEar379RMtKK3Llzh3Xq1EmZgHzwwQds9OjRjOM4pquryzZu3MiKior4DvO5/frrr8zQ0JBxHMc2btzIGGNMKpXyHJVmbN26lZmYmDCO45iTkxPr3r0709PTYxzHMXNzc5acnMx3iM9t8+bNzNrammlpabFOnTqxd955h7366qvK9+XZs2f5DrFB5HI5i4+PZw4ODszJyYlxHMeGDRvGd1gasWzZMiYWi5m2tjYbP348O378OKuuruY7LI04ffo08/T0ZBzHsRdffJGtWrWKrVu3jrm6ujItLS32ySefsPLycl5iW7ZsmTJB0tbWZq6uruzgwYPK/TWvwdmzZxnHcaxPnz5q5ygsLGSTJ09mHMexsWPHquzr2LEj4ziOrVu3jjHG2IULF9jbb7/NBg4cyLKzsxuxZnWjZKQVkMvljDHFG5jjODZ37lxWUFCg3L9q1Spmb2/PLCws2OrVq/kJsgFyc3PZV199xQQCgfJbgqWlJauqqmKMsRZ9c5RKpWzz5s3M1NSUubq6sg0bNrDc3FzGGGM3btxgAwYMUH7raWkKCgrY0qVLmZGREWvbti376aefWH5+vnL/Rx99xDiOY5MnT2aMPXoft0R37txhIpGIrV27lnl5eTGO49jOnTsZYy2zdSQyMpL5+PgwjuNY37592ZYtW1hhYaFyf0v/ElBZWclGjhzJtLS02LJly1TelwcPHmRt2rRhPXr0YIw17fvyzz//ZK6urozjOBYSEsL+97//sRdffJFxHMdmzJjBHjx4wBh79J769ddfGcdx7IsvvmCMMVZVVaUSb3p6OjMwMGAcx7ELFy4ot1+5ckV5L+3UqROzsbFhHMexkSNHqnx2NCVKRloJiUTCXF1dmVAoVL5hKysrGWOMlZaWsq1btzI9PT1mbW3NQkND+Qz1mVRXV7NNmzYxY2NjZm1tzfbt28eGDx/OOI5jH3/8MWOsZd7sa0RGRjJbW1vm4ODALl68qNxek2DduXNHedNISEjgK8znkpKSwgwMDJivry+7ceOGcnvNt82YmBgmFotZUFAQq6io4CvMBpPL5ezmzZuM4zi2Z88etmvXLsZxHPP392dlZWWMsZaXMN+9e5c5OzszoVDIdu/ezXc4GhcaGso4jmPjxo1TbpNIJIwxRfeIi4sLc3V1ZSUlJU0WU1paGuM4jnl7e7Nly5ax+Ph4xhhj+/fvZw4ODsza2ppt2bJF5ZjPP/+ccRzH5syZo3a+mvfcF198wTiOY++9957K/rVr17I+ffowOzs71qNHD3bkyJHGqVg9UTLSCsjlcpaRkcF8fHyYu7s7KyoqUvuALi8vZwsWLGAcx7H+/fvzFOnz+fHHH5m/v7+yayYyMlL5AZ2YmMgYa7kJybVr11jHjh3Ztm3blNtqbiIymYyVlJSwnj17MiMjI+U4hJZk06ZNyn5oxh7d8BlTNA1raWmp3SRbomvXrjGO41hoaCiTSqWsZ8+ejOM4tmzZMsZYy0tGGGPshx9+YBzHsSFDhij/vmQyGbtx4wY7e/Ys27BhAzt58iTLysriOdJnt3nzZmVrA2NMpTsmLy+PeXh4sE8//bTJ49q+fbvKlxLGGCsrK2OzZs1iHMexoUOHsrt37yr3nTlzRnlPrxnH8++WnL/++osJhUI2c+ZMxtijVq3q6momkUiadFzIk1Ay0kqUlJQwKysrxnEcu3nzJmNM/QaYmZnJvL29GcdxbOvWrXyE+VyqqqrYmTNnVBKO999/X9ms2JJJpVJ24cKFOpu9CwsLlc3lERERTRxdw9XcGP/9XgwNDWUBAQFMS0uLHT58mF2/fp1lZmbyEaJG7N+/n2lra7N9+/Yxxhg7efKkcsDnvXv3+A3uORUVFbGQkBBll1NiYiL78MMPmYeHh0qXqZ+fHztw4ADf4T6TyMhIJhAImLW1tcqH8aVLl9gLL7zAOI5js2fPZqtWrVJLDppKdXW18u/mwoULrH379kxfX5998803yvtFZGQkCw4OZhYWFmzHjh0qx9eUOXjwYK3jRppbtyglI63IzJkzGcdxbMGCBXWW2bJlC+M4jvXq1atJmyA1peabdVFRETM1NWUcx7ETJ04wxlp+P/a/bw5yuZwVFxczb29vZmdnp2wFaskyMjLY119/rewXb9OmDbOzs2McxzFfX192+PBhldaT5q7mNTt16hTjOI6Fh4cr902dOpVxHMdmzZrFGGMsKiqqxQ1E/uuvv5iuri5zcnJigwcPZhzHsY4dO7JFixaxOXPmsBEjRiiTrpY060sikbA333yTcRzH2rdvzz7//HP26quvKgcgu7q6Ksf+mJubs8WLFyu73BpbXUnCl19+ycRiMQsODlZ2tZeVlbElS5YwoVDIBgwYwMLCwhhjj7roGVN0x3Acx7777rsnnp9vlIy0Ijt27GB6enqsV69eyilg/37jZWdns86dOzNjY2P2zz//8BFmg9W0kKxbt075IVajuf6hPa/79+8zjuNYcHBwix5XUePvv/9mBgYGzM7Ojm3evJndvXuX3b59m82ZM4fp6OgwT09PtnfvXr7DfGZbt25lHMexM2fOKLclJCQoZ0jNmjWLmZmZsZCQkBbXZTNx4kTGcRwzMzNjv/zyi9r+2bNnM47j2ODBg1tU61ZZWRkbO3ascoAnx3HMwcGB/fbbbywvL4+lpKSwr7/+mjk6OjJDQ0PepqHXvF/u3bvH+vbty7S0tNiHH36oHHQbHh6uTAp79uyp/NJSUlLCNm7cyExNTVm7du2afSJMyUgrkpGRwTp37sz09fXZypUra73pVVVVsa+++opxHMfWrFnDQ5QN93jC0aFDB8ZxHPvxxx8ZYy2/deTf9u3bp2wyZqxljj14XFlZGdu1a5fy95r65OXlseXLlzOO49iUKVNUZm40ZzXvxd9++40JhUK1dSDGjh2r/KATCoVsyZIlfITZIJcuXWL9+vVTdkExpnjdar4UJCYmst69eyu73FoSqVTKcnJy2MWLF5mXl5eydaembqWlpWzjxo3K1uT09HQ+w2UbNmxgZmZmzM3NTSVpj4iIUE7XtbW1Zb1792Zt27ZlIpGIWVhYsD///JPHqOuHloNvRWxsbDB+/HjIZDLs2bMHly9fBqC6rLFIJFKuyHrt2jVe4mwojuOUz2P49ttvAQDz589HaWkptLW1W8VS1TUPwAoPDwcAdOjQAUDLXmKcMQY9PT2MGzcOgOJBXQKB4hZkZmaGkJAQ2NnZ4c6dO9DR0eEz1HqrWT48PT0dMpkMurq6AIDz589j3LhxyoeSAcB3332Hzz77jJc4G6Jr165YsmQJhgwZotz2+IqdLi4u6Nu3L+RyOQ4cOMBXmM9FW1sbxsbGWLVqFSQSCfr37w+5XK6sm76+Pnr27Al/f38kJyejoKCAlzhr7uEvvfQS+vfvj8TEROzduxfJyckAAF9fX/z++++YP38+GGNITU2FRCLB9OnTERMTg5dffpmXuJ8FJSOtzPTp09GjRw9cv34d27ZtQ35+PjiOQ3V1tfID3N/fHyKRCOXl5WCK1jGeo352Nc9j6NevH8aMGYOysjIsWLAAgCLhAhQPjGqpiUnNh/T58+ehpaUFHx8fAIBQKAQApKamIj4+nrf4nsfjz/0AHr2GNQmWpaUlJBIJMjIylE8lbSn09PSgq6uL9PR0fPTRRxg1ahR2796Nrl274ssvvwQArFu3Tvk8kcefttoSdO3aVfl39biae0r79u0BtMxkuaioCOfPn4eOjg5KSkogEAjAGFO+RtbW1igpKUFKSgpv90qO48AYg5mZGV599VU4Ozvj6NGjOH78uLKMh4cHli9fjrt37+Ly5cs4d+4cfv75Z5ibm/MS87OiZKSVMTQ0xMcffwxnZ2ds27YNq1evVu6rufnfvXsXEokELi4u4DhO7UOipai58S1fvhwA8OOPPyI9PR0AsHjxYkyePBkXL17kLb6GysvLw82bN+Ho6Ihu3boBAMrLy7F792688sorGDFiRIv70P63x7+F3r59G7m5uejZsyeMjY15juzZaGlpoaKiAhMnTsTKlSshEomwfft2XLx4EZ9//jkGDhyI6Oho5d9jS/2be5xcLlfeUw4ePAgAcHV15TOk56Kvrw9bW1sUFxcrP9yrq6uVXwiysrKQlZUFf39/mJmZ8f7lbfDgwRg+fDgKCgqwZ88eREZGAniU4JqamsLS0lL57JoWg6/+IdJ4qqur2U8//cTEYjHjOI6tXbuWpaamMsYUo/47dOjArKysWExMDM+RNlzNKqw142ACAwNZ7969lf30R48e5TnC53fmzBkmFAqVszFOnDjBpk+fznR1dZmWlhZ75513eI7w+f177Mvu3buZtbU1c3R0VJmR0lKUl5crp7t+9tlnavsvXrzIOI5jRkZGvC23rSn/fu22bNnCRCIR69atm8pKpi2FTCZjU6ZMUa56WjMjhTHGjh07xoKDgxnHcWz9+vU8RqlQ829/7do1FhwczHR0dNj8+fNVZs+0VJSMtFJyuZytXr1a+aFsa2vL/P39mbm5OeM4ji1cuJBJJJJWM/vk7NmzKqPix44dq7LYVktS85rULDo1efJktnDhQmZvb884jmMjRoxosXX7t+vXr7P58+czc3Nzpqenx1avXt1i35ehoaEqMxb+PZj6l19+afYzGuqj5rW5efMm+/jjj5mhoSEzMTFhW7duZXK5vEW+dmFhYSwoKIhxHMfc3NzYlClT2AsvvMAsLCyUK5w2t6UQFi5cyDiOY/PmzVN+KWvJKBlp5Y4ePcpeeukl5u3tzTw8PNgLL7zAzp07x3dYGpOSksLeeecd5YJvgYGB7Pz583yHpRE1MzFq1j7w9fVlp0+f5jusBouPj2dff/01Cw4OZpaWlozjOBYQEMDb4lKaJpPJWuQHcn0kJCSwpUuXsi5dujBra2vla3f58mW+Q2uw0NBQFhgYqDL7qXv37s3uQY41rSNpaWktciHEumjz3U1EGtfAgQPRv39/AEBycjJcXFx4jkhzZDIZNm3ahLVr18LU1BQbNmzAa6+9xndYGiGVSpV9wKWlpVi7di1mz57Nc1SaYWVlhfv37yMzMxPBwcGYOHEixo8fz3dYGlMzBqY1srS0RGpqKuLi4uDv74/vvvsOEydO5DssjejRowcOHDiAhIQElJWVwdDQEN27d+c7LDU1Y1ns7OxgZ2fHczSawzHWAqdSkGdSXV3dam+QFy5cwIULF/DBBx9ALBbzHY5G/fnnn4iLi8PcuXNbXd3y8vKQk5MDDw+PVvvebK0yMzORnp4OPz8/5QBWQhqKkhFCminGWKuYdUEIIU9DU3sJaaYoESGE/FdQMkIIIYQQXlEyQgghhBBeUTJCCCGEEF5RMkIIIYQQXlEyQgghhBBeUTLyH1BVVYVFixahqqqK71A0rjXXDWjd9WvNdQNad/1ac92A1l2/5lo3WmfkP6C4uBjGxsYoKiqCkZER3+FoVGuuG9C669ea6wa07vq15roBrbt+zbVu1DJCCCGEEF5RMkIIIYQQXlEyQgghhBBe0VOO/gPEYjEWLlzY6h62BrTuugGtu36tuW5A665fa64b0HT1k0gkWL58OQBgwYIFEIlEjXo9oPm+djSAlUdTd97hO4RGsWW8HwBgxekEniPRvI9D3AAAUWllPEeiee3s9QEA97LKeY6kcXha6wEAKmU8B9IIdB5+rWyNdQNab/0kEglWf6tIRi6YhkDOtb72gVPvdK1XOeqmIYQQQgivKBkhhBBCCK8oGSGEEEIIrygZIYQQQgivKBkhhBBCCK8oGSGEEEIIrygZIYQQQgivKBkhhBBCCK8oGSGEEEIIrygZIYQQQgivKBkhhBBCCK8oGSGEEEIIrygZIYQQQgivKBkhhBBCCK8oGSGEEEIIrygZIYQQQgivKBkhhBBCCK+0+Q6gJbh58yZOnDiBa9eu4dq1a0hLSwMAMMYa/dpOprrwtTGAi7keXM11YaYnAgBM3Xmn1vIB9kbo6GgEJ1NdmOgKoSvUQrmkGkn55Tgdl4fw9BK1Yz4OcYW3tcET45Azhum7IhpeoXrKuHcHR1d//NRyHYa9ioChEwAApfk5eBBxFbn37yHnfiyKslIBxjDogxWw9fRr7JA15vMPZiIq/Gad+z9bsQaBwd2bMCLN+fuP7bh7Jwz3E+NQVFgAiaQKpmbm8A0IwuhXpsDZzYPvEAlptsTaAnRsY4yuzmbwtTOEtaEY1YwhvagSofH52B2WjkqpXOUYSwMRurqYwtvaAN7WBnA01YWA4/Dh3iiEpxU/9ZrdXU0xzNcGnlb60BNqobBCinvZZdh9Ox2RGeqfJ8+LkpF6WLJkCf755x9erj3C1wqBDsb1Lt/d2QRBjsZIK6pEYm45KmVyWOgL4W9nBH87IxyIysZfdzJVjonIKEFumaTW8zmZ6cLRRBf3csoaVI9npWtkCvcuL9S6j8mrkXDtDADA2r2dcnvy7Yu4tmdDk8TXFLr06gddXT217eYWVjxEoxl/7tiMqooKOLt5wNlVkXik3E/AmWOHEHrqGBYs/Q7B3XrxHCUhzVM/TwvM6ecGAEjOL8elpHzoibTRztYAU7s4oq+nOT7cG4XCCpnymJ5uZnirl8szX4sDMCfEDYPbWaFCUo2IjBKUVclgZShGsLMJ7mWXUjLS1Lp27Qo/Pz906tQJnTp1grOzM6qqqprk2vG55XhQWImkvHIk5Vdg5XBvCLXq7l07cDcbW66noUxSrbLd1VwX8/q6YqiPJa4mFyK1qFK571B0Tp3n+7y/OwDgUlJhwyryjExsHNFzyoe17kuNvI6Ea2egb2oJm8daPAwtbOATMhIWTh6wcPbElV0/Iz36VlOFrHFTZ30AKxs7vsPQqM+WrYa7Z1uIxGKV7Yf2/Yl1q5djzTeLsWXPUWhp062JkH+TyRkORmbhr7AMpBRUKLeb6Qmx7EVveFgZYHZPFyw7Hqfcl1FchT230xGbXYbYrFK809sFnZxMnnqtScEOGNzOCpcS8/HNyQSUVD1KcAzEWjDWEWq0bvQXXw/z58/n7dqHn5Ao1CaloLLW7Yl5FbiWUoTebmbwttZXSUbqYm0ggpuFHiQyOa4/KHymOBpTTauIa3AfcByn3N7Gvwva+HdR/v74PtI8+LQPqHX70FFj8c+fO5CR9gApyYlwcfNs2sAIaQGOx+TgeIz6Z0J+uRT/O5eENS+3R083M2gLOMjkimEEl5MKcDmpQFm2PoMLLPRFGN/RHlnFVVhyNA6SatWun9KqapRWVddx9POhAaz/IdUP35w1/32ars6mAICw9GJU/Ksfki/Sqkqk3LkCAHDv3I/naIgmaWkpvhtpa2v2Gxch/wUJueUAAJG2AEY6DWtnGNDWEiItAQ7fzVJLRBoLtYz8RzgY6yC4jTFk1XJEZpbW65iuziYAgEv3CxsvsGeUHHYRsqpKmDm6wcS2Dd/hNKqTh/9GSXERBBwHO0cnBHfvA0trW77DahSnjx1E2oP7sHNoAzuH1v26EtIYbI0UXZ/SajlKKmVPKf1kHR6OU4zKKIGZnhD9vCxgb6yDMkk1wlKLcT2lsKHhqqFkpJUKsDNER0djaAk4mOmJ4GGhh2rG8Ov1NOSU1j5Y9XFu5nqwNhSjpEqGiPSnj7huKglXFV007p1DeI6k8e3Z8YvK71vXrcaYSTMxdtJMniLSnL07tyI5KQFVlRV4kJyElKQEmFlYYt7C5dDS0uI7PEJanNEBii8q15MLIa1n63ddnMx0H/5XD4uGeMFA/ChVeCXIHmGpRfjiUKza2MSGoGSklXI01UUPVzPl71UyOX6/lY5Lj/UdPkk3FxMAwNXkQlQ3/gzmeikvykdGbBg4gQAuHXvzHU6j8fELxAtDRsKrnT9MzS2Ql52FS+dPYs+OTdj168/Q09PHsJcm8B1mg9y6dgnhN68pf7eyscUHnyyBu5cPj1ER0jIFO5lgsI8VpNVy/Hr1QYPPZ/gw+XizhxPuZpbix/NJSCuqhLe1AT4McUOAgzHmhLhh8dF7Db5WDUpGmkBVVZXa7Bvxv2YTaNqBqGwciMqGUMDBylCEEHdzTAt2QAd7I6y5kPzEcSNaHBDcxgQAcOl+/ZKXppB4/SyYXA57nyDoGZs9/YAWavy0N1V+t3N0wpiJM+Du6YPF89/CH1vXo/+w0RCLdXiKsOGWrl4PACgtKUFyYhx2bd2ABe++hldfewvjJr/Gc3SEtByOpjpYMMADAo7DzxfvI/Hh2JGGqBn7X1JVjQX7o1EpU4wbuZ1ajM8PxmDjBH/09jCHwxUdpBY+fTJEfdAA1iawfPlyGBsbq/wsX768Sa4tlTOkFVVh+810nIjNRYC9Efp7mj/xmPZ2RjAUayOzuAqJeRVPLNuUambRuP0HumhqE9CpK9y8fFBWWoK46Ei+w9EIA0NDtPMPxMJv1sDdqy1+2/QT7kVH8R0WIS2Chb4IK4a3hZGONnbfTsfe8MynH1QPNRMWzsfnKRORGvfzKxCbpRh36GdnpJHrAZSMNIkFCxagqKhI5WfBggVNHkdNK0cH+ye/gbopB642n1aRwowU5D9IgLZYF04BXfkOhzd29orBnQV5uTxHolna2kL0DBkIxhiuXTrHdziENHuGYm18PaItbIx0cORuNtZdSNbYubNKFC35mcW1r6eV+XC/iZ7mZr5RN00TEIvFjd4tUx81i9YYiut+2XW0BQh4mO1ebkazaBKungYAOAV0g7ao5XZPNFRpqWIwsVhHl+dINM/I2AQAUFzYfJJgQpojHaEAy4d7w9lcD+fj87DqdIJGzx+fUwYPS30Y6tQ+mNzo4WdIhQYHsFLLyH+It5Xi+TPZT5hN06mNMUTaAtzLKUNOHUvENzXGGBKvnwXw35hFU5eiwgJE37kNAHD19OY5Gs2LCFM8j8fGzpHnSAhpvoQCDkuGeqOtjSGuJRfiq2NxaODkGTWXk/IB1N4NoyMUwMNSHwAQn6u5x4RQMtKKGIq10NvNDCIt9ZVH29kYYOzDqV8XEvPrPEfNQmf1nXXTFLLiI1Ganw09E3PYevnzHU6jiokMx9ULZ1BdrfqNIzszHV9/MQeVlRXo1K03LCyteYrw+d2NCMPNqxchl6v2QctkUhz4ayfOHj8EkVgHPUMG8BQhIc2bgAM+HeSBQEdj3EkrxqLDscqVVjXpclIBkvPL4WtnhOHtH91rBBzwZg9nGOkKkZhbjohaHrz6vKibph4OHTqEJUuWKH+XSBQtBl26PFp6/PPPP8fQoUM1fm1/O0MMb/fowWhaAkWi8Xl/N+W2/VHZCE8vgVhbgGnBDpgQaIf7+eXIL5dCrC2AjaEYdsaKro2jMTm4kVr7uiGmukJ4W+pDWi3HtZQijdfleSmXf+/UB5yg7vy5vCgfp9c9ep2KslIBAJd3/giRjuKBcw7tOyFgSPOdFpuemoy13yyCiZkFXD28oW9giJysDCTei4ZEUgVHZze8OedzvsN8LumpKfhh+UIYGZvA3csHhkbGKC4qRHJiHPLzciESifH+gi9haW3Dd6iENEsj/WzQ000xAaGoUor3+tT+ALx1F5JR/HDhMzM9Ib4c6qXc18ZU0cX7Xh8X5TohV+8XYMf1NGUZOQO+OhaHVaPb4b0+rhjazhrpRZVwt9SHnbEOiiqkKs+/0QRKRuohJycHV69eVdv++LacnGd7hkx9GYq14Wahr7b98W01Y0CKK2X443YGvK30YW+sA2czPQg4oLBChivJhTgbn4eY7Lqb1bo4m0Ag4HDrQTHKpZp97sDzqpZKcf/WBQCAW/CTu2iqZVLk3I9V216U+WjevbFN8+4C8Gzri4HDX0ZcdATiY6NQVlICsY4OnN090a13fwwcPqbFTun19Q/Cy5NmIDLsJu4n3ENxUSG0hUJY2dihW58X8OJL42n1VUKe4PHFx2qSktpsvZqqTEaEWgL42BiqlXEye/RE8AcF6rMmE3LL8cauO5gS7ICgNiZwMtNFQbkUh6KysON6KrJLNNuNzzHGmsmSVv89U3fe4TuERrFlvOJJuis0PKiqOfg4RNEiFZWmub7S5qKdvSLBvZfV8HUKmiNPa8XNt4ErZTdLNY8iaY11A1pv/SQSCVZ/q1jm4YJpCORc62sfOPVO/WY/0pgRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKY4wxvoMghBBC/mskEgmWL18OAFiwYAFEIhHPEfGHWkYIIYQQwittvgP4L3tjTxTfITSK9WPaAQB+unSf30AawexuzgCA28kl/AbSCDo4GQIAUguqeI6kcTiYigEAlTKeA2kEOg/v5K2xbkDrrZ/ksfqM3XwTckHr+0je/3qnepWjlhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8Eqb7wBagvLychw/fhwHDhzAhQsXkJycDC0tLbi7u+Oll17Chx9+CAMDg0a5dhsTHbS1NoCLmS6cTXVhqicEALyxJ0qtLAfAzUIPfraG8LbSh7WBCFoCDoUVMtzNKsWx2FzklUvrvJabuS4Ge1vC1VwXWgIOGcVVOBufjyspRY1St6fZs2Ie0mLv1Ll/xIdL4dy+k/L3K39vx9V/dtRZPmjIWPR4eYZGY2wsCbFROLB7O2Ijw1BcVACxji4cXdzRd+Bw9B7wIjiO4zvE53Iv5i5uXruMmKhIxNyNQG5ONgDg1JW6X2dCiIKbhR4C7I3gaWUAD0t9WBiIAADDN1yv8xgzPSFe7mCLQAdjWBiIIGcMGUVVuHy/AH/fyUSFVP7U677Tyxn9vS0BAPP/iUZ0VqlmKvQYSkbq4ffff8fMmTMBAG3btsXw4cNRXFyMS5cuYeHChdi5cyfOnTsHKysrjV97aFtLBNgb1aushb4I8/q4AACKKqSIySkDY4CzqS56u5khuI0x1lxIQUJeudqxHewNMbOzIzgOiMstR2mVDN5WBpgW7AB7Ex38dSdLo/V6Fu4de0Ao1lXbbmBiUWt5W492MLGyU9tu7eyh8dgaw9XQU/jhq08gl1fDxd0bXu07oKSwADGRtxEbGYaIW9fwzoKlfIf5XLZvXo9L58/wHQYhLdK4QDt0cTatd3lbIzG+HtEWJrpCZBVX4XpKIYRaArS1NsD4IHt0dzHDR/9Eo1xaXec52tsaor+3JeSMQdCIX4IoGakHoVCI119/He+//z7atm2r3J6RkYGhQ4fi9u3beP/99/H7779r/NqJ+RVILapEckEF7udXYtkQDwi1au9dY2C4m1WKozG5iM0pU27XFnCYGGiLbs6mmBFsj8+OxkHOHh2nJ9TClI720BJwWHcpBbfTSwAAhmItzOvjggGeFojIKMG9HPUkpin0HDcTRhY29S7v22sQfHoMaMSIGk91tQyb13wNubwab3+8FD1CBin3paUkYeEHr+HimaMIGTwS7QI68hjp8/Hx9Yeruye82raDt48vJowaBKlEwndYhLQIMVmluJ9XjricMsTllOGX8f4Qadc92mJqZ0eY6ApxKCoLGy+lKO/7ekItLBriCW9rA4zws8bOm+m1Hi/U4jC7pzOS88tRLqlGWxvDxqgWABozUi9TpkzB+vXrVRIRALC1tcWPP/4IANi7dy8kjXBTPRabiwN3c3AnoxTFVbInls0tk+KH0GSVRAQAZHKG329loFxSDXN9EdzM9VT293Axga5QC2FpxcpEBABKqqqxN0LRItLfo/ZWCKJZ6Sn3UVSYDzsHJ5VEBADs27igR7/BAICEe+rddC3B+MnTMe31t9CtZx+YmdN7ipBnsTc8E7/fTMf1lCIUVjz58wAA2tkqhg/8cStd5QtoubQae8MzAAAelvp1Hj8u0A62xmL8FJoM2eMnaASUjDSQv78/AKCqqgp5eXk8R1M3qZwhq7QKAGCiq9og1t5Wke3eSitWOy4ioxSSajm8rfWhLWiZ4xRaEm2RqF7lDAyNGzkSQkhLJ61+egJRUseXXCdTXYzys8HJ2NxGGSPyb9RN00CJiYkAFF05ZmZmPEdTNw6AuZ7ig66oUvXN52CsAwBIKahUO66aMaQXVcHZTBfWhiKkFVU1eqz/FnX+GCpKi8FxHExtHOAa2A1G5nWPz3kQHYaclATIpBIYmlrCya9TixkvYm1jD2s7B6SnJuPC6aNq3TQXTh2BvqERgrv35TFKQkhLcDu1CC94WWJcoJ1aN81of1sAwMmYXLXjOABv9XJGmaQaW64+aJJYKRlpoB9++AEAMGjQIIjFYp6jqVsnR2MY6WijuFKGxLwK5XYdbQH0RFoAgIKK2mfaFFRI4QxdmOsJeUlGrh1QHYsT+sdGBA+fgM7DJ9ZaPubSKZXfL+/bCveOPdB/xlyIdNQHwjYnAi0tzJ63CN98/gHWrvgMh/bsgI29I4ofDmC1d3LFm3MXwsCIWkYIIU+27Voq3C30MbSdNTo6miA+twwiLQHa2hhAUi3Hd6cTEJFRonbckHZW8LY2wOoziSitqntwqyZRMtIAhw8fxqZNmyAUCrFkyRK+w6mTqa42xgYoBoAeuJut0vcnfmzwk6S69ileEpn8YVmtRoxSnb2XL3x7DYKtuw/0TcxQkp+DuBuhuH5gJ67s2waRjh46DBilLG9iZYee42bCqX0nGFlYo7KsBGmxEbi4exPib1wAk8sx7J2FTVqH5+HVLgBfrNyA776ci6T4GCTFxwAAtIVCtA/sDGtbB54jJIS0BIUVMnxyMAZzQ9wQ6GgMa6NHX5gvJeUjvpZJCeb6Qkzq5IA76cU4E9d0Qw8oGXlOMTExePXVV8EYw7fffqscO1KbqqoqVFWptig0VSuKSIvDrK5tYCjWxu20YpxPLGiS62pC11FTVH43tXFA8LDxsHb2xN/ffYKr/+xA+z5DoC1S/Ft6d+unUl4o1oF31xA4tvXHjs9nIeHWJWQkRMPWTXUgcnNz8cxRrFu5GO5tffHugq/g4OSGgvwcHNy9HYf27MDdsBtY/P1mCOs5voQQ8t/kbKaLzwd5Qs4Ylh6LQ1RGCcTaAnR3NcPkYHv42hph/j/RSCt61EU/q7sThFocfg5NbtJYG20Aa3R0NPbs2YOrV6821iV4k5aWhkGDBqGgoAAffvgh3nvvvSeWX758OYyNjVV+li9f3uhxCjjg9S6OcDbTRVxuGTZdTVUrUyV71BoiqmPKcM3UsSpZ0zTXPY2TbxCsnD1RVV6KzMSYp5bXNzFXTvVNjrjR2OE1SEZaCn76dhEMjU0wf8n3cPf2hY6uLmzt22Dm+58isHNPJMXH4Myx/XyHSghpxrQ4DvNfcIeZnhDLj8fjWnIhyiTVyC+X4kBkFnZcT4ORjjYmdLRXHtPVxRSdnU3xV1iGSoLSFBqUjPzxxx8ICQlRSzjmzZsHX19fjBs3Dt26dcOoUaNQXd08PsgaKj8/HwMGDEBycjKmTZuGlStXPvWYBQsWoKioSOVnwYIFjRonB2BaJ3u0tzVESkEFfryYAmktU7MqZXKUSxSvjamusNZz1Wx/0uqtTc3EWrGoWVlhfj3L2z9Teb5cOnMc1TIZ/Dt2hY6untr+Lr1fAADERNxq6tAIIS2Il7U+7E10kF1ShcRaFrq8+LCVvGb6LwAEtzEBAAQ4GOOrYV4qPy4Pl4R4o3sbfDXMCyGe5hqNt0HdNDt27EBYWBg6dOig3Hbp0iV89913MDIywtChQ3HlyhXs378fv/32GyZPntzggPlUWlqKwYMH4+7duxg9ejQ2btxYr2W5xWJxkw9ufSXAFsFtTJBZUoX/XUh+4pK/qUWV8LTURxtTHWSUqHYnCTjAzlgMSbUcWSXNZ3GqqnLFVDOhWKd+5ctKnqk8X/JzFeu66OnX/niBmu1lpeqDzgghpIaFvqIbt0xSe0NAmUQxq9JApJ4GeFvX/XgTVwvFuiSRtQx8bYgGJSORkZHw8/OD6LG+6+3bt4PjOPz5558YMGAA8vPz4eLigl9++aVFJyNVVVUYMWIErl27hoEDB2Lnzp3Q0mraAZ31NaKdFfq4myGvTILvzyej5CmjoSMySuBpqY9AeyNc/ddzaPxsDSHSEuBOekmjL3pTX+XFhUi/FwkAsHRyf2p5xhgSbl0CAFjVozyfTMwUC4El3ouudX9C7F0AgKW1bZPFRAhpeQoetmTbm+hAVyhQ+0Jas9hZdumjL6A/nEvCD+eSaj3fV8O80N7OqNGeTdOgbprs7GzY29urbDtz5gysrKwwYICij97MzAy9evVCfHx8Qy7Fq+rqaowfPx6nT59Gz549sXfvXpUErDnp52GOIW0tUVQhxfehyXVO133chaRCVEirEWBvhA52j5b7NRRrYXR7awDAiTj1ueiNKT0uCgm3LkEuV02kinMzcXDtYkirKuEa0AWGZoqHN5UXFyL81H5IKlSbIyWVFTi97X/ITIyBnrEZ3IK6N1kdnkfHrr0BANERt3D8wB6VfXHRETi8VzHNuXPPfmrHEkJIjZjsUhSWS6Er1MIb3Z1UFq000xPita5tADzqruFbg1pGdHV1UVz8aNXOjIwM3Lt3D2PHjlUpZ2JigoKC5lHh57F27Vrs27cPAGBhYYHZs2fXWm7lypWwsNDsEte+NgYY2tZS+bvWwzfU/L4uym2HonMQmVkKB2MdjPFTJA+55VIM9q49lgtJhSoPyyuXVmPrjTS83sURr3d1xL2cMpRJquFtZQB9kRZO3Mtt8ufSFGal4cSm76BnbAYrJ3eI9fRRnJeN7PtxqJZKYG7vhH7TPlCWl0kqcXbHj7i4ZzOsnT2hb2KGipIiZCfHo7K0GGI9Awx967Nm303j4uGNYWMm4eCe7di8ZgWO7/8TDk6uKMjLwb3oCDC5HP2GjEL7wM58h/pcrlw8jx2b1yt/l0kVyfLbMx6tGfPq9DfQpXuvJo+NkOauo6MxxgU+egiotpbi8+DbEY9mCP5xKx03HhRBWs3wY+h9zO/vhhBPC/jZGSnXGfG2NoCeSAvxOWX4KyyjyetRmwYlI66urggNDUVhYSFMTEzw22+/geM4ZatIjczMzEZ5om1TeTyRqklKarNo0SKNJyOGYm24mqsPZHx8m6FY8TLqiQTKpyq6meupPYOmxr2ccrUn995OK8HKs0kY0tYSLmZ60BZwyCiuwp8JebiSXFTreRqTjas32vcdhqzEGGQlxaKqvBTaIh1YtnGDR6ee8Os7TDmlFwB09I0QNGQsMhNiUJiVhoz4u+AEAhhb2sCne390GDgaBqYt41kor77+Hjx9/HDy0F9IiotGRmoydPT04dM+ECFDRqJ730FPP0kzVVhQgOioCLXtj28rbMFfXAhpTEa62vCqZTzH49uMHnvcx9XkQszdF42RfjZoZ2uIIEdjyOQMGUWVuJBYgP0RmZDUY8n4psAxxp47kp9++glvv/02XFxcEBAQgEOHDkEsFiMxMRHm5oqRtlKpFFZWVujYsSNOnDihscBbgzf2tMyHnT3N+jHtAAA/XbrPbyCNYHY3ZwDA7eTWN4C0g5Oiiy61oOlX2W0KDqaK5LXy6c8Xa3F0Hn7+tMa6Aa23fhKJBKu/VSzzcNt6AOSC1rf01/7XO9WrXINqPnPmTJw5cwZ//fUXkpKSoK+vj/Xr1ysTEQA4ePAgioqKEBIS0pBLEUIIIaSValAyIhQKsXv3bty/fx85OTnw9vaGoaGhShkXFxfs27cPXbp0aVCghBBCCGmdNNIm5OzsDGdn51r3BQQEICAgQBOXIYQQQkgr1GgdVEePHkVkZCQcHR0xevRoCIW1r+5JCCGEkP+2Bq0z8tNPP8HV1RUXL15U2T527FgMHToU8+fPx4QJE9CzZ09UVjbtOveEEEIIaRkalIzs27cP5eXl6Nq1q3Lb0aNHsWfPHtjb2+Pjjz9GcHAwrl+/jo0bNzY4WEIIIYS0Pg3qpomNjYWvry8Egkc5za5du8BxHPbs2YPg4GBUVlbCyckJO3bswDvvvNPggAkhhBDSujSoZSQnJwc2NjYq286dOwdHR0cEBwcDAHR0dNCtWzckJdW+3j0hhBBC/tsalIwYGxsjN/fRM0uSkpKQnJyMPn36qJTT19dHWVlZQy5FCCGEkFaqQcmIu7s7zp8/j5SUFADAhg0bwHEcBg1SXa46NTVVrQWFEEIIIQRoYDLy5ptvorKyEn5+fggKCsI333wDS0tLDBs2TFmmoqICN27cgI+PT4ODJYQQQkjr06BkZOLEiZgzZw6qqqpw+/Zt2NvbY+fOnTAwePTQnj///BPl5eXo148eeU4IIYQQdQ1e9Ozbb7/F0qVLUVxcDEtLS7X9ISEhuH37Ntzc3Bp6KUIIIYS0QhpZgVUsFteaiACAo6MjHB0dNXEZQgghhLRCDeqmIYQQQghpKI20jFy4cAH//PMP4uLiUFJSAsaYWhmO43Dq1ClNXI4QQgghrUiDkhHGGGbMmIGtW7cqExCO41SSkZrfOY5rWKSEEEIIaZUa1E2zbt06bNmyBUFBQThx4gRGjx4NQLFM/JEjRzB16lQIBALMmzcPiYmJGgmYEEIIIa1Lg1pGtmzZAn19fRw5cgTm5ubYsWMHAMDDwwMeHh4YOHAghgwZgnHjxqFbt25wcnLSSNCEEEIIaT04VtsAj3oyMjJC165dcezYMQDA9OnTsXXrVkgkEmhpaSnLBQcHQywWIzQ0tOERE0IIIa2ARCLB8uXLAQALFiyASCTiOSL+NKibRi6Xw9zcXPm7np4eAKCgoEClnIeHByIiIhpyKUIIIYS0Ug3qprG3t0d6erry95pumNu3b6N///7K7ffu3YO2tkYm7rQqnh8d5TuERnHvG8Wzib44FsdzJJq3eKAHAOBiXMFTSrY83T1MAQDXEot4jqRxBLsaAwDOxubzHInm9fEyAwBEpbXOB5K2s9cHAIQ/KOE5Es2SSaXK/2/zxh7IWOtbbSN3yyv1KtegmgcGBuLu3buorq4GAAwYMACMMXz00UeIiYlBSUkJvv32W9y8eRMdOnRoyKUIIYQQ0ko1KBkZPnw4cnNzcejQIQCAv78/XnnlFYSHh6Ndu3YwMTHBxx9/DG1tbXz11VcaCZgQQgghrUuD+k7Gjx+P0aNHq3TBbN26FX5+fvj7779RUFAAT09PfPTRRwgODm5wsIQQQghpfRo8kEMsFqv8LhQK8fHHH+Pjjz9u6KkJIYQQ8h/Q+kbLEEIIIaRFoWSEEEIIIbx6pm4aV1fX574Qx3FISEh47uMJIYQQ0jo9UzJy//79RgqDEEIIIf9Vz5SMyOXyxoqDEEIIIf9RNGaEEEIIIbyiZIQQQgghvGpQMnL69GmMHj36iU/jPX/+PEaPHo3z58835FKEEEIIaaUalIysX78eJ06cQEBAQJ1lAgICcPz4caxbt64hlyKEEEJIK9WgZOTatWvo0KEDDA0N6yxjZGSEwMBAXL16tSGXIoQQQkgr1aBkJDMzE46Ojk8t5+joiIyMjIZcihBCCCGtVIOSEX19fWRlZT21XHZ2NnR0dBpyKUIIIYS0Ug1KRjp06ICLFy8iJSWlzjIpKSkIDQ2Fv79/Qy5FCCGEkFaqQU/tnT59Ok6dOoVhw4Zh8+bN6Nixo8r+GzduYMaMGZBKpZg+fXqDAuXbqlWrcOHCBURERCA7OxuVlZWwsbFB7969MW/ePLRv377Rrj2tpzOCnE3gaWsIc30RxEIt5JRU4XpiPn45l4R7maUq5d/p7453+rvXeb4NZxKx8sg9lW26Qi0MaG8NP0dj+Dkao62dEUTaAqw5EY81J+IbpV71kZd8D7Gn9iIn8S6qSougLdaBsa0TXLr0h0vnF8BxnLJs0tWTyIi+icK0JFSVFEJWVQmRvhEsXLzh2XckLF19eKvHv92Pj0HU7WtIuheFpHt3UZCXAwDYfPBKreX//m0j9u/cVOf5Bo+ZhJenvtUosT6rpLhoRN6+hsTYKCTE3kVBXjYAYPuRa2pl5XI54u6G49bVUNwNu4HMtBTIpFKYWVjBNzAYQ1+eDCsb+6auwhMlx8cgOuwaku7dxf24uyh8+Nqt33+5zmMK83JwZPdWRN26goLcbHACAaxsHRDQtTcGjJwAHT39pgr/uX3+wUxEhd+sc/9nK9YgMLh7E0akOVFhN/Dl3FlPLTd2yhsYM2lmE0RUP6b6IlxaPgSWRjpIzCpB8PxDtZYz0Rfh/WFtMSTQAfZmeiiukOJybA5WHYhCZEqhWnkBx+HFjg4IdDVHoKsZ/JzNoC/Wxs4LSXjnl8YZ/9mgZGT8+PHYt28f9uzZg86dO8Pf3x9ubm4AgISEBISHh4MxhlGjRmHSpEkaCZgvy5YtQ1lZGfz8/JSJR1RUFLZv345du3Zh7969GDZsWKNce1aIK3RFWojNKMG9jBIAgLuNIUYG2WOIvy3e3n4bZ6Nz1I67mVSA5Lxyte2RqUVq25wt9PDtK36aD74BHoRdxOUtX4PJ5TB1cIOlWztUlRYhJyEKuYl3kRUbhq5T5inLx50/iMK0JBjbOcPC1Qda2iIUZ6ciNfwSUu9cRtDLb8K9xxAea/TIgV2bcfvKs093d/fxg7Wtg9p2Z3dvTYSlEX/v3IRbl+tXt5zMNCyd9wYAwNjUHD7+HSEQCJAQexenD+/DpTPHMXfxanj5BjRixM/m0B+/Ivxq/V+7rPQH+Hb+GygpKoC5lS3ad+oOqVSCxOgIHNq1GbcunsH8bzZAV9+gEaPWnC69+kFXV09tu7mFFQ/RaIaJmQV6D6j9/i2XVyP05BEAgHf7Dk0Z1lMtHt8B5gbiJ5axNtbBwU9fgIuVAbIKK3AqIgNWxjoYFuSAgQF2mPh9KM5GZaocY6CrjU1vNW1i2aBkBAB27dqFZcuWYdWqVQgLC0NYWJhyn4mJCT744AN88sknDb0M7/755x8EBQWpjX356aef8NZbb+G1115DamoqtLUb/E+q5s0ttxCZVgyJTHU5/gldHbFoVDt8NcYXvb46i2o5U9n/57VU7LuZVq9rlFbJsPvaA9x5UIyI1CL08bbE+wM9NFaHZyWvrsbN3T+DyeXoMnkunDr2Ue4rznyAU99/hJSb5+DadSCsPRVJVNDLb8LIxhFCHdUbZVrEVVzc9BXC9v0Cx4DuEBsYN2VVauXm7QsHZ3e4eLSFi6cP5k0fBZlU8tTjeg0Yjh4vNE7Sqyke3u3RxtkDLp4+cPVsiw+njoS0zrpx8O3QGcPGToaPf0dlS5dUIsGva1cg9MRB/PztF1i5aW+j/G09D1dvXzg4u8HJoy2cPXzwyWujn/ja7d3yI0qKCtB7yGi8MvNDCLS0AAAVZaX4YdEHSIqNxIl/dmL4hObzjftJps76AFY2dnyHoVH2bZzx1keLat13+9pFhJ48AnNLa7TzD2rawJ6gZ1trjO/hgq1n4jGlb90t4aumdYKLlQFOhKdjxo8XUS6pBgAMDrTHlre7Y90bXdDxo4MorZQpj5HJ5PjjYhLCkvJxOykf7rZGWPta50atT4P/ugUCAT777DPMnz8fN27cwIMHDwAoZtAEBQVBJBI1OMjmoHv32rPE2bNnY9WqVUhISMDdu3fh56f51oVbyYW1bv/98gNM6+kMJwt9uFvpI/Zf3TXP4kF+BT7dE6X8vYeH+XOfSxOKsx6gqqQQhlYOKokIABjZOMKpUx/EnTuA/JR7ymTE3Nmr1nPZt+8MK/f2yLoXjtykGNi3b9w/qvoYMmYy3yE0mmFjp9S7rLWdA+YvW6O2XSgSYepbH+HmpbPIy85E3N07aOsXqMkwn9ugl56tlTcuKgwAMHTcdGUiAgC6+gYYOHoi1i1fgOS4aE2GSDSoplWkZ7/BKt3CfNIRauG7qR0Rk1aEH4/G1JmM2JnpYWCAPaQyOeZtu6FMRADgyK007LuagjFdnTGhpys2nHjUdV8uqcZbGx91xzhaNH43osa+agiFQnTt2hVdu3bV1ClbDKFQCAC8JF6yakVriLSaPaVky6KlLaxXObG+Ub3KcVqKt7pAq3l8uyZPJxLrwMa+DRLv3UVhvno3ZEtRc394En1D/lvriLrKigpcv3QOANCrf/Po4gWAeSPbwdnSAMNXnH7ivd/fyRQAkJJbitRauuwvRGdjTFdnDO5gr5KM8OG57syHDx/G33//jQcPHkAsFsPPzw/Tpk2Di4uLpuNr9rZv347Y2Fh4eHjAw6NpuzVGBNrBxVIfSTlluJ9bpra/q7sZ2toZQiwUILOwEudjcxGVVtykMT4vfQsbGFjYoiQ7Fck3zqp10yRfPwuRngHs/Z6e/GbFhiH7XjhEegZ1tp60FNHhN5GSGAeZRAJTC0u079itWY0X0SS5XI7cbEVftrEpvy11DdG2Q2dcPnUIh/7YrNZNc2zvbwCA7s286+1xJw//jZLiIgg4DnaOTgju3geW1rZ8h9Uorl04jarKCri4e8HByZXvcAAAPg7GmD3QG79fSMKVezlPbLXQEys+4gvLpLXuzy+tAgC0a2Oi8Tif1TMnIxMnTsSuXbsAAIwpMrIDBw5g5cqV2LVrF4YPH67ZCJuZb7/9FlFRUSgrK0N0dDSioqJgZ2eHnTt3QuuxJtjGMKO3MzysDaEr0oKblT48bQyRVVSJD38Ph7yW5HhkkOoshA8GeeLonUx8/GeESnNdcyQQaCH41Q8Quv5LXNm2ErGn98HAyg5VJYoBrEY2jug88QOI9dVX/028cgI58ZGolklQmpuJgpQ4CHX10WXKPIj0WsYgwbpcPnNE5fd9OzYgqFtfzPjgc+jUMqiwJbt89jiKC/NhaGwKj7bNa3D1sxg1+U2kxMfg3OG9iLxxGU7u3pBKqpAQHQFtkQjTP1wEL7/mMxbhafbs+EXl963rVmPMpJkY24xmmWiKsovmhebRKsJxwPfTg1FULsGXf4Q9tXxuSSUAwMGi9nuDk6XifmhmIIa+WBtlVbJayzWFZ0pGNm3ahJ07d0JbWxuTJk1Chw4dUFJSgoMHD+Ly5cuYPHkykpOTYWzcepscjx07hlOnTil/d3JywrZt2xAU1Pg3k56eFujmYaH8PTW/Ah/9cUettSM5twwrDsbgXEwO0gsqYaSnjU4uZvhoiBcG+dlAS8DhrW23Gz3ehrJ09UHIuytw4ZevUJCagILUBACKrhYb7w7Qt7Cp9bjcxGjcv/boNRLpGaLT+Hdg27bl3PD/zdrOAWOnv4P2HbvBwsoGZaUluBd5G7t/XYubl85ALpfjnc++5jtMjcnLycJv61cBAF6a9DqELXjsmbGpOeYs+xG/rFyIu7evIi/70WrUHfz6wMm9ZbTW+fgF4oUhI+HVzh+m5hbIy87CpfMnsWfHJuz69Wfo6elj2EsT+A5TYwrychFx+zoEAi30CBnIdzgAgJkveCLQ1Rxv/3IVBWVPH/B+KzEfldJqWBvrIqS9DU5HqM6aeaXHo94MA50WlIxs3boVAoEAR44cQb9+/ZTbFyxYgGnTpmHbtm3Yu3cvpk2bpvFAm4uTJ08CAAoLCxEREYHFixejd+/eWLp0KT799NNaj6mqqkJVVZXKNrH4ydOxajN14w0AgKGONrxsDPHWC274/c3OWHX0HtadTlSW239bden9iqJqHAzLwNWEfBz8sDv6+1rDv40xwlPUp/g2J8k3z+Hab9/D3NkLXafOg7GNEyqK8hBzeh9iT+9D9r076PfBSmj9q08+eMK7CJ7wLqRVFSjJSkPMqb9wcdMyuHYbiE6vvMNTbRqma9/BKr+LdXTRpc9AePsF4Yu3J+L2lXNIiImEm7cvTxFqTmVlBX5Y8hFKigsR1LU3+g19ie+QGiQ1KR5rl8yBQCDA7E+/gUe7AFRVVeDWxTPYt+1n3Iu8hY++3gAbBye+Q32i8dPeVPndztEJYybOgLunDxbPfwt/bF2P/sNGQyxuHattXzxzFHJ5NQI6dYOJmcXTD2hk9mZ6+GR0e1yMycauC0n1OqakQopfT8XhzUHeWPtaF8zdeh2h0dmwNtbBx6Paw9P20Zg7OeN33OEzrcAaERGBLl26qCQiNT755BMwxhAREaGx4JozExMT9OzZE4cPH0ZQUBA+//xzXL9+vdayy5cvh7GxscrP8uXLn/vaJZUy3LhfgJmbbyIitQjvD/BAe4enD+TMKanCXzcUU317eVk+9/WbQkl2Gq7tWA2xvhF6vrEQ5k5e0BbrwNDKHp1eeRt27TqhIDUBSVdO1HkOoVgXZm3c0W3afNj5dkbipWN4EHaxCWvR+EzMLJRTfSNu1r3oVkshk8mw5qsFSIqLhmc7f8yev4TvkBqkWibD+q8/QWF+LmYtWAH/zj2hZ2AIU3Mr9Bs+DiNefQNlJcXY//tGvkN9bgGdusLNywdlpSWIi47kOxyNqemi6dVMumi+mRwEobYAc7bW/jlTlyV77uCf6ymwMtbBtnd7Iunnl3BlxVAMDrTHJ7/fUpYrKq99XElTeaaWkeLiYuWiZv9Ws724uGUMkNQUoVCIcePG4ebNmzhw4AA6deqkVmbBggX48MMPVbaJxWL8/vmZBl1bJmc4HJ6B9g7G6OtjhYjUp//bJz8c6Gpp+OwtM00p5dZ5yKtlsGkbBKFYV22/Y4eeSI+6jpyESLj3fPrNwrlTX6RHXkVaxBU4BrTMVSLrYmWneFhlUUEez5E0jFwux4bvFuHOjUtwcvXEh4tWQdTCv2UnxkYiO/0BLG3s0cZNvTsmqHsI9mz+n3L6b0tlZ9/m4Wq7uXyHohGpyUlIio+Fjq4eOnXvw3c4AICBAfYoLJPguymqnzFioaJNwdZUF/98HAIAmPnzJWQXKcaLSGRyzPjxEjZ6xiGkvQ0sDHWQll+OfVeTUdMYkphZoraOVVN7pmSEMVbnIE2BQPEPIpfzWyE+WFgomvBycmqffigWi5+rW6Y+Ch6OkjbTr1+fupGuokujopkPYC0vVHywCusYlCnUVYwgl5TXb20V0cMpwFWlrS9ZLn9Yp5bePL7t55W4fPY4bOzbYN5X/4O+gfrg5JamIFexFH5dq6vWbC8vLWmymBpDac17UEf9i0NLdP7kYQBAcI++EDejh7ya6IvQ3bv2lW51RdrKfWKh+uf0lXs5uHJP9TNqbDdnAMDF2GzNBvocaNEFDTh3TjEPva5Wo8YU7GoGAEipZQ55bfq3swYARKU17/EiukaK+fEFKbU/Fyc/RTEnXt+8fktQ58Qrug8N6hj02lIxxnDrsuL911IGQtZm99afcergHphb2WD+srUwNjHjOySNqJmSnJWWgsryMrVn0NyPuwsAMLdque/LosICRN9RDIh39Wz508wZY7h4+iiA5tNFAwAWU3fVut3RQh+3V774xGfT1GVGP8VyFNvOJjQ4voZ65qf2bt26FVpaWrX+cBxX5/7mspTz87h48SKOHj2q1uojlUqxZs0abN++Hbq6uhg3bpzGrx3oZIKenhb498J/2gIOk7q1wYhAO1RIqnE4XDFK2lRfiIld20BfrJoZ64m08OVoHwQ4mSC7uBLHI7M0Hqsm2T1cJTUnIRLxoYdV9uUmxeDemX8AAA4BPQAo1h5JuRWKaplqvydjDCk3zyHm1F6A4+AcrD7eqbkrLirAqYN7UFGuupZMZUU5tv/4DRJjo2Bsao7Arn15irBhjuz7Hft3/QpjU3N8vGwtLFrwB/O/uXr7wtDYFFWVFdi5/juVZfEL83Kw+5cfAACB3UP4CrFeYiLDcfXCGVRXq7aoZmem4+sv5qCysgKduvWGhaU1TxFqTnTEbeRkZSge1thBvdu9pbE304PFv7rldYRaWD2tE4LczPF7aCJuJ+XzFN0jz5whsOcccfu8xzUHcXFxmDZtGiwsLBAUFARzc3Pk5uYiIiICGRkZ0NHRwZYtW+Do6KjxaztZ6OPrce2RXypBZFoRCsulMNUTwdPWANZGOqiUVuPjPyOQ+bB/UE+kjYWjfDBniCciHhQhp6QKZvoitLM3gqm+CEXlUry7PQyVUvXutB8nd1COJbEyUvz35U4O6On5sBuqpKrJpgSbObrDK2Q0Yk/vxc3dPyHuwkEYW7dBRXE+8pJiwJgcrt0GwcYrAABQWVKAy1u+hlBXH6aObtAxNIW0ogzFmQ9Qlp8FjhMgYORrMHfybJL4nyb8+kUc2LVZ+XtNErV0zgzlthdfmQ7/Tt0hqazAb+tWYs/Wn+Di0RYmpuYoKS5EckIsSouLoKdviNkLljWb5uSwaxfw9++P6iZ7WLdF7z96cvfICdMRENwDyQn3sHOj4gPZ0sYO/+z6tdZz9hk4otk8LC/i+kUc+uNRnDWv3Yq5rym3DR03De07dYdQJMarb83H+q8/xZUzRxBz5wac3NtCKqlCYkwEKivK0cbN65mXmG9q6anJWPvNIpiYWcDVwxv6BobIycpA4r1oSCRVcHR2w5tzPuc7TI2oGbjaI2SgcvhBS9bTxxqrp3ZC2P18pOWVQ0ekhWAPC5gZiHEqIgPztt2o9bhvJgXBz1nRQm2mr/g86O9ni6Ofv6AsM2jJSY3F+UzJyH9xPAgA9O7dG5988gnOnTuHO3fuIDc3FyKRCM7OzhgzZgzeffdduLvX/aCihriemI+fTyUg2NUMXraGMNUTQVotR1pBBY7dycK2i8kqXTSF5RJsOJMI/zYmcLHQR6CTCaoZQ2p+BfbeSMOW0PvIKq6q9Vpt7YzgYKba52tjogMbE8WHXGp+RaPUsS4BI6fDwsUbCRePIP9BAkqy0iDU0YWluy9cuw2EU1BvZVkjGyf4DpmI7PgIlGSnIzcxGhwngK6JOVy69Id7z6Ewc2yc1+h5lBQVIDE2Sm3749tKigoAKJYKHzxmEhJjIpGVloL46AgIBAJYWtuhe7+hGDDiFZg2oyemFhcVIiFWfVbF49uKiwoBAOVlJcovKvHREYiPrn02Xlu/oGaTjJQUFyLpnvpr9/i2kuJC5f8HdOmNBSs34cTfvyMuKgyRNy9BW1sIK1sHBPXoh37DxzX7gbqebX0xcPjLiIuOQHxsFMpKSiDW0YGzuye69e6PgcPHtPgxS4DiAY1XQhVrFDWXhc4aKvx+Pg7ceIAgN3P4tjGBRCbH3QdF2HkhEb+H1j1F2MveGB3dVKc0WxjpwMKocV5njrXkJosWzvOjo3yH0CjufTMIAPDFsTieI9G8xQ+fZHwxroDnSDSvu4fiW9C1xOY9nuh5BbsqFmM8G8t/k7Sm9fFSjLGJSlN/LERr0M5eMdYm/EHLHuj7bzKpFAe3Kx4U+fN9D8hYy2+J+bfcLa/Uq1zrqzkhhBBCWhRKRgghhBDCK0pGCCGEEMIrSkYIIYQQwitKRgghhBDCK0pGCCGEEMIrSkYIIYQQwitKRgghhBDCK0pGCCGEEMIrSkYIIYQQwitKRgghhBDCK0pGCCGEEMIrSkYIIYQQwitKRgghhBDCK0pGCCGEEMIrSkYIIYQQwitKRgghhBDCK0pGCCGEEMIrbb4D+K+SSCTQQjXfYTQKiUSi+J9qGb+BNIKaulXLpDxHonk1dZNJW1/dgP/KayfhOZLGIZEIAbS+9+bj9dHm5DxG0ngkEglEItFTy3GMMdYE8ZB/+fLLL/kOgRBCCGl0CxcufGoZ6qYhhBBCCK+oZYQnEokEFq9s5juMRpG7azoAYPiGazxHonn7Xw8GAByOyuY5Es0b0s4KAHApvpDfQBpJN3cTAEBoXAG/gTSCnh6mAIDo9DKeI2kcbe30AQARqaU8R6JZMqkUR3etAwD8cDgHslbYc597aVW9umlozAhPRCIRpPLW2TBV88aTc63v7VVTNy1tIc+RaF5rrhvQuutXUzdtYesaU1HjUf1a32tXQ1YNSFthMlKfRASgbhpCCCGE8IySEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPBKm+8A/o3juGcq7+TkhPv37zdOMPXEcVyjx2FhpIM5o/0xpJMTHC0MUCGRITm7FGfvpOGTrVfVyg/p1Abvj/CDv6sFACAsMRer94Xj6M0HddQBmN6/LSaFeKJtG1PoCLWQU1SBC3czsWpfOO4k5Wm8TmJtAYIcjdHF2RTtbA1hbSiGnDGkFVXiQkI+/grPQKVUXuux/b0t8aKvNZzMdCGtZojJKsHvN9JwN7O01vICDnjR1xoDvC3haKqLajlDYl459oZn4GJigcbr9iSSqkrcC7+OuzcuIikmAgU5WeAEAljY2KN9l97oPWwsxLp6ascV5efi1N7tiA27hsLcbAgeHuPbuRd6D38FOrUcw4f78TG4e/sakuKicP/eXRTk5QAAfjlw5YnHyWQynDm0B1fPHUdm6n0wxmBiZgF3H3+MfPV1mJpbNUX4T5UcH4PosGtIuncX9+PuovBh/dbvv1znMYV5OTiyeyuibl1BQW42OIEAVrYOCOjaGwNGToCOnn5Thf/cPv9gJqLCb9a5/7MVaxAY3L0JI9KcqLAb+HLurKeWGzvlDYyZNLMJIqpbkE8bfDDlBXTr4AYLEwOUVVYhKi4dW/+5gu371f/G7K1MMH/mIAzq7gMrc0PkF5Xj5OVofLX+CJLT1e/rejoijOjnj06+zujYzgl+XvYQi4RYuu4wvlp/uNHq1eySkSlTpqhtu3DhAhISEuDv74+AgACVfRYWFs90/qZIHDStg5sF9i8cAgsjHUQl5+PgtWQY6gnR1tEU7wxvr5aMvP2iL76d0Q1SmRynw1MhkcnRL8AB+z4fjA82XMS6w1Fq19j5UX+M6OqC8ioZLt7NQHG5BD5tzDCulztGdXXB2BXHcayOROZ59fUwx4chbgCA5PxyXL5fAD2hFnxsDTClsyP6elhg7t9RKKyQqRw3q4cTRvvbolJajVsPiiDUEiDQwRhBjiZYcvQeLiWpJhcCDlg02AtdXExRLqlGZEYJBBzgY2OIhYO9sP1aKrZfT9Vo3Z7kduhJ7F73DQDAysEJPh27o6qiDPdjI3H8j80Iu3ASby5eA0NjU+UxORkPsPbTt1BWXAhTKxv4BHWFVCpBcmwkTuzegjuXz+Ltr36Crr5Bk9WjLgd3bUbY1fPPdExpSRFWf/EekuNjYGxmgbYBnQAA2RmpuHjyIHq8MKzZJCOH/vgV4c9Qv6z0B/h2/hsoKSqAuZUt2nfqDqlUgsToCBzatRm3Lp7B/G82NIvXrj669OoH3VoSX3OL5vH6PA8TMwv0HjCs1n1yeTVCTx4BAHi379CUYakZ2S8A21dMg7a2Fm7dTcHFW/GwMDVA9w7u6B7ojpDOXpj26VZleR83Wxzd+C4sTQ1xPy0XR0Kj4OJggUnDu2B4X3/0f+17RNxLU7mGextLbF6q/jnc2JpdMrJlyxa1bVOnTkVCQgJGjhyJRYsWNXlMfLIw0sE/XwyGrkgLY746hkPXk1X2d/SwVPndw84Yy6d2QaVEhkGfH8TV2GwAgLudMc6sGIFvpnfF8VsPkJhZrDxmaCcnjOjqgvtZxQj5eD8yCsqV+z4c5Y+vpnTG9693R9s3dmm0btVyhkNRWdgbnoEHBZXK7WZ6QiwZ5g0PS33M6uGMFSfilfs6OBhhtL8tiiqkeO+vKKQXKY5ra22Ab0f5YE6IG8K330aZpFp5zCh/W3RxMUVmcSXm/xONjOIqAICjiQ6+HuGDScEOuJFSiOis2ltVNE2grYUu/V9Ez6Evw9rBWbm9uCAXm5bNR1pSHPb/ugYT3/9Cue/Q9nUoKy5Et4EjMXL6exBoaQEAKspK8ctX85B8LwrnD/6JgeOmN0kdnsTN2xcOzu5w9mwLFw8fzJ8xCjKppM7yjDGsW/EJkuNj8OL4GRg2bhq0tB7dmnIy06Cj23xaDly9feHg7AYnj7Zw9vDBJ6+NfmL99m75ESVFBeg9ZDRemfmhymv3w6IPkBQbiRP/7MTwCfx+466vqbM+gJWNHd9haJR9G2e89dGiWvfdvnYRoSePwNzSGu38g5o2sMdoaQnw/YKx0NbWwtQFW/DH0RvKfV4u1ji1+UO8MqQTft13CedvxAEAtiybCktTQ2z5+xLeXroL1dWKluY3X+mNVfNfxpZlU9Fp7DLI5Ux5rpLyKvy67xJuRiXjZlQyBvX0xcLZtSdqmkRjRpq5z8YHwdJYF59svaqWiADAjbgcld/fetEX2loC/HIsWpmIAEB8ehG+2X0bQm0B3n7RV+WYHu1sAACbjkWrJCIAsGpfOArLquBsbQRLYx1NVQsAcCI2Fz+cTVJJRAAgv1yKteeSFLG5mkFb8Kjr7qUAWwDA7zfSlIkIAERnleJQZBYMdbQxyEf1G9owX2sAwK9XHigTEQB4UFipbBEZG9h0N9dOfQZjzBvzVBIRADAytcCo1z4AAERcPQ+ZVKrclxh9BwDwwpgpyg8zANDVN0CfEeMBAA/ioxs58voZPGYyRr76OgKCe8LY1Pyp5W9cOIWYOzfRsXs/jJgwUyURAQBLG3sYGps0UrTPbtBLkzB84uvwr2f94qLCAABDx01Xe+0Gjp4IAEiOax6vHVFX0yrSs9/gZx5GoEleztawNjdCbFKmSiICALFJWdh1+BoAoGM7JwBAtwBXtPe0R15hGeZ+s0eZiADAz7vO4XJYAnzcbDGkl+rnQVJqLmYv/h2b/rqIsJhUyGTVaAotPhnJy8vDvHnz4OHhAR0dHZiZmWHQoEE4fvy4SrktW7Yo30jJycngOE7506dPH2W5sLAwfPTRRwgKCoKlpSXEYjFcXV0xe/ZspKenN2XVoCPSwvjeHiitkGLbqdh6HTM4qA0AYN+lRLV9+y4rtg3p5KSyvaqOcRk1GANk1XIUldX97U/TEvMUSZFIWwAjHcWHk0iLQ4C9MQAgNCFf7ZiabV2cH3Vv6Im0YP8wiQpPK1Y7JjytCAAQ5GgMoYC/G00NO2d3AIBMKkF5aZFyu7ZQ+NRj9QyNGy2uxnT++D8AgJAXX+Y5ksYhrMdrp99CX7vWrrKiAtcvnQMA9Oo/hNdYqqSypxcCkFdUBgDo0FbxWXA7OgVlFer37nPXFa0nw3r7aSjChmnRyUhaWhqCg4OxcuVKSCQSjBw5Eh06dMDJkycxcOBArF69WlnW3d1dOR5FX18fU6ZMUf4MGjRIWW7FihXK43r06IEhQ4aAMYaff/4ZHTt2bNKEJMjdEkZ6IoQn5aJSUo0BgY74eloXfP9Gd7z9oi9sTVX7bY31RWhjZQgACEtUH5iUmluGnKIKOFkZwlD30Q3yZJiidWDGwLZq5/xwlD9MDcTYeS4OEtmTkxZNsjUSAwCk1XKUVCr+CB1MdSHSFqCwXIrcWhKj+BzFH6GL+aM66Gg/eouXVqn/MRc/PLeOUAv2Jppt+XkeeVmK95eWtjb0DIyU2z39FWMoTu7ZCnn1o28qFWWlOPvPTgBAcAi/N8vnIZPJEH/3DrS0tODi6YMHSXH4e8d6bFu7Agd2bsKDpDi+Q2ywth06AwAO/bFZ7bU7tvc3AED3Fxq/GVxTTh7+G+u/X46NP6zAob07kZOVwXdIjebahdOoqqyAi7sXHJxceY0lKTUXCSk58HKxwbhBHVX2eblY45UhwcgvKsP+0+EAAD1dEQCgsLhc7VwAkP8waWnvad+IUddfsxsz8ixmzZqFxMRETJgwAb/++itEIsU//oULFzBw4EDMmzcPffv2RUBAAHr06IEePXpg69atsLCwqHVsCgC88cYb+OGHH2Btba3cJpfLsXTpUixcuBCfffYZNm/e3BTVg7eD4ht+TlEl/lwwAC92dlbZ/+WrwXhz7Tn8GZoAAHC0UAyAyy+pRHktH7wAkJZXBktjXbSxMkBUsmKg54WoDKzaF44PR/kjct0ruBCVgZIKxQBWNxsjbDsVi/fWX2ikWtZupJ+i6+hGSiGkD/szrQwUCUpOHS00lTJF4mKkow1doQAVUjlKqmSoljNoCThYG4rxoFC1S8jGUKz8f2tDMe7nVzRGdertwqE9AACvgGBoC0XK7UMmvI60hFhcOvY3om9fgYOrF2QSCe7HRkBbKMKEdz+Du28gX2E/t9zMNEglVTAyMcOJv3dh3451YPJHSe/+nb+g34vj8MrM9/kLsoFGTX4TKfExOHd4LyJvXIaTuzekkiokREdAWyTC9A8XwcuPv7EIz2rPjl9Uft+6bjXGTJqJsTzPMmkMyi6aF/hP9OVyhplfbMdf/5uFLcun4t1JIUh4kAPLhwNYo5My8PoXO1DwMPnILVCMgWtja1br+ZztzZ+4v6m12JaRxMREHDx4EAYGBlizZo0yEQEULRqzZs1CdXU1fvzxx2c6b9++fVUSEQAQCAT44osvYG9vj/3792sk/vowNVDUaWgnJ/Tv4ID31l+A4+Rt8Jr5O1bvC4eeWBsb3+0DPxfFm8pAR9HaUVFHIgIA5Q9bAgx1RCrbP916FXN/uQShlgADAh3xUnc3tHU0RUpOKU6Hp6JS0jT9hgDQyckEg3ysIK2WY+vVR7NcdIWKt2uVtO5YKh/2b+oKFX3z0mqG2GzFH2V/b0u18gPbPhpfoivSUtvflKJvXca104egpa2NQa+8prLPyNQcb375P3j6d0JBdiYirpxD9K3LqCgrhbOXLxzcvHiKumHKSksU/y0pwt5tP6HPoFFYvvEvfP/bMUx991MIRWKc3L8Lpx8maS2Rsak55iz7ET4dOiMvOwO3Lp1BxI1LKC8rgZt3ezi5t4zXzscvEO8tWIKfduzHziOXsHbrPkyY8RYEWtrY9evPOPjX73yHqFEFebmIuH0dAoEWeoQM5DscAMDl8EQMeO17JD7IQaBPG7w8MAh9gr0gZ3KcvhKLpLRcZdkLtxQD/4PaOcHb1UblPLo6Qozur/jyYqgvRnPQYltGLlxQfFMfNGgQzMzUM7tJkyZh1apVCA0NfeZz5+XlYf/+/YiMjERhYSGqHzatSqVS5OXlIT8/v9Zr1qWqqgpVVVUq28Tip78BuIdjGITaAizaeh0bjtxV7vtk61W0sTLAS93d8MFIP0xbfabe8fybSFuATe/3xciuLvh6921sOx2L/OIqBLpb4LuZ3bHlw36wM9PH6r/vPPc16svRRAfzX3CHgOOw7lKycuxIQ/xxKx1fDvHCmABbFFfKcOpeLjgAA9taYpivNWTVcmhrCcDYU0/VaLLTkvH7/5aCMYZhk95Ujh2pkX4/AZuWfwSBQAvT5i+Dq48/JJWVuHPlLA7/tgEJUWF4+6ufYGXfhqcaPB/GFK0g1dXV8A3qiolvzlPu69H/RUglVfht3Uoc2b0VIUPH8BVmg6QmxWPtkjkQCASY/ek38GgXgKqqCty6eAb7tv2Me5G38NHXG2Dj4PT0k/Fo/LQ3VX63c3TCmIkz4O7pg8Xz38IfW9ej/7DREIv57+7UhItnjkIur0ZAp24wMXu2JSQay9hBQVi/6FVci7iPKQu24G5CBmytjPH+pH54f3I/9Orogb5TV0EilSEuORv/nArDiH4B2LP6Dby1dCduRiXDxcEC3859CebGihlqj8+k4VOLbRmpGbvh7Oxc6/6a7WlpabXur8vOnTvh7OyM6dOnY9WqVdi8eTO2bt2KrVu3IjtbMTulpKTkmc65fPlyGBsbq/wsX778qceVVTyaTVHbANZtp+4BAHq2U8wwKa1UlNcV151j6j0cDFpS+airY96YDhjTww3rDkdh6a6bSMkuRWmlFOcjMzB6yRGUVkjx6StBMDds3AzaXF+Ir15sCyMdbewJS8ffdzJV9lc8HGgrFtbdgqGj/XDa5GOtJ5eTCrDxkmLQ8uvdnfDHtCDsmhaEaV3a4Gh0NuJzFQlPbWNKmkJRXg42Lp2HitIS9HpxLHoOVR3IWS2TYdt3n6O4IA9T5i1Bu049oKtvCGNzS/Qc+jIGjX8N5aXFOPbHJl7ibwixjq7y/3vUMm6iWz/FtoK8HGSla3adm6ZQLZNh/defoDA/F7MWrIB/557QMzCEqbkV+g0fhxGvvoGykmLs/30j36E+t4BOXeHm5YOy0hLERUfyHY7G1HTR9GoGXTQA4NbGEhsXT0JeYSlGv/szbkQlo7xSgoSUHLzz1S4cOheBQJ82mDKyi/KYWV/+htCbcXBrY4mjG95FzsXvcO2PBejQ1hGf/vA3AKCwhN+u6RotNhl5mueZgpWcnIypU6dCIpHg+++/R1xcHMrLy8EYA2MMXbt2BaBYF+FZLFiwAEVFRSo/CxYseOpxKTmK7oWySilyiyvV9idnK5IiS2PFDf1BrqK8maEO9OpISOzNFdlwSvajNTUm9PEAUPsMnAe5Zbgelw19HSE6uKl3c2iKoVgLy4e3hY2RGEejs7HhYopamexSReuSpb5IbR+gGKxqqKON4kqZMnGpsft2Bmb8Ho7Nl1NwKCoLf95Kx5x9UfjhbBLM9RXdW/fzG94K86zKS4qxYckcFORkolPfIXhx8ltqZZLvRSE3IxVmVrZwcFVv0vfv2gcAkHg3vLHD1ThzK9ta/7+GWEcHhiaKsVMlRU27Uq4mJMZGIjv9ASysbNGmlq60oO4hAB5N/22p7B62yBXk5T6lZMuQmpyEpPhY6OjqoVP3PnyHAwB4eWAQREJtHL8UXevsmL9O3AIA9Ah81KpaWFKBAa/9gJHv/IRVW07glz0X8On3f6PD6KWIjFd8ob+b0DwGILfYbho7O8W6EMnJ6mtvAFCusGpvX/+RwocPH4ZEIsHcuXPx3nvvqe1PTFT/sK4PsVhcr26ZfwtPVPxh64q0IdIWqM1mMXs4oLOmRaSoTIKU7BK0sTJEgKs5LkVnqZR3sNCHpbEukrNLUPJYq0tNglJUXvvA0OKHA0ZNDRqnZURHKMBXL7aFs5keQhPy8P2Z2v+dUwsqIJHJYaInhLm+EHllUpX97paKeiTV0bWTXlSJXbdUZ0NZGohgaSBGWmGF2vkaW1VFOTZ+NQ9ZqffRvnMvvDxrXq1JdFG+Yi2ZupYM19FTDFyuKGuaRds0SU/fABbWdsjNSkd5qXqLo1wuR0Wpol6Pt6K0FAW5itbUulZXrdleW91bktJSxbT5lvga1eb8ScWy58E9+kKs0zy6neytTAAAxaW1t2QUlyq+sJoYqq+Oe+zCXRy7cFdl25RRii/XNQuk8a3Ftoz06NEDAHD06FEUFhaq7d+xYwcAoGfPnirbhUIhZLLam+MLChTfvBwcHNT2nT9/HllZWWrbG9OD3DKEJ+VCIODQ01f9W2OPh9vCH3tuzJGbihaFUd3Up6GN6qrYdvhfi6dlPVzoLLCWlg+BgIO/q2KAbE1LjCYJBRy+HOIFb2sDXE8uxPLj8airC1NSzRD2cF2QXm7qi031dFOM47lyv/7foGtm7Ry+m/2Ukpolk0rw69ef4EF8NLwCgjHx/YUqC2I9ztBEUa+c9AeorFBPtB7ExwAATC1t1Pa1BAGdFX+jsZG31PYlxkZCJpNCJBI3+zEVtalZFC0rLQWV5WVq++/HKT4gzK1a5msHAEWFBYi+cxsA4OrpzXM0DccYw8XTRwE0ny4aAMjKUyR8gT61jwsLaqfYnpyhvgbTv+nqCDF1ZDdUSaT47YD6s8340GKTEVdXVwwdOhQlJSV47733IH1stcrLly/j559/hpaWFt56S7XZ287ODllZWbUmMJ6engAUiUxZ2aMbR1paGmbNevpDlBrD6n2KpvflU7vAxvTRtw4/F3O8N1yxWM0vRx9lvD8eiISsWo7XBrZFsOejmSJutkb46OUOkMrkWHtAtV/3wNX7AIAvJnSEu92jxZcEAg6LX+0EZ2sjJGeX4Ga86mqvDSXggAUDPNDBwRgR6cVYfPQeZE8ZTPVXmKJJcUJHe9g9tiJsW2sDDG1njZJKGY7+K7HQ0RbA0VT9283QdlYY7W+LBwUV+Ds8U21/Y5FXV2PH6i8RH3kLLm39MGXe0icuaubk2Q4GxqaQVFZg3y+rVZYeL8rPxf4tawAAfl17N3rsjeGF4eOgrS3E6YO7kRDz6L1ZUlSIXRu/B6BYh0MorL17rjlz9faFobEpqiorsHP9d5A+9toV5uVg9y8/AAACH3bXNFcxkeG4euGMcjB/jezMdHz9xRxUVlagU7fesLC0ruMMLUd0xG3kZGXAzMIKvh068R2O0sGzigkEPYM8MPPlHir7gts7452JivfQvpO3ldvd21jBUF/13mdqpIftK6ajja0Zvtl0HGnZhY0beD212G4aAFi/fj169uyJbdu24dy5c+jatStycnJw9uxZVFdX47vvvlN7sN7w4cOxZs0aBAYGolu3btDR0YGXlxfmzZuH4cOHo127drhx4wbc3d3RvXt3VFZW4syZMwgICEC3bt1w6dKlJq3jH+cT0C/AAZNCvHBrzVhcicmCrkgLXbytoSPSxqbj0dh7KUlZPi69CJ9suYpvZnTFyWXDcSo8FdKHD8rTE2vjw40XVZ5LAwDL/ryFFzo4wsvBBNe/fwlXYrJQUFoFf1cLuNoYobxKhjfWnEO1hkddD29vgx4PWzOKKmR4p5dLreU2XEpWLk52O7UYe8MzMNrfFuvGtcetB0XQ1uIQ6GAMjuPw3ekElefSAICxrhCbJgTgfl450ooqIZMzeFjqw85YB5nFlfj0QIxyLZOmcPHoXkReU8zy0jc0xt6Nq2ot9+Lk2dA3MoFQJMaYN+Zi23df4Oa5Y4iPuAUHNy9IJVVIvheFqopy2Lt6ImTkxCarw5PcuX4RB/94tBZPtUzxRWHZ3BnKbcPGTYdfJ8UTXi2s7fDq7I+wdc0yfLNgFty82kNXXx8J0REoLSlCGzcvvDRVfSwNXyKuX8ShP35V/l5TvxVzH03HHjpuGtp36g6hSIxX35qP9V9/iitnjiDmzg04ubeFVFKFxJgIVFaUo42bFwa9NKnJ6/Es0lOTsfabRTAxs4Crhzf0DQyRk5WBxHvRkEiq4OjshjfnfM53mBpRM3C1R8hACATN5/t6WEwqVm89iQ+mvID/ffIK3hjbCzGJmbC1NEZnPxdoaQnwy54LOHP10WSHcYM7Ys7UF3DzbgrSswthZKCL7h3cYKivg23/XMHyjUdrvdYf382EjYVi0UVbS8UX1GmjumJAt7YAgMzcYoybo9lB1y06GbG3t8f169exfPly/P3339i7dy/09PTQr18/zJkzBwMGDFA7Zvny5WCM4Z9//sEff/wBmUyG3r17Y968eRCJRAgNDcWnn36KI0eO4ODBg7C3t8c777yDL774AkOG8NNk9/r/zuFydBZmDGyLXr62YAwIS8zFL8ei8dsZ9f6+NQcikJBZhA9G+qO7j6L591Z8DlbtC8eRG+oDQ/NLqtBj7j68N9IPwzs7o6OHFUTaAmQWlGP76Vh8tzccsamFGq+X4WODbGuSktpsv56qTEYAYN2FZCTklmNEe2sEOhpDWs1wO7UYv91Ixd1M9XETJZUyHIjMQns7QwQ4GEGL45BZXIXt11KxOywdlU9ZDl/THh8fUJOU1GbA2GnQNzIBAPgG98R7y9fj7P5dSIwOR8ztK9DSFsLCxgH+3fqi19CXIXyOcUmNoaSoAImx6k+Gfnzbvwej9uj/Iixs7HBkz3YkxUZBIqmCpY0dQl58GQNHTWxWYxFKiguRdE+9fo9vKykuVP5/QJfeWLByE078/TviosIQefMStLWFsLJ1QFCPfug3fBxEzXw6rGdbXwwc/jLioiMQHxuFspISiHV04OzuiW69+2Pg8DGtYkqvVCLBldBTAJrHQmf/9sn3f+NKeCJeG9MTHdo6wtPJGiXllQi9GYdf913Cn0dvqpQ/ez0W/l726NC2DTr5OqG0XIIr4Un4ZU8o9p+pe6kGf28HONmpdoXbW5vC3loxmDw5XX2F74bi2LNODSEaoztyA98hNIqKv18HAAz48QrPkWje8bcU0+YORDTt+KGm8GJ7RRN76L2WN2ulPnp6Km6kZ2Of3qfe0vTxUiTzUWnq41Jag3b2isHb4Q9a9kDff5NJpTi4XdHN+t2BHDxhPccWq+L22nqVaz5tUIQQQgj5T6JkhBBCCCG8omSEEEIIIbyiZIQQQgghvKJkhBBCCCG8omSEEEIIIbyiZIQQQgghvKJkhBBCCCG8omSEEEIIIbyiZIQQQgghvKJkhBBCCCG8omSEEEIIIbyiZIQQQgghvKJkhBBCCCG8omSEEEIIIbyiZIQQQgghvKJkhBBCCCG8omSEEEIIIbyiZIQQQgghvOIYY4zvIAghhJD/GolEguXLlwMAFixYAJFIxHNE/KFkhBBCCCG8om4aQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTwipIRQgghhPCKkhFCCCGE8IqSEUIIIYTw6v9xJeEXkSIdIgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUUAAAIYCAYAAAD6jP7pAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB5MUlEQVR4nO3dd3gU1dvG8e+mbXrvCSQQeu81dCnSUVTEAhYUxfbDwosFVNTYe8NGs2FBFJQiVXontAChJPT0XnaT7Hn/WLLsmgQCbLJJfD7XxUVyZmb3OZDce2bmzIxGKaUQQggBgJ2tCxBCiJpEQlEIIcxIKAohhBkJRSGEMCOhKIQQZiQUhRDCjISiEEKYkVAUQggzEopCCGFGQlFUC41Gc8U/EydOrNIa+vbti0ajISEhoUrf50oSEhLQaDT07dvXJu8/d+5cNBoNL774ok3ev6ZzsHUB4r9lwoQJFS6Ljo6uxkqEKJ+EoqhWc+fOtXUJQlyW7D4LIYQZCUVRY2k0GiIjIykuLmbWrFk0atQIFxcXmjdvzpw5c0zrrVmzhn79+uHp6YmPjw933303aWlpl33tb7/9lo4dO+Lq6kpgYCATJkzg7NmzZdbLzMzko48+YvDgwURERKDVavHz82PIkCH8/fff5b62+bHL77//nm7duuHh4YG3t/cV+7xu3Tq8vLzw8PBgzZo1pvb8/HxiYmJo37497u7uuLu7061bN+bNm1fha23atIkbbrjB9N6DBw9m27ZtV6zhP08JUQ0AdbU/boCKiIhQY8aMUV5eXmr06NFq0KBBSqvVKkB988036ueff1YODg4qOjpajR07VoWFhSlARUdHK4PBYPF6ffr0UYCaMmWK0mg0qnfv3mrcuHEqMjJSASo8PFydPn3aYptly5YpQEVGRqqBAweq2267TXXv3l1pNBql0WjU119/Xabu0vd54IEHlJ2dnerVq5caN26c6tmzp1JKqZMnTypA9enTx2K7xYsXK2dnZ+Xv76+2b99uak9KSlJt2rRRgAoODlZDhw5VN954o/Ly8lKAeuSRR8rUsGTJEuXg4KAA1aVLFzVu3DjVvHlz5eTkpB544AEFqJkzZ17V/8d/hYSiqBbXGoqAatWqlUpOTja1r1mzRgEqJCRE+fn5qaVLl5qWZWVlqZYtWypArVmzxuL1SsPKwcFB/fnnn6Z2vV6v7rjjDgWoUaNGWWxz4sQJtWXLljK17d69W3l7eytPT0+Vk5NT7vs4OzurdevWldm2vFCcM2eOsre3V/Xq1VNxcXEW6w8dOlQB6vHHH1eFhYWm9gsXLqhOnTopQC1btszUnp2drQICAkwfHKUMBoOaNm2a6d9VQrF8EoqiWpT+Il7uz2+//VbuNqtWrSrzeu3bt1eAuvPOO8ss++CDD8r9pS8Nq/Hjx5fZJjU1Vbm6uiqNRqNOnTpVqT4999xzClB//PFHue8zZcqUcrf7dyi+8847SqPRqKZNm6rExESLdffs2aMA1blzZ1VSUlLmtXbv3q0ANXLkSFPbN998owDVu3fvMuvr9XoVHh4uoXgZcvZZVKvLTcmpX79+mTZHR8dy5/M1bNiQPXv2MGjQoHKXAZw/f77c9xk3blyZNj8/PwYNGsTixYvZuHEjt99+u2lZSUkJq1evZvPmzZw/fx6dTgdAfHy8xd//NnLkyHLbzT333HO89tprdOjQgeXLlxMQEGCxfOXKlQCMHj0aO7uypwBKjzFu377d1LZhw4YK++no6MjYsWN5//33r1jbf5WEoqhWVzslJzg4GHt7+zLt7u7uAISFhVW4rDS8/i0iIqLc9sjISADOnTtnajtz5gzDhw8nNja2whpzcnLKbS8v5M1t2rSJ9evXExwczNq1a/H09CyzTulE8+eee47nnnuuwtcqLCw0fV1a/5X6KconoShqtPJGR1ez/Hrdf//9xMbGcvPNN/PMM8/QtGlTPDw8sLOz44svvuDBBx9EVfCYI2dn58u+dosWLQDYt28fM2fO5L333iuzjsFgAIwT26Oioq6zN6IyJBTFf05iYiJt2rQptx0gNDQUgLy8PP7++2+CgoJYuHBhmRHriRMnrqsOHx8ffv75Z/r378/777+PnZ0d77zzjsU64eHhgHH3+cknn6zU64aEhFj0598qahdGMk9R/Of89NNPZdrS09NZuXIlGo2Gnj17ApCVlYXBYCAkJKRMIBYVFfHbb79ddy0BAQGsXr2ali1b8u677/LMM89YLB84cCDAVb1Xr169gPL7WVxczK+//nodFdd9EoriP2fhwoWsWLHC9H1xcTH/+9//yMvLY/jw4aZjgYGBgXh5eXHgwAE2bdpkWr+kpIRp06Zx9OhRq9QTGBjI6tWrad68OW+99RbTp083LevatSsDBw5k06ZNTJkyhezs7DLbx8bGsnz5ctP3t9xyC35+fqxbt85icrdSipkzZ3Lq1Cmr1F1Xye6zqFaXuxNO/fr1efnll6u8hgceeIAbb7yR3r17ExISwrZt2zh58iShoaF8/PHHpvUcHBx45plneO655+jTpw/9+/fH19eXbdu2kZSUxJQpU/jkk0+sUlNQUBBr1qyhb9++vP7669jb2/PKK68AxqtvhgwZwqeffsr3339Pu3btCA0NJSsri3379nH69Gkef/xxhgwZAoCHhwdff/01N998MxMnTuSzzz6jYcOGxMbGEh8fz6RJk/jyyy+tUnedZOs5QeK/gUrMU2zbtm2ZbSIiIsp9vQkTJihArV27tsyytWvXKkBNmDDBor10/uDJkyfVnDlzVLt27ZSzs7Py8/NTd911V5mrWUrNmzdPtW/fXrm6uio/Pz81atQoFRsbq+bMmXPZ+ZAnT54s9/UquqJFKaXOnTunmjRpogA1Y8YMU3tBQYH68MMPVY8ePZSXl5dycnJS9erVU3369FFvvfVWubX/888/ql+/fsrNzU15enqqAQMGqM2bN1dYtzDSKFXBqTMhhPgPkmOKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQtU5xcXGVvbaEohCi1jh06BChoaFMmzatyt5DQlEIUWtotVouXLjAnDlzOHLkSJW8h4SiEKJWKCkpISoqimeffZbMzExeffXVKnkfuaJFCFErGAwG7OzsKC4uJjQ0lNTUVJYvX17u3devh4wUhRC1QmkgOjg48PbbbwMwa9Ys67+P1V9RCCGqiIOD8cZed999N507d2bTpk3Mnj3bqu8hu89CiBqnpKSk3GfzAKbR4pYtW+jZsycRERHs2LEDf39/q7y3jBSFEDWGwWDAYDCYAjE2NpY9e/ZYnGl2cHDAYDDQvXt3xo8fT2JiIm+++abVapCRohCiRlBKodFoAON8xKeffpoNGzZgMBjIz8/ngQce4OGHH6ZNmzYUFhbi7OzMhQsXCAsLw8nJia1bt9K2bdvrrkNGikKIanGl8ZdGo6GoqIg333yT7t27s2HDBjp06MCECRPo378/X3zxBffddx8GgwFnZ2eKi4sJDg7mxRdfRKfTme5Ubo1ChRCiWpWUlKji4mKLtqKiIjV79mzl6empoqOj1Y8//qhKSkpMywcOHKg0Go167rnnlFLKYvt69eopjUajFi9efN21yUhRCFEt/vjjD9MzeMyPG2ZmZgKQlJTEd999R9u2bVmwYAG33XYbdnZ2HDx4kA8//JD4+HgA3n77bfbs2YO9vT1FRUUAvPvuuwC88sor139d9HXHqhBCXEF+fr7SaDRKo9GoXbt2KaWUiouLU8OGDVNjxowxrffTTz+pCxcuKKWUysnJUT/++KPq16+f0mg0qkGDBurOO+9UGo1G3XrrrcpgMCiDwWDatnS9t95667pqlVAUQlSpoqIipZRSH3/8sdJoNGrgwIFq6tSpSqPRKFdXV/X000+rpKQki3WVUur7779XoaGhysnJSb300kumdm9vb6XRaNSSJUuUUkrp9XqllFJ79uxRGo1G1a9fX+Xm5l5zvRKKQogqZT6aCwoKUnZ2dkqj0aixY8eqn376SRUWFpbZZsuWLcrFxUW1adNG7dy502LZxIkTlUajUZ07d1Y5OTlKqUvHF+fPn69SU1Ovq145piiEqFIajYacnByeeuopkpOTUUoRFBTE66+/zi233IJWqy1zZnrZsmUUFhbywAMP0LFjR/R6PcXFxSilOHXqFD4+PuzcuZMPP/zQYru77roLPz+/66pXQvE/4N8/cEJYS05ODmA8cVKqpKSkzHpubm706dOHd999l969e5OUlMTPP/8MGK9QKZ2fWPqzmpWVBYCPjw8ATk5OODg4kJyczJkzZ7jxxhsBWLhwIfn5+RVe/XJNrmucKUQNYD5tQ1SfZ599VgUEBKj4+HillOXxQKWUysjIUEVFRab/n9LjfBcuXFAajUZ5eXmpo0ePKqVUmek5X331lXJ2dlbjx49XcXFxSimlVq5cqfr166eioqJUYWGhWr16dZX0y8F68SpqmrVr17JmzRrS0tIoLCxk6tSptGrVytZlWUVubq5plKLVavH19QUsr4qozc6ePYtSivDwcFuXUsZ3333HU089RVJSEn379iU1NZVGjRqZbtbw888/8+WXX5KdnY2zszPR0dFMmTKFkJAQAIKCgnjqqad4++23efXVV5k7d26ZkV6PHj0YMmQIP/zwAxs2bMDHx4eEhAT0ej2vvvoqWq2W/v37V00HqyRqhU3t2rVL9erVS9nb2yuNRqP8/PxMUxXS0tJsXd51e+ONN1S3bt1UVFSU8vLyUp07d1YPPfSQ2rNnj+mgvvnB/dpk//796oknnlBdu3ZV7dq1U7t377Z1SSa7du1S3bp1UxqNRrVq1Uq9++676syZM6blJ0+eVMOHD1cajUb5+/urJk2aKK1WqzQajerevbtauHChad3CwkLTz+WqVauUUsazyOYjxri4ODV06FBVv359FRISogYNGqQ2btxY5f2UUKxDdDqdevvtt5WLi4vy9/dX999/v1qyZInKzMxUe/bsUVlZWdc1VcHWli9frho1aqQ0Go2qV6+eGjp0qOrSpYvy9/c3tb388su2LvOaZGRkqHvvvVe5uLgoJycnFRYWpgYOHKj++uuvMrul1S0tLU3de++9pnmGjz32mDp48GCZ9e677z6l0WjUvffeq7Zv366UUmrz5s1q/PjxSqPRqLCwMHXy5EnT+l9//bXSaDSqT58+Fq9TUFCgTp06pZQyzm/My8tTBw4cqLL+/ZuEYh3y7bffKhcXF9WkSRO1aNGiMsdpaqPSEd+iRYtUYGCgCgwMVG+88YY6ceKEUso44khKSlL333+/CggIUBqNRr399tu2LPmqrV69WjVt2lRpNBp1yy23qB9++KHG/N+99tprysnJSWk0GuXg4KAaNmyoli5dalpeerxw3bp1SqPRqL59+5Z5jczMTHX33XebJl2b69Spk9JoNOrzzz9XSim1ceNG9cgjj6jBgwer5OTkKuxZxSQU64jExEQVHh6uIiIiTAe+laobJyFyc3NVdHS08vT0VL///rup3WAwmPqXmZmpvvnmG9Mvb+kuWU2XnZ2thg4dqjQajXrhhRcsDm+UBqMtDgX89NNPqmHDhkqj0aj+/furDz/8UI0YMUJpNBp13333qdOnT1vUOGfOHKXRaNSMGTOUUsa9FvO6z507p9zd3ZVGo7HYBd66datpBNq5c2cVHBysNBqNGj16tMrIyKi+DpuRUKwjvvvuO6XRaNTUqVOVUsbjM7X1uNq//fbbb0qj0ajJkyeb2ioK+9JduMGDB6vz589XV4nXbP78+Uqj0ah77rnH1FZSUmL6v7PFh9rZs2eVRqNRzZo1U6+99po6duyYUkqpP/74Q4WHh6ugoCA1d+5ci21eeOEFpdFo1JNPPlnm9Ur7MGPGDKXRaNTjjz9usfzjjz9Wffv2VaGhoSo6OlotW7asajpWSTJPsY5Yu3YtAL169QLA0dGxTpyFBeNEXjCekSxlZ2f5o1s6N27WrFkEBgaycuVK1q1bB1jOoatpDh06BEBYWBgAOp0OOzs70/+dnZ1dtc8zDQ0NZf78+Xz99ddMnz6dqKgoAAYMGMDw4cNJTk7m559/Ji4uzrRN6Zngffv2ceHCBeDSnMPS/6u2bdvi4OBAfn4+cOmB9g899BArV65k5cqVbNiwgSFDhlRPRysgoVgHKKU4cOAAAAEBAUDNDoKrUVRUxLFjx7C3t6dp06ZA+ZOD7e3tMRgMhISE8MQTTwDwySefAGUDtCYJDQ0FIDExkfPnz6PVagFIT0/n7NmzzJ8/n8cee4xnn32WBQsWcOrUqWqp68477zR9CJXeDdvV1ZU777yTVq1asW7dOpYuXWoKtoCAADp37syePXtYvXo1gCnYS9fRarUUFxebJmaXTuHRaDQ4OjrSsmXLaunbldTcnxZRaRqNhtatWwOwZcsWoGYHwdVwdHTE29ubkpISdu7cCVDh1Qulv4QTJ07E39+fbdu2sWvXrmqr9Vr06NGD8PBwfv/9d6ZNm8bq1at55ZVXeOqpp+jduzcTJ07kk08+4fXXX+e+++5jyJAhnDt3rlpqMx/plf489ezZk7Fjx1JcXMwvv/zC1q1bAWjQoAEjRowgKyuL+fPnExsbCxhHvqXhl5CQAEDXrl0tXr/G7dHYdOddWM2bb76p7Ozs1IMPPlipuYilx6xK705SUxkMBtOxqKeffrpSU4ouXLig+vXrpzw8PMrcTKCmMRgM6v/+7/9MJyH+/adx48bqoYceUv369VNNmjRRGo1GjRs3zia1lh4bPHr0qOrXr5+yt7dXU6dOVenp6UoppWJjY9WoUaOURqNRvXr1Ms0QyMnJUV9++aXy8fFRLVu2VImJiTapv7IkFOuIo0ePKhcXFxUREaG2bNlSqW3y8/PVp59+avrhrak2bNig7O3tVadOndShQ4cqtU2HDh2URqOp9L+FLRUUFKjPP/9c3XDDDSo0NFTdcccdavr06RZn2vV6vdq+fbspLLdu3WrDipX64osvlK+vr4qKilKLFi0yte/fv980zSYkJET16dNHNW/eXDk5OSl/f3/1008/2bDqypFQrENK54I9/PDDFc7xMr8x5xdffGFxX7qaqqSkxHQlRUxMzGVHiyUlJSo7O1s1btxYNW7cuFacgS6l1+tNt9Eyn7BdXFxs+j975JFHlEajUdOmTbNJjaV1pKWlqdtuu01pNBp15513qoSEBNM6R48eVf/3f/+ngoODVVRUlIqKilKTJ0++7lt6VRcJxTokKSlJubi4KDc3N/Xxxx+r7OxspZQyXZRvPr0jNjZWNWvWTIWGhlrMa6ypzG8g+scff5jmx5X2yXz6UelE4hEjRqjCwsJaNzXp330yGAymkCy9OuSrr76yWX2ldS1ZskQ1aNBA+fv7qy+++KLMeunp6So5OdniUsDaQEKxjvniiy+Ui4uLCg4OLveSt5ycHDV//nzVuHFj5enpqebPn2+DKq/Nww8/rDQajerSpYv65ZdfTO3mYb9hwwbT7lpNHwFXhnnfkpOTVaNGjZSPj49Nd59LQ7G4uFg9/vjjyt7eXg0aNEjt379fKVX7LxiQUKxjioqK1Isvvmi6EH/MmDHqnXfeUStWrDBdleDs7Kw8PT3V7NmzbV3uVcnMzDTtsrm6uqo333xTbdu2TeXl5an4+HgVExOjGjdubDruFhoaqiZNmqTmz59f7t2da6KKRrUrVqxQXbt2tbhqxJZKg2/79u2qS5cuytnZWU2bNq3W/DtfjoRiHWQwGNRXX32l2rZtW+Zspqenpxo3bpzpMq3aJjk5WU2aNMl0S3utVqsaNGhguiNQaGioeuGFF9Qdd9yhAgMDlaOjo7rhhhvU0qVLa9UIJiUlRSllvC764YcfVmFhYaYrRrKysmxcnaWZM2eaZgfodDpbl3PdNErJbZnrKr1ez9atW9mxYwdubm7Y29vTo0ePGjNJ9nrs27ePn376iY0bN+Lm5oaHhwe9evViypQppnVOnjxJQkICTZs2NU2Srg1++uknvvzySw4fPszZs2dxdHSkQ4cOvP766/Tp08fW5ZkYDAbs7Ow4d+4c6enpdeZenRKKotZRZjeSLS4uxsHBAZ1OZ7oaxPzr2ujMmTNMnjyZwsJCmjVrxo033siwYcNsXdZ/hoTif4SqI3ekLk9p31RNvULiGuTm5lJUVIS3t3ed6E9tIqEohBBm6sYFskIIYSUSikIIYUZCUQghzEgoCiGEGQlFIYQwI6EohBBmJBT/A3Q6HS+++CI6nc7WpVhdXe4b1O3+1dS+yTzF/4Ds7Gy8vLzIysrC09PT1uVYVV3uG9Tt/tXUvslIUQghzEgoCiGEGQlFIYQw42DrAkTV02q1zJw5s1bfOaYidblvUH390+v1xMTEADB9+nScnJyq9P2g5v7fyYkWG3r0tzhbl1AlPhrT3Pj3ppM2rsT6Hu3ZAIDQBxfZuBLrctAYuC/kIADvxAZRZKh7O5EFix+o1Hp1r+dCCHEdJBSFEMKMhKIQQpiRUBRCCDMSikIIYUZCUQghzEgoCiGEGQlFIYQwI6EohBBmJBSFEMKMhKIQQpiRUBRCCDMSikIIYUZCUQghzEgoCiGEGQlFIYQwI6EohBBm5HEEV6GgoICYmBh+/PFHTp06ha+vL0OGDGHWrFmEhYVVyXvW83amWaAbET7O1PdxwcfFEbjyXbu71veiVwMfgj21FBsUCekFrDiSysn0gnLX1wC9GvrQtb4XQR5aDEpxNkvHuuPpxJ7LsXa3KmXRG09z7sj+CpeP+N8rRLTuZNFWmJvDrr9+5MTuzeSkp6J1cSW0SWs6jbidgPpRVV3yZfm4ObH+xRvw93TmZHIuPV9YWWadQW1CGNohlNb1vQnycsbDxZGsPD2xiZnMW3+CVfsvlPvaTg52TBrQiJGdwmkY6I6DvYakrEI2xCXz0fIjnErNr7J++Xs68+RNbRnaOYJ6/u4U6ItJTM5l3b6zPDtvW5n1h3auzxOj2tC2oT8Ae0+k8t5vsSzfdfqy7xPdMoQpw1vRrVkQPu5a0nMK2XcyjS+Xx/HnjkSr9UdCsZIKCwvp378/W7duJSQkhFGjRpGQkMCcOXNYunQpW7dupWHDhlZ/3yFN/WkT6nFV29zUOoh+jXzRFxs4nJyHg72GZoFuNAt045vtZ9h3PtdifQ0wqVs4rUM8KCwq4URaPhoNNPB15f6u4fwVl8Kyw6lW7NXVieoYjaOzc5l2Nx8/i+/zMtP4NeYpslPO4+rlQ0TrTuRnZXB89yZOxm5j+GMvUr9Vx+oqu4wZY1vj637555GM7Vafoe1DOXI+m90nM8grLCLcz40BrYMZ0DqYD5cd4fXFBy220TrY8fOTvejU0I/MPD1b4lPRFZXQur43d/RqwMhO4Yx9dwP7T2VavU/to/z5Y+ZQ/D2dOZiYztLtiXi4OtK8ng+PjmxdJhQfGdGKt+7rQVGxgTWxZ9AXGxjQLpzfXriR/32xic//Olju+zw3riPPj+tIob6YLYeTSMksINTPjZ4tQjiXni+haAuvvPIKW7dupXv37qxcuRJ3d3cA3n33XZ588knuvfde1q1bZ/X3PZlewNnsQk5lFJKYUcBLgxvhaF/xUY+mAa70a+RLrq6Yd9cnkJJXBECkrwuPRdfnjg6hxK88RkGRwbRNv0a+tA7xIC1Pz8ebTpF6cZsgdyceia7P0OYBxCXnkVDBKLOq9bztfjz9g6+43tp5H5Kdcp6I1p0Z8vBzOGqNQXpi92aWffIKK794k7vfmIOTi2tVl1xGdLMAbusRwYJ/TnJX7wYVrvfhssNM+24PGXl6i/b2kT4s/F80jwxuwuLtpzl8Ltu07M5eDejU0I89J9MZ9/5GcgqLAbDTwMu3teXeflG8eEtrbn5ng1X75O/pzO8zbsTFyZ6xr64oE0ydGgdYfN841IuYid0o1Bcz5IWlbDuSDECjUC/Wvj6KN+/tzsrdpzlxIdtiuzv7N+H5cR3ZfiSJ8W+u4mxanmmZi5M9DYI9rdovOaZYCXq9no8//hiATz75xBSIAFOnTqVNmzasX7+eXbt2Wf29V8Wn8VdcKgcu5JKjK7ni+v0aGUdPK46kmgIRICG9gE0nM3F1sqd7hLfFNtENfABYcijFFIgASbl60wjxhsaWo7KaJic9hYTYbdjZ29PnrkdMgQjQsEMPGnftQ2FuFnEby+6yVjVnRzveuKM9R85l8/nfRy+77oHTWWUCEWBPQgZ/7DyLnZ2Gnk0tw6ZrY+Nu6BerjpkCEcCg4K0/DgHQLtLnertRxvO3dyTAy4Vn520rd6S2Mz7F4vspI1rhYG/HVyviTIEIcOxcFm/+vAdHBzseGdHKYhtnJ3tiJnYjO1/PrTErLQIRoEBfwqFTGVbslYRipWzatImsrCyioqJo3759meVjx44FYMmSJdVdmgVHOw1NAoyjoL1nyx4H3HtxdNEq+FKoOzvYEeBufJxlfDnHnY6mGH8Imwe64WCnsXrN1pKSeAwAD/9gPP2DyiwPa9YGgBN7tlRrXQBThzcnwt+Nad/toajk2h+eWVRiHN3rSwwW7friK39YZuSWDdrr4exkz+19GpNbUMT81Ucqtc2NHesD8NvmE2WW/bbF2Da0c4RF++huDfD3dGbR5hMkZVbPnorsPldCbGwsAB06dCh3eWn7vn37qq2m8gR6OOFob0eOrphMsxFDqdOZhQCEel0aRTk5XPpcLNCX/eXKu9jmdDE8z2frrF32FR36ZwWFeTloNBq8g8Jo2KEHHn6BFusU6Yx9c3Z1L+8lcHYz7mKlni77C1mVmod58uDAxizcnMj2Y2mE+13brnuzUE9GdgpHX2zgn0PJFsvWH0rmpq71eeCGRqw5cMFi9/npkS0A+GGT9Y65AXRsFICnqxObDp2nUF/CoA71GNA2DK2TPcfOZfHrxhOcz7j0Ievl5kT9QOOx8b0n0sq83pnUPFKyCogI9MDDxZGcAuMeS582oQBsPZyEl5sT43o3okV9Xwr1xWw9nMQf2xIoMVj3Kc0SipVw6tQpAMLDw8tdXtqemGjdH7yrVXpmOrOgbCAC6EsU+foS3Jzs0TrYoSs2kK8vocSgsLfT4OvqSNK/RhR+rpceiu7r6miTUNy59AeL7zf99BWdR9xO55F3mNpcPLwAyEmzDIxS2anGs7a6vBz0hQU4ObtUUbWXaDTw9l0dyM4v4pVFB65q24FtghnaPgxHew1hvq50ivKjqMTA0wt2k5hquQv567ZT9GsZxOgu9dj22hB2HE9DV2SgTYQ3AZ5aPl1xlPf+tO4zxpuFG3fHU7IK+Wn6IEZ0jbRY/tKdXXjo4/X8tOE4APX8jR9W6TmF5OvK//k8m5ZHgJcL9QPdOZho3CVufvF9Ajyd2fPRLYT4upnWf2wU7E9I46ZXlnPmX/8m10NCsRJyc41na11dy/+Ud3Mz/kfl5Nhm6kop7cVR3793r8zpSgy4cikUiw2KU5kFNPB1pWuEF38ctDwO1D3Cy/S1s0P1Hm0Ja9Kalr2HEBzVAjdvX3LSUzi+cyM7l/7AtsULcHJxo+3A0QAENWiKvYMj+dkZJO7faTFVRynF4U1/m74vKsyvllC8t18U7Rv48sTcneUeJ7ycFuFe3Nbj0q5kgb6YFxbu45dtp8qsa1DwyDc7OJuRz5TBTRnYJsS0bF9iBhsOJ2PlwRQ+Fw+5DOscQYnBwOOzN7Jo0wlctQ5MHtqS/41py5eP9eXwmUz2nUzD3dn4gV1QQSAC5F8c4Xo4X/og9r54tn7G+M4cPZvJnW+tYt/JdJrV8+aDydF0iArgh2cG0uuZxVbrmxxTrAY6nY7s7GyLPzpd9Y+4KvL3UePuTP9GfvRv5IuH1h5PZwcGNfGjZwMf0+6JUlb+zbqCrmPupmn3AXgFhuDgpMUnOJxOw8cx9JEZAGz//VuK9cZ/R62rG636Dwdg1ddvc3zXJnT5eWScP82Kz2PIOH9pDpxGU/U/9mE+Lkwb1YLNR1L4aUvZILuSD/46QuiDi2gwZTH9XlrFws2JvH1XB+Y+3B1He8tju16ujvz0v17c0zeKF36MpcO0v2j+vyXc8+kW/Dy0fPtoT0Z2su48Ws3F48uODnbM+mEXXyw7RGp2IadScnl23jZ+3XQcJ0d7/je6zXW9T+lh7BKDgdGzlrE5LoncwiJ2xqcw+uVl5BYU0alJIP3bWq9/EoqVUHq2OT+//AmweXnGobuHR/nzCWNiYvDy8rL4ExMTY/U6dcXGEaLTZabsaC8uK10XYP/5XBYfSAJgTOsgXhvahFdvbMyIloFsSczkzMVjkflFFY9Aq1P9Vh0JjGyMLj+XCycOm9p73HwPUZ2iKcjOZNkns/jykZv57rlJnNizhV63Tzatp3V1K+9lreq18e1wtLfj/77bc12voys2cORcNs/+EMvXa44xsE0I9/aznIT+4i1t6NE0gNd/P8jXa49zIbOQrPwiVsSe577Pt6IBZoxtY9UTZXkFl2YplHeiZf5q41n2Xi2No9bcQuP6LtqKd05dnY3LcgovjapzL44e1+47V2YXOSWrkOW7Tlm8jzXI7nMl1K9vPGt25syZcpeXtkdERJS7fPr06UydOtWiTavV8tRf1j3on3HxB9Xbpfz/Vid7Da5O9uTpSyxCEWB1fDr7zuXQLswTX1dHCosMHLyQy7G0fF4e0gjAJscTK+IVFEZyQjz5memmNntHJ258+HnOHT1A4v6dFORk4eHrT+OufTFOUQevwFDsHZ3Kf1ErGtgmhMw8Pa/fYTlbQetoD0Cwtwu/TO0FwENfbSelEv+2v2w9zX39GzG4XSizVxnPtttpYHRn4zHtP3edK7PNvsRMTqXlERngTkSAG8eTcsuscy1OpRhfJ6+wiNTswjLLE5ONh5ICvIyHKU6nGtf39XDGVetQ7nHFMD/jh9Wp5Es1nk7JoX2Uv+n1Knwfb+sdDpFQrIS2bdsCsHv37nKXl7a3aVP+roJWq0WrvfyVDNaQnKOnqMSAh9YBL2cHsv51Brqet/Gs87mssj/EACl5RaZd6VI+Lg74uDiSnKsv83q2pMsz/uKYz0csFdqkFaFNLOe7Hd60Crg0Nac6eLs50eNfcwpLuTjZm5aVBuWVpOcag9PP/VKo+3s4m7bPNhu9mcu5eOLNy9WxcoVXQuwJ4/xVFycHnBzs0P/rQ7b0yp3SEWJWnp5TyTnUD/SgXUM/NsclWawf7u9GgJcLick5pjPPYDxTPbJbA3wquBKotD2vgr5fC9l9roSePXvi5eXF8ePH2bt3b5nlv/zyCwAjRoyo5sosFRkUR1OMu/jtw8ruyrcLNU5LOXCh8qOF3lG+AGxOsO4E2etRkJ3J+Xjj2dyAiEZXXF8pxf41xjmkLXvfWKW1lQp9cFG5f7o8uxyAk8m5prYzaZW7Lrl7E+Mk7YSUS7uRmfl6dEXGaVNt/zUpH8Dd2YGoIOPhnzNp1pvndzo1j9iTqdjZaejVquyua/TFttiTlz5kl13c1R3To+zlsGO6G9v++tck8NJJ4d2aBeHwr2OpGg30aG680mnvybLTfK6VhGIlODk58cgjjwAwZcoU0zFEMF7mt2/fPvr06UPHjra7rrbU2mPGH47BTf0JcLs0Moj0daFnA2/y9SVsScy02MbJXkOQR9ldyp6R3vSL8iUpR8f649UbiuePHeLE7s0YDJZzJ7NTL/DXxy9TpCukQbtuuPteGonlpCWTn51psX6xXsfaeR+QdPIIzXoOJKhh0+oo/5r4ujsxPjoSl3JGjr2bB/L8TcbR78LNl4JDX2xg3UHjqOvFW9oQ6Hlp5Kx1sCNmfDtctQ5sP5ZKcjm7udfjvd+M83djJnYj2OfS7mubBn48PtI4Iv9q+SFT+ydLDlBcYuD+wc3p0uTSPNOoEE+euaU9RcUGPl5iOXVp38k0Vu09Q0SgBy/e0dli2f/d0oFm9XxIyszn9y0nrdYv2X2upOeff55Vq1axefNmGjduTK9evUhMTGTbtm0EBATwzTffVMn7tgxyZ3Azf9P39hcPlk/tE2lqW3E4lYMXjxUdScln7bF0+jXyZVr/hhxJzsPeznhDCIDvdp+1uO4ZwF3rwPM3RHEuu5CU3CJKDIp63s4EuDuRlqfns82nKbb2nI4ryLxwhtXfvIurlw8BEY3QurqTk5pEcuIxSor0+IZF0G/iExbbnInby9p5HxAQ2RgP30CKi3Scjz+ELi+H+q060vfuR6u1D1fLVevA23d14OVb27DvVCbnMwpwdbKnYZA7jUOMo/zZq+L5a4/lscMXf95P+wa+tKrvzYaXB7LrRDqFRSW0jfAhxMeF9Fwd077ba/V6F/5znAHtwrmrf1N2f3QrWw8n4eJkT7dmQTg7OfD1yjgWbb4UVvHnsnh27jbevK87q14byerYMxRdvCGEq9aBqV9uKnPdM8BDH69n3eujePKmdozoGsnBxHSahnvTor4v+bpi7nl3bYVzH6+FhGIlOTs7s3btWmJiYvj+++9ZvHgxvr6+TJw4kVmzZlU4sft6uWvtaeBb9iCyeZu71nJksWh/EmezCund0IemgW6UGBRHkvNYXsGtw/L1JWw4kUEjf1eaBLhip9GQlq/nr7gUVsenob+OS9OuVVDDZrTqN5ykE4dJPnkUXX4uDk7O+NdvSKNOvWjdbzgOTpbHmQIiGxPVMZoLJw6TeuoE9g6O+IVH0jx6EM2jB6HR1NzLFAHSsnXM+nU/3ZsE0DTEg7YR3mg0GpKzClm8/TQLNpxky9GydytKTM3jhlmrmTKkCf1bBtG1sT8aDZxLL2DO2uN8vPwo56voErkHPlzPlrgk7hvcnN6tQlDKeCuwr1bE8d3a+DLrf7RkP8cvZPG/0W3p2cK467v7WArv/hbLsp3lT106k5pHt6mLeO62jgztXJ9hnSPIyNPx0z/HeOOXPVa/9lmjqnvymTC50j0Ra6uPxjQ3/r3Jers0NcWjPY13uAl9cJGNK7EuB42B+0KMt+16JzaIIkPdO7JWsPiBSq1X93ouhBDXQUJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZeUaLEAK9Xk9MTAwA06dPx8mp7CNv/ytkpCiEEGbkEac29PmWBFuXUCUmd48EYMeJLNsWUgU6N/QC4K7vYm1ciXVpDMVEXfx65BfbMWjqXjSsnNKtUuvJSFEIIcxIKAohhBkJRSGEMCOhKIQQZiQUhRDCjISiEEKYkVAUQggzEopCCGFGQlEIIcxIKAohhBkJRSGEMCOhKIQQZiQUhRDCjISiEEKYkVAUQggzEopCCGGm7t1Jsgrs2rWLv//+m+3bt7N9+3bOnj0LgK2f5PBzzNOcObKvwuVjpr5CZJvOpu+P79lC/M6NJCceIy8zHX1BHlpXd4IaNKFt/+E0bFe5m3BWh5Pxcezfs50TRw5y/MghMtKSAfh22fZy109LSWL3tg0X1z/I+TOJKKV49o3PaNGmY3WWbhLp60KrYA8a+rkQ5e+Kr6vxFv9Xc4Paaf0b0irEA4DHFh0io6DIYnmzQDeeG9iowu2Ppebx0opj11D95Wkd7OhYz4tukT60DPEgyEOLQSnOZhWy8Xg6v8aep7DIUO62A5sFMKJVEBG+LhSVKA4n5fD9zrMcupBb7vp2GhjRKohBzQKo5+NCiUFxIi2fRbHn2XQiw+p9k1CshFmzZvH777/buowKNeoUjZPWpUy7u4+/xfeHNq3i2K5N+IVFENKwGY7OLmSnJpGwbwcJ+3bQefhtRI+9t7rKvqzFP3zNri3/VHr9HRvX8O0X71VhRVdvdKsgOtbzuubtezX0oVWIBwalsNNoLrtuUo6Oo8l5Zdtzddf8/pfTr7EfU/sb79WdmJ7PloQMXB3taRHizoSu9ejX2J+nFh8ks6DYYrvJ0RHc1DaEwqISdp/OwtHejg7hXnSs582s5UfZfNIy5Ow08OKNTenWwId8fQkHzudgp4EWwR7MvLEpC7afYcGOM1btm4RiJXTv3p02bdrQuXNnOnfuTGRkJDpd1fywXYvet03CKyD4iut1HXE7N0x8HBd3T4v288cP8+tb/8eOP3+iWdd++NdrUFWlVlqjZq2pF9mYhk1a0LBJc/43cTRFRfoK1w8ICWPI6HEX12/BvE/fYv/ubdVYcVnxqXmcyizgZFoBJ9LyeXd0c5zsK3fEykNrz+0dQtl3LocQTy0B7pd/kNTR5Dy+2HraGmVXSolB8efBJBbFnud0RqGp3dfVkVnDm9E4wI3J0ZG8/velUWr7cE9uahtCVkERj/96kHNZxu2aB7nz1pgWPNk/itgFe8jTl5i2GdM2hG4NfLiQXci03+M4n238vavn7cwbo1pwV5dwdp7KJC6p/FHmtZBQrIRp06bZugSrCIwofzcrJKoZTbv04cA/yzl9OLZGhOKIWydc1fodu/WmY7felxquMLKqDn8eSrnmbe/sGIbW3o55O87wfwOirrxBNfv7SCp/H0kt056eX8TH60/ywdhWRDf0xcFOQ7HBeJjp5nYhAHy/86wpEAHiknL580ASY9qGMKRFIL/uPW9aNrxVEABztp42BSLA6cxCFuw4w//6NeTWDqG8tOyo1fomJ1oEAHb29hf/ls9JW2sd4kGPBj78cTCJ5NyKR8c11Ym0fACcHOzwdDb+PDnZa2gXZjyUsOF4epltStu6RfqY2lyd7AnzcgYg9mx2mW1izxofjNaxnheOdtb7EJTfgDrg4D8rKMjLRqPR4BMcTlSHHnj6BVZ6+9TTJzmyfT129g5EtOpQhZWKK9Ha23FPlzDOZhWy9CpGmkGeWm5tF4y7kwM5umKOpuSx71wOtjgVGOKpBaCoxEBOofGYYriPC04OdmTmF5GaVzboj6UYj4c28HM1tTk7XBqz5eqKy2yTffG1nR3tCfN2JiG9wCr1SyjWAduWfG/x/T8/fknXkePpNuqOctc/vmcrx3ZuxFBSTHZ6Mufj47Czt+eGe57AOzC0OkoWFbipbRAB7lpe/fsYJYbKR1qTADeaBLhZtJ3KKODDDQkk5VTvaHN0G+Px7Z2nMim62IdAd2NQppQTiACFxcYA9XR2wMXRjoIiAzm6YkoMCns7DUEeWk5nFlpsE+yhNX0d5KGVUBQQ1rQVrfoMIaRRC9y9fclJTyF+xwa2LfmBLb/Nx8nFlQ6DxpTZLvX0CQ5t+tv0vYOTlr7jJ9Oix4DqLF/8S4SPC4ObBrDheDqHyzmTXJ6CIgN/Hkpmx6ksLuToTK8ztm0wjQPcmNa/Ic/9dZSCCqbHWFvnCG+GtAikqMTAvG2Xzgq7OBpHfbqikoo2pbC4BA8ccHG0p6DIQFGJ4khyLi2CPRjYLIBv/nUiaXDzS3tDLk72VuuDhGIt1uMmy5MRPsHhdBlxO0ENmrDo7WfZuvhb2vQdioOT1mK9riPH03XkeIr1ejKTz7FvzVJWzf2A43u2MuLRF7B3cKzObgiM54Xu7xZOvr6E7/ecq/R2iRkFJGZYjpAOJeUy6+9jPHtDFM0C3bmhiT9LDiZbu+Qy6nk7M+2GRthpNHy+OdF0bPF6LNx9jpeGNmVsuxCyC4tZfTQVDTC4eQDDWwVRXGLAwd4Oa04ZlhMt1UCn05GdnW3xpyqn9ES06khQgybo8nM5f/xwhes5ODnhHx5J/7sfod0NozgZu429f9fc+Zh12ZCmAUT6uvLjnvPk6ioeTVWWUrD0YhC2vjj5uyr5uTny6ojmeDo78Mvecyzed8FieelIVetY8YjO2cH+4rqX+r/lZAZfbk5Eo9HwQM8IFt7TkR/v6cg93eqzPC6ZY6nG4C3vmOO1kpFiNYiJieGll16yaJs5cybBgydW2Xt6B4WSdPIoeVllz/SVp3mPAexd9TvH92yh441jq6wuUb724Z4YlKJXQx+iG/pYLPNyMf6aPtorgmKDYsnBZPafz7niayZd3J32dqnaX3MPrT0xI5sT7KlleVwyX2w6VWad5IuTyAPcyp9v6exgh4ezA9mFxWV29X/eY7xypXeUL0GeWvJ0JWxLzGD/uRy+m9AegIT06x+VlpJQrAbTp09n6tSpFm1arZY5u89XsMX10+UZJ7M6ap0rtb6Lh3G6REFOVpXVJC7PTqOhWZB7hcsbXzyRsuFE5T7o3JyMv9664qo7nujsaMerI5oT6evKhuNpvL/2RLnrnckoQF9swNvVET83R9LyLC9XbHSxbycr2OU+l1XIj7stDysEuDsR4K7lbGZBmde7HhKK1UCr1aLVaq+8opXkZ2dy9ugBoOIJ2/925rDxGmqvwJAqq0tU7LVVxytc9u6o5gS4O5V77fPldK5v/KCz1lnZf3O00/DS0KY0C3JnR2ImMSuPUdEJc32JYu/ZLLpE+NA7yo/f/rV73SvKF4CtCZW/lrn0LPdfh6x7vFSOKdZS5+IPcmzXZgwGy+NPWSkXWPLRyxTpCmnYvhsevgGAMSj3r/uLIl1hmddKPLCLDT99BUDL6EFVX7ywmsFN/fF1LXtirF8jXwY3C8CgFKvj06z+vnYamD6oMe3Dvdh/LpuXlx81XblSkdIrVcZ3CiPU69IeTPMgd4a1DCKnsJjl/wo4Zwc76vmU3dsZ1jKQm9qGcDqjgMWxF8osvx4yUqyEP//8k1mzZpm+1+uNc626dbt0V5kXXniBYcOGVVtNGRfOsvLrd3D18iUoohFaVzey05JJSoinpEiPX1gEA+/5n2n9Il0hq+Z+wLrvPycosjHuvv4U6QrJvHCW9PPGqQ4dBt9E4869qq0Pl7Nn+0YWf/+N6fviYuMIaeYTl25YMXr8vbTvEg1ARnoq77/8jGnZ+TMJAMz9+E1cXI27Zu269GTM+PuqunSTtqEejG4dZPre4eJVFzMHXxq9L96fROy5Kx8frMjgZgHc3iGUhPQCUvL0ONppqOftTKCHFoNBsWDn2SoZKY5sHUz0xdFdVkExj/Yu/9LQLzYnmiZZ7zmTzaLY89zUNoTPb2vN7tNZONhr6BDuhUaj4Z01xy2uewbwcnHk6/HtSEjL52xWIcUGReMAN0K9nLmQXchzSw6b5kJai4RiJaSkpLBtW9mbC5i3paRc+3Wu1yI4qhlt+g/nwvHDXDh5BF1+Lo5OzgTWj6Jx51607T/cYiqOq6c3vW69nzOH95F2NpGkhHiUwYCbty9Nu/aldd+h1Gvetlr7cDk5WZkcP3KgTLt5W05Wpunr4iJ9ueufO33S9HVovQjrFnkFns4ONPJ3K9Nu3lZ6Gdy1WhaXQusQd8K8nAnz8sDeTkNmQTEbT6az8nAqJ6to19lDe6nu0nAsz4IdZ0yhCPD5xkSOp+YzqnUQHep5UVSi2HMmm+92nin31mE5hcUsOZBE61AP2oV7Yq/RcCFbx4LtZ/h577kKb092PTTK1jcF/A/7fEuCrUuoEpO7RwKw40TdO2nTuaHxON3V3BOxNtAYiok6sRSALX4DMGjq3nhp5ZTK3S9UjikKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGbkGS1CCPR6PTExMQBMnz4dJycnG1dkOzJSFEIIM3XvkV21yP4zZR/pWBe0DncH4GhSvo0rsb4mQa4ArDls/QfM21LJxedqA/x1MBl7B0cbVlM1Rpg9g/tyZKQohBBmJBSFEMKMhKIQQpiRUBRCCDMSikIIYUZCUQghzEgoCiGEGQlFIYQwI6EohBBmJBSFEMKMhKIQQpiRUBRCCDMSikIIYUZCUQghzEgoCiGEGQlFIYQwI6EohBBm5M7blZCfn8/KlStZsmQJGzduJDExEXt7exo1asTNN9/M1KlTcXd3t3WZ5crKzGDxj3PZtWUDqckXcNJqCQgKoXWHLtz94BO2Lu+aLF64gEP79pJwIp6szAz0eh0+vn60ateRm8ZNIDKqsa1LvKLEY4c5vHc7CfFxJMQfIjMtBYDPft9c4TZ5Odks/2U+sVvXk5GajLObG41btOPGWydSr2GT6ir9ivS6Qo7G7uDQzk2cPLyfjJQkNHZ2+AeH0bpbH/oMvxWti2uZ7bLSU1m9aAFH9m4nMzUZu4vbtOramz4jx+FczjZVQR5cVQlfffUVkyZNAqB58+a0atWK7OxsNm/eTE5ODs2aNWP9+vUEBgZe1etW9eMIjh+N45VpU8jJzqJeZBT1IqMoyM/jTOIJ0lKS+env7VXyvlX9OILxI/qhKyggMqoxfv7Gf/NTCcc5ezoRBwcHpr/yDl169K6S97bW4wg+f20asds2lGmvKBSz0lN5e/pkUi+cw9PHjwZNWpCVkU5i/CHs7R146Pk3adG+6zXXU1JcxOZfZwPQduR91/U4gm2rlvLz528CEBgeQXC9hugK8kg4cgBdQT6BYfV56OWP8PDyMW2Tcv40Hz83hbzsTHwCgwlv0ISiIj2JRw5QkJdLUHgkj7z6KS5u1z74qOzjCGSkWAmOjo488MADPPHEEzRv3tzUfv78eYYNG8aePXt44okn+P77721YpaWszAxe/b9H0Ot1TJv1Lp179LFYHn/4gI0qu37Pv/YejZo0x0mrtWj/87ef+Py9GD5682Xm/rIce4ea++PdoGkrwiIaEdG4ORGNm/P8pJspLtJXuP53n75B6oVztOzYnUnPvILW2QWAvVvX88UbzzHn3ZeYNftnnF3dqqsLFbJzsKfbwBH0GnYLQeGRpvbsjFS+fm0aZ0/G88ecj7jjiRmmZX8u+Jy87Ex6DB7N6Hsfx87eHoCCvFy+evVpEo8e5J+lPzH4tnurvv4qf4c6YMKECcyePdsiEAFCQkL45JNPAFi0aBF6fcU/1NXtp3mfk52VyV0PPF4mEAEaN2tlg6qso0XrdmUCEWDYmFsJCatHZnoapxJP2KCyyht8812MuGMSbbpE4+Xjd9l101OS2L9jE3b29tw++SlTIAK069aHTtE3kJudyebVS6u67Erp3PdGxj74tEUgAnj6+DPm/v8BsH/bPxQXXXpY1om4fQDcMHaCKRABXNzc6TvqdgBOH4ur4sqNJBSvU9u2bQHQ6XSkpdWMJ7zpdIX8s2oZzs4u9Bsy0tblVCt7e+Po0KEOPY3u9IkjAPgHheIXGFJmeZPWHQDK3R2vaUIjGwFQXKQnPzfL1O7geOX/L1cPryqry5yE4nU6ccI4InF0dMTX19fG1RgdPxJHQX4ekY2aotU6s3vbJuZ++i5ffhDD0l+/Jz01xdYlVok1K5Zy9nQCoeH1CQ2vb+tyrEZXWAiAq5tHucvdL4bF2YRj1VbTtUpLOgeAvYMDru6epvYmbTsDsOqXeRhKSkztBXm5rPv9BwC69B9aLTXW3IMutcQHH3wAwJAhQ9CWs0tnC2cu7jp6+fjyxgtT2bF5vcXy77/+mIefmkF0/yG2KM9qFv0wj8STx9EVFnA68SSnTh7H1z+Ap2fGYG+2C1bbeXh5A5CecqHc5anJxqDJy8mmsCC/2s7SXouNf/4CQNN2XXBwdDK1Dx3/AGePH2HzisXE7dlKeMOmFOv1JBzZj4OjE+Mfe55GrTpUS40Sitfhr7/+4uuvv8bR0ZFZs2bZuhyTvNxsAHZuXo+dnT33PzaN7n0GotcVsmzxQv74aQEfvzGTsPoNaNCoqY2rvXa7t28mdtelM+iBwSH879lZNGrawoZVWV9k4xY4ODqRnZnOwd1badmhm2mZUoqtq/8yfa+rwaEYt3sL29f8ib2DA0PG3W+xzNPHj4de+pBv33+Jo7E7yEi+9AHQumtvwqOq7+dUdp+v0eHDh7nzzjtRSvHWW2+Zji2WR6fTkZ2dbfFHp9NVWW0Gg3GWVUlJCbdNnMyQUbfi5e1DQFAIdz/4BN373EBxcTG//zS/ymqoDq+8N5sl/+zhhz//4fWPviY0vD7TH7ufhfO/snVpVuXi5k6fG8cAMO/9Wezdsp6CvFwunEnk67dmcP5MgmldjV3N/JVOPpvI9x++glKK4Xc9ZDq2WOpcwnHeeeoeUs6d5p5przFr3p+8MPtXRt3zKIf3bOPj56aQfPZUtdRaM/8Fa7izZ88yZMgQMjIymDp1Ko8//vhl14+JicHLy8viT0xMTJXV5+xy6exkeSda+g02th2K3V1lNVQndw8PWrbtwMw3P6JR0+Z89/WnHI07aOuyrGrU3Q/RoUc/crIymP36dKaOH8RLU24ndts/3Hr/E6b1rmceX1XJSkvhy1eepiA3h94jbqXXsFsslpcUFzP/nRfIzkhjwtOzaNk5Ghc3D7z8Aug17BaG3H4/+bnZrFj4dbXUK7vPVyk9PZ1BgwaRmJjIPffcw9tvv33FbaZPn87UqVMt2rRaLUdTiirY4voEBBnPUGqdnfHy9imzPDA4FIDszPQqeX9bcXBwpFf/wRw7Esf2zetp0rylrUuyGkdHJyZNe5X4g3s5tHsrudmZ+PgH0anXDaDRABAQEo6j2XG6miA/J5svZj1JRsoFOvcbyoi7p5RZJ/HoQVLPn8EvOIzwhmV3k9t278uSeZ9w4lBsdZQsoXg1cnNzufHGGzl06BA33XQTX375JZqLP5CXo9VqKzgJUzWhWHqcUK/TUaTX4+hk+YuSm2OcClFTjz1dD8+LJyWyMzNsW0gVadyyHY1btrNo27pmGQBNWrW3QUUV0xXk8+WrT5N0JoHWXXtzy+Sny/19yUo3zoaoaOK5s6tx9FuQV7VXgJWS3edK0ul0jBo1iu3btzN48GB++OGHGnuGMyAohMioJiilOLhvV5nlBy/uNkfW4pMsFdm/19jf4NB6Nq6keiilWP/XrwBEDxpl42ouKS7SM+eNZzl9LI6m7bpwxxMzLSZlm/PwNk5lSzl3msKCspeGnj52GACfgOCqK9iMhGIllJSUcPvtt7NmzRp69erFokWLcHKqWbsp/zbqtrsBmP/5+2SkXZqXePLYEZb8/C0Ag0bcbJParseh/XvZtW0TBoPBor24uIglv/7AupV/4qR1plf/QTaqsGqkp1woc7hDr9Px3SevkxB/iO79hxLZpGacdTeUlPDtey9x7MBuGjRvw4SnX7ns5OyIJi1x9/JBX1jAb1+9Z3G5Y1Z6Kn/M/QiANt3LXplVFWT3uRI+/vhjfvvtNwD8/f15+OGHy13v7bffxt/fvzpLq1CvATcSu3Mr61Yu5Yl7b6FpyzbodTqOHNxHUZGeG4aNoUefgbYu86qdO3OKD2Jm4unlTaOmLfDw9CI7K5PEE/Gkp6Xi5KTliekvERBUPaOKa7V/5yb+WjjX9H1JsfFQyhtPTzK1Db1tIq079QTgyL5dfPvJ60Q0aoavfzB6vY4Th/eRl5NNi/Zduf2hp6u1/svZtHwRB7Ybr65x8/Bi0ZfvlrveiLsfxs3TG0cnLWMffIr578xg1/oVHNu/m/CophTpdSQePYiuIJ+whk3oP/qOaqlfQrESMjIuHZ8qDcfyvPjiizUmFAGmPPMiTVu15e+lizgYuwsNGho0bsag4TfRd/AIW5d3TVq17cgtd93Hgb27SDh+lOysTBwcHQkMDqVH3xsYcfPtteJqltysTBKOlj1Dbt6Wm5Vp+rp+VDM69OjHySMHOXMyHgdHJ0IjougxYBjdBwyr1LHt6pKfm2P6ujQcyzPo1ntw8/QGoFWXXjweM5t1f/zIibhYDu/Zir2DI/7B4bTt0Y/ew27BsZoujpBbh9lQVd86zFaq+tZhtmStW4fVNNa8dVhNVdlbh8kxRSGEMCOhKIQQZiQUhRDCjISiEEKYkVAUQggzEopCCGFGQlEIIcxIKAohhBkJRSGEMCOhKIQQZiQUhRDCjISiEEKYkVAUQggzEopCCGFGQlEIIcxIKAohhBkJRSGEMCOhKIQQZiQUhRDCjDy4yoZKn2VSV5U+z6Qu6t/Mz9YlWJVer2fzxa+Htgys8Y/wrUoyUhRCCDMyUrShwmJbV1A1nC/+VNXF/pX2bcPRjMuvWMuUPncaYPOxzDr5NL9eTXwqtZ6MFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGbkJrOV9O6777Jx40b2799PcnIyhYWFBAcH06dPH55++mlat25t6xJFLZJw7DCH9mznZPxBEo4eIiMtBYCvlmy97HbFxcWs/fMXtq1fyYUzCSil8Pb1p1GLtoy+8wF8/AKro/zLqu19k1CspNdee428vDzatGljCsCDBw+yYMECfvzxRxYtWsTw4cNtXKWoLZb++A17t/1zVdvk5mTx3ozHSTx2GC9ff5q36wxA8vkzbFq1lOgbhteIUKztfZNQrKTff/+djh074uzsbNH+6aefMmXKFO6//37OnDmDg4P8k4ori2rWivDIRkQ2aU6Dxi2Ydt8Yiov0Fa6vlOLz158l8dhhRtx+H8Nvuwd7+0s/aykXzuLs4lYdpV9Rbe+b/AZXUs+ePcttf/jhh3n33Xc5fvw4hw4dok2bNtVcmaiNbhx791Wtv3Pjag7v20WnngMYNX5SmeUBwWHWKu261fa+yYkWK3B0ND7k57/8WEhRtf5Z+TsA/UfcYuNKrK+m9U1GitdpwYIFHDlyhMaNG9O4cWNblyPqoOLiYo4d2oe9vT0NmrTg9Ml4dm1aQ3ZmBj5+AbTr1pt6DWrnz15N7JuE4lV66623OHjwIHl5ecTFxXHw4EFCQ0P54YcfsLe3t3V5og5KvXCWIr0OT29f/l78I799+znKYDAt/+OHrxgw4jbGTXrCdkVeo5rYNwnFq7RixQpWr15t+j4iIoL58+fTsWNHG1Yl6rK83Bzj3zlZLJr/Kf2G3sygMeNxcXVn77Z/+H72O6z640cCQ8PpP2ysjau9OjWxb3JM8SqtWrUKpRQZGRn8888/NG7cmD59+vDqq6/aujRRRyllHDmVlJTQqmN37njoaQKCw3D39CJ64AhuuecRAJb9PM+WZV6Tmtg3CcVr5O3tTa9evfjrr7/o2LEjL7zwAjt27Ch3XZ1OR3Z2tsUfnU5XzRWL2krr7GL6OvqGsnNhewwwtmWkpZB07nS11WUNNbFvEorXydHRkdtuuw2lFEuWLCl3nZiYGLy8vCz+xMTEVHOlorbyCwwp9+tSWmdnPLx9AMjJyqi2uqyhJvZNjilagb+/PwApKSnlLp8+fTpTp061aNNqtagqr0zUBa5u7vgHhZKadI78i8fgzBkMBgpycwHLkVdtUBP7dt2hqNPp+PXXX9mwYQPnzp0DIDQ0lOjoaG6++eYyV4DURevXrwcgKiqq3OVarRatVlumvbC4SssSdUi7rr1Y9cdCjhzYTcsOXS2WnThygOLiIpyctASHR9iowmtX0/p2XbvPq1atIioqirvuuovZs2ezZMkSlixZwuzZs7n77ruJiori77//tlatNrNp0yaWL1+OwWyqAEBRUREfffQRCxYswMXFhdtuu81GFYq67oaRt+Hg4MiapT9z/PABU3tOViY/fvk+AD1vGI6jY+27gKCm9U2jlLqmvbht27bRp08f9Ho9Xbt25fbbbycyMhKAxMREfvjhB7Zu3YqTkxPr16+na9eul3/BGmzu3Lncc889+Pv707FjR/z8/EhNTWX//v2cP38eZ2dn5s2bx6233npVr1tXR4rOF/c/6mL/Svu24ej1Hd/at2MTSxd+Y/r+5NFDKKVo2LSlqW34bffSpvOly0s3/r2EeR+9hp29PVFNW+Pi5sbxuP3k5mRRP6opz8R8hrOL6zXVU1JcxPqfPwOgzy0PYe/geI09q3l9K9WriU+l1rvm3ecXXniBoqIiPvvsMx588MEyyx999FG++OILJk+ezIwZM1ixYsW1vpXN9enTh2effZb169ezb98+UlNTcXJyIjIykrFjx/LYY4/RqFEjW5cpapGcrAxOHDlYpt287d8nFqIHjsA/OJRlvyzg5JGD6PU6AoJD6T/iFgaPuaPGHE+s7X275pGil5cXzZo1Y9u2bZddr2vXrhw+fJisrKxrKrAuq4sjKZCRYm1kzZFiTVXZkeI1H1O0s7Or1OioUaNGaDSaa30bIYSoVtccil26dGHfvn1XXG/fvn106dLlWt9GCCGq1TWH4qxZs4iPj2fmzJllzsqC8caRM2fOJD4+nlmzZl1XkUIIUV2u+UTL4cOHmTBhAq+88goLFizg5ptvJiLCOI8oMTGRRYsWkZCQwKRJkzhy5AhHjhyx2P7uu6/uRpRCCFEdrvlEi52dHRqNBvPNS48dltdWSimFRqOhpKTkWt62TqmLJyJATrTURnKi5ZJrHinOmDFDTqAIIeqcaw7FF1980YplCCFEzSB3yRFCCDNWvUvO6dOnWbFiBampqYSFhXHjjTea7iAjhBC1QaVDMTY2ltmzZ9O1a1cmTJhQZvn777/PtGnTKC6+dHTd1dWVL7/8knHjxlmnWiGEqGKV3n3+5ZdfmD17Nn5+fmWWrV69mqlTp1JUVERYWBg33XQTbdq0IS8vjwkTJhAXF2fVooUQoqpUOhQ3bNiAh4cHQ4YMKbPstddeA4wPjD9y5Ag///wze/bsYebMmRQVFfHxxx9br2IhhKhClQ7FhIQEOnfujIOD5R53dnY2//zzDxqNhpiYGFxcLt3N4rnnniM4ONh0E1YhhKjpKh2KycnJBAUFlWnfsWMHJSUl+Pj40LNnT4tlDg4OtGvXjsTExOuvVAghqkGlQ1Gj0ZCWllamfefOnQB06tSp3Mncvr6+FidfhBCiJqt0KDZo0ICdO3dSUFBg0b5ixQo0Gk2ZUWKpikaYQghRE1U6FIcMGUJaWhqPPPKI6ZnFCxcuZN26dQCMHj26zDZKKXbv3k29evWsUqwQQlS1SofiU089hY+PD3PnzsXT0xN/f3/Gjx8PwPDhw2ndunWZbf7++2/S09Pp1auX9SoWQogqVOlQDA4OZvXq1bRs2ZKioiLS09NRSjF48GDmzp1b7jbvvPMOAIMHD7ZKsUIIUdWu6dZhx44dIyUlhfDw8MvuGu/btw+lFK1atcLe3v66ChVCVB29Xk9MTAwA06dPx8mp9j0q1Vqu6drnRo0aVer5LG3atLmWlxdCCJux2g0hkpKSOHfuHAChoaFyxrkS6uJNWOHSjVjjzufZtpAq0DzEDYAtxzJtW4iVFRcXmb7eEJ9RJ28y27epb6XWu65bhyml+PDDD2nSpAmhoaF06tSJTp06ERoaSuPGjfnggw/KfX6LEELUVNc8UtTpdIwYMYLVq1ejlMLHx8f0jJZTp05x/Phxpk6dytKlS1m6dClardZqRQshRFW55pHia6+9xqpVq2jZsiXLli0jLS2N3bt3s3v3blJTU1m+fDmtWrVizZo1phtGCCFETXfNofjtt9/i7e3N2rVry51yM2jQIFavXo2XlxcLFiy4riKFEKK6XHMonjt3jgEDBpR7f8VS/v7+9O/fn/Pnz1/r2wghRLW65lAMCwtDr9dfcb2ioiJCQ0Ov9W2EEKJaXXMo3nHHHaxevfqytwVLTExk9erVpssBhRCiprvmUHz++efp378/vXv35ptvviEv79KctLy8PObMmUOfPn0YMGAAM2bMsEqxQghR1So9Jadhw4Zl2pRSnDlzhkmTJjFp0iR8fHwAyMjIMK2j0Who1qwZx48ft0K5QghRtSodigkJCVdcJz09vUyb3HVbCFGbVDoU5coUIcR/wXVd5ieEEHWNhKIQQpip9O7zqVOnAOP8RHt7e9P3lVW/fv2rq0wIIWyg0qEYGRmJnZ0dhw4dokmTJkRGRpb79L7yaDQaeaKfEKJWqHQo9u7dG41Gg6urq8X3QghRl1Q6FEuf2lfR90IIURdY7c7bpQoLC8nMzMTf3x8HB6u/fI2QlpZG8+bNSUlJISoqimPHjtm6pP+07KxMHp1wM1mZGQSHhvP593/YuqQrSoiP48Ce7Zw8eogTRw+SkZYCwNw/t1X6Nd589hEOxe4A4N15f+DrXzPudp947DBxe419S4g/RObFvs3+Y0uF22SmpbDs53kc3L2VjNRkNHZ2BIaE0657HwaNHo+zq1t1lV/5UMzJySEuLg5vb2+aNGlSZnl8fDyPPPIIa9eupaSkBCcnJ0aNGsV7771HSEiIVYu2tSeffJLU1FRblyEumvPpe2RnZdq6jKvy+4/fsGfrP9e8/Ya/l3IodgcajYZrePZclfpz4Rxit1W+b0nnTvPWtAfJycrALzCE1p17UlSk50Tcfv788Rt2b1rLtDe/wMXNvQqrvqTSU3Lmz59P9+7dWbp0aZllFy5coFevXqxatYri4mKUUuh0On7++Wf69etHQUGBVYu2pdWrVzNv3jwmTZpk61IEELtrG2tXLGHg8DG2LuWqNGrWmpHj7uXxGW/z/oK/cHCs/NPzsrMy+PHrD2jVoSu+AcFVWOW1adisFcNuu4eHn3+TN+ctvWLfFs39hJysDPoMvYlXZv/M5OkxPDrjHV77ahENmrbi/OmT/P37D9VU/VWE4vr167Gzs+POO+8ss2zWrFkkJyfj4+PD77//Tk5ODrt376ZTp07Ex8fz2WefWbVoWykoKODBBx+kRYsWPPXUU7Yu5z9Ppyvks3depV5kQ0bfdrety7kqw265m5vuepD2XXvh7VvxPUnL8/0X76HX6bj74WeqqLrrM+Tmuxh5xwO07dILL58r9y3+4F4Aht12L3Zmj0J2cXNn8E13AJAYH1cltZan0qG4b98+WrduTWBgoEW7wWDghx9+QKPR8NprrzFixAjc3Nxo164dixYtwsHBgcWLF1u7bpt46aWXOHHiBJ9//jmOjnXvaWe1zcK5X5B0/iyTpz6LvX3dPH79b/t2bmHruhWMuG0igSHhti7HKirzu+Tm4VUNlRhVOhSTk5Np2rRpmfZ9+/aRmZmJg4MD48aNs1gWFhZG165diYurvpSvKvv27eOdd97hnnvuoVevXrYu5z8v4fhRfv/pW/rfOJKWbTrYupxqoSssYP6nbxASHsnQm++ydTlW07x9VwD+XPgNhpISU3tBXi4rFn0HQM8bhldbPZX+eM3Ly6OoqKhM+65duwDjg+89PT3LLA8PD2fbtsqfUauJDAYD999/P97e3rz55pu2Luc/z2Aw8Mlbs3Bzd2fCg4/bupxqs+jbL0hNOs//vf4ZDnVoT2XM3Q9x6thh1v+1iAM7txDRqBlFeh3H4/bj4OTEvVNfpGmbjtVWT6VHigEBARw+fLhM+8aNG9FoNHTp0qXc7QoLC/Hyqr6hb1X46KOP2LFjB2+99dZln0kjqsefi34k/vBBJkx+Ak8vb1uXUy0Sjh3m798X0nPAMJq1rlsjYy8fP5587RNatO9KWvJ5dm9ey/6dm8nPyyGqWWsiGpXdQ61KlR4pdu3alcWLF7NkyRJGjBgBQEpKCosWLQKMT+8rz6FDh2r1M1pOnTrF888/T58+fZg4ceI1vYZOp0On01m0abVasJdnYV+tlKTzfPf1p7Rs25EBN460dTnVwlBSwpwPX8PV3Z1x9z1m63Ks7szJY3w860ns7Ox4+Lk3adyyHTpdAbs3reW3+Z9x9MBunnnjC4LDI6qlnkqPFB955BGUUtxyyy3cfffdPPnkk3Tu3JmcnBzq1avHsGHDymxz4sQJjh49Stu2ba1adHWaMmUKer2ezz///JpfIyYmBi8vL4s/MTExVqzyv2P2+69TXFzEQ1OftXUp1WbF7z+SePwIt97zCB51bGRcUlzM7DeeJTM9lcnTX6dt1164unvg4xfIgJG3MerOB8nLyeaP77+stpoqPVLs168fL774Ii+99BLffvutadKoi4sLc+bMKffqldIgKe+50LXF0qVL8fb2ZvLkyRbthYWFAJw9e5a+ffsC8OOPPxIcXHbe2PTp05k6dapFm1arpWZNua0ddm7ZgJu7B5+9+5pFe5HeOBJPT03huceNc0ifmhGDj59/tddobXu3Gw9RbVr9F5vWLLNYlpWRBsAnMc/i4OjEsLF306ZTd1uUeU1OHDlA8rnTBASHUT+q7G5yx579+eWbD03TdqrDVc1jmDFjBsOHD2fRokWkpKRQr1497rjjDho0aFDu+lqtlscff5whQ4ZYpVhbyczMZP369eUuKywsNC0rDcp/02q1xt3lf28rNw66Jnm5ORyM3VXuMr1eZ1pWmUfw1hZKKY4c2FPh8uOHDwAQPaDsHltNlpGaDFDh1Sql7fm5OdVW01VP7urQoQMdOlTuQO+sWbOuuqCapqJLqBISEmjQoIFc+1zNFq/bXW570vlzPHj78Fpz7fPVmP56xRc/PHnPaNKSz9eoa5+vRunk7qSzpyjMzytzjXNC/CEA/AKr78odufO2EMJmGjZrhYeXD7rCAn6Y/Q5FRZdG95lpKfz81QcAdOjZv9pq+m9cBiBEDbN3+0b++PEb0/clxcY5wC9PvdfUNnLcvbTrEl3ttV2v/Ts28efCOabvS/v2+lP3m9qG3XYPrTv3xNFJy51TpjH7jefYunYZh/ftJKJRc4r0Ok4c3k9hQT71o5oypBonq0soCmEDOVmZnDhysEy7eVtOLbvzT6mc7ExOHi3bN/O2nOxM09ftuvVh+ttf8/fi74k/uJcDuzbj4OBIYEg4HaMHMGDkbThpnaujdAA0qqbdd+g/pK6eaHG++FEbdz7PtoVUgeYhxmNeW45l2rYQKysuLmLNwk8BiB47GXuHunPFTKm+TX0rtZ4cUxRCCDMSikIIYUZCUQghzEgoCiGEGQlFIYQwI6EohBBmJBSFEMKMhKIQQpiRUBRCCDMSikIIYUZCUQghzEgoCiGEGQlFIYQwI6EohBBmJBSFEMKMhKIQQpiRUBRCCDMSikIIYUZCUQghzMiDq2zIuY7/65c+z6Qu6t7I29YlWJVer2fNxa97NfbBycnJpvXYkowUhRDCTB0fq9Rsdf1pfnWxf6V9O3i2bj2psNjsIfRx5/JwcCyyYTVVo2VY5fZcZKQohBBmJBSFEMKMhKIQQpiRUBRCCDMSikIIYUZCUQghzEgoCiGEGQlFIYQwI6EohBBmJBSFEMKMhKIQQpiRUBRCCDMSikIIYUZCUQghzEgoCiGEGQlFIYQwIzeZraS+ffuyfv36CpcvW7aMIUOGVGNFoq564X+TOBi7q8Llz7/+ER269KzGiqynNvRNQvEq3Xzzzbi7u5dpDwsLs0E1oi7r1nsALi6uZdr9/ANtUI111eS+SShepbfffpvIyEhblyH+AyZO/h+BwaG2LqNK1OS+yTFFIYQwI6EohBBmZPf5Kn399dekpaVhZ2dHkyZNGD16NPXr17d1WaIOWvXXYnKys7DTaAitF0GXnn0JCAqxdVlWUZP7JqF4lV555RWL75966ileeOEFXnjhBRtVJOqqX779yuL7eZ+/x9i7JnHrXZNsVJH11OS+SShWUu/evbn//vvp0aMHISEhnD59ml9++YVXXnmFGTNm4OnpyeOPP27rMkUd0KJNB24YOpqmLdvi4+dPWnISm/9ZxS/ffs2Pcz7D1dWN4TePt3WZ16Q29E2jlFI2raCWW7lyJYMHD8bb25tz587h4uJSZh2dTodOp7No02q1KHttdZVZrUofGF9YbNs6qkJp3w6ezav29967YwsvT5uCm7sHX/28Aq3W2WqvXVykZ/G8DwEYPeExHBydrPbalVGVfSvVMsytUuvJiZbrNGjQIDp16kRmZibbtm0rd52YmBi8vLws/sTExFRzpaK2a9e5O1FNW5CXm0N83AFbl2NVNalvEopW0LhxYwDOnz9f7vLp06eTlZVl8Wf69OnVWaKoI0LDjCf1MtJSbVyJ9dWUvskxRSvIyMgAwM2t/OG5VqtFqy27q1wXdy9F1crNzQZA61z2ME1tV1P6JiPF65SSksKGDRsA6NChg42rEXVZVmYGcfv2ANCwSTMbV2NdNalvEoqVsHnzZhYvXkxJSYlFe0JCAmPGjCEvL4+RI0cSHh5uowpFXXH4QCzbNq4t87OWfOEcb8x4ksLCAjr36IN/QJCNKrx2taVvsvtcCUePHuWee+4hODiYDh064O3tTWJiIrt27aKwsJCWLVvy5Zdf2rpMUQecO5PIx2++iLevPw0bN8PN3YOUpPOcOBqHXq+jXmQUDz1ZO+fE1pa+SShWQteuXXnooYfYtm0bO3bsICMjAzc3N9q1a8ctt9zCQw89VO5UHCGuVpPmrRg88hbi4/Zz7MhB8nJy0Do7E9moCT36DGTwyLFVMl2lOtSWvsk8RRuqqydaZJ5i7WPreYrVQeYpCiHENZBQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRh5cZUPOdfxfvy73r7LP+6gt9HpHFl/8unmoG05Ode8ZLZUlI0UhhDBThz/La766+LQ7+G88zS/2dI5tC7Gy4qIi09f7z+Ti4Ohow2qqRtt6HpVaT0aKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIM3KT2auwY8cO3nrrLTZu3EhKSgpubm60bt2ae++9l4kTJ6LRaGxdoqjlDu7dyUtPTb7ierdOeJCxd02qhoqsp7b0TUKxkn799Vduu+02SkpK6NChA7169SIlJYUNGzawceNGVq1axXfffWfrMkUt5+3rT59Bw8tdZjCUsGHVMgCatW5fnWVZRW3pm4RiJRQXF/Pwww9TUlLCd999x/jx403L4uLiiI6O5vvvv+f++++nX79+NqxU1HZh9SOZ8syL5S7bs30TG1Ytwy8giJZtO1ZvYVZQW/omxxQr4fDhwyQnJ9O0aVOLQARo3rw5d955J2DcvRaiqpSOpHoNuLHOHaqpSX2TUKwErVZbqfX8/PyquBLxX1VYUMCOzesB6D1wqI2rsa6a1jcJxUpo2LAhUVFRHDlyhO+//95iWVxcHN9++y0+Pj6MGTPGRhWKum77xjXoCgto0Kgp4RENbV2OVdW0vkkoVoK9vT3z5s3D29ubO+64g44dOzJu3Dj69+9PmzZtCA8PZ/Xq1fj6+tq6VFFHmXYvb7D9SMraalrf5ERLJfXs2ZP169czZswYdu/eze7duwFwcnJi4MCBNGxo+084UTdlpKWyf88O7Ozsie4/2NblWFVN7JuMFCvphx9+oEuXLtSrV49t27aRm5vL0aNHmThxIu+88w79+/dHp9PZukxRB21auxyDoYQ2Hbvi7etv63Ksqib2TUaKlRAfH8+ECRMIDAxk6dKluLu7A9C4cWNmz57NuXPnWLp0Kd988w0PPfRQme11Ol2ZwNRqtWBfuRM44r+tdPeydw3ZvbSmmtg3GSlWwo8//khRURFDhgwxBaK5W2+9FYB//vmn3O1jYmLw8vKy+BMTE1OlNYu64UziSU4eO4Kziyude/a1dTlWVVP7JiPFSjhz5gwAXl5e5S4vbc/IyCh3+fTp05k6dapFm1arRVmxRlE3/bPqLwC6RPdD6+xs42qsq6b2TUKxEoKDgwHYuXNnuctLJ21HRkaWu1yr1ZY717Gw2Dr1ibpJKcWmNcuBmrV7aQ01uW+y+1wJo0aNAoy7x5999pnFsq1bt/Lee+8BMHbs2GqvTdRdcfv3kJJ0Hl//QFq172zrcqyqJvdNQrESOnTowFNPPQXAww8/TKtWrbj11luJjo6mZ8+e5OXl8cADD3DDDTfYuFJRl5SehIjuPxg7u7r1q1qT+ya7z5X01ltv0aNHDz7//HN27drFkSNH8PDwoE+fPkyaNInbb7/d1iWKOqRIr2frhtVAzZnUbC01vW8apZQc77eRunpM0fniR21d7F9p32JP59i2ECsrLipi6YKPABh+16M4ODrauCLra1vPo1Lr1axxqxBC2JiEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIM/LgKhvR6/Xo6+AzTADsDMa/62L/SvtWXFRk20KszLw/da1vpfR6PU5OTldcTx5cZSMvvfSSrUsQ4j9n5syZV1xHdp+FEMKMjBRtRK/Xc8eCvbYuo0p8d1c7AF5fe8K2hVSB/+vXEAD/sbNtXIl1OdgpHm+fAcAHf6VQXGLjgqpA6uZ3K7X7LMcUbcTJyQllVzf/+Ut/8DT2da9/pX0rMmhsXEnVKS6BojoYipUJRJDdZyGEsCChKIQQZiQUhRDCjISiEEKYkVAUQggzEopCCGFGQlEIIcxIKAohhBkJRSGEMCOhKIQQZiQUhRDCjISiEEKYkVAUQggzEopCCGFGQlEIIczUuBveaTRXd5+6iIgIEhISqqaYStJoNFVWR0M/F9qEetI4wI1G/q74uRnvCTd2zu7LbmevgSHNA4hu6EuYlzMaDWTkF3E4KZcf95wnPd/yORwa4Iam/vRt5Es9bxcc7TVkFxZz6EIuvx9IIiG9wOp9u5wLR/ex6oPpV1yvzbA7aDN0PADfThl2xfWDmrRh4OMx113f1fD3dObJsR0Z2iWSegEeFOiLSUzKZl3sGZ6ds/my2372WH8mDmoBwIBnfmXzofNXfL/b+zXlmycHAvDigq28sXDn9XeiAh1b1Od/E26gR/so/L3dySvUcTD+HPN+38qCP7aWWb9R/UCevncQfbs0IdjfE52+mKMJSSxctpPPF/5DUTl3t/XxdOXpewcxsl9bwoO9ycotZNPuY7z+5XL2HT1r9T7VuFCcMGFCmbaNGzdy/Phx2rZtS7t27SyW+fv7X9XrV2WAVYWxbUPoEuF9Vdu4O9nzwuBGRPm7kZ6vZ//5HACCPbT0b+LPmvi0MqH4VP+GdI3wRldsIC4pl3x9CfV8nOkV5Uu3SG/eXHOCPWeyrdWtK3Lx9KFh1wHlLlMGAyd3rAUgsFFLU3tF6wOcPbgDXW42gVEtK1ynKrSPCuCPl0fi7+XCwcQ0lm47gYerE83r+fLo6HaXDcXercOYOKgFBoPCzq5ygwU/T2feuD/6qra5VqMHtGPB6/fg4GDP7kOn2LT7GP4+7vRs34ieHRrRv2tT7nlunmn9bm0bsPSzR3Bz0RJ34jxL1u7D092Fnu2jePOpmxnetw1DJ39ESYnBtE2wvyerv/kfDesFcD4li5WbDhHk58mo/m0Z2rsVNz8+m9VbD1u1XzUuFOfOnVumbeLEiRw/fpzRo0fz4osvVntNtnQ0JY/EjAKOpeZzPDWPT8e2wsnh8kc9nuzfkCh/N37ac55fYs9jMHvgRKC7EwX/uq1yp3pedI3wJilHx/N/HiWj4FJgjmoVxF2dw7i/Wz2m/HLQqn27HK/gevS4e2q5y84e3MnJHWtx9QkgqHEbU3tF6+vzc0nY9Q8ADbr0s36xFfD3dOb3l0fionVg7MtL+XN7gsXyTk0CK9xW62jPx4/042BiGtl5erq3CKnUe755fzRuWgd+WHeEO/o3u57yL8ve3o73p9+Kg4M9E6fPZeHyS6PRpg2CWP3NVMYN7cyc3zbzz854AN6ddituLlpe+PB33p7zt2n9kAAvVn39BL07NWb8sC4WI8yPn7+dhvUCWL7xIHc8/TX5hXoARvRtww9v38+c1ybQYviL5ObrrNY3OaZYwy3en8TCPefZdTqLzIIrPzO0e6Q3rUM82Hwyg5/2WgYiQHKunhydZSi2CHYH4O8jqRaBCPD7gSTydMUEeWjxdK4Zn6EntxtHiQ06963U4ZbEPRsxFBfh36AZnoFhVV2eyfN3dCXAy4Vnv9lUJhABdh5NrnDb6eM6ExXixWOfrKPIbOR0Of3b1WN8/2a88dNOTl6o2lF908gggvw8OXLygkUgAhw5mcSPf20HoFPLCADcXJxo37weeQU63pm7ymL98ylZfL7Q+KHVsWV9U3t4kDfD+rSmqKiEx1/70RSIAEvW7ePnFbsI8PFgwqjuVu1brQ/FtLQ0nn76aRo3boyzszO+vr4MGTKElStXWqw3d+5c0y9QYmIiGo3G9Kdv376m9fbu3cszzzxDx44dCQgIQKvV0rBhQx5++GHOnTtXnV27Jjc0MR5OWBZX8S/cvxWVXP7ZZQooMSjy9bZ/cEexrpAz+4wjiQZd+ldqG1OIVuMo0dnJntv7NSW3QM/8VXFXtW3LCD/+d1N75v19qFLHEAFctA58NKUvcafSeW/Rnmsp+aroiir3UO+0rDwAiooNFrvFFUm/uD5Au+b1AEg4l8ap8xll1l2/8ygAw/u2rlQtlVWrQ/Hs2bN06dKFt99+G71ez+jRo2nfvj2rVq1i8ODBvPfee6Z1GzVqZDpe6ebmxoQJE0x/hgwZYlrv9ddfN20XHR3N0KFDUUrx2Wef0alTpxodjPYaaBbkTrFBEZ+ST4SPC+Pah/BAj3qMbRtMhI9LudvFnjWOKgY29cfHxdFi2ahWQbhrHfjneDrF/x522sCpvZsp1hfiUy8K75D6V1w/Lz2Z5OMHsbN3ILJD72qo0Khj40A8XZ2IPZFKob6EQR3r88b90bz/UB8eGdmWEF+3crfTaOCTR/uRmafjuSuchDH3/PguNAzx4tFP1lFUXLmR5fU4eSaV46dSaNogmNuGdLJY1rRBEOOGdiE9K48/1sQCoC8qZuPuY7i5aHly4g0W64cEePHgrb3RFxXz/dIdpnY3Zy0Amdn55daQnmkM0NZNwq3WL6iBxxSvxuTJkzlx4gTjx49nzpw5pqd1bdy4kcGDB/P000/Tr18/2rVrR3R0NNHR0cybNw9/f/9yj10CPPjgg3zwwQcEBQWZ2gwGA6+88gozZ87k+eef55tvvqmO7l21IA8tWgc7MvKLGN4ykNs7hGJvdrD91vYh/HUombnbLc/YHUrKZfH+JEa3DuLjsS05dCGHgiID9XycCfbQsiY+ja+2nKru7pSr9ARLw0qO+k7uWAdKEdqiI1p3zyqszFKzer4ApGQW8NNzQxnRvaHF8pfu7sZDH67hp3/iLdonD2tD12bB3Pfu32TkVu44WZsG/jw6qi3z/j7EpoPV86FtMCgmzVjArx9OZm7MRB67qz/HT6cQcPFES9zJ8zww41syzALt0Vd/5M/PHmHWY6MYP7wLh46dx8PNmegOjbiQmsWYRz/n2KlLezgpGbkA1AvxLbeGyDDjXpGftxtuLk7kFejLXe9q1dqR4okTJ1i6dCnu7u589NFHFo8vjI6OZvLkyZSUlPDJJ59c1ev269fPIhAB7OzsmDFjBmFhYfzxxx9Wqb8quGntAfBwduDOTmH8fSSVh38+wMTvY/l0YyL6YgPDWwYxpFnZM/bf7jzLN9tOY2+noX24Fz0a+FDP24XUPD37zmWjv8IudnXIz0rnwpG9aOzsiOzYp1LbXNp1rtyutrX4uBtHOcO6RjKwY30e/3Qd9cZ/RdN75vHer7txdXbky//dQJsGl/4vwvzcePHubqzfd4bv1xyp1PvY2Wn49NF+ZOXpefabyo8srWFL7AkG3f8+J06n0KFFfW4Z3JG+XZpiUAbWbD3CybOpFuvHJyYz4N732H3oFM0bhnDzoA4M6tkCZ60D63fGE3fC8lDBzoMJFOqKCPb3ZGCP5mXe/84RXU1fe7g5W61ftXakuHHjRgCGDBmCr2/ZT5K77rqLd999lw0bNlz1a6elpfHHH39w4MABMjMzKSkxHksrKioiLS2N9PT0ct+zIjqdDp3O8lNfq9VedV1XYnfxmKmDnYbdZ7L4autp07I18Wk42muY1L0+Y9oEs/zwpR9YBzsNj/aOpFuEN7/GXmDtsTRyCouJ8nfl3m71eKJPA3xdHfnjQOWPU1aFhJ3rUQYDoS064uJ15X//tFPHyLpwCicXN8Jbd73i+tZUevza0cGeF+ds4ou/DlxcUsizczZTP9CDm3s15n83t+eet41nYt97qA9aR3se+3Rdpd/nkZFt6dgkiAfeX016TqGVe3F5tw7pyOwX72T7/gQmTJ/LoePnCQn04om7BvDE3QPo3akx/Sa+i/7i8cc+nZvww9v3c+ZCBoMnfcDuQ6fw9XJj4pjuPHPvYPp1aUKvu94m9eIIMTu3kC9+3sBjd/bny5fv4rFXf2TdjqME+Xky46FhNGsQbKrFYMVDO7U2FEuP7UVGRpa7vLT97Nmrm9z5ww8/8MADD5Cbm1vhOjk5OVcVijExMbz00ksWbTNnzoSIkVdV25UUFl06lrQ2Pq3M8rXxaUzqXh8/NyeCPbRcyDEG9U1tgunZwIelB5P5ae+lT+uDF3KJ+fsY741pwa3tQlgbn1bmzHV1Kt11rvQJlovr1+8Qjb2j4xXWtq68wktn8ef/XfZEy/xVcdzcqzG9WhnPho/uEcWIbg157YftHD2TWan3qB/gwQt3dGHD/rMsuMqTOdcrqn4AX758FynpOdz02GemXdfjp1J49NUfCQnwYlif1kwY3Y0vf96Ij6cr3715H44O9ox+5FPOpWQBkJuv4+VP/8TL3YWHb+/LE3cN4PkPfze9zwsf/kF4kDc3DezAwncfMLXr9EU89dYvfPDsbQBk5ljv4oJaG4pXcrVXxoDxrPTEiRMBeP/99xk2bBhhYWG4uBhPUPTo0YMtW7ag1NV9Kk2fPp2pUy3n0Gm1Wu743rrz/lLMjkEl55Y9vqIvUWQWFOHt4oiXi4MpFHtHGQN+a0LZM3ypeUUcS8mjdagnDf1ciT2XY9WaKyvrwikyTh/HQetCvbbdrri+wVBCYuncxM7Vu+sMcCrZ+O+UV1hEanbZEVxiknF5gJfxZ2tol0gABrSvT3Qry2lDpbvY7zzYm+x8PQtWxfHt6sP0bhOGu4sTAd4urIgZY7FNRKAHABMHtqB/u3rsO5HC019utFr/bhncESdHB1Zujiv3WN6vf+9mWJ/WRHdoxJc/b2RIr5b4ebuxZtthUyCaW/T3Hh6+vS/RHRtZtOuLirnjmW/o2X49A3u0wN/HnTNJGfy8Ypfp9/DYqWTTaNQaam0ohoaGAsYgK0/pFSthYZWfl/bXX3+h1+t56qmnePzxx8ssP3HixNUXijEAq2J3+d/yiwwk5egI8tDi7mRfZrkGcLvYbj6q9HNzvLh9+aPA/Ivrumtt9+NyYtvFUV+7Hjg4Xfn40YUjsRRkpePmG2hx1Ut1iT2RAoCLkwNODnbo/3VG2NfD+POQW2g5L7Rrs2Aq0i4qAIB/9lvu/TSr50uzeuVvExnsSWSw9U8whQV6A5CdW/4ILTvX+EHg7eFqXD/Ix6L937Iuvo63R/kzJDbtOc6mPcct2sYP7wJgmhxuLbU2FKOjowFYvnw5mZmZeHt7Wyz/9ttvAejVq5dFu6OjI8XF5X+qZGQYR0rh4WVP8f/zzz8kJSVdb9lVbsepLIa3DKRlsEeZUV2TQDcc7e3QFRs4m3XphzOzoIgAdy1Rfq6cyrD8obXTQKSv8Qc1uZJnQ61NKUXCznVA5ecams9NvJa9hut1OiWX2BMptG0YQK/WYazec9pieelosDQ8H3h/NQ+8v7rc11oRM4bercPKXPv87erDfLu6/EvcnhvfhefHd6mya5+T0ozTuDq0KH9aVOkk7MTz6cb1U43rt20ajp2dpswxwI4XJ3knnkuvdA2TbzVOsZqzyLonmGrt2eeGDRsybNgwcnJyePzxxykquvSJu2XLFj777DPs7e2ZMmWKxXahoaEkJSWRmZlZ5jWbNGkCGAM1L+/SJNKzZ88yefLkqumIlf15KJmiEgNDmgfQOMDV1O6htWdiF2PYr41Ps5hzuP2UcXfmtg6hhHheGtHaaWB8x1CCPLQk5+g4nlr+fLGqlnzsIHnpybh6+xHcpO0V1y/WF3I6dgtQ/Wedzb33q3ESdcy9PQn2ufR/0aaBP4+PaQ/AV6YTMLXL0nX7AOjVsTGTbom2WNaldSSP3mH8d/9tlfHf4O/NhyjUFdEg3J+ZDw+3+KBqHBHIjIeMN/P4bbXlxPN6wT4E+LhbtDlrHfnkhdvp3DqS+b9vZefB8vcWr1WtHSkCzJ49m169ejF//nzWr19P9+7dSUlJYd26dZSUlPDOO++UuYHEyJEj+eijj+jQoQM9evTA2dmZpk2b8vTTTzNy5EhatmzJzp07adSoET179qSwsJC1a9fSrl07evTowebN1TvtoUO4J2PbXrru1cHe+MP02rCmprZfYs+z++LNGlJy9Xy55TSTe9bn5RubcDQlj3x9CU0D3fF0duB4aj7f7rTc/fp573nahXoS5u3MO6OacyQlj1xdMQ18XQn21KIrNvDppsQylwxWl5M71gAQ2akvGrsrf46fjt1Ksa4Av4gmeAVZd2Lv1Vi4/igD2tfjrhuas/uz8WyNu4CLkwPdmgfj7OTA18sPsmjT8Su/UA209/AZ3pu3iv9NuIEPnx3Hg7f25vCJC4QEeNG1TQPs7e346peNrN1mnFp0ITWb6e/9xjvPjOWZ+wYzdlAHYo+cwdfLja5tGuCsdWTZhgMs+GObxfv06dyET18Yz+64U5w+n46zsxPd2zbEz9uNlZsO8dhrP1q9b7U6FMPCwtixYwcxMTEsXryYRYsW4erqyoABA3jyyScZNGhQmW1iYmJQSvH777+zcOFCiouL6dOnD08//TROTk5s2LCB5557jmXLlrF06VLCwsJ49NFHmTFjBkOHDq32Pno6O9AksOzVD+Zt/74meU18Gkk5Oka3DqJxgBtO9nYk5epYFpfMHweS0f3r+FauroRpSw4zslUQXSK8aOTvioOdhsyCItbGp7F4f5LF7nZ1Kikq4tSeTcA17Dp3rr7L+irywPur2RJ3nvuGtKJ36zCUUuw9nsJXyw7y3Rrr3t2luj37/mK2xp7g/rG9aN+8Hk0igsjJL2TDrnjm/LaZn5bvslj/84X/cPDYeR4Z35fOrSMZ3qcN+YV6Yo+c4ful2/nq141ldqv3xJ3mt9V76NI6kjZNwtAVFXMw/hzz/9jK/N/L3prMGjTqak+lCqu50j0Ra6tf7ukAwKxVx2xcifW9cIPx7KjL8I9tXIl1OdopnuxoPJ73zpIUKjjnVqsV7Knc/1mtPaYohBBVQUJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZCUUhhDAjoSiEEGYkFIUQwoyEohBCmJFQFEIIMxKKQghhRkJRCCHMSCgKIYQZeUaLEAK9Xk9MTAwA06dPx8nJycYV2Y6EohBCmJHdZyGEMCOhKIQQZiQUhRDCjISiEEKYkVAUQggzEopCCGFGQlEIIcxIKAohhBkJRSGEMPP/TkRA5wPbFQwAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUUAAAIYCAYAAAD6jP7pAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAByjUlEQVR4nO3dd1xV5R8H8M+BC5e995YpoKDixIEjR640tdTMnZlalmn9tBylRkPNdlbOzNTMnXvg3gMUUBFkiOw97+A+vz+uXM/tXhTkci/Q9/168VLO/B7Ez33Oc55zDscYYyCEEAIA0NN1AYQQ0phQKBJCCA+FIiGE8FAoEkIID4UiIYTwUCgSQggPhSIhhPBQKBJCCA+FIiGE8FAoEq3gOO6ZXxMnTmzQGnr27AmO45CcnNyg+3mW5ORkcByHnj176mT/GzZsAMdxWLJkiU7239gJdF0A+W+ZMGFCjfO6deumxUoIUY9CkWjVhg0bdF0CIU9Fp8+EEMJDoUgaLY7j4OXlBalUiqVLl8LX1xfGxsYIDAzE+vXrFcudOHECvXr1goWFBaytrTF+/Hjk5eU9ddubN29GWFgYTExM4ODggAkTJiA9PV1lucLCQnz33Xfo378/PD09IRQKYWtriwEDBuDo0aNqt83vu9yyZQs6d+4Mc3NzWFlZPfOYo6KiYGlpCXNzc5w4cUIxvby8HJGRkWjbti3MzMxgZmaGzp07Y+PGjTVu69y5c3jhhRcU++7fvz8uXbr0zBr+8xghWgCA1fXXDQDz9PRkw4cPZ5aWlmzYsGGsX79+TCgUMgBs3bp17K+//mICgYB169aNjRw5krm6ujIArFu3bkwmkyltLyIiggFgM2fOZBzHsR49erDRo0czLy8vBoC5ubmxtLQ0pXUOHjzIADAvLy/Wt29f9uqrr7IuXbowjuMYx3Fs7dq1KnVX72fatGlMT0+Pde/enY0ePZp17dqVMcbYgwcPGAAWERGhtN7u3buZkZERs7OzY5cvX1ZMz8rKYiEhIQwAc3JyYgMHDmQvvvgis7S0ZADYrFmzVGrYt28fEwgEDADr2LEjGz16NAsMDGSGhoZs2rRpDABbvHhxnf49/isoFIlWPG8oAmCtWrVi2dnZiuknTpxgAJizszOztbVl+/fvV8wrKipiwcHBDAA7ceKE0vaqw0ogELB//vlHMV0sFrPXXnuNAWAvvfSS0jpJSUnswoULKrVdv36dWVlZMQsLC1ZSUqJ2P0ZGRiwqKkplXXWhuH79eqavr8/c3d1ZfHy80vIDBw5kANjs2bNZZWWlYnpmZiZr3749A8AOHjyomF5cXMzs7e0VHxzVZDIZ+/DDDxU/VwpF9SgUiVZU/0d82teuXbvUrnPs2DGV7bVt25YBYOPGjVOZ980336j9T18dVmPHjlVZJzc3l5mYmDCO41hqamqtjumjjz5iANjevXvV7mfmzJlq1/t3KK5cuZJxHMcCAgJYSkqK0rI3btxgAFiHDh1YVVWVyrauX7/OALChQ4cqpq1bt44BYD169FBZXiwWMzc3NwrFp6Crz0SrnjYkx8PDQ2WagYGB2vF83t7euHHjBvr166d2HgBkZGSo3c/o0aNVptna2qJfv37YvXs3zp49izFjxijmVVVV4fjx4zh//jwyMjIgEokAAAkJCUp//tvQoUPVTuf76KOP8Nlnn6Fdu3Y4dOgQ7O3tleYfOXIEADBs2DDo6aleAqjuY7x8+bJi2pkzZ2o8TgMDA4wcORKrV69+Zm3/VRSKRKvqOiTHyckJ+vr6KtPNzMwAAK6urjXOqw6vf/P09FQ73cvLCwDw6NEjxbSHDx9i8ODBiI6OrrHGkpIStdPVhTzfuXPncOrUKTg5OeHkyZOwsLBQWaZ6oPlHH32Ejz76qMZtVVZWKv5eXf+zjpOoR6FIGjV1raO6zK+vqVOnIjo6GiNGjMAHH3yAgIAAmJubQ09PD7/88gvefPNNsBpec2RkZPTUbQcFBQEAYmJisHjxYnz99dcqy8hkMgDyge0+Pj71PBpSGxSK5D8nJSUFISEhaqcDgIuLCwCgrKwMR48ehaOjI7Zt26bSYk1KSqpXHdbW1vjrr7/Qu3dvrF69Gnp6eli5cqXSMm5ubgDkp8/vv/9+rbbr7OysdDz/VtN0IkfjFMl/zvbt21Wm5efn48iRI+A4Dl27dgUAFBUVQSaTwdnZWSUQJRIJdu3aVe9a7O3tcfz4cQQHB2PVqlX44IMPlOb37dsXAOq0r+7duwNQf5xSqRR///13PSpu/igUyX/Otm3bcPjwYcX3UqkU7733HsrKyjB48GBFX6CDgwMsLS1x+/ZtnDt3TrF8VVUVPvzwQ9y7d08j9Tg4OOD48eMIDAzEV199hfnz5yvmderUCX379sW5c+cwc+ZMFBcXq6wfHR2NQ4cOKb4fNWoUbG1tERUVpTS4mzGGxYsXIzU1VSN1N1d0+ky06mlPwvHw8MCnn37a4DVMmzYNL774Inr06AFnZ2dcunQJDx48gIuLC77//nvFcgKBAB988AE++ugjREREoHfv3rCxscGlS5eQlZWFmTNn4ocfftBITY6Ojjhx4gR69uyJzz//HPr6+li2bBkA+d03AwYMwI8//ogtW7agTZs2cHFxQVFREWJiYpCWlobZs2djwIABAABzc3OsXbsWI0aMwMSJE/HTTz/B29sb0dHRSEhIwBtvvIFff/1VI3U3S7oeE0T+G1CLcYqhoaEq63h6eqrd3oQJExgAdvLkSZV5J0+eZADYhAkTlKZXjx988OABW79+PWvTpg0zMjJitra27PXXX1e5m6Xaxo0bWdu2bZmJiQmztbVlL730EouOjmbr169/6njIBw8eqN1eTXe0MMbYo0ePmL+/PwPAFi1apJheUVHBvv32WxYeHs4sLS2ZoaEhc3d3ZxEREeyrr75SW/vp06dZr169mKmpKbOwsGB9+vRh58+fr7FuIscxVsOlM0II+Q+iPkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhDQ5Uqm0wbZNoUgIaTLi4uLg4uKCDz/8sMH2QaFICGkyhEIhMjMzsX79ety9e7dB9kGhSAhpEqqqquDj44MFCxagsLAQy5cvb5D90B0thJAmQSaTQU9PD1KpFC4uLsjNzcWhQ4fUPn29PqilSAhpEqoDUSAQYMWKFQCApUuXan4/Gt8iIYQ0EIFA/mCv8ePHo0OHDjh37hzWrFmj0X3Q6TMhpNGpqqpS+24eAIrW4oULF9C1a1d4enriypUrsLOz08i+qaVICGk0ZDIZZDKZIhCjo6Nx48YNpSvNAoEAMpkMXbp0wdixY5GSkoIvv/xSYzVQS5EQ0igwxsBxHAD5eMR58+bhzJkzkMlkKC8vx7Rp0zBjxgyEhISgsrISRkZGyMzMhKurKwwNDXHx4kWEhobWuw5qKRJCtOJZ7S+O4yCRSPDll1+iS5cuOHPmDNq1a4cJEyagd+/e+OWXXzBlyhTIZDIYGRlBKpXCyckJS5YsgUgkUjypXBOFEkKIVlVVVTGpVKo0TSKRsDVr1jALCwvWrVs3tnXrVlZVVaWY37dvX8ZxHPvoo48YY0xpfXd3d8ZxHNu9e3e9a6OWIiFEK/bu3at4Bw+/37CwsBAAkJWVhT/++AOhoaH4/fff8eqrr0JPTw+xsbH49ttvkZCQAABYsWIFbty4AX19fUgkEgDAqlWrAADLli2r/33R9Y5VQgh5hvLycsZxHOM4jl27do0xxlh8fDwbNGgQGz58uGK57du3s8zMTMYYYyUlJWzr1q2sV69ejOM41qJFCzZu3DjGcRx75ZVXmEwmYzKZTLFu9XJfffVVvWqlUCSENCiJRMIYY+z7779nHMexvn37sjlz5jCO45iJiQmbN28ey8rKUlqWMca2bNnCXFxcmKGhIfvkk08U062srBjHcWzfvn2MMcbEYjFjjLEbN24wjuOYh4cHKy0tfe56KRQJIQ2K35pzdHRkenp6jOM4NnLkSLZ9+3ZWWVmpss6FCxeYsbExCwkJYVevXlWaN3HiRMZxHOvQoQMrKSlhjD3pX9y0aRPLzc2tV73Up0gIaVAcx6GkpARz585FdnY2GGNwdHTE559/jlGjRkEoFKpcmT548CAqKysxbdo0hIWFQSwWQyqVgjGG1NRUWFtb4+rVq/j222+V1nv99ddha2tbr3opFP8D/v0LR4imlJSUAJBfOKlWVVWlspypqSkiIiKwatUq9OjRA1lZWfjrr78AyO9QqR6fWP27WlRUBACwtrYGABgaGkIgECA7OxsPHz7Eiy++CADYtm0bysvLa7z75bnUq51JSCPAH7ZBtGfBggXM3t6eJSQkMMaU+wMZY6ygoIBJJBLFv091P19mZibjOI5ZWlqye/fuMcaYyvCc3377jRkZGbGxY8ey+Ph4xhhjR44cYb169WI+Pj6ssrKSHT9+vEGOS6C5eCWNzcmTJ3HixAnk5eWhsrISc+bMQatWrXRdlkaUlpYqWilCoRA2NjYAlO+KaMrS09PBGIObm5uuS1Hxxx9/YO7cucjKykLPnj2Rm5sLX19fxcMa/vrrL/z6668oLi6GkZERunXrhpkzZ8LZ2RkA4OjoiLlz52LFihVYvnw5NmzYoNLSCw8Px4ABA/Dnn3/izJkzsLa2RnJyMsRiMZYvXw6hUIjevXs3zAE2SNQSnbp27Rrr3r0709fXZxzHMVtbW8VQhby8PF2XV29ffPEF69y5M/Px8WGWlpasQ4cO7K233mI3btxQdOrzO/ebklu3brF3332XderUibVp04Zdv35d1yUpXLt2jXXu3JlxHMdatWrFVq1axR4+fKiY/+DBAzZ48GDGcRyzs7Nj/v7+TCgUMo7jWJcuXdi2bdsUy1ZWVip+L48dO8YYk19F5rcY4+Pj2cCBA5mHhwdzdnZm/fr1Y2fPnm3w46RQbEZEIhFbsWIFMzY2ZnZ2dmzq1Kls3759rLCwkN24cYMVFRXVa6iCrh06dIj5+voyjuOYu7s7GzhwIOvYsSOzs7NTTPv00091XeZzKSgoYJMnT2bGxsbM0NCQubq6sr59+7IDBw6onJZqW15eHps8ebJinOE777zDYmNjVZabMmUK4ziOTZ48mV2+fJkxxtj58+fZ2LFjGcdxzNXVlT148ECx/Nq1axnHcSwiIkJpOxUVFSw1NZUxJh/fWFZWxm7fvt1gx/dvFIrNyObNm5mxsTHz9/dnO3fuVOmnaYqqW3w7d+5kDg4OzMHBgX3xxRcsKSmJMSZvcWRlZbGpU6cye3t7xnEcW7FihS5LrrPjx4+zgIAAxnEcGzVqFPvzzz8bzb/dZ599xgwNDRnHcUwgEDBvb2+2f/9+xfzq/sKoqCjGcRzr2bOnyjYKCwvZ+PHjFYOu+dq3b884jmM///wzY4yxs2fPslmzZrH+/fuz7OzsBjyymlEoNhMpKSnMzc2NeXp6Kjq+GWseFyFKS0tZt27dmIWFBduzZ49iukwmUxxfYWEhW7duneI/b/UpWWNXXFzMBg4cyDiOYwsXLlTq3qgORl10BWzfvp15e3szjuNY79692bfffsuGDBnCOI5jU6ZMYWlpaUo1rl+/nnEcxxYtWsQYk5+18Ot+9OgRMzMzYxzHKZ0CX7x4UdEC7dChA3NycmIcx7Fhw4axgoIC7R0wD4ViM/HHH38wjuPYnDlzGGPy/pmm2q/2b7t27WIcx7Hp06crptUU9tWncP3792cZGRnaKvG5bdq0iXEcxyZNmqSYVlVVpfi308WHWnp6OuM4jrVs2ZJ99tln7P79+4wxxvbu3cvc3NyYo6Mj27Bhg9I6CxcuZBzHsffff19le9XHsGjRIsZxHJs9e7bS/O+//5717NmTubi4sG7durGDBw82zIHVEo1TbCZOnjwJAOjevTsAwMDAoFlchQXkA3kB+RXJanp6yr+61WPjli5dCgcHBxw5cgRRUVEAlMfQNTZxcXEAAFdXVwCASCSCnp6e4t9OT09P6+NMXVxcsGnTJqxduxbz58+Hj48PAKBPnz4YPHgwsrOz8ddffyE+Pl6xTvWV4JiYGGRmZgJ4Muaw+t8qNDQUAoEA5eXlAJ680P6tt97CkSNHcOTIEZw5cwYDBgzQzoHWgEKxGWCM4fbt2wAAe3t7AI07COpCIpHg/v370NfXR0BAAAD1g4P19fUhk8ng7OyMd999FwDwww8/AFAN0MbExcUFAJCSkoKMjAwIhUIAQH5+PtLT07Fp0ya88847WLBgAX7//XekpqZqpa5x48YpPoSqn4ZtYmKCcePGoVWrVoiKisL+/fsVwWZvb48OHTrgxo0bOH78OAAogr16GaFQCKlUqhiYXT2Eh+M4GBgYIDg4WCvH9iyN97eF1BrHcWjdujUA4MKFCwAadxDUhYGBAaysrFBVVYWrV68CQI13L1T/J5w4cSLs7Oxw6dIlXLt2TWu1Po/w8HC4ublhz549+PDDD3H8+HEsW7YMc+fORY8ePTBx4kT88MMP+PzzzzFlyhQMGDAAjx490kpt/JZe9e9T165dMXLkSEilUuzYsQMXL14EALRo0QJDhgxBUVERNm3ahOjoaADylm91+CUnJwMAOnXqpLT9RndGo9OTd6IxX375JdPT02NvvvlmrcYiVvdZVT+dpLGSyWSKvqh58+bVakhRZmYm69WrFzM3N1d5mEBjI5PJ2P/+9z/FRYh/f/n5+bG33nqL9erVi/n7+zOO49jo0aN1Umt13+C9e/dYr169mL6+PpszZw7Lz89njDEWHR3NXnrpJcZxHOvevbtihEBJSQn79ddfmbW1NQsODmYpKSk6qb+2KBSbiXv37jFjY2Pm6enJLly4UKt1ysvL2Y8//qj45W2szpw5w/T19Vn79u1ZXFxcrdZp164d4ziu1j8LXaqoqGA///wze+GFF5iLiwt77bXX2Pz585WutIvFYnb58mVFWF68eFGHFTP2yy+/MBsbG+bj48N27typmH7r1i3FMBtnZ2cWERHBAgMDmaGhIbOzs2Pbt2/XYdW1Q6HYjFSPBZsxY0aNY7z4D+b85ZdflJ5L11hVVVUp7qSIjIx8amuxqqqKFRcXMz8/P+bn59ckrkBXE4vFisdo8QdsS6VSxb/ZrFmzGMdx7MMPP9RJjdV15OXlsVdffZVxHMfGjRvHkpOTFcvcu3eP/e9//2NOTk7Mx8eH+fj4sOnTp9f7kV7aQqHYjGRlZTFjY2NmamrKvv/+e1ZcXMwYY4qb8vnDO6Kjo1nLli2Zi4uL0rjGxor/ANG9e/cqxsdVHxN/+FH1QOIhQ4awysrKJjc06d/HJJPJFCFZfXfIb7/9prP6quvat28fa9GiBbOzs2O//PKLynL5+fksOztb6VbApoBCsZn55ZdfmLGxMXNyclJ7y1tJSQnbtGkT8/PzYxYWFmzTpk06qPL5zJgxg3Ecxzp27Mh27NihmM4P+zNnzihO1xp7C7g2+MeWnZ3NfH19mbW1tU5Pn6tDUSqVstmzZzN9fX3Wr18/duvWLcZY079hgEKxmZFIJGzJkiWKG/GHDx/OVq5cyQ4fPqy4K8HIyIhZWFiwNWvW6LrcOiksLFScspmYmLAvv/ySXbp0iZWVlbGEhAQWGRnJ/Pz8FP1uLi4u7I033mCbNm1S+3TnxqimVu3hw4dZp06dlO4a0aXq4Lt8+TLr2LEjMzIyYh9++GGT+Tk/DYViMySTydhvv/3GQkNDVa5mWlhYsNGjRytu02pqsrOz2RtvvKF4pL1QKGQtWrRQPBHIxcWFLVy4kL322mvMwcGBGRgYsBdeeIHt37+/SbVgcnJyGGPy+6JnzJjBXF1dFXeMFBUV6bg6ZYsXL1aMDhCJRLoup944xuixzM2VWCzGxYsXceXKFZiamkJfXx/h4eGNZpBsfcTExGD79u04e/YsTE1NYW5uju7du2PmzJmKZR48eIDk5GQEBAQoBkk3Bdu3b8evv/6KO3fuID09HQYGBmjXrh0+//xzRERE6Lo8BZlMBj09PTx69Aj5+fnN5lmdFIqkyWG8B8lKpVIIBAKIRCLF3SD8vzdFDx8+xPTp01FZWYmWLVvixRdfxKBBg3Rd1n8GheJ/BGsmT6RWp/rYWGO9Q+I5lJaWQiKRwMrKqlkcT1NCoUgIITzN4wZZQgjREApFQgjhoVAkhBAeCkVCCOGhUCSEEB4KRUII4aFQ/A8QiURYsmQJRCKRrkvRuOZ8bEDzPr7Gemw0TvE/oLi4GJaWligqKoKFhYWuy9Go5nxsQPM+vsZ6bNRSJIQQHgpFQgjhoVAkhBAega4LIA1PKBRi8eLFTfrJMTVpzscGaO/4xGIxIiMjAQDz58+HoaFhg+4PaLz/dnShRYem/RWr6xIaxC+j5M9r/PJkoo4r0bwPevkAAOwmbtVxJZol4GR4yysBALDykhkksub3ZJ6KQ3NqtRydPhNCCA+FIiGE8FAoEkIID4UiIYTwUCgSQggPhSIhhPBQKBJCCA+FIiGE8FAoEkIID4UiIYTwUCgSQggPhSIhhPBQKBJCCA+FIiGE8FAoEkIID4UiIYTwUCgSQggPvY6gDioqKhAZGYmtW7ciNTUVNjY2GDBgAJYuXQpXV9cG2aeHlRGCHM3gZWOMFjbGsDYxAKD+qd0cAB87E4Q6m6OloykczQyhr8ehsEKKuKxSHLqTi7xyicp6rpZC9PC2hqe1MWxMDGBqqA+pjOFRsQiXU4twOjEfVTp6PntFSRFiDv+FtFuXUJqfA30DQ5jbOsKlZRt0HDFFaVmpuBK3ju1C0pVTKMnNhMBQCHsvf4T0GwXngBDdHACPtakhzkcOhL2FEZKyStDxw3/ULudkZYR3Bwehd2tnuNqYoErG8CC7FAeuPcQPh+6gtFL6zH2tntwR43p4AwAGLT+GSwm5Gj0WPjtLY7w/qgMGdvaGu70FKsRSpGQVIepmGhb8dlqx3J2NU+DpaPnUbT3IKETQpHVq53Vr7YaZL7VF5yAXWJsJkV9SiZikHPz6TzT+uZikseOhUKylyspK9O7dGxcvXoSzszNeeuklJCcnY/369di/fz8uXrwIb29vje93cJA92rjW7p24dqaG+KBXCwBAUYUEd7LLIGNACxtjRPjYoKOHJb47k4r7eeVK6/nbmaKXry1yy8TIKBahRFQFc6E+fOxM4GNrgnauFlh9OgVVWn5zRW5KAg59uxCismJYuXjCI7QzJBXlKMxIxe3ju5RCUVJZgQNf/w+5KQkQmprDpWUbiCvK8OhONB7GXUf3cbPh37WfVuv/t0/HtIWt2dPfR+LtaIZ/PnoB9hZGSMkpxZHoRzAy0EcHXzvMG9YKQzq448Vlx1BSofrhVq1bSweM6+ENmYxBT69hXyvQ1tcBe5ePgJ2lMWKTc7H/wn2YmwgR6GmDt4e3UwrFXWcSYGtprHY73Vu7wcvJEudup6ud/9G4Lvh4XBdUiqW4EPsIOUXlcLE1Q9dWrniUV0qhqAvLli3DxYsX0aVLFxw5cgRmZmYAgFWrVuH999/H5MmTERUVpfH9JuZV4GFRJZLzK5CcX4nIQX4w0K+p14MhLrMUB+/k4m5OmWKqQI/Da+2c0bWFNaZ0csXHBxOUWn63Mktw60AJcsuU/6OZC/UxJ8ILAQ6m6OFtjZOJ+Ro/vppUlBTh8HcLUSUR4YW3FsEztLPS/JwHd5W+v7p7A3JTEmDn4Yt+by+Fsbm8RZKVGIfD3y7EuT+/h3PLUJjbOmrtGPi6BzpiTLcW2HjyPib08q1xuUWjQmFvYYS1xxMwf/N1yB5/EJkbG2D7+xHo4GuHGf0D8MXu22rXFxroYeXE9oh/WIjiCgk6+dk3yPEA8hbinmUvw1gowMglu1WCqb2/k9L383kBycdxQOLmaQCALSfiVeaP6xuEj8d1weX4DIxdvg/puaWKecZCAVo4Pb31WVfUp1gLYrEY33//PQDghx9+UAQiAMyZMwchISE4deoUrl27pvF9H76bi72xOYjJKEWx6OmnTTllEqw+k6IUiAAglTFsuZ6BcnEVbE0N4WNrojQ/t0yiEogAUCKqwqE78tOuAAfTeh5J3VzftxmVpcXo8PIUlUAEAPsWAYq/V0kluHf+CACg86vTFYEIAI4+QQjqNRQyqRSxx/c0fOFqGBnoY+XE9riTXoQfDt156rJdAhwAACv3xioCEQBKKiT47oA8MNq0sKlx/feHBqOFgznmbrwKaQP3eXw8rgvsrUyw4LfTaltqV+9l1mo7vdp4wNnWDOk5JYi6mao0z8hQgMipESguE+GVT/coBSIAVIikiEvJe/6DUINCsRbOnTuHoqIi+Pj4oG3btirzR44cCQDYt2+ftkurNYmMIatUBACwNK79CUKVjCn9qQ1SsQiJl09AIDSCf3jfZy5fmJkGqVgEfYEBHLwDVeZX9yemxlzUeK21MW9YMLzszTB341VInhFUYmnVM7dXUCZWOz3QzRKzXmyJLWeSGrQPEZCH1ZjegSitEGPTkfq9lXJMb/m/2baoO/h3D82wrr6wszTGzrMJyCooV7O25tHpcy1ER0cDANq1a6d2fvX0mJgYrdVUVxwAWxP5u3yLa9FRDwAmBnroG2ALALiVUdJQpanITUmApLICjr7BEBgKkXb7CtLjb6BKIoGloytahHWHqZWtYnmpqBIAYGBsCo5T7UMTmsr7ZEtyMyGuKIehsYnKMg0lyM0SM/q3xJazD3DxXg7c7Z7e4j55OxNju3vj/aHBKqfPbw+Uh8eW06qtMo4DVk3sgKJyCZZsj9b8gfxLmJ8jLEyFOHf7ISrFUvRr74U+7TwhNNDH/fQC/H36HjLyy565HSNDAYaGy7sT/lRz6hzRxgMAcDHuESxNhRjduyWCPO1QKZbiYtwj7D1/X+Mf2BSKtZCaKm/Su7m5qZ1fPT0lJUVrNdVVBw9LWBgJUFwpRWJehdplHMwMMTDQDhw4WBgJ4GNrDCMDfUQl5uNSapHWai3MkP+8jc0tcfSnT5EardzCu7p7I7qPnw2fDj0BAEZm8tPlytIiSMUiCAyVL2aU5j05jSvNz4aNq1fDFc/DcfKrwEXlYnyy7Wat1lm2IwahXjaY0scPL4Q4Izq5AEYGeujoZw+RpArT11zA2TvZKutN6eMn72/85SIKa2hJalJLT/kpfE5hBbYvGooh4cr9pJ9M7Ia3Vh/B9qi76lZXGBruAwtTIWKScnD7gWrrNtBDvh97S2Pc+GUCnG2fdF2983IYbj3IwcsLd+Hhv06r64NCsRZKS+U/cBMT9S0MU1P5p39JifZaU3VhbSzAq23knd57Y7MhreGT1UIoQLiXtdK04wl52HM7G9q87iwql/+8U6IvQU9PD11Gz0CLsO6QiisRH7Uft47+jdMbVsHKyR227j6wcHCBiaUNyovykXDxGAJ7DFLaXnV/IwBIROo/EBrCGy/4o523LWb9dqnGU95/yy6qxEufn8Av07ugd2tneNo/CYF9V9NwM1n1YpeztTE+GhGCs/FZ2H4+WVPlP5W1mREAYFBnb1TJGGZ/fxw7z9yDiVCA6UPb4r2R7fHr+wNwJzUfMUk5NW5nTO8gAMCfx+PUzrd6vJ9F48Nx72EBxn22HzFJOWjpbotv3u6Ddn6O+HPhUHSfvUVjx0Z9ilogEolQXFys9CUSibSyb0N9Dm+Fe8BcKMCN9GKcTiqocdn7eeWY9lcs3vwrFvP/uYftNzMR7mWFj17whu3j8ZHawB6fMjJZFdoNGYegnoNhbG4Jc1tHdBwxBS3adYOsSopbR/4GAHAch5D+owAAV/5eh3vnj0BUVoKS3Cxc2PYz0m5dAaenr1hWG1xtTLDg5dY4dycbW88+qPV6QW6WOPXpAPg6W2Dc6tPwnvE3Wr27Bwv+uI4+rZ1x4KMX4OtkrrTOl6+HwVCgh7mbrmr6MGpU/XM0EOhj6abz+GV/NHKLKpCaXYIFv53G36fvwtBAH++NbF/jNuwtjdGnnQeqqmTYdlL9BSi9x/upkjEM+3gnzsc+QmmFBFfvZWLYxztRWiFG+wAn9G7robFjo1CsheqrzeXl6jt6y8rkfSfm5uZq50dGRsLS0lLpKzIysmGK5dHngDe7uMPLxhgJOWX47eLDWq3HAOSVS3AsIQ8brqTD0VyI0W2dG7ZYHgOhkeLvfuGqYwv9Hl98yUi4pZgW1GsognoNhURUgTObVmPz+69i+8eTEBe1D2FDx0NoKv83FJqYqWyvIXw5PgwGAj28v/FKrdcR6HNYP6srnKyNMPG7szh08xGKyyXILKzAL0fvIXLnLdiYCfG/4a0V6wxu74YX27nhuwPxuK/Fft+yyiejFTYdVb3QUn3xpXtr9V1OADCqZ0sYCPRx8mZqjf2PpZXyFvbJm6kqp8g5RRU4dFn+gdM9pOb91BWdPteCh4f8U+jhQ/WhUj3d09NT7fz58+djzpw5StOEQiHe3ntfg1Uq4wBM7OiK1s7mSC2owPfnUiF5jg7pG+klqJRUoZWTGfQ5TisDuM1s5MNSBIZCpeE11arHGlaWPOnn5DgOXV6dDv/wvkiJvojywjwYmVvCq203WDt74Pr+zdA3EMLcTjvh3r+NKwrLxFg5oYPSdKGBvB3ibG2MPf/rDQB446fzyC6qRHsfO/g4WSApqwQxKaot+j1X0rB0TFt0CXgy9rB/G/mdVBHBTorhPNVaeVgBACLHhaGkQoI/zz6oU6v1aVKzigHIwzG3SLVLIuXxfHurmi9qVV91VneBpVpaVgna+joqtlfjfiw1d/GMQrEWQkNDAQDXr19XO796ekiI+lvJhEIhhMKn38mgaaPbOqOThxUyS0T45kwKKiSy595WmbgKtqb6MDHUQ4no2UNG6svWwwcAIJWIUSWRQN9A+dRdVCZvEQl4LUrFuu4+sHX3UZqWkXALTCaDo38g9PT1G6hqVVamhuja0kHtPGNDgWKe0EBek4u1/G6Pmu5WKS6Xt5osTQ1V5nXwtauxjhBPeT/xOTUXaJ5XdKJ8W8aGAhga6EMsUf69sDGX/9uUVqo/Fl9XK7QPcEJZpQR7ztXcOLiZmI2hXX0VfZj/Zv14P2U17Od5UCjWQteuXWFpaYnExETcvHkTbdq0UZq/Y8cOAMCQIUN0UJ2ql4Id0MvXBnllYqw+lVKvILMzNYC1iQEqJFUo1UIgAvKWoo2bN/IfJiEj4RbcgpSHQmUkyO/m+Hf41STupHz8aMvuL2q20Kewm7hV7XR3O1PcWDFE7b3P2UXyoUU+TuYwMxKo3OPctoV8GFJa7pNTzbd/u4S3f7ukdl97/tcbXVs6NMi9z2k5JYhOzEaojwO6t3bD8evKIy+6PT5tjr6vPoirL7DsPX//qYH2z8VELBofjs5BzhDo60Fa9eTDneOA8GAXAPLw1BTqU6wFQ0NDzJo1CwAwc+ZMRR8iIL/NLyYmBhEREQgLC9NViQov+NliUJA9iiok+Pp0CvKfco9stV6+NrAQqn4+OpoZYmonN+hxHC4kF2r1CnRIvxEAgMt//4byoidXXPPSEnH72E4AQGCPgYrpFcWFKM1X/o8hq6rC9X2bkXz9LJwDQtAirLsWKn9+VxJzkV1UCTMjA3w+Tn7xpJqTlRGWjZXfOLD3SpquSlTy9V/yCzuRb/SAk82T8Zch3vaYPUL+f+G3A+rHTI7u1RIAsKWGq87VYpJycOxaMjwdLbFkQlelef8b0xktPWyRVVCGPWcTnvs4/o1airX08ccf49ixYzh//jz8/PzQvXt3pKSk4NKlS7C3t8e6deqf7FFfrZ3MMCjoSR+S/uMb/P/Xu4Vi2j9xObiVWQo3SyOMDJX3t+WWSTAwUP0p1dmkQqWHQvT1t8WrbZzwsLAS2aVicABsTA3gaW0MPY7DvZwy7LqluU/i2vDp2AvpcTeQcPEY/v5kOhy8A1ElESE7MR5VUgkCug1QCrnCjFQcWD0ftu4+j/scGbKT7qC8KB+27j7oM+0jrdb/PEQSGd7feAXrZnTF6G4t0CPIETeT8xUPhDA3NkB0cj6+/afmPjht2hZ1B33CPPF632BcXzMBF+MfwdhQgM5BLjAyFGDtgRjsPKMaVp0DneHtYoWM/FKcuJGqZsvK3vr6CKK+HoP3X+mAIeE+iH2QiwAPGwR52qG8UoJJXx5E+TNuga0LCsVaMjIywsmTJxEZGYktW7Zg9+7dsLGxwcSJE7F06dIaB3bXl5lQAG9b1U5k/jSzx608E0M9xRAGHzsT+Nip73y+m12uFIq7b2ejtZMZPG2MEexkBgN9DmXiKsRlleJKahEuphRptZVYrfuE9+DgE4S7Zw4g814MwHGw9fBFy+4vwq/LC0rLmts7w69zH2QlxuFh7FVwnB4sHV3Rqu/LCOo5BPoC7Q0pqo+D19PR79MjmPliS3Txd8ALIc4QS2VIyirFnsupWHPkHiol2unGqI1pKw/jQuwjTBnYGj1C3MEYw8372fjtQAz+OKa+FTj68QWWv6LuQlaLi38Pc0vRedZmfPRaFwzs5I1BnX1QUFqJ7VF38MWflzR+7zPHmJafB0UU1D0TsTn4ZVQwAODLk4k6rkTzPugl78esqc+wqRJwMrzlJW/VrbxkBolMO+M5tani0JxnLwTqUySEECUUioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDoUgIITwUioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDoUgIITwUioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDoUgIITz0jhZCCMRiMSIjIwEA8+fPh6GhoY4r0h1qKRJCCA+94lSHdsdk6rqEBjEsxAkAcOthqY4r0bzWbmYAgCVHNPfy9UahSorq9/e9u+cOmF7zi4afRgTVajlqKRJCCA+FIiGE8FAoEkIID4UiIYTwUCgSQggPhSIhhPBQKBJCCA+FIiGE8FAoEkIID4UiIYTwUCgSQggPhSIhhPBQKBJCCA+FIiGE8FAoEkIID4UiIYTwNL8nSTaAa9eu4ejRo7h8+TIuX76M9PR0AICu3+Rwet82JN+5hczUJJQWFUIqEcPcygbeQaHoMXQ0nD191K539eRBXDi8G9kPU6AvEMDDPwi9R4yHV0ArLR9B/RQVFmD31g24duEMcrMzYSgUwt7RGa3bdcT4N9/VdXnPlJdyD/HHdyI3MQ6VpUUQCI1g5ewJ7y590aLTC+A4+WNfZVVSZN2LQfqtS8i+fwuluVkAGExtHOAS3AGBL4yEkbml1uv3sDJCSwdTeNkYw8vaGNYmBgCAt/6OU7u8tbEArZ3N4WVtDC8bYziaG0KP47DqVDIScstr3I9Aj0NvXxuEuVnAwVwIfQ4oqpTiTnYZDt/NRW6ZRKPHRaFYC0uXLsWePXt0XYaKk7v+gLiyAs6ePnDy8AYAZKUl4/rpI4g+dwKvz1uKwLBwpXX2rv8O5w7sgIGhEH6hHSAVi5EQcxUJ0Vcx7v1PENyxuy4Opc4S78Vj2YczUVJcBHcvH7QPj0BFeRkepiRh/44tjT4U026ew7n1X4DJZLB294G9TzAqS4uQkxiLnKQ4ZN69ifAJ8wAA2Qm3EfXjIgCAqY0jnIPCwKqkyE2+gzsndiH5ahT6vBMJC0c3rR7Di4F2aONiUevl27paYFSoU532IdDj8F4PT3jbmqBcXIWEnDJIZQzuVkbo1sIaYW4WWH06BamFlXUtv+Z9amxLzViXLl0QEhKCDh06oEOHDvDy8oJIJNJ1WZjwwXK4evvDwFCoNP3C4V3Y/dtq7PjpKyxY8xf09eX/zAkxV3HuwA6YmFti5vIfYecs/0+Ucvc21ix5F3/9+Dm8g9vA2NRc68dSF0WFBVj+v1kQi0X4cOkqdAiPUJqfcOe2jiqrHVlVFa5s/wlMJkOXCXPh1b6nYl5RZhqOff0BUq6egk+X/nD0DwE4Dh5tu6Nl72Gw9QpQLCuuKMO59V8gM/46Lv2xGn3nrNDqcTzIq0B6kQgpBRVIya/Ashf9YKBfc49cbpkYxxPykFJQgeSCSoxu44QgR7On7qN7C2t425ogOb8C35xJQaVUBgDgAIwKdUIvXxuMCHHE16dTNHZc1KdYCx9++CE+/fRTDBkyBE5Odfuka0heLVurBCIAdOk/HLaOrigtykf2wye/LGf2bwcA9B7xuiIQAcAzoBU69x2KirJSXDlxoOELr6ftG39GcVEhXp82WyUQAcCvZePuBijOSoOopBDmDm5KgQgAlk7u8Oogn5aXeg8A4BQQiq6TP1QKRAAwNDZFp9dmAwByH9xBWX52g9fOd+ReHvbH5eBWRimKRVXPXD4moxQ7YrJwJa0YOaVi1Kb3ydfOBABwPCFPEYgAwADsj5Mfr5e18XPVXxMKxWZKT6APANAXyFuJEpEIibdvAABad1YNktZd5NPir57XUoXPRySqxOljB2FkZIxeA4bqupznoi8wqNVyQtNnn5qaWNpCaCbvT6woyqtXXY2RVPbs5CwVPzuQ64JOn5uh66cOI/dRGuyc3WDnJG8R5jxKhVQihqmFFaxsHVTWcW3hDwDISEnUaq11lXg3HhXlZWjZqg2EQiNcv3QOMdcuQSIRwdnNE+ERfWFjZ6/rMp/K1M4JZnbOKMl+iOSrUSqnz8lXomBoYga3kC7P3Ja4vBTicvlbE43MrRuqZJ2JzypFRw9L9PGzxe3MUqXT58FB8t/j88mFGt0nhWIzcGrPn8hKS4ZYVIHs9FRkpT2AhbUdxsxeBD19eYuxMFd+qmFpqz4wDI2MYWxqhoqyEogqyiE0NtFa/XXxMCUJAGBpbYMvFs7BlfOnlOZvWfs9ZsxdhG69B+iivFrR09NH59ffw6mfP8GFjStw58QumNu7oLJEfqHF0skdnca9B2Et+nYTzvwDJquCpYsXzOwaT9eOplxKLUKQkxk6uFti+Yt+SMwrh6SKwcPaCBZCAY7czcWB+ByN7pNCsRm4F30F929dU3xvbe+EV2YtgJvPkz4oUaV8yIOhoVGN2zEQGqOirLRRh2JZaTEA4Or5U9DT08fUdz5El4i+EIsqcXD3Nuzd/ju+/2IxXD1aoIVvwDO2pjv23kHoM/tznP1tOQrSElGQJm+h6wkEcGrZtlYBl5+WiNjD2wAAbYZObMhydYYBWH85HfnlEvQPsENr5ycfFKkFFbiTUwZND4yjUGwG3li0CgBQUVaCzNQkHPtrI9Ysfgf9R09F7xGv67g6zZI97mOqqqrCmMkzMeClVxTzxr/5LnKyMnDh1DHs2b4J7y5Yrqsynyn56ilc+mM17LwCED5hHiydPVFRlIf4E7tw58QuZCXEoO97K6BvoL7/saK4AGd/+wxVEjECer4El+D2Wj4C7TAx0MObXdzhaW2M7TczcT29GJIqGXztTPBqG2fM6uqBdZfTce1hscb2SRdatEAkEqG4uFjpqyGG9BibmqNFYCgmL/gSrt4BOLJtLdLuxwMAhEbylp9YXPN4LomoQr5sI20lAoCR8ZMrjeoutPTqL58WF31dazXVVUl2Oi5t/hpCMwv0mL4Ytl4BEAiNYO7gio6jZ8GlVQcUpCUi6eJRtetLKstx6uclKMvPgnvbbmg7fIqWj0B7RoY4wd/eFHtjs3EyMR9FlVKUS2SIySjFmgtpAIARrR2hx2lunxSKWhAZGQlLS0ulr8jIyAbbn75AgNDwXmCMKa4mW9nJO6WL8tT3v4grK1BRVgpjU/NGHYr2js4AAKGRESytVC8sODi5AACKC/O1WlddpFw/DVmVFM6BYTAQqg4n8WgrH0CffV91vGWVRIzTvyxFQVoinFq2RZfx74PTa57/jTkA7d3lV+Cvp6u2BFMLK5FXJoG1iQHsTQ01tt/m+dNsZObPn4+ioiKlr/nz5zfoPk0s5MM0yooLAQD2Lh4QGBiirLhQbTCmP5CPiavp1sDGorqfUCwSQSIWq8wvLSkCABg14mAvL5QPnTEwUl+jgbEpAEBcUao0XVZVhXPrv0B2wi3YtQhE96kf1Xp4T1NkbiRQDAavkMjULlMhkQ/HMTHU19h+KRS1QCgUwsLCQulLKFQddK1JD2KjAQA2Tq4AAAOhED6t2gIAYi5GqSx/64L8Km5g+3CVeY2JvaMzvHz8wRhDbMw1lfmxj0+bvRrxRRbjx0Nn8tPuq52fnyL/gDKzeTJ0ijGGS3+sRvqtS7By80bE9MUQCGu+aNYclIurIKmSh6GnteqxGgn04Ggu/3+UV665+58pFJuo5Du3cPfGJchkyp+gVVIpzh38G9dPH4GBoRCh4b0V87oPll+UOPH378jNeKiYnnL3Ni4d2wdjUzN06D1QOwdQDy+9Oh4AsOnn1SjgtXof3L+LfX9tBgD0GzJCJ7XVhmtIJwBAzv3bSDijfAdR7oM7uHtSfp+9e5tuiunX//4FyVdOwsLRDb1mLIWhydNvj2sOpDKGuKwyAMDIEEdYGD25LizQ4zC6rROEAj3czy1HcaVUY/ulq8+18M8//2Dp0qWK78WPT9s6d+6smLZw4UIMGjRIazXlZjzEXz9+DlNzS7h6B8DE3AJlJUXITE1CSUEeBAaGGDXzf4q+RADwC2mPrgNH4tyBHVg9bwr8QtqjSipBQsxVgAGjZvyv0d/3DADd+7yI6KsXEXVkP96dPAoBwSEQi0S4GxsDiUSMFwYNR3hEX12XWSMbd1+07PMy7hzfiavbf0TCmf2wcPJARVE+8h7cAWMy+HQdAKeWbQAAD2Mu4t6pfQAAE2t73Ny9Tu12g/qOhIWTu7YOA62czDCwpZ3ie/3HVzs+6OmlmHbgTi5uZ8q7ASyMBJje+cntpdWtvDFtnVH5+DT4VmYpDt7JVSyzIyYTXjbGcLcyxpJ+PniQXwFxlQxe1sawMjZAqUiKP29kaPS4KBRrIScnB5cuXVKZzp+Wk6PZAaTP4h3UBr2Gj8ODuGhkpCaivLgI+gIDWDs4oXXnCHR9cYTS/c3Vhk56Gy5evjh/aBcSYq5CIBDAt3UY+oyc0KQeHTbzgyUIaBWKo/t3Ijb6GjhwaOHXEv0Gv4ye/YfourxnajtsMuxatMT9sweRn5aI4qx0GBgZw963FXzC+8Or/ZNbMavvWAGAzDs3atxmi859tBqKZkJ9tLBV7RflTzMTPunrE+hxapd3tnjSlZRZotxPnFsmwfJjiegXYIdgRzP42pmAA1BQIUFUYj4O381FYYXmWokAwDFdPxTwP2x3TKauS2gQw0LkA49vPSx9xpJNT2s3+WnrkiMJOq5Ew6qk4C7LHxiSFTQcTK/5tZd+GhFUq+WoT5EQQngoFAkhhIdCkRBCeCgUCSGEh0KREEJ4KBQJIYSHQpEQQngoFAkhhIdCkRBCeCgUCSGEh0KREEJ4KBQJIYSHQpEQQngoFAkhhIdCkRBCeCgUCSGEh0KREEJ4KBQJIYSHQpEQQnjoHS2EEIjFYkRGRgIA5s+fD0NDQx1XpDvUUiSEEJ7m98quJuTC/UJdl9AguvhaAQAeFoh0W0gDcLOWv45z5akkHVeiWaxKovh75IkkcPrNLxoW9fWt1XLUUiSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBAeCkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBAeCkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBCe5vd43QZQXl6OI0eOYN++fTh79ixSUlKgr68PX19fjBgxAnPmzIGZmZnW60pOiMftG5fx4F4cku7FoiAvBwCw4Z9Ltd7GlwtmIS76CgBg1ca9sLFzbJBaNenenThcu3wBd2Jv407cLeTmZAMAjl+M0XFldVdRUojoQ38hJeYSSvNzIDAwhJmtI1wD26DzyKmK5e6eP4pTG1bVuB3v9j3wwrT52ii5VvJS7iHu2N/ISYxDZWkRBEIjWLl4wadzX3h3fgEcxyktL5NV4W7UXiReOIrS3AwIhEZw9AtByKDXYOnkodXaKRRrYcuWLXjjjTcAAIGBgRg6dCiKi4tx/vx5LF68GH/++SdOnToFBwcHrda1Z+s63Lh4+rnXP3N0P+Kir4DjODSl95f9vm4Nzp8+qesy6i0nJQEHVn8MUVkxrF084RnaGZLKchRkpOLWsV1KoVjN1s0btu7eKtMdWgRoo+RaSb1xDmfXfw4mk8HG3Qf2vsEQlRYh+34schJjkXn3JrpOnKdYnslkOLs2EmnRF2BobAqX4A4QlRYj9eY5pMdewQvvRMLOS3vHR6FYCwYGBpg2bRreffddBAYGKqZnZGRg0KBBuHHjBt59911s2bJFq3X5tmwNdy9ftPAPQgu/IMydPAxSibhW6xYXFWDr2m/Qql0nZDxMRV52RgNXqzlBrULh7euPgMBgtAxqhbHDB0Airt1xNxYVJYU4+M3HqJKI0G/GYni16aw0P/vBXbXrebbpgvZDx2mjxOciq6rCle0/gslkCJ8wDy069FTMK8pMxZFVHyD5ahR8wvvByT8UAJB48SjSoi/A3N4Ffd/7EsYW1gDk4Xpm7Wc4v3EFBn/8M/T09bVyDBSKtTBhwgRMmDBBZbqzszN++OEHhIeHY+fOnRCLxVp9NeSgUeOfe90tv3wNsUiE8TM+wBcLZmmwqoY3ZvxkXZdQb9f2bkZlaTG6jp2pEohA42r51UVxVhoqSwph4eimFIgAYOnkgRYde+Fu1F7kpSQoQjH+xC4AQNthkxWBCAAebbvCrXUnPLx1CQ9jLsKjbVetHANdaKmn0FD5P6xIJEJeXp6Oq6mdmKsXcDHqMIa8OhEOzm66Luc/RyoWIeHSCQiERggI76vrcjRKT2BQq+WEpuYAgNLcTBRnpkHfQAjXVh1UlnNv2w0AkH679v3k9UUtxXpKSpK/6tLAwAA2NjY6rubZRJUV2PTjF3B288LAEa/rupz/pJyUBEgqK+DkGwyBoRCpt64gPf4GqiRiWDq6wrt9D5ha2apdNzc1ARd3/AZxRTlMLK3hEhAKl4AQLR9BzczsnGBm54zirId4cCVK5fT5weWTMDQxg3toOACgIP0BAMDKxRN6al6rauPu83i55AavvRqFYj198803AIABAwZAKBTquJpn27n5F+RmZeB/n/8EgUHtPtWJZhU8SgUAGJlb4fAPnyIl+oLS/Mu7NiJiwrvw7dhTZd3UmMtIjbms+P76/i1w9m+NPtPmw4R36qkrenr66PL6HJz6eQnOb/wKd07shLm9KypLC5F9PxaWzh7oMu49RUuxrEA+YsKkhg8BEys7+XL52do5AFAo1suBAwewdu1aGBgYYOnSpbou55mS79/B0T3b0LXPILRs3U7X5fxnictLAQAp0Rehp6eHrmNnwjusG6RiEWJP7kPMkb8RtX4lrJzdYfe4pWRiaYOwIePg2aYzLOycIJWIkfPgLi79vQ4Z927h8HeL8dL8r6Gnp52LEU/j4BOEF979Aqd/XYb8tETkpyUCAPQEAjgHtIGZnZNiWamoAgCgb6i+QSEwNFJaThsoFJ/TnTt3MG7cODDG8NVXXyn6FtURiUQQiURK07TdqpRVVWH9t5/BxMwMo6e8o9V9E2WMyeR/yqoQNmwCgnsOVszrPHIqSvOykXTtDGIO70DvqR8CANyDw+AeHKZYztDYFJ6hneESEIqdy99GTkoCkq6eUdu61Lbkq1G4sHk17LxaouvED2Dl7InyojzEH9+J+BO7kJUQg35zVkK/kZ6p0IWW55Ceno4BAwagoKAAc+bMwezZs5+6fGRkJCwtLZW+IiMjtVSt3OE9W5GSeBevTJoFc0srre6bKDMQGiv+HtBV9UKL/+OLLxn3bj17W0bGaNX7JQDAw9hrGqrw+RVnp+PC719DaGaBnm8thp1XAARCI1g4uKLTmLfh2qoj8tMSkXjxCABA8PhnUSUWqd2eVFyptJw2UEuxjvLz89GvXz+kpKRg0qRJWLFixTPXmT9/PubMmaM0TSgU4nqa9k4Jbl4+C47jcO74AZw7cVBpXlGB/Kr5D5ELIDAwxKCR4xHSvovWavuvMbOVD/IXGAphbG6lMt/88V1FFSVFtdqepYMLAKC8KF8zBdZDyrXTkFVJ4RIYphT+1TzadUf67cvIvn8b/t0HwdTaHgBQXqh+5EZ5YS4AwNRGezdGUCjWQWlpKV588UXExcXh5Zdfxq+//qpyu5I6QqGwhtNl7YUiADDGcPf2jRrnJ965DQDo1meQtkr6T6ruJ5RKxKiSiKFvoDy2VVRWAgAwEBrVanuix32Uglou35CqQ8zA2FTtfEMjEwBP+lWtXVsAAAofpUBWJVW5Al3dH2nt6tUQ5apFoVhLIpEIL730Ei5fvoz+/fvjzz//hL6WRthrwvzPf6px3vuThiEvO6PJ3Pvc1JnZOsDWzRt5D5OQce8W3Hh9hcCT02ZbD59abe/B9XMAADsPX80W+hyqB1/npyaonZ/3eLqpjfz3zMzOCRZO7ijOTEP67StwD1U+Q0m7cRYA4NqqU0OVrIL6FGuhqqoKY8aMwYkTJ9C9e3fs3LlTq3eukOYntP9IAMDFHb+hvPDJaW9uWiJiju4EAAT1eNJiv3FwGyr/dTotk0pxbd8fSLp2BvoGwkYxENwtRH53Tvb927h35h+lebkP7uDOid0AoHR3SmDv4QCAG7vXobKkUDE99eY5PLx1Ceb2LortagO1FGvh+++/x65d8luR7OzsMGPGDLXLrVixAnZ2dlqr6+bls9i7dZ3i+yqpBADw6Zwnt8ENHT0ZbTp201pN2nDx3GlsXrdG8b1UIj/uWVNeU0wbN/lNdO7aQ+u11ZZvp154GHcd9y4cw/Ylb8LROxBVEjGyEuNQJZWgZfcB8G7fXbH8lV0bcH3fH7Dz9IOZjT3EFeXIe5iE8sI86BsYoveUeTC11t7vXk1s3H0R2OdlxB/fiSvbfsS90//A0skdFUX5yH1wB4zJ4Nt1AJxbtlWs49O5Lx7FXkFa9AXsW/omnAJCISotRtb929A3ECJ8wvtau+8ZoFCslYKCAsXfq8NRnSVLlmg1FEuKCpF0N1ZlOn9aSVGh1urRlsKCAsTHql6Z5U8r5P2bNVYRE+fA0TcI8acPIuNeDMBxsPPwRWCPFxVXoKu1GzwWWYnxKMpKR25qIgAGU2s7BPYYiNYvDIeVU+O5XbPd8Cmw9w5EwpmDyE+7j+KshzAwMoaDXyv4hveHV/ueSstzenroNmU+7p7ci8SLR5F++woEhkbwaBOOkIHjYOms3UeHcawpPTOqmblwv1DXJTSILr5WAICHBeqHWTRlbtbyC2YrTyXpuBLNYlUSlJ3ZKv+m06vg1Nxy19Qt6lu7PlfqUySEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBAeCkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBAeCkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBAeCkVCCOGhUCSEEB56RwshBGKxGJGRkQCA+fPn/6df4UstRUII4Wl+r+xqQprj2+6AJ2+8q5TquJAGYPT4f0x8RpluC9EwqUSs+Hv8ozIIDCQ6rKZhBLua1mo5aikSQggPhSIhhPBQKBJCCA+FIiGE8FAoEkIID4UiIYTwUCgSQggPhSIhhPBQKBJCCA+FIiGE8FAoEkIID4UiIYTwUCgSQggPhSIhhPBQKBJCCA+FIiGE8NBDZmtp1apVOHv2LG7duoXs7GxUVlbCyckJERERmDdvHlq3bq3rEpXcuxOHa5cv4E7sbdyJu4XcnGwAwPGLMTqujNRFcVEh3p4wAkWFBXByccPPW/bquqR6WfjeG4iNvlbj/I8//w7tOnbVYkWqKBRr6bPPPkNZWRlCQkIUARgbG4vff/8dW7duxc6dOzF48GAdV/nE7+vW4Pzpk7oug9TT+h+/RnFRoa7L0LjOPfrA2NhEZbqtnYMOqlFGoVhLe/bsQVhYGIyMjJSm//jjj5g5cyamTp2Khw8fQiBoHD/SoFah8Pb1R0BgMFoGtcLY4QMgEYufvSJpNKKvXcLJw/vQb8jLOLJvp67L0aiJ09+Dg5OLrstQi/oUa6lr164qgQgAM2bMgI+PD7KyshAXF6eDytQbM34yJk2bifDuPWFja6frckgdiUSV+Gnlcrh7eWPYq+N1Xc5/SuNo1jRxBgYGAPCffi0k0axtG35BVkY6ln3zK/T16b+pNtFPu55+//133L17F35+fvDz89N1OaQZSE68hz3bN6P3i0MRHNIOWRmPdF2Sxh07sBslxUXQ4zi4uHuiY9eesHd01nVZACgU6+yrr75CbGwsysrKEB8fj9jYWLi4uODPP/+Evr6+rssjTZxMJsMPXy2FqZkZJrw5W9flNJgdm39T+n7jz19j5Otv4JXX39BRRU9QKNbR4cOHcfz4ccX3np6e2LRpE8LCwnRYFWku/tm5FQl3YvH2h0tgYWml63I0LiikHV4YOAwBwaGwtrVDXnYWzp8+hh2b12Lr+p9gYmKKwSPG6rRGutBSR8eOHQNjDAUFBTh9+jT8/PwQERGB5cuX67o00sTlZGXgj7U/Ijg0DH1eHKrrchrEmElvIaLvIDi5uEEoNIKLuydGvjYF//t0JQBg28Y1EIkqdVojheJzsrKyQvfu3XHgwAGEhYVh4cKFuHLlitplRSIRiouLlb5EIpGWKyaN3ZrVn0MqleCtOQt0XYrWtenQBT4BQSgrLUFC/G2d1kKnz/VkYGCAV199FdeuXcO+ffvQoUMHlWUiIyPxySefKE1bvHgxps6er60ySRNw9cIZmJqZ46dVnylNl4jlH6D5uTn4aLa8z23uokhYN7OhVi6uHki8G4eCvFyd1kGhqAF2dvJfzpycHLXz58+fjzlz5ihNEwqFyClv8NJIE1NWWlLjbXBisUgxT9wMB+KXlhYDAIRGxjqtg0JRA06dOgUA8PHxUTtfKBRCKBSqziinU2jyxO6o62qnZ2U8wptjBjeLe59rUlRYgPiYGwAAb/+WOq1FI6FYXl6Oq1evIiMj46l9ZePHN82R+efOnUNJSQn69esHPb0n3bASiQQ///wzfv/9dxgbG+PVV1/VYZWENG53bkejqDAf7bv0UBq+lp35CKs/+xiVlRXoEB4BO3tHHVapgVBctGgRvv76a5SX13wuyBgDx3FNNhQTEhIwadIk2NnZISwsDLa2tsjNzcWtW7eQkZEBIyMjbNiwAe7u7rouVeHiudPYvG6N4nupRAIAmDXlNcW0cZPfROeuPbReG/lvevQwBd9/uQRWNnbw9msJUzNz5GRlIOlePMRiEdy9fPDW+wt1XWb9QvHLL7/EsmXLoK+vj0GDBsHf3x/m5uaaqq3RiIiIwIIFC3Dq1CnExMQgNzcXhoaG8PLywsiRI/HOO+/A19dX12UqKSwoQHzsLZXp/GmFBQXaLIn8x/kHtkL/oaOQEH8L9+/GoqykBEIjI3j5+iM8oi/6Dx0JoVD1+QLaxjHG2POu7Ofnh0ePHuHMmTNo166dJuv6T3hY0Dz7FN2s5f2nlVIdF9IAjB43I+IzynRbiIZJJWLsXP8tAGDYhHcgMGh+9/EHu5rWarl6jVNMS0tDREQEBSIhpNmoVyg6OTnB1LR26UsIIU1BvUJx9OjRiIqKQllZ8zqVIIT8d9UrFJcsWYLAwEAMHToU9+/f11RNhBCiM3W6+ty7d2+VaTKZDFFRUQgMDISnpyfc3NyUxvJV4zhO6ekyhBDSGNUpFKOiomqcV1VVhaSkJCQlJamdz3FcnQojhBBdqFMoPnjwoKHqIISQRqFOoejp6dlQdRBCSKNAz1MkhBCeeoXiiRMn8PLLL+PMmTM1LnP69Gm8/PLLOH36dH12RQghWlGvUFyzZg2OHj2KNm3a1LhMmzZtcOTIEfz888/12RUhhGhFvULx8uXLaNu27VMfAmFhYYF27drh0qVL9dkVIYRoRb1CMTMzs1aPy3J3d0dGRkZ9dkUIIVpRr1A0NTVFVlbWM5fLzs6GkZHuHwlECCHPUq9QbNu2Lc6dO4fU1NQal0lNTcWZM2cQGhpan10RQohW1CsUJ0+eDJFIhMGDB+Pq1asq869evYohQ4ZAIpFg8uTJ9dkVIYRoRb2evD1mzBjs2rULO3bsQKdOnRAaGqp4eVNiYiKio6PBGMPw4cPx+uuva6RgQghpSPV+R8vWrVvx2WefYdWqVbh58yZu3rypmGdlZYX33nsPCxb8917uTQhpmuodinp6evj444/x4Ycf4urVq0hLSwMgv+IcFhYGQ8Pm91hzQkjzVa9QtLGxQevWrXHq1CkYGBigS5cu6NKli6Zqa/aq32XSXBk147eKBzo3ryfOi8UGir8Hupj+pxsz9brQIpVK4ebmpqlaCCFE5+r1WR4cHIz09HRN1fKf0xzfdgc8aSE2x+Nrzm/zq3Y3swwCA4kOq2kYtW3d16ul+Pbbb+Ps2bM4e/ZsfTZDCCGNRr1ait26dcPUqVPRv39/TJ06FUOGDIGHh0eNd694eHjUZ3eEENLg6hWKXl5e4DgOjDF8//33+P7772tcluM4SKXN8HyKENKs1CsUe/ToQe9eIYQ0K/UKxae9yIoQQpoieh0BIYTwUCgSQgiPRu45KC8vx8mTJ5GQkICSkhIwxlSW4TgOCxcu1MTuCCGkwdQ7FDds2ID33nsPxcXFimmMMaULMNXfUygSQhq7ep0+Hzt2DFOmTAHHcViwYIHivuc1a9Zg3rx58PX1BWMMs2bNwrp16zRSMCGENKR6heLKlSvBcRxOnjyJpUuXws/PDwDwxhtv4PPPP0dsbCzeffddrFu3DmFhYRopmBBCGlK9QvHKlSvo3Llzja8aEAgEWLFiBRwcHLB48eL67IoQQrSiXqFYWlqqdOueUCh/FFZJScmTHejpoVOnTjhz5kx9dkUIIVpRr1B0cnJCfn6+4ntnZ2cAwL1795SWy8/PR0VFRX12RQghWlGvUGzZsiUSEhIU34eHh4Mxhi+//FIxLOf8+fM4ceIEAgIC6lcpIYRoQb1CcdCgQXjw4AEuX74MAOjTpw9CQkKwY8cOuLq6IiwsDL169YJMJsO7776riXoJIaRB1SsUx48fj4MHD8LBwUG+MT09/PPPP+jbty+ys7Nx48YNmJiYYNmyZRg3bpxGCiaEkIZUr8HblpaW6N+/v9I0V1dXHDp0COXl5SgqKoKDgwP09fXrVWRjk5eXh8DAQOTk5MDHxwf379/XdUmkmSouKsTbE0agqLAATi5u+HnLXl2XpFGN8fieKxQPHDiA3bt3Iy0tDUKhECEhIZg0aRJatGihWMbExAQmJiYaK7Qxef/995Gbm6vrMsh/wPofv0ZxUaGuy2gwjfH46nz6/Nprr2HIkCFYu3YtDh8+jL1792L58uUIDg7G3r26T/mGdvz4cWzcuBFvvPGGrkshzVz0tUs4eXgf+g4erutSGkRjPb46heLatWvx559/Ql9fHxMnTsS3336L5cuXo3PnzqisrMT48eNRVFTUULXqXEVFBd58800EBQVh7ty5ui6HNGMiUSV+Wrkc7l7eGPbqeF2Xo3GN+fjqdPq8ceNG6Onp4eDBg+jTp49i+vz58zFp0iRs2rQJO3fuxKRJkzReaGPwySefICkpSfGea0IayrYNvyArIx3LvvkV+vrN7wXajfn46tRSvHXrFjp37qwUiNUWLFgAxhhu3bqlseIak5iYGKxcuRKTJk1C9+7ddV0OacaSE+9hz/bN6P3iUASHtNN1ORrX2I+vTqFYXFwMHx8ftfOqp/MfIdZcyGQyTJ06FVZWVvjyyy91XQ5pxmQyGX74ailMzcww4c3Zui5H45rC8dUpFBljNQ6v0dOTb0omk9W/qkbmu+++w5UrV/DVV1/B1tZW1+WQZuyfnVuRcCcWE6a/CwtLK12Xo3FN4fga18l8I5SamoqPP/4YERERmDhx4nNtQyQSQSQSKU0TCoWAvlADFZLmIicrA3+s/RHBoWHo8+JQXZejcU3l+Oo8JGfjxo3Q19dX+8VxXI3zBYKmmb8zZ86EWCzGzz///NzbiIyMhKWlpdJXZGSkBqskzcGa1Z9DKpXgrTkLdF1Kg2gqx8cxdS9UqUH1KfLzaoqn1hzHwcrKSuWZkZWVlbh06RKMjIzQqVMnAMDWrVvh5OSkso2aWoqsmbYUjR5//lVKdVtHQ6g+tviMMo1ve1jPdjA1M4eXj7/SdIlYhHvxt2FoKIRfYCsAwNxFkbC2tdPYvqUSMXau/xYA8PKkdyAwMNTYtqvp8vgAINDZtFbL1an51hRDTRMKCwtx6tQptfMqKysV8yorK9UuIxQKFc+aVFq3GYYGqZ+y0hLERl9TO08sFinmicVibZalMU3h+JrmOa0W1dSQTk5ORosWLejeZ6Ixu6Ouq52elfEIb44Z3GjuDX5eTeX46L3PhBDCQ6FICCE8FIqEEMJDfYrPycvLq8b+RkI0ydHZpcb+uOagsR0ftRQJIYSHQpEQQngoFAkhhIdCkRBCeCgUCSGEh0KREEJ4KBQJIYSHQpEQQngoFAkhhIdCkRBCeCgUCSGEh0KREEJ4KBQJIYSHQpEQQngoFAkhhIdCkRBCeCgUCSGEh0KREEJ4KBQJIYSH3tGiQ0bN/KffnI8v0NlU1yVolFhsoPh7gJMpDA0NdViNblFLkRBCeJrxZ3njVynVdQUNo7qF+LBApNtCGoCbtRAAEJ9RpuNKNEsqESv+Hv+oDAIDiQ6raRjBrrVr3VNLkRBCeCgUCSGEh0KREEJ4KBQJIYSHQpEQQngoFAkhhIdCkRBCeCgUCSGEh0KREEJ4KBQJIYSHQpEQQngoFAkhhIdCkRBCeCgUCSGEh0KREEJ4KBQJIYSHHjJbSz179sSpU6dqnH/w4EEMGDBAixX9d927E4drly/gTuxt3Im7hdycbADA8YsxOq5M84qLCvH2hBEoKiyAk4sbft6yV9cl1cvC995AbPS1Gud//Pl3aNexqxYrUkWhWEcjRoyAmZmZynRXV1cdVPPf9Pu6NTh/+qSuy9CK9T9+jeKiQl2XoXGde/SBsbGJynRbOwcdVKOMQrGOVqxYAS8vL12X8Z8W1CoU3r7+CAgMRsugVhg7fAAkYvGzV2xioq9dwsnD+9BvyMs4sm+nrsvRqInT34ODk4uuy1CLQpE0OWPGT9Z1CQ1OJKrETyuXw93LG8NeHd/sQrExo1AkpBHatuEXZGWkY9k3v0Jfn/6bahP9tOto7dq1yMvLg56eHvz9/TFs2DB4eHjouizSjCQn3sOe7ZvR+8WhCA5ph6yMR7ouSeOOHdiNkuIi6HEcXNw90bFrT9g7Ouu6LAAUinW2bNkype/nzp2LhQsXYuHChTqqiDQnMpkMP3y1FKZmZpjw5mxdl9Ngdmz+Ten7jT9/jZGvv4FXXn9DRxU9QaFYSz169MDUqVMRHh4OZ2dnpKWlYceOHVi2bBkWLVoECwsLzJ7dfH+JiXb8s3MrEu7E4u0Pl8DC0krX5WhcUEg7vDBwGAKCQ2Fta4e87CycP30MOzavxdb1P8HExBSDR4zVaY0cY4zptIIm7siRI+jfvz+srKzw6NEjGBsbqywjEokgEim/GF4oFILpC7VVplYZPf6ofVggevqCGjKgR3tIxGKtjFN0s5b/m8VnlGl82zlZGXh74ij4+Adi+Te/KqZnZTzCm2MGN+g4RalEjJ3rvwUADJvwDgQGhg2yn5rcvHIBn344E6Zm5vjtr8MQCo00vo9gV9NaLUd3tNRTv3790L59exQWFuLSpUtql4mMjISlpaXSV2RkpJYrJY3dmtWfQyqV4K05C3Rdita16dAFPgFBKCstQUL8bZ3WQqfPGuDn54erV68iIyND7fz58+djzpw5StOEQiGoiU74rl44A1Mzc/y06jOl6RKxvMWdn5uDj2bL+9zmLoqEta2d1mtsSC6uHki8G4eCvFyd1kGhqAEFBQUAAFNT9c1zoVAIoVD1VLlS2qBlkSaorLSkxtvgxGKRYp64GQ5WLy0tBgAIjVS7oLSJQrGecnJycObMGQBAu3btdFwNacp2R11XO10bfYq6VlRYgPiYGwAAb/+WOq2F+hRr4fz589i9ezeqqqqUpicnJ2P48OEoKyvD0KFD4ebmpqMKCWn87tyOxqWzJ1X+H2VnPsIXi95HZWUFOoRHwM7eUUcVylFLsRbu3buHSZMmwcnJCe3atYOVlRVSUlJw7do1VFZWIjg4GL/++uuzN0Q04uK509i8bo3ie6lEAgCYNeU1xbRxk99E5649tF4bqdmjhyn4/sslsLKxg7dfS5iamSMnKwNJ9+IhFovg7uWDt97X/XhfCsVa6NSpE9566y1cunQJV65cQUFBAUxNTdGmTRuMGjUKb731ltqhOKRhFBYUID72lsp0/rTCx/28pPHwD2yF/kNHISH+Fu7fjUVZSQmERkbw8vVHeERf9B86skGG4tQVjVPUoeZ6oUXb4xS1qSHHKeqSrscpagONUySEkOdAoUgIITwUioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDoUgIITwUioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDoUgIITwUioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDL67SIaNm/tOvfp9JcxToXLv3fTQVYrGB4u+BLqYwNGx+72ipLWopEkIITzNvqzRuzf1tfs3x+JrrmwolErHi7+mFIhgYNL+XfNb2zIVaioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDoUgIITwUioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDoUgIITwUioQQwkOhSAghPBSKhBDCQ6FICCE89JDZOsrJycEXX3yBffv2ITU1FcbGxvDy8kKfPn3w1Vdf6bo80sTduxOHa5cv4E7sbdyJu4XcnGwAwPGLMTquTDOawvFRKNbBtWvX0L9/f+Tl5SE4OBgvvfQSiouLERcXh6+//ppCkdTb7+vW4Pzpk7ouo8E0heOjUKylnJwcDBgwABUVFdizZw+GDh2qNP/y5cs6qow0J0GtQuHt64+AwGC0DGqFscMHQCIWP3vFJqIpHB+FYi0tXrwYubm5+OGHH1QCEQA6duyog6pIczNm/GRdl9CgmsLx0YWWWqioqMDmzZthamqKSZMm6bocQkgDopZiLVy9ehUlJSXo1q0bjI2NcfDgQRw9ehSVlZXw9/fHK6+8AhcXF12XSQjRAArFWoiLiwMAODg4YNiwYdizZ4/S/AULFmDt2rUYM2aMLsojhGgQnT7XQkFBAQBg7969OHToEH744QdkZ2cjOTkZc+fORUVFBSZMmICbN2/qtlBCSL1RKNaCTCYDAEilUnz66aeYMWMG7O3t4enpia+++gqjRo2CRCKhITmENAMUirVgZmam+Lu6Cy3V006dOqV2fZFIhOLiYqUvkUjUMMUSQuqFQrEWPD09AQAmJiawt7dXme/l5QUAyM7OVrt+ZGQkLC0tlb4iIyMbrF5CyPOjCy210LZtWwDyoTkikQhCoVBpfn5+PgDlFiXf/PnzMWfOHKVpQqEQrAFqJYTUD7UUa8HDwwOhoaFgjKk9Ra6eVh2e/yYUCmFhYaH09e9gJYQ0DhSKtfTBBx8AAObOnYuMjAzF9Js3b2LlypUAgOnTp+ukNkKI5tDpcy2NHTsWR44cwcaNGxEUFITw8HBUVFTg/PnzEIlEeOONNzBq1Chdl0mauIvnTmPzujWK76USCQBg1pTXFNPGTX4Tnbv20HptmtAUjo9CsQ7Wr1+Prl27Ys2aNYiKigLHcWjXrh3efPNNTJgwQdflkWagsKAA8bG3VKbzpxU+HjfbFDWF4+MYY9TfryOVUl1X0DCMHn/UNsfjqz62hwXNa0iVRCLGpp9WAQDGvzUHBgaGOq5I89ysa9ePT32KhBDCQ6FICCE8FIqEEMJDoUgIITwUioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDoUgIITwUioQQwkOhSAghPBSKhBDCQ6FICCE8FIqEEMJDoUgIITwUioQQwkOhSAghPBSKhBDCQy+u0hGxWAxxM3yHCQDoyeR/Nsfjqz42iUSs20I0TPL4rXr//ntzIhZzMDR89rtn6MVVOvLJJ5/ougRC/nMWL178zGXo9JkQQniopagjYrEYr/1+U9dlNIg/Xm8DAPj8ZJJuC2kA/+vlDQCwG7nmGUs2LQI9htlt5e9b/uZADqRVOi6oAeSeX1Wr02fqU9QRQ0NDML3m+eOv/sXj9Jvf8VUfm0TG6biShiOtAiTNMBRrE4gAnT4TQogSCkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBAeCkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBAeCkVCCOGhUCSEEJ5G98A7jqvbc+o8PT2RnJzcMMXUEsdxDVaHt60xQlws4GdvCl87E9iayp8JN3L99aeup88BAwLt0c3bBq6WRuA4oKBcgjtZpdh6IwP55crv4eAAvBBgh56+NnC3MoaBPofiSiniMkux53YWkvMrNH5sT5N5LwbHvpn/zOVCBr2GkIFjAQCbZw565vKO/iHoOzuy3vXVhZ2FEd4fGYaBHb3gbm+OCrEUKVnFiIp+iAXrzz913Z/e6Y2J/YIAAH0++Bvn4zKeub8xvQKw7v2+AIAlv1/EF9uu1v8gahAW5IH3JryA8LY+sLMyQ1mlCLEJj7Bxz0X8vveiyvK+Hg6YN7kfenb0h5OdBURiKe4lZ2Hbwav4edtpSNQ83dbawgTzJvfD0F6hcHOyQlFpJc5dv4/Pfz2EmHvpGj+mRheKEyZMUJl29uxZJCYmIjQ0FG3atFGaZ2dnV6ftN2SANYSRoc7o6GlVp3XMDPWxsL8vfOxMkV8uxq2MEgCAk7kQvf3tcCIhTyUU5/b2RidPK4ikMsRnlaJcXAV3ayN097FBZy8rfHkiCTceFmvqsJ7J2MIa3p36qJ3HZDI8uHISAODgG6yYXtPyAJAeewWi0mI4+ATXuExDaOtjj72fDoWdpTFiU/Kw/1ISzE0MEehug7eHtXlqKPZo7YqJ/YIgkzHo6dWusWBrYYQvpnar0zrPa1ifNvj980kQCPRxPS4V567fh521Gbq29UXXdr7o3SkAkz7aqFi+c2gL7P9pFkyNhYhPysC+kzGwMDNG17Y++HLuCAzuGYKB079DVZVMsY6TnQWOr3sP3u72yMgpwpFzcXC0tcBLvUMxsEcrjJi9Bscv3tHocTW6UNywYYPKtIkTJyIxMRHDhg3DkiVLtF6TLt3LKUNKQQXu55YjMbcMP45sBUPB03s93u/tDR87U2y/kYEd0RmQ8V444WBmiIp/PVa5vbslOnlaIatEhI//uYeCiieB+VIrR7zewRVTO7tj5o5YjR7b01g6uSN8/By189Jjr+LBlZMwsbaHo1+IYnpNy4vLS5F87TQAoEXHXpovtgZ2FkbY8+lQGAsFGPnpfvxzOVlpfnt/hxrXFRro4/tZvRCbkofiMjG6BDnXap9fTu0GU6EAf0bdxWu9W9an/KfS19fD6vmvQCDQx8T5G7Dt0JPWaEALRxxfNwejB3bA+l3ncfpqAgBg1YevwNRYiIXf7sGK9UcVyzvbW+LY2nfRo70fxg7qqNTC/P7jMfB2t8ehs7F4bd5alFfK36I4pGcI/lwxFes/m4CgwUtQWi7S2LFRn2Ijt/tWFrbdyMC1tCIUVjz7naFdvKzQ2tkc5x8UYPtN5UAEgOxSMUpEyqEY5GQGADh6N1cpEAFgz+0slImkcDQXwsKocXyGPrgsbyW26NCzVt0tKTfOQiaVwK5FS1g4uDZ0eQofv9YJ9pbGWLDunEogAsDVe9k1rjt/dAf4OFvinR+iIOG1nJ6mdxt3jO3dEl9sv4oHmQ3bqg/wcoSjrQXuPshUCkQAuPsgC1sPXAYAtA/2BACYGhuibaA7yipEWLnhmNLyGTlF+Hmb/EMrLNhDMd3N0QqDIlpDIqnC7M+2KgIRAPZFxeCvw9dgb22OCS910eixNflQzMvLw7x58+Dn5wcjIyPY2NhgwIABOHLkiNJyGzZsUPwHSklJAcdxiq+ePXsqlrt58yY++OADhIWFwd7eHkKhEN7e3pgxYwYePXqkzUN7Li/4y7sTDsbX/B/u3yRVT393GQNQJWMoF+v+xR1SUSUexshbEi069q7VOooQ1WIr0chQH2N6BaC0QoxNx+LrtG6wpy3ee7ktNh6Nq1UfIgAYCwX4bmZPxKfm4+udN56n5DoRSWr3Uu+8ojIAgEQqUzotrkn+4+UBoE2gOwAg+VEeUjMKVJY9dfUeAGBwz9a1qqW2mnQopqeno2PHjlixYgXEYjGGDRuGtm3b4tixY+jfvz++/vprxbK+vr6K/kpTU1NMmDBB8TVgwADFcp9//rlivW7dumHgwIFgjOGnn35C+/btG3Uw6nNAS0czSGUMCTnl8LQ2xui2zpgW7o6RoU7wtDZWu150urxV0TfADtbGBkrzXmrlCDOhAKcT8yH9d7NTB1JvnodUXAlrdx9YOXs8c/my/GxkJ8ZCT18Ar3Y9tFChXJifAyxMDBGdlItKcRX6hXngi6ndsPqtCMwaGgpnG1O163Ec8MPbvVBYJsJHz7gIw/fx2I7wdrbE2z9EQSKtXcuyPh48zEViag4CWjjh1QHtleYFtHDE6IEdkV9Uhr0nogEAYokUZ6/fh6mxEO9PfEFpeWd7S7z5Sg+IJVJs2X9FMd3USAgAKCwuV1tDfqE8QFv7u2nsuIBG2KdYF9OnT0dSUhLGjh2L9evXK97WdfbsWfTv3x/z5s1Dr1690KZNG3Tr1g3dunXDxo0bYWdnp7bvEgDefPNNfPPNN3B0dFRMk8lkWLZsGRYvXoyPP/4Y69at08bh1ZmjuRBCgR4KyiUYHOyAMe1coM/rbH+lrTMOxGVjw2XlK3ZxWaXYfSsLw1o74vuRwYjLLEGFRAZ3ayM4mQtxIiEPv11I1fbhqFV9gcW7lq2+B1eiAMbgEhQGoZlFA1amrKW7DQAgp7AC2z8aiCFdvJXmfzK+M9769gS2n05Qmj59UAg6tXTClFVHUVBau36ykBZ2ePulUGw8Godzsdr50JbJGN5Y9Dv+/nY6NkROxDuv90ZiWg7sH19oiX+QgWmLNqOAF2hvL9+Kf36ahaXvvISxgzsi7n4GzE2N0K2dLzJzizD87Z9xP/XJGU5OQSkAwN3ZRm0NXq7ysyJbK1OYGhuirEKsdrm6arItxaSkJOzfvx9mZmb47rvvlF5f2K1bN0yfPh1VVVX44Ycf6rTdXr16KQUiAOjp6WHRokVwdXXF3r17NVJ/QzAV6gMAzI0EGNfeFUfv5mLGX7cxcUs0fjybArFUhsHBjhjQUvWK/ear6Vh3KQ36ehzaulkivIU13K2MkVsmRsyjYoifcYqtDeVF+ci8exOcnh68wiJqtc6TU+fanWprirWZvJUzqJMX+oZ5YPaPUXAf+xsCJm3E139fh4mRAX597wWEtHjyb+Fqa4ol4zvjVMxDbDlxt1b70dPj8OPbvVBUJsaCdbVvWWrChegk9Ju6GklpOWgX5IFR/cPQs2MAZEyGExfv4kF6rtLyCSnZ6DP5a1yPS0WgtzNG9GuHfl2DYCQU4NTVBMQnKXcVXI1NRqVIAic7C/QND1TZ/7ghnRR/Nzc10thxNdmW4tmzZwEAAwYMgI2N6ifJ66+/jlWrVuHMmTN13nZeXh727t2L27dvo7CwEFVV8r40iUSCvLw85Ofnq91nTUQiEUQi5U99oVBY57qeRe9xn6lAj8P1h0X47WKaYt6JhDwY6HN4o4sHhoc44dCdJ7+wAj0Ob/fwQmdPK/wdnYmT9/NQUimFj50JJnd2x7sRLWBjYoC9t2vfT9kQkq+eApPJ4BIUBmPLZ//881LvoygzFYbGpnBr3emZy2tSdf+1gUAfS9afwy8Hbj+eU4kF68/Dw8EcI7r74b0RbTFphfxK7NdvRUBooI93foyq9X5mDQ1FmL8jpq0+jvySSg0fxdO9MiAMa5aMw+VbyZgwfwPiEjPg7GCJd1/vg3fH90GP9n7oNXEVxI/7HyM6+OPPFVPxMLMA/d/4BtfjUmFjaYqJw7vgg8n90aujP7q/vgK5j1uIxaWV+OWvM3hnXG/8+unreGf5VkRduQdHWwssemsQWrZwUtQi02DXTpMNxeq+PS8vL7Xzq6enp9dtcOeff/6JadOmobS0tMZlSkpK6hSKkZGR+OSTT5SmLV68GPAcWqfanqVS8qQv6WRCnsr8kwl5eKOLB2xNDeFkLkRmiTyoXw5xQtcW1tgfm43tN598WsdmliLy6H18PTwIr7RxxsmEPJUr19pUfepc6wssj5f3aNcN+gYGz1has8oqn1zF33RU9ULLpmPxGNHdD91bya+GDwv3wZDO3vjsz8u497CwVvvwsDfHwtc64sytdPxex4s59eXjYY9fP30dOfklePmdnxSnrompOXh7+VY421tiUERrTBjWGb/+dRbWFib448spMBDoY9isH/EopwgAUFouwqc//gNLM2PMGNMT777eBx9/u0exn4Xf7oWboxVe7tsO21ZNU0wXiSWY+9UOfLPgVQBAYYnmbi5osqH4LHW9MwaQX5WeOHEiAGD16tUYNGgQXF1dYWwsv0ARHh6OCxcugLG6fSrNnz8fc+Yoj6ETCoV4bYtmx/3l8PqgsktV+1fEVQyFFRJYGRvA0ligCMUePvKAv5iseoUvt0yC+zllaO1iAW9bE0Q/KtFozbVVlJmKgrRECITGcA/t/MzlZbIqpFSPTeyg3VNnAEjNlv+cyiolyC1WbcGlZMnn21vKf7cGdvQCAPRp64FurZSHDVWfYq98sweKy8X4/Vg8Nh+/gx4hrjAzNoS9lTEORw5XWsfTwRwAMLFvEHq3cUdMUg7m/XpWY8c3qn8YDA0EOHI+Xm1f3t9Hr2NQRGt0a+eLX/86iwHdg2FrZYoTl+4oApFv59EbmDGmJ7qF+SpNF0ukeO2Ddeja9hT6hgfBztoMD7MK8Nfha4r/h/dTsxWtUU1osqHo4uICQB5k6lTfseLqWvtxaQcOHIBYLMbcuXMxe/ZslflJSUl1LxTyAGyI0+V/K5fIkFUigqO5EGaG+irzOQCmj6fzW5W2pgaP11ffCix/vKyZUHe/LkmXHrf62oRDYPjs/qPMu9GoKMqHqY2D0l0v2hKdlAMAMDYUwFCgB/G/rgjbmMt/H0orlceFdmrphJq08bEHAJy+pXz209LdBi3d1a/j5WQBLyfNX2BydbACABSXqm+hFZfKPwiszE3kyztaK03/t6LH27EyVz9C4tyNRJy7kag0bezgjgCgGByuKU02FLt16wYAOHToEAoLC2FlZaU0f/PmzQCA7t27K003MDCAVKr+U6WgQN5ScnNTvcR/+vRpZGVl1bfsBncltQiDgx0Q7GSu0qrzdzCFgb4eRFIZ0oue/HIWVkhgbyaEj60JUguUf2n1OMDLRv6Lml3Lq6GaxhhD8tUoALUfa8gfm/g8Zw31lZZTiuikHIR626N7a1ccv5GmNL+6NVgdntNWH8e01cfVbutw5HD0aO2qcu/z5uN3sPm4+lvcPhrbER+P7dhg9z5n5cmHcbULUj8sqnoQdkpGvnz5XPnyoQFu0NPjVPoAwx4P8k55lF/rGqa/Ih9itX6nZi8wNdmrz97e3hg0aBBKSkowe/ZsSCRPPnEvXLiAn376Cfr6+pg5c6bSei4uLsjKykJhYaHKNv39/QHIA7Ws7Mkg0vT0dEyfPr1hDkTD/onLhqRKhgGB9vCzN1FMNxfqY2JHedifTMhTGnN4OVV+OvNqOxc4Wzxp0epxwNgwFziaC5FdIkJirvrxYg0t+34syvKzYWJlCyf/0GcuLxVXIi36AgDtX3Xm+/pv+SDqyMld4WT95N8ipIUdZg9vCwD4TXEBpmnZHxUDAOge5oc3RnVTmtextRfefk3+c991TP4zOHo+DpUiCVq42WHxjMFKH1R+ng5Y9Jb8YR67jisPPHd3soa9tZnSNCOhAX5YOAYdWnth056LuBqr/mzxeTXZliIArFmzBt27d8emTZtw6tQpdOnSBTk5OYiKikJVVRVWrlyp8gCJoUOH4rvvvkO7du0QHh4OIyMjBAQEYN68eRg6dCiCg4Nx9epV+Pr6omvXrqisrMTJkyfRpk0bhIeH4/x57Q57aOdmgZGhT+57FejLf5k+GxSgmLYjOgPXHz+sIadUjF8vpGF6Vw98+qI/7uWUoVxchQAHM1gYCZCYW47NV5VPv/66mYE2LhZwtTLCypcCcTenDKUiKVrYmMDJQgiRVIYfz6Wo3DKoLQ+unAAAeLXvCU7v2Z/jadEXIRVVwNbTH5aOmh3YWxfbTt1Dn7bueP2FQFz/aSwuxmfC2FCAzoFOMDIUYO2hWOw8l/jsDTVCN+88xNcbj+G9CS/g2wWj8eYrPXAnKRPO9pboFNIC+vp6+G3HWZy8JB9alJlbjPlf78LKD0bigyn9MbJfO0TffQgbS1N0CmkBI6EBDp65jd/3XlLaT0QHf/y4cCyux6ciLSMfRkaG6BLqDVsrUxw5F4d3Ptuq8WNr0qHo6uqKK1euIDIyErt378bOnTthYmKCPn364P3330e/fv1U1omMjARjDHv27MG2bdsglUoRERGBefPmwdDQEGfOnMFHH32EgwcPYv/+/XB1dcXbb7+NRYsWYeDAgVo/RgsjAfwdVO9+4E/79z3JJxLykFUiwrDWjvCzN4Whvh6ySkU4GJ+NvbezIfpX/1apqAof7ruDoa0c0dHTEr52JhDocSiskOBkQh5238pSOt3WpiqJBKk3zgF4jlPnDtq7ra8m01Yfx4X4DEwZ0Ao9WruCMYabiTn47WAs/jih2ae7aNuC1btxMToJU0d2R9tAd/h7OqKkvBJnriVg/a7z2H7omtLyP287jdj7GZg1tic6tPbC4IgQlFeKEX33Ibbsv4zf/j6rclp9Iz4Nu47fQMfWXgjxd4VIIkVswiNs2nsRm/aoPppMEzhW10upRGOe9UzEpmrHpHYAgKXH7uu4Es1b+IL86qjx4O91XIlmGegxvB8m789buS8HNVxza9IqbtTu36zJ9ikSQkhDoFAkhBAeCkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBAeCkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoVAkhBAeCkVCCOGhUCSEEB4KRUII4aFQJIQQHgpFQgjhoXe0EEIgFosRGRkJAJg/fz4MDQ11XJHuUCgSQggPnT4TQggPhSIhhPBQKBJCCA+FIiGE8FAoEkIID4UiIYTwUCgSQggPhSIhhPBQKBJCCM//Ad0Va9FoF04CAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "# Multivariate analysis\n", + "---" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "## Principal Component Analysis" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "### First vs second principal component" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "data": { @@ -5370,856 +2271,856 @@ ], "type": "scatter", "x": [ - -3.0331501960754395, - -2.9416768550872803, - -2.4647586345672607, - -3.2206339836120605, - -3.1026177406311035, - -2.5907013416290283, - -3.170870542526245, - -3.2582733631134033, - -2.7665855884552, - -2.707829475402832, - -3.2215232849121094, - -0.7530233263969421, - -2.611906051635742, - -2.7096848487854004, - -1.2827247381210327, - -2.291512966156006, - -2.5666146278381348, - -2.4744300842285156, - -2.6058883666992188, - -2.3968799114227295, - -2.365858554840088, - -1.762837529182434, - -2.391078472137451, - -1.2225747108459473, - -2.2364253997802734, - -1.658508539199829, - -2.137387275695801, - -1.1206040382385254, - -1.7729525566101074, - -1.9513392448425293, - -1.9467099905014038, - -1.8895845413208008, - -1.3912302255630493, - -1.0706791877746582, - -1.8092812299728394, - -1.759779930114746, - -1.5828052759170532, - -1.056889533996582, - -1.3146766424179077, - -1.4026575088500977, - -1.2281314134597778, - -1.3593860864639282, - -0.802079975605011, - -1.10015869140625, - -0.5294424891471863, - -0.5789633393287659, - -0.8328633904457092, - -0.566936731338501, - -0.6958693265914917, - -0.5244380831718445, - -0.5045795440673828, - -0.41909024119377136, - -0.4453750252723694, - -0.4928552806377411, - 0.12741923332214355, - -0.03962169587612152, - 0.044071368873119354, - 0.1868664175271988, - 0.09312328696250916, - -0.27419131994247437, - 0.21533989906311035, - -0.5809231400489807, - 0.3552115261554718, - -0.42014357447624207, - 0.3827548623085022, - -0.3199472427368164, - 0.7005139589309692, - 0.6896503567695618, - 0.8499260544776917, - 0.6958281993865967, - 0.6989797353744507, - 0.8333231806755066, - 0.058032602071762085, - 0.9539747834205627, - -0.11559240520000458, - 1.0379769802093506, - 1.0199089050292969, - 0.6892783045768738, - 0.8718356490135193, - 1.5102760791778564, - 1.646428108215332, - 1.6008373498916626, - 1.639684796333313, - 1.667860507965088, - 0.12353503704071045, - 1.9967752695083618, - 1.729300618171692, - 2.356208324432373, - 2.5185458660125732, - 2.631601333618164, - 1.925063967704773, - 0.27358168363571167, - 2.0214364528656006, - 2.7303853034973145, - 2.9633655548095703, - 2.1100916862487793, - 3.0306739807128906, - 2.2102439403533936, - 3.31691837310791, - 3.4154458045959473, - 2.9218902587890625, - 3.6068551540374756, - 3.6353261470794678, - 3.8445780277252197, - 3.8372926712036133, - 4.087042808532715, - 4.058801174163818, - 4.127495288848877, - 4.088042736053467, - 4.1526875495910645, - 4.34074592590332, - 4.49882698059082, - 4.58314847946167, - 4.609381675720215, - 4.517381191253662, - 4.881799221038818, - 4.978259563446045, - 4.945084571838379, - 5.279360294342041, - 5.3641557693481445, - 5.358344078063965, - 5.573097229003906, - 6.27511739730835, - 5.77481746673584, - 6.499544620513916, - 5.936569690704346, - 6.164676189422607, - 6.16053581237793, - 6.165637016296387, - 6.271836757659912, - 7.676300048828125, - 6.234243392944336, - 6.6490654945373535, - 6.502974987030029, - 6.798476219177246, - 6.545076847076416, - 6.790232181549072, - 7.671938896179199, - 7.138889789581299, - 7.098703384399414, - 7.012295246124268, - 7.161460876464844, - 7.343118667602539, - 7.331146240234375, - 7.378721237182617, - 7.645777702331543, - 7.676652908325195, - 7.63334321975708, - 7.7404279708862305, - 7.577215194702148, - 7.80871057510376, - 7.804495334625244, - 7.836369037628174, - 7.939111709594727, - 7.888869285583496, - 9.981722831726074, - 9.93567943572998, - 10.11146068572998, - 10.028345108032227, - 10.005880355834961, - 10.059239387512207, - 10.0779390335083, - 9.985776901245117, - 9.938410758972168, - 8.041251182556152, - 10.268914222717285, - 8.909028053283691, - 9.898683547973633, - 10.200423240661621, - 10.236968994140625, - 10.073325157165527, - 10.108168601989746, - 10.246806144714355, - 10.336015701293945, - 10.150461196899414, - 10.244258880615234, - 10.048948287963867, - 9.91469669342041, - 9.939066886901855, - 10.102315902709961, - 10.188077926635742, - 10.236093521118164, - 10.506139755249023, - 10.529120445251465, - 8.22784423828125, - 10.44400691986084, - 7.913164138793945, - 10.55834674835205, - 10.552438735961914, - 10.771347045898438, - 8.772296905517578, - 8.960084915161133, - 10.878412246704102, - 10.865715980529785, - 10.924847602844238, - 10.920426368713379, - 10.9586181640625, - 10.95030403137207, - 10.979750633239746, - 10.930273056030273, - 10.984293937683105, - 10.918088912963867, - 10.955708503723145, - 11.035982131958008, - 11.343038558959961, - 11.293667793273926, - 11.457794189453125, - 11.405914306640625, - 11.435378074645996, - 11.290471076965332, - 11.510968208312988, - 11.449971199035645, - 11.397160530090332, - 7.942206859588623, - 11.59668254852295, - 11.542323112487793, - 11.579429626464844, - 11.540431022644043, - 11.57081413269043, - 11.503334999084473, - 11.788519859313965, - 11.502659797668457, - 11.63448429107666, - 11.737261772155762, - 11.513195037841797, - 11.800304412841797, - 11.839590072631836, - 11.7423734664917, - 11.813838958740234, - 11.89983081817627, - 11.888067245483398, - 11.65346908569336, - 11.504673957824707, - 11.879022598266602, - 11.89846134185791, - 11.513660430908203, - 11.38554859161377, - 11.906503677368164, - 11.183765411376953, - 11.914142608642578, - 11.917098045349121, - 11.924145698547363, - 11.932723999023438, - 11.170293807983398, - 11.912296295166016, - 12.000601768493652, - 11.74150276184082, - 11.969962120056152, - 12.037728309631348, - 11.947267532348633, - 11.93071460723877, - 11.964384078979492, - 11.914595603942871, - 11.950977325439453, - 11.435364723205566, - 11.100597381591797, - 11.07458782196045, - 11.415889739990234, - 11.379594802856445, - 11.100346565246582, - 11.142634391784668, - 11.355554580688477, - 11.123210906982422, - 11.103342056274414, - 11.137740135192871, - 10.948334693908691, - 11.13145637512207, - 10.943763732910156, - 11.01140308380127, - 11.31271743774414, - 11.475387573242188, - 11.222090721130371, - 11.035058975219727, - 11.104103088378906, - 11.196450233459473, - 11.467070579528809, - 11.366753578186035, - 11.170601844787598, - 11.188247680664062, - 11.24575424194336, - 11.204490661621094, - 11.535813331604004, - 11.246265411376953, - 11.282425880432129, - 11.3468017578125, - 11.283428192138672, - 11.360428810119629, - 11.35302734375, - 11.371420860290527, - 11.791411399841309, - 11.658419609069824, - 11.400787353515625, - 11.609633445739746, - 11.693923950195312, - 11.594420433044434, - 11.72226333618164, - 11.840206146240234, - 11.889384269714355, - 11.799930572509766, - 12.025894165039062, - 12.17369270324707, - 12.200946807861328, - 13.172911643981934, - 12.568451881408691, - 12.419241905212402, - 13.470877647399902, - 12.591119766235352, - 12.877285957336426, - 12.635777473449707, - 13.26769733428955, - 12.618371963500977, - 12.747623443603516, - 13.433820724487305, - 12.959711074829102, - 13.136817932128906, - 13.075078010559082, - 13.538114547729492, - 13.292941093444824, - 13.53642749786377, - 13.754654884338379, - 13.543217658996582, - 13.522397994995117, - 13.496037483215332, - 13.471646308898926, - 13.79450511932373, - 14.424041748046875, - 14.502394676208496, - 14.494257926940918, - 13.54694652557373, - 14.596823692321777, - 14.216935157775879, - 14.411153793334961, - 14.497135162353516, - 14.564380645751953, - 14.852625846862793, - 14.719870567321777, - 15.069453239440918, - 15.167208671569824, - 15.236083030700684, - 15.248337745666504, - 15.033985137939453, - 15.3611478805542, - 15.413673400878906, - 15.386709213256836, - 15.518318176269531, - 15.554681777954102, - 15.61346435546875, - 15.62590217590332, - 15.293157577514648, - 15.433682441711426, - 16.0819149017334, - 15.434019088745117, - 16.22941780090332, - 15.5003023147583, - 16.621814727783203, - 16.628494262695312, - 16.71312141418457, - 16.75244903564453, - 16.693490982055664, - 16.721012115478516, - 16.82782554626465, - 16.894075393676758, - 16.923187255859375, - 16.96601676940918, - 16.999292373657227, - 16.91921043395996, - 16.88559913635254, - 17.08405876159668, - 16.901142120361328, - 17.173826217651367, - 17.205909729003906, - 16.950199127197266, - 15.578364372253418, - 16.906068801879883, - 17.273704528808594, - 17.171096801757812, - 17.304954528808594, - 16.96843719482422, - 17.145671844482422, - 17.23202896118164, - 17.195234298706055, - 17.17456817626953, - 17.0766544342041, - 17.179323196411133, - 16.922393798828125, - 17.084083557128906, - 16.594268798828125, - 17.10972785949707, - 17.09062957763672, - 16.594221115112305, - 17.09381866455078, - 16.575037002563477, - 16.98287582397461, - 16.462514877319336, - 16.289825439453125, - 16.37633514404297, - 16.29152488708496, - 16.265583038330078, - 16.19130516052246, - 15.918946266174316, - 16.098777770996094, - 15.764147758483887, - 15.809403419494629, - 15.695709228515625, - 16.002073287963867, - 15.45019245147705, - 15.889092445373535, - 15.502503395080566, - 15.424348831176758, - 15.304861068725586, - 15.227828025817871, - 15.454848289489746, - 15.115065574645996, - 15.07446575164795, - 15.251386642456055, - 14.8580904006958, - 14.891935348510742, - 14.841660499572754, - 14.78973388671875, - 14.795928001403809, - 14.820920944213867, - 14.911314964294434, - 14.757452964782715, - 14.796688079833984 + -1.5406917576184442, + -1.2207169546664318, + 1.1655364888148512, + -1.8060193914217304, + -1.5218499953695606, + -0.5120472867600494, + -1.6446752650531835, + -1.7657960786696247, + -1.2398245548061995, + -0.258267082593546, + -1.6808563345558185, + 2.7461009946441153, + 0.6303628368629949, + 0.20533212351664618, + 0.9228383654649994, + 0.8834737158963439, + -1.495821096471448, + -1.5456549441576333, + -1.1439916597365338, + -0.5162933914084965, + -1.4973322700378957, + -1.5440014316988828, + -1.4952282765844915, + 1.5921292724308929, + -1.348429551969699, + -1.3468295951535156, + -1.4790293444727134, + 1.2867012534990476, + -1.594534451551404, + -1.5280687984986099, + -1.4766056282407785, + -0.4728371420590965, + -1.2430322286860527, + -0.021370224390314475, + -1.3658895429338107, + -1.4104357289284477, + -1.4554438908849658, + 0.6074020799302031, + -1.096694818867786, + -1.4230970895517225, + -1.3218644877590748, + -1.5055225826882794, + 1.0756047497195809, + -1.125624779834126, + -0.723483761254139, + 1.3460362232469072, + -0.3079423475885753, + -1.3413805073783154, + 0.8781058551837855, + -1.2315775466315662, + -1.2541269492427878, + -1.3402147052534, + -1.1375163412431206, + 1.0498552394329177, + -1.5893281619300785, + -1.4581341763241753, + -1.5272287176954882, + -1.4901900982886973, + -1.4789702963541624, + -0.4807126646332626, + -0.4581734225627075, + 2.761498784315536, + -1.6337080427466686, + -0.1059686245814588, + -0.28938012535834207, + 1.5498316975600042, + -1.0010601508782782, + -1.233386253261155, + -1.5047896090477932, + -0.9274460188609027, + -0.5725998321468204, + -0.5909056345117303, + 0.8180109125533216, + -1.560804323765896, + 0.8826706170997093, + -1.5253972834968976, + -0.7276960021885686, + -0.4002457234320513, + -1.3568645491632476, + -0.027926219766323847, + -0.2257043251220117, + -0.04874787975456732, + -0.7721115021614925, + -0.8357573773999778, + 1.3264686169739945, + -1.2860428510116673, + -0.8314267666752936, + -1.3686151706499727, + -1.5406974421638173, + -1.6386204728919962, + -0.47610375152888806, + -0.8059672114445521, + 1.1489577721135609, + -1.689256436250163, + -1.4654469917051367, + 1.0189261205845208, + -1.489133685822389, + 0.8772333149768027, + -0.46134133207989464, + -1.2457339112432648, + -1.4764175763297318, + -0.9600043007158049, + -1.1590301233665479, + -0.6805090175639757, + -0.9454346502746204, + -0.577644292796445, + -1.300922458120168, + -1.2113588003405578, + -0.9710349092299465, + -1.729570512755761, + -1.1987647707759765, + -1.4055703823799885, + -1.4433666972268417, + -0.4531807172054826, + -0.10814460700106128, + -0.47849601528366587, + -0.5119150986262159, + -0.846689769643567, + -1.4178956327744707, + -1.470169123262393, + -0.6920819701131303, + -1.291927436505533, + 0.14238894292727072, + -0.5961979385501158, + -0.07400048663054747, + -0.6962647382178478, + -0.3942660169174647, + -0.49333321378258516, + -1.4374744370837669, + -1.2745736000453967, + 1.3309988929415657, + -1.3692295832249166, + 0.13102948162956388, + -1.2213432001163123, + 1.1140111706896463, + -1.2255345812860237, + -0.7410661448047398, + 1.5189579856589885, + 0.3884729454765008, + -0.3465713060932409, + -1.3118397854407153, + 0.7326685491768903, + -0.9585041476110424, + -1.603708605956362, + -0.5535737404404497, + -1.2996229957532084, + -1.5242019625539414, + -1.189053657939339, + -1.4189788375476555, + -0.3148974270220162, + -1.3669837994541643, + -1.3769469380257076, + -1.3937036517663792, + 1.3705245705299405, + -1.5604532796203916, + -0.36138278036368476, + -0.334780035245881, + -1.291717336856895, + 0.011755812316954042, + 0.06655098980879456, + -1.418185371328656, + -1.3100519417305616, + -0.6398100416653445, + 0.8199698110399297, + 2.089114374917654, + -1.5172723953346559, + 0.8470677383283596, + 0.8865350800616595, + -0.4635027989297161, + -0.5238693033253318, + -0.3014373718914857, + -0.9923323962786178, + -1.369886404409442, + -1.5151425205779827, + -1.2850522829282727, + -1.2647825922477725, + -0.2580065098196383, + -0.5321032308747953, + -0.3294657977351207, + -0.7817150046118345, + -1.147698066348697, + -1.2460940460161487, + -1.543047951190094, + -1.4581121306491422, + 1.499859933719818, + -1.7002496271793637, + 2.582677631523508, + -1.4796568107400636, + -1.4594185763433494, + -1.1945176918747862, + -0.008990676191172426, + -1.4725850189193412, + -1.3687757413094237, + -1.3948660820745937, + -1.2122098820595415, + 0.05183316863398248, + -0.5781595171264042, + -1.3099512604098993, + -1.439645466601811, + -1.2336317201484182, + -1.423906114922267, + -0.2900237787998818, + -0.8069939627220284, + -1.412257147471771, + -0.4053828300839271, + -1.2867162506728043, + -1.4096716558142655, + -1.2463252249086183, + -1.1593645348035055, + -1.2990196011535602, + -1.494173397704624, + 1.1797780782327127, + -1.0470825270607083, + 4.016911498230606, + -0.40700083351382926, + -1.406329901887481, + -1.3714251902233787, + 0.0031932165863243077, + 0.5270696760347108, + 1.222175562206818, + -1.1343625287226433, + 0.9876707016353579, + -0.031292622036089485, + -1.0633160381798115, + 1.0429413324198364, + -1.0446863775247992, + -1.354629406131178, + -0.27346938862607467, + -1.2902570377948341, + -1.3784523354700773, + -1.2890688327826558, + -0.8062679474214685, + 1.1216642858579506, + -1.208866750342229, + -1.398514826930062, + 1.070778986563254, + 1.5972836200960463, + -1.389266782254127, + 1.8819872462428218, + -1.330217621329275, + -1.4621223789444788, + -1.390840370554614, + -1.0475408557664792, + 1.1162783689688125, + -1.0899277493530335, + -1.3299259262298968, + 0.9521647976773449, + -1.1628867362162236, + -1.3644192981015872, + -0.9913466990211242, + -1.0190770519125083, + -0.5476216497831732, + -1.432773867533941, + -1.1915963769391213, + 0.8368306307348148, + -1.3939151254890276, + -1.3532821885169783, + 1.7453209322744108, + 1.2168498144186117, + -0.9637701017741388, + -0.29605800311573166, + 1.1846587794595556, + -0.9914948921786658, + -0.4068646533077958, + -1.235862989405207, + -1.4145267437979425, + -0.7310726751316325, + -1.4716133896231351, + -1.3418577719571008, + 0.2565669534441375, + 0.8110486114577161, + -0.0014423695342234062, + -1.3471498140321727, + -1.093969222058668, + -0.8497685288949022, + -0.13192827240129337, + -0.8534762190686098, + -0.8856743060443596, + -0.8992548656396997, + -1.0281399193889182, + -1.1830015557897515, + -0.372850513045081, + -1.078489095426681, + -0.9931652431405504, + -1.2214637396862715, + -0.46603139838451846, + -1.2181509021944683, + -1.3612813483236854, + -1.2729360077838858, + 1.2424451830278618, + 0.18156581393466717, + -1.2586715795342533, + -0.761967980118817, + -1.3604004075183327, + -1.1352949439290536, + -0.1553320296958687, + -0.1881337072898188, + -1.3775175093725038, + -1.499934342033198, + -1.3958739097992865, + -1.348331604667284, + -1.4264521946040165, + 0.07937186760515122, + -1.0122511675869488, + -0.49082354600269024, + 2.2250221077709305, + -0.9753468200920731, + 0.8963236304879518, + -1.052786363625005, + 0.24330257804324684, + -0.4485584860557588, + -0.9042993262893243, + 0.809564975176795, + 0.43512118817504186, + -1.4106029788218553, + -1.2761319759498193, + -0.024133674117038772, + -1.3530768081356195, + -1.1407378251434024, + 0.5776659994140184, + -0.016438113320335557, + -1.2543121834948385, + -1.3620043552034202, + -1.4073496306486484, + -1.2708840105956052, + 1.1766683019851543, + 0.10894300177976056, + -0.877570946116262, + 1.893766072721099, + -0.9215455230888715, + -1.247837443502937, + -1.2630311029591614, + -1.28929096282755, + -0.017752638385923555, + -1.16128972309125, + 0.10803019772882498, + -1.3824123865803986, + -1.0973455960196004, + -1.475674793465619, + -0.253702507794903, + 0.06972886500660817, + -1.3490616185026607, + -0.3430834347359405, + -1.3029052926155158, + -1.4212688948708236, + -0.47333651412895056, + -0.4731033537039672, + -1.0955560385592529, + -0.29874411787565225, + 1.2137968054388892, + -1.2324853026854545, + 1.9027411180763016, + -1.2639410069466148, + 0.5968739432944623, + -1.131017702423451, + -1.0712184621617782, + -1.2901261912319524, + -1.1894958390144612, + -0.584768661673868, + -1.0651138825026334, + -0.9328994597453437, + -1.430251477545417, + -1.1369207589105197, + -1.099609611796374, + -1.2488205689738767, + -0.7813766220407816, + 0.19583868311743324, + -1.3875540789298166, + 0.6078555625709076, + -1.2515364101661004, + -1.2491661088908703, + -1.4648300613663816, + 1.4786224353565134, + -0.4622982721286268, + -1.2401668372605752, + -0.13568235540346474, + -1.145357844646849, + -0.927110822013235, + -0.23551599464621362, + -1.1176935760181115, + 0.4948791679688445, + -1.3798258027240737, + -0.132651269878683, + -1.2163250735325963, + -0.7797171001660084, + -0.2392324419009645, + -1.3910951547141963, + -1.12275650766094, + -1.275125061893875, + 0.0015530474597167292, + -0.8864223893438181, + -1.2970658406229083, + 0.4784098464950424, + -1.4645347041295522, + -1.2719178825301476, + -1.36792047651763, + -1.302980923055993, + -1.3301288765148769, + -0.6162686667735783, + -1.0524260003474084, + -1.3819151927502589, + -0.8885726714664486, + -1.0258104520011362, + -0.04671129085402126, + -1.4228679955368848, + -0.23837300070696593, + -1.434098621027147, + 0.07009265600906896, + -0.9309851997647092, + -0.5478153629501853, + -0.4225926101826186, + 0.8870860324339662, + -1.2022467566883193, + 0.4424969476327026, + -0.7655504670349658, + -1.3012100004897134, + -1.3420138516281677, + -1.058282774098773, + -1.252242222410596, + -0.36407726964188825, + -1.2282203676677803, + -0.2838106100196833, + -0.35686341601238936, + -1.077942194227287 ], "y": [ - 10.011102676391602, - 10.10551929473877, - 10.31235122680664, - 10.205729484558105, - 10.151634216308594, - 10.246871948242188, - 10.111492156982422, - 10.261820793151855, - 10.247186660766602, - 10.226773262023926, - 10.294014930725098, - 11.036989212036133, - 10.375986099243164, - 10.38429069519043, - 10.863662719726562, - 10.458245277404785, - 11.156881332397461, - 11.198473930358887, - 10.983555793762207, - 11.124666213989258, - 11.35033130645752, - 11.321819305419922, - 11.500032424926758, - 10.982094764709473, - 11.709173202514648, - 11.28970718383789, - 11.771489143371582, - 11.038654327392578, - 11.378044128417969, - 11.814372062683105, - 11.927257537841797, - 11.99482250213623, - 11.415444374084473, - 11.151927947998047, - 11.947744369506836, - 12.015559196472168, - 12.155020713806152, - 11.463519096374512, - 11.578606605529785, - 12.23983383178711, - 12.217157363891602, - 12.252341270446777, - 11.312030792236328, - 12.099137306213379, - 12.246574401855469, - 12.019198417663574, - 12.154980659484863, - 12.358832359313965, - 11.239330291748047, - 12.356868743896484, - 12.343859672546387, - 12.40302848815918, - 12.384087562561035, - 11.454100608825684, - 12.379902839660645, - 12.45884895324707, - 12.431447982788086, - 12.379480361938477, - 12.374917030334473, - 12.251903533935547, - 12.240074157714844, - 11.08396053314209, - 12.297064781188965, - 11.313993453979492, - 12.087149620056152, - 11.353581428527832, - 12.332649230957031, - 12.293906211853027, - 12.180146217346191, - 12.351197242736816, - 12.246557235717773, - 12.107149124145508, - 11.419751167297363, - 12.101211547851562, - 11.377643585205078, - 12.145459175109863, - 12.094409942626953, - 11.829843521118164, - 11.961638450622559, - 12.269441604614258, - 12.344159126281738, - 12.37961196899414, - 12.371912956237793, - 12.336822509765625, - 11.449356079101562, - 12.230215072631836, - 12.365455627441406, - 12.248453140258789, - 12.226653099060059, - 12.143904685974121, - 12.479496955871582, - 11.481684684753418, - 12.543315887451172, - 12.136369705200195, - 12.439085006713867, - 12.535972595214844, - 12.418712615966797, - 12.578999519348145, - 12.475500106811523, - 12.464987754821777, - 12.200759887695312, - 12.527787208557129, - 12.51663875579834, - 12.459672927856445, - 12.553483009338379, - 12.54699420928955, - 12.513130187988281, - 12.558602333068848, - 12.534424781799316, - 12.661077499389648, - 12.584770202636719, - 12.696743965148926, - 12.736740112304688, - 12.622845649719238, - 12.425797462463379, - 12.66932487487793, - 12.710184097290039, - 12.572611808776855, - 12.78147029876709, - 12.825141906738281, - 12.815990447998047, - 12.791080474853516, - 12.620110511779785, - 12.839332580566406, - 12.529670715332031, - 12.85681438446045, - 12.781700134277344, - 12.850724220275879, - 12.901453971862793, - 12.916459083557129, - 10.35793685913086, - 12.88443660736084, - 12.636176109313965, - 12.909446716308594, - 12.754720687866211, - 12.834760665893555, - 12.759380340576172, - 10.34880542755127, - 12.919585227966309, - 12.873174667358398, - 12.589415550231934, - 12.721190452575684, - 12.860998153686523, - 12.511941909790039, - 12.874283790588379, - 12.768575668334961, - 12.690902709960938, - 12.799301147460938, - 12.682991981506348, - 12.764070510864258, - 12.63361644744873, - 12.639866828918457, - 12.615822792053223, - 9.485620498657227, - 12.580432891845703, - 9.464369773864746, - 9.39354419708252, - 9.53307056427002, - 9.269386291503906, - 9.203890800476074, - 9.453514099121094, - 9.410920143127441, - 9.026878356933594, - 9.049552917480469, - 9.350119590759277, - 8.818268775939941, - 9.049569129943848, - 8.824485778808594, - 8.498225212097168, - 8.560123443603516, - 8.53006649017334, - 8.502628326416016, - 8.404314994812012, - 8.426158905029297, - 8.359761238098145, - 8.283821105957031, - 8.315814971923828, - 8.385218620300293, - 8.3443021774292, - 8.360761642456055, - 8.169955253601074, - 8.064861297607422, - 6.986839771270752, - 6.947834491729736, - 8.98328685760498, - 7.025241851806641, - 9.132743835449219, - 6.856969356536865, - 6.865109443664551, - 6.368648529052734, - 8.573549270629883, - 8.396648406982422, - 6.081156253814697, - 6.131632328033447, - 5.931521892547607, - 5.784739971160889, - 5.9741740226745605, - 5.954010963439941, - 5.885610103607178, - 5.816794395446777, - 5.903462886810303, - 5.749996185302734, - 5.759755611419678, - 5.747244358062744, - 3.6934101581573486, - 3.4697601795196533, - 3.605862855911255, - 3.678255558013916, - 3.5408096313476562, - 3.4810383319854736, - 3.2171852588653564, - 2.450653314590454, - 3.162029981613159, - 9.117602348327637, - 3.0780587196350098, - 3.177184581756592, - 3.1008214950561523, - 2.367339611053467, - 2.4830801486968994, - 1.9387238025665283, - 1.6639302968978882, - 1.9792364835739136, - 1.7140541076660156, - 1.6568663120269775, - 1.809853196144104, - 1.550171971321106, - 1.263134241104126, - 1.427883267402649, - 1.2888129949569702, - 1.1059901714324951, - 0.98899245262146, - 1.448500394821167, - 1.3330386877059937, - 0.7714467644691467, - 0.6524436473846436, - 1.209678053855896, - 1.064879059791565, - 0.596453845500946, - -1.040798544883728, - 0.4563697874546051, - 0.4551942050457001, - 0.3976763188838959, - -0.09600088000297546, - -1.0610183477401733, - -0.1924142986536026, - -0.4309076964855194, - -0.44602108001708984, - -0.5609690546989441, - -0.6340733766555786, - -0.6518130302429199, - -0.7275797724723816, - -0.7951024770736694, - -0.751861035823822, - -0.816061794757843, - -1.8102365732192993, - -1.8984893560409546, - -1.871956467628479, - -1.4555706977844238, - -2.283932685852051, - -2.3401365280151367, - -2.343418598175049, - -2.440269708633423, - -2.870377540588379, - -2.8621621131896973, - -2.818267822265625, - -3.005419969558716, - -2.8880298137664795, - -3.0845539569854736, - -3.097085475921631, - -3.5099222660064697, - -3.13149094581604, - -3.74432110786438, - -3.3813443183898926, - -3.6641883850097656, - -3.927307367324829, - -4.143257141113281, - -4.234407424926758, - -4.017340183258057, - -4.405704021453857, - -4.613369941711426, - -4.81395959854126, - -4.632616996765137, - -5.010006904602051, - -5.087155818939209, - -5.276669502258301, - -5.310916423797607, - -5.355337142944336, - -5.423054218292236, - -5.503839492797852, - -5.156956672668457, - -5.1342453956604, - -5.505255222320557, - -5.142151832580566, - -5.783841133117676, - -5.615555763244629, - -5.4902663230896, - -5.3394389152526855, - -6.109406471252441, - -5.985274791717529, - -6.263871669769287, - -6.414626598358154, - -6.4395575523376465, - -5.857578277587891, - -6.686277866363525, - -6.628355026245117, - -5.7100605964660645, - -6.729581356048584, - -6.595455169677734, - -6.762270450592041, - -5.923303127288818, - -6.810307025909424, - -6.786734580993652, - -6.329710006713867, - -6.8387651443481445, - -7.1613993644714355, - -7.095089435577393, - -6.513477325439453, - -7.203114032745361, - -6.564188003540039, - -6.943653106689453, - -6.536379337310791, - -6.628826141357422, - -7.303806304931641, - -7.32792329788208, - -7.46153450012207, - -7.6506733894348145, - -7.739220142364502, - -7.7420735359191895, - -5.758923053741455, - -7.821777820587158, - -7.618928909301758, - -7.731926441192627, - -7.76388692855835, - -7.797638893127441, - -7.919217109680176, - -7.925116539001465, - -8.025659561157227, - -8.160308837890625, - -8.136998176574707, - -8.216195106506348, - -8.149321556091309, - -8.236943244934082, - -8.437801361083984, - -8.2691650390625, - -8.408020973205566, - -8.390342712402344, - -8.442660331726074, - -8.466683387756348, - -8.503034591674805, - -9.704784393310547, - -8.752945899963379, - -9.69997787475586, - -8.902541160583496, - -9.214354515075684, - -9.137557029724121, - -9.151177406311035, - -9.24903678894043, - -9.290364265441895, - -9.229405403137207, - -9.328103065490723, - -9.429091453552246, - -9.492341995239258, - -9.556984901428223, - -9.646661758422852, - -9.719635009765625, - -9.599224090576172, - -9.597406387329102, - -10.060677528381348, - -10.675325393676758, - -10.32617473602295, - -10.326679229736328, - -10.523981094360352, - -10.1777925491333, - -10.64098834991455, - -10.751361846923828, - -10.861042976379395, - -10.883164405822754, - -10.889618873596191, - -10.912442207336426, - -11.125055313110352, - -11.219901084899902, - -11.142948150634766, - -11.142516136169434, - -11.23599910736084, - -11.061349868774414, - -11.270827293395996, - -11.486893653869629, - -11.373933792114258, - -11.456172943115234, - -11.144092559814453, - -11.306146621704102, - -11.549880027770996, - -11.508636474609375, - -11.618204116821289, - -12.109972953796387, - -12.067364692687988, - -12.098625183105469, - -12.141414642333984, - -12.166656494140625, - -12.211339950561523, - -12.226548194885254, - -12.222232818603516, - -12.2153959274292, - -11.790056228637695, - -11.934805870056152, - -12.234932899475098, - -12.287688255310059, - -12.159350395202637, - -12.296481132507324, - -12.497676849365234, - -12.425674438476562, - -11.731785774230957, - -12.411218643188477, - -12.435728073120117, - -12.356626510620117, - -12.359978675842285, - -12.390471458435059, - -12.314290046691895, - -12.303679466247559, - -12.335643768310547, - -12.312551498413086, - -12.062202453613281, - -12.231307983398438, - -12.290040016174316 + 0.2987829634477157, + -0.7726063764273051, + -1.420087637503336, + 2.9695090212675934, + -0.2857070160217836, + 3.1698026968315283, + -0.0912702907128796, + 3.6473076032698315, + 0.04169463130435127, + -0.8082421791092235, + 2.7666302821570143, + 3.861566912753012, + -1.0715895276635303, + -1.8901234934582605, + 0.19115611589774875, + -0.3907803372020834, + -0.3284295973597939, + 1.1067280813439344, + -0.2962804805464721, + 0.072452484194111, + 0.453178340795473, + 3.513714468030198, + -0.3350848863104734, + -1.0906088739672646, + -0.5849016004512698, + 4.723949533461693, + -0.373724310068816, + -0.3701971398738089, + 3.5763022936679967, + -0.27469342670006397, + 0.794468061835782, + -0.7940680308967966, + 4.555754766829354, + -0.1763321561790515, + 0.16837600203711928, + -0.47604545564468465, + -0.3744795282260101, + -0.6210923601331647, + 2.571564709252665, + -0.44735294118508706, + -0.6111264729445525, + -0.3182648564027737, + -0.5066504106232173, + 1.5186694450918212, + -1.5962542434116525, + -2.0825034372917277, + -0.15901446836551156, + -0.5831056895746269, + 0.3907323749064974, + -0.7445637443451911, + 0.4179495983258563, + -0.58511534178957, + -0.9130643357514894, + -1.2326026172192208, + 0.5288573282314492, + -0.39124870084723423, + 0.32930457022964194, + -0.2023232957231901, + -0.36029430328732426, + -1.9787948706876202, + -0.02344286999961311, + 0.9864567710366525, + 4.281330271973071, + 1.1009869735105275, + -0.10250398016740822, + -0.6963626635279985, + -1.1540124142538417, + -0.758535204180762, + -0.33764978973278326, + -0.5413102418928233, + -0.5807887099166075, + -0.5074275201067047, + -0.2638812849755512, + -0.20085427418888305, + -0.3808742469363943, + -0.31103255008395836, + -0.362257348996461, + 1.023405278097575, + 2.7574946448588964, + 0.42445613317538755, + -1.1422811110374576, + -1.4387056230728987, + -1.5019156473871724, + 0.34748329442141473, + -0.6762311956201922, + -0.6707301328880839, + -0.42968790269951573, + -0.5431735930735686, + -0.24585630838851988, + 3.6639403191092694, + 2.2313994952311367, + -0.4109446117665038, + -1.790250370898771, + 3.5196597440800086, + -0.3836062689806627, + -1.6400203089554282, + 1.0282059670803378, + -1.4533375927437129, + -0.7618452507245826, + -0.9087285847262269, + 4.027751130458699, + 0.3355933908292868, + -0.8802720611069752, + -0.4076528235871855, + -0.41086390641356935, + -0.5742398684475711, + -0.6167005774667357, + -0.8259067877327358, + -1.1990641644178064, + 0.9013593534380784, + -0.07538567188081766, + -0.5000995757820643, + -0.4347321859423792, + -0.7759128162291837, + -0.46372377174917234, + -0.7886070263755071, + -0.6811052989832064, + -1.383016337211545, + -0.431319874610982, + -0.3917496621922654, + -0.3898499297144684, + -0.6689297544296681, + -1.7290482567838539, + -0.5985900614405638, + -0.5408221416879032, + -0.4368261818960414, + -0.8873679305084068, + -0.7651771063009494, + -0.4477061610494457, + -0.7090913484992615, + 0.2640674625437914, + -0.5442614300213156, + -0.8727904400797084, + 0.6489698014281446, + -1.88446869190486, + -0.02789949942585193, + 0.3140469633588937, + -0.028457445680788306, + -1.2792563849119585, + -1.0031417483327545, + 3.132828609975003, + -0.39651666929881646, + -1.2099085748517644, + 3.3786302258903422, + -1.8650027018896258, + -0.6560262026769703, + -0.2575670306322565, + -0.8176809466458544, + -0.4622207608337229, + -1.0042253741794747, + -0.5260563107584759, + -0.530382914461234, + -0.5175913750090683, + 2.553497813236574, + -0.40270258473780335, + -0.12054675188766067, + 0.6833473540753269, + -0.6687168739311986, + 0.12810831146216806, + -1.59778421762373, + -0.478140673785148, + -0.6392579972118118, + -1.7590152108443968, + -1.3690744631156413, + 0.05613658811439683, + 1.053507241188889, + -0.026944692586603806, + -1.3271613895604053, + -0.7624132028481223, + -0.6647921725012246, + -1.024611625840462, + -1.1374733773667833, + -0.5147496316222718, + 1.0525165825891443, + 0.10227124428387144, + -0.6789997961299685, + -1.095185362125905, + 2.3171985210508126, + -0.09387090495923776, + -0.5503214317746661, + -0.9210124564555687, + -0.7576221058259981, + 0.2772619870914327, + -0.3977276552343836, + -0.17746428933287153, + 2.7893262284274813, + 1.3027568829102214, + -0.44942000154936323, + -0.40167225735902673, + -0.8270272544615288, + -0.20411342404459684, + 4.919261481237375, + 0.5962625131147984, + -0.5060405537760273, + -0.800271164410545, + -1.3191874790121743, + -0.6318323338273988, + -0.6381038799241204, + 0.18047235194264175, + -0.02386868809639014, + -0.44074450593865816, + -0.3025704388968064, + -1.4582054540200544, + -0.47867688073228715, + -0.8583085570418464, + 1.2768275067221482, + -0.4840734907176452, + -0.7452871639409547, + 0.6287072237916181, + 0.9789556048920941, + -0.36070134390080244, + -0.7965042471790059, + 2.2492449036756477, + 2.2625741872654705, + -0.909706044096294, + -0.45217125212062503, + 0.025266098629435116, + 0.9749140342428686, + -0.914340870882701, + -2.064485463064421, + -0.9236142686097993, + -1.4296083215885231, + -1.4645331917156497, + -1.0600323224302919, + -1.7748378155676376, + -1.0558116103582107, + -0.5293954425549067, + -0.33110750034899694, + -0.12249798471416137, + -0.5405318695678041, + 4.6200854574900845, + -1.4548439321252853, + -1.8352689543186267, + -0.8037691095173102, + -0.5141964592729028, + -1.7359652049473981, + -2.1809910158771544, + -0.5121118098055835, + 1.7212004281400726, + -0.6131899603734323, + -0.38130686767567773, + -0.5161592382051107, + -1.0321944920998454, + 0.43852864254816115, + -0.6869226646927029, + -0.6204528323168681, + -1.4693338130853209, + -0.8822118262400314, + -0.5562724844930549, + -1.1629548139710963, + -1.1144293409809318, + 1.282818064780531, + 0.9148204623246056, + -0.8197386661601295, + -1.443153493237602, + 3.882995383188814, + 3.817244812219234, + -0.6329046943673534, + -2.0698451302745573, + 0.4402867544481263, + -0.7602726822298065, + -2.006253616130406, + -1.1604874669519154, + -0.8487813748079355, + 0.7241600799306149, + -0.4763363936376558, + 1.917038973728596, + -0.3808946439281946, + -0.4527903562410186, + -1.6549391730714276, + -1.1121406744264402, + -1.4730702139492389, + -0.5825675917098071, + -1.011942188189329, + -1.4043237608604306, + -0.455992998434754, + 0.3382828726959441, + -1.5015016733183006, + -1.3074315941471337, + -0.3676871149850568, + -0.8518311342534486, + 2.9298502223673357, + -1.0177839466503502, + 0.3550887267150463, + -0.04350489962052031, + -0.8186819225177651, + -0.08415427054093959, + -0.5647661723360036, + -0.5312527068814799, + -1.9779788321923077, + -1.8267902194394317, + -0.7299763229460164, + -1.5515016645750583, + 3.18342840940503, + -0.929117586980633, + 0.3903766215363949, + 2.2395426754589858, + -0.5389246696035145, + 3.408933207704189, + -0.5084908290767438, + -0.5740402873512617, + -0.4837446861878367, + 0.7879312257217411, + 0.4084825751739968, + -0.7260516215160424, + -0.22749586419363266, + -1.2034395458584604, + -1.5631041811637865, + -1.0724323114817138, + 0.5225173591854922, + -0.794615705586542, + -1.3008827526780973, + -0.2869905760465831, + -2.2776543275811565, + -0.4879693482203567, + -0.6996232713510421, + 3.502666537684424, + -0.5501675779046005, + 4.375121976246921, + -0.5236279967288362, + 1.296758107861784, + 3.0293664644463827, + -0.5156127862248397, + -0.4931088925185052, + -0.726186516084665, + -1.9967733071792304, + -1.6864218100445072, + -1.3448111253450736, + 0.022787997619343713, + -1.2823134965455916, + 0.19522886471818493, + -0.7280806070652505, + -0.11238824405804079, + -1.2142618136095948, + -0.8556339029348048, + -1.6961150139589694, + -0.5372350175776157, + -0.9957690916612856, + 0.17155737998452575, + -1.1111926927635618, + -1.6343837474192764, + -0.5697641781379985, + -0.1177598346356819, + -0.08947098085898933, + -0.23646223709828518, + -0.7561964047401873, + -0.756598335183176, + -0.8209243880279292, + 1.264731672884624, + -0.368061889146934, + -0.02879949491049322, + -0.8463055054934335, + 0.9150368821886814, + 0.07867697909773133, + -0.9425811906992365, + -1.0019377833129188, + -0.6821946675297053, + -0.8471833652746835, + -0.608640710548472, + -1.0429876101774131, + -1.276718215520151, + -0.45839251711975165, + -0.9334787785413838, + -0.9807748760876481, + -0.7151036489170554, + -1.5064585250072906, + -1.893081208457177, + -0.5282652187941007, + -1.0050492320660906, + -0.7634819703208154, + -0.7630612905647325, + 3.141373310145851, + -1.3609640806714816, + -0.49731846565082133, + -0.7640224562188285, + -1.3039052164182061, + -0.9317435391007644, + 0.45233498390604215, + -1.142543267316672, + -0.9649864692317145, + -1.4648302951914722, + -0.5410241666948519, + -1.309130312177058, + -0.8031618018932026, + -1.1614414039470426, + -1.1903233803842228, + 3.871693263485802, + -0.9511355940632411, + -0.7073961843489225, + 0.36226171481271247, + -1.367753200718958, + 3.076396957188844, + -1.438586862015994, + 3.3659919064735, + -0.7145202058901998, + -0.549716936882982, + -0.6470527775730283, + -0.6190195541907627, + -0.5811672782282805, + -1.1001211526931045, + -0.5195709400637556, + -1.3414066463214627, + -1.1120679723301778, + -0.21695054240217126, + 3.922170477621815, + -2.3884710409308902, + 1.0805699672839935, + -0.7892151554548572, + 0.008825130592883833, + -0.10015854193265651, + -0.8415236130349893, + -1.0202616896560799, + -0.8272434901492574, + -1.274746527872164, + -1.5100683760983524, + -0.6255887017864713, + -0.60133676140711, + -1.0603849668651995, + -0.6905894790582084, + -0.9901401999933459, + -0.803675014619675, + 2.1621703954289377, + -0.9483890435706243, + -1.0319277034239243 ] }, { @@ -6522,588 +3423,588 @@ ], "type": "scatter", "x": [ - -2.3765928745269775, - -3.0364887714385986, - -2.4302608966827393, - -3.03977632522583, - -3.1252553462982178, - -3.2056422233581543, - -2.6721584796905518, - -2.73555326461792, - -2.8370163440704346, - -3.1188974380493164, - -2.5595719814300537, - -2.60077166557312, - -2.51531982421875, - -1.868304967880249, - -2.5339345932006836, - -1.2793174982070923, - -2.2203330993652344, - -2.257333755493164, - -1.8284611701965332, - -1.141026258468628, - -2.029527187347412, - -1.9883519411087036, - -1.0571271181106567, - -1.6378048658370972, - -1.6237683296203613, - -1.5252528190612793, - -1.5115028619766235, - -1.3101236820220947, - -0.7029016017913818, - -0.8420593738555908, - -0.811863124370575, - -0.14773015677928925, - 0.5244208574295044, - 0.5327908992767334, - 0.5721132159233093, - 0.6553191542625427, - 0.7162483930587769, - 1.0630515813827515, - 0.9600520133972168, - 1.2579821348190308, - 0.09037263691425323, - 2.350611925125122, - 1.7709094285964966, - 2.694248676300049, - 2.7805349826812744, - 2.8909919261932373, - 2.947169065475464, - 3.4486804008483887, - 3.6871304512023926, - 3.858060121536255, - 2.970942974090576, - 3.71551775932312, - 7.4655351638793945, - 4.2354326248168945, - 4.403154373168945, - 4.280858039855957, - 4.407350540161133, - 4.454624652862549, - 7.609512805938721, - 4.712846755981445, - 7.5269455909729, - 5.098196029663086, - 7.581315040588379, - 5.289621353149414, - 7.568455696105957, - 5.6821608543396, - 5.7117414474487305, - 6.329768657684326, - 6.8025383949279785, - 6.626989841461182, - 7.7289228439331055, - 7.796594142913818, - 6.825924396514893, - 6.867446422576904, - 7.28916072845459, - 7.821202754974365, - 7.876396656036377, - 7.4322028160095215, - 7.209980487823486, - 7.689789295196533, - 7.361512660980225, - 7.767032146453857, - 7.659933090209961, - 7.5195746421813965, - 7.793756008148193, - 8.162617683410645, - 8.17103385925293, - 7.834422588348389, - 7.945407867431641, - 8.160489082336426, - 8.787467956542969, - 8.31141471862793, - 7.804539203643799, - 10.058555603027344, - 9.949848175048828, - 7.95012092590332, - 8.0181884765625, - 10.093034744262695, - 9.996021270751953, - 8.028820037841797, - 10.066293716430664, - 10.068385124206543, - 8.90510368347168, - 8.098189353942871, - 10.019318580627441, - 10.322614669799805, - 7.874739170074463, - 10.201946258544922, - 10.031686782836914, - 10.340401649475098, - 8.936281204223633, - 8.827169418334961, - 8.842909812927246, - 8.831161499023438, - 10.540267944335938, - 7.914736270904541, - 10.576202392578125, - 8.891523361206055, - 10.8685941696167, - 10.790739059448242, - 8.287567138671875, - 10.84481430053711, - 8.37444019317627, - 10.877817153930664, - 10.890156745910645, - 10.925992965698242, - 11.024651527404785, - 8.403918266296387, - 11.015901565551758, - 11.3302583694458, - 11.372004508972168, - 11.401823997497559, - 11.377543449401855, - 11.472687721252441, - 11.348844528198242, - 11.445734977722168, - 8.368977546691895, - 11.499032020568848, - 11.49492359161377, - 11.601493835449219, - 8.333052635192871, - 11.582677841186523, - 11.567176818847656, - 11.52924919128418, - 11.502357482910156, - 10.998664855957031, - 11.728222846984863, - 11.634613037109375, - 11.562886238098145, - 11.925850868225098, - 11.713739395141602, - 11.876742362976074, - 11.901396751403809, - 11.591188430786133, - 11.118754386901855, - 11.094389915466309, - 11.913625717163086, - 11.21517562866211, - 11.135514259338379, - 11.866853713989258, - 11.460029602050781, - 11.965472221374512, - 11.804011344909668, - 11.426129341125488, - 12.053143501281738, - 11.856471061706543, - 11.243003845214844, - 11.414678573608398, - 11.949296951293945, - 11.134145736694336, - 11.106844902038574, - 11.357894897460938, - 11.18681812286377, - 11.37950611114502, - 11.168137550354004, - 11.094559669494629, - 11.116140365600586, - 11.402347564697266, - 11.035508155822754, - 10.973991394042969, - 11.428311347961426, - 11.707982063293457, - 11.131476402282715, - 11.051846504211426, - 11.285625457763672, - 11.562889099121094, - 11.292093276977539, - 11.120760917663574, - 11.700410842895508, - 11.033976554870605, - 11.306107521057129, - 11.830072402954102, - 11.85007381439209, - 11.754822731018066, - 11.751094818115234, - 11.736090660095215, - 11.450592994689941, - 11.452230453491211, - 11.559374809265137, - 11.608731269836426, - 11.966634750366211, - 12.179421424865723, - 11.678508758544922, - 12.039690971374512, - 11.391512870788574, - 12.949861526489258, - 11.786696434020996, - 11.68181037902832, - 11.578804016113281, - 13.130531311035156, - 11.8793363571167, - 13.175434112548828, - 11.875602722167969, - 12.14232063293457, - 12.083078384399414, - 13.506181716918945, - 12.545902252197266, - 13.363669395446777, - 12.901531219482422, - 13.127984046936035, - 13.966643333435059, - 13.382302284240723, - 13.967419624328613, - 13.525774002075195, - 13.520726203918457, - 14.00045394897461, - 14.53454303741455, - 14.600685119628906, - 14.675627708435059, - 13.798758506774902, - 14.787927627563477, - 14.827199935913086, - 14.022906303405762, - 15.041400909423828, - 15.205309867858887, - 15.103924751281738, - 15.397600173950195, - 14.080891609191895, - 13.946233749389648, - 14.039619445800781, - 16.44676971435547, - 16.495853424072266, - 16.384632110595703, - 16.487104415893555, - 15.472625732421875, - 16.527278900146484, - 15.48393440246582, - 16.814905166625977, - 15.494994163513184, - 15.484061241149902, - 16.88730239868164, - 17.0411319732666, - 14.051405906677246, - 17.140260696411133, - 16.60499382019043, - 17.16716194152832, - 17.066396713256836, - 17.06633186340332, - 17.23781967163086, - 16.91838264465332, - 15.581138610839844, - 17.20206642150879, - 17.244674682617188, - 16.400634765625, - 15.634153366088867, - 16.993078231811523, - 16.851917266845703, - 16.388879776000977, - 15.638574600219727, - 16.412006378173828, - 16.40074920654297, - 15.641692161560059, - 15.750479698181152, - 15.830531120300293, - 15.784749984741211, - 15.67747974395752, - 15.577657699584961, - 15.486912727355957, - 15.461573600769043, - 15.406973838806152, - 15.392940521240234, - 15.180343627929688, - 15.046942710876465, - 15.328694343566895, - 14.892870903015137, - 14.908576965332031, - 15.402177810668945, - 14.823344230651855, - 14.782987594604492, - 14.815655708312988 + 1.8430955630645807, + -0.5620247690855988, + 1.588660852982507, + -0.33594647729386257, + 0.1528680274821967, + -0.8735867751845211, + 1.819313169098564, + 0.8800010521638679, + 0.4251452482158756, + -0.7784468812118192, + 1.3117514990409087, + 0.31404610571847874, + -0.8082502676487207, + 0.23176856574672605, + -0.6941206544057417, + 2.13537879252938, + 0.422626045418533, + 0.14399305490627629, + 0.1278910074373887, + 1.998124317105468, + 0.30792376534437205, + -0.7498188806601069, + 0.0949753152001764, + 0.1095728624456304, + -0.4146519089246506, + -0.4661754464956354, + 0.06972199371167397, + -0.46027418059174774, + 3.6834165475862237, + 1.610789731873661, + 0.6350538914614485, + -0.6417140949241003, + 0.4186277791538624, + -0.8285982476472314, + -0.5816496046497559, + 0.4412788794171888, + 1.2280091982489478, + -0.6122850213510319, + -0.5329929302391645, + -0.5096303726037447, + 1.5048270557157373, + -0.7301653958784774, + 0.608372724045612, + -0.562581350878789, + -0.9558985610131808, + 0.06345738198782239, + -0.6431221877949238, + 1.597750856339679, + 0.42414958349097015, + -0.7077751044096781, + 0.015169657813859988, + 1.5916939135783716, + 3.144187174879295, + -0.6751897563958524, + -0.3981534195350249, + -0.7178626025183555, + 1.549432328239631, + 0.5751312512460801, + 2.200303563302758, + -0.4919285498656615, + 1.8739053771117846, + -0.7118589661431872, + 2.0950914585948897, + 0.14323055060635415, + 1.966166536084895, + -0.703032733825721, + 0.26209288224829924, + 0.4620656739226714, + 1.7654509242796705, + -0.19401111704275084, + 1.9516817318469255, + 6.603199226378717, + 1.02784804501397, + -0.7369040184732573, + -0.5699350506714381, + 3.3204830871133906, + 2.580503011001494, + -0.6041887092296732, + 0.7796230584439404, + 2.4833058022252854, + -0.1467358342926417, + -0.6365701945486466, + -0.3981776711005467, + 0.6489981878746534, + -0.5777772784535188, + 1.7968308352553066, + 1.7384473418995683, + 4.171191130273354, + 2.192867188518391, + 1.8922059304726069, + 1.6478212506736916, + 1.8071314868334918, + 3.6756283661279596, + -0.4898021039268451, + 0.3829477958214493, + 2.9937042814086072, + 2.718253562704765, + 0.40758127527838506, + 0.46133550301250126, + 2.613759883074086, + 0.5368921148078002, + -0.2131719578935078, + 1.4660042608172246, + 2.7054471409136274, + -0.09854927606271359, + 0.02924435201285728, + 3.762606023380505, + 0.2986903431751018, + 0.6221217159766129, + -0.8235270032147194, + 1.561664071827696, + 2.414983643254543, + 1.672802256682638, + 1.4972545598611233, + -0.562835173605597, + 3.729710565432386, + -0.7249307344156045, + 1.6655075397997665, + 0.5508817403067918, + 0.15686447970839884, + 2.584163936151098, + -0.573705398124059, + 2.0802070127615035, + -0.2470621082156083, + 0.38834056273039497, + -0.2066283723863573, + -0.012405367061174441, + 2.0379261771240667, + -0.10236468506892765, + 0.76281804669765, + 0.36447506015176795, + 0.48939499566373285, + 0.3557242119220883, + -0.3399302249451712, + 1.3110107389605348, + 0.7735923940430937, + 2.150258613257617, + 0.5410885451564187, + 0.923827016335903, + 0.4023396179175872, + 1.5909154592280346, + 0.2545961007320935, + 1.4361737958264469, + -0.7718204338775868, + 1.8424466373923776, + 2.3611117130566512, + -0.39611545431174716, + 0.8235203056819784, + 1.7220033171806906, + -0.8527735901154551, + 0.7900162950393561, + 0.31679486135511953, + -0.8038899321278643, + 0.3152862447697143, + 1.904646633562523, + 2.095579825119889, + -0.6694520536508908, + 2.3563307328758554, + 1.7264739209883138, + 0.8271388173442962, + 0.07520077042666969, + -0.38484960661750106, + 1.4889240026314723, + 2.1586904837038325, + 0.5138453979544761, + 0.6724448609504509, + 2.0878028533761372, + 2.076834254922889, + 0.8393752145808354, + 0.07354483275966482, + 0.3113748006197593, + 2.2298793080480377, + 1.630659304227376, + 2.1434335418833306, + 0.597474318480899, + 0.33557525219992, + 0.3140455311762983, + 2.1881484172992365, + -0.5218329209898516, + -0.5157226232266905, + 1.8359401081624995, + 2.1676681378220866, + -0.1768035321493642, + -0.30938002633991496, + 1.0920329325624918, + 2.0194795235509897, + 1.5039821985555877, + 0.5545492840815505, + 1.8332144619204471, + -0.3062918742290956, + 0.5925431013050152, + 2.5067806341867356, + 1.8827591138571464, + 2.5938188769777364, + 2.3380811967021935, + 2.0513406008207764, + 0.49705425848227797, + 1.4929798708223425, + 1.3742887777013986, + 0.7473020830593594, + 2.9512945550995298, + 1.0396017247085856, + 0.2254818316761123, + 1.8683209561565315, + -0.4179344931022331, + 1.7648780146261551, + 2.4449026938476432, + 1.4811172296936432, + 0.44710641951436125, + 1.7362218922780681, + -0.8119705157433957, + 2.253443036270884, + 2.0228404758893475, + -0.4757767780362809, + 0.44079339410062934, + 2.857684003441111, + -0.5767669476830883, + 1.0126972019175946, + 0.5165661804843216, + -0.5457592990718657, + 6.806657901579711, + 1.8855342081212556, + 3.1684835638095072, + 1.709716758431641, + -0.7019938482438681, + 3.271629532567049, + 1.5127914346797637, + 0.8124017624638454, + 1.6555896151443932, + 2.59034303886879, + 1.5407778973853512, + 2.0048158671751675, + 3.7272529151326084, + 0.41931142546136796, + 0.32133984665440407, + 1.5951704132071296, + 0.4505242778592556, + 3.3757433290537437, + 6.714883069945668, + 3.8367201741163175, + -0.28802029238040106, + 0.5136201636595453, + 0.13318279004933528, + -0.657667173891196, + 1.5568083423460417, + -0.02374552191209373, + 2.1293279300090897, + -0.5134572887575741, + 2.671132774669831, + 2.3551557511846566, + 1.318969549944654, + -0.7569031391247028, + 3.755064873716918, + -0.6506596190226073, + 1.4481359212756508, + -0.5454124063516645, + -0.6262822773851279, + 1.8139114230494127, + -0.26755982032258163, + 0.7251994939253759, + 2.1752288244058513, + -0.8005554314960392, + -0.3649816390142123, + 1.7361883789718993, + 2.6393517206031905, + -0.34298578586554235, + -0.21668196954821334, + 0.37317451573226534, + 2.6619888420573554, + -0.5692926583063921, + 0.04262089557813483, + 2.2697422317670335, + 0.27310987988733976, + 1.4950239945186652, + 1.3896484870839128, + -0.42441265619565094, + 3.2689497275743244, + 1.875167670719619, + -0.026440185827938157, + 1.809100122824771, + 0.7835317530899585, + 0.44204307907561163, + -0.7327860799792928, + 2.1127087517795333, + 0.5724794575537394, + -0.5881544820599927, + 2.6712944414115225, + 0.6676434620902116, + 1.2726317383828138, + 1.4144972771475104 ], "y": [ - 10.319945335388184, - 10.044029235839844, - 10.341663360595703, - 10.025431632995605, - 10.160715103149414, - 10.198128700256348, - 10.27124309539795, - 10.291749000549316, - 10.275928497314453, - 10.253108024597168, - 10.349900245666504, - 10.267833709716797, - 11.20240306854248, - 11.2704496383667, - 11.266891479492188, - 10.93044376373291, - 11.406094551086426, - 11.586446762084961, - 11.343755722045898, - 11.038013458251953, - 11.922883033752441, - 11.839462280273438, - 11.19261646270752, - 11.491584777832031, - 12.1878023147583, - 12.182294845581055, - 12.16905403137207, - 12.1637544631958, - 11.033400535583496, - 11.306589126586914, - 12.219731330871582, - 12.44165325164795, - 12.268921852111816, - 12.300175666809082, - 12.268817901611328, - 12.06016731262207, - 12.013397216796875, - 12.107027053833008, - 12.129273414611816, - 12.175424575805664, - 11.451807975769043, - 12.151729583740234, - 12.367175102233887, - 12.183083534240723, - 12.226110458374023, - 12.209577560424805, - 12.238483428955078, - 12.589872360229492, - 12.501848220825195, - 12.494669914245605, - 12.22084903717041, - 12.56019115447998, - 10.226019859313965, - 12.654569625854492, - 12.560418128967285, - 12.670047760009766, - 12.443557739257812, - 12.456713676452637, - 10.292754173278809, - 12.67794132232666, - 10.422074317932129, - 12.799593925476074, - 10.38049030303955, - 12.795483589172363, - 10.395012855529785, - 12.828118324279785, - 12.81029987335205, - 12.8932466506958, - 12.385542869567871, - 12.843130111694336, - 10.23751449584961, - 9.14510726928711, - 12.680959701538086, - 12.642889022827148, - 12.818397521972656, - 9.647868156433105, - 9.701163291931152, - 12.80610179901123, - 12.863457679748535, - 10.3353271484375, - 12.787379264831543, - 12.652761459350586, - 12.751843452453613, - 12.836127281188965, - 12.638809204101562, - 9.878809928894043, - 9.860601425170898, - 9.171378135681152, - 9.444323539733887, - 9.679524421691895, - 9.433432579040527, - 9.712709426879883, - 9.191255569458008, - 9.445688247680664, - 9.381287574768066, - 9.426502227783203, - 9.45474624633789, - 9.356380462646484, - 9.349954605102539, - 9.335494995117188, - 9.165510177612305, - 9.202454566955566, - 9.186098098754883, - 9.382391929626465, - 8.712851524353027, - 8.63087272644043, - 9.167052268981934, - 8.54802131652832, - 8.585553169250488, - 8.52807331085205, - 8.706202507019043, - 8.666112899780273, - 8.630724906921387, - 8.617667198181152, - 6.9023027420043945, - 9.105036735534668, - 6.768403053283691, - 8.5776948928833, - 6.192076206207275, - 6.324491024017334, - 8.852295875549316, - 6.311272621154785, - 8.744551658630371, - 6.053900718688965, - 5.9302449226379395, - 5.871649742126465, - 5.450613975524902, - 8.664843559265137, - 5.539839267730713, - 3.3464255332946777, - 3.6520636081695557, - 3.346745729446411, - 3.316105365753174, - 3.4880189895629883, - 3.234802722930908, - 2.8258442878723145, - 8.646683692932129, - 3.1809051036834717, - 2.4692959785461426, - 3.046849250793457, - 8.549507141113281, - 2.9996304512023926, - 2.573399543762207, - 2.9659035205841064, - 2.2239184379577637, - -0.553368091583252, - 2.17094087600708, - 1.7575526237487793, - 1.9893598556518555, - 1.0656510591506958, - 1.4732306003570557, - 1.219478726387024, - 0.9200999140739441, - 1.5126221179962158, - -0.8070690035820007, - -0.7795913219451904, - 0.7873003482818604, - -0.7119158506393433, - -0.9407466650009155, - -0.21692538261413574, - -0.7323019504547119, - -0.2610887289047241, - -0.41834014654159546, - -0.6734737753868103, - -0.42278924584388733, - -0.442514032125473, - -1.1306370496749878, - -0.8578594923019409, - -0.6499465703964233, - -1.8399367332458496, - -1.8417494297027588, - -1.340286135673523, - -1.7711727619171143, - -1.3544052839279175, - -2.0776119232177734, - -2.0338687896728516, - -1.9173636436462402, - -1.4238673448562622, - -2.642601728439331, - -2.6837821006774902, - -2.374122381210327, - -2.1918857097625732, - -2.6838715076446533, - -3.0208897590637207, - -3.3167269229888916, - -2.7247023582458496, - -3.0448312759399414, - -3.230600595474243, - -2.7231223583221436, - -3.3265247344970703, - -3.1659317016601562, - -2.513190984725952, - -2.5882842540740967, - -2.594627857208252, - -2.670849323272705, - -2.8968422412872314, - -4.482788562774658, - -4.46273136138916, - -4.534398555755615, - -4.635210990905762, - -2.618718147277832, - -4.878607273101807, - -5.274801254272461, - -4.940001010894775, - -5.45448637008667, - -5.525742053985596, - -5.165433883666992, - -5.422358989715576, - -5.636519908905029, - -5.741832733154297, - -6.0861382484436035, - -5.742744445800781, - -5.3520660400390625, - -6.376817226409912, - -6.308203220367432, - -5.671078681945801, - -6.767302989959717, - -6.4494476318359375, - -6.970755100250244, - -7.11715841293335, - -5.553267478942871, - -6.034574508666992, - -5.592722415924072, - -6.49435567855835, - -7.280348300933838, - -5.5804362297058105, - -7.7763214111328125, - -7.829339981079102, - -7.906007289886475, - -5.668334484100342, - -8.267067909240723, - -8.307903289794922, - -5.578073978424072, - -8.02439022064209, - -8.383951187133789, - -8.61100959777832, - -8.379170417785645, - -5.6407790184021, - -5.5396647453308105, - -5.556251049041748, - -8.958097457885742, - -8.993496894836426, - -9.055757522583008, - -9.10290813446045, - -9.734264373779297, - -9.198079109191895, - -9.84799861907959, - -9.3883695602417, - -9.976730346679688, - -9.849781036376953, - -9.737709045410156, - -10.144816398620605, - -5.596299648284912, - -10.227724075317383, - -10.535381317138672, - -10.314659118652344, - -10.454827308654785, - -10.884740829467773, - -10.898107528686523, - -10.890341758728027, - -10.401392936706543, - -10.866921424865723, - -11.091129302978516, - -10.966371536254883, - -10.792966842651367, - -11.558359146118164, - -11.663495063781738, - -11.712325096130371, - -10.975915908813477, - -12.005145072937012, - -11.871480941772461, - -10.993439674377441, - -11.472944259643555, - -11.7702054977417, - -11.806854248046875, - -12.415139198303223, - -10.713696479797363, - -12.126338958740234, - -12.304191589355469, - -12.139840126037598, - -12.278082847595215, - -12.381336212158203, - -12.566413879394531, - -11.747599601745605, - -12.098772048950195, - -12.468342781066895, - -11.528566360473633, - -12.082985877990723, - -12.057379722595215, - -12.108598709106445 + 0.14528503841215154, + -0.165858501305414, + 0.16771529815218675, + 1.1454083866638565, + 0.8597783480019426, + 1.9007374635949934, + -1.344516910850752, + -1.1884601788730795, + -0.5170501889878788, + 0.18594899264477915, + -0.3322986618593118, + 3.5105058332566137, + 0.8733095671763677, + 2.5860217612936367, + 0.04579228419654496, + -0.21223167266090615, + 0.3352351965691161, + -0.11663421855803202, + 2.45776395929723, + -0.4912844520324581, + -0.3820480850942808, + 4.028063443115156, + -0.19106923749509316, + 1.9428126842030802, + -0.3087900444398444, + -0.2891559117737125, + 0.002809010091468673, + 1.549574645651214, + 4.018741137918202, + 0.5824911399110023, + 0.15971012154661363, + -0.045418755083474566, + -0.509035613777773, + 0.9040921896059388, + -0.15397291899706111, + 0.30308076113002813, + 1.2116002127258252, + -0.09174933575183512, + 0.5241217018174907, + -0.2569422115476676, + 0.5885219444500295, + 0.09819894123148543, + -0.7580554823488238, + 1.7090716128870544, + 1.9107515716448737, + 2.5662192094600687, + 1.8709761122797832, + -0.9904905053939059, + -0.5196277933263613, + 0.6345096478358644, + 1.7950757060874385, + -0.9558141381261669, + -0.9250260940069118, + 0.014860242691671544, + -0.2035762256810144, + 0.07736724614770073, + -0.817658296893841, + -0.5931868854561543, + 0.4607061689373757, + -0.2845459363682695, + -0.37359403700797694, + 0.07377799613044463, + 0.1326372911904834, + -0.11961375333950307, + 0.20141101157773544, + 4.450339222160137, + 1.6333199772428342, + 1.058183199404781, + 0.6682272405511711, + 0.9976978489374865, + -0.281933425282042, + 1.3057502578704485, + -0.4154506510012063, + 4.504433810283048, + 0.4079931893931151, + -0.2592370055595648, + -0.2480404234442216, + -0.2738993993442537, + -0.15334169586021867, + -0.754247294155106, + 0.7943155773024207, + -0.04956658256772323, + -0.40422597284967055, + -0.8857601793721975, + -0.15123504131414778, + -0.19596468896196306, + 0.7309588411470478, + 0.3765642972507122, + 2.897959898817699, + 0.8631744537638742, + -0.42446001669094346, + -0.12093439969184895, + 3.441605698099608, + -0.29195393397131664, + 0.39289909137959134, + 1.3163576202522742, + 0.8787144725643973, + -0.5100074544212474, + 1.134351816482379, + -0.30322284851487863, + -0.7053895450689807, + 0.9064493556728836, + 0.6958390063715914, + -0.4760789358402563, + -0.9212050837777753, + 1.7686662512314102, + 3.8843784155787913, + -0.3205324498832312, + -0.8437235045389457, + 1.794268853331857, + 0.47668736130576034, + -0.703939379687907, + -0.20164819043712842, + 0.35658155972415156, + -0.18825951535183422, + -0.1434196963090028, + 1.8639752424817906, + 0.01045737372162688, + -0.7295053716482965, + -0.11361019852701888, + 1.5878138974237628, + -0.1593692485001022, + 0.6505571121917681, + 1.1111823174359958, + -0.4743735427061719, + -0.7505929810377161, + 1.6792429715715418, + 0.22044596922510354, + -0.919591608556033, + 0.7192761206086439, + 1.1797313691834566, + 0.21798946159766408, + -0.1366494819521822, + -0.5330145906668983, + -0.5326961585641139, + -0.24186260474640237, + 2.2885620732817737, + 2.9624871176112917, + 0.32450569835968907, + -0.4906189143492954, + 1.806101318858728, + 0.6916033744320351, + -0.7355748976746923, + 2.3508459231406293, + -1.3082699718683268, + -0.32250677423179497, + -0.44607605385819965, + -1.2257655442750142, + -1.198240477119679, + 2.481271244956874, + 1.3764837885276806, + -0.33604892384945256, + 1.1111259933664042, + -1.5612989468450778, + 0.45734034407047647, + 0.12535447591735657, + 1.5415507392906926, + -0.5477365747589602, + 0.0762302389859092, + 0.7073144187476781, + -0.16986305861536136, + -0.4687819110576956, + -0.828128692881823, + -0.6321690915038627, + -0.726288385755627, + -0.08038270126364973, + -0.3588497748205463, + -0.2970164669404664, + -1.2530968143982386, + 1.692299467063576, + 1.546219025495527, + -0.3125214082363668, + 1.047090754455432, + 0.677678936726478, + 0.0402663187148165, + 0.46382669080869043, + 1.532832165267106, + 1.4585137640623147, + -0.25950403003570005, + -0.25764378243124264, + -0.5348445886806636, + 0.5897265698581017, + -0.029199907025496206, + -0.590090188070193, + -1.6628735970492814, + -0.007079495781411713, + -0.8518332143616031, + -0.7401215848465511, + -0.18217351438945137, + -0.5938182884896074, + 0.93714578283978, + 0.7089463253226389, + 1.283307722641143, + -0.10994101146568072, + -0.5205713263162863, + -0.513526034683733, + 1.5977482367337494, + -0.8313522974871976, + -0.5549169752781414, + 1.7381189760024673, + -0.4747359665704084, + 1.7662877671270072, + 2.2933565059701424, + -0.31164286069110025, + 1.128025371504395, + -0.17171125450520378, + -2.2979568749192114, + -0.7283368376693333, + -0.5677895594031062, + -0.3109732709300272, + 2.4109334174338684, + -0.41790210508985015, + -1.4979842256564677, + -0.32942693125241, + 0.4602317107866441, + 0.3931443463117465, + 0.4124153624924217, + 0.4478746979795864, + -0.681085877026559, + -0.167883503373555, + 1.7704416658, + -0.39451677098475313, + 1.2145888756202055, + 0.03832726375409198, + 0.9652125561101872, + 1.1604521437302497, + -0.8714192263433725, + -1.1497335398336397, + -1.1025510508443719, + 0.06574447428441776, + -0.4201276063901233, + -0.546543905444462, + -0.14777104409999034, + -0.5783561629532677, + 0.8657208633335421, + 0.13931801086377008, + 1.308108224150742, + 0.07409079908049068, + 1.113225575678909, + 3.1703507163816353, + -0.6274624913194311, + -0.6781544095444199, + 1.526186976093424, + 0.8718748288819529, + 0.9262357492325032, + 1.5980218768947227, + -0.5817254684522045, + -0.278141577279546, + 1.4378938421890153, + -0.5591013680599751, + 1.215981521679024, + 0.22752051293649755, + 0.26353416837896193, + -0.05665608341027334, + 0.4591920771282646, + -0.22134272798931953, + 2.368575057037804, + -1.368516808285061, + -0.6456458782280478, + 0.6368492921269401, + 2.2390765614948442, + 1.0170164631608136, + -0.5247884352911542, + -0.09089199837003277, + 0.11662038665793978, + -0.5246804792672961, + 0.15677511145757156, + 1.6691338307368937, + -1.5841507185667905, + 0.5359214428316744, + 1.5797277387157276, + 0.4928216539572695, + -0.4981440959383825, + -0.7453370646726702, + 0.40881025719263414, + 0.4251289352911049, + 0.6244060090237417, + -1.4558298237760388, + 1.6017874549417541, + -1.3623698972590137, + -1.1176740449766187, + 0.023874955675653474, + 1.5325830920919346, + 0.09108137193632058, + 0.029698521148058536, + -0.16020539083496138, + -0.7286326254867657, + 0.15180855048525796, + -0.40811946270626476, + -0.6376435654353094 ] } ], @@ -7933,20 +4834,28 @@ "width": 768, "xaxis": { "showgrid": false, - "showticklabels": false, - "zeroline": false + "showticklabels": true, + "title": { + "text": "First principal component" + }, + "zeroline": true }, "yaxis": { + "scaleanchor": "x", + "scaleratio": 1, "showgrid": false, - "showticklabels": false, - "zeroline": false + "showticklabels": true, + "title": { + "text": "Second principal component" + }, + "zeroline": true } } }, "text/html": [ - "