mirror of
https://github.com/datasciencescoop/Data-Visualization.git
synced 2021-05-12 19:42:19 +03:00
742 lines
1.1 MiB
742 lines
1.1 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"<!DOCTYPE html>\n",
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"<html>\n",
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"<body>\n",
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"<div align=\"center\">\n",
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"<h3>Prepared by Asif Bhat</h3>\n",
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" \n",
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"<h1>Data Visualization With Seaborn</h1>\n",
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"\n",
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"<h3>Follow Me on - <a href=\"https://www.linkedin.com/in/asif-bhat/\">LinkedIn</a> <a href=\"https://mobile.twitter.com/_asifbhat_\">Twitter</a> <a href=\"https://www.instagram.com/datasciencescoop/?hl=en\">Instagram</a> <a href=\"https://www.facebook.com/datasciencescoop/\">Facebook</a></h3>\n",
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"\n",
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"</div>\n",
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"</body>\n",
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"</html>"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 674,
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import matplotlib as mpl"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Joint Plot\n",
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"\n",
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"#### Joint plot is used to draw a plot of two variables with bivariate graph and univariate graphs in the margin."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 627,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Recover default matplotlib settings\n",
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"mpl.rcParams.update(mpl.rcParamsDefault)\n",
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"%matplotlib inline"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 628,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>age</th>\n",
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" <th>sex</th>\n",
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" <th>bmi</th>\n",
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" <th>children</th>\n",
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" <th>smoker</th>\n",
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" <th>region</th>\n",
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" <th>charges</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>19</td>\n",
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" <td>female</td>\n",
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" <td>27.900</td>\n",
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" <td>0</td>\n",
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" <td>yes</td>\n",
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" <td>southwest</td>\n",
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" <td>16884.92400</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>18</td>\n",
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" <td>male</td>\n",
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" <td>33.770</td>\n",
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" <td>1</td>\n",
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" <td>no</td>\n",
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" <td>southeast</td>\n",
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" <td>1725.55230</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>28</td>\n",
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" <td>male</td>\n",
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" <td>33.000</td>\n",
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" <td>3</td>\n",
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" <td>no</td>\n",
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" <td>southeast</td>\n",
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" <td>4449.46200</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>33</td>\n",
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" <td>male</td>\n",
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" <td>22.705</td>\n",
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" <td>0</td>\n",
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" <td>no</td>\n",
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" <td>northwest</td>\n",
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" <td>21984.47061</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>32</td>\n",
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" <td>male</td>\n",
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" <td>28.880</td>\n",
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" <td>0</td>\n",
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" <td>no</td>\n",
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" <td>northwest</td>\n",
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" <td>3866.85520</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" age sex bmi children smoker region charges\n",
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"0 19 female 27.900 0 yes southwest 16884.92400\n",
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"1 18 male 33.770 1 no southeast 1725.55230\n",
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"2 28 male 33.000 3 no southeast 4449.46200\n",
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"3 33 male 22.705 0 no northwest 21984.47061\n",
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"4 32 male 28.880 0 no northwest 3866.85520"
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]
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},
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"execution_count": 628,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"insurance.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 629,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<seaborn.axisgrid.JointGrid at 0x22ec4a64898>"
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]
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},
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"execution_count": 629,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# scatterplot with marginal histograms\n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 630,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec4b755f8>"
|
|
]
|
|
},
|
|
"execution_count": 630,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Regplot with marginal distplot\n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"reg\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 631,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"sns.set(style=\"white\", color_codes=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 632,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec4dbc9e8>"
|
|
]
|
|
},
|
|
"execution_count": 632,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 633,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec4edc780>"
|
|
]
|
|
},
|
|
"execution_count": 633,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Resid Plot\n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"resid\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 561,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ebbe178d0>"
|
|
]
|
|
},
|
|
"execution_count": 561,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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ZKguUjrpWFihVc9PMHK0IAIDcci1Mf+ELX9Avf/lLnTx5UuFwWP/5n/+pa665Ru+9954OHTqkcDisl19+WfPmzdPkyZNVVlamjo4OSdLOnTs1b948BQIBNTY2qrW1VZLU0tKiefPmSZLmz5+vlpYWSVJra6saGxsVCATcejsAJC1omKpVy2eptqZCPkm1NRVatXyWFjRMzfXSAADICdfaPGbNmqVvfOMbWrFihYLBoD7/+c/rxhtv1CWXXKI77rhDw8PDmj9/vq655hpJ0saNG7Vu3TqdOnVKn/3sZ9Xc3CxJeuCBB3TPPffoqaee0kUXXaRHH31UknTnnXfqnnvu0eLFi1VdXa2NGze69VYAxFnQMJXwDADAx3zRaDSa60WMp8OHD2vhwoXas2ePpkyZkuvlAADgOfy7EnDOtco0AIyX9o4ubWvrVG/foC6oqVBz00yq5wCAcUGYBpDXYgfJxOZfxw6SkUSgBgC4jllyAPIaB8kAAHKJMA0gr3GQDAAglwjTAPKa3YExHCQDABgPhGkAeY2DZAAAucQGRAB5LbbJkGkeAIBcIEwDyHscJAMAyBXaPAAAAABDhGkAAADAEGEaAAAAMESYBgAAAAwRpgEAAABDhGkAAADAEGEaAAAAMESYBgAAAAwRpgEAAABDhGkAAADAEGEaAAAAMESYBgAAAAwRpgEAAABD/lwvAEDhau/o0ra2TvX2DeqCmgo1N83UgoapuV4WAABZQ5gG4Ir2ji498fzrGg6GJUk9fYN64vnXJYlADQAoGLR5AHDFtrbOkSAdMxwMa1tbZ45WBABA9hGmAbiit28wresAAOQjwjQAV1xQU5HWdQAA8hFhGoArmptmqixQOupaWaBUzU0zc7QiAACyjw2IAFwR22TINA8AQCEjTANwzYKGqYRnAEBBo80DAAAAMESYBgAAAAwRpgEAAABDhGkAAADAEGEaAAAAMESYBgAAAAwRpgEAAABDhGkAAADAEIe2AEWkvaOLEwkBAMgiwjRQJNo7uvTE869rOBiWJPX0DeqJ51+XJAI1AACGaPMAisS2ts6RIB0zHAxrW1tnjlYEAED+I0wDRaK3bzCt6wAAIDXCNFAkLqipSOs6AABIjTANFInmppkqC5SOulYWKFVz08wcrQgAgPzHBkSgSMQ2GTLNAwCA7CFMA0VkQcNUwjMAAFlEmAaQM8y9BgDkO8I0gJxg7jUAoBCwARFATjD3GgBQCAjTAHKCudeA950eCuZ6CYDnEaYB5ARzrwHvGxoOp34QUOQI0wBygrnXAIBCwAZEADnB3GsAQCFwNUx/9atf1fHjx+X3n32ZBx98UH/4wx/01FNPKRQK6Wtf+5puuukmSdLevXv18MMPa3h4WE1NTVq9erUkqbOzU/fee69Onz6txsZGrV+/Xn6/X0eOHNGaNWt07NgxXXzxxdq4caPOO+88N98OgCxj7jUAIN+51uYRjUb1/vvva+fOnSP/qa+v1+bNm7V9+3a1tLTopz/9qX73u99paGhIa9eu1datW9Xa2qq33npLr776qiRpzZo1uv/++/XKK68oGo1qx44dkqT169drxYoV2rVrly6//HJt3brVrbcCAAAAWHItTL/77ruSpJUrV+r666/Xv/7rv2rv3r36i7/4C02cOFGVlZW6+uqrtWvXLr3xxhuaNm2apk6dKr/fryVLlmjXrl364IMPNDQ0pNmzZ0uSli1bpl27dikYDGr//v26+uqrR10HAAAAxpNrbR4nT57U3Llzdd999ykYDKq5uVlNTU2qra0deUxdXZ3eeOMNdXd3j7l+9OjRMddra2t19OhR9fX1qaqqaqR9JHYdQGHgZEQAQL5wrTL9uc99To888oiqq6s1adIk3XDDDXr88cfl8/lGHhONRuXz+RSJRNK6HvtnvMQ/A8hPsZMRe/oGFdW5kxHbO7pyvTQAAMZwLUwfOHBA+/btG/lzNBrV5MmT1dPTM3Ktp6dHdXV1qq+vd3S9t7dXdXV1mjRpkvr7+xUOh0c9HkD+42REAEA+cS1M9/f365FHHtHw8LBOnTqln/3sZ/rBD36gffv26fjx4xocHNTu3bs1b948zZo1S++9954OHTqkcDisl19+WfPmzdPkyZNVVlamjo4OSdLOnTs1b948BQIBNTY2qrW1VZLU0tKiefPmufVWAIwjTkYEAOQT13qmv/CFL+j111/X0qVLFYlEtGLFCjU0NGj16tVqbm5WMBjUDTfcoD/7sz+TJH3ve9/THXfcoeHhYc2fP1/XXHONJGnjxo1at26dTp06pc9+9rNqbm6WJD3wwAO655579NRTT+miiy7So48+6tZbATCOLqipUI9FcE52MmIue6zp7waA4uaLRqPRXC9iPB0+fFgLFy7Unj17NGXKlFwvB0CCWM90fKtHWaBUq5bPGgmp8QG2qjKgweGQQuGo7eNzuVYgH8X+Xbnj3/5dsz77qVwvB/A0TkAE4CmpTkZMDLD9A8Ex94j1WLsZaNs7urT5udcUiYyuR9i9NhVs5KNwOKLu4wNpPaei3K/qygkurQjwHsI0gJyxC5jJTka02qBoJds91lbV8MQgbffaiR8AYhNKJBGo4Wmd7x9X9+n0gvGc6XWEaRQV1zYgAkAypiPwnIbkZD3W6Upca/9AcFRbSarXZkIJABQuKtMAciJZwExWrbXboBivLFCq5qaZaa/JrlLutBpu99pMKAGAwkWYBjDGePT3mgbM5qaZYzb9lZb4VFnu16mBoPF6k7ViOA29JSU+y82HJhNKAAD5gTANYJTx6u+1C5i+Ep+uv2unbShOtUHRVLJKudNquN0UD6sPAKbVcwCAtxCmAYxi2n6RLquAKWlkU1+yEJ9sg6KpZJXyf1gxJ6NquFsfAAAAuUeYBjDKePX3JgZMX4nPcszc5udeG/V4tyRrxchGGE71AYDReQCQnwjTQB5xErgyDWXj1d+buE67NopIJDouY+RStWKYVMOd/iwYnQcA+YvReECecDJKznTcXLzmppkqC5SOupbt/l6rdSYzHmPkFjRM1arls1RbUyGfpNqaioxOMkznZ8HoPADIX1SmgTzhpJc5G/3Opi0N6VTE0xk1FzMeY+Sy2Yudzs+C0XkAkL8I00CecBK4shXKEgN1rEJqFzTTbVNItp4Si95pKf/GyKXzs2B0HgDkL9o8AA9r7+jSyg27df1dO+Ur8Vk+Jj5w2YWvdENZuu0i6bYp2K2ntqZC1/z5n465no9j5NL5WYxHaw0AwB1UpgGPSqz2Ri2qtYmBK1vzjNNtF3FShY1vA6mqDMhf6ht1JHdZoFRXzqjTngOHx9xnYeOUvNuIl87PgtF58KpLppyv+voaR4/1l5aoLFCqinKiBYoLf+MBj7LrKy4p8SkaiVoGrmyFsnTbRVK1KSR+MOgfCKq0xKfqysCoOc1273n/2926Pa13kHvp/izcmJ0NZOrdwyd0YtjZb7bmTK9T3aRKl1cEeA9hGvAou+AaiURVW1Nh28ucjVCWbg9vqiqsVUgOR6IqL/Nr+3evHbn26PaDlvfv6RtUe0dX3oVNu59FJuMLmUcNAN5CmAY8Ktns5dh1t+YRp9sukqoK67TSnew9F8rc5UxmSnt5HjUhH0CxIkwDHmV33HYiN476NmkXSVYRd1rpTvae3XifuZDJ+MLxOOrdJBR7OeQDgNsI04BHWQVau6pt78dtENmsDGazh9dppTv2epts2j1yOXc5W9/fTMYXuj2P2jQUj0fIBwCvIkwDHpYYaFdu2G0ZqKsqA56uDKZT6V7QMFXb2jo9NXc5m5XXTGZKuz2P2jQUc+gMgGLGnGkgj9jNI5bk+eOoFzRM1TPrFunFTV/SM+sWJQ1nXpu7nM3jvjN5b25/X0xDcbbmmwNAPiJMA3lkQcNUrVo+S7U1FfLp7CEnq5bP0qmBoOXj87UyaPc+c1Vlz2blNZP35vb3xTQUe+3DDwCMJ9o8gDxj1cts1xZRVRnQyg2783LCgpfmLme7vSKT9+bm98X00B8OnQFQzAjTQAGwCkGlJT4NDofU/3HV2mt91PkkWydLel0modhLH34AYDwRpoECYBWChuKCdAwTFswUU+WVUAwA6SFMAwUiMQRdf9dOy8e50UdtNTZOKqzwScgsLhxCA8ApwjRQoNweoxZjNTYucU602y0mBB9kE4fQnHPJlPNVX1/j6LGhcETdxwdUUe5XdeUEl1cGeAdhGihQ2ezzTRZWrcbGWXGrxcRp8CFwwykOoTnn3cMndGI4vQ/gc6bXEaZRVBiNBxSobI1Ri4XVnr5BRXUurLZ3dElKr23EjRYTJzOgU70HIB6H0ABIB5VpIMfcrJim2+drtZZUVbpkx5wncuMQDyfBJ5NKIxXt4jNeLVIACgNhGsihbPRmZivs2a3FroUjFlat2kmsuDVKzknwMa00eunng/FTLKMQAWQHYRrIoXQqpnYTM7K1UcpuLSUlPkUi0TGPj4XV2Os83fLmmFF8MbUuhkgnwce00php7ywb2fJTMY1CBJA5wjSQQ04rpnahbEKgJGsbpezWEolEVRYoTRpWY+0kuajCOgk+ppXGTHtn2ciWvxiFCMApwjSQQ04rpnahLFULRjbWUl0ZGHm92J9vXXqFZdDIVQBJ9bqmlcZMe2fZyAYAhY8wDeSQ04ppuuHLZKNUsiPJQ+FzbR5ngpG07+0FJkE/095ZNrIBQOEjTAM55LRimqxqfCYYycpGqVwfSe52i4jJ/TPtnWUjGwAUPsI0kGNOKqZ2oezWpVdIyt5GKadHkjsdhedEe0fXmM2L2d6ol8lGwExaV9jIBgCFjzAN5IFUocytcJZshnR7R1fGr5sYcuOlOzUjWWDN5UZANrIBQGEjTAN5IhehrLlppjZtP2j5tWwE0VRHkTvpFXdSdWYjIGDmkinnq76+Jq3nhMIRdR8fUEW5n2PFURQI04AHeeWgjwUNU23DdDaCaKp7ONmo56TqzEZAwMy7h0/oxLDZ/07mTK8jTKMoEKYBj/HaQR+1GQTRxA8FV86o03++fmSkP9rnkzT2PBhJzjfqOak6sxFwNK98WAOAQkCYBjzGrtL6dMubOTnC2jSIWn0oaN13aNRjojZBOtks60R2VeeopJUbdo967wRI731YA4B8R5gGPMau0to/EHS06S/bYck0iKbqh45XUuJTNBI1CrlWYT8m8b0TFjmVEQCyjTANeEyyCRpOAo8bYSkxiLZ3dGnlht1Jw3U6PdWRSFQvbfqS8dqks+/b6vtGUByNzZgAkF0luV4AgNGStU84CTxuh6VY5bunb1BRnav+tnd0jXpcupv7Ep+fjgUNU/XMukXy2XydoHiO3c+FzZgAYIYwDXjMgoapqq4MWH7NSeBxOywlq3zHa26aqbJAaVr3zRRBMTWrn0sxb8YEgEwRpgEPunXpFWkFnljbxfV37dTQcEj+Up/j56bLaeV7QcNUrVo+S7U1FfLp7FSQa+dOS/u+6SAopmb1c1m1fBZtMABgiJ5pwIPS2fSXuOGwfyCo0hKfqisDOjUQVNXHVe5Htx/UtrbOkfuYTvyw6+n2lfh0/V07R93LatPf/re7XZv5nOr7xki4s9iMCQDZQ5gGPMpp4LFquwhHoiov8+vWpVdYTvbofO+Y9hw4bDTxw256RiQSdXQvt2c+233fvDwSjpAPAPmLMA14iEmoStZ2YdffvOu//zASfuOvO5l6kVj99ZX40rpXrmY+e3UknJdDPgAgNcI04BGmoSrZUdl2QTsx/MY47VuOr/5ef9fOtO+VizYDr46E82rIBwA4Q5gGPMI0VCVrm7CbvVxiUU2WzPqWk4X5mPFsY7B7LSfrzAWvhnxAki6Zcr7q62uMnhsKR9R9fECSVFHuV3XlhGwuDfAMwjTgEaahKlXbhFXQXtg4ZVTPdOy6Vd9yqiBs10Pd0zeolRt268oZdcb92elKVt13u1fblFdDPiBJ7x4+oRPDmf9dnDO9jjCNguV6mP7+97+vvr4+fe9731NnZ6fuvfdenT59Wo2NjVq/fr38fr+OHDmiNWvW6NixY7r44ou1ceNGnXfeeTp58qTuvvtudXV1adKkSdqyZYtqa2t15swZ3XvvvXrrrbdUXl6ujRs36tJLL3U9xulNAAAgAElEQVT7rQCuyiRU2bVNJJ4OWFLi03AwrP1vd2th4xTtf7s7abW4vaNLj/30NYXC5zYXPvbT10bdO9kJhD19g2rdd2jMutxqY0hW3X9m3aKRx3hpo59XQz4AwBlXw/S+ffv0s5/9TAsWLJAkrVmzRhs2bNDs2bO1du1a7dixQytWrND69eu1YsUKLV68WE8++aS2bt2qNWvWaMuWLWpsbNTTTz+tlpYWPfTQQ9qyZYueffZZVVRUqK2tTfv379c//uM/aseOHW6+FcB1boUqqwp1T9+g9hw4nHK+8NMtb44E6ZhQOKqnW960HK9XXRlQ/0DQ0boSK+6J97pyRl3KsJ/qnonXvTgSLlcbMgEA2eFamP7jH/+ozZs367bbbtPbb7+tDz74QENDQ5o9e7YkadmyZXr88ce1fPly7d+/X08++eTI9Ztvvllr1qxRe3u7fvzjH0uSrrvuOj344IMKBoNqb2/XnXfeKUm68sordfz4cR05ckSf+MQn3Ho7gOsWNExV53vHRiZtlJT4NGPaRG1r69Sj2w9mFLJM+7HtgnH/QNCypSIdiT3VifeKr2hnYzNmriVrl3Er5DNyDwDc51qYvv/++7V69Wp9+OGHkqTu7m7V1taOfL22tlZHjx5VX1+fqqqq5Pf7R11PfI7f71dVVZWOHz9uea+PPvqIMI281t7RpT0HDo9sDIxEonr9d8dGvh4/IzrbFVsTVgHdqcSKu5N7ZboZM5dyMf6OkXsAMD5cOU78+eef10UXXaS5c+eOXItEIvL5zh1xHI1G5fP5Rv4ZL/HP8c8pKSkZ85zYdSCfOQ2UrfsOqadvUFGdC0jtHV1Jn2dXmU1Vsa3++PREq+tOg3hZoFTXzp2W9Phqp/dyshnTi0dlJ/vNQCG9JgAUI1cq062trerp6dGXvvQlnThxQgMDA/L5fOrp6Rl5TG9vr+rq6jRp0iT19/crHA6rtLRUPT09qqurkyTV1dWpt7dX9fX1CoVCOn36tCZOnKgLL7xQ3d3d+tM//dNR9wLymWmV2GnFNn4joST5S30pK7a3Lr1CW557TeG4MXqlJT7duvQK27F71ZUBlZf5x1TOb0/yOnbtGVaPi7FrYfBiX3Quxt8xcg8Axocr5dx//ud/1ssvv6ydO3fqW9/6lv76r/9aDz/8sMrKytTR0SFJ2rlzp+bNm6dAIKDGxka1trZKklpaWjRv3jxJ0vz589XS0iLpbEBvbGxUIBDQ/PnztXPn2YMiDhw4oLKyMlo8kLfaO7q0csNuWR+j4oyTgBSNJv+zlQUNU/X3X/ncqAp1ZfnZz+DNTTNVFigd9fiyQKluXXqFnlm3SC9u+pKeWbfIUbC1ulei+HaNWAtDuhX6XDH9zUC+vSYAFKNx7Y3YuHGjHn74YV1zzTUaGBhQc3OzJOmBBx7Qjh07dO211+rAgQP6+7//e0nSnXfeqd/85jdavHixtm/frvvvv1+S9NWvflVnzpzR4sWL9dBDD+mRRx4Zz7cBZE18KMxEqoC0ra1zVHVZksKRqONf+Z8JRkb+e/9AcKT3NlstFVbtGclaQ/KthcHug4ebvdy5eE0AKEauz5letmyZli1bJkmaMWOGXnjhhTGPmTx5sp599tkx1ydOnKgf/vCHY66XlZXp+9//fvYXC4yzdDfxzfrUn+jtQ39Me4NdJr/ytwuum597Tau/8rmR+c3SuSq7k82RVm0a8feSZNsakm8tDLHvwdMtb45MSJkQcLeWwcg9ABgfnIAI5JBd+PNJ+ocVcyyDkMm4s0xGxtmtMRKJjpoOkc70CKvHbnnuNT3d8qZODQRTvi8vj8BLxq7C71bA9WL/OAAUGsI0kEPJQmGyUw3TDUipRsYlC+jJNgfGb35MZ5a11WPDkehI1TbVGLdsjMAb7xnMprO+AQDeRphGQcqXwyrGay5ysl/5p6ooW60xXqxynaz1IvHn4aRHPFnQzLSFIRczmPOtNQWQpEumnK/6+pqM78P0WhQywjQKTj4dVjGefa12Fe1UFdPYczY/99rIgTLxYq0VdiG5qjJgfFJisqCZSQuDkypxtj+Q5WtrCorbu4dP6MRw5n9H50xnfC0KF2EaBSebv04fjwp3rvtanVRMY+tLVkW3q7JLMj4p0a2gmeo9u/GBzKunMwIAMsMvXlBwsvXr9HyaZRybonH9XTu1csPutNbodB7xgoapWtg4RSUlZ08fLSnxaWHjlJFwaXf64KmP+6CtxB5bXRmQv3T0yaduBs1U79mN0XtePZ0RAJAZKtMoONn6dXq+bBjLtIpq1xM9NBxSe0fXqLaHPQcOj7R6RCJR7TlwWDMv/pNRgdpqs6HVz6O2pmLMWL3x6nNPVSV2q78517+FAABkH2EaBSdbv07Plw1jmYZ+qxnI0tjRbaavc+WMOrXuOzTqmtXPIzFopjOzOl2petXpbwYAOEWYRsHJ1qa+XAcqp5XabIT+WFjuT2jJiA/LJq8Tq2Ynim8PsXue25tIk1WJ6W8GADhFmEZBysav03MZqNIJk9kK/XZTNmJh2eR17E543PXff1DbvkO2HxJS9SyPx6bQ8XgdAED+I0wDNnIZqNJpqUgW+p1Wt5NtWIyFZavXKS3xaWg4pOvv2ml5f7uAHuu7tvuQYFftjj1+PMYe0t8MAHCCMA0kkatAlU5LhV3ol+Q4eCabUhG7V+LrVFUGNDgcGnNqYed7x7T/7W7H86StPiTYVcFLSnx5sSkUAFA8CNOAB6XbUmEV+ldu2O0oeLZ3dCUNvvGPjX+dlRt2W/ZYJ242dCLxQ4JdtT3VKYwAAIw35kwDHtTcNHPkwJOYdPu1nVS3Y73ZdmqT9EOnc5JhKlYzra1mMtuthykbAIBcoTINeFA2+rWdVLftNghK1uE91oOdzSCd7HWs3num/eEAAGQTYRrwKKf92nYh0q5V4soZdSPzm6NJ7pt4Ol/ihBETZYFSLWycov1vd9uG3qde+M2oVhGrXu9M+sMBOHfJlPNVX1+T8X1K+D04ChhhGshjTkboxW8YPOOwp7m6MuBoXJ0Vu97m2rjgfHuS92O1vvhe70z6wwGk593DJ3RiOPM2qjnT67KwGsCbCNNAHks1Qi/2n3OhO2L8Wk42+cUCs2m7RbKpIsleP19OqwQAFB7CNOBxyXqBnYZIp1XlmFMJUzok+x7smFjvcnzlOLb2R7cfdBSsk4XfZJsMc31aJQCgeNHFBHhUe0eXVtzXqk3bD6rn4/7mWBtH7JAVu7CYeD3dCq3Vfa0mjMTEpm1Y9Vjbrd3p68a/frKvZTr9BAAAE4RpwINiQTRxjrM0+lhtpyEynQqtXQi1Gld314o5emnTl/TMukVpHwluxS6wXzt3WtKKtt0oPfqlAQBuS7vN48yZM+rt7dUnPvEJN9aDAuH1MWXZWJ+b7zFVW0as0ux0hJ7VZA/p7EbDv5r1iaTTNeKlcyKkSR9zJiMBOf4bAJALjsL0z3/+c/3qV7/S6tWrdf3116u/v1+rVq3S1772NbfXhzzkZMJELmVjfW6/x1RtGfGVZichMlVItZuukQnTPmZCMQAgnzgK0z/60Y/00EMPaffu3Zo9e7YefPBBNTc3E6ZhKdWEiVzLxvrcfo+pNvudPDWs6+/amfPKbXtHl55ueXOkHaW6MqBbl16RdM41fcwAgELiKExHo1FNnz5d//RP/6R58+apqqpK0Wiy4x5QzLw+piwb63P7Pdq1ZcTERtz19A1q0/aD2rT94Kg5zibSbVtp7+jSludeUzhy7v8L+geCeuynr0nKzimOAAB4naMwXVJSotbWVv3yl7/Ud77zHb366qvy+Xxurw15yutjyrKxPrffY3wQdXp0d6pWk8SwfOWMupFe6arKgAaHQwqFo47uFVtbfJCOCYWjSQ9YAQCgkDia5vGd73xHO3bs0OrVq1VbW6unnnpK69atc3ttyFNeH1OWjfWNx3tc0DBVz6xbpHQ+ttpNy7AaU9e679DIn/sHgiNBOtW9YkwOUQEAoNA4qkw3NjbqX/7lX3Ty5ElJ0nPPPefqopDfvP7r/WysbzzfY1VlwHJEnh2rSna6h7bEpDpExa5q7pXfQgAA4DZHYfrdd9/VqlWr1N/frxdeeEG33HKLnnjiCV166aVurw95yuu/3s/G+rz6HktKxtayTSvFqQ5RSeyZliR/qc8zv4UAkJlLppyv+voax4/3l5ZYzoqvKOfAZRQuR3+7N2zYoHvvvVc/+MEPdOGFF+rmm2/W/fffrx//+Mdurw8oeLFe5p6+QZWU+BSJREdtJrQ62juZiEUfc6rpIFZSta3EPkjYTfMAkP/ePXxCJ4ad/6ZpzvQ61U2qdHFFgPc4CtN//OMf9fnPf14/+MEPJEk33XSTduzY4erCgGKQOK86FoTjNwCaBOH2jq5RgTbVdBBJKi3xqbLcr1MDQcdtK16tzgMAMF4c/95leHh4ZIJHT0+PIpGIa4sCikWyXubhYFibth9UdWVA/lLfmA2CyWx5bvR4Oqse7/hpHl7ra7fj9ZM1AQDFx1GYXrFihb7+9a/r2LFj2rRpk/793/9d3/jGN9xeG1DQ2ju6HFWc+weCKi3xqTqNjYjhSHTMATJWVWQ3Tj50i9dP1gQAFCdHYfqGG27QtGnT1N7erlAopO9+97v6/Oc/7/bagIIVC4ZOhSNRlZf5tf27146qziarVRfaeDqvn6wJAChOjsL0kSNHNHnyZN10002SJJ/Pp76+PtXUON/hC+Ack1F1sXAcX2FeuWF30Yyn8/rJmgCA4uQoTN94443q7u5WVVWVfD6f+vv7VVpaqpqaGj322GOaM2eO2+sEPCMbfbsmAdAqHDc3zdRjP31tTD91aUnhjafz+smaAIDi5ChM/+Vf/qX+/M//XEuXLpUkvfLKK/qv//ovfeUrX9EDDzyg559/3tVFFjo2VeWPbPXt2gXD2Ei8xMkbdmPqimk8XTrfFwAAxoujMP3222/r4YcfHvnz1VdfrR/96Ef6zGc+o2AwvRm4GI1NVfklW327dqPqhoZDkqRVy2c5/oBVLOPpvH6yJgCgODkK06FQSL/97W/16U9/WpL029/+VpFIRMPDwwqFQq4usNCxqSq/ZKtv16qiLJ2d3PHE869r1fJZembdIvOFFqhi+eAAAMgfjsL03Xffra9+9au67LLLFI1G9f7772vjxo16/PHH9cUvftHtNRY0NlXll2z27S5omKptbZ1jxt3xYQoAgPzhKExfcMEFeuWVV3TgwAGVlpZqzpw5Ov/883XFFVeoqqrK7TUWNDZV5ZdM+3YT++PtJnHwYQoAgPzguDLd1tY2pgpNkM4cm6rySyZ9u1b98Xb4MAXACy6Zcr6mTP4TlQVKHT2+otzxwcpAwXD0t3769Ol66aWX1NDQoMrKypHrEydOdG1hxYJNVfnHtG/X6WxpPkwB8Ip3D5/QpZ+cprpJlakfDBQpR2F6z5492rVr16hrPp9PnZ2driyq2LCpqjgka92orangw9THGBUJAMgnjsL0m2++6fY6gIKXbLY0kzvOYlQkACDfOArTZ86c0auvvqrTp09LksLhsP7whz9o9erVri4OKCT0x6fGqEgAQL5xFKZXr16trq4u9fT06DOf+Yxef/11XXXVVW6vDSgo9MenxqhIAEC+KXHyoM7OTv3bv/2bFi5cqLVr1+onP/mJTpw44fbagIKzoGGqnlm3SP+wYo4k6dHtB7Vyw261d3TleGXeYDfFhOkmAACvchSm6+rq5Pf79clPflK//e1vddlll6m/v9/ttQEFKdYX3NM3qKjO9QUTqM+2wiSO4KIVBgDgZY7CdGVlpV566SXNmDFDbW1teueddzQwMOD22oCClKwvuNgtaJiqVctnqbamQj6d3Zy5avksWmEAAJ7lqGf6/vvv144dO7RmzRq98MILuvnmm9l8CBiiLzg5RkUCAPKJozD9yU9+Ut/+9rclSVu2bHF1QYBTXphHbLKGqsqA+geCY67TFwwAQP5xFKY7Ojr0xBNP6NixY4pGoyPXX3rppaTPe+yxx/TKK6/I5/Pphhtu0N/+7d9q7969evjhhzU8PKympqaRCndnZ6fuvfdenT59Wo2NjVq/fr38fr+OHDmiNWvW6NixY7r44ou1ceNGnXfeeTp58qTuvvtudXV1adKkSdqyZYtqa2sz+FbAi+zCqhfmEZusob2jSwNDoTHX/aU++oLT4IUPUgAASA7D9H333ae/+Zu/0cyZM+Xz+Rzd+Ne//rV+9atf6cUXX1QoFNK1116ruXPnau3atXr22Wd10UUX6Zvf/KZeffVVzZ8/X2vWrNGGDRs0e/ZsrV27Vjt27NCKFSu0fv16rVixQosXL9aTTz6prVu3as2aNdqyZYsaGxv19NNPq6WlRQ899BBV8wKTLKx6YR6xyRq2tXUqHImOuV5R5icMOuSFD1JAsbhkyvkKhSPqPu58n1RFuV/VlRNcXBXgLY7C9IQJE3TLLbekdeOrrrpK27Ztk9/v19GjRxUOh3Xy5ElNmzZNU6ee/RfekiVLtGvXLn3qU5/S0NCQZs+eLUlatmyZHn/8cS1fvlz79+/Xk08+OXL95ptv1po1a9Te3q4f//jHkqTrrrtODz74oILBoAKBQFrrhHclC6te6Ds2WYPd105ZtH3Amhc+SAHF4t3DJ3RiOL0WtDnT6wjTKCqOpnlccsklRkeKBwIBPf7441q8eLHmzp2r7u7uUa0YdXV1Onr06JjrtbW1Onr0qPr6+lRVVSW/3z/quqRRz/H7/aqqqtLx48fTXiO8K1lYHa95xO0dXVq5Ybeuv2vnmHnQJmtgjnLmvPBBCgCAmKRhesmSJVqyZIl+85vf6MYbb1RTU9PItSVLljh6gW9961vat2+fPvzwQ73//vuj2kSi0ah8Pp8ikYjl9dg/49m1mUSjUZWUOPpsgDyRLHiOxzziVPOgTdbAHOXM8YEEAOAlSds87rvvPknShx9+qB/+8Idav369fv/732vjxo168MEHk97497//vc6cOaOZM2eqoqJCixYt0q5du1Raei5I9PT0qK6uTvX19erp6Rm53tvbq7q6Ok2aNEn9/f0Kh8MqLS0debx0tqrd29ur+vp6hUIhnT59WhMnTjT+RsB7mptmjuqNlc4Fz2wczZ1qE1uqdgKTNXCkeOaS/b0AAGC8JQ3TV111lSTplltu0Y033qirrrpKs2bN0vDwsFpaWrR48WLb5x4+fFiPP/64fvKTn0iS9uzZo6985St65JFHdOjQIU2ZMkUvv/yyvvzlL2vy5MkqKytTR0eHGhoatHPnTs2bN0+BQECNjY1qbW3VkiVL1NLSonnz5kmS5s+fr5aWFt12221qbW1VY2Mj/dIFJlXwzGQesZNNbE7aCazWkCqkj8cc5UKedsEHEgCAlzjagNjX16fm5mZJUllZmW655Ra1tLQkfc78+fP1xhtvaOnSpSotLdWiRYu0ePFiTZo0SXfccYeGh4c1f/58XXPNNZKkjRs3at26dTp16pQ++9nPjrzeAw88oHvuuUdPPfWULrroIj366KOSpDvvvFP33HOPFi9erOrqam3cuNH4mwDvSjd4Og2RdlXnp1veHHn8BTUV6rEI1MnaCbwwacILa3AbB7sAALzCUZgOh8M6evSoLrzwQkln2zDi503bueOOO3THHXeMujZ37ly9+OKLYx47Y8YMvfDCC2OuT548Wc8+++yY6xMnTtQPf/hDJ8tHkUgnRNpVnfsHgmrv6NKChqm27QRXzqjTyg27LQO7FyZNeGENAAAUC0dh+pZbbtHSpUv1V3/1V/L5fNq7d+/IiYiAV6QTIu2qzrH72PVEXzmjTnsOHLYN7F6YNOGFNQAAUCwchekbbrhBl19+uX71q1+ptLRUX//61/XpT3/a7bUBaUknRDY3zdSm7QdTPj6xnWDlht1JA7tJa0i2eWENJgqhz7sQ3gMAID2OwrR0tg1jxowZbq4FyEg6IXJBw1Q93fKm+i0OS4k93ioYpQrsXpg04YU1pOupF36j1n2HRv6cj33exdCrDgAYi8HMKBhOZzjHDmKxCtKxx9vNmK6qtJ4YEwvgCxqmatXyWaqtqZBPUm1NhVYtnzWuYcoLa0hHe0fXqCAdE6v454tkbUYAgMLluDINeJ2TkWmJ1cN4tXGPt2vnmBAoUVmgNGnV1wuTJrywBjuJFf+h4ZDtY/Opz5tedQAoToRpFJRUc599JT5FImMn0dTWVOiZdYtG/mwXgE4NBPUPK+bQF2vIqhUiGa/3ecfL1151IJlLppyv+vqatJ7DYcQoNoRpFLTE8Ba1CNLS2PCcLBh5uerrBck24Vm1QiTj5T7vRPnYqw6k8u7hEzoxnN4HwjnT61xaDeBNhGkUNKfhLbF66GYwKuSJD6k24aXT8nDt3Gl59X3hZEYAKE6EaWTMy+HQSXizCsluBaNsTHyw+n67sVYTqWZ921X8qysDKi/z53z9meK3FgBQfAjTyMh4jQMzDex24a2kxKdoJJr0XibBKNU6Mz2d0Or7/dhPX1M0KoU/bmHJ5Ug209GBty69ghAKAMhLhGlkJNU4sFSTNZwE5EwCu114c2NUnJN1Zjrxwer7HQqP7QPP1fHhqTbh0QoBACg0hGlkxC4ExoKkXbBMJyBnUs0dz/DmZJ2ZTnxIp+c4FyPZnPSa0woBACgkhGlkJFkbRbJgmU5AzrSaO17hzck6M93YaPf9tnvseKPyDAAoNoRpZMQuHNpN0IgFy3QCcr7M73WyzkzDZnPTTG3afjDl43I5ki2TDy9e3swKAIAVwjQyYhcOt7V1Jg2W6QTkfJnf63SdmYTNBQ1T9XTLm5ZHoTvZVJlLqYLyeG1mBQAgmwjTyJhdOEwWLK2Cp3Q2QK24r1XS2dMGY6Fr1fJZWatYJoa6K2fUaf/b3Rnfe7xaHG5desW4barMFidBOdNJJwAA5AJhGq5IFSzjv55YoY6vusZC16rls0Yd952uWIBOfK2evkG17js05vXi15iO8ejPNgntuW6fcBKUM+2NBwAgFwjTcE2qYBn7+soNu5Nuqsu0OplYFU0lH6qh6YR2L7RPOAnK+dIbDwBAPMI0ciK+Ujp2SvJYmVQnnR4pHq+nb1ArN+z2ZO9xurzQPuEkKOdLbzxQTC6Zcr7q62vSek4oHFH38YGkj6ko96u6ckImSwM8gzCNcZdupViyr046aV8wDeKFsgHOC+0TTudPS4zVA7zk3cMndGI4+78dmjO9jjCNgkGYxrhLt1IcH7riw3NVZUCDw6GREwDtwm86s5kTuVHBdbN/2ereXmifcBqUOdAFAJBvCNMYd8kqoj5JVZUBSaOneVidmmg1Hs4q/NpNDpGk2rhpHnaBO5sVXDf7l+3uvbBxivYcOJzz9gmCMgCgEBGm4brEamlVZcAyCNfWVCSd2OG0op0Yfp1URW+XbDdCZrOC62b/st2997/dndXRggAA4BzCNLLGqsVA0phqaWmJT/5S30h7hnSuUpqsBcJphdgq/Dqpijrp6820RcPN/uVk9y70qnCuR/8BAIoXYRpZYddiMCFQMqZaGo5EVV0ZUHmZP2Xwjm+BcNL7nEn7QqoKdqYtGu0dXfJ9fEphomxUv73QG50LXhj9BwAoXoRpZIVdi4FdW8apgaC2f/faUddWbtidtAWiuWmmtjz3msIWYTRmYeOUjAJUrIL71Au/Ueu+Q9q0/aA2bT+o8gmlCvjHfjBw2qIRC3wRi7Vnq3+5WEfLeWH0HwCgeBGmkRXptilYVUudtED4fMnvu//tbt2e1kpGOxt6f6PhYGTU9aEzYQ2dsf5g4OS9J+v3jgU/KbNKarGOlvPC6D8AQPEiTCMr7FoMqisDOhOMOKqWpmpT2NbWOarP2krssBWTMHmuXSCS+sEW60smVbDLVmtCofdGW/F6ewv93ABQ2AjTyAq7FoNbl14hKXkfcvzc6NIS36g2jvjg7bTSGAtW6QZUk5MSnbZROOn3jq9QE76c83J7C/3cAFD4CNPIilQtBlbBIdXc6OrKwEgYX7lht6NjxxOl0zvrJKxbbZx0cu9ks67jxcIW4cs5L7e30M8NAIWPMI2sSbfFIFUl+Ewwos73jo05cMRKbZLKbzoj9ZJVj0tKfLp16RVGISgx8PlKfJabEUtKfIQvA15tb6GfGwAKH2EaOZMqUAwHw9r133+wDJ3S2QAdX4FccV+r5WEwsRMVU0lWPQ74S1Q+oVSPbj+obW2dRpXP+MCXWJWXzrYm2H1oyGX4oufXnNf7uYFULplyvurra7JyL39picoCpZKkinLiBwoHf5uRM076iO2CtE9KelpivP6BoFZu2J0yBNq1C0hn51/Hgno2Wi/sXmtbW6enwhc9v5nxcj834MS7h0/oxHB2/v9nzvQ61U2qzMq9AC8hTMMVTqqZTvqIfT4papGnfSU+tXd0jar0WlWlY5yGQKt2gVTzr03ZtSZ4KXzR85sZL/dzAwCygzCNrHNazYwPGrYV6qjGHD0una1Yx+4padR/t2MSAts7ujLuxU5HYviKtahk0l5ix8kHHnp+M+fVfm4AQHYQppF16VQz44OGVc9zVFJFmV+nh0JjWj7iR8k5HWmXTgiMfSiw41brRex74maLhdN70/MLAEByJbleAAqPaTXzlE2bxqmBoKI2vdO9fYNpBeR0QmCyaSPj0XqR7EPJeN27uWnmyIahGHp+AQA4hzCNrLMLrKmCbLLnmXwtUbohMFlIX7V8luu/unezxcLpvRc0TNWq5bNUW1Mhn85OUBmP9w4AQL6gzaPA5WKsmekEgytn1Kl136FR1+Kfl+yeVl9b2DhF+9/uHvPe7b4niderKgOWmxprayqy0maR6ufiZotFOvem5xcAAHuE6QKWq7FmJpvo2ju6tOfA4TH3Wtg4ZdRjkwVQq6/dnnA/u+9J4uEwPX2D8pf6xhxvHvuak1F7dpz+XNwcqyNMCRQAACAASURBVMbINgAAsoMwXcByOdYsnU107R1d2vzca5Yzpfe/3T0SiJNVSJ1WT+2+J1aHw4TC0ZHjwxOruJl8MLFbw9Mtb9pOO8n2bxYY2QYAQHYQpgtYLsaaJbYvDA2Hkgb6WNi2O5wlVgW2C3zptrHYvXe71z81ENT2716rlRt2jwnUph9M7NbQPxAcNTtbcrfFgvYNAAAyR5guYOM91syqCm0nFiiTTcyIid0nvhosSU+3vDmqp9lJtdjJqYuJj49fbyKTDybJ1sBhKPY41hwA4EVM88gj7R1dWrlht66/a6dWbtit9o6upI8f77FmToJxTFVlwLLam8pwMKxN2w/qsZ++Zrk5MNXoOKvviZ3475XphBK7NdjhMBRrsQ9qPX2DiurcB6dU/xsAAMBtVKbzhMlmwvHui3UaBEtLfBocDiU9/rukxGfbeiFpzImITtcRe+92PdolJT5FI9Ex36vmppna8txrozYjlpb4jD6YLGiYOqaqHsNhKNY41hzIjUumnK/6+pqs3CsUjqj7+ICjx1aU+1VdOSErrwu4jTCdJ0zDxHj2xdq1L8Q28cX3UScL0v5SnyrK/Ekfk2oddmKtAnZBPRqJ6sVNX7L8ms+X/M+pxLcpVFUGLCeFXDmjLr2bFgmONQdy493DJ3RiePw/5M+ZXkeYRt4gTOcJN8NEtnpRrcatxX8tds/r79ppe4/qyoAGhpKH7WSStbEkVvet2AXxbW2dY6rhoXBUm597TVLqiR6Jr90/EFRJydg0vufAYc28+E+otibgWHMAgFfRM50nstmzGy+bvaix0/KqP54rHdM/EBx1T7s119ZUqLzMP6Za61R1ZSDp6XyperqtgnisT92utzsSiTr6flm9tlV1PFvHhRcajjUHAHgVlek84dYhG9nuRV3QMFXb2jrHVJbj75nsvTy6/aCj1ykt8amy3K9TA0HH1fRkVfxam7F7qSrZsfe2+bnX9Oj2g7ZrSec3COPRupDYciIpre/leGMuNgDAqwjTecKtMOFG+0iqeyZ7L9vaOlNO+LAKvk7YtQrU1lTomXWLxlxPZzpJrMpstzE0nZF8brcuWLWcxIzXKZnpytVYPMbxAQBSIUznETc2E7rRi+rknnbvJVnfdVmgNGkbRyrpVvdNP1BYVfaTva9449G6kOpDgtemZDg9RTPboddkgg4AoPjQM13k3OhFzeSesb7r2o+Dd2yTXm1NhW2Qdjp/O/7evhT3lDL7QJEYxBc0TNXCxilJn5NqPdni5EOCl6ZkJGtFktybQZ3qdQEAkFyuTD/xxBNqa2uTJM2fP1/f/va3tXfvXj388MMaHh5WU1OTVq9eLUnq7OzUvffeq9OnT6uxsVHr16+X3+/XkSNHtGbNGh07dkwXX3yxNm7cqPPOO08nT57U3Xffra6uLk2aNElbtmxRbW2tm2+nIKXTPuK0+pdpS0o6FXin1cPEtf/Dijm2rxF7rJO2DLt52IlBvL2jS3sOHLa9j12riRuctJx4aUpGqrYht2ZQM44PAOCEa5XpvXv36pe//KV+9rOfqaWlRf/zP/+jl19+WWvXrtXWrVvV2tqqt956S6+++qokac2aNbr//vv1yiuvKBqNaseOHZKk9evXa8WKFdq1a5cuv/xybd26VZK0ZcsWNTY2qq2tTcuXL9dDDz3k1lspeAsapuqZdYv04qYv6Zl1i2yDdDrVP6t7pnuCoxNOqofprD3+salcO3eaVn/lc46q8KlaK8YzoKU6BdJrUzJSTbJxK/S6NUEHAFBYXAvTtbW1uueeezRhwgQFAgFdeumlev/99zVt2jRNnTpVfr9fS5Ys0a5du/TBBx9oaGhIs2fPliQtW7ZMu3btUjAY1P79+3X11VePui5J7e3tWrJkiSTpuuuu0y9+8QsFg2aziQtdNkJspr/ydutX8U6CVDprT2fT4f63ux23jqQKduMZ0BLXXF0ZUHVlwFHrSy6kahtyK/Qyjg8A4IRrbR6XXXbZyH9///331dbWpptvvnlUK0ZdXZ2OHj2q7u7uUddra2t19OhR9fX1qaqqSn6/f9R1SaOe4/f7VVVVpePHj+vCCy906y3lpWxtosq0+ufWr+KdbHZMZ+0mI+zi21JiLSKJY/JStVaMd0BL1UrjpSkWqdqG3BobyTg+AIATrk/z+L//+z9985vf1Le//W2Vlpbq/fffH/laNBqVz+dTJBKRL+5s5tj12D/jJf45/jklJeynTGQXYp2e3BdjFwZ9JT5df9fOlEHDNIynCnVOglQ6E0vSGWGX+N4l2X5waW6aqU1JZmjnMqAlfo+vnFGnPQcOe2qKRbLwn43Qa/f3zI0JOgCAwuJqmO7o6NC3vvUtrV27VosXL9avf/1r9fT0jHy9p6dHdXV1qq+vH3W9t7dXdXV1mjRpkvr7+xUOh1VaWjryeOlsVbu3t1f19fUKhUI6ffq0Jk6c6ObbyUt2YTV2cp/kLCDZjXZLNV85Jp1Aa7cB0Oo1nASpK2fUqXXfoTGvc+WMOsfv00rie58QKLGtvj+zbpGebnnT8pj0xBMjx5PVby6svldeG5eXKJPQywg8wN4lU85XfX3NuL9uKBxR9/GBUdcqyv2qrpww7msBUnEtTH/44Yf6u7/7O23evFlz586VJM2aNUvvvfeeDh06pClTpujll1/Wl7/8ZU2ePFllZWXq6OhQQ0ODdu7cqXnz5ikQCKixsVGtra1asmSJWlpaNG/ePElnp4O0tLTotttuU2trqxobGxUI5C6UeFWySms6ASkxtPosplgku5/TX8WnOnXQ6jUSg1SsRzwWroeGQ5b32v92t25P8j6dVqhj67Jbc+wDza1Lr9CW514bc1z64HBI7R1dOQlu6fSIZ7Khz6r6vf/tbk+0T7jVggQUgncPn9CJYW9sup0zvY4wDU9yLUz/v//f3rsHWVWd6f/PPpe+nNARxO6gNqE0pqTLIY0NjGFqFAw1yF3GwQnBSjthqjDUeInpn44mZKwxJGESQEnpYEjFmcGEAcNMQC1gqC+ZnklFvgYaJPidJpNExCYYu4EOdnO6T5/L/v0B67jPPmvtvfY++9zo5/OPcvr03mvtS+9nvft53/cHP0AikcC6deuyny1fvhzr1q3DQw89hEQigVmzZmHevHkAgPXr12PNmjUYHBzELbfcgvb2dgDAU089hSeeeAKbN2/Gtddei40bNwIAHnnkETzxxBNYuHAhGhoasH79+mJNpWwE4Vt1i7R6EUhW0bqkY7en7em+itcRd2IfsuMD5Fst/GynfX4Lntl+VFr2zisi+j572kRpdDqVNssm3Lycf78JfW7R72JHgt3uI5bAI4QQUghFE9Nr1qzBmjVrpD975ZVX8j6bPHkydu7cmff59ddfj5deeinv87Fjx+KFF14ofKAVSlCvnsV3VcLQr0Dy0zlR51W8joC5Zly98vjIrBZet7Npx1GYJjwL6YZYFCPJjGP0fVBi8wAuzTvopD+d7el6xL0k9Nn3O5xIuZ6TYkWCde6jYnQBJYQQMnpgxl6FEnT3tY/U5a+bCql4UGjZMFW5PjcBI/ahOj4yT7LX7aTSZp4VQ2d7q5ZOcS2Tp5rfmFg00NKBuqUIVedxwcxJ2p0i3fare06KEQnWuY9YAo8QQkghFL2aB/FHUK+eVR7khlgUq5ZO8R0JlNk2ZkxukpaFcxuTveqFypbSaNnmRofKGDIaYlHU1UbyorRet2PHAPLm6nRMVcmQI8k0EslMzmeFRGt1fcBO9hu7n9zvfnUpRiRY5z5iCTxCCCGFQDFdoQT16lklbupqIwWLBXt9ZV1bipPQEy21/doTVFYL1cLBSyk8GUbIQF//EJ7ZfhTdJ89h9bKpjt8/dKJX+rldSAv8Rmu9LMaCLP/md7zFigTr3kcsgUcIIcQvtHlUKEG9ei5VcpUXW0oQY1IdHx2rhdt2vCB81ZmMiT0HT2HzzjcBqG0sXoW732jtGEW5vWL7gFXbb4hFc86JXxuJV2jhIIQQUmwYma5Qgnr1XKrkKi8C2WlMuhFut+Oje5zE91Q1oIFLQvDicEorIXHfG++i5Ybx0jl0nzyn/D2d5EVdOrt6EB/OLwcYCRtFF5GqEoiyNwN+bCReoYWDEEJIsaGYrmCCePVcrFbLdryIdqcxOXVstHux3epL64qm2dMmYuvebqmYbhxXjxfXzFU2krGTyZjKOex7413l761aOgWAP9Enq54hS6CsD8Da40YlitdSWTgqqQU7IYSQ0kExfYVTKnHjRbTbxyQsCRu3HYEq9uvWabHQUoJukXUhyFau3e8qqFU/d4pse42oC2TzVqEqyxc0o9F/zC6KhBAyeqGYHgWUQtz4Fe0moF06TSCrSlFoFzu3yLpuZNqJkKRrJHAp+u0XL9UzWDe5eLCLIiGEjF4opklg6Nou3FqG62CPJBea1OgUWQ9ivLXRMOZMb8aBw6cDtdzozo9Jd8WFXRTJlcqNzVdhwoRxJdlXJBxyTAivl/RLIKQS4JV5hVJu/6bTa+9CahEL7FHWQhMtZYmINdFLxW6CGO+c6c1YvWwqWm4YH+h5cSoRKKurTYoDuyiSK5W3T1/AhURpruO2m5vQdHWsJPsiJEgopq9AKsG/6fTau9BonSzK6jXR0rrYEJ5tu91kIJ7UjkirLByCQyd6sRrBW268VM/QodyLsGqlVIm+hBBCKg+K6SuQSvBvOr32dmuUUhsNoyYaknqpQyFDWpPYi2fbvthw8mwnkmkYBmC6VMXLZEzURsNK4V2s1/1BJphWwiKsWqnEKiaEEEJKA8V0FaOKIlaCf9PptbdOy3AA0kifU3MP3aivV9uGm5AGPhT5z2w/Ko1Qe3nd7zU6HFS0uxIWYdXMaKxiQgghhGK6anGKIhbDv+lV4Dm99vYSxRMVNEIhI6ejYiGipRiLikzGzI6pkNf9svO6acdRbNl1HIPxZFEjnpWwCCOEEEKqDYrpKsUpiqiK/Pb1D2Hl2v2exZif1/86HQrdxiATp7rWAyfx72Yz8YMob+f1db+s4Yr9vKXSZtaKUkzrBZPoCCGEEO9QTFcpTlFEq6CziyM/Yszv6/8gXnv72beb+HeymVipjYaQSGZcx2iPPOvO20vDFSvFsl4wiY4QQgjxDsV0leIWRXTq2OdVjKmEu5P4C6oqhB/rgZsAl3VgTKYyGB6x/45cSIdDBmJ1kYJtF4WU3LPPP4jjPRqS6FithBBCSNBQTFcpulHEIHywTraIzq6ePDESZFUIP9YDnTnbo8cr1+7H8Ij7MQmFDHxp+a2BCLBCvMjW+Qd5vK/kJDpWKyGEEFIMQuUeAPHH7GkT8eC9rVmvrjVBr7OrJ/s9lej04oN1es0vEgLtn6kiw06IjolLOnZj5dr96OzqQfv8lryOWG7WAz9z1hW2piXRUAfZnNzG0xCLonFcPYzL/x8OGTk/t8/f7/EebfA4EUIIKQYU01WM8P/WRsPZcmwi2iZEmx8xKtuPCpkI9RMNF1HDvv4hmMiNGopFg4FLiX5O5fEAf3PWXVx4LXEnm5PbuVm1dApeXDMXr2y4G9u+vgBfWn6r4/y9Hm8ngX8lU+xqJaP1uBJCyGiHNo8qx6s/2K9PtNGD3cKPNcNpHi+umZszXiFaVPPxM2edpESvi5Cgzo2b9cLL8R7NVodiVisZzceVEEJGOxTTVY4ff7Af2ue3YNOOo0ilP2xIEgkbUnHppyqEbtRQV7R4nbNM2M6Y3IRDJ3p9L0JKeW50j/eV2phFJ7GwmNVKrtTjSsiNzVdhwoRxJdlXKp1B7/l4YNurr4ugIVYT2PYIUUExXeWUsjawvROgqjOgn8iw7jyKKVpkwnZ1Adsr1bnxcrzdBH41VrvwssAC1MepkLmz4Q25Unn79AVcSFRnrfm2m5sopklJoJiuIPw8zEtVG3jr3m6kbW2y0xlTKWK9RlwLrU4iGtJUkgj0c278Cjrd4+0k8KvVquBlgWU9TuJYb9x2BGNiUQwlUtk3L17nzoY3hBAyemECYoXglqymwlrVQzdBzw/FjrzpzsNJnHg9dsXG67nxew14wSk5s1qrXQSR8DoQT+ZYmABvcw8i0ZcQQkh1wsh0hVCIfcFrFNhP9NMtohmENUBnHrrdCyvFr+rl3ARtYVGdl+6T57DvjXeRyZgIhQzMmd6M2dMmYuO2I9LtVLpVIaiEVxm6cx8NDW8IIYTIoZguIU6is1SeSz+v8ju7ejCcSOV9XhsNY8bkJsftdXb1YMuu4xiIJwFcqpu8aukU3yJDJlpUDWWsx67YXuAgth/kNaA6z90nz+HA4dPZUoqZjIkDh0+j5YbxgVgVyuG5Vi2wZkxuUo5Rt3W7l7lfyQ1vCCGEqKGYLhFuIrZUnkuv0c/Orh5s/NcjecmGQhS7WQOe3X40x2s9EE9i046jAPz5cO1ibcbkJuw5eEr6XRE1t4p54NKx37DtCDZsO4LGAARfUF7jIK8B1XmRHStxvgr13+sch2KIbRFtt89NLBKs29+8803l9WKHNg1CCCE60DNdItxEZ6k8l16jn8/9+E1p1Y6RZBqzp0103J4saREAUmnTlw9X5il2EkYiam4V0naC8CUH5TUO8hrQjbwKzvYPFey/dzsOxfCEi5rjqkXCll3Hc76rK6QBZO0vhBBCiBOMTJcINxFbKs+l1+hnIplx/Nxpe072BD/WBV2fq+DQiV6t78si87KItsqiEpQ9w8s1YI3wjolFAQCD8STGxKIY8XCMBEbIQGdXT0FWBbfjoPNWxEvk2h4JlzEQT2bn5XVxc+hEb0GlEQkhhIwOKKZLhI6ILYXnMuhSek7b27q3Wxkh9WNd8CJOG13EvNO2O7t68hrUAB9aVLpPnstp5jImFpVGv/3MUecasItI676dovBOZDKmtjVFJXjdrnG3soYzJjfhwOHTOTaRDduOoPvkOaxeNjXv93QXV0Kse13clNJzTwghpHqhzaNEVErpLC+v8t1evy/u2I2te7sxZ3qzdHvt81sQDhl5v6fqnOiGrjgVx9WLmLV+d+ve7jwhLUilTew5eCrHqhAfTiESzp1nMc+t1wi9LjrWFCerhts1LiLoMoRlRzavPQdPSa9FXXEsvud1cSO+X4qShYQQQqoXRqZLRCWVzlJFP+3RN1kFDzt9/UM4cPi0VJCLfwdVzUOWbFgbDWPO9GZl22+dMnp24es1gpnOmGiIRVFXG9E+t34ineJ3vPqhveC2bSerxotr5ma/Y59XZ1cP4sPu15PTfmU1x3WOhRDFqqofVzfU4OJwWvm2hq3CCSGEOEExXUIquXSWrBKDLk7CIqg5d3b14MDh03mfz5nejNXLpkq9raoFjOwz6xh1RZqVwXgS276+QHsu9mMtszPYfdHx4ZQ0oTNohMdYho73X/a7qmRUXWT71ak5bhXFs6dNxP/5xSkc+825nO+cHxhB603jceZcPJCylbSEEELI6IJiuoIp5UO5UOuA12iuam6qz1Xjc0sSU4k7p+PYPr9FWg7QCSNkYEnHbq3zpJrLnoOnsqXcnHzRxWbDtiPYurcbMyY35UT8Z0xughEyYEpEsZuFotB66bLtyxZL9jHbz8Xxt89Lt3/87fPY/Z0lyn3rJu1Wa0t2QlTc2HwVJkwYV+5h+CKVzqD3fLzcwyga9XURNMRqyj0MAorpiqXUD+ViiB0Vsrlt2nEUz/34zZzqIdY5OyWv6YpYL4RDhtI3LUM0QXE7T24NQ0SEv1i+aF3sZQedyhDq+MN1ov210TAmTxqbFzkW21cttOzHucXyva17u3MSRlVnNGNZIMhqmVsTI53mXEpLCCPgpBS8ffoCLiSC7XdAgqHt5iaK6QqBCYglRtTFXdKxGyvX7lcmMQVVu1iXQprDeE22k80tlTalZfjEnJ3GJ5LCNmw7gs0731R+z8ux9yKkVWOW7V8IbRVi0aC7uGmIRRGSJHk60RhgI6BQyNCqRe12fYRCBhLJNM6ci2PBzEl5Ca0AtJIAVbXI+xyEtNi/6vcPHD6tTLK1U+pOpkyKJISQ8sPIdAnxEm0u1UNZoOM/DV1+xW+ta+wnIuZ1Dn39Q2iIRREJu0eL9xw8hT0HT+V1NlT5lGVdEIM4xrJtbNl13DXaPCYWxcq1+x2Fn5XBoaQnO0rjuHq8uGYuVq7dH0gio5kxtWpEz542ERu2HVFuxxrZF+JVRJO37u3GcCLluLi01wT3ypQbrwagXsQeOtGbTbB0olI7mRJCCCkeFNMlxMsDsFQPZYHVf6oSWZmMiVc33F3wvvwk+A3EkzBwKRI7GE+6ik37QsXJNqHb2t0L9vPU2dXjKvbCIQNDiZTye5GwgXDIyIngexHSwIciX2fxpIO9fJxqodjZ1YNQyMixU6iwtz13OhfCIlTImwQAOHPukq9SdxGrWjgEXcddtZ9SL7adxkIIIaMd2jxKiJcHYDnqUs+eNhEvrpnraAMI4jWybG46mLjUxvyVDXdrWRWskUs3kWH97ozJTZ7HZkV2ntzsOY3j6hGriyhFYeO4ejzy2Vvx0TG1WmNQWT+uGVefFUWJZDr7vQaHGtAqdMrHPbP9KDbvfBPP/fiYlpD2Ssijt12FWy1q6+dOFotCW7JbcdqPzjiDhLYSQghRQzFdQrw8AIN8KHvFSbAH4dm2z60hFpU2d5GRSGayDUJ08NKwo69/CIs7dksT7VpvGi8VnOGQgQUzJ+X8LJFMY8uu4zlCw0nMd6xow4tr5mJQEZE2ALy4Zq52F7/aaBjzbvt43oIlEjbwwWACG7YdyUZ7MxkTtdEwbm+9DmGNvwaq61E1rkzGVDZjCYKgBLq1FrXbItYtn0EsSl/ZcHf2vPnBaT+lXmyXOoeDEEKqCdo8SojXV8BB1mj28nrWyd/qpcWym4fW/l0nT60V0SBEVjPYjvB3F2prePvMB1i1dEqepcC4vAawNyQZiCex8V8vzcfJOtIQi2aPg+o7JoCVa/dnuzq6WVCEyG25YXxenWpVkqeqUod9rCrfcBDWmGLQaCuXJ6vXba9FDTjXIS+VxcJpP6VuAlUOWwkhhFQLFNMlpBxdEP2W2Gt0EXb2cmHW7QL5CWEi4W/LruPSDojC16wjyPr6h3D3Y694ikrOnjYR3SfPaYlGGQPxpLTKRyptYt8b70rHYprILhBUYv7G6z6aTQY0HILz4vjOmd6cV6bNjjjOt7del/3s4nCq4ChufDglbejS2dWj1S2zlIRDBr60/NbsWEUt8s6uHteOnG6L2FLlM7jtp5RNoEqdw0EIIdUExXSJKXUXRL9Z/06RXFXNYWFvGElmlGJvIJ7MEd1u9XxV6ApDYZ3o7OrBvjfe1fodFU6JmU489+NjePDeVsyZ3px33KyRdbdkQlFV4sF7W12rVwzEkzn7kjVa8Uo6Y2LLruO+z5lXdBMWgUui2K1lvX1hCQAjkki9G0EnGZZ7P9U2FkIIqTQopiuYILLn/b6e1anuIUOnPJlMdFtLov3s2JnAOv6JhLtCE+B0yvKpCNJbKl7xW7tFltJeMRBPZs+NUyMXO4bhrfKIKFeoY80R5f7cCKqcnPiudUFTEw0+/cT+JktYljZe7lBZ6moaNdFQ9vipFiyEEDIaoZiuUILqgFjI61kh2pZ07Naue6yLTCwnkmn87NgZZbRQZT1RISJnQXQTLLRiRFDe0mp8rR4yAC/rGHHeZGJS5neeMbkJK9fud20pHrTv13qdWt+46N6fOotl68LJy9+DIMvYBRXRd9sHy+4RQqoVVvOoUILKng8i619XwNVGw75KrFkZiCelwldEH710+xPHy0/ktjbgSOM14+oLFsLW82YtVVbpeH0hIM6b8GeLyhjbvr4AX1p+a05FEeEhV3U8LFY5uULvT6+l5rzsL+gydsWu5MGye4SQaoeR6QolqCiabtKjU2RI5Ze0dqkTvwMgkGYgdsS85932cU9JhH7EZihkoCYalla+8INVBD+7/WhOZFUXe5fGIKLtdsIhw9fYioEq8mrPOVi5dr/rcbCWk3Pz/cruAyD//lHdh339Q1jxtT0APuwQKouUe7WcePl7EHR3xGJX8mA3x8rmxuarMGHCuHIPg0hIpTPoPR8vaBv1dRE0xGoCGtHohWK6Qgkye94t6dHtFbKTIF+t2Kb1u7qCtjYaRk00JLWAGCEDSzp245px9Wi9aTx++dtznrv/6ZLJmIF5tu0i2ClxUCTcif/af9dKUEJGtIgX51S3PKHAvqgK8pTYBZVM6OoeB51ycrL74NntR2EYH9p8xL0xxpLwaMdexcbezdFpsamaj5e/B0GL32JX8mDZvcrm7dMXcCFRffYyokfbzU0U0wFAMV2hlDJ7XhUZsldu0PUxyqKHOoJ6zvRmtNwwXio2RPJgX/8QPhgcwZh6tZipFGRi2Kkxy+7vLMkRjMOJFLbsOo6N247kHf+g6jqbGRNfXtGGLbuOawtpuwC3Lqp0z7Uuff1D0m3qiForOuXkZPeBLFKfSKZREw2hNhr29XZAdJ6UJcSqBKqXvwdBi99i/y1i2T1CSLVDz3SFUsoOiKoI0EA8qfQxdnb1YOXa/VjSsRsr1+539Dfqtg8/dKI3b94yj3Qima54IQ3IvZ9Ovl27d1RUzhDHf8O2I1jxtT3ZDpB+WrLbqYmGsGHbEe3jGQ4Z+Eideg0e1LisqMS5EHdu+3MTfpt3vom7H3vF0yJgMJ7MXqd+EJ0ndcfp5e9B0N0Ri/23qNTdHAkhJGgM0yzWy/LK5PTp05gzZw4OHDiA5ubmcg+nIvASTVSVLKuNhh0fsNaIq9MFZwA5Ec9iVBIpB+K4AfmecnHsvCZL1tWEYZqm0tttAHhlw91Y3LG7oLELGmJRDCVSOZVNZOfdeq4Nl1rRtdEQaqJh34sjA8CXV7Tl1b4+dKIXff1DrpaZzTvf9NXIpyEWxbavLwDgLxovxlOsChbVVh2j2sY7GhDPyr/7zr9gfOOEcg+Hds3yNgAAIABJREFUFIm2m5vQdHWs3MOoeiimibT0lQohdmXiQVXv1/6gHE6kXMWTm8BsiEXzmsOI3wG818cuBdbxWb3TdTVhRCNyr7gbkbCBcMiQCmphxwjiBu+4LFi9nHcAjouhjhVtWcG04mt7fM3fvm+n2tsy4b/k/9vty3tvFdNe7h/VOAipNCimRwcU08FQdJvH4OAgFi1ahNOnTwMAXn/9dSxevBhz587FM888k/1ed3c37rnnHtx111346le/ilTqUnviM2fO4L777sO8efOwevVqXLx4EQDwwQcfYNWqVZg/fz7uu+8+9PX1FXsqVyyy17h1NfJX59eMq/eUMNTZ1YNNO47m2EV0G7uICgyyV8Crlk6RvnoGPkww80uh5f1UWMuJWev0Do/4t62k0urIdCYgIQ04L06cjrXK1hIKGdi47YirRcgJWSUOp3KBsnJuTkLaycJh9b7b75+GWBQNsWj2ulwwc1JJ7FqEEELKQ1Ej08eOHcOaNWtw8uRJ7Nu3D9dccw3mzZuHl156Cddeey0eeOABtLe3Y9asWVi0aBHWrl2LqVOn4itf+Qr+6I/+CCtWrMADDzyAJUuWYOHChXj++ecRj8fx2GOP4emnn8aECROwatUq7Nq1C52dnXj22Wddx1RNkelyvfrs7OpRlnBbMHNS9hW6HVmE0m/EUdCxog2Ae2k/Me5NO44W3GDFqapIoThF9gPbh8dug4XiFJnWidr6SeQTCx5Rfk5YJtyOq7C+CJwsMK9uuNvRwuFUbYWQaoeR6dEBI9PBUNTI9Msvv4ynnnoKTU1NAIBf/vKXmDRpEiZOnIhIJILFixdj3759+N3vfofh4WFMnToVAHDPPfdg3759SCaTOHToEO66666czwGgs7MTixcvBgAsWrQI//3f/41ksvKT0nQpZyODrXu7lfWGDxw+jRmTm7QThnQEqVMjlk07jgJAtnHHi2vmKsXLll3HCxbSwIeJbZGwfoMYXZwi+0HQEIuWVEi7JYrpJpSqroGGWDQnqtuxog0dK9owkszkJGfqNrCxRsrd7qUlHbsxnEghrBhbUPekl2TeauBKmw8hhLhR1NJ43/jGN3L+3dvbi8bGxuy/m5qa8P777+d93tjYiPfffx/9/f0YM2YMIpFIzuf2bUUiEYwZMwbnz5/Hxz72sWJOqeg4eT5L1cjASewlkmkcOtGb9TPbm1tY2zrrZuOLygay6GQqbWLLruNac3YS7gaA2powhkf0IqDFiEoL4elUa7pQvGxXFcFWlW2T/f6c6c3YurdbWr5PYC1Ht0QRCZZdA8LOY68zrbo33MZtF/5uHfxERZVI2ECDogRfofek1zbhXrbr561WoW/DijUfQgipZEpaZzqTycAwPozymKYJwzCUn4v/WrH/2/o7oVB1V/rTeSVeikYGbjYE0QDDKnLsAlE8RGujIddOguJ1uarO8UA8mSfSvT6YX7n8yn54JJjjJ+waMyY34cDh0642hVDIyNbuVtWaLgWNlyPjTomgH6mLaIly0wT2/+LdvIYmgFo4qepCu1W30Lk3nBZlMkuG7r2USpuoq41g8HIk3I59O14EaTG6//kVtEEIYdV8Nmw7ks2BoKgmhFxplFRMT5gwISdRsK+vD01NTXmfnz17Fk1NTbj66qsxMDCAdDqNcDic/T5wKap99uxZTJgwAalUChcvXsTYsWNLOZ3A0WkR7bWRgerB7rV9uGoMTiInkUyjIRZFKm0qbSMiWjh72kTHpiFC3Nsf8NZ5qBD+2qAWInaPcMsN4/HM9qPSqKi96kix62OrIqgC67hVUeLBeNJ1OwK7rcZJCHZ29WAokcr7PBwysteAF9Fpx2u5OS/edadunk73g5sgLUb3P78CPQhh7zRuRqkJIVcqJRXTra2tOHnyJE6dOoXm5ma89tpr+Iu/+Atcf/31qK2tRVdXF6ZNm4bdu3fjjjvuQDQaxfTp07Fnzx4sXrwYu3btwh133AEAmDVrFnbt2oUvfvGL2LNnD6ZPn45otDhVGEqF2wPUayMD1YO9++S5nGiq7CFXEw1JxYvsVbmTyBmMJ3PqAI+RJI6JfeoKuEQyjWe2H9Xu2Hd763UA1OKpIRbFxeGUlrVBdg5mT5uI7pPnpPWKk6mMqwgMkttbr9Oum+wkDtvnt/hO5lRdx1v3dku3F6uLSFuGW68Vt1FYF2W6Qs1t0WhFHBO3ToBeBWkxuv/5FehBCHu3BUqprGqEEFJKSiqma2trsW7dOjz00ENIJBKYNWsW5s2bBwBYv3491qxZg8HBQdxyyy1ob28HADz11FN44oknsHnzZlx77bXYuHEjAOCRRx7BE088gYULF6KhoQHr168v5VSKgtODyE/lANWDfd8b7+YJR2vZMJXAEBHejZZXtm4P2mvG1WsLHC9CUEf4Cg6d6MVqqNsir1o6BRs1hLnTOTh0olf6O7oebSuRsOE7kfLA4dPa33USh2KOG//1iOeERpUQVF0rwvZiX/zpRvFDIcNXuTnxfbdFmf2YOEW+vQpSP6263WwkKivNGJeSj0EIe50FSimsaiQ4bmy+ChMmjCv3MEiRSKUzGIiPoCFWU+6hVDUlEdM//elPs/8/c+ZMvPLKK3nfmTx5Mnbu3Jn3+fXXX4+XXnop7/OxY8fihRdeCHagZcZPZ0EnVA8tlRA92z+kjDTb7Qoimq16cIux60bSO7t6pEKwzkPSoIqz/UNZAWJNVLOKY7eyatYGI7KxB1nqLp02taP0dpxL0OXmFKjEIfBhIqmTjg6HDBgG8joiqs65m1jTsXLIMDOm70in27lvvOyLd0uyFHgVpDoC3UoxE/z8CHs71vmojmkhUXdSet4+fQEXEjxnVzJtNzdRTBdISSPTxBmvD1bAOUrltZ6xU9k2VSWDmmhImvRVGw0pFwGbd76ZjY4bBlATUScpmqY6qUyXMbFojkgQiWrWYzVjcpMyKt5603hXcaMiHALSzvmXeZgARpLpvHkXErGWIbt2APWbCTt33fZxtNwwXvt6lVlHIuFLfulCFiSFijOnRSwAT+LVjyD1Yk3RsZGoElwH40nHvxd+/v44zUeWT+FVnBNCSDVAMV1heHmwyqJUm3YczVaMGBOLIhwylMl/VsRDzmsb7sF4EvNnTpIIUXnVlc0738z5rmnCsdpHIpnJNoo52z8EQ7NsW/528gXIM9uPZv/tZI849ptzWNyxW2rz2LLruKPw9CqkPxxf5lIXPeNDq0h9bcSTFUa2TYEqwqnyyssQ41A1bJFht4yk0qa2911GEOLMSUSuXLvfkwc6KEGqQsdGolpE2xeVsoWBl78/bhT7WBBCSKVAMV3FyKJUqbSZjSJba+QOxpNKIWr3nMqiSaqOgCaAfW+8m/e5rBxWZ1ePLyF46ERvVrDplEizsmDmJOxV7DOTMT0JyL7+IWzYdgQbth3Jvv4vZnUO+7YH4knfQtqOKsLp9Q3AnoOn0HKDOnJv36fOwk4X+3Xrp0ay/Xe+bLPz+EnKC1KQ2tGxkaii44B8UVnMhMBiHgtCCKkUqrsw8yhHJ5FH1Mh9ZcPdMBVCxuo5tXesaxxXjwfvbcWqpVPyuh4KnCLFIvq1eeebjnYIJ6zzFONz6pooWDBzElYvm+poA0gk074EcV//UGDCtlQ0WBLQgkwCc2t+IgjSV14bDePR5bfm1aH20jFU53dU1065fL/t81tcu4+q7mGV/SOoa4GdDwkhoxVGpqsYXU+0eFjqJke51fv1KooSyTT2/t9Tvttci/FZo4hOm2qIRXM653kpgVZNhEIGzIyJa8bVY+DiiGuipmh+0z6/xZOf3unNBKAnxoIUVjK7jSrS7tQ9U8d/HERSXpDoWidk97Dq3g1iYcDOh4SQ0QzFdBWjKxLFw7JQYSAe0Es6drvW/bXjV0iL8enaOxpiUWz7+gIA+TWLR1Jp6TjslUqqBTNj4pUNdwMAVnxtj1bVEyFyJk8aqyWmGy2JiSpvsxEy0NnV4yiatuw67rovNy4ltU711Pxk4HLSnZ+GKW4VYMqFX+tEMRcGxejkSAgh1QLFdBVjj1KNiUURH07l+FKtD8ugEoJUUc2Qz+RAFY0uiWB2aqNh3N56HVau3Z83voF48lIkV6Kmb2+9Di03jM9riR4EwlpRDG+1NaLopUV5IpnGsd+cc/1eKGTkJBeqGtMI7zkgj0J2dvUEMv9EMqPcj1Ok3U/DFPviTVYBxo4fz3YpKWZCYDE6ORJCSLVAMV3l2KNUsg5yG22JgMWqR/vgva2eKzMsmDkppxujdVvWcbpFUUMhA5Mnjc3blhWV0D90oherl03F1r3dnkSfW8k+Ie69NFLxsm9rRNFrGUQdMhkTK9fux4zJTdlqKg2xKAaHknkRfqcopK6nuiEWRV1txFcHvfb5Lcprz0vDFODStSZrD+/WKr0abA7FSggsRidHQgipFpiAeIUxe9pEvLhmLr68og0jyQwGLrdi1knI8rIPWYLT7GkT0ejh4dkQi2L1sqnKbVlxSzjMZEwc+805X1YNIba8RNHEOBscusolkmnsOXgqcPtIQyyaPUYi6StoIS0QiZYiSW8gni+kBVZ7hDURTXdst7dep2U5kJ2n2dMmKs+FU8MUce3ZcWpsJMPJ5jAa0EmMJISQKxVGpq9Q/CRkWdF9ZW0COHdhOFsG77rxsTzxpOqUt2rpFAB60bIg7SN2hNjSje4aBjCcSGHjtiMYc7kWtF9PuBdCIUNawaJSvN7CHmFtzOJF5Is3BCo7iaAmmh8DUC0SdRum6Ip+r63SR4vNgTWlCSGjGYrpKwidahdOCVnW7Ti9spb5ScX3ZILEa6c8GY1FsDEAuWLLySpgxTSRV8u7vjbiWMs7CKxCGvDffrsYiOO4Zddx310ahfBcvWwqfnbsjNJyk0hmcq5h1aLCXtVFhW73xUJapY8GWFOaEDJaoZguMUElKdm3M2Nyk6Nf2Ipbhr1bZr5XEfezY2ewepm8CoNsLrJjoit0vWBv+jF72kTXqKiMVNrExeGUohNkcAjLgBhvpUQ9rYmihZwjLwmV1mtYdT3W1Ua0hLRT/XNr+UG3VumVVEKPkKC4sfkqTJgwrtzDIEUklc6g93xc+/v1dRE0xGqKOKLqg2K6iLgJXr9JSrLIsRcR5yTCnKJ0frzFwIdRXJloBiCNgnefPJdNehPfrY2GHFuPe8Ue6QUuRUUBeBbFmYxZ9CYu9uulGEmHXjHgrZ24inDI8JRQab0GC7FYOC0MZYmwTlg7abpFxSu98gchgrdPX8CFxOh5w0Lcabu5iWLaBsV0kdAVvH5qsRb6el/16tktSufVWyzbtl00y1p5i8Q9QV//EJ7dflS7trVuiT77Me/s6ilKeTxB603jceZcvCABbL1eStGMpiEWdTweY2JRrFy7PysK/S54MjbTefv8lhzvtR1rIx/jcvRY9R0nnAS3rpCW2UxGHI5BtVT+EFD4E0KIMxTTRcKL4PUa6S3k9b7Tq2enMUfCBoYTKSzp2I0xsSgiYUPbG9sQiyqtI7rHKO3Bh6wjpO2VHzq7evDs9qOe9uMVndrOAiePeF//EJZ07MY14+oxZ3qzo7/YitdESVHlQrXtSNhAfDiV/Xlf/xAiYQMG4Kupj1VQCrEmE9T2Rj6y861rsVAtDBvH1UsXWzJR6bVhiVvlj2ILVy/iuNqEPyGElAOWxisSXgSv1yQl3e/XRsNYMHOSa9k5gdOYRdKdKI+WSpuoq7lUCkuUrWuIRfNK2EXCBm5vva5kdgQxXzdub70u599b93YXVUh7IRQyXI+XKHe45+ApDMSTaIhFHcv0Ad4rjpztH3K8JsIhI++YpdImxsSiOddcx4o2dKxocz0vslJy4VD+n6g505sdvfuGoR9V1i3pJkSlKBFoLTXp1Wai+lxsU7aPoHCah4zRXvKPEEJ0YGS6SOhaIfwkKamSneZMb87zGc+eNhGrCxxzSCKaAGB4JI2OFW3KpjFWn3ixkCWItWiUjDt0ohctGtVPyoGfaiAD8SRqo2G03jTeUwTciWvG1WM4kXKsqiFjMJ7MtnS3IqsEY8cqNLfsOi793r433kXLDeOVolS2aFBFY3VLujmJSq+VPJzus2K35PYaRR/tJf8IIUQHiuki4VXwesFJANiFs5dXuqoxO4lS+0PYXh5Lpw044K/0XSRs4JHP5icRin/LutgJRESuUkrLAd5tGHYSyTTOnItjQQBVRcQi7/mdag+9CidPvpv9yeqFVol40b58jIOf23pdulkVdEq6OYnKL69o81TJw+t9ZrX1FGr78CqOWfKPEELcoZguEl4Er9/t65T9svqARSKfdXw6Y966t9u1wocKnQhW47h6vLhmLpZ07PYUIa63lD6TLRpkSWkCWRSwnNRGQ45Ja7qc7R/C6mVTcehEb0HWGtEYZXjE+zGSicjNO990FfiR8IcVPdxsBIlkWtq8RWC97rxGY62I60p1JV1j8VbL7nWnxaz4fMxle47T9Wi1ZAD+/cpexTFL/hFCiDsU00Wk3E0Mnvvxm3n2jHTGdOyCqBqzqn6wW4TKze5ifTA7RRplDFpK7tkjj271joNqrNIQiyKZyvgSnVbmTJ9YsAAGPjwfhdblHognHSu7eKGzq0crUm5dHOkswgYve8Vl14z1uvRrVXCzpFivXdl9oxMR99rFslDbh1dxzM6GhBDiDhMQr1A6u3qUnlavpd9mT5uIBTMnSX/W1z+ElWv3KxOYZAleAreESIFhKD4PGVrWATuRsKFM1mscV49XN9yNjhVt2QRLJwbiyUBaiR84fBozJjcpj5UOdnGnOme6+I3c26PKuslq1kYtOjYCkQxrxy4OnbzLTqg824DetSv7fXvynp8yl4X4lWdPm4gH723VTkoWv/Pimrl4ZcPdeHHNXAppQgixwch0hRB0Ldegs+1XL5uabQluj54K+8iWXccxGE/6SvAC1CJfJVaFd9arGEmlTQwOJfNKuInGITqWBCuJZFq7trXTNn527AwevLdVu9Z1603jcfzt88hkTIRCRrbKhcDpnBUTu9jTFX9Wceu3hnaj5PqaMbkp73y6WRWcPNs6jWqcfl8sQNvntyiPjYHi+ZXL/caMEEKuNCimK4Bi1HJ1EjBuJdRUiIfwyrX78x7y6YyZU2/YKcGrs6sn2+hD+EX9NkrxK2RlAt0w4KudOHBJ2MuSyBbMnISWG8ZrCWTx821fX6Al6K1VOzIZEwcOn0bLDeOlCaGyc1YsxtiuL53KNnZxa1+EQSM5U3jvrXR29UirydgXHnacFqM6YtZtMSvuEZW1SSw66VcmhJDKh2K6AvCaIKUTxXYSMAPxZDYy5kes60QaVePv7OrJacQRRLfBTMb01ERGRSptYu//9VcFQ0REnc6LTlMY4Wc/dKLX8xgSyTS27Doubdlezrbjqm6GIunSOk5rN8UZk5uy39Wx0siuS5WN4tCJXmkisLi3nI6XjpjVvUdqoqG8RZgQzPQrk0rgxuarMGHCuHIPg1QQqXQGvefjBW+nvi5yxbQlp5iuANwSpKzieUwsivhwKqdChyyK7faa3G/026l9s2wf9pJeW3YdL1j0ygjCt6y7HVkkvK9/CFv3divFjm5TmIF4Eiu+tsf3ImMgnsx5Q/Ds9qNKz3mxGIgnc847kH9cwyEDD9471bF8ndc3BPaIcWdXj6cqNDrJgA2xqNb9oltnfjCexJdXtOXVZt+6txsbtx2pCAHNduKjm7dPX8CFBEshkuBpu7mJYpoEh5M30v6Al4ksWRTYHtUyJAIwkUzjGUWpPNkDFICyfbMKe0mvICLRMkrZvVClTWULFJ1Ip50gj5GX4+Kn1rcK63mviYakVWWs16yfRDwrdvuDuG9UyKwabmOojYaxaukUrfHoer5FaT1R2WPLruM5i4hyt+9mO3FCCHGHYroCcPJG6ooMWaTN6lVe0rFb+nsiiU98H1A/QGuiIWX7ZsA5qhtUC+IgO/z5xUmgJpJpbNh2BFv3dqMuGkJP78USjsw/wtutW04vHDJgwr3EYCKZ1up26LdChUjUs0ZLO7t6HBv2qHzHTmOQJTY6IaslPZRI5byVsY7DKSoedBdELxRSo5sQQkYLFNMVgJM3cqOmuCmk3rP94agq6aUSRaYJLc/y2f4hZV1gXc6ciysjqIVW1AiScnqU/bDn4ClHW0UoZOAjdZFstRanNuO6WBMVdW0RVgwAr2y4O+czIUqdrgNVKTjVGGSJjTrIEm+dGrg4LZqdhH4xbRhsJ04IIe5QTFcIqnJVfiohWNG1GVj92V5FUiikl/wnHvQ6iXhO41S1b54zvRn/8ca7JbV8jBYyGRMXh1PZf3u5RnTapPsphefHqtFo6VioMwad6hm6YtapJJ2bOHVq0W5N7uzrH8KmHeoup15hO3FCCHGHTVsqHFnTE9F0xK3pgojS6UT8xMPRqxWjNhrWigZbKxR8afmtaPT5MBYeU1njidXLpiIa4SVdLDIZM+uF1qU2GlYKaWuTFtk5XTBzkmMZR2u1D4GTKJUJY1GmcUnHbmzd240505s9NTSx3mNWn7iqiZEKJ3HqJOhlCb2p9KUup0Eg+/vD8nyEEJILI9Mlxusr2ULKY+n6ra0PRy+vb0MhAw/e26qMfIcuV/2wj1n812skUqd9c6FtvUlwNMSiWLV0ivL6sAtI2TldvWyqsrrJnoOncOhEb861pYqkimvVbruw5wYcOHxaqyunIChPsSoyL46haluqNwRe3y6p/i6xPB8hhLhDMV1C/GbG++1YpiOM7SLDi3fVzJjZ37NbN8IhA19afmu2SoG91JfX6g3WBDB7qUBATzzoeKojYQOPfPZW7S6E1YaO5aJQZMl6fpuPuNmO7PeQyqohE9KyJEWvQjgoT3E5Ravb3yV2TCSEEGcopktIKTPjdetBWwUx4M27ao0s2msZi3+rHtRehHTHijZlpREvglfHjvLIZy8tAPx2Qiw3DS6Li2ILaeCS/cJeGtDaqVK3MoZbeTuB9R6SVdEAgI3bjmStD27XjBch7NdT7BYJ1kWV0OulyykrdhBCSGFQTBcR+wPTSwOJQverWw+6JhrK6TrXPr8FD97bqhWZ/WAwoXwFL3ybdbUR6YNalwUzJ+U80AutR+yENTnNTwfCcmNddAAoqPlLIew5eAqrl03Na4kuWq4HbVMCcu8ha91mPwsvIYR1LFlekhZVycCF1G5etXSK9K2Qbj1sgBU7CCGkUJitVSRkiUkqgs6M9yJCEslMXvIUANTVuq+zEsmMo0AZiCc9lzuzJlZ2rGjD6mVTc35eyAM+FFK3ArQLILeaw5XIxm1HsHLt/mzy22AZbSqdXT3SyL6XeuNerh0/lT1kiOtAN7FQlQwr8/M7JQP7rcNuTegV+xf2Kl1Uf39YsYMQQvRgZLpI+En+C4pCBKd4qAcVlfJa+1mI8+FESvpzP/WIBddfE5M2UamNhjBnenOOr3uMSz3sQutlFwP7gqiQY1UoTsJQ99rSvXb8NGFR7U8I4ZVr92tbH3TsGTp/D/zec4V6mt2i62wnTgghzlBMFwmnB2OuELtkh7Am5xX6oCpURLnZUryQyZgIhwzPtZ8H4kls2HYk25FPVDVon9+i3aXPjqobYU00jAOHT+f4up0od0MWwwDG1EcxGE8q28Rv/NcjJfFHqwjiTYyTkG4cV5/X6t5uV/JyDYdDBqKRUM41J8Ov4NX5vXJFgp2SH9lOnNzYfBUmTBhX7mGQK5BUOoPe8/GS7rO+LoKGWE3g26WYLhKqB3lDLIq4pflFIplBIpkBENyDShVpAszsvtzG7qeJhoyGy22UC2UgnsSmHUfxyGdvLXhbsm1XE6b54ZhVCaYyIS2S0lQiPEicosqy+tAyVJ0u7R0JVYJvzvTmnEWSioZYFBeHU1plFf0KXjdhX+7azaroNpMTydunL+BCgpYfcmXQdnNTUcQ0PdNFQtXsYCSZdozS+vVOWpH5OOdMb9aKDlsTxGRNNOxzciIcMpBMZbS6I+qQSpvYure7Yj3LlYyoriLagc+77eOezqVXnIT6noOnsHnnm67b0G0YohJ8h0705lzDDbFonie/Y0UbLg6nCrKT6CCbi0CnOUy5qPTkRGvTHWu+ACGElBJGpouE6tWpjkUhiAeVPdK0cu1+LVE7Z3pzTnMV+wO+5Ybx0vq8Mkwg8CYqff1Dnsp+uVEbDaMmGqq66LRXrNFs0Zxk8qSxOPabc562YwAIh/Xaxzux5+AptNwwXrthUV//EEIhI2exKX7uJPic/MReqt5cwv+cq7X5SSW3E6cFhRBSKVBMFxHZg1xHTBfjQaUr0A8cPu0ocmZPm4iNmp7lYtkIghS+D97bWvKa0uGQARPFOz46JJJpz0IauCQn62sjqKuNZOs4x4dTnj3xAPDM9qMAkNeIR1Z32S6aNmw7gu6T57B62VTfgs9rtY9EMoNnLWP2SjU2P/FS+q/U0IJCCKkUKKZLjFsViGI9qHSTsXQeRm6VLqoFYRc5cPh0yfZpGEA6Y1ZkNRBdBuPJbJvws/1DqImGkDFNzwmPmYyJ5358DN0nz+UlgIpEwMZx9RhOpKSiV0S3/Qo+P4mk6YyZswi40qnkiHqlW1AIIaMHiukSs2rpFGzacVT6mlz1GhsovDyVl4RCITJk+wQQSEJhJTBjclNRm8DIEIKzWoU0cCk6bX3DopPUqiKRTGPfG+8qo/Rugnfr3u5sMqLX+8Nr2UZBJmPmRMbdqPbScpUaUa9kCwohZHRBMV0Afh6S4ufWDoO10RBSaTP7qtzu/QvCGyjbrxObd74pjRZeSVRTu/DWm8b7smVUA4XYXUQU0np9i2t1y67jWLV0irSByta93QXbbHR83/T1Fo9KtqAQQkYXrObhE90OaSpGLNG8RDKT5zm1RqidvIFeGdGMIu57492SRmyJM5UgpJ06SJZru9bW35t2HM1ZKA7Ek3h2+9Gce9J0df57AAAOtUlEQVStE6FX3O7BIO9dkotu90lCCCk2jEz7pJDkF11rgYi6+fEGyqLmW3Yd1xbI5UyOI5VJsa6Jebd9XKsetB1rFHLr3m6pdSqdMXPuyaBtPW7+XPp6i0ulWlAIIaMLimmfFPKQ1H2QiqibV2+g7NWyyqetwq+ftFAaYlHU1UbK1mWwIRbFSDJdkA+4XEQkJevCISBdwVNZMHMSVi+bipYbxmdL4KmwJm2Kjphu5fHsPwtaxF4zrt7R7uXn3q1mf/WVDs8PIUQGbR4+UT0MdZJfdL5jjbrpNq8QyKJvXusC6zb1EM0v/DRSsb/cr42GsWrpFLy4Zi46VrQhXCRbgYrGcfXY9vUF+OiY2pLuNwgaYlE88tlbc155d6xow5eWtxW1OYt1/14Q4xMJfLOnTczpaijDauGw25Wc7inrz4JMTquNhjFjcpOj3cvLvVuodYwUF54fQogKimmfeBW4br8bCRs53dms3j+v3sBCo28iWij2KaM2GkbHija8uGYuZk+bqJyTCsMAvnxZhKvm/KXlt+aItIZYVKsLoxhbh237C2ZOUoq+SNjInju341cbDTtuS+B1DH4RixAhSF/ZcHf2vKg6WYp/B8W2ry/AqxvuRseKNtfvNsSi2fHJfqaD3XfcPr9Fer2FQ0bOPenUidAL4no9dKLX0RPt5d6lv7qy4fkhhKigzcMnhdRf9fO7XryBujWlZTTEojnRQrFPt9ebXjs+mqb7nFQ/F5YAsZ8Zk5tw6ESvdGz231+9bCo6u3pyqprYLQNOx6/Rsv3Vy6Zi5dr90u82jqt3HAMALOnYrdVTr/Wm8fh/J89L3y40+rx2Vl/+7+KO3Roj0Gf2tImOdo1wyMCqpVOUv79q6RQ8u/2oVhMY66JHVq3Gfl6t3xPXz5jL4l20WbdfS07XFgBlAyP72HTuXfqrK5vRen7+6BPX4Nprm8o9DEICob6uOLKXYroACkl+KWbijKxkVCRswDThKFJEhFOGznhl31EJKz+2EKf9rFZ8V/f3rahKbskiioWU53Jb9Fj3WSyvZmMBCy+BPZqsqmkuE7d2ZIuy4URKWs7RbtnQvafcvme/lpyurSBrHbNucmUzWs/P+Kvq0HR1rNzDIKSioZi+AlFFie2fuUXdgqAaa8F6eXNQyBsKp0Y69ohzsRZfbs18ImED6bSpjKDLIs2Fds2zz9WeUAtUzjUU5PVdjffKaILnhxCiwjBNr02AK4dXX30VmzdvRiqVwv3334/77rvP9XdOnz6NOXPm4MCBA2hubi7BKAkz4NVUwrGxjsFue7AvwmQ/L8V4K+E4qQhybJU8TzK6zg+flYToU7Vi+v3338fnPvc5/Pu//ztqamqwfPlybNy4ETfddJPj7/EPBCGEEOIMn5WE6FO11Txef/11fPrTn8bYsWMRi8Vw1113Yd++feUeFiGEEEIIGUVUrZju7e1FY2Nj9t9NTU14//33yzgiQgghhBAy2qhaMZ3JZGAYH9aVNU0z59+EEEIIIYQUm6oV0xMmTEBfX1/23319fWhqYi1MQgghhBBSOqpWTP/Jn/wJDh48iPPnz2NoaAj79+/HHXfcUe5hEUIIIYSQUUTV1pn+2Mc+hkcffRTt7e1IJpNYtmwZPvWpT5V7WIQQQgghZBRRtWIaABYvXozFixeXexiEEEIIIWSUUrU2D0IIIYQQQsoNxTQhhBBCCCE+oZgmhBBCCCHEJxTThBBCCCGE+IRimhBCCCGEEJ9QTBNCCCGEEOKTqi6N54d0Og0A+P3vf1/mkRBCCCGXOvpGIqPucUzIFcOou3tFC/L77ruvzCMhhBBCgAMHDqC5ubncwyCE+MQwTdMs9yBKyfDwMN566y00NjYiHA6XeziEEEJGOZUYmU6lUvj9739fkWMjpNIYdWKaEEIIIYSQoGACIiGEEEIIIT6hmCaEEEIIIcQnFNOEEEIIIYT4hGKaEEIIIYQQn1BME0IIIYQQ4hOKaUIIIYQQQnxCMU0IIYQQQohPWIndwuDgIJYvX44XXngBzc3NePLJJ9HV1YX6+noAwIMPPog/+7M/K/Mo3Xnuueewd+9eAMCsWbPw+OOP4/XXX8e3vvUtJBIJzJ8/H48++miZR6mPbD7Vem42bdqE//iP/4BhGFi2bBm+8IUvVPW5kc2nWs8NAPzDP/wD+vv7sW7dOnR3d+OrX/0qLl68iOnTp+Pv//7vq655hXU+zz33HP7t3/4NH/3oRwEAf/mXf1k1nWA///nP4/z589nj//TTT+Pdd9/F5s2bkUqlcP/991f1XNavX5/3WWtrazmHSQjxgklM0zTNN99801y0aJF5yy23mD09PaZpmuaiRYvM999/v8wj88bPf/5z87Of/ayZSCTMkZERs7293Xz11VfNWbNmme+++66ZTCbNlStXmp2dneUeqhay+ezfv78qz80bb7xhLl++3Ewmk+bQ0JB55513mt3d3VV7bmTz+e1vf1uV58Y0TfP11183b7vtNvNv//ZvTdM0zYULF5pHjx41TdM0n3zySfNHP/pROYfnGft8HnjgAfPIkSNlHpV3MpmM+ad/+qdmMpnMfvb73//evPPOO83+/n7z4sWL5uLFi81f//rXZRylHrK5yD4jhFQXtHlc5uWXX8ZTTz2FpqYmAMDQ0BDOnDmDr3zlK1i8eDG++93vIpPJlHmU7jQ2NuKJJ55ATU0NotEoPvGJT+Cdd97BpEmTMHHiREQiESxevBj79u0r91C1kM3nzJkzVXlu/viP/xhbt25FJBLBuXPnkE6n8cEHH1TtuZHNp66urirPzR/+8Ac888wz+OIXvwgA+N3vfofh4WFMnToVAHDPPfdUzXkB8ucDAG+99Ra+973vYfHixXj66aeRSCTKOEJ93n77bQDAypUrsWTJEvzwhz/E66+/jk9/+tMYO3YsYrEY7rrrrqo4P7K5yD4jhFQXFNOX+cY3voHp06dn/3327Fl8+tOfxje/+U28/PLLOHz4MHbu3FnGEerxyU9+MisA3nnnHezduxeGYaCxsTH7naamJrz//vvlGqInZPO5/fbbq/LcAEA0GsV3v/tdLFy4EDNnzkRvb2/Vnhsgfz6pVKoqz83f/d3f4dFHH81aIOznpbGxsarOi30+Fy9eREtLCx577DH85Cc/wQcffIB//Md/LPMo9fjggw8wc+ZMPP/88/jnf/5nbN++HWfOnKnK+0Y2l3379uV99vOf/7zcQyWEeIBiWsHEiRPx/PPPo6mpCfX19fj85z+P//qv/yr3sLT59a9/jZUrV+Lxxx/HxIkTYRhG9memaeb8uxqwzufGG2+s6nPz8MMP4+DBg3jvvffwzjvvVP25sc7n4MGDVXdufvzjH+Paa6/FzJkzs59lMpmqPS+y+XzkIx/B97//fXziE59AJBLBypUrK/68CG699VZ8+9vfRkNDA66++mosW7YM3/3ud6vy/MjmcuHChbzPquXcEEIuUV3ZNCXkV7/6Fd555x3cddddAC79sa6W5KOuri48/PDD+MpXvoKFCxfiF7/4Bfr6+rI/7+vry9pZqgH7fKr13Pz2t7/FyMgIWlpaUF9fj7lz52Lfvn0Ih8PZ71TTuZHNZ8+ePRg7dmxVnZs9e/agr68Pd999Ny5cuIB4PA7DMHLumbNnz1bNeZHN58knn8S0adOwbNkyANVxXgSHDx9GMpnMLg5M08T1119flX/TZHM5ceIEDh48mPNZtZwbQsglGJlWYJomvvnNb+LChQtIJpPYsWNHVVQkeO+99/A3f/M3WL9+PRYuXAgAaG1txcmTJ3Hq1Cmk02m89tpruOOOO8o8Uj1k86nWc3P69GmsWbMGIyMjGBkZwYEDB7B8+fKqPTey+cyYMaPqzs0//dM/4bXXXsPu3bvx8MMP4zOf+Qy+9a1voba2Fl1dXQCA3bt3V815kc3nsccew3e+8x309PTANE386Ec/qvjzIhgYGMC3v/1tJBIJDA4O4ic/+Qm+853v4ODBgzh//jyGhoawf//+qjg/srncdttteZ9Vy7khhFyCy18FkydPxqpVq/C5z30OqVQKc+fOxaJFi8o9LFd+8IMfIJFIYN26ddnPli9fjnXr1uGhhx5CIpHArFmzMG/evDKOUh/VfKrx3MyaNQu//OUvsXTpUoTDYcydOxcLFy7E1VdfXZXnRjafBx98EOPGjau6cyNj/fr1WLNmDQYHB3HLLbegvb293EPyzdVXX42nn34aq1evRjKZRFtbG77whS+Ue1ha3HnnnTh27BiWLl2KTCaDFStWYNq0aXj00UfR3t6OZDKJZcuW4VOf+lS5h+qKbC73338/kslkzme33npruYdKCPGAYZqmWe5BEEIIIYQQUo3Q5kEIIYQQQohPKKYJIYQQQgjxCcU0IYQQQgghPqGYJoQQQgghxCcU04QQQgghhPiEYpoQIuWNN94oqKzdpk2bsGvXrgBHRAghhFQerDNNCCkKjzzySLmHQAghhBQdimlCiJJ4PI6HH34Yp06dwkc/+lE8/fTT+N73voe6ujr87//+L86dO4fPfOYzGDt2LP7zP/8TfX19WLt2LWbOnIknnngCn/zkJ/HXf/3X5Z4GIYQQUjRo8yCEKHnvvffwV3/1V9i9ezcWLVqExx9/HADwP//zP/iXf/kX/PCHP8SLL76IWCyG7du3o729Hd///vfLPGpCCCGkdFBME0KU3HzzzWhrawMA/Pmf/zneeustDAwM4M4770Q0GkVjYyNisRhuv/12AMDHP/5x/OEPfyjnkAkhhJCSQjFNCFESCuX+iTAMA5FIBDU1NTmfRyJ0jBFCCBmdUEwTQpT86le/Qnd3NwBgx44dmDZtGurr68s8KkIIIaRyoJgmhCi58cYb8dxzz2HJkiX46U9/inXr1pV7SIQQQkhFYZimaZZ7EIQQQgghhFQjjEwTQgghhBDiE4ppQgghhBBCfEIxTQghhBBCiE8opgkhhBBCCPEJxTQhhBBCCCE+oZgmhBBCCCHEJxTThBBCCCGE+IRimhBCCCGEEJ/8/9kIOIfLmISAAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# \"ratio\" adjusts the relative size of the marginal plots\n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10, ratio=2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 517,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Change the color of the joint plot\n",
|
|
"g = sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , color = '#FF6600',edgecolor=\"w\", s=90 )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 518,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.rcParams['figure.facecolor'] = \"#E5E7E9\"\n",
|
|
"plt.rcParams['axes.facecolor'] = \"#E5E7E9\"\n",
|
|
"plt.rcParams[ 'axes.labelsize'] = 20\n",
|
|
"plt.rcParams['xtick.labelsize'] = 15\n",
|
|
"plt.rcParams['ytick.labelsize'] = 15\n",
|
|
"g = sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , color = '#FF6600',edgecolor=\"w\", s=90 )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 521,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Recover default matplotlib settings\n",
|
|
"mpl.rcParams.update(mpl.rcParamsDefault)\n",
|
|
"%matplotlib inline\n",
|
|
"sns.set(style=\"white\", color_codes=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 541,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec2387d68>"
|
|
]
|
|
},
|
|
"execution_count": 541,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Replace the scatterplot with a joint histogram using hexagonal bins\n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"hex\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 542,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec2728828>"
|
|
]
|
|
},
|
|
"execution_count": 542,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Replace the scatterplot with a joint histogram using hexagonal bins\n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"hex\" , color=\"#fb9224\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 540,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec2454a90>"
|
|
]
|
|
},
|
|
"execution_count": 540,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\"\"\" Replace the scatterplot & joint histogram with kde plot\n",
|
|
" in the margins and the interior into a shaded countour plot \"\"\"\n",
|
|
"\n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , color=\"#FF6600\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 580,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec0202048>"
|
|
]
|
|
},
|
|
"execution_count": 580,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create Space between the joint and marginal axes\n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , color=\"#FF6600\", space=2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 609,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ebfdb1358>"
|
|
]
|
|
},
|
|
"execution_count": 609,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Set Axis limits \n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n",
|
|
" color=\"#FF6600\", space=2, xlim=(0,50),ylim=(-3000,70000))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 589,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec0e29358>"
|
|
]
|
|
},
|
|
"execution_count": 589,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<Figure size 720x720 with 3 Axes>"
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]
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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}
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],
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"source": [
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"# Change formatting of marginal graphs\n",
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"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n",
|
|
" color=\"#FF6600\" , marginal_kws={'lw':5})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 613,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec2b800b8>"
|
|
]
|
|
},
|
|
"execution_count": 613,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<Figure size 720x720 with 3 Axes>"
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]
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},
|
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"metadata": {},
|
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"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Change formatting of marginal graphs\n",
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n",
|
|
" color=\"#33CC00\" , marginal_kws={'lw':5 , 'color' : \"#FF3300\"})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 615,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ec2cbcb38>"
|
|
]
|
|
},
|
|
"execution_count": 615,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n",
|
|
" color=\"#33CC00\" , marginal_kws={'lw':5 , 'color' : \"#FF3300\" , 'bw' :.3})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 624,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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Jg8mADnIchV5/S+HFJbJsO+kppnuG7Luny77hOm6hB6QQMR0sxDQCJ/TKq4r85HFZ8XjCayYSlj3963IuOt+DyYDjZ322U5Ff/17Wnr2tnuOcNVzx782UGX6Ki5MBwUFMBwsxjeCwbYWffEqRZ55P+rLpnqH4N2+VOf1UlwcDOlljTOGXlir8+tutnmLCYdnTpsi+fSoX1wKdjJgOFmIawXDgoCIP/rTVO3aYfn0Vv/c2GfaToguxNnyiyNPPJ93OdIgzNE/x2ffJXHiei5MBXRsxHSzENLq+PXsVnTVfoU+3JH3ZOflExe+eLvXhHtLoguobFH6pRKE33mn1FnqSZH9lrOL33i71PcHF4YCuiZgOFmIaXZq1br2i31kgq6o66ev2xRfInvZVKRp1eTLAXdbmrYo8+0Kbe6lN70zF754u57rxXKAIHAdiOliIaXRNxij0YrEijz0pKxZLekp8YqGcwisly3J5OMAjsbhCr76u8LLXW73jhyQ5p52s+D/9g8wF57o4HNB1ENPBQkyj66mvV+ThXyi89L+Tvmy6RRW/9UaZkSNcHgzwB2vXHoV/+4JCWz5r8zz7misU/z/fkHIGuDQZ0DUQ08FCTKNr2b5L0Qd+2Or+aNO3j+LfvE3mxDyXBwN8xnEUeuNdhV8ukVXf0Opppkd32bfdJPvG66Vu3VwcEEhfxHSwENPoMkJL/1uRon+TdeBg0tedk4YofvetUt8+Lk8G+Nj+GoUXL1X43bVtnmbyBil+7+1yrvoyW6OAoyCmg4WYRvqrq1Ok6N8ULvlzq6fYl18i+4avcKEh0ApryzaFn3tJoc92tHmec+7Zin/rLpkRZ7k0GZB+iOlgIaaR1qx16xV98GFZO3cnfd1EI7K/fr2cy/JdngxIQ46j0DtrFH6pRFZtXZun2lePUvwfbpcG5bo0HJA+iOlgIaaRnhoaFf7PZxR+9o+yHCfpKWZAluLfuEVm6GCXhwPS3IEDCi957aj3pjbRqOyvTZJ9641S70wXBwT8jZgOFmIaacda/7EiPyxq804Edv7IpgumenR3cTKga7F27lb4T68otOGTNs8zJ/SRfevXZV8/gUeTAyKmg4aYRvo4cLBpNfoPL8qyW1mN7tZN9o3XybnkQi6SAjqDMbI+2tgU1W088EWSTPYAxe+YKmfCGCkScWlAwH+I6WAhppEWQm+8o8gjC2WVlrV6jnPiEMVvv4l74gKpYNsKrVqt8CuvyaqpbfNUkzdI8bumy7lmlBQKuTQg4B/EdLAQ0/C37bsU+dd/V/jNd1s9xYTDsq+9uuk/3GEegQykVH2Dwq+tUGj5G7Ji8TZPdU4ZJvubt8r58hf4myIECjEdLMQ0/KmmVuFf/U7h5xfLirf+H2xnyGDZ078mkzfIxeEAqKpa4ZeXKfTeX9u8SFGSnLNOl337TXK+RFQjGIjpYCGm4S+NjQotXqrIfz4ra9/+Vk8z0YjswqvkjLmC1WjAQ9auPQq/8ppCf1t31HOd006WfetNcq68nP/foksjpoOFmIY/xOMKvfKaIr/6bZv7oiXJOWu44l+/Xsru79JwAI7G2ra9aaV6fdt3/pA+/xulmybLufZqqTt33EHXQ0wHCzENb8ViCi17XZGnftfqg1cOMSf0lv3ViXIuPI+/KgZ8yvpks8IvLVNo89ajnmtO6CN78gTZk8dLA/jDMboOYjpYiGl448BBhRcvVfh3f5JVVt7mqSYalXN1gexrrpAyurkzH4COM0bW3zcqvORVhbbvPPrp4bCcUV+U/dUJMhfwh2WkP2I6WIhpuGtvmcIvLFF4UbGs/TVHPd2+5ELZXymU+vV1YTgAnerQPaqXLm/zIUuHc4adKGf8NbILr2IrF9IWMR0sxDRSzxhZH3yk8POLFVrxVqsPXDmcc97ZssdfIzOER4EDac+Ypu0fy14/6tMUmz8kFJK5+ALZ40bL+dKlUq9eKR4S6DzEdLAQ00id6n0Kl/xZoZdLFNq8rV0f4px9uuwJY2ROGpri4QB4wdq5W6Hlbyq05m+ybLtdH2OiUTkXj5RzxZeawpq/qYLPEdPBQkyjczmOrDV/U/ilEoXeeEdWLHbUDzGWJXP+ObKvuUJmGBENBEL1foXfeleht99r15avwzlnnCbnkgvlfOEimXPO4loK+A4xHSzENDrHnr0Kv/KawkuWydqzt10fYsJhORdfIPuaUVJuTooHBOBLti3r/b8r/MY7Cn2y+Zg/3ESjMmecJufcs2XOPUvOmadJuQO5iBGeIqaDhZhGx5VXKPznNxX67zcU+vCjdn+Y6dNb9pe/IOfyS6UTeqdwQABpZW+5wu/9RaH3/iKroqrDn8Zk9pIZfoqc006WGZonDRksM2SwzKCBUiTSiQMDyRHTwUJM49hUVSv0+tsK//cKWX9bd9THCB/OOXWYnC9d2nSfaP6DBqA1jiNr01aF/vKBQu+vk7Xv2LaBtMaEQ1LuQJm8QU1xPThXZmCOTG62zMAcqX8/KRTqlK+FYCOmg4WYxtGVlin09nsKr3xb1tq/tetuHIeY3plyLr1I9mX5bOUAcOwcR9bWzxT66zqFPtrY7m1kHWEiESlngExuTlNkD8z+/NfZ0ufH1IMnNuLoiOlgIaaRKBaTtW6DQu+tVejt9455H6OxLJmzz5D9xYtlzj1LCodTNCiAwKmsUmjDJ7LWf6LQp1uO+eLF42X69G4K7UGfR/bAHFa3kYCYDhZiGlJ9g6yNnyj04fqm21W9v05WfcMxfxqTmyM7f6ScL1zErasApJ4xUkWVQpu3ydqyTdb2nbJ27pbVePS7CKVspEOr2wOzZQYNlMkd2LS6nZsjkztQGjhA6sbdR7o6YjpYiOmgOVgva/NWWZ9sVuiTzbLWb5T18eZ23+/1SCa7v5yLzpdz4Xkyg3O5gh6AtxxHKqtQaMcuqaxCVlm5rLKKph8ur2InYyxL6p/VFNeDcppjW/2zZLL6ymT1k7L6sZ0kzRHTwUJMdzX1DVJFZdN/OMorZJWWydqxq/mHSsuO6aLBZExWPzkXnifnovOarpQnoAGkg/oGWeUVn0d2hayqalmV1dLnP1sHD3o9YTPTo7uU1U8mq59MvxOangDZq6dMr56f/9z0e/XqKdM9Q4pGpW7R5p/N4b8Ph6RQuGn7Scj6/OcQ/+5OIWI6WIjpzmaMrE1bZZWVN/0VpGOaftZhvz70w/n8+OG/dpymX8diUize9NCTxpgUP/RzXNaBg1JtnazaWqmm7vNf10m1tSn7600nb1DTPVxHnNX0YBX+JQygqzlYL6uqWqqsTgztqmqpep8sp/0XYPudORTVodDnwX3o1+Gmf8cfccwkOzfp5wg3/9q0dv6RX+/zX5twSLKSnZP4uZv+YBBO/BpHntv8XsKff42wzPCTpQH9U/a9JaaDhfuTdaYDBxW9f55Cf/3Q60mOm+nVU+b0U5ueNDbiTPZAA+j6enSX6ZErDc5V0lUmx5H27f/fuE4W3T5a3T4ay3Ga3lN7z0/hLF6I3zFN9l23eD0GuoDArUzH43F9tuO5lHzu0NLlivzHb1LyuVPN9OktDc2TM3SwzMknNl2VzhXpAHBs6htk7dsv7dsnq3q/rOp9TSva+2qkqn1Nf6MI32h8skjKye70z9stUqDc3FxFeKZCIAQupnfs2KHRo0d7PQYAAOjCli9friFDhng9BlwQuJiOx+Pas2eP12MAAIAujJXp4AhcTAMAAACdhU2xAAAAQAcR0wAAAEAHEdMAAABABxHTAAAAQAcR0wAAAEAHEdMAAABABxHTAAAAQAcR0wAAAEAHEdMAAABABxHTAAAAQAcR0wAAAEAHEdMAAABABxHTAAAAQAcR0wAAAEAHEdMAAABABwUupuPxuHbs2KF4PO71KAAAAK2iWdJDxOsB3LZnzx6NHj1ay5cv15AhQ7weBwAAIKlDzbJ02Xzl5fX3epzAyIgWHtP5gVuZBgAAADoLMQ0AAAB0EDENAAAAdBAxDQAAAHQQMQ0AAAB0EDENAAAAdBAxDQAAAHQQMQ0AAAB0EDENAAAAdBAxDQAAAHQQMQ0AAAB0EDENAAAAdBAxDQAAAHQQMQ0AAAB0EDENAAAAdBAxDQAAAHQQMQ0AAAB0EDENAAAAdBAxDQAAAHQQMQ0AAAB0EDENAAAAdBAxDQAA4GPW3zd6PQLaQEwDAAD4WORHRVJltddjoBWRVH3i559/Xs8880zz73fs2KFJkybp6quv1o9//GM1NDRo3LhxmjlzpiRp/fr1mjNnjurq6pSfn68FCxYoEolo165dmjVrlioqKnTyySerqKhIvXr10v79+3X//fdr+/btysrK0mOPPabs7OxUvZ1jUqk9Xo8AAABakaVcr0c4JlZDo0Lvr5Nz5Ze8HgVJpGxl+oYbbtDixYu1ePFiFRUVqX///rrrrrv0wAMPaOHChSouLta6deu0cuVKSdKsWbM0b948LVu2TMYYPffcc5KkBQsWaOrUqSopKdGIESO0cOFCSdJjjz2m/Px8LV26VDfccIMeeuihVL0VAAAAbx2s93oCtMKVbR4PPvigZs6cqe3bt+ukk07S0KFDFYlENHHiRJWUlGjnzp2qr6/XyJEjJUmTJ09WSUmJYrGYVq9ercLCwhbHJWnFihWaOHGiJGnChAl64403FIvF3Hg7AAAAgCQXYnrVqlWqr6/XuHHjtHfv3hZbMXJyclRaWppwPDs7W6WlpaqqqlJmZqYikUiL45JafEwkElFmZqYqKytT/XYAAACAZimP6d///ve6/fbbJUmO48iyrObXjDGyLKvV44d+PtyRvz/8Y0IhrqcEAABdUPL8gQ+ktD4bGxu1evVqXXXVVZKk3NxclZWVNb9eVlamnJychOPl5eXKyclRVlaWampqZNt2i/OlplXt8vJySVI8HlddXZ369u2byrcDAAAAtJDSmN64caOGDRumnj17SpLOP/98bdmyRdu2bZNt21qyZIkKCgqUl5enjIwMrV27VpK0ePFiFRQUKBqNKj8/X8XFxZKkRYsWqaCgQJI0atQoLVq0SJJUXFys/Px8RaPRVL4dAAAAb7TyN/PwXspujSdJ27dvV27u/95+JiMjQz/5yU80Y8YMNTQ0aNSoURo7dqwkqaioSHPnzlVtba3OOeccTZ8+XZI0f/58zZ49W0888YQGDRqkRx55RJJ03333afbs2Ro/frx69+6toqKiVL4VAAAAIIFljDFeD+GmHTt2aPTo0Vq+fLmGDBmSkq/BfaYBAPCvdLnPdHOz9NqsgQtmyhk72uuRAiEjWnhM53PFHgAAgN+xzcO3iGkAAACgg4hpAAAA32Nl2q+IaQAAAKCDiGkAAACgg4hpAAAAv2OXh28R0wAAAEAHEdMAAAB+F6zHgqQVYhoAAMDvbMfrCdAKYhoAAMDvbNvrCdAKYhoAAMDvHFam/YqYBgAA8DtWpn2LmAYAAPA7Ytq3iGkAAACfs7gA0beIaQAAAL9jZdq3iGkAAAC/I6Z9i5gGAADwO+7m4VvENAAAgN+xMu1bxDQAAIDfxYlpvyKmAQAA/I5tHr5FTAMAAPgd2zx8i5gGAADwO2Lat4hpAAAAvyOmfYuYBgAA8DmegOhfxDQAAIDfsTLtW8Q0AACA3xHTvkVMAwAA+B23xvMtYhoAAMDvWJn2LWIaAADA77gA0beIaQAAAL9jZdq3iGkAAAC/Y2Xat4hpAAAAv3NYmfYrYhoAAMDvuJuHbxHTAAAAPscTEP2LmAYAAPA7VqZ9i5gGAADwO8d4PQFaQUwDAAD4HRcg+hYxDQAA4Hds8/AtYhoAAMDvuADRt4hpAAAAv2Nl2reIaQAAAL8jpn2LmAYAAPA7Ytq3iGkAAAC/I6Z9i5gGAADwO2Lat4hpAAAAv+NuHr5FTAMAAPgdK9O+RUwDAAAAHURMAwAAAB1ETAMAAAAdREwDAAD4neX1AGgNMQ0AAAB0EDENAADgeyxN+xUxDQAAAHQQMQ0AAOB3FivTfkVMAwAAAB1ETAMAAPgdK9O+ldKY/vOf/6zJkydr3Lhx+tGPfiRJWrVqlSZOnKgxY8bo0UcfbT53/fr1mjx5sgoLCzVnzhzF43FJ0q5duzRt2jSNHTtW9957r+rq6iRJ+/fv192xpSAVAAAgAElEQVR3361x48Zp2rRpKisrS+VbAQAAABKkLKa3b9+u+fPna+HChXrppZf00UcfaeXKlXrggQe0cOFCFRcXa926dVq5cqUkadasWZo3b56WLVsmY4yee+45SdKCBQs0depUlZSUaMSIEVq4cKEk6bHHHlN+fr6WLl2qG264QQ899FCq3goAAIC3WJj2rZTF9GuvvaZrr71Wubm5ikajevTRR9WjRw+ddNJJGjp0qCKRiCZOnKiSkhLt3LlT9fX1GjlypCRp8uTJKikpUSwW0+rVq1VYWNjiuCStWLFCEydOlCRNmDBBb7zxhmKxWKreDgAAAJAgkqpPvG3bNkWjUd1zzz3avXu3rrjiCg0fPlzZ2dnN5+Tk5Ki0tFR79+5tcTw7O1ulpaWqqqpSZmamIpFIi+OSWnxMJBJRZmamKisrNXDgwFS9JQAAAG+wZ9q3UhbTtm1rzZo1evrpp9WzZ0/de++96t69u6zD/mEwxsiyLDmOk/T4oZ8Pd+TvD/+YUIjrKQEAAOCelNXngAEDdNlllykrK0vdu3fX1VdfrVWrVrW4ULCsrEw5OTnKzc1tcby8vFw5OTnKyspSTU2NbNtucb7UtKpdXl4uSYrH46qrq1Pfvn1T9XYAAACABCmL6SuvvFJvvfWW9u/fL9u29eabb2rs2LHasmWLtm3bJtu2tWTJEhUUFCgvL08ZGRlau3atJGnx4sUqKChQNBpVfn6+iouLJUmLFi1SQUGBJGnUqFFatGiRJKm4uFj5+fmKRqOpejsAAAAeYpuHX6Vsm8f555+vb3zjG5o6dapisZguv/xy3XTTTTrllFM0Y8YMNTQ0aNSoURo7dqwkqaioSHPnzlVtba3OOeccTZ8+XZI0f/58zZ49W0888YQGDRqkRx55RJJ03333afbs2Ro/frx69+6toqKiVL0VAAAAICnLGGO8HsJNO3bs0OjRo7V8+XINGTIkJV+jUntS8nkBAMDxy1Ku1yO0S3Oz9NqswcOHKPbMk16PFAgZ0cJjOp8r9gAAAIAOIqYBAAD8jlvj+RYxDQAA4HfEtG8R0wAAAL5HTPsVMQ0AAOB3IWLar4hpAAAAv2Obh28R0wAAAH5HS/sWMQ0AAOB71LRfEdMAAAB+xzYP3yKmAQAA/I6Y9i1iGgAAwO9oad8ipgEAAHyPmvYrYhoAAMDv2ObhW8Q0AACA39HSvkVMAwAA+B0r075FTAMAAPgdMe1bxDQAAIDfEdO+RUwDAAD4HTHtW8Q0AACA3xHTvkVMAwAA+B4x7VfENAAAgN8Zx+sJ0ApiGgAAwO9s2+sJ0ApiGgAAwO9sVqb9ipgGAADwO4eY9itiGgAAwO+Iad8ipgEAAPyOPdO+RUwDAAD4HXumfYuYBgAA8Du2efgWMQ0AAOB3bPPwLWIaAADA5yxWpn2LmAYAAPA7VqZ9i5gGAADwuzgx7VfENAAAgN81NHg9AVpBTAMAAPhdPTHtV8Q0AACAz1mxGFs9fIqYBgAASAds9fAlYhoAACAd1Nd7PQGSIKYBAADSAfumfYmYBgAASAMWMe1LxDQAAEA6qKn1egIkQUwDAACkAau62usRkAQxDQAAkA4q93k9AZIgpgEAANKAVcXKtB8R0wAAAGnAqmZl2o+IaQAAgHTAyrQvEdMAAABpgG0e/kRMAwAApINKYtqPiGkAAIA0YO0plYzxegwcgZgGAABIA1Z9g1TFRYh+Q0wDAACkCWvXbq9HwBGIaQAAgDRh7djl9Qg4AjENAACQJqyt270eAUcgpgEAANKEteUzr0fAEYhpAACANGFt3eb1CDgCMQ0AAJAmrB27pfp6r8fAYYhpAACANGE5jqyNm7weA4dJaUzfcsstGj9+vCZNmqRJkybp/fff18svv6xrr71WY8aM0bPPPtt87qpVqzRx4kSNGTNGjz76aPPx9evXa/LkySosLNScOXMUj8clSbt27dK0adM0duxY3Xvvvaqrq0vlWwEAAPCF0EcbvR4Bh0lZTBtjtHXrVi1evLj5R25urh599FH99re/1aJFi/SHP/xBn376qerr6/XAAw9o4cKFKi4u1rp167Ry5UpJ0qxZszRv3jwtW7ZMxhg999xzkqQFCxZo6tSpKikp0YgRI7Rw4cJUvRUAAADfsNZ/7PUIOEzKYnrz5s2SpDvuuENf+cpX9Mwzz2jVqlX6whe+oL59+6pnz54qLCxUSUmJPvjgA5100kkaOnSoIpGIJk6cqJKSEu3cuVP19fUaOXKkJGny5MkqKSlRLBbT6tWrVVhY2OI4AABAV0dM+0vKYnr//v267LLL9G//9m966qmn9Pvf/167du1SdnZ28zk5OTkqLS3V3r1723U8OztbpaWlqqqqUmZmpiKRSIvjAAAAXY2xrBa/D+3YJe2v8WgaHCllMX3BBRfo4YcfVu/evZWVlaUpU6bo8ccfl3XYPxDGGFmWJcdxjun4oZ8Pd+TvAQAAuoT+WQmHrA2feDAIkklZTK9Zs0bvvPNO8++NMcrLy1NZWVnzsbKyMuXk5Cg3N7ddx8vLy5WTk6OsrCzV1NTItu0W5wMAAHQ1Jm9QwrHQR2z18IuUxXRNTY0efvhhNTQ0qLa2Vi+++KL+5V/+Re+8844qKyt18OBBvfrqqyooKND555+vLVu2aNu2bbJtW0uWLFFBQYHy8vKUkZGhtWvXSpIWL16sgoICRaNR5efnq7i4WJK0aNEiFRQUpOqtAAAAeMbk5SYcY9+0f0RS9YmvvPJKvf/++7ruuuvkOI6mTp2qiy66SDNnztT06dMVi8U0ZcoUnXfeeZKkn/zkJ5oxY4YaGho0atQojR07VpJUVFSkuXPnqra2Vuecc46mT58uSZo/f75mz56tJ554QoMGDdIjjzySqrcCAADgmaQr08S0b1jGGOP1EG7asWOHRo8ereXLl2vIkCEp+RqV2pOSzwsAAI5flhJXev3oULOU/HSyhv3zw7Icp8XrDS8/Kw3o79F0XVdGtPCYzucJiAAAAH4WiSTd6sHqtD8Q0wAAAD5nTkz823Rr46ceTIIjEdMAAAA+R0z7FzENAADgc2bo4IRjoY83eTAJjkRMAwAA+JwZnCsTaplt1t5yqXqfRxPhEGIaAADA76JRmdzEB9RZrE57jpgGAABIA0m3erBv2nPENAAAQBowQxJjmpVp7xHTAAAAacAMzUs4Zn3MyrTXUvY4cQDA/9qoNa2+dobyXZwEQLoyQxIfK27t3C3FYlI06sFEkIhpAEiZtgI62XlENYA29egh06e3rP01zYcs25G1a4/MSUM9HCzY2OYBAJ1so9a0O6SP/DgAaIvJGZBwzPpspweT4BBWpgGgkxDDAFLN5AyQPt3S4pi1nZj2EivTAHCcOroS3drnAoDWmAH9Ew+WV7g/CJoR0wDQQZ0Z0Ud+XgBIqnevhENWFU9B9BLbPADgGBG7ALxiemcmHLOqqj2YBIcQ0wDQTkQ0AM9lJq5Mq5qVaS8R0wBwFEQ0AL8wmaxM+w17pgGgFanaE93erw0ACZJs81D1PskY92eBJFamAaAFIhaAr2V0k4lEZMXjzYesxph04KDUq6eHgwUXMQ0AIqIBpAnLarqjx5F38KiqJqY9QkwDCCwCGkA6MpmZCbfDs6r3yQwZ7NFEwcaeaQCB4+Ve6GORDjMC8EDSe01zEaJXWJkGEAiEKYCuItkdPRK2fcA1xDSALouABtAlsTLtK8Q0gC6lqwX0Rq3RGcr3egwAPpJ0ZZoHt3iGmAbQJXS1iAaAViV5CiIr097hAkQAaS1dLiY8Hl39/QE4NibJg1ssVqY9w8o0gLREYAIIrCQr06okpr3CyjSAtBPEkA7iewaQHCvT/kJMA0grRCWAwEu2Ml29TzLG/VlATANID0HYG300QX//AD6X0U0mGm1xyIrFpLoDHg0UbMQ0AN8jIgHgMJaVfHWaB7d4gpgG4GuEdEt8PwBIkuHBLb5BTAPwLcIRAFqR5MEtXIToDWIaANIMf8gAkGxlWqxMe4KYBuBLBCMAtCHZynRFpQeDgJgG4DuE9NHxPQKCzfTtk3DMqqjyYBIQ0wB8hUgEgHY4ITGmVV7h/hwgpgH4ByF9bPh+AcFlksS0VUZMe4GYBgAASDNJY7qcPdNeIKYB+AKrrB3D9w0IqBN6Jx6rrJRs2/1ZAo6YBgAASDfdusn06NHikGU7Eveadh0xDcBzrK4CwLEzSVanLS5CdB0xDcBThPTx43sIBFSy2+OVsW/abcQ0AABAGkp2ESK3x3MfMQ3AM6yoAsBxSHpHD2LabcQ0AABAGuL2eP5ATAPwBKvSnYvvJxA8ybd5ENNuI6YBAADSEds8fIGYBgAASEPJt3kQ024jpgG4ji0JANAJ+iR7CmK1FOcpiG4ipgEAANJRNCLTq2eLQ5YxUnW1RwMFEzENAACQpkzvzIRjVkWVB5MEFzENwFVs8QCATtTaVg+4hpgGAABIUyZJTFuV3B7PTSmP6Z/+9KeaPXu2JGn9+vWaPHmyCgsLNWfOHMXjcUnSrl27NG3aNI0dO1b33nuv6urqJEn79+/X3XffrXHjxmnatGkqKyuTJDU2NmrWrFkaN26crr/+em3atCnVbwMAAMB/+iTZ5sHKtKtSGtPvvPOOXnzxxebfz5o1S/PmzdOyZctkjNFzzz0nSVqwYIGmTp2qkpISjRgxQgsXLpQkPfbYY8rPz9fSpUt1ww036KGHHpIkPf300+rRo4eWLl2qBx54QN/73vdS+TYAQBJbVAD4j+mdZJsHe6ZdlbKYrq6u1qOPPqp77rlHkrRz507V19dr5MiRkqTJkyerpKREsVhMq1evVmFhYYvjkrRixQpNnDhRkjRhwgS98cYbisViWrFihb7yla9Iki6++GJVVlZq165dqXorAAJso9Y0/zjy90e+BgCuS7rNg5h2U8piet68eZo5c6b69Gm6ofjevXuVnZ3d/Hp2drZKS0tVVVWlzMxMRSKRFseP/JhIJKLMzExVVlYm/Vx79uxJ1VsB0EnSJTo7Esnp8t4AdC1J7+bBNg9XpSSmn3/+eQ0aNEiXXXZZ8zHHcWRZVvPvjTGyLKv558Md+fvDPyYUCiV8zKHjAHA8jneVmaAG4Loe3ROPHTjg/hwBFknFJy0uLlZZWZkmTZqkffv26cCBA7Isq/kCQkkqLy9XTk6OsrKyVFNTI9u2FQ6HVVZWppycHElSTk6OysvLlZubq3g8rrq6OvXt21cDBw7U3r17deKJJ7b4XADQUZ0Vwhu1Rmcov1M+FwAcVfeMxGMHDro/R4ClZDn3V7/6lZYsWaLFixfrW9/6lq666ir9+Mc/VkZGhtauXStJWrx4sQoKChSNRpWfn6/i4mJJ0qJFi1RQUCBJGjVqlBYtWiSpKdDz8/MVjUY1atQoLV68WJK0Zs0aZWRkaPDgwal4KwACoLNXlFmhBuAWk5EY0xYx7aqUrEy3pqioSHPnzlVtba3OOeccTZ8+XZI0f/58zZ49W0888YQGDRqkRx55RJJ03333afbs2Ro/frx69+6toqIiSdItt9yiefPmafz48erWrZsefvhhN98GgC6C6AWQ9pKtTB8kpt1kGWOM10O4aceOHRo9erSWL1+uIUOGpORrVIqLIYEj+S1c3ZjH7e0ebC8B2idLuV6P0C6HmqXkZ19TXnaSW+BJUjyubvfNaXHIhEJqfOsVqZVr0NC2jGjhMZ3PVXsAAsdvYd8ZCGkgoCIRmUi4xSHLcaSGBo8GCh5iGkCgdMWQBhBwSfZNcxGie4hpAACAdJYsputZmXYLMQ0gMFiVBtAlhZLsjXYc9+cIKGIaQCAQ0gC6rCQXGlrBur+Ep4hpACnndch6/fVTjYsPgYBLdtcOVqZdQ0wDAAB0NSxMu4aYBtClebUqzWoxANfYdsIh0y3qwSDBREwDSCkvt1h09e0dEtEOQFI8MaZ1xL2nkTrENAB0MgIXgKuSrEwrwsq0W4hpAF1SEFalAUCS1NCYeCyDmHYLMQ0gZYIYtG6uSrMCDkC2LSsWa3HIWJbUo4dHAwUPMQ2gy+GiQwCBcbA+8VivnlKIxHNLxOsBACDdeRHRhDsASckfG96rp/tzBBh/bAGQEkHZ4kFIA/CSVVuXcMz0zvRgkuBiZRpAl+JWxBO0AHyhpibxWP9+7s8RYMQ0gE7XlVelvY5or78+AH+x9ifGtOlHTLuJmAbQpZyh/E6Peb8ErF/mAOAjyWKalWlXEdMAupzjDWqiFUC6sCqrEw8O6O/+IAFGTAPoVH7Z4tHeoE6XcE6XOQG4yyqvTDhmBud6MElwEdMAuqyuEqBd5X0A6HxWZVXCMTN4oAeTBBe3xgPQafyyKt2VENIAWmXbUpJtHmYQK9NuIqYBwKcIaQBtKquQ5TgtDpl+fXloi8uIaQCdglXpzkVIAzgaa8/ehGNm2FAPJgm2Y47pxsZG7dq1KxWzAABESANon+QxfaIHkwRbu2L6tdde0w9/+EPV1tZq7NixmjRpkn7961+nejYACJQzlE9IA2g3a9eehGPOycS029oV07/85S/1ta99Ta+++qpGjhyp119/XYsXL071bADSBFs8jh8RDeBYhbbvTDhmTh3m/iAB166YNsbojDPO0KpVq1RQUKDMzEwZY1I9GwB0eaxGA+iQg/Wy9pYnHDann+bBMMHWrpgOhUIqLi7WW2+9pcsvv1wrV66UZVmpng0AuiwiGsDxsHYkXr/mDBksZfbyYJpga9dDW7773e/qF7/4hWbOnKns7Gw98cQTmjt3bqpnA4Auh4AG0BmsZFs8zhzuwSRoV0zn5+frqaee0v79+yVJv//971M6FID0wX7p9iGiAXQm67MkMX0GWzy80K5tHps3b9a1116r8ePHq7S0VOPGjdOmTZtSPRsApLVDWzkIaQCdLdnFhw4x7Yl2xfSPfvQjzZkzR/3799fAgQN18803a968eameDQDSDgENIOXqG6TSsoTDrEx7o10xXV1drcsvv7z599OmTVNtbW3KhgKAdEJAA3CTtWu3rCPuqmYG50p9ens0UbC1a8+0JDU0NDTfwaOsrEzOEc+CB4AgIZwBeMXanuROHqxKe6ZdMT116lTdeeedqqio0M9+9jO98sor+sY3vpHq2QDAN4hnAH6R7LZ45vRTPZgEUjtjesqUKTrppJO0YsUKxeNx/fCHP2yx7QMAuiICGoAfJVuZNsNP8WASSO2M6V27dikvL0/Tpk2TJFmWpaqqKvXr1y+lwwGA2whoAL5m27J270k47PDkQ8+0K6Zvuukm7d27V5mZmbIsSzU1NQqHw+rXr59+/vOf68ILL0z1nACQUkQ0gHRg7dkrK263OGb69ZUGZHk0EdoV01/84hd16aWX6rrrrpMkLVu2TG+//bZuvPFGzZ8/X88//3xKhwSAVCCgAaSbpFs8Tj9F+vwmEXBfu26Nt2HDhuaQlqTCwkKtW7dOZ599tmKxWMqGA4BU4DZ2ANJVsosP2eLhrXatTMfjcX388cc6/fTTJUkff/yxHMdRQ0OD4vF4SgcEgM5APAPoCqy95QnHzGknezAJDmlXTN9///265ZZbNHz4cBljtHXrVhUVFenxxx/X1VdfneoZAaDDiGgAXYlVXpFwzAzN82ASHNKumB4wYICWLVumNWvWKBwO68ILL9QJJ5ygc889V5mZmameEQCOGRENoMtxHKmiMuGwGTzIg2FwSLtXppcuXZqwCk1IA/AbIhpAl7Vvf+KdPDJ7SX3oMS+1K6bPOOMMvfzyy7rooovUs2fP5uN9+/ZN2WAA0F4ENIAgsPbXJhwzA7O5k4fH2hXTy5cvV0lJSYtjlmVp/fr1KRkKANqDiAYQKHV1icf6nuD+HGihXTH94YcfpnoOAGg3IhpAEFl1BxKOmT69PZgEh2tXTDc2NmrlypWq+/xPRLZt67PPPtPMmTNTOhwA/ztD+dqoNa59LQAIrLqDicdO6OP+HGihXTE9c+ZMbd++XWVlZTr77LP1/vvv65JLLkn1bABAQAPAIfHEB+WZ7hkeDILDtSum169fr1dffVUPPvigbr/9djmOowcffDDFowEIKgIaAJIwSY6F2vUwa6RQu/4XyMnJUSQS0bBhw/Txxx9r+PDhqqmpSfVsANJEZ8TvoUd8E9IA0AqTpKa5k4fn2hXTPXv21Msvv6wzzzxTS5cu1caNG3XgQOImeADB1dEIJqABoL2IaT9qV0zPmzdP69ev1+WXX65QKKSbb75Zd9xxR6pnA5Bm2hPFh69AE9EAcAyi0YRDVn2DB4PgcO3aMz1s2DB95zvfkSQ99thjKR0IQHo7dHcPQhkAOln37onHahMf5AJ3tSum165dq1/84heqqKiQOWy/zssvv9zmx/385z/XsmXLZFmWpkyZottvv12rVq3Sj3/8YzU0NGjcuHHNt9dbv3695syZo7q6OuXn52vBggWKRCLatWuXZs2apYqKCp188skqKipSr169tH//ft1///3avn27srKy9Nhjjyk7O/s4vhUAOgshDQCdz/RIFtNJHuQCV7Vrm8f3v/99jRo1SnPmzNH3v//95h9tee+99/Tuu+/qpZde0gsvvKCnn35aGzZs0AMPPKCFCxequLhY69at08qVKyVJs2bN0rx587Rs2TIZY/Tcc89JkhYsWKCpU6eqpKREI0aM0MKFCyU1rZDn5+dr6dKluuGGG/TQQw8dz/cBAADA33r2SDhk7eeGEF5rV0x369ZNt912my699FJdcsklzT/acskll+g3v/mNIpGIKioqZNu29u/fr5NOOklDhw5VJBLRxIkTVVJSop07d6q+vl4jR46UJE2ePFklJSWKxWJavXq1CgsLWxyXpBUrVmjixImSpAkTJuiNN95QLJZ4/0UAnWOj1rj2cBYAQCLTJzPhmLW33INJcLh2bfM45ZRT9OGHH+rcc889pk8ejUb1+OOP67/+6780duxY7d27t8VWjJycHJWWliYcz87OVmlpqaqqqpSZmalIJNLiuKQWHxOJRJSZmanKykoNHDjwmGYE0KS9oXzkeWzpAACX9O2beKysXLJtKRx2fx5IOkpMH1r5raur00033dS8onzI0fZMS9K3vvUt3XXXXbrnnnu0detWWYfdwsUYI8uy5DhO0uOHfj7ckb8//GNC3LgcOKrOXl3mYkMAcEn3DJlePWXV/e/tiS3bkSoqpRyuG/NKmzF9aF/07t279eSTT2rBggXatGmTioqK9IMf/KDNT7xp0yY1NjbqrLPOUo8ePTRmzBiVlJQofNifnMrKypSTk6Pc3FyVlZU1Hy8vL1dOTo6ysrJUU1Mj27YVDoebz5eaVrXLy8uVm5ureDyuuro69U32JzYg4NzYmkFQA4A7TL++LWJakqyde2SIac+0uZR7aG/0iy++qJtuukmXXHKJJk+erBkzZmjRokVtfuIdO3Zo7ty5amxsVGNjo5YvX64bb7xRW7Zs0bZt22TbtpYsWaKCggLl5eUpIyNDa9eulSQtXrxYBQUFikajys/PV3FxsSRp0aJFKigokCSNGjWqeYbi4mLl5+crmuT+i0DQHNrbzB5nAOiCBmQlHLK2bfdgEBzSrj3TVVVVmj59uiQpIyNDt91221FjetSoUfrggw903XXXKRwOa8yYMRo/fryysrI0Y8YMNTQ0aNSoURo7dqwkqaioSHPnzlVtba3OOeec5q83f/58zZ49W0888YQGDRqkRx55RJJ03333afbs2Ro/frx69+6toqKiDn8TgHTml2BmdRoAUs/k5iQcs7YS015qV0zbtq3S0tLmi/vKy8tb3G+6NTNmzNCMGTNaHLvsssv00ksvJZx75pln6o9//GPC8by8PD399NMJx/v27asnn3yyPeMDXY5fAhoA4K5kMR3atl22B7OgSbti+rbbbtN1112nL3/5y7IsS6tWrWp+IiIAdxDQAICkK9OfbvFgEhzSrpieMmWKRowYoXfffVfhcFh33nmnTj/99FTPBkDpFdFs9QCA1DK5OTKhkCzHaT5mlVc03dGjf+J+aqReu2JaatqGceaZZ6ZyFgCfS6eABgC4KBqVGZwra8euFodDGz6Rc/mlHg0VbNyYGfCRrnAHjnSfHwD8zpyYl3DM2vCpB5NAOoaVaQCpQXwCAI6FGZonaXWLY9bGT7wZBsQ04BUiGgDQEebEIQnHQqxMe4ZtHoDLusJWjqPp6u8PALxk8nJlQi0Tziorb7oIEa4jpgGXBCGiAQAu+PwixCOFNrDVwwvENJBiQY3oIL5nAHALFyH6B3umgRQhJgEAqcJFiP7ByjSQAoR0E74PAJAaXIToH8Q00ImCuqWjLXw/AKDztXoRYmWVRxMFFzENdBKiEQDgmmhUZtDAhMNchOg+YhroBIR02/j+AEDnS34RIjHtNmIaOA5s62g/vk8A0LmS7Zu2NrJv2m3ENNBBxCEAwEtNd/RoiW0e7iOmAbiGP4AAQOcxeYMSL0LcWy5VVns0UTAR00AHEIUdx/cOADpJt1YuQuR+064ipoFjRAwCAPwi2VYPLkJ0FzENHANCunPwfQSAzmFOSnIRIg9vcRUxDcATBDUAHL+kFyGyzcNVxDTQTsRf5+N7CgDHJ+lFiKVlXITooojXAwBIdDyReYbyO3ESAICvfX4RorVzd4vDoY2fyLnsYo+GChZiGmgHN1ZQO+trHP550iGsN2pNWswJAH5lhuZJR8S0teETiZh2BTENeCjVkX7o8xOrANB1mRPzpHdb/veEixDdw55p4ChSFbxu7hf2+2PP/TwbAPidOZGLEL3EyjTgMi/DkZVqAOh6TN5gmVBIluM0H7NKy6SqaqlfXw8nCwZWpoE2dHb4+mUF1i9zHM6PMwFAWugWlcnNSTjMVg93ENOAS/wWi37f+gEAaD+2eniHmAZc4Odo9dNsfpoFANKJGZrsSYjEtBuIaaAVQQq7IL1XAOiKkq9Ms83DDcQ0kKSG/UMAACAASURBVGLpEqps+wCA9GWGDJKxrBbHrD17pep9Hk0UHMQ0gBa8Dmqvvz4ApKVu3WQGDUw4zFaP1COmgSRS8TTCdJKucwNAkCXd6sEdPVKOmAaQlB/uhw0AaL/kFyF+7MEkwUJMA0cI+qr04dhHDQDpI+nK9HpiOtWIaQBHRVAD/7+9ew+Pqrz3Nv5dcwiCiUY0EUTEE4oFBZWqeAjFA6eQohR3EVp009ZDrbjVqmylsm1LSy1vaa3V9mrVWnVX0SoIhWirgtVQFVTYKCJVDoIRgqCQCGRm1nr/wNCESSCzZp3n/lyXV8tKMvObGUzuPD6zFhB81pG7r4TYnLFps1T3iU8TFQZiGkC7eB3UBDwA5KgoKatb16zDsbff9WGYwkFMA82wxWPfovq4ACAqrKO7Zx0z3lnpwySFg5gGkBOCGgCCyzr6qKxjrEy7i5gGkDOvgppwB4DcmK2tTL+7SspkfJimMBDTwBcIt9xwpg8ACKDyw2R1PKDFIePzHTJWr/NpoOgjpgHkxe2gJtgBIAexWBv7ptnq4RZiGkDeCF4ACI5W900vJ6bdQkwDIgadwHMIAMHQ6r7ptzmjh1uIacBhhRyVbj32Qn5OASBXVo9WYnr1Wqnhcx+miT5iGgAAIEpKimUd1rnFIcOydp/VA44jplHwWPV0FqvTAOA/s7V90yve82GS6COmAYedqP5+j+A7whcA/GX1ODLrGFdCdAcxjYJG9LnHjeeW1wsA2qe1fdOsTLuDmAYAAIgYq/sRsmItM8/4eJO05VOfJoouYhqAa1idBgCfFBXJ6np41uHYCrZ6OI2YRsEiyrxBUAOAP1rdN81WD8cR0wAAABHU6vmm3yGmnUZMoyCxsuktVqcBwHutvgmRc007jpgGXMDp8QAAfrOOOFxWPN7imLH1U+nTz3yaKJpcjel77rlHlZWVqqys1F133SVJqqmpUVVVlQYPHqwZM2bs+dwVK1Zo1KhRGjJkiG6//Xal02lJ0kcffaRx48Zp6NChuuaaa9TQ0CBJ2rZtm6688koNGzZM48aNU11dnZsPBRHCiqY/WJ0GAI/F47IOL8s6bKz50Idhosu1mK6pqdHLL7+sp59+WrNmzdLbb7+tuXPn6rbbbtO9996refPmafny5Vq4cKEk6eabb9Ydd9yhZ599VpZlaebMmZKkO++8U2PHjlV1dbX69Omje++9V5L0y1/+Uv3799f8+fN16aWXaurUqW49FAABRlADQNusLuVZx4wP1vowSXS5FtNlZWWaNGmSioqKlEwmddxxx2nNmjXq0aOHunfvrkQioaqqKlVXV2vDhg3auXOn+vXrJ0kaNWqUqqurlUql9Prrr2vIkCEtjkvSggULVFVVJUkaMWKEXnrpJaVSKbceDiKC8IomXlcAaF2rMb2GmHaSazHds2fPPXG8Zs0azZ8/X4ZhqKzs3/+5oby8XBs3btSmTZtaHC8rK9PGjRu1detWFRcXK5FItDguqcXXJBIJFRcXa8uWLW49HCBnYdo3/Z7e0Ht6w/X7cTN6CWoAaEUrMR1bvc6HQaIr4fYdrFq1SldddZVuueUWxeNxrVmzZs/HLMuSYRgyTVOGYWQdb/rf5vb+c/OvicV4PyXaRmxl2zug9/7zCTrNy3HytlKLQ/VLDAC4rbULtxhriGknuVqfS5Ys0RVXXKGbbrpJl1xyibp06dLijYJ1dXUqLy/POr5582aVl5erc+fO2r59uzKZTIvPl3avam/evFmSlE6n1dDQoNLSUjcfDlBw3FitdvuXGn5pAoB/s8oOy76s+OYt0rbtPk0UPa7FdG1tra699lpNnz5dlZWVkqS+fftq9erVWrt2rTKZjObOnauKigp169ZNHTp00JIlSyRJs2fPVkVFhZLJpPr376958+ZJkmbNmqWKigpJ0sCBAzVr1ixJ0rx589S/f38lk0m3Hg5CjsDK1t5Q9mL7h9N4vQHgC8mEVHZo1mHO6OEc17Z53H///dq1a5emTZu259iYMWM0bdo0XXfdddq1a5cGDhyooUOHSpKmT5+uyZMnq76+Xr1799b48eMlSVOmTNGkSZN03333qWvXrvrFL34hSbr++us1adIkVVZWqqSkRNOnT3froSDk/AyrE9WfsPMJWz4AYDerS7mMjS1PIWysWy/rlC/5NFG0uBbTkydP1uTJk1v92DPPPJN1rFevXnryySezjnfr1k0PP/xw1vHS0lL99re/zX9QAJFFUAOAZJW3cq7ptaxMO4V37CHSWBVuXa5bN5ze6uHl67JSi/l7AKCgtXrhlnXrfZgkmohpRFZQAoqV0WAIyt8HAPBaqzG9lph2CjENFKCwnfLOKaxSAyhErcb0+o+kdNqHaaKHmEYkEUzOilp88/cDQEE5sJOs4gNbHDIyGRkffezTQNFCTCNyCKX28TuQ/X6dWKUGUEisw1u5rDhvQnQEMY1IIY6QK/7OACgEVpdWtnqsWOXDJNFDTAMFzO/V6aBglRpA1Fk9jsw6Flu63IdJooeYRmQQQ+5wM7iD9poFbR4AcIp53DFZx4y3V0qplA/TRAsxjUggguzbVywX4so1q9QAIunwsuw3Ie7aJeOdlT4NFB2uXQER8Arhk79CjOb9afp7xXnCAUSCYcg67mgZS99ucTj+3AKl+/bxaahoYGUagK+C/ssQK9UAosI8+UtZx2J/WyA1Nno/TIQQ0wg1IicawvA6EtUAws489WRZyWSLY8b2esVqXvNpomggpgGXEWDtE5bnqSmqwzIvAOxxQAeZ/bK3dMT/9ynJsnwYKBqIaYRWGGImDDMGSdgilbAGEDbmmdnvkYn93zuKLXjFh2migTcgIpTCEC9hmDGomj93YXkD4N6vt9Nz5/v3KSzPIwB3WSceL7Pr4YrVbmxxPPGb+9V47pnSXttAsH/ENOACQto5YQxrKXh/B9yOfQAhEYspc8lwxe59sMVhY0Ot4o/PUuYbl/o0WHgR0widoEXK3oI+X5i19dwShrkL6y8pAPJnfelEmb16KvZuy8uJx3/3kMxTess6JfusH2gbMQ04hIj2D5GdH8IaKDCGocwlw2VMu1tGszceGum0krf/WI1/vEc6tLOPA4YLb0BEqAQxWHkDWnA1f4Mgr1H78DwBhcE68giZFQOyjhubtyg5+SdSOu3DVOFETAM2EWjhQ1i3D88RUBgyl1TKPLp71vHYW8uV+MkvpUzGh6nCh5hGaATph3uQZoE9hPX+8fwAEZdMKP3tb8gqKc76UHz+35W48+dSmqDeH/ZMA+0U1ah4T29kHTtB2echjTLOdLFvK7WY5wSIqkNKlZ4wVolf/0GGabb4UPxvC6R0Wuk7b+WUeftATAP7EaWIbi2c2/t5hRTYvCEvW9NzwvMBRI91wnHKjK5SYubsrI/FX3xZakwpPfV2qUORD9MFHzGNUPAjaKMS0e0N6Fxvp1DimrBuiVVqIJrMgWcrbZpKPDkn62PxV16V8d2blfrpD6Tyw3yYLtiIaWAvRHTut1+IYS0VblwT1EA0mYPOVTqRUOKxp7M+FntnpYr+8zqlfnK7rL59fJguuIhpoJmwh7TbAd3e+80nrp18DG5Hfmt/XwolMglqIJrM885SOhFX/NG/tDgHtSQZW7Yqee2tSt9wtcxRIyTD8GnKYCGmAYU7ov0K6H0JykxtzeFmZLf371IUQpSgBqLJHPBlKZFQ/OEnZOx1ejwjk1Fy+m+UeXeV0jd+V+p4gE9TBgcxjcBzO3TDFtJBCdUwC8IWFTf/3nkZuAQ1EE3ml0+VdWhnJf7wsIzPtmd9PD73ORlL31b6ju/L6nOSDxMGBzGNghaWkCag3RPFN1Z6vbeboAaiyTq2h1K3TlTiD48o9sHarI/HPtyg5FU3KTP+P5SZMK5gT5/HRVuAgHpPb+z5B96J4vPuxQVqwvKLKYAcHXyQ0tdfqcy5Z7b6YcM0lfjjY0p+679k/Gu1x8MFAzGNghXUH/5RC7kwi3JYu3XbACIokVDmslFKjx0lK9n6pobYqveVnDBR8UeeKLjLkLPNAwUpaD/0oxRrbvPrDX5B2GftJLcuwsKWDyC6zHPOlHncMUr86XHF1q7P+riRSinxm/sV+8cipX7wfenII3yY0nvENALNjegNSkgT0K1z6vVp63acCL0o7bN2I34JaiDCupQrfdN3FXvuRcXnPZ91CXJJii17R0Xjv6v0dd+RefHwyJ9Cj5gGPBTUgN5fwLoRRn79UuPGm/PCHtdurFIT1ECExeMyh10oq3cvxR96XLGPN2V9irFjp5J3/VrmS4uUuu0GqexQHwb1BjGNguJHwAUloPN57EFZzXeDG5cL9+P81k5wOoAJaiDarKOOVHrSRMXnPKvYCy9nXeRFkmL/XKyicVcpffP3ZF70Fe+H9AAxDbjEz4iOcvy6yY2wbm5ffyeCEtoENYCcJJPKjBoh8+QvKfHwTBmfbM36FGN7vZJ3TFPmpUVKf/9a6eCDfBjUPcQ0CoZXgelHRBPPznPrDXptCdJqNkENIFdWz2OVuu0Gxf8yR/Ga11v9nPjfFyr25jKlb7tB5tlneDyhe4hpwCFeR3QhBnRtbW3OX9O1a9e87tPt1er98Ws/NkENIGcHdFBm3GiZfXsr8ciTMrbXZ32K8clWJW+6Q5mRw5S+7jvSgZ18GNRZxDQCKyyx6GVEh+U5yZedaG7vbeUT116vVrcmzG92JKiBwmD1OUmpyTcq8djTir35f61+Tnz2fMUWv6XUnbfK6t3L4wmdRUyjILgRoV5FdNQD2slwzvX+7Ia136vVzTX9PXQjqjltHgDbig9U+lvjFFv8luKPz5axY0fWpxgbandfjvyqy5UZN1qKhfNagsQ0YIMXIR2kiLazuut1JNvhZFj7HYhuRTVBDcA2w5D55VNl9jxWiUeeVGzFe9mfkskoce8Dir3+plJTbpYO7ezDoPkhpoEcuR3SXkV0PrEbhlDOVdNjCvtq9Xt6g6AGECylByt97QTFXn5V8afmymhMZX1K7PU3VfTNa5T6wc2yBoTrewMxDeTAzZB2O6KjGMBuyDeqJf9Xq90IagDIi2HIPO8smScer8Qf/9z65ci3fqaiGycrfcVlynznm6HZ9kFMI/KcilS3QtqtiI56PG9v42krcahfa2trQ30mEKeDmtVpAI4oP0zpG69RfM5ziv99Yaufkvjjn2WsXqv0HTdLnTp6PGDuiGkEUpD2C0vuhDQRvX9tBXOuX2M3sJ1YpW7ix2p1GFaoCWqgACUSylwyXGav45V46PFWT6EXX1gj46oblbrrf6Suh3s/Yw7CsX4O+CgMIV1bW7vnnzDavrj1f9y4fTucfG5XavGef7zg5N9ft2YO2i/PALxhnXSCUrf9l8yTerb68di/VqvoWxNlLH3b48lyQ0wDHnI6osIU0G0Fs5PRnMscdjj9XHsZ1UHH8wAUqINKlP7uBKWHX9jqh42tnyn5vVsVW/Cyx4O1H9s8EGn5/oAO6qqeVwHtdeh6qemx5boFxIm91Htze6uDk9s93JyVLR9AgYrFZFZepFTXw5X400wZqZZn+zDSaSUm/0TpOyfJvKDCpyHbxso0AieKK1RhCGm/V4z9YudxuvEaRPHvPQDkwjrtFKVvvEZW6cFZHzMyphJTpin23Is+TLZvxDTQBqdWpZ2KJKe3dBRiOLfFblCHadtHUP8ri5e3DSD4rKO6KXXLdTKPOSrrY0bGVOLOnytW/bwPk7WNmAZc5GRIO4V4bp3d54VVaucV+uMHCt7BJUpP/I7ME4/P+pBhmkr8cHqg9lAT0wgUJ3+I5nNbTqziOfFYnFz9jEpEB3FFnaAGAIcVFSl99RWtnunDsCwl7vy5jJWrfBgsG29ABFzgVEg7ISjB2V65zuvkeaWbbs/O17vxxsRCxpsRAagoqfRVlyvx+0cUe/vdFh8ydu5S8uY71fjAr6TDDvVpwN1YmQb2ku+qdFBCOkgrt032dXo8J+fN97aC8rwFeXU6yLMBiJBkUunvfFNm715ZHzLqNit56w+lnbt8GOzfWJlGYEThh3OQQtoLQYnOttg9/V3T1wbhtHmFjNVpAJKkZELpCWOV+MV9im1o+TMy9s5KJab/RunJN/o0HCvTiKiwhnlQQzoIF1vJh5ezunGGD6e4cTVPAPDEAR2UvvpyWSXFWR+K//U5xf6xyIehdnM9puvr6zVixAitX79eklRTU6OqqioNHjxYM2bM2PN5K1as0KhRozRkyBDdfvvtSqfTkqSPPvpI48aN09ChQ3XNNdeooaFBkrRt2zZdeeWVGjZsmMaNG6e6ujq3HwpcFJT4zSc28n0M+UZY0C7BHTR2HkdQrpRYyILyvQFAAHQ+ROkrx8tKxLM+lJh2t/TZNh+Gcjmmly5dqssuu0xr1qyRJO3cuVO33Xab7r33Xs2bN0/Lly/XwoULJUk333yz7rjjDj377LOyLEszZ86UJN15550aO3asqqur1adPH917772SpF/+8pfq37+/5s+fr0svvVRTp05186EA+xSEkHZC1AI6KpwKSqeugggAfrGO7aHMf4zMOm5s2arE9N/4MJHLMT1z5kxNmTJF5eXlkqRly5apR48e6t69uxKJhKqqqlRdXa0NGzZo586d6tevnyRp1KhRqq6uViqV0uuvv64hQ4a0OC5JCxYsUFVVlSRpxIgReumll5Ta6/KTKExhW8kKQkgXSkCzOg0A4WeefUarb0iM/32hYgtrPJ/H1ZieOnWq+vf/95tHNm3apLKysj1/Li8v18aNG7OOl5WVaePGjdq6dauKi4uVSCRaHN/7thKJhIqLi7VlyxY3Hw5cEpT4tbvFw8/5nQrpQhLm/dOFKijfIwAEhGEoPfZrsjp1zPpQ4te/lxobPR3H0zcgmqYpwzD2/NmyLBmG0ebxpv9tbu8/N/+aWIz3UyJc8omtfKOwUFajncDzBAABU3qQMpe2st1jQ63iTzzj6Sie1meXLl1avFGwrq5O5eXlWcc3b96s8vJyde7cWdu3b1cmk2nx+dLuVe3NmzdLktLptBoaGlRaWurho4ETnF5xsnt7fqxK+x3ShYzVaQAIP/PL/WT2yr7kePzB/5W2furZHJ7GdN++fbV69WqtXbtWmUxGc+fOVUVFhbp166YOHTpoyZIlkqTZs2eroqJCyWRS/fv317x58yRJs2bNUkVFhSRp4MCBmjVrliRp3rx56t+/v5LJpJcPBwilQg/psAraVgfO/wzAd4ahzKgRsvbexdDw+e6g9oinF23p0KGDpk2bpuuuu067du3SwIEDNXToUEnS9OnTNXnyZNXX16t3794aP368JGnKlCmaNGmS7rvvPnXt2lW/+MUvJEnXX3+9Jk2apMrKSpWUlGj69OlePhQ4ICir0n7cn1+r0m6FdL3Dpy8uDuBJJ+xeZlziYi4A4BarW1eZZ39Z8Vdea3E8Pnu+MpePkQ7t7PoMnsT0Cy+8sOf/DxgwQM88k72XpVevXnryySezjnfr1k0PP/xw1vHS0lL99re/dXZQFCSvL2QRhZB2Op73dftuhXU+cRxGnBYPQFRlRgxWbPFbMnb9+42HRmNK8T8/pcz3vu36/fOOPfgi7KvSfrAbw0690bD+jX//4yW/7tdp7J3OTyH8Ow7ApoNKZFacnXU4/tRcTy7kQkwDNtj9wW43qPIJ6XwFKWT9noP95gAQTJkLzpO113vnjB07FZ852/X7JqZR0Lze4uGlfMMvSBHdXBBnai9WpwHAJSXFMs85I+tw/InZUkODq3dNTMNzYd/iEZZV6XwEPVidmo+VZns4kweAIMpcWCErHm9xzNher/hf5rp6v8Q0EGBeb+8I6mp0a/yaM4wBzpsPARSEQ0plnnV61uH4Y09JO3e6drfENDwVpFVpL7d4ePmf9/MJabiPrR728SZEAPuTuegr2eed3vqZ4s9Uu3afxDSQAy9/mNuJ4kIL6bDODQBwSdmhMvv3yzocf+xpKZ1x5S6JaXgmSKvSXrKzEulVSIdpW4dbvPylBQDgPnPwV7KOGbUbFVvwsiv3R0yjIEXtLB52QzoKovI4AADOsI7oIrNPr6zj8UeflCzL8fsjphFKfqxK27lPL1alCzmkUXjC8l+kAPgrc+HArGOxd1fJeGOZ4/flyeXEAX4Ato8X2wecDOlc543S5bvzuRx5bW2tunbt6uxAHuG0eADCwDr+GJk9jlRs7foWx+OPPqn06X0dvS9WphE6+Ya5V1s8vDhrQ64x60RIN12e3O5eYzd+Ycj3cUV5DzSnxQNQkAxD5gUVWYfji16X8f4aR++KmIbrorAq7cVjcHt7hxPB6VR0Rjleoy4K/z4DKAxmvz6yDu2cdTz+5784ej/ENEKFVend/Ahppzm9Ss0+8MJB0ANol3hcmfPPyzoce/ZFadNmx+6GmIarovBDL4ir0rnIJzLd2pax930AAOAGc0B/WQd2anHMSKcVf2K2Y/dBTCM0ohDmTsglPvMNaa8EIag53zQARFCHIpkVA7IOx5/+q9TQ4MhdENMoGEHd4pFLkHkVb35EohP3yVYPAMDeMgPPlpVseQI7o+FzxWc7c4lxYhquicJKstuPIYjbO/xcbWWlF+0Vhe8vADxSUizzzNOzDseffEYyzbxvnphGKPDGQ2+2dxCz3gjrOaabELIAwiZz/nmyDKPFMaN2o4zFb+V928Q0XBGFH7ZBWpX2InKDEtJBmQMAECGHl8k6qWfW4fgz+W/1IKYReKxK58bOqnTQAjafecLypstcceVBAMhP5pwzs47FFtZIWz/N63aJaaAVYV2VjkJIw1le/TIJAEFnnXySrJLiFseMdHp3UOeBmIbjgrTFo9BWpQGvBOnfcwBol3i81Tcixl5/M6+bJaYRaH78wC6kVWkAAAqJ2adX1rHY4rekTMb2bRLTcFSQVqtYld6/IG/xCPJsAIBwso45SlZRssUxY9t2Gas+sH2bxDTQTFhXpREedk6Lx5sPAcAhiYSs44/NOmwsX2H7JolpBFY+YcuqNOC+IP2XKABoL+vII7KOGdvrbd8eMQ3HhP0Ha9jnBwoJq/UA7LI6FGUf3LHT9u0R04BNua5KB3HbRgk94qmwX/kQACJhrz3TkqSdxDSwRxTOq5treEfxTB5+hH4Qf7lgBRYAHNaYyjpkpNK2b46YhiOc3iLh9ZaLXO8vCqvSUVV8mt8TwG38ggEgH7F3VmYds7rZ/y+HxDQQAfkEZBBXY8OC5w4AQqa+QcYHa7MOm+ecYfsmiWkggLyOtJL+wQpDu7ME+ZcKTonnDJ4TAPmILVosw7JaHLO6dZV19FH2bzPfoQDsnxeh6sT2hiAEtR8hbYfbz5VT0XiC2PcCAJJkrF6n+Jxns45nzj1LMgzbt5vIZyhA4pRyQVJ8Wv5vRmyKRK/3eecTp/mGdBBXpcPA61ViVqUB2FbfoMT9j8po5bLh5pBBed00K9MoeEH9ZcDvFVovt374uSIehNX4vRGN2XhOANjWmFLij4/J2Ppp1ocyo0bIOumEvG6elWkUvBPVP7BBbZcTK9RNmsemG6vVfq5I25XLzFFdlQaAUNi0WYk/PKLYhuyzcJknnaD09VfmfRfENAIp6IHbtWvXnE+PV9I/9xi18zVNmoemG2HdJJf5nFwF9mtrh9sh7eQKbFT2S7MqDcAO463lSjw8U8bOXVkfs0qKlZp6m1TUytUQc0RMAx6yG9RSfqvCboR1E6+3Sfi5PzosbzqU3A9prwKXkAaQs0xG8dnVij//Upufkp5ys9S1iyN3R0wDIeHUGwPdDGs3+f0mw1y/PtdV6TCFtFcIaQC5Mt57X/Gn/6rYug2tftwqSip96/UyzznTsfskphE5J+i0nC8pbmdbiZ2tHlJ+Wzec+Prmgh7WTr6Z0suvj3pIexG5hDSAXBjrP1J8dnWrVzdsYnXrqtTU22WdeLyj901MI29u7W8O+r5pyd+gbuJGWEv+xnWQzplNSHuPkAbQbp9sUXzOc4otfivrYizNZSoGKD35Jqmk2PERiGlEkler01J+Qd3EqbDO97aaaytonY5sJ8/I4eSeZju35VdIexnRbocuIQ2gXbbXK/7si4r9Y5GMdPa5o5tY8Zgy10xQZuzX8rowy74Q0wg0r1en8wlqSbaiWnL2QiluxXUTv05H1xa/A7qJHyHt9Uo0IQ3Ab8b6jxRbWKPY62/KSKX3+blmz+OUvum7svr2dnUmYhqOcDN67d62ndXpfO5Psr9K3cSN7RttBaLXVzh0ihtn1PAyoqX8o9GP7RyENADfZDIylr2j+IJXFPvX6v1+unVEF6WvvFzmRQOlmPvXJySmEWl+BbVkf5W6iV8XSwlaZLt1OjonbrcQVqMlQhqAT+obFKt5TfGXFsnY+tl+P90qPVjpCWNlXjxcSiY9GHA3YhqOCeLqtORPUEvORbXk/taNfd2XF/e5v/sO2m0Xymq0REgD8Jhlyfhwg2ILF+1+U2F631s5JMnqeIAyl31NmbGjpAMP9GDIlohpOCqKQd0k35VqyZmwlvYdhm5Fr9cXZ7HLrTntXhY8rBEtEdIAPLRtu2Kvv6nYP5co9tHH7foSq/hAZaqGKDNutHRoZ5cHbBsxDccFOagl2YrqpvuW7Ee1lB1kTsV1c+2JyaBt5bDLi8C3G9FSfrEY5Yj26j4ABFw6LWP5u4r/c7GMt1fKMM12fZl5zFHKjB4pc+j5UqeOLg+5f8Q0XBHUoJbsr1I3v38pv6hu0lqouRHYe9tfhAYttr1cFc8nnpsQ0f7eB4BgMz78SLF/Lt59Ro6Gz9v1NZZhyDzvLGUuHSnr9L6unebODmIargl6UEv2V6mbZmji5ONsK+a8iOwmXq9u+7WFxIlwbsJ2juDcD4AA2rZdscVv7d7GsaH9P8+skuLdWzm+ViUd0cXFAe0jpuGqIAe15ExUN83SxK3H257wC1pwB4GTwdwaVqGDeX8AxYwvbgAAD19JREFUAqCxUbGlbyv22hsy3v1Xu7dxSJJ58peUGXGRzIsGSR0PcHHI/BHTcJ2T2yLcum2norr5TM15deGZXMLRy/B2k9ux3JowrkL7GbOENFBATFPGex8o9tobir31fzJ2Nbb7S62yw5QZdoHM4RfK6tHdxSGdRUzDM2GKasmZsG7SVkx4eXXHvYUhvP0I5daE6bLfQQrXIM0CwF3GhlrFXntTscVvyvh0W7u/zipKyhx4tjKVg2X17yfF4y5O6Q5iGp5ze+uH5EykuhXWzbUnNvwM7iZBiVq3uRF/bgZ0kGM1yLMBcEjT6exefSOnfdCSZPbppczwi2ReOFAqKXZpQG8Q0/CFm6vUbtz+3kHkVly3xk6UBCHAg8bLuHMroMMQqGGYEUAeMpndp7NbtFjG2+/mtA/a6lKuzOBBModdIOvoo1wc0luhjuk5c+bovvvuUzqd1uWXX65x48b5PRJyFLaobtJaLHkZ2PtjN2jCFuFBCjc3AjpIj689wjYvgPYzNtTuPp3da2/KqG9o99dZB3aSef55ygy9QFa/PlIs5uKU/ghtTG/cuFEzZszQU089paKiIo0ZM0Znnnmmjj/+eL9Hgw1eRbWb97GvmApSaO9LrjHk5HMZthAr5NXnvYVxZgDt0PD5F6ezW6zYug3t/jIrHpc5oL/MoRfIPOdM6YAOLg7pv9DGdE1Njc466yyVlpZKkoYMGaLq6mp973vf83ky5MPtqG5+H27fT3PtDa+wRHeTQokot984GNbnMaxzA9gHy5LxwVrFFtYotnS5jHSm3V9q9u6lzNDzZV5QIR1S6uKQwRLamN60aZPKysr2/Lm8vFzLli3zcSI4yYuobn4/Tfze5pBvtIUtxoPC61PVhT1Cwz4/gFakUootWabYglcU+zCHVeim09lVXiTrqCNdHDC4QhvTpmnKaHYpScuyWvwZ0eBVVO99f835Hdi5cCoKwxLlfl70JFdhDtAwzw5gPz7dpvg/Fin28qvt3gttJZMyKwbsPp3dGaeG8nR2TgptTHfp0kWLF/87curq6lReXu7jRHCTH1szWrvv5sIU2bkKU6QGVdgDNOzzA9gHy5KxZp1iC2oUe2NZu8/IYfbqqUzlF1clPLjE5SHDI7QxffbZZ+vXv/61tmzZoo4dO+q5557Tj370I7/Hgge8Xq3e3xxt8Xs+eCvM8Rnm2QHkwLJkvL1S8Xl/V2zth+37kkMOVmbI+TIrB8s6/hiXBwyn0Mb04YcfrhtuuEHjx49XKpXS6NGjdcopp/g9Fjzk52p1e/h5Zgy4J2zhGbZ5AbjD+NdqxZ+pVuz9Ne36fLN3L2UuHSnz/HOlZNLd4UIutDEtSVVVVaqqqvJ7DARA0MO6PdyOnrA+L14KU3iGaVYA/jE+/EjxOc8q9va7+/1cK5GQecF5ylw6UlbvXh5MFw2hjmmgNUE7Q0dQOBlfXj6nhR6Nhf74Adi0abPic59TfMnS/X6qdUipMqMqlbl4uHTYoR4MFy3ENCIv7GfoCCICzx08rwDy1phSfE61Ygtq9vvGQvPE45X5+sW7zwtdVOTRgNFDTKMgEdjwG+EMwGnGug1KPPSYjI837fPzzGN7KHPVFTLPO0vitMJ5I6aBL+wrbght5It4BuAa01TsbwsV/+vfZGTavmKh1fVwpb/zTZmDBxX8uaGdREwD7cCZOdBeRDMAT23eosSfHt/nWTqsQ0qV/s+xMkcOZTuHC4hpwAVeBxXx7i2CGUAQGMtXKPHgn2Xs3NXqx62ipDKXj1FmzCipU0ePpyscxDQQAV7FXRCjnbAFUIiMZe8o8YdH2tzWYR5/jNL/c6us4472drACREwDaDfCFQD8t6+QtgxDmbFfU+bK8Wzp8AgxDQAAEBL7DOku5Ur94PuyTuOK0F4ipgEAAELAeGdlmyFtnnqyUj+bIpUU+zBZYSOmAQAAgq6+QYmHHm87pP/fj6SOB/gwGGJ+DwAAAIB9iz85R0Z9Q9ZxQtp/xDQAAECAGe+9r/jrb2YdN/sR0kFATAMAAARYfE511jGrpFipH00ipAOAmAYAAAgw47PtWcfSE6+UDjvUh2mwN2IaAAAgRMwvnyqz8iK/x8AXiGkAAIAQSd/4Xckw/B4DXyCmAQAAQsI89WRZR3f3eww0Q0wDAACERGbkML9HwF6IaQAAgBCwig+UOfAcv8fAXohpAACAEDBP6S0d0MHvMbAXYhoAACAErD69/B4BrSCmAQAAQsDsTUwHETENAAAQAtaJx/s9AlpBTAMAAASc1fEA6aASv8dAK4hpAACAgLPKy7hQS0AR0wAAAEF3eJnfE6ANxDQAAEDAWYcc7PcIaAMxDQAAEHQHHuj3BGgDMQ0AABBw1oGd/B4BbSCmAQAAgo6YDqyE3wNEUWd18XsEAAAQIeapp/g9AtrAyjQAAECAZUZXyTr5JL/HQBuIaQAAgADLjB3NOaYDjJgGAAAAbCKmAQAAAJuIaQAAAMAmYhoAAACwiZgGAAAAbCKmAQAAAJuIaQAAAMAmYhoAAACwiZgGAAAAbCKmAQAAAJuIaQAAAMAmYhoAAACwiZgGAAAAbCKmAQAAAJuIaQAAAMAmYhoAAACwiZgGAAAAbCKmAQAAAJuIaQAAAMAmYhoAAACwKeH3AF7LZDKSpI8//tjnSQAAQFR16dJFiUTBZVZBKrhXua6uTpI0btw4nycBAABR9fzzz+vII4905LaKEhXqkHTmtuA8w7Isy+8hvLRz504tX75cZWVlisfjfo8DAAAiyImV6XQ6rY8//phV7oAruJgGAAAAnMIbEAEAAACbiGkAAADAJmIaAAAAsImYBgAAAGwipgEAAACbiGkAAADAJmIaAAAAsImY3kt9fb1GjBih9evXS5JqampUVVWlwYMHa8aMGT5Ph3vuuUeVlZWqrKzUXXfdJYnXKIh+9atfafjw4aqsrNSDDz4oidcpqH72s59p0qRJkqQVK1Zo1KhRGjJkiG6//Xal02mfp8M3v/lNVVZWauTIkRo5cqSWLl2qOXPmaPjw4Ro8eLAeffRRv0cseC+88IJGjRqlYcOG6cc//rEkvt8VHAt7vPXWW9aIESOs3r17Wx9++KG1Y8cOa+DAgda6deusVCplTZgwwVqwYIHfYxasV155xfr6179u7dq1y2psbLTGjx9vzZkzh9coYF599VVrzJgxViqVsnbs2GENGjTIWrFiBa9TANXU1Fhnnnmmdeutt1qWZVmVlZXWm2++aVmWZf33f/+39eijj/o5XsEzTdM699xzrVQqtefYxx9/bA0aNMjaunWr1dDQYFVVVVmrVq3yccrCtm7dOuvcc8+1amtrrcbGRuuyyy6zFixYwPe7AsPKdDMzZ87UlClTVF5eLklatmyZevTooe7duyuRSKiqqkrV1dU+T1m4ysrKNGnSJBUVFSmZTOq4447TmjVreI0C5owzztCf/vQnJRIJffLJJ8pkMtq2bRuvU8B8+umnmjFjhq6++mpJ0oYNG7Rz507169dPkjRq1CheI5998MEHkqQJEyboq1/9qh555BHV1NTorLPOUmlpqTp16qQhQ4bwOvnob3/7m4YPH64uXboomUxqxowZ6tixI9/vCgwXem9m6tSpLf68adMmlZWV7flzeXm5Nm7c6PVY+ELPnj33/P81a9Zo/vz5+sY3vsFrFEDJZFJ33323HnjgAQ0dOpR/lwLojjvu0A033KDa2lpJ2d/vysrKeI18tm3bNg0YMEA/+MEPlEqlNH78eA0bNizr36Vly5b5OGVhW7t2rZLJpK6++mrV1tbqK1/5inr27Mn3uwLDyvQ+mKYpwzD2/NmyrBZ/hj9WrVqlCRMm6JZbblH37t15jQJq4sSJWrRokWpra7VmzRpepwB54okn1LVrVw0YMGDPMb7fBc+pp56qu+66SyUlJercubNGjx6tu+++m9cpQDKZjBYtWqSf/OQnevzxx7Vs2TJ9+OGHvEYFhpXpfejSpYvq6ur2/Lmurm7PFhD4Y8mSJZo4caJuu+02VVZW6rXXXuM1Cpj3339fjY2NOumkk9SxY0cNHjxY1dXVisfjez6H18lf8+bNU11dnUaOHKnPPvtMn3/+uQzDaPHv0ubNm3mNfLZ48WKlUqk9v/RYlqVu3brxPS9ADjvsMA0YMECdO3eWJF144YV8vytArEzvQ9++fbV69WqtXbtWmUxGc+fOVUVFhd9jFaza2lpde+21mj59uiorKyXxGgXR+vXrNXnyZDU2NqqxsVHPP/+8xowZw+sUIA8++KDmzp2r2bNna+LEiTr//PP105/+VB06dNCSJUskSbNnz+Y18tn27dt11113adeuXaqvr9fTTz+tn//851q0aJG2bNmiHTt26LnnnuN18tGgQYP08ssva9u2bcpkMvrHP/6hoUOH8v2uwLAyvQ8dOnTQtGnTdN1112nXrl0aOHCghg4d6vdYBev+++/Xrl27NG3atD3HxowZw2sUMAMHDtSyZct08cUXKx6Pa/DgwaqsrFTnzp15nQJu+vTpmjx5surr69W7d2+NHz/e75EK2qBBg7R06VJdfPHFMk1TY8eO1emnn64bbrhB48ePVyqV0ujRo3XKKaf4PWrB6tu3r7797W9r7NixSqVSOuecc3TZZZfp2GOP5ftdATEsy7L8HgIAAAAII7Z5AAAAADYR0wAAAIBNxDQAAABgEzENAAAA2ERMAwAAADYR0wAK2quvvqoRI0bY/vpf/epXmjVrloMTAQDChPNMA0Aerr/+er9HAAD4iJgGUPA+//xzTZw4UWvXrtVBBx2kH/7wh/rd736nAw44QO+9954++eQTnX/++SotLdWLL76ouro6/fjHP9aAAQM0adIk9ezZU9/61rf8fhgAAB+wzQNAwautrdUVV1yh2bNna8SIEbrlllskSe+8844eeughPfLII3rggQfUqVMnPfbYYxo/frx+//vf+zw1ACAIiGkABe/EE0/UaaedJkm65JJLtHz5cm3fvl2DBg1SMplUWVmZOnXqpPPOO0+SdNRRR+nTTz/1c2QAQEAQ0wAKXizW8luhYRhKJBIqKipqcTyRYGccAKAlYhpAwVu5cqVWrFghSXr88cd1+umnq2PHjj5PBQAIA2IaQME79thjdc899+irX/2qXnjhBU2bNs3vkQAAIWFYlmX5PQQAAAAQRqxMAwAAADYR0wAAAIBNxDQAAABgEzENAAAA2ERMAwAAADYR0wAAAIBNxDQAAABgEzENAAAA2PT/AVYUwmnSCZ8MAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Changing background of marginal graphs\n",
|
|
"g = sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"kde\" , \n",
|
|
" color=\"#33CC00\" , marginal_kws={'lw':5 , 'color' : \"#FF3300\"})\n",
|
|
"g.ax_marg_x.set_facecolor('#f8fab8')\n",
|
|
"g.ax_marg_y.set_facecolor('#f8fab8')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 539,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x22ebb1e42b0>"
|
|
]
|
|
},
|
|
"execution_count": 539,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Defining Axis Labels\n",
|
|
"(sns.jointplot(x=\"bmi\", y=\"charges\", data=insurance , height = 10 , kind=\"hex\" , color=\"#a0c334\")\n",
|
|
" .set_axis_labels(\"$BMI$\", \"$CHARGES$\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 538,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.jointplot(\"bmi\", \"charges\", data=insurance, s=70, edgecolor=\"w\", linewidth=1, height = 10 , color=\"#58b368\",\n",
|
|
" marginal_kws=dict(bins=15, rug=True))\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.7.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|