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495 lines
408 KiB
495 lines
408 KiB
{
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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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"___\n",
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"\n",
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"<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n",
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"___\n",
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"<center><em>Copyright by Pierian Data Inc.</em></center>\n",
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"<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>"
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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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"# Grids"
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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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"## Imports"
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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": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns"
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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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"## The Data"
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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": 32,
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.read_csv('StudentsPerformance.csv')"
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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": 33,
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"metadata": {
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"scrolled": true
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},
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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>gender</th>\n",
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" <th>race/ethnicity</th>\n",
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" <th>parental level of education</th>\n",
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" <th>lunch</th>\n",
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" <th>test preparation course</th>\n",
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" <th>math score</th>\n",
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" <th>reading score</th>\n",
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" <th>writing score</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>female</td>\n",
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" <td>group B</td>\n",
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" <td>bachelor's degree</td>\n",
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" <td>standard</td>\n",
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" <td>none</td>\n",
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" <td>72</td>\n",
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" <td>72</td>\n",
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" <td>74</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>female</td>\n",
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" <td>group C</td>\n",
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" <td>some college</td>\n",
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" <td>standard</td>\n",
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" <td>completed</td>\n",
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" <td>69</td>\n",
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" <td>90</td>\n",
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" <td>88</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>female</td>\n",
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" <td>group B</td>\n",
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" <td>master's degree</td>\n",
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" <td>standard</td>\n",
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" <td>none</td>\n",
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" <td>90</td>\n",
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" <td>95</td>\n",
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" <td>93</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>male</td>\n",
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" <td>group A</td>\n",
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" <td>associate's degree</td>\n",
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" <td>free/reduced</td>\n",
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" <td>none</td>\n",
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" <td>47</td>\n",
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" <td>57</td>\n",
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" <td>44</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>male</td>\n",
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" <td>group C</td>\n",
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" <td>some college</td>\n",
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" <td>standard</td>\n",
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" <td>none</td>\n",
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" <td>76</td>\n",
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" <td>78</td>\n",
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" <td>75</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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" gender race/ethnicity parental level of education lunch \\\n",
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"0 female group B bachelor's degree standard \n",
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"1 female group C some college standard \n",
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"2 female group B master's degree standard \n",
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"3 male group A associate's degree free/reduced \n",
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"4 male group C some college standard \n",
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"\n",
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" test preparation course math score reading score writing score \n",
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"0 none 72 72 74 \n",
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"1 completed 69 90 88 \n",
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"2 none 90 95 93 \n",
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"3 none 47 57 44 \n",
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"4 none 76 78 75 "
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]
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},
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"execution_count": 33,
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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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"df.head()"
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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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"## catplot()\n",
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"\n"
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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": 9,
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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.FacetGrid at 0x1e24e235b08>"
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]
|
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},
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"execution_count": 9,
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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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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 360x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Kind Options are: “point”, “bar”, “strip”, “swarm”, “box”, “violin”, or “boxen”\n",
|
|
"sns.catplot(x='gender',y='math score',data=df,kind='box')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x1e24e37b2c8>"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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|
"<Figure size 360x720 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.catplot(x='gender',y='math score',data=df,kind='box',row='lunch')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x1e24e856388>"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x720 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.catplot(x='gender',y='math score',data=df,kind='box',row='lunch',col='test preparation course')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Pairgrid\n",
|
|
"\n",
|
|
"Grid that pairplot is built on top of, allows for heavy customization of the pairplot seen earlier."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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UzdqpckQUQWzPKQag549wRIalt8ZmNvHlDyfJO11RQytTKM6fhCgb88drA8CmDktj2cT+zB2fyejMZKYOSyM5PpLkeAdL7+5H++baXBn9Av3QkFROV3gMRwXOKFJWeHxn6aYhrIrlyqwcbh/UkZMlriAJ+XuXZHHarSZZNEWq65Sp8Pi5Z9EWIm1mPvz2GFOHXUJcpJUFd/ThnfsGMnVYGq9tOECrWEfY/asq95oFmAWGMvCc9fuYOVKz64yUOBbc0YfFd/WlXfNIurSM5raBHUOG5N27JIuiCm+N/j5UakZh4HT72H2iBLNJcEmbZufeoZK4SBtXdEnkv9knWL3jGHde1rEGV6lQnB9xURZOlXqYtjrb6Ix54KpU40KrF6BG2sy0S3Dwzn2DcHt9eP2SnFPlfLEnjwV39MFsEvj8khVbDvOLi5No2SwibLGqy+uneZSVJXf1Q0qJxWzCbIJ/DO9OXqk7KJWjFwgGthMrmg7hOmV0BdNnR/WkVWwEo3onM231zrBdLNH28J02sQ4rKyYPqBSY1Oo6hBB88v1xpt/UgzZxDiJtZlZOHkB+qTuomHvuuEwSom3nbHuvCVRERGGw82gxPr/k4pYxP7rodPilbQBYtf1oTSxNofhRFDndVHj8QdLtIzJTwo5EP1XmocItSYyx0zY+EofVTGKMjRt6tmXCws1c9exnTFi4mWGXJtMixsbMj3aFREvmjMuk3O1j9NyNDH5mPeNf3cThU+U8+e5OPH4Zksp5YuUOHhqSirWGc++K+oneKRM4uO7Bq1K5ed5Gbp63kf35ZTy8fDsjMlPCpmDK3T4jsgFnIiAzP9qFx+fnwde3ccu8r9l/soxjxU5G9mnHF3vyyC9xMXLOV3yTWxxik5OWZBmy74HoKZ6aREVEFAY7crW0THrb2B+975CuLYmymdmeU8ShgjLaJ9Sg+o1CcQ6cbh8Fpe6gu7vqCvW04XSSI4XleP0Si0lw2ulj/hf7QgTIbu3b3iiC1ZUqYx1Wiso9Rquvfly9Y8ZbjchUhxbhVYsVjR+TSdClZQzLJw0gv8RFfJSNMQGKqJE2M4nR9pAiVV3vo6TCS2KMnek39SDKbiHabiHCauLWvu2ZsWa3UbD62AqtI8btldw2sKOmCFzZSVZdd8zTI9JDIjA1XVOtHBGFQfax0wB0b3v+aRkdh83M0Eta8c62I7y3/aiSfFfUGOczzM4vtW0Cw9d6oV7VcLZJCE6VeYJmccwZl8nUYWmcOB08h6NZRPAl024xEWE10yJGBA0eg8qhYc0isJhE2PNKCRUelZppiug27PX5iYmwUFoR3Dbrl5LHr9WKVMPpfUTZLZRUuA1dEYD/PvwLbR7S6J74/JI13x7j4tbN6NAiEpMQ/O29nazNzjNm1YT9WzAJbGYT02/qgdWstfPWxnBGFRdUGOw8qjkiaW1+fEQE4IYerQH44NvjF2xNCkUgetvjjbO/ZNDTn3Lj7C/ZfaIEfxWdA7NJm04amEJZmZWjzXcJCGfPHtuLVrERIdN3Jy/J4khRBSPnfMW01dncPrAjr204gMNmISMljkev6cLKrBxOV3i5df5GrnzmM6OjQR/BnhzvIC7SSozDFPa8yzYdqvG2SEX9I9CGL5+5ntte3USU3RKUEvH5ZVi9j4eGpDJ7bC/mfbYPIYSRnhmdmUyFVwalEgd3a8nKrByufOYzxr78NbcP7EhGShy5hU6mf/g9L47pFWSTM0emk3OqnIeXf4PZJJj+4S6mrc7mgatSa3zonZANWFCnd+/ecsuWLXW9jEaB2+vnkr+uweuXfPfkNUTZf3ywrMLjo/c/PqbU5WX9o4Pp0KJBpmdqLAip7PXnk1/i4sbZX4bcyVUdZnei2ElOoZN5n+9jRGaKMezr/e1H6Z4cR0pzB/vyy+jRthken+SKmetDzvXx7y/nl//8HNBy+I9d0xWbxYTHJ5mx5ntGZKYYhbCBa5k6LI1pq7N5cUwvPthxhLsu70yc3UJemRu3128Uvv7q0mS6tozBYvlZzkiN2Kuy1ZojnA0PTUvi/itTuf91rYZpxeQBjJzzVci+nz02mHe3HeHXGW3xS4nfr40RcNjMjJrzVVhbDJwxE/j8/YcuI9pu4VSZm6JyD/FRVv72brYhC7/4zr7syStlZVYO/7ixB0kxP3vCerW2qtxxBQB7TpTg8Uk6JkT9JCcEIMJq5pfdkgD44LtjF3J5CgVw/sPshBDEOiz84fpuhqDYI8u38+zHe5mwcDMFpW6mrc7G45NBOgs6yfEOQ2xMl4CfsHAzV8xczx0LNnH7wI60iY0Iu5bUpGimDkvjxU/3cnmXlki/xGaz0ComggirGbvFxO2DOl0IJ0TRAAlnw2uz8zAJWHBHH1ZMHkBsNTo2UsLlXRI5WuRk/CubGPLPz7jt1U0UlLpJjA6eKq2L6YV7nhzvwGY2YTUL4iKtuH1+wwnRt80rcTFpcRZrs/PweP018Js4g/orUABn6kPSfkTbbjiur0zPfKjSM4oaQG97DEQfEAZnwt47j55mwsIt7DlRyiNvbWfS4izjIpsc76DcrQmaPfV+NlazCOlAmDkyneOVmjjhRNGeWLmDCGv4tezNKzUu4E+s3IGvMuhssZhoE+egXUIUbeIcyglpolRnw0eLK3h8xQ5cXn/YzqynR6RTWO7iVJknJG0zeUkWDw1JDTlmkdMT8jyww6bM5WPPiVKmrT7jhFTdN/Dvq6ZQfwkKALKPXhhH5PKLE3FYzXx7pJhjxc5z76BQnAW/X5Jf4uJIYbnWXeCwGm2PuiDTkrv6IZFBw+x00bE56/eFXNBfGtuLCKtJK/wrceP1+0mMsfPMqJ58/PvLWXxXX9onRLJ+1wlAa7UMF/nQnZmqXxa6BLe+ndfnJ7/EFVLHomi8+P2SvJIKDp8q40hhOafKzvz/J0TZggT09JqhlVk5bMsp4rUNB5hyXTfaJzhYOKEvnz82mOk39cAkINZho11CZDVdWFHBdj4uk5VZOcZzXWxPF0W7fWBHTIIgkTN925kjNTvWpecTalhZVdWIKAAYPecrNh08xWt39uWKixN/1rEmLtrC2uwT/OM33RnXv/0FWmGtoWpE6gnVzeO4qEUUJ8vcVHh9HDxZzqx1e8kvdTH/tt4kRtvYdbyE5HitNdZm0SSuvX6Jr7I11+3zgRT4pTZB+v99kM2ozGTaxEUGdc7MHtsLAThsFu5YsCkk/77gjj64fX7iHFY8fom3snYkcDR7cryDJXf148DJMtonRNIhISqkw+dnompE6hlV7XZoWhJTruuGySSItJlpEWWnyOlme04xkTYzRU4Pe46d5oaebYiwmvBL8Pj8SAlbDhRw2cWJuL0Sr1/i9fmIsluZtnpniJ0tn9gfP1qhq9kk+HjnMVrHR5EQZSMxxs6n3x+ndXxU0AyZP92QhtUsKo8ttTVazVjMAqe7+q60n0i1B6mT9l0hxMPA3WjSb98CE4BIYBnQATgIjJZSFtbF+poafr80UjPdWsf87OP9Mq0la7NP8PH3JxqiI6KoJ4Sbx/Hcf3fz219ezKTFZxwGva3xnkVbWHp3v6BR6Qvu6F2p8bHdeO2lcZk8v26P0cr4r5svJSXewYiAYr/cQif3Ld3K9Jt68JdVO5k5Mt0IhweGticM6khhmdZGmRht59FrupB9rCRIufXhZd+QX+pi5sh04iKtNI+yn+1jKxo4gXar1xfdFtCGO/+23qQmRtMqNoJ7Fm0hMdrOH6/vyvQPvw9SUR2alsSDQy5m9NzgwXb//O8eQx5Bt+HZY3tx/+vbyC91MWdcJrMq7VtHd4jHvfJ10LGeej+bW/u2Z8LCzYa9dmkVo9loLfYa1LojIoRoCzwEpEkpnUKI5cAtQBqwTko5XQgxBZgCPFHb62uK5BY6KXVpAjkXoDKaq7omIQRs+KGAMpf3Jxe/Kpo2elFfRkockwd3pk1sBLGRwcJPgcJhkxZnkV/iMt5LjLYjhMlwQvTt712SxdRhaazNziO30Mnvln3DmxP7hw13t4qNYFtOETPW7GbxnX0pKHOT1EyTz761b3ve2XqEewd3NkSnVm07YoigJTWz8/tl24PEpZZN7F+rF3hF7RNYjBquvuieRVt4c2J/EqJsvH3vQJweH/vzy7j/yos4VeYxbCnKZubeMIq8U4elcd/SrSy4ow93XdaJIqcHAYadTQ6wbx19FlKgQN8zH2nCZ3dd1snYpq5stK5qRCyAQwhhQYuEHAWGA69Vvv8a8Ju6WVrTwyhUbf3z6kN0WkTbyUiJw+3z878fTl6QYyqaDnpdiE9K3po0gCnXdTU0O/JOV4R1GPRpuQVlbgBD60MfpR5u+8Dn4aSth6YlEWE18/HvL+eJ67py/LSmKyIr2yatZsGY/u2CJqMOz2jLnPX7eOSt7ew5URpUAJhb6DQKVxWNl8Bi1OrUfI8UOrnppQ3syy/ld29+w9RV32EymXhj0yHDltrGhx9spx/zVJnb2PZosVZYnZESx9RhaaQmRTN3fKahaTM0LQmTECRE2YJUWqsWtNaVjdb6raqU8ogQ4hngMOAE1kop1wohWkopj1Vuc0wIkVTba2uqnEnLXBhHBGBwlyS2Hi7ii735XHNJqwt2XEXjpmp+fcEdfZi66jumDksz7gbDKUKWu328OKYXL366l4yUOGaMTKfY6aF5lC3s9lW7CQQEpV/0AXm3zNtoPP/D9d1Ydf8gPD7JvM/2Map3CglRdl6b0JdjxU6eXbuHJ1ZqktrNo2y8+OneoM+WHO8gwqr6Axo7+hyZexZtqVbNt8jpITHaToXHz8xR6ezLL2P1N7k8dk1X7rqsEx6fH0F4RV79mPrPmSPTmbFmt+F8V5Vn/3z3CUb2accPeaVE2szYzCZmjOxBUbmXZg4z+SVulk3sb9SN1IWN1kVqJh4t+tERKALeEkKM+xH7TwQmArRr164mltjkuFAdM4H8IrUF//zvHr7Y27QjIspefxxV60L07hf9LlDvggm82L40thelLi9LNx7i0Wu6UFDqZsLCzYYDMXtsr6CJuy+N7cXzn2hOgj511I+kWYSFacO7k9LcAQijQFXP849/ZVPQMfxScuv8M/n7Z0f1ZPqHu+icGEWkzcxvf3lxUL3I/Nt606Ie14coW70w6HNklk3sz6kyNy+O6WUIlenOwaptR0KchtljezHzo11G3ceLYzJ4dlRPHnlre9C+r204wNxxmTRzWHhmVE8irCbyS12Gs141lbNy8gD2nywLmv48c2Q6zSKsuH0E1VTNGZdJc0fNdsiEo9a7ZoQQo4BrpZR3VT6/DegPDAEGV0ZDWgPrpZRdznYsVdl9YRg0/ROOFDn5+PdXcFFS9AU5ps8v6TXtvxQ7PXz22OCGNARPdc3UIUcKyxn09KfG87njM5m2OttQKw2sGUmIsmnjzqWkwuvneHEF7ROiDOdAR1dFPVXmptztIynGjs1i0hQlnR56Jscycs5XDOyUwD2Xd8JqMXGiuIKb520Miq4UlLmDQtrThndnwsLNxnn011JbRmO3mImLsJBfOU/EYjaRFG2vCe0Q1TVTT8krqeCm2RtIjLYzeXBnOidGkXPKyax1e5k8uHO1qryBSqgzR6ZzusJLUoydaLuFKLsZt1diNsFDb3zD5MGduTgpCpvFjNcv+d2b2mt6Hcic9ft4fkyGEdkLPNcb9/QP+VtJjnewfNIAWjWLuNDdXVDPumYOA/2FEJFoqZkhwBagDLgdmF75c1UdrK3JUVTu5kiRkwiriY4XUJLdbBJcdlEL3v/2GF/sPdmQHBFFHaLn1/WL47rsEyy6sy9Oj8+4s9yWU8S01dksmNCHY0XOoI6YxXf1Dataeddlnbh53kbtmI9cwaPLtSLSoWlJXNKmWWWEAyYs3MzUYWnYzCaGpiUZiqpVO3S25RRVTu09Q26hk06JUeSXuHB5/bSItnHHgs1BEZEuLWNq4gKvqEf4/ZKTZS7K3T6W3NWP//dBNpMWZxnpvvxSV7XTb5MCxhTkFjqJsJq5df7XgOYkvDmxP0VON9F2K4kxNqJsZvwI9pwoJS7SwuPXdgnq7po5Mh1Reayq5/LJ8FOhjxY5KXZ6atVWaz0ZJKX8GlgBbEVr3TUB89AckKuFEHuBqyufK2oYvT6kS6tmmC+w0f0itQUAX+zNv6DHVTRe9Py6Llh2Y6+23PbqJm6Y9T9e/HQvS+/ux/pHB7Pozr4UlLpDOmIOniwPq1oZqBKZX+IynJAHK+tAjhZXGOHzOev3ER9lZcp13cKGuicP7mzUpVQ9j8cnuXH2Bh59azv5JS5DdlvvltCLaRWNE73G6abZGxg8cz3jXvmaB65K5b0HBjEiM4UlXx1i2vDuJMbYw9ppdECHYXK8g1iHlYyUOMMJNpvA6fbx1uZDPHBVKlPe/pYhz37G1FXfER9pD1FcfWzFDtw+f9hzhSvQ1gu+a9tW66SvUkr5V+CvVV52oUVHFLXId0eKAeh+AetDdAZ21hyRTQdO4fdLdSeoOCu6MmrzSCvLJw3AL2VQSHltdh7Zx0p4457+4Cfsnd6sdXuZMy6TyQHCZHoxn17bEWW38MkjV2A1m5i2eie5hU7aN3cw/aYetIqNwCw00TOzSYS9Y0yIsjFnXCY+v9+I3ug1Ik6319jusRU7gkLtVWfiKBof4bRv7lu6lanD0pizfh+TB3cm0mbGJAipdXpxjKb4O3e8poj64FWpFJS6eXFsBl4/uDxefH5o5rAydoCmXzP9ph6YTWdE+8LZa1G5J6TW5NlRPVm+6RAvjc3k3qVn/lZeGtuLv6zaWeu2qgQemjjfHdEiIt3bxl7wY6c0d9A6NoJjxRXszSulS6ufL5amaJyEU1Fdene/oAurXhvil5rKpN1iCukqyC910SLaxhv39McnJUVlbpKa2Zl1awZ+KRHAP97PNgoCnx3Vkx5tYvH5zxTt6SH0o0VlYbsWWsdGUFTuwe2VLL6zLz4pOV5cwSv/28+IzBRj26ptwrUxs0NR++gOtNvrwyclidH2IL2OOev30SY2Iqg4dcEdfXhj0yGmDksjKcZOrMPK9A+/N+xyzrhMPv3+BN8eLeZPN6QBYDGZWLzhAJd3acmkxVkkRtt5aEgqreMcHCtycrLUFdZe80pczFm/j2nDu9M+IRKr2USZy0OvDgks/uqgUaCdc0rTk9JroGrTVpUj0sTRIyI9asAREULQt2NzVn1zlK8PFChHRFEt4e4k/VIaF9ZwrYkLJ/ThudE9g2pEZo5M594lW8kvdfHimAzMJsGhgvKgvPmzo3qSX+JmW04Rj7y1PaRob0RmCvct3UpitD20Q2dcJtlHi+mQGM3pCg/jAxQzn781g7+/l218psD0TW3N7FDULlUd6LcmDQhbpxEbaeXeys4tgA+/PcYDV6Ua0ZIH39gWZPuTl2Sx+M6+/KJLImNfPqOGuujOvtz26iZDxTfQNl8YkxH272HGmt2Ggz5n/T427C/gmVE9mbQ4i+R4B8Mz2jJjjaYSrEcOa9tWlSPShCmp8LD/ZBlWsyC15YXplqlKv44JmiOy/xS3DehQI+dQNFz0u8lyd6jw2Euf7jPSLOEUKu9YsJmZI9OZOizN6EiYsWa3ISJ2qkyrC9HbFvX9Hnlru5Ey0R2ewHPrrcK5hU6e+Wj3GaXUGDv/9+H3PHZNV1ZsPsyY/h14457++KXEJARWsyAxRrt4J8c7mD++Ny1j7Xz5xJUXemaHop5QUObmuf+esZHm0TZuf3VTkL09tmJHiHLvkLSWvPDJXkN8LFxKpaDMTVykjcRou2GPp8rc5BY6w7bqPvD6NmaOTOfNif3x+SXHiiuQUjLluq4UOT08/8leRmSmsDwrlzaxEXz5xJUIITAL+MeNPbCYBC+MyagTW1WOSBNG1w/p0ioGew2F4fp1ag7A1wcKkFIihLoQKzT0u8n/bM1h7ICOfPLIFfj8kvmf72d5Vi4b9hfw+LVdWHBHH2wWk3HR1VM0cQ4rbeIcPL9uL3GZyUGttIDR1XI2ZdXkeAdmU7BwVKAI1bacIuPOUZfNnnJdN+Z+cZBNB4tC7krnjs9k2vDumEymMxdz1TDWaPH7/dw+sCOvbTjAiMwUEmPsRj0IYNgpaG3k+SVuJg/uTGpSNGuz81ibncfc8ZlhUyp6seij13QxOrUKytwkxzuqVWy1mk34/JJTZW5uqewSC+SuyzoZNt+2cjBkEHVkq0rmrwnzXaUj0r3NhU/L6HRqEUWLaDsnS93sP1lWY+dRNDwKytz8Z2sON/Rsy5j5G7nq2c+YsHAz4wa0Z9IvOjD/tt6YTIIJCzfj9vqNTppHr+nCtNXZ3DxvI7fO38i4Ae2xWURIB0C520e521dtF43eibB4wwFmj+1lbLcyKyfoub6dPhZd7zYIF6WZtDgLk8lEYoxdRT+aAF6/5LUNB7h9YEemrc7mqmc/Y9rqbKZc15W//jrNsNNb5m3koSEX82Tla3vzSg37mrN+X1h7W5mVQ4XHZ3RqgWabL47pVa1dJ8bYeX3jQWIirGHfL3f7mDkyHYetftUqKUekCWN0zNRAfYiOEILe7eMB2HpIDVNuKujzYo4UlpNf4sLvDxVOdHt9jOzdzlA9hTNdBrcN7EjzSCtSSpbe3Y8Iq4mnR6Tz0JDUkC//+5ZupWVMBHPHZQZdzJPjI0huruXJA1+fPbYXbWIjmDosjWc+2s3cLw4igOk39WDd76/gL7+6hKQYreB13SNXMG14d575SMuzayquHl4ck0FClC3sXanqjGlcBNry0SInJ4qdhk37/JIRmSkhNvnIW9spLPOE1H2cqnxNVwhOjnewLacIsxAsurMvKyYPYOqwNF7bcIAJgzoanVv6LKX7r0wlLtJC19YxzKli77PH9uL1jQfp1SGBCKsIsfuXxmUSbbfQslkEcXWgnno2VGqmCbM9twiomULVQHq1j2PNzuNsPVzEqN4p595B0aAJ1wETTszLajFh8fnDfpm7vH4eWL5dS818eYDHrulKfKSVKLsl/PY+P3ariWnDuxNpMxtForERFsxCGHlzs0mweMMB5n5x0Ng/Od7B0eIKo832k0euIOd0BW3iHFR4fKS2jObZ0T05VFDOX1btJL/UxdzxmbRqFn6OjeqMaTyEs2VdZv3hq7sQ57BW65CGE7zTX9uWU2TUH3VtFYOU8PCyM6qoIzJTmLFmNzNHpTM0LYk2cQ4W3NGHNd8eo1eH5jyxcgeJ0XamDe9Ou4RIzTGSkk0Hi7j6ktYcPFmO3WLmzYn98fslVrMJkyA4ZViPUI5IE6W43MP+/DJsFtMFHXYXjox2WkRk22EVEWkKhOuAuWfRFt65bxCJlcqRfr/E5fFhNYe24Orpj8mDO7PgywNB6qYL7ugTdnuzycT4V0Llqp8bfSkRNjO3BXS3zB7biwMF5UarpK6Wqu9ztMiJ2SSMbgV98F7gsSctzuKZUT1DNEtUZ0zjIpwt68MX71m0hbcmDyCpmT2sTYYTvAt8TVcIXnRnXw4VlJNf6jKcYX37nFNOHrgqlefX7WXD/gJjsKNevDph4WajfunRt7KZNrw7LaLt/L8PspkwqCMPvr7NcJy7tWpW7xwQHeWINFH0aEj3Ns2wXfj5F0H0aBuLxSTYfaKEkgoPMRHWc++kaLC4vb6zpiz8fsnx0xX8kFfGxn35oUPpxmUSF2mla6sY/jzsEsYEtNbOWrc3aEqu7li4PN6w+g0tom1Gi62+jvuWbmXZxP786YY0fH7J9A+/N7QTZt2SgcvrY8GXBwyNhxbRdl4a24ujxRXGrJncQicCmLVuD8sm9gdQnTGNkHC2nBht5+KkaJ4d1ROXx49fyhCbfG50T+IDJj/rduqwmoJemzsuk2WbDrHpYFFIq7juIOsD7ZZn5XL/61uNounAou2WzSJIjLbToUUkkTYTj1/bjXmf7TM6yCYtzgq6EahvKEekifJNpYFemhJf4+eKsJq5pE0ztucWsz2nmMsqpd8VjZOq82IyUuJ4aEgqPinJK6nA5fHh9UvaJ0Ti9iXw2a48XruzLxaTQEoQQpNJzy10smLygKAvgm05RcxYs5s37umPx+fHZjHxTlYuvTs254/Xdw3SUHhudE/8ELSOyYM70yY2Ar8Ep8dHM7uFvw/vzp9v8FPk9PDXVTv5+/BLuH1gx5AvhZVZOUYHQ36piyKnh7XZeUy8vDNRdgtdWjqUE9LIqGrLozOTmTy4MwWVAxNf+d9+/nB9N2as2R3kBP+/D3Yx69ZLWXxnX/wSrBbBqq1HuLlvCssn9cfl9ePzS06WurkuvQ2bDmqpmsV39iWvRLMtvVMmIyXOmOarF1mH09V5bnRPSiq8SAl3LNjE0yPS2ZtXajjO9bl2SRWrNlEMR6RdXK2cT0/PbFXpmUZP1Xkxj1/bhamrvuPyGev58zvfUljuYfwrm4wOg14dmpN3uoKxL3+NT0rGvnwmgqG3KwaSX+oi+9hpbnt1E3tPlHJx62Y4rOaQuTMPL9+OSRB04V6ZlcPpCi+3zt/Itf/6gtHzNnKy1I0E7luqDdSLsJrDzpjRixIfGpIa1EVTF7M5FLVDQpTNaK/NSIlj3ID23PbqJkbO+Yppq7O5fWBHTpx2GWmVm+dtZNLiLPJLXfyQV8aVz37G7Qs2caK4gmGXtsHt83OooJzxr2zil//8nEff2o7T7ePxa7uwLaeIPXmlPPLWdiYtzjKckMev7cK4V77m5nkbmbY6Gynhj9eHzkF6ePl2mkVYKXNp0cHAbpvkeEe9lk5QEZEmiJTScEQyUuJq5ZwZ7eJYuAG2V55X0XgxmQRdWsbwzn2DcHt93DwvWLVUF3LS7x4/332C8QM7sujOvtgsJkPACTC6C6pGJ17bcMAIXf/rlkuRhNcLibCamDsuk7wSl5Hbr3oBn7wki6V39zPOU+ryhkRRdEGzxGg7nRKjOO308NCQVOKjrPzt3ex6f8ep+GmYTIIuSTG8fnc//BL+3wfZQbard7e8NLaXoZwaqGiq248QAovJhMfnDzuY7o17+rNsYn9MQgTVHT00JDVk+8lLsnjjnv6G4rBun0VOD2YTPP/JXv45uid78kppExtxZmBe/fVDzs8REUK0B1KllB8LIRyARUpZUrNLU9QUOac0hb6EyhxmbdAzOQ6A7bnFStisCWAyCRJj7BwpLA9yENrERgSlPfS5Lvpwu8CL+LacIrblFPHahgMsm9gfr1/i8Umcbi8jMlN45qPdJMbYMJsEPr9kwR19mLVur5EXH5qWxKlSD/9et4fHr+1qtEGGc1g8Pr/RxZBUORk1nIz2zJHaBNRfvfClIRcPqlumMWOxmEiOj+TEaWfYlF0zhxW318eiO/tyqsxNi2g7Dy/7BtDEyHSxs+ZRNkwi/CDFE6cruHneRmPw3DOjemr1HDK8g+32+hmalhSyntlje3HflRfh8vqYtjqbOeMymTkynQVfHuCpG9Nr61f2ozlnakYIcQ+wAphb+VIy8J8aXJOihtly6BSgpUtqyyFonxBJrMPKyVIXx4orauWcirpHz7HrVE176HNdqt4hPjQkFdC+4B+8KhWbxYTFJMgvqeDepVu1oV8xNsOJuWLmeqau+o7Hr+1ijE2fcl03Ji3JYm12Hvvyy4KEzAJJjndwvLjC6GIwmTQNhnCaJY+t2IHbK43nj7y1nYeGpKpumUaO3y/xScKm7JpFWKnw+Lnt1U089f73+KUkv9TF5MGdQ8TODpwsC2t/elovt9DJvUu3Uuz0cPurm5CV71fd3mIWTLkuND1z39KtFJZ5iLRbjehJhcfPw1d3qdf2eT41IvcDg4DTAFLKvUBSTS5KUbNsqRQW692h5gtVdYQQpCdreiU7Kjt2FI2fwHoR0NROA+/wqotQdEqM4r0HBrFwQl9iHVacbh8lFR4ibWamDe/Oson9efzabmGdmH+O7sm04d0R4szd5Jz1+3h2VE9WZuUYQlKA0blgNgkm/aIDS+/uh7uykLBzUlTYtRU7PUHPOydFh2ikKBo+gUJmJ0oqKCh1h7UHv9R0OnILnUwe3JnpH37P0yPSSYiyhYid6V1f4VR7A4+ppwGj7OYQ4bK54zLZkXPKEDurup5Imxmf3288bwj2eT6pGZeU0q3fOQshLECoTKKiwZB1sNIRaV97jghAenIsX+w9yfbcYq7t3rpWz62oO1o2s7NsYn98EixV5rp4fP6wGgwWkwAhuGPBGf2POeMyWbrxMEPSWhKJGZBhL8Qmk6B9QiTF5Z6gY9utJm7t255mERYWTuiL2QQnTrvw+P2s33WCX12aHDTpdPbYXgxNS2Jtdl7Q2vJKXEHPHVZzvb7IK6pHH7ro9vqC2q8DhcwSo+3865ZLSYgOL2Cny60vuKMP7RMiGZGZwqptR7jn8k5AcGolsOvL5fUhhODpyvbxwGO2iLbxx+u7MmrOV9ycmczSu/uRX+KioMzNv9ft4aEhFxuF2OHWYzWbyEiJI7/U1SDs83wckc+EEH8EHEKIq4H7gPdqdlmKmqLY6WFPXgk2s6lGpd3DkV5ZJ6IiIk2DcKqUS+/pZxT2JUbbiYmwhGgwPDuqJ0eLKnh4+TchRXrThnc3httVNyxsf34ZcZEWYiKsxlj0yYM788Dr20K21YWg9PHqVcPci+/sS/axkiBnaNa6Pcb+KiXTcDmbArDeCZUYbWfKdV156v1s7rvyohBbfWlcJg6bifwSlyF6p0c55n++n8mDO4fYaH6ppoJ6x4LNJEbb+dvwS4Js7OkR6RwpquDRt7aTGG3nhp5tDAdZJ/tYCc+M6smzo3ryyFtnWtZnjkwn0mbmWFEFj1/bhZbNIhqEfZ6PI/IEcDfwLTAJ+AB4uSYXpag5th4uREro3rYZEdbaLa47k5opxu+X9d5LV/w09LtMp8fL8eKKoDHm+/PKeGPTIaYOS+PipGjGv7opSIis3O3DL8/UYICm3XDP5Z0wmwR2i4mPf385+/LL2HqwIETZVO+k+efNPRn/inbs6Tf1IDk+Mmz0RE8NVRfmNpkEC+7oQ6nLS5zDisUs+OuvLuGvv7pECZg1cKpTAH73Aa3b69lRPWkeZWPCws1MHZbGA69vC7HVxGgbBwvKefStM63jidF23F4/Dwy5CL8fltzVjwMny5i1bq8xr8hm1sYOFDs9xDmsQZ04z3y0mynXacXVU4elcaosfEpIANM/3MX0m3rQKjYCsxBYzYIH3/iGKdd15bEVO3j7voENwj7P6ogIIUzADilld2B+7SxJUZMYaZkOzWv93K2aRZAYYye/xMXhU+V0aKHmozc2wt1lvjimF0s3HmJ5Vi6RNrMx/vy9BwYZXSrRdgsVHh9FTg8tom0cLa4gOd7BwE4JjBvQ3pB416MSHRIi6doqhpgIM8+M6kmLaBtWs1byNn1ED2xmE8/fmkFeiYtn1+4Je2caWLxqEiLs+36/5OrnPic53sG04d3p0CKSaLul3ipUKs6f6lRTjxVVMKnSudUF9XSHNbfQaciwZ6TE8fyYDFrHRrDozr4UO92AINZhZdmmQ9gspqCOljnjMmkeZeXJd3eyNjuPoWlJ/OmGNLx+ic1sYmVWLkPSWvL34ZcQF2lj1f2DaBZh4fjpimpTMNtyihj3yibjtanD0gyxvdxCJx6vv9Z+nz+HsxarSin9wHYhRLtaWo+ihtE7ZjJruT4EtIJVfcDet5WTfxUNj7NN1j1Z5uK5/2ptsMsm9mfqsDQ+2HGEB4ek8s59A0mIthviUH4J01Znc+PsDUxYuJnTFV5WZuXgl7Au+wQzR6YzeXDnkILUyUuyOFhQztiXv+ZokYsW0TZmrNlFbqGTp97P5mSpm5vnbeTG2RuYtjqbR6/pwp5jp6sdtT5zZDpCyJAiwpkj040vgZkj02keZSXCYmoQoW7F2fH7NQmBFZMHMHd8pqGn9Mfru2nO66iezB2fSYXHF7bbShca0zu2bnt1ExUeP39/L5vbXt3EzX3bh9WrOXzKaciz3z6wI2Nf/porZq7njU2HGDegfZDg3vAXv2T8q5uwmAQvjMkImbTbPMoa9FpgMbYutieECDv5ur5xPqmZ1sBOIcQmoEx/UUr56596UiFEHFp6pzta4eudwG5gGdABOAiMllIqGc4LiMfnN4TMartQVad721g+2ZXHd0eK+VXPNnWyBsVP52x5dQCP1x9W22Da6jN3gS+N7cXJUjf3vx7sYOiCY/e/vpVpw7sTH2WtNmWi36HqdSN6d0I4wbInVu5g4YS+zFjzPYvv7EuR02NEYPQppy+OzaBFtC1oem9ijB27xcTiO/tystSNw2bG2wAu6oqzU91E3c93n8BhMxu1ScnxDl4Yk8G/br6UeZ8HC+uFExp7bIVmf5MWZ1WbTmkRrTmxkwd3DtvGHs5+H16+nWdG9WTqsDQSomw0j7IxZ/0+9uaVsvjOvhSUuWkdG4EEbu3b3hhB8PSIdJ589zsevrpLo+ia+VsNnPffwBop5UghhA2IBP4IrJNSThdCTAGmoNWnKC4QO4+epsLjp1NiFAnRdRNaVhGRhk11efVlE/sjhMDp8YfVNtAHdekdKH+6Ie2sDkbHFlEIAX4pq02p6PtE2sxEYj6rYJnVLFibnceIzBSmrc4OOZ7L4+fxFd/y0JBUWsdpnTBWM2w7XEykzVw5P+R78ktd9Xp4mOLcVDdRd9nE/kEqwLmFTh54fRvPjb6UJ3/dHYlk2URtTszZHGT9HOGnRGvOQFU71Z9XZ7+tmkVgMQkKytw89f6ZIY178kqZtDiL9Y8NplmEhS6tYvjTDd0oKHMbs2qyj5XUe5s9pyMipfxMCNES6FP50iYpZd7Z9jkbQohmwOXAHZXHdwNuIcRwYHDlZq8B61GOyAVly0EtLdOnfe3Xh+gEOiJKYbXhUd1kXb3g81wX6IyUOG4b0AGzKXxNhh4C9/j8+Px+PL7QyaZ6Qaq+T7nbh7uyDdgvNYVV3XmYs34f+aUuo204nGS8noLJL3XRKjaC5DhteN2JYidun7+yVfjMZ1FS7g2b6mzY69fawavKpreOs1Pu9lJY5qFV5cBE+1nsF2BlVg4vjullRP209t7eWM0mVkweQKzDGtQartu9/rPqcU+WunB5/YYTHfh3oLe7xzlsHHM7GTnnq5DPVt9t9pyOiBBiNDATzTEQwPNCiMeklCt+4jk7AfnAAiFETyAL+C3QUkp5DEBKeUwIoUTTLjCbKx2RzFoUMqtKy2Z2o2D1UIEqWG1I+P0SvwyvXeDx+Sly+rCZTdVeoDNS4phyXVceqWxLDOdg6DNkZn60i78Mu4Rb5m80OhWSYuzEOqxM//DMHeG/b7kUs0kw+9MfeGFMBh6vP6iNcubIdBJj7Pik5KVxmdy7JItnPtrNtOHdaZcQSX6JVmMSY7fwzn2DgnQkTpa5Qy78r204oKTcGzhWS3gblZKwsulzx2ViMYPX7+fW+VrEZGhakmFPgbY2Y43mGNw+sCNLNx4y0ilJzeyUOL1MWHhmlMFL4zIBWJudx8qsHF4al8nz6/aEOMqzx/aizOXlmY9288KtGcRG2jh4ssxIwbw0LpOkSrutOi1Y/2z13WaFlGfPeQohtgNX61EQIUQi8LGUsudPOqEQvYGNwCAp5ddCiH+jqbY+KKWMC9iuUEoZ8o0phJgITARo165d5qFDh37KMpocUkr6PPUxJ0vdfProYDrWoQNw58LNfLIrj+dvzaiPdSIXNETTmOw1v8TFwZNleP3+IAdi5khthsWMNbv566/TcLp9xvt6Z4CmTyY4XlxBQZnbUJJ8aEgqHVpEYjObjEr/Oev3sS2niE8euYKrnv0saA16p0KFx0dRuYekZnZOFGvOhNViMmbW6CTHO3jh1gxaxNgpdnqIdVg57fRgNZuo8Pg4WlzByqwcnroxPSh0nV/i4sbZX4Yc6/W7+5EcH1mf8u0XbCGNyVbPxqkyF7uPlwTZ8OyxvWgVa8flkYazoZMc72DhhL6GuJ4eMUmOdxDnsOL1S/xSUlTuJtZhY29eqWHDOv97/EpuCXPcBXf04VSZmyKnh2OFZVzZrRWlLi82s4lyt4+YCAtz1u9jRGYyj7y1naV39+Op97MZkZliRGxWZuXw5K+70ybOcdYarnpgs9Uu4HxqRExVUjEFnJ80fHXkArlSyq8rn69Aqwc5IYRoXRkNaQ2ETf9IKecB8wB69+6tKsfOk0MF5Zws1QbddUiIrNO1NKWC1cZkr26vpvExY83uIN2DGWt285dfpbEtp4jZn/7A/93UwxhSB/Dp98e5vEtLTpVpypArs3J49JouPPPRbiYs3My6R67gWHEFT73/PZMHd2bKdV0pcnpCVFhBE4PyeP388p+fMzQtiQevSjWKC/VWy0ByC52GDHRphZeSCi/JcRG4fJJou4VmERbyS9whoevqwvdmk6gPF/QaoTHZ6tlwun28s/WIMaSuoMzN+9uP8KtLk6nwhP9/t1sEU4el0SY2ArvVxJHCCkorvOSddpHS3IHNYiLWobWQh6tB8snwKsCnyrQOL51rerTG7jNjEhBpMzNn/T427C/g3is7M3VYGkXlHvJL3EHHyS9x4/VpbbpVJ183FK2b83FE1gghPgLeqHx+M/DhTz2hlPK4ECJHCNFFSrkbGAJkVz5uB6ZX/lz1U8+hCGXrYa0BqVf72ht0Vx2qYLVhYrNo3ST5pS5DSwG0C62e855yXTeOn9be1yMiDw252FAtDUxxTB7cmWmrszlcUE6E1cTj13YJuktdOKGPoYxatZ4jOd7BH67rxvgANdTqCgRjHdaw033zS13MHJnOk79OI8JmCvmsDTHErTg3NouZ63q0DlLSnTteE8abOiwt5P99aFoSxU4v01ZnM3NkOqUuQtJ/FpOJUXO/YmhaUliRvWPF4bVAigLmFg1NS6Kg1BO078yR6dw+sD2/X7adbTlFvHFPv5C/k5kj04PEKfXJ1w2Jc0Y2pJSPoU3eTQd6AvOklI//zPM+CCwVQuwALgX+H5oDcrUQYi9wdeVzxQUiq3LQXV3oh1RFV1j9rrJgVdEwSIiy0T4hMkRv49lRPZn+4fc8+evuREdYDCcEtLZE/cIKZzoURmSmkBBl46WxvZi1bi8+v2TBlweC9EdmrNlFq9gIY8jdtOHdSYyx0655JMsm9sdUpTBWL0Stqrcw/cPvQ9osJw/ubPz7VJmHCrc/SG+h6rA+JefeeEiIstGxRfBAQ71bJZwN/eH6boYNt2oWEbZtV2/LXZudhxAE2fGqbUeQUoYMr5s9thcrs3KM53+6IS3kb+WxFTtw2CxGmsfnl2HP39A5n2LVjsAHUsq3K587hBAdpJQHf+pJpZTfAL3DvDXkpx5TcXbqkyPSsorCavsEVbDaEDCZBO3iI4mwmFh6dz9MQnCytIK/v/c9qUnRSClxuv1hL/CB5BY6SYiy0bJZhDEyPdZhDSkSfHpEOmUur9G54vb5sVlM/O29nfzx+jRElaFf23KKeG3DAW3AXuUIAZPA6EwI7IZIirGTkRLHtpwibTZHcQWnK7xGLr2hhrgV58ZkEkTatYhXYrSdJ3+dRkK0nRWTB1BQ5mbVtiPMHJlOq9gITJXRY31MQXUpFl/ADVVuodNIz2SkxPHoNVoEIzHaXqnOG4VAK36dOuwS/nRDGseKK8JqjyRG27GaTSyb2J+iyhqncOf3+BqGgmp1nE9q5i1gYMBzX+VrfcJvrqhvlFR42H2iBKv5jLJpXdOjsk5kR26xckQaCH6/ZG9+aYgQ1FVdErmiaxI3z9sYEtqurh2xRbSdCo+PmR/t4ukR6ThsFu5dGipwtuCOPkYaSJdZv31gR46frqBNXERI582EQR3xScnlM9eTHO9gyV39jC+cR6/pEuLovLbhgNH++7tl3wTpLTTEELfi/GgRZWfRnX3x+Hy4vDIodad3X41/5Uw6UU/nHa8mxXK8uMJ4vjIrh9lje3Hf0q1BwmW5hU4mLNxMcryD6Tf1wGwSVHjOdHlVHeKoq7fqxbN6FCXcROiGnjI8H0fEUqn1AWi6H5UiZIoGwjc5RUgJl7SJrfVBd9XRowkVrDYWqhOCeuOe/sbFsqpOh96WGNjmOGdcJnar4P99sIsRmSk0i7BgM4fXHzGbBO89MAiHzYLFJLBZTJgEuLx+TELwztYjIYWz/3dTd+aOzyTOYSW/xGUouYZTXF10Z19OV3j427vZDUJvQXFhMJkE0REWTjvhvqXBU5cLyzyGc6C/9tiKHUwb3p1n1+4JqVuaMy6T977JZe74TBKibCTG2KnweHlmVE9axUaEjXJ0aBGFx+fHYjIZ0Zaqfzvh1FvDTYRuDCnD83FE8oUQv5ZSvgtQKTx2smaXpbiQbD1UBECvdnWfltFRBav1G32CrtvrM6TNne7wHQX+gHD1tpwinvlI66pJTYrmxOkKkqJtvFmZLrGYBGYTlLv9QUqrnz5yRdg7zYJSN26f34iWhCs2nbFmt5FDH5qWhNsng/Q/FkzoQ7vm4afvAvzt3WxDl6Sh31kqQgm0ZZvFTFyEhfwyNx6fH5MgxC4ibeawtpLS3MFffpVGi2gbyyb2x1NpzyD59aXJxqA8vWi7ZTMzVpMIimAEzqipas/638604d3plBhlnLfqOhAYE6GTYuy0jnU0+JTh+bThTgb+KIQ4LITIQVM7nVSzy1JcSL7J0epDLm0XV7cLCaBH8hlHpCEMZWpK6FoEN87+kgde38bu4yXcNHsDu46XBA3+gjOy1YGvb8spYtrqbE6c1sLVI+Z8xWVPf8rYl78mt9DJidOamF3gPsdPV4QdOufy+kIiGVWLTR8akmrs84fru4UMyZuwYDNU1pNUXfuhgnLDCWkMd5aKYAJtedDTn3Lj7C/ZlVfKk+9+x67jJYZAXyDlbl9YWzlZ6qbc7ePW+V8z6OlPGffy1xSVe/D6MJwQfZjdba9u4spnPuPmeRt5cMjFDE3T9Dmrm1Gj23B+qYsIq4nfvfkN+/PLwq5jz4lSrn7ucx58Yxs2i7nBOyFwfl0z+6SU/YE0IE1KOVBK+UPNL01xIZBSGoPu9AmT9YGWzSJo1SyCkgovBwrKzr2DotYITMFMHtzZuHCG6yh4cUwvPt55LGSy7eyxvWjXPDLkovvIW9s5VeZh1rq9vDAmgwV39DHm1LSOi+CFWzNY/+hg3pzYnxlrdmM1m8LeFeqS8bmFTjolRvHZY4N54dYMTCJ8isdmFiFdC/PH96ZnSixfPnEl79w3qL6IPikuIOHSifcuyWJEZgpz1u/DbCLEdlOaa6qnga/NGZdJ+4TIsBN1AyOCVYfZ6ef7y68uYdnE/qQ0d4S1z06JUXz+2GAWTuhLtN3C5MGd+fDbY2Gdc32ybmNynM+na+a3wAKgBJgvhOgFTJFSrq3pxSl+PjmnnBSWe0iIsoV413VNenIsx7Mr2JFbROfE6LpeTpOiarg6sCMkUMwrsOulatplb14pJgFPrt7F6MxkFtzRB6vZhNkkOFXm4lhxRXgnIlJzIlyeYDn2F8ZkEGW3MO6Vr5l+Uw/yS13VFrvq+gvJ8Q5yTpUz5e1veXpEOs2jwkvQCyGIdViCpuvarSbiHDaaRynno7Hi9/uDaoh0xdM4h5VtOUWUVniRUvLGPf3xV3a+PPV+NvklbqYN7077hEiOFjmZtW4PU67rZkQ9AmfR2AIk46vrEvP5JY+8tT2sTklyvAOTEBQ7PSH6I+9sPcKyif0BsJq1uMG/b7kUi9lEUrS90TjO55OauVNKeRoYCiQBE1AaHw2GbZVpmZ4pcXUuZFaVnpURmu05qk6kNgkXrt59osRIkeliXnCm60VHT7scKihn0uIsjlZ2ESzPyuXq5z5n94kSfsgr5f7XtxkCY4HoAmOPX9uFR97aHnTn+MDr24zuArNJMHNkOiuzckKiMIF3hc+N7mkM2nti5Q4khL2LtJlN3Dr/ayYs3MzN8zYyYeFmbnt1EwVlwSqVisZD4Lygm+dtZNrqbB69pgtD05IMR/ZocQX3v76NX8z4lF3HSxj78teszc5jW06RYSNlbh9rs/M4VFDO0LQkHr2mS9Axy91e/nXzpYaDHM7mjxVXMGdcZlh7njMuk9MBTgicKaa+rkdrLVoY66CgzM1NL23g8pnrGT33K/bmlzaatPb5FKvq317XAwuklNtFfftGU1SLnpa5tB6lZXR6JscBsD23qE7X0dQIF66+Z9EWo3VVF/O6Z9EW5qzfF9Iiu+jOvsYU0QqPjxfHZHB/pROREGXDVznFdM76fSETSJ8ekc70D79n6rBLwt45Rtq0YlGTEEz/cBeTB3emWYQlqDhPCJg5Kp2icg8en5+WzSKYOz6TOev3UVTuwWEzB0U+Im1mZDX6D6pLpvFSUOYOEtfTv9z1eS0ZKXHEOqwsvqsvB0+WExd5JpoRTnNm1rq9/OuWS41aJ/2Ydy7cwsyR6Uy/qQftEiLDKqs+/eEuZt16qdElpttzXokLq1lgqUxBVo22XJQUhVmc+2+2oXM+jkiWEGIt0BH4gxAiBmjY6ilNiPrsiOgFqzuPnsbj8xuhR0XNUt0cFf1LuaqYl8Nm5u37BuLx+nHYzJw47QqSbJ87PpO3Jw+gwuvHbBLsOVFKcryjUizMxII7+mA2CXx+yfzP97M2O48/3RBeSjsh2s6yif1pHmUjMcYWIiU/e2wvjhVXkBRjp3mUjekffs/a7Dwj8tGymSaUlxzvoNTlpcjp4cl3s/n3rRlKsr2JUZ2dCwETBnUk2m4J6sZaenf1mjP/uvlS2sZH4PPDs6N6BqV5cgudmITg1le08WmTftGBtyYPwOuT+PySk6UuEmNsuLwy7ByaJXf1xV/N5F+9fqW6jrXG4kifjyNyF5oM+34pZbkQIgEtPaOo53h8fnYePQ2ciT7UJ2IdVjq1iGL/yTJ2Hy+hez0RW2vsnM8clerEvPJLXCF3ZpMWZzFteHfcPj/dWsfQPMrKzJHpLPjyAE6P3+hi0e8Oi5xaOiQwkjI0LYkHh1xsTDjVL8KA4Wi8VPk8sDX36RHp5Je42ZZTxGMrdvDmxP5Bwmj6Z4uwmowoT2PSX1BUT3V2bjGZqPD4eWxFcHfVU+9nM2dcJvklrpCC03mf7+OBq1JDbPmZj7Q28nK35hAMTUtiZO8UDp4sC4oivjS2F5E2U4gGyXOje3KsuIIFXx7gTzekhURb7lu6lbfvG9joZx+Jhjzro3fv3nLLli11vYx6y86jxdww6390SIhk/WNX1vVywvLwsm94Z9sRpv2mO+P7t6/r5cAFHKtelfpirz9nVPiRwnIGPf1pyOufPHIFoKVUHl72DY9f24Xk+MiwI9XfuKefNjrdDyYTRFjN+Pxn1C0Dt31zYn8qPD7sFjMenz9oUJm+zdRhaUbk5PPHBlNS4TXaKQM/G1BtgW4DpkY+QH2x1Z9DdXbeOtZOYbmHK5/5LGSf9x+6DLvFxC//+XnQ60vu6suUt78lMdpupE7K3T6i7Rb8UuKXEqvZRFKzCPbllQYJooFu9/3JLSynVbMIfFJyvLiCZ9fuMYpPvX4/l89YH7KmL5+4ktaxjp/8N1uPqHah5xMRUTRQvs3VikB71MNoiE5Guzje2XaEbYcL64sj0ug5nzkq1XXVVHdnZjYJjhY5SY6PJL/Uxa3zv2bZxP4h4eTEaDtF5Z4QgbJou6XaboOcU1rtSEKlAmXVbfRW3uR4BxaziW6tm1X72RpDPl1x/rRspqX6fBIirCZaRNnJL6nAahIsuKMPkTazkWbJL3UZ9lVVar11XPiUzZxxmSzacJDlWbkAfProFdUKovmlNthxRGYKcQ4rZW4fiTE2ImxmkmIijJRiuKhHY599pJLyjZgdlaqlPZPrb8ojI0VTe912uKhuF9LE0FMvbeMjSYyxhzgh1XXVJETZjJkYcKYrpajcjcVk4qE3thldK+E6CB4akhoyU+axFTuIsJpDttWfT131HTfP20jOqfKw2+jnmTMu02hprO6zKZoGug3/+gXNhsfM30hBqZYSFEJwosRl2NW01dk8fm0XXr2jNyuzckL0ch4aksrhgnIeGpIaVkdkSFpL4EzapzpBtMIyNw9clRrUcfPgkItxeXzG39bZJj43Zrs+L0dECGEWQrQRQrTTHzW9MMXPZ0dlN0p9GXQXjq6tY4iwmjhwsoxC1UpZZ/j9kvwSF0cKyzl+uoLn/rs7pEJfb3VNiLLx3OhL+fSRK1g4oQ8+v+TFT3+gRbSNbTlFzFijyVT3aNssxGlplxBear3U5Q1pa5w9thd5p108O6onc8dnhhV4enFML9rERvDmxP50bRmDxaLurRRnukwSo+3MHZ/Js6N6cry4giKnJu3+2ze/MewwMdpOhUeb+zLlum4kxtgMqfVPH72CTolRzFq3t1rbvTgpmo9/fwVv3NMPswniK2ukAu107rhMnB5fiOrvvUuy+CGvjIIyd1DUo6mJ7J2PoNmDwF+BE5zplpFAeg2uS/EzqfD42H28BCHgknrsiFjNJtLbxrHp4Cm25RRyVdeWdb2kJke4XHpgESicqdDffaKEaLsZt8/P+IDOmadHpGM2C6P9MNJmxueH+Egrz4zqSWKMHZtZG1gXLvycV+Jizvp9TBvenZTm2jRTh9XEfUu3khht56EhqUwa3JnTTjdvTuzPkUJnZUfMTvJLXbxz36AQJ+Rsom2Kxo3b66s2ldLMYQlKu1Td5sUxvTAJqPBoX3cmIcgvdXGsyBnWdvfklTJtdTYvjMkg1mFFIGgTp3XheHx+Siu8tIi24agmZRNpM+P0+DhSWN5k7fR8bh9+C3SRUl4ipexR+VBOSD1n9/ESPD7JRYnRRNvrdylQRvs4QKVn6orqpupOHtzZ2EZXJ71n0RZABIWoE6PtuL1+pIRnR/dkZVYON8/byK3zN3Kk0Em75g6k1Lq4fFKGSK3rAmX6nI3H3tqBxyeZ+dFuZo5M5+/DL2Hqqu8Y8uxnPPjGNxSVe3jlf/uZtDiL/FJX2O6Xc4m2KRo3Nou52lSKWZyZjRQoyZ6REsfUYWl4fH5iIqy0jY+goNRNbmE5/77lUhZ9dTAkavf0CM12E6PtON0+xr+yieEvfml0v7y1+TBms4kRc75ib15p2JRNudvHvrzSJm2n5/MNlQMo6csGhl4fUp/TMjp6ncjWw4V1vJKmSXV6C/qXu+4sCKGJgnn9/rPeUQZGU+Z/sZ+HhlwcJPC0YEIfXrg1g2YOK0eLtONMua4riTF2CkrdTLmuK63jIrh9YMewbZaTl2Sx6M6+PHFdNxwWE63CTB9t7AJQirOTEGWjY4uoaotG/3Xzpfxu2TeGJHs4Ow6c8vzy7Zn84fpulLt9LLijD+VuHzERFkNLZO74zJC5Sk+s3MEb9/Q3Osf02pOq54i0mXny3Wxjv6Zop9U6IkKI31f+cz+wXgjxPuDS35dS/rOG16b4GXyr14fU40JVncz2ZwpWvT4/FiVsVqtU1wkT67CybGJ/ipweZqzZzQtjNFEwr08a24cb8vXEyh1GS+2IzJQQ6eoJCzazbGJ/JDDl7W+N95ZN7M/N8zYC8N+HL+eJlTt4dlTPar9M7liwmeWTBoQNY59LtE3RuDGZBJH28HZd4fEz7/N9TL+pB23iHCTHO8La8WMrztjxsSJX2JbcqcPSWJ6VW+2MGb+UTB2WZjgs+qymLq1ikH6J1SJ48PVvjBSovl9Ts9OzXfFjKh+Hgf8CtoDX1ISyes63RzQhs/QG4IgkxthpnxBJudvHruMldb2cJke4av2ZI9N5fMUObp63kTnr9/HQkFSEgBfH9GLFlsOG4mN1F2C9pTYhyhbeIfD5+ft7O4MmnwZ2G5S6vORW1oGEC2ebK6fsev3+sGHswHk5gfs1FgEoRfXohdfSL5lbJQ349Ih05n++n7su68SUt781uryqs1PdjqtrydWjhtV1yuw6XmLMuMlIiTNmNe0+XsL/ffg9oNWfVN2vqdlptRERKeXfAIQQo6SUbwW+J4QYVdMLU/x0Kjw+9pwowSQgrXX9d0RAi4ocKihny8FTSmG1lqmqUWC1mCit8JJf6iIjJY7Hr+1ihJ2HpiUx5bpumM2CNyungoa769QdiMQYe9j3BYL8EjcvfLKXhRP6UlDqwmEzM3d8JpMWZ5FXqakQLpw9e2wvjp/Whu3tyyujzOUL6S4InJejlFSbDlULr4emJbH07n4UlXs4frqCZz7azbacIoqcbt6aNACvX2IzC7x+Wa0dwxlHI1zU8NNHryDCaualcZncW2XGzDMf7Q6KEk5bnc3c8Zm0rPy7+Pt7O0Psuyna6TmVVYUQW6WUvc71Wl3QGNT/aoJthwu5cfYGurSM4aOHL6/r5ZwXr399mD++8y03pLfmxTF1alqNXln1fAjsOPnbezsNEaYip4eVWTmMyExh2upsQ7RMn6SrdyYkRFnxV4pIHSt2hQwBe23DAW4b0IEyt+ZESCk5WeomuXkEO3JP0611DKedXiYvyTK6ZtolRHKsyEn7hEimrc7m9oEdDYntcDn1JtI1o5RVA8gvcfGnd3aE2GugfPrQtCT+fEMaZpPAajFhMQk8Xj8nA4bkVa0RefWO3px2evndsm+C7HzWuj384bpujH91k6G6mpoUzd68UiMdo/PZY4Nx2My0iLJTUObmxtlfGvUpkwd3JiHKRps4B62aRTRGO4WfoqwqhLgObeJuWyHErIC3mgHen70iIczAFuCIlHKYEKI5sAzoABwERkspVfXiT+DbykLVhhRZ6N1BqxPJOliIlBI14Llu0cWTThQ7QwZxPT0inY4tInlzYn+sJkG0PXjarUCi3964vZL4SCtTh6UZXwz6Xekfr0/jwMkyTpyuoNzto3WcHRMCm9mE1yeJtJl5bvSl+KWkyOnh0eXbyS918ebE/jx+bVeOF1cA1efUq5uXo2i8+P3+sPYaYTGxfNIAQFJY5mFMpVMS6HAkxth4/e5+mE0Cv4TjxRXMHJWOzWLmhXV7+fWlbVg4oQ9mITh+uoKEaCtTh12Cv3Kyc26hNndp7vjMsMPtLCaBqPwuDqxh2pZTZIwo+PKJKxurE3JWzlYjchTNUagAsgIe7wLXXIBz/xb4PuD5FGCdlDIVWFf5XPET0KXdG0J9iM5FidHEOqwcP10RkotV1B0+Sdhi1HK3n8ue/pT9BeVMWrKVCQs3c/O8jUxYuJlJS7ay+7jWjjhq7ldIMNQkJy3OYltOkSELr6tbvrHpEGYhOHyqnKmrvuOqZz/jtlc3Ybeaglp1XxqXyd/f28kv//k5U97+lkev6cLQtKQml1NXhKc6e/X4JaPnfsW3R04bc4j09x9bobWqr83OY8zLXyOE4Nb5Gxk19ys+3HEMm1lwY6+2THn7W375z88Z/+omQHOyb52/EVNAOzDAnPX7QgTNZo5M54HXtxntuQ6bqmEK5Gw1ItuB7UKI16WUngt5UiFEMnAD8BSgd+cMBwZX/vs1YD3wxIU8b1NhR27Di4iYTILM9vF8siuPrEOFpDSPrOslKQBZebcXSGK0HYtJsGxif5Ji7CRWmQGjizTp/y52enhhTAaFZR4jahIfZeV0hcfYb0RmCrmFFUGdCbmF2vTRBXf0YeLlnWnZLIJpq3eyNjvPeP+JlTt4/e5+TS6nrghPOHvNLXRS5vIydVgaqUnRQV0s+vt6UWpitB2/lDw7qidFTg9dW8Xg8vpDWnMfW7GDpXf3I7fQybTVO43aptxCJ/mlLppFWJh+Uw9axzo4fKqcGWt2G+e7Z9EW3r5voKphCuB8dEQ6CCH+D0gDIvQXpZSdfsZ5/wU8jtaBo9NSSnms8tjHhBBJ4XYUQkwEJgK0a6eU5qtS7vayN68Es0lwSZtmdb2cH0WfDs35ZFcemw+e4jcZbet6OReEhm6vVospZADY49d2YdwroaFt/UIbWOQHcNrpwVIZ/dD3eW50T5zuM+kU/Ysg3JeIzWKidWwEPr80nJDA980m0STD2Reahm6rEGqvAEPTknB5/Ua6JLCQVI/OJcXYeee+AVhMJmMKtF4HUp0iqsenKa+uzc5j6rA0pg5LIyHKRstmEUTaTcRF2vBJyYSFm0P39fob9RC7H8v5CDYsAF5Cqwu5ElgELP6pJxRCDAPypJRZP2V/KeU8KWVvKWXvxMTEn7qMRsvOo6fxS7i4ZQwR1oYV5utTWSey5WDjKQ1q6PZqMYmgMPNDQ1LD3h0+NCQVCFZK1RFC8PDy7UH7PLx8e1AdUJHTU20LpF5UuC+/TIWza5CGbqsQaq/J8Q6mXNctZMaLrhys2+vvl2+nqNwbMpBx8pIsBIS1O71GSdcmmbQ4i5FzvuLW+Rvx+wVt4yNxWC3V2mxjHmL3YzkfR8QhpVyH1mFzSEr5JHDVzzjnIODXQoiDwJvAVUKIJcAJIURrgMqfedUfQlEdelqmPk/crY4eybHYLCZ2nyihuPyCZgMVPxGn28eMNZoI07KJ/Ulp7gh7d9gxMYrPHhvMmxP70zbeYWgj6C284fZp1SyC5HgHGSlxxDqspLaMCtIVSY538NLYXizecIAKj49Z6/aGSGzPHZfZZMPZilCq2uvUYWkUOz1h7a9rqximDe9uRPOq0wqxWUw8N7pnkN09N7onz67dY7QHV3j9zB2fSUZKXFDx9Lkm6io0zic1UyGEMAF7hRAPAEeAsGmT80FK+QfgDwBCiMHAo1LKcUKImcDtwPTKn6t+6jmaMvrE3fTkuDpdx0/BbjHTMzmWzQcLyTp8Sg3AqwF+bEurzWImv9RlVPXr03SrdgQcyC9jwsLNRjh75sh0TEJQ5PRUOyzMbjHx1uQBnCxxGXei+oUdwOeXzFm/j+VZudw2sCP5pS5DmTLOYa3stGm0rY6KajibDVe1V4A3J/YPa39Wk2DWur1MHtyZOIeV5lG2sNv5/JJWsRG8cU9//FIiBNjMJmaPzeBUmcdoCw5sTdejdFU1epp6CqY6zici8jsgEngIyATGozkKF5rpwNVCiL3A1ZXPFT+SHQ2wYyaQPh2aA7DpQONJz9QXfsoguKp3dCuzcsIOrZu1bi9wJpxd4fEbXTLPrt0TEi5/ekQ6f333O5xuX1A4fG12HmNf/ppdx0u46tnPWJ6VS3K8A4fNzPzbehtfMo+8tZ1WsRHEOdSdZVPiXDYcLgLRvrkjbBeLxWzi8Wu7GB1dMz/axUthlFifej+b7GMl/GLGp1wxcz1j5n+N2WTCYjaHdOA8sXIHf74hLSjioVIw5+acEREppV5pUwpMuJAnl1KuR+uOQUpZAAy5kMdvahQ7PRw4WYbNYuLiljHn3qEeojki+8g6dKqul9Ko8Pslx09X/OhBcOHu6OIiLLx+dz/ySlwkxtg5WuRkynVdKXJ6jG6EdgmRxt1lfqmLls0iWD5pAIXlbmxmE6UuLyMyU3B6qh+4l5ESx0NDUunYIgqvX5KaGK3uLJs45xpmGM5e3d4z6Rpdy2bGmt38+9ZLWfDlgaDXsw6c5PV7+uP1+fH5JfM/38/a7DwmXq5Nok6Od7Dozr5IJE53eNs1m0RTENK7oJzTERFC9Ab+BLQP3F5KmV6D61L8BHT9kG6tm2GzNMzBcb3axSMEbM8ppsLja3AFt/UR/S6yrHJ+SyDnM2CrqjCY3y+JjrBgt5g4Weo2ilf1O8jPd59AAEvv7ofFJHDYzMQ5bOSXVFBU7gkSm3pxTC+GpiUFdcMkxztoG+fgH7/pbtxx6rn1qlLuiqbF+QwzrGqv+SWukHTN0LQkLELwxHXdOFxQzvQPd5EYY+OBq1IZM39jkD0XOd20iXPw5RNX4rCZOXHaxW2zNzB1WFq1qRxdNVXZ7flxPt9WS9E6Z0YAvwp4KOoZ2w5r6YyMlLi6XcjPIDbSysVJMbh9fr6rVIhV/Dz0u8iCMvfP7jrRnZpfv/Al3+QWh4SmX9twgF9dmsxtr27iipnruXneRk6c1gpXw4lN3f/6Vv50Q1pIMZ/dago5tv4ZFE0XUUU8DCpnF51FiblqumZoWhIPXJXK6HkbGfLsZ0xd9R2PXtOF2wZ0CNtd8+cb0mjVLIK28ZH4/BgRGX0OUlDx9PhM/vF+trLbH8n5FKvmSynfrfGVKH4231TqOGS0i6vTdfxceneIZ/eJEjYfLKR3Zc2I4qej30WGGyD3Yyv4T5a5jAtxuMm7IzJTjLkyEBw6r05syi8li+/si09KIq1mWsU6OFbs/EnRG0XjxiwIseGnR6RjPkuwwWQStGxmN8YQNI+yMWHh5hCHY+GEPtWmWvRoRlVpdr14ulurGBw2C36/P6zWjbLbs3M+jshfhRAvo8muG/OKpZRv19iqFD8aKaUhKNWrXXzdLuZn0qdDc5Z+fZgtB08Bnet6OQ0em0WTkw68cFYdsHW2ToTA96TEUFLVJ+wGXryrG6fu9Pgwi/CTevecKGXS4iyS4x28c98gTCZhrLnqtkozpGljMpl4bUNwXcdrGw7w1I1apUB1duzx+nH7/ERiRojwwnn287C5qna5LaeIaauzjRqV/Mqp0cpufxznk5qZAFwKXMuZtMywGlyT4idw+FQ5p8rctIi2hYQuGxr6ALwthwrP2tGhOD8CQ9P6hTPKbglyQqrrRKj63i3zN/L4tV3ISIkLG5pOqhxvHkhyvIN9eaU88Pq2sN0Lc9bvC4nOKP0FRTgSomw8fPWZTpdpq7N5+OouJETZqrVjb+VkXX2fnFPOsDaaW1geYp9Vbe5cdqns9qchpDz7hV4I8a2UskctredH0VBHVdcEq745wm/f/IZfdmvJy7f3ruvl/CyklAyc/gnHiitY+/Dltd0BVGMVZXVpr2eLeOSXuIziOh09OgGEfW/a8O5MWLiZoWlJ/OmGNCyVUYx4h5W9+aVBMzQCJeD1TpjOSdFEWLUR7E53+O6CH6t50kSpkV9Ifb62VmcX1dnx8kkDGD33q5AxBVWLrJ/5aDeAYZ8Oa3ibO5ddKrutlmp/CeeTmtkohEiTUmZfwAUpLjDbDhcBDb8+BLSCtN4dmvPe9qNsPniqwbYi1xWBF0IhBGahhbSruyCeqxMh3HspzR0sm9ifcrePmAgLzaPOdCkEtk8CPPD6NiNtuC2niAkLN/PlE1eSFFM5uioq/Oeo2v2gaFz81C/06uyiOjv2+PxBr2/LKWLGmt28ObE/bq+fvXmlxtwZwLDPs7W0n80uld3+eM7HEbkMuF0IcQCtRkQAUrXv1i82H9R0NxqDIwLa3Jn3th9ly8FCxvZrX9fLaTDo4enAiISu9vjw1V1ITYym0OkJurifqx4jOd5BYrTdUKAsd/uIsJgod/tonxAZIioWeCHWWycDUTlzRTg7DWxzPdf7VY9VUObGJyUL7ujDrHV7gwYwWs2hg/DyS13YLCb8fmkMw9PRu3COFJariEYtcT41ItcCqcBQztSHqPbdekRJhYfvj53GYhJkpDTsQlWd3u21bhndwVKcH+EEn55YuYMRmSk899/d7M4LzaHHO6zV5rUTomwsurNvkALl1FXfcaSogjc2HcLl9Z91PSpnrghHdcJkepvrud7XCawLuXzGeqau+s6oYdJtLSnaHtYGW0TZad0sIkRN9aVxmbz25f7zVh9W/HzOR1n1UG0sRPHT2Xq4CL/UZN0dtsZxp9mlVQwxdgu5hU6OF1fQKjairpdU7/H7JU5PeNGyOIeVEZkpTFocvrX2bPMwoiMs3PZqsP7HI29tZ+qwtJ+kzKruMBXVpVGcHh9HCsuBM91Zge9XbYMN57A8tmIHyyb2D7K16mywoMzL8+v2BHXhPL9uDyMyU+CLg+elPqz4+ZxPakZRz9lSGTXo27HxaG6YTYKM9vF8viefLYdOMSy9TV0vqV6j3xkeL64Im2Ypcnqqba11e334/RKPz4/XLxE+P36/NJwFj9dfrXPzU5RZFYrq0oH78kqN4YmBRc76+1VTetU5ND6JEXXLL3EZDkjrWEeQE+z2+libnRei/XHXZZ2Cjqd0QGqWhqkDrghCT1/0bt840jI6fSo/z6YDKj1zLvQ7w1nr9oa01D49Ip2VWTnVttZazSZ2nShh9NyvuGLmekbP/YpdlW2PcOZLo+p+uo6IqvdQ/FjCpeyqDk98bMUOHhqSarwfLqVXnW3uyytl94kSDhaUnXXI49lsO/C5svGaRTkiDRy3128oqmY2MkdEj/AoR+Tc6HeGgaJlyyb2582J/bkoMYqnbkynTawj5OI/d1wmUkpmrdsTFN6evCSLvMoi03BfGrpzo+o9FD+FwHTJl09cybKJ/YOiH6DZYeekaL584kojfVg1pVedbc5at5d7Fm3hUEE5uYVOMlLimDosjTKXl+OnK846rXfOuExWZuUYz5WN1zwqNdPA+SaniAqPn9SkaBKiG1f4u2dKHDazid0nSigu9xAbaa3rJdVbAkPd23KKgpRKA9MiXVrG8PZ9Ayl3+Thwsow//+c78ktdPD0infwSt/FFkFvoxOvTIiJVc+x6S/BTN6areg/FT+Z8uqscVvM5W2W7tIxh2cT+htpvYCtupM1MRkocj17TJWS0ge7YVK0fiXdYeerGdP76K1XTVFuoiEgD58sfTgIw6KIWdbySC0+E1UzPlFikhC2HVFTkbJxvd4rJJBAIxr3yNRMWbmZbTpHRWTN58Bk5/eR4BxazKWi/xBg7beMjaRPnoGWswxi7rlD8XH5Od5U+EuCRt7YzaXFWUE1JudvH5MGdQ4YtBnbgBNp2Yowdi8UU9FzZeM2jIiINnK/2FQAwsHNCHa+kZujbsTmbDxay6cAphnRrWdfLqbf8mO6U6gr89Iu+Hp5OirYrlUhFrfBj7DecTeqOTFXdEbvFxKkytxqgWM9RjkgDptztZVtOISYB/To1TkekT4fmwD42KT2Rc3K+3SnVdSy0jo3g88cGYzGbSIrW7gTPJSqlHBXFheJ87PdsQmfhHBm/X2K3mFgxeQAFZW7mrN/HtpwiVYBaz1CpmQbMpgOn8PgkPdrGEutonPUTme3jMZsEO3KLKXV563o5jYLqwuCtYx20S4iiTZwDi8V0TlGpsw3LUyhqgrPZZNUUC8De/FJunreRkXO+YtrqbB69pgtD05JUAWo9Q0VEGjB6fcjARlgfohMTYaVH21i+ySli88FTXNklqa6X1OA53zD4uWbQVPeloMSfFDXFuWyy6pylcCrDyycNMCZPK+oHKiLSgFm/Ox+Ay1MT63glNYte/7Kh0vFS/Hyq3j2GuyhXp7Hg80v8fnnOLwWF4kJTnU3aLOaQCN3RImdY+5RSKieknlHrjogQIkUI8akQ4nshxE4hxG8rX28uhPivEGJv5c/GJYpxgTlS5GRvXinRdgu9OzTuX5XeEbShsjBXUTskRNmYOz4zRKPhH+9nU1DmPuuXgkJRE5ytu6ZqhK6gzK3ss4FQF6kZL/CIlHKrECIGyBJC/Be4A1gnpZwuhJgCTAGeqIP1NQjW79YkiQddlIDV3LgDW5nt47GZTWQfO01hmZt4ldutFUwmQYsoW9AcDl2j4a+/8tG6UiCtauGgyr0raoqzpRWrRujmrN/H0yPSQ/RDlH3WP2rdEZFSHgOOVf67RAjxPdAWGA4MrtzsNWA9yhGpFj0tM7gJ1ExEWM30ah/Hxv2n+Gp/Adf3aF3XS2oyWC0mbFUcXf2uUg20U9QF1XXXOGxmFtzRh0ibmSKnhznr9/HahgMsnzQAKaWyz3pMnRarCiE6ABnA10DLSicFKeUxIUTj/4b9iVR4fEah6hUXN+76EJ1fpCaycf8pPtudrxyRWsLvl5w47WLqqu+MO8qZI9Np2SzCuKtUA+0U9YGz2aoqTK3/1FlMXwgRDawEfielPP0j9psohNgihNiSn59fcwusx2zYd5Jyt49L2jSjTZzj3Ds0AvRumU935yFlw2kPre/26vdL8ktcHCksJ7/EFdR6W92I9egIi7qwN0Lqu60GUtVuT5a5lK02YOrEERFCWNGckKVSyrcrXz4hhGhd+X5rIC/cvlLKeVLK3lLK3omJTSMaUJW1O08AMDStVR2vpPbo1jqGVs0iyCtxsfPoefutdU59ttdz6YBU1xXjqZzKq2hc1GdbDSSc3Za7lK02ZOqia0YArwDfSyn/GfDWu8Dtlf++HVhV22trCPj8ko+/r3RELmk6kudCCK7sql0c9UJdxc/jXIJlqitGUR8JZ7cHTpYpW23A1EVEZBAwHrhKCPFN5eN6YDpwtRBiL3B15XNFFbYdLuRkqZuU5g66toqp6+XUKnph7rpdyhG5EJxLB+TnDCJTKGqKcHY7a91e5o7LVLbaQKmLrpn/AdUl7YbU5loaIu9/ewzQ0jJacKnpcNlFLYiwmth2uIijRc4mUx9TU1Q3c0a/i1RdMYr6SDi7zS910TouQtlqA6VxC1A0Mvx+yQeVjsiw9KbXORJltzD4Yi0q8uF3x+t4NQ2f84l4nI8Cq0JRm1Rnt3EOm7LVBoqaNdOA2HzwFCdOu0iOd3BpSlxdL6dOuD69NWt2HueDb49x12Ud63o5DRoV8VA0RJTdNj6UI9KA0NMyN6S3bnJpGZ0hXZOwW0xkHSrkWLGT1rEqPfNzUDogioaIstvGhUrNNBA8Pj/v76hMy/RoU8erqTui7Bau6qqlZ1Z9c7SOV6NQKBSKn4tyRBoI63fnU1DmJjUpmu5tm9X1cuqUEb2SAViRldugxM0UCoVCEYpyRBoIK7NyARiRmdxk0zI6V3RJJCHKxg95pWzPLa7r5SgUCoXiZ6AckQZAYZmbdbtOYBJwY0bbul5OnWM1m/hN5e/hrS05dbwahUKhUPwclCPSAFi5NRePT/KL1ERaNouo6+XUC0b11tIzq745SpnLW8erUSgUCsVPRTki9Ry/X7Jk4yEAxvVvX8erqT90bdWMzPbxlLq8vLddFa0qFApFQ0U5IvWcL344ycGCctrGOYxuEYXGmL7tAHh90+E6Xkn94mwTdRWKhoSy5aaBckTqOQu+PADAmH7tMCvBniBuSG9NrMPKjtxiduQW1fVy6gXnmqirUDQUlC03HZQjUo/57kgx63fn47CaubXy7l9xhgirmZGZWq2Inr5q6pxroq5C0VBQttx0UI5IPWb2+h8ALRrSXE2RDMvYfpqD9u72oxSXe+p4NXXPuSbqKhQNBWXLTQfliNRTso+e5sPvjmMzm7jnF53qejn1lk6J0fwitQUVHj9vZalWXn0yaSCBE3UVioaCsuWmg3JE6iFSSv6+eidSwtj+7WgVq1p2z4beTbT068NNPn98PhN1FYqGgLLlpoMaelcPWfPdcTbuP0VcpJXfDbm4rpdT7xnSNYnWsREcOFnGhn0FXJbaoq6XVGeoyaSKxoKy5aaDiojUM/JLXPz5P98B8MjVFxMbaa3jFdV/LGaT0cq7eOPBul1MPUCfTNo2PpLEGLu6cCsaLMqWmwbKEalH+P2SJ1buoKDMzcDOCYztpwTMzpeb+6ZgNQv+m32CI0XOc++gUCgUinqBckTqEdPX7OKTXXk0i7DwzKieyvv/ESTFRHBd99b4pWrlVSgUioaEckTqCXM+28e8z/djMQleGpdJmzjHuXdSBHHHoA4AvLHpMBUe1eKnUCgUDQHliNQxUkr+uXY30z/chRAwfUQ6gy5qusWWP4eMlDjSk2MpKvfwn21H6no5CoVCoTgP6p0jIoS4VgixWwjxgxBiSl2vpyZxun389s1vmPXJD5gEPDOyp6EUqvjxCCG4c1BHAOZ9vh9fI2vlVXM3FA0RZbeKc1Gv2neFEGbgReBqIBfYLIR4V0qZXbcru/AcPFnG5CVZ7DpeQpTNzKxbMxjSrWVdL6vBMyy9Nc+s3c3+k2Ws3Xmc63q0ruslXRD0uRu65LWuqdClZYyqJVLUW5TdKs6H+hYR6Qv8IKXcL6V0A28Cw+t4TRcUKSVvb83lhllfsOt4CR1bRPH2fYOUE3KBsJhNTLxcU6J94dMfGs3dl5q7oWiIKLtVnA/1zRFpCwTqdOdWvmYghJgohNgihNiSn59fq4v7ueSXuLhv6VZ+v3w7ZW4fN/RozaoHBtGlVUxdL61RMSozhZbN7Ow8epp3tx+t07VcKHtVczcUNU1NXFuV3SrOh/rmiISL1QXd0kop50kpe0speycmJtbSsn4eHp+fxV8dZMiz6/nwu+NE2cw8PaIHL4zJoFmEEiy70DhsZh4Z2gWAGWt21WkHzYWyVzV3Q1HT1MS1Vdmt4nyob45ILpAS8DwZqNtb2p+Bx+dnZVYuQ5/7nKmrdnK6wsvlFyey5neXc3OfdgihcqQ1xYheyXRr3YyjxRX83wff1/VyfjZq7oaiIaLsVnE+1KtiVWAzkCqE6AgcAW4BxtTtkn48x4sreGtLDq9vOsyx4goAOraI4olru3DNJa2UA1ILmE2CGSPSuemlL3ntq0P075TQoAtX1dwNRUNE2a3ifKhXjoiU0iuEeAD4CDADr0opd9bxss6LonI3677P493tR/libz56jWTnxCgmX9GZ32S0xWqubwGoxk2P5FieuLYr/3j/e3775jcIIbi2e6u6XtZPRp+7oVA0JJTdKs5FvXJEAKSUHwAf1NTxfX5JsdNDUbmbcrcPl9eH1yeNQhSBVpQiJeivmoXAYhZYTCZMQuDx+ymp8HKiuII9J0rIOlzIjtxiQ7fCahZc060lY/q147KLWqgISB1y12UdyS10snDDQSYvyWJkZjKTLu9EaktVIKxQKBT1gXrniPwUDheUs/TrQ/ilxOcHn9+P2+enwuOn1OU1HI9TZdqjJjo6LSbBoIsSuLZ7a27o0ZrmKgdaLxBC8NdfpZEYY+ffH+9lRVYuK7JyaRMbQeekaBKj7bSIsfPH67vV9VIVCoWiSSKkbLg6C0KIfODnTjhrAZy8AMup76jPeX6clFJee6EWE8gFsteGSlOxv/PhQv4uasRez9NWm9r/qfq8P49qbbVBOyIXAiHEFill77peR02jPqeiLlH/L2doLL+LxvI5zhf1eWsOVT2pUCgUCoWizlCOiEKhUCgUijpDOSIwr64XUEuoz6moS9T/yxkay++isXyO80V93hqiydeIKBQKhUKhqDtUREShUCgUCkWdoRwRhUKhUCgUdYZyRBQKhUKhUNQZyhFRKBQKhUJRZzRoR+Taa6+VVI6GUQ/1uECPGkPZq3rUwKNGULaqHjXwqJYG7YicPNmU1HYVDR1lr4qGgrJVRW3SoB0RhUKhUCgUDRvliCgUCoVCoagzlCOiUCgUCoWizlCOiEKhUCgUijpDOSIKhUKhUCjqDOWIKBQKhUKhqDMsdb0AhUKhqAk+25PPO1tz6da6GSMyk2kRba/rJSkUijAoR0ShUDQqpJT87b1sFm44CMB/vjnKaxsO8uHvLifWYa3bxSkUihBUakahUDQqlmw8xMINB7FZTNw7uDNdW8VwtLiCp97PruulKRSKMChHRKFQNBq+O1LMtNXfA/DMqJ48cW1XXhjTC5vFxPItuWw6cKqOV6hQKKqiHBGFQtEo8Pr8PLFyB26fn7H92vHrnm0AuCgpmom/6ATA0q8P1eUSFQpFGJQjolAoGgUv/+8AO4+epm2cgz9e3y3ovZv7pACw5rvjFDs9dbE8hUJRDapYVdFwyMmBTz6BbdugsBDsdujdG375S+jUqa5Xp6hD9p4o4Z//3QPAUzd2J8oefGlLaR7JoIsS+PKHAt7bfpRx/dvXxTIVCkUYlCOiqN9UVMDrr8O8efD119prkZGQmAglJTB/vvbaxRdDnz4waBBcdx106FBnS1bULh6fn0ff2o7b62d072QGd0kKu93o3il8+UMB72w7ohwRhaIeoVIzivpJWRnMmKFFOu66S3M6/u//4Ntv4fRpOHgQTp6EXbvguec0R+STT+C++yA1Fb78sq4/gaKWePrDXWzPLaZNbAR/HpZW7Xa/7NYSm9nE1sOFnCpz1+IKFQrF2agxR0QI8aoQIk8I8V3Aa82FEP8VQuyt/Bkf8N4fhBA/CCF2CyGuqal1Keo5fj8sWqQ5E088AWlp8PHH8N13MGUKdO8OZrO2rRDQpQv87nfw3ntw5AhkZ0NsrObEKBo9q745wsv/O4DFJJh1awbNIqrXCYmyW+jbsTlSwhd782txlQqF4mzUZERkIXBtldemAOuklKnAusrnCCHSgFuASyr3mS2EMNfg2hT1kW++gYED4fbboX17+OILzQkZMkRzOs6FENCtG4wbB6tXa06NotGycX8Bj721A4A/39CN3h2an3OfwV0SAfh0V16Nrk2hqI/4/ZL8EhdHCsspKndxtMjJ4YIyjhSWc6qsgiOF5RSXaz8PVb5eUeGt8XXVmCMipfwcqNq0Pxx4rfLfrwG/CXj9TSmlS0p5APgB6FtTa1PUM8rL4Q9/0ApPDxyAhQu11Mpll2nv+3xw7Bh4z/MPIiICLBYwqcxjY2XPiRLuWbQFt8/P7QPac/vADue135VdtfqRz/bk4/PLGlyhQlG/8Pslu0+UcOPsL/n3x3vJK3Gx+3gJx4or2HOilIIyDyeKyzlc6OLmeRu5YuZ6bp63kb0FZTXujNT2lbqllPIYQOVPvaqsLZATsF1u5WuKxs7nn2vplunT4bbb4PvvtYjIqVPwr3/B4MFacWqbNtrj0UfBc472yyNHoGXL2li9og7IK6lgwoLNlFR4ueaSlvzlV5cgzidiBnRqEUW75pEUlnvYkVtUswtVKOoRBWVu7lm0hdxCJ/dfdREFpW6mrvqOm+dtZOqq7zhZ4qJtfBT3Lskit9AJQG6hk3uXZFHgrNmaqvpyyxjuKhL2dkUIMVEIsUUIsSU/X+V5GywlJfDQQ5qjYTLB+vXw6quaE3HHHdC2LTz8sNam++CD8O9/a9s++yz87W9nP/bOnVqKph6g7PXC4vNLHnpjG0eKnGS0i+Pft2RgNp2fEwIghGDQRS0A+Gp/QU0ts0GibLVx4/b6DAfDJASPrdgR5HA8tmIHHr80XtPJLXTireHoYW07IieEEK0BKn/qidpcICVgu2TgaLgDSCnnSSl7Syl7JyYm1uhiFTXEJ59oUZAXXoD779dqQxISYMQISE+HFSvgnnu0Dpnt2+GZZzSnZflyrTV36VKQ1fxh+HxawWr37rX6kapD2euFZfanP7Bx/ylaRNuZN743EdYfX0o2oHMCAF/tU45IIMpWGzc2i5nkeAcZKXH4ZXiHw++XJMc7gl5Pjndg+RHO/k+hth2Rd4HbK/99O7Aq4PVbhBB2IURHIBXYVMtrU9Q05eVae+2QIZoY2f/+B1Onwm9/Cz17aoWpf/0rHD6sOSnhnIlrr9Vad48fD3+OQ4fA5dK6bRSNigMny5j1yV4A/jm6J4kx9p90nP6dtKLWLQcLcXtVQbOiaZAQZWPRnX15/NouHCuuCO9wmAUvjcs03kuOd/DSuExiImrWVajJ9t03gK+ALkKIXCHEXcB04GohxF7g6srnSCl3AsuBbGANcL+U0ldTa1PUAV99Bb16wZw58PvfQ1aWFu3o0gUWL9ZacPfvhyefhOZn6X6IjtZ+uqvJWR6qnCXSseOFXL2iHvDU+9l4fJLRvZO5/OKffseeFBNBalI0To+P7apORNGICOyKyS9x4a9Mqfj9kpNlLswmQavYCBxWE3OrOBzPjurJk+/upF1zO8sm9uezxwazbGJ/2sTZibTaanTdNaasKqW8tZq3hlSz/VPAUzW1HkUd4fFoUY8ZMyA5WYt6JCfD0KGwcSNcdRW8+CJcdJGWinnvPcjL0wpUR40KLTp1ubSf9mruhvMqs32tWtXcZ1LUOht+OMnH3+cRbbfw6DVdfvbxBnROYG9eKRt+KKDPebT9KhT1Hb0rRi9ITY53MHd8Ji1j7JwocTFpsVaEOjQtiT/dkIbVLFhwRx9KXV7ySlxM/3AX23KKuOtYGY+8tZ2XxvYiMcZOM5sVi6VmIyJK4l1Rc+zdC2PGwJYtcPfdWq3Ha6/BsGFai+2iRZpy6jPPwH/+AwVVcvbTpmn1I61bn3mtpET7GRUV/pynKjvG4+PDv69okMxevw+ASZd3Iikm4mcfb0CnBBZ9dYiN+wv4Lak/+3gKRV1zsszFPYu2kBhtZ+qwNOIcVvJOu3BYzYYTkpESx+0DOzL25a8NZ+XpEenMWb+PbTlFJMc7KHJ6tG6ZpVtZOKEvheVldGkZg6kG60TqS9eMorHx+utaKmb/fq349B//gFtv1epBrrwSZs3S6kAuuwyWLdNqP15/HXbvhtJS2LRJcypmzQo+blJlx3d1NSInT2o/W7Souc+mqFW+O1LM/344SZTNzG0DOlyQY/btqEVBth4uxOVVWWBFw6fC4yMx2s6j13Rh2upsoy1XCIzC1MmDO/PEyuBumSdW7mDy4M5GemZOpdOfW+ikpMLDPYu2UFDDIxGUI6K4sJSWwvjxMHas1gHzzTdaXUd6utYt8+STmuLp+PGaMzFnjiZWtmSJ5qhcfLEW7ejTR/v37t3Bx8/I0H7qx6nKiRMQFwfW6qW+FQ2LeZ/vB+DWvu2Ijbww/68J0Xa6tIzB5fWzPaf4ghxToahLzELw0JDUEEfj4MlyoxYkzmEN2y2TmhTNtOHd8UvJtpwiQKsbyStxkVvoxF3DzrpyRBQXjm+/hb59tcjG3/6mOR7z52stt4mJmhjZjBmwYQP8859a6mbSpDMFqFWx20PFy3r21KIrr78Od94Z2sZ7+DC0a1czn09R6xSWuVnz3XFMAiZcdmELkPtVds98rfREFA0YvUDVZILUltE8f2sGc8dnkpESB8CH3x4zOmGKnJ6w3TJ780qZsHAzVrPJeE1P2STHO7BZanbiinJEFBeGpUuhXz9NgOy//4V779VqQaZNg5tv1pyDp56CX/wC3n9f0/uYMkWTdl+zJrx8e0yMNmm3Kn/8I/zpT1q9yZtvBr+3Z49W+KpoFLyz7Qhun5/LL06kbZzj3Dv8CPp30vRENh5QjoiiYaIXqP7pnR3szy/nlnkbuXH2BqatzubRa7qQkRLHdT1a8/y6PUwdlkab2AheHNMrqFsm0OGIi7Tx6aODeWZUT575aDf5pS7m39abhKgG2jWjaCK4XFo77uzZcPnlWr3Hzp1a5OLUKc1pWLxYS5lMmaK17P7iF9q+0dHa/tOnw4ABmjMT2HbburWmuOpyBXfJCKFFXN5/H55+WkvpAFRUwA8/wMiRtfbxFTWHlJLlW7TJD6N7p5xj6x+PXieSdUjTE7HVcGeAQnGh8PslBWVu3F4f9yzawtRhaWFrPxbf1RchBGuz81ibrXUUZqTEMXVYGl1bxXCsuAIpJX+6oRvNo2zMWb+PDfsLWD5pAC+MycBmMZMQZavRQlVQERHFzyEvD375S80JeeQR+PBDrQD16qshNhYef1zriBFCm4g7c6amJ/KPf2h6HyUlUFSkDbnbuVOrC8nNPXP8u+7SHJh//Ss0BWM2ay3A2dlnoinffqtFWnr1qqVfgKIm2Xn0NLuOl9A8ysYvu1342UEtou1c3DKaCo9f6YkoGgx6FOTlz3/AL+H5WzPo0jImbO1H3mkXB/LLgtIx23KKmLY6G7MJomxmHluxg5FzvuK2VzcxPKMtidF2pJS0jY8kMcZe404IKEdE8VPJztYchy1btPTIgw9qDshTT2mFqJddpqVl+vbVWmlffVVzRvbt09Iqeh1HZKQ25G7jRnA6tTkzehHqL38J11yjRVKuukorfA0kPl6rIdG1RTZs0H726VMbvwFFDfPeDm3Kww09WtdYtGJAZXpmww8qPaNoGBSUufnP1hyG9WzLrfO1VMyBk2Vhaz+KnB5mrdvLc6N7hqRjcgsruHfp1pAoykNDUmu8JqQqyhFR/Hi++EJzNNxuTabdZtO6Wb79Fl56CQ4cgJdf1gTJvv1Wi3688w7MnQvNmoU/ZrduWuRj3TrN8ZBSi6S8+y48//yZiMnHH5/Z5/BhLfKia4p89pmW2km58GF8Re0ipeT9HccAGJbe+hxb/3QGdNYH4J2ssXMoFBcSt9fHyN7tgpyIWev2MnNketjaj205RXj9koUT+rJi8gCmDkvjmY92IyBsFKVDiyjiHbXbdagcEcWP46OPtChFUhJ8/rlW/3HTTdC5M8ybB3//O2zeDLfdBitXQvv2WufMggVa8anVqhWTvvSS1uobyN13w+TJWgrnvvu0CInNBg88ALt2aeeYOFFLv4AWAdHTMF6v5sQMCSvcq2hg7MgtJrfQSVKMvUaVT/t3ao4QsPVQERUepSeiqJ8ESrcLIbCYRZATsS2niBlrdrP4zr58/PvLmTa8O898tNtoxbWaTRSUuhg55ysmLc5iW05RtR00J05XsDe/1JCHrw2UI6I4fz74AH79a03fY9UqbULuv/+tTcb99a+11EtkJPzmN5pq6vXXw6BBMHq0JlB2332a/kdiovbvli21NM769WciILNna7Ulc+ZoUZJPPtHO3by5No/mwAFt6F1ODuzYccbx2LxZ67D55S/r5FejuLC8/60WDbm+R+sazVHHRdpIa90Mt8/P1kOFNXYeheKnoteE3Dj7SwY9/SlPvvsddrMpxInIL3WxJ6+UGWt20TzKRn6plrJOjnfQPMpGudsXtM+c9ftCoigvjunF0x/uqhURs0BU14zi/Pjvf7XIR/fu8MorMHy45hC8+KKWPpk1S3u/sFCrGbn7bti2DVav1iIa//d/Z/RC/vIXrWh10SJt2yVLtFqSP/5Rc2ieflrTHrn3Xi368vbb8KtfnZF3b9FCc1ikPNMxs3r1mQJWRYPnv9knALiue83PDBrQKYGdR0/z5b6TDLxIKfIq6gd6Z4zT46XY6eHFMRk0i7DikxKbxcSSu/pxstRFQZmblVk53HVZJ175335uH9iRD3YcYdGdfSl2evD6JA6biYuSollydz+OF1fw9Ie7yC91EW23MP2mHiQ3j2T38RJMAiOKUtMiZoGoiIji3GzYoEU5unbVIhXDhmkdM//+t+ZgrF+vRTp27tTqRx5/XKsJ2bdPi5w8/3ywaJkQMHCgdqyjR7WUTl6edo5+/bTC1cGDtZ/Jydr7oKWC2rXTjvXyy1q7cKdOmkOyfDlccYWaMdMI2JdfyoGTZcQ6rGS2r/n/z0GpmvPxP1WwqqgnBEZBLp+xnlf/tx+TEIx/dROPvbWDQ6fKGffK1zz1/vfYzCb+cH032sY7+MeN3WmfEMmY/h2wWbSoSXyUlYMny7l1/kYGz1zPo29tZ9pvuvP8rZfyl1U7mfL2twjAZjbhsJmZOz6ToWlJtVqwqiIiirOzcyfccAO0aaM5DsOHa50qjz2mpWTattWckSef1LQ+nnhCU0/t2FGLUkRFwRtvaPoeQmh1Ii1aaDUmnTpBhw5aimfCBC0yMnWqVgj7ySeaozFggOaA5OfD2rVadOX997UZNk9VDmv++mvt+H/4Q13+phQXiE++1/QOruySiMVc8/dKfTs0x2oWfJtbRHG554LJyCsUP5WCMrcxRRfgtgEdjOLU6Tf14LdvfmPMldH1Q4amJfHgkIu5d0mWMdBu9theuDx+HlsRrDEyeUkWU4elkV/q4rnRPXF5fUxd9Z2x35xxmbVasKocEUX1HD2qpUgiIrSi1Ftv1Tplxo/X0ihXXKEVi/7+95CZqT1/6iltqN0//6n9e/Hi8DNhdGJjtVqS3/9ea9298UbtmHfdpc2Z2bNHK1J98UXt3HffrdWidOoEI0Zox3j1Va02RQmZNQo+/l5LywypAe2QcETZLWS0i2fTgVN8tb+Aa2shHaRQhENPx5S7vca0XG0gXaThSLSKjSC30BkiYjYiM8VwQkBzOO5bupXFd/YN2x3TtVUMz42+lLbxEYyeuzHEUXnnvkEkxtipDVRqRhGesjKtXuPUKXjrLW0mzMmTWh3Iv/6lOQF2Ozz3nOZAdOqkOR/jx2upm0GDNJXV3/0Otm7VtD7cbu0Yu3ZprbYvv6wdb+1aLVUzf77mmEyerEU4tmzR9h00SDvn8OFaumfrVvjzn7UOnNJSrc5k1KjqW4MVDYZip4cthwqxmASXX5xYa+f9xUV6eia/1s6pUAQSmI7ZdbyEoWlJ/PXXacQ6rFjNgi8ev5J1j1xBtN3Cgjv6kJoUHeRgVDfQTkLY7phjxRVE2syYhQi7n6oRUdQtUmoiY9u2abLr//d/Wormlls0Z2HUKM2Z+OQT+H//T+teWbFCcw6KizWV1cGDtWjGtGlgMmnFrv/5j+aAHDmipW7uvFOLZuzdq0VRJk3SznP0qBaFWb5c2/f0ae24f/ub9ujYUYuKgLa+khLNeVE0eDb8cBKfX9KrfTyxtRgaNupE9io9EUXdEJiOmbN+H3/91SV4vH5e/d9+DhZoNR6PLt9Ozqlypq76jr15pUEORnXtuHaLKaQ75qWxvXBYTUxakoVPhndUarNGRDkiilCmTdM0QGbM0ATLPvhA0wV5+WUtjbJxoybF/uyzWqRi715tXsyrr2o6I3pk5K67IC4OLr1Ui5KMHq1FUoYM0YpO+/XT6kji47U0jpRaOuaddzTxstmztfqU+fNh7FitdXfLljPRECm1lE3PntqxFA2ezysdgStqMRoCkN42lpgICwcLysk5VV6r51YoQOtS0SMT23KK8Et4ePl2RmSmGCmYyYM78/Dy7Yaz8vSIMw7GyqwcZo8NHWjnlxKLyWRojEy/qQfPf7KXZhFaBEVKyfzbegftVxuD7gJRNSKKYN59F/76V83xaNMGHn1Ucx6WLoX+/TWZdZdLe/3RRzWHQq8Zad9eEzR74QWtmLRzZ/jtbzWnQu928fmgoEA7zqxZWlvuDz+cac3dsUNTYu3SRUvllJVpomYzZmjOTGqqtjaAL7/UlFvnz9cKYRUNGikln+/RUiO/SK3dNlqL2cSgzi1Ys/M4X+w9yZh+7Wr1/AqFzWJmaFoSIzJTiHNY8UtJbqGTNrERzByZTqtmEZhMguk39eDZtXvYllPEMx/tZuqwNFKTovH5JSu2HGbqsDTiHFaKnB5e23CAP1zXjVFzvwo53+PXdjUiH11aOnjnvkG4vb5aG3QXiHJEFGfYtUtLeWRmah0xl18OvXtrUZE2bbTOlbIyzfHQu1tiY7XIyDXXaNNvn3hCi1C8+aaWQjlwQFM9LSzUOmRaVRYCXnWVtk/37trxt23Tak7ee09r2f34Y81JWbVKS//s3Klt8/LLYKk025de0s6va4koGjQHTpZxpMhJfKSV7m1ia/38l6Vqjsj/fshXjoiiVvF4fLi9Pv50Qxp+KSkqd2MzC96c2J/4KCsSGP/qJqOr5dlRPZn+4S5jgN30m3rwxZ48fnVpMpMDumaeHpHO8dMVJMc7gupAkuMdnCx1G5EPk0nUWmFqOOrEERFCPAzcDUjgW2ACEAksAzoAB4HRUkoldVhblJZqkQ+9Q+bGG7VWW5NJi1a0aaMNuhs5Uot43HCD9vyrr7Qi0jVrNAfht7/V0jZ33aU5LVW5+WYtnZKQoKVtAI4f18TNMjK0tE9amraevXu1SMrvfgdjxmgtv3ptyIkTWhHt5MlnZs0oGjRfVKZlLktNrNW7MZ3LU7V00P/2anUq5jpYg6Lp4fH42JVXGtR2++KYDI4UVfDoW9uZOiyNaauzg7paHgl4febIdKLsFm7o2ZZZ6/YwdVgaCVE2EmPsvL7xIJsOFjFzZLrRwpsc72DuuEwSY+y0iK6d6brnotYdESFEW+AhIE1K6RRCLAduAdKAdVLK6UKIKcAU4InaXl+TREpNx2PXLq3G48knNSdg9GgtsnHllfDpp1qHy9KlWp3IF19oEYyePbWoxcCBUF6uiZwlJmrpkyFDtFSK3a45Dh99pKmmbt6spWM+/VQ7/+HDWsQkN1dzPLKztcLYN9/UClbLyrRakt/9TjsWaJERjwfuv7+ufmuKC8yXP1Q6Ihcl1Mn52yVE0j4hkkMF5ezILSKjnRLHU9Q8eaWukLbbU2UeQ9ejum6Y1KRopg5LY8aa3fzrlksZ+/LX5BY6WZut6fAkxztYcEcfrurWCr+ULL27HxLIPVVOjMOCx+evF04I1F1qxgI4hBAetEjIUeAPwODK918D1qMckdrhX//Sul5mzNAckOXLtZbchQs1bZBPP9Wcirffhl/8QnMoOnTQUjW7dmnFqBs2aE7EnDlaTUj79lrUQ6dLFy3V43JpqRwptRqRjh0156ZrV+1YrVtr237+uVaAOnKkJojm9WqOEWh1JnPnamvq0qXWf12KC4/PL/n6wCkABnauO5n1yy5q8f/ZO+/wpso2jN9v0r1LaRltKauMMgoUBGQIIktARJChDEVFRAU3OPgcOEAciCiyhyAqoKgFGTJE9p5llFVaoJPu3eb9/rhzmhYKLdA2afv+rqtXmtOT5E045NznGfeDsLjL2HkuVgkRRZmQY5A3CQ0HG33eNq0b5sbUSmh0Cp7/8SB83O1hKOQ5KGiyMGTuHvi422NK/6bIyjVgSnAIvng8EPU8nWApFKtrRgjRUQjxtPF3TyFEnbt9QSnlFQBfALgM4BqARCnlRgDVpJTXjPtcA+B1t6+huAN27qRL6qOPsuV2wgRGQP76i8Pt9u4Fmjdnq25gICMhvr7089B8O86eZZ1G48asLQkKontqmzaMduQnLo5Fq5s3MzJSrx7bc8PD+fhr17iOq1c5hVcItv5WqWKatPvnn9x/3Lgy/KAUpcmpa0lINH7h+lZxMNs6Ohj9RHYqu3dFGWGlEze1z+YfUHdjd4yPuz2+HhyIH7adz3NPjU3JKrQFVxMx0wc1h7ujNVYfDMfXgwPh5Wxbpl0xRSGkvP2oXyHE+wBaA2gopWwghKgJYKWUssNdvaAQ7gBWAxgCIAHASgCrAMySUrrl2y9eSnnTJYkQYgyAMQBQq1atoLCwsLtZhgJgRKNlS9aFbN5MAZKTw2LRo0eZYklLY72Glxe7WWrWpEjw9qYfSJMmND27do0CZdAgCoYrV+g/4ujIybve3hQcNWvSh+TMGQ7Ni42lGAkN5b7t2vF3b2+KHoB/DwxkRAZgZOXyZaZ3rEo8qFeisUp1vBaPedsv4JN1p/B4kA+mPx5otnXEp2ah1cebYK3T4ej7PWBvU3ZeCndJiR2v6lgtGzT3VK1DxVovERGfWaDIdOFTrZGZI/HCsoPwdLLFxN6NUMPVDnqdgLVOwACJ2JRs2FnpkGswwMHWCknpOQWe4/snW6Gqkw0MknNkcqWEwSBhb6OHm33ZdsUYueULFudbfACAlgAOAYCU8qoQwvkeFvMQgItSyhgAEEL8BuB+AFFCiBpSymtCiBoAogt7sJRyLoC5ANC6devbqyjFrcnNZeFnbCyjIi+9xBqN4cOBRYtY87F7N1MltrYUIVWrUoS4uFDE+Pqym6VjR7bQ9u7N4laNtm0pbrZtow/I3Lms92jUiGmfoCDWhpw9y/TO4cOsP3nlFdaSAHzdCxeAl1/m/f37KVC++qo0REiJo47X4rHrPOtD2tczT32IhrujDZrUdMGJK0k4EHYdnfzL1s/EnKhjtfTR3FM14zKtcNTLxQYrnmuH5IxsONpa4ZO1IYhJzsLXg1vA3kZfQGBMH9QcHk42cHewwrWETGTm5MIuMxdeLrb4/slWcLGzhpVewMF8guOOKU5qJksybCIBQAhxry0KlwG0E0I4CCEEgG4ATgH4E8Ao4z6jAPxxj6+juB2ffkpr9W+/5W1wMJ1NFy+msNi1i5GIqCh2zbi4MK2i11Ns5OayWHTGDKZ2nJxunimj1YgIQQHy1VdMu/zwA5/74EHWmjg4MEIyeDDX4ePDrh0A+Ptv3nbvztsvvmA3zzPPlP5npCgTcg0S+y+xQc7cQgRQ6RlF6XHjMLuI+HQ8v+wgsnIklu2+CEdbKzw5fy82hkTjcHgCMnNy80SItv+bq47hSnwGLsWmIcdgwKTfjmPQD7vxxLy90AmBFXsvQQCo4mgZHTHFoTiXlL8KIeYAcBNCPAdgNIB5d/uCUsq9QohVYIQlB8BhUIU7GV/rGVCsPH63r6Eogn//ZWfMk09yRszYsWzBXbmS9w8dokA4d44iAWBaBaDgSEhgeiQpidELjaFDgZ9+MpmLBQfztl07Cohr19givG0bUzoeHixQ7dSJXiJjxrAA9YMPTNGORYvYzhsQQPOylSvpVaLmylQYTl1LQkpmDmpVcUANV/uiH1DKdKhXFXP+vZAXpVEo7gUtFWMwGJBtkJj9ZCs42lpBSkAngMikDOTkSrSq7YGY5Mw80dHS1w2+VRwKLUJ1sNHDw8kGTy3af9OwuuXPtoWXk/k8Qe6G2woRY8TiFwCNACQBaAjgf1LKTffyolLK9wG8f8PmTDA6oihN4uOZfqlfnyf8jh1ZlJqQwHkuLi4UAZcu8feMDDqcAhQhqak0Idu+nR0rX33FNM6iRexk+eorpnNycpiu6dSJtR+ff06xs3w50zBHjjBFo9MxMjJkCNMugMmgbM8e1pd88w3FzQcfMBry5ptl/akpSpF9xm6ZNrWrmHklpHVtd1jpBE5cSURKZg6cbC0/BaiwTLRUzNebzmDU/XWwZNdFPNOxLl5Yfigv1fLD8CDYW+vQ3McFObkS/77ZBVY6gfTsXBikLLRjJi0rF95WugIuqj9sO4/D4QnQCcDa2uJrmwpw29SMMSWzRkq5SUr5ppTyjXsVIQoz8/zzJgOx559nVKNbN0ZJ2rRhoajBwBN+crJJhNjbc7udHWs2Zs4ETpwAXn2VtSA1anC/KsaTyapVdFV97TUOqsvMBKpVo+BJTWX65fRp1omkpTHKMX8+hUuDBnyOTz7h840ezRkzv/3G56tiGScsRcmgCZH76lhGu6yDjRWaervCIIGDYcpTUXH3aKkYbV7MwCBfvL7y6E1RjItxaUjJzEVkYgaenL8XJ64mITYlC5+tO3VTx8z3T7ZCDTdbXE/LxpTgEAyZuwdTgkPwRs+G6BHgBStdcSouLIviSP09Qog2Usr9pb4aRemyahVTG598wnbcLVsYXfjyS6BDBxaB1qzJAlZNgOh0nPUCsCakfn22z9avX/C5//qLnS22tnzs5MlMv/j7s5Nm5EhGQ+6/n8WxAQHsytmzx+TSeu4ca1cAepUEB/O+gwOLab28CqaCFOUeKSX2X9KEiPnrQzTa1q2CI+EJ2HshrswH8CnKP1o6Ji0rB1Mfa4baHg748vFAeDjZFJpqqe5iBys9EJGZm7cfAGwMiUZMclaByEdVJxtcvp6ON24QNBNXH8OPo+8r4b6/sqE4QqQrgLFCiEsAUsG3KaWUzUtzYYoSJjoaeOEFRiC6dGGNR//+tHOvXZvtulpLLsCiVCF4m5tLA7LWrYG1a2+OSOzaxfTKt9/y/uzZFBXr1nFSroMDnycjg8Wvvr4UHt270yPkf/+js2tAAGtIUlPpmOrvzwjIggX0M1myhLNlFBWGC7GpiEvNQlUnW9T2MJ9/yI20rVMFc/69kBetUSiKS2GdMdMHNcfn689gfDf/QlMtCWlZsNLr8txUFz3VBrWrOsDH3R6HwxPw/I8H8/b96dm2qHoLQZOUkQMbq/IXESnOinsDqAvgQQD9APQ13irKEy+9xDTMnDk86deoQX+Q69eZdpGSIsTOjhEQIbgtM5MiIiCA82RuFCFSApMmMe3y9NOsQfnoI+Chh7jvmjVMAf34I9Mu586xZqRaNbYHDxrESExICH1HdDpGaS5cYI1JTAzw+utsA9bmzCgqDAcumdIywoImKAf5VYEQwNGIBKRn5Zp7OYpyRGGdMW+uOoaxXeph5uZQzB4edJM5mYeTTYHumJmbQ2GlE5g+qGBaZvqg5hACCL+eXqiBmbOdVXnwvrmJIiMiUsowIUQggE7GTf9JKY+W7rIUJcovvzAl8/HHjC6EhrJTZvZsoEcPtu+6ubEYNT2dERCNqlUpRNatKzwasWoVhcTs2RQYkyaxDuSLLxjN8PJiDUhODj1BfH1NnTI7dwKjRtHgrF8/4JFHuNbZs4E33mDUpmdPrmf+/IIeJYoKgVaDEeRnWXU/rvbWaFzdBSHXknAkPMEi2ooVlk3+dMzkvgF5xaMtfd0wtks9NKzmjG+GtYStXmDhqNZwMHbOZOUakGOQ8HSyRUR8et7+Cek58HF3wNeDW8AgJdKycuHpbAsHGz0aVnfCD8ODCviL/DA8CNZ6ATd7y3FMLS5FChEhxAQAzwEw2lpimRBirpTy21JdmaJkuHKFoqNtW1q1v/ceIwvz57MuZNMmenpcvGjyARGCnTNVq7LlduNGpm1uJDGRlvAtWgDPPcf22u+/5+vFx7MG5YMPGOlo147Cw9eXM2n++4/pl88/Z13JnDl8/DPPsI7k00855XfTJvqO1K1blp+aoowwCRHLKFTNT5CfO0KuJeFweLwSIorbUlg6ZtrA5vjj8BX0b+mNiauPwdPJFuO7+aOepyPsbPRITMvC88sOFUjf/H7ItH9+h1QB2r472lohPD4dL/10GJ5OtpjSvyn8PByg1wnYWeng6WxXbrxD8lOcS8xnALSVUv5PSvk/AO1AYaKwdAwG4NlnmV6ZMYNioUkTdqB4eDBC4eXFuTFWVhQE2o+UjGyMHGkyE7uRiRNZ8zFvHqMV48czavLhh6z7qF6df8/N5Wv4+XFGjIMDX9/WloLk22/5+L59+fhffwWOHWNUpE8f+osoKhzxqVk4H5MKWysdAmpYni9MKz83AMChsASzrkNh+RSWjpm4+hie61w3T4S80bMhJv9xAp2nb8MT8/YiKSMHnka/Dy19M+aBenkiRNs+bvkhxKZkwcZKh4jrFCER8ek4HJ6Apxfvx8iF+2ClE/AoRwZmN1IcISIA5E+S5qJc1uVWQmbOZF3H9OmMSsTHA82aMTXStCnt2jMzAXd3ioXMTNNPly5M02jW6jeyaROjGK+8wiLWn36iUdnUqRQ6WsRj4UJ200RGsh6lQQO+/ujR9Ad56ikWqD7yCOtB/vyTNSuPP06RtGSJySBNUaE4dJnRkEAfN4sssGvpyyjNkfB4FDWTS1G5ycrJLbR41MZKxxbdLjcLDK1uJP/+1npR6PP4VrHHFxvOwCALn7Kba5CwssD/Q8WlOF0ziwDsFUL8brz/KIAFpbYiRclw9CjrNfr1Y7Thzz8ZEZk3j5GH4GAWoJ45QxGi07FQ1cWF/iEeHmyvDQq6+bnj4ykgGjUCpkxhiuaNN4D77jOlVvz8uAYhWIjq58dZNlevsj5k8WJ2xXz9NfDEEzQz+/13DuHr14/7bt9usolXVDjy0jK1LS8tAwB+Hg6o4miD2JQshF9PRy0L6upRWBY2VvpCu2F0gpN13eytCxUQbvbWBfbPzi3cwOx8TCoOhyfkTeW96XXKaSREo0gJJaX8CsDTAK4DiAfwtJRyRimvS3EvJCQwylC1KjtQXnuNEY4//6R42L+fPiAhISxSdXU1tdcmJQEjRlCc2BZiEywlO3CiooBly5hmeftttgd//z2LTfftozvqqlWs7cjNZRqoVi0Wrebk8HVWrmQa548/GB3p358dN+vWMZXUrl3Zfm6KMkUTIq1qWaYQEUKgpa8bAFP0RqEoDA9HG8wb2Tqvk6VHgBeWP9sWuQaJlWPbw9vdvtAulzRjR5ZWIzL33/OFGpj9sO08fNzt4VuFXTY3dtLY6MtvNAQoXrFqOwAnpZSHjPedhRBtpZR7S311ijsnN5dCIiyMaZkXX2Q3i60tIxmtW3O7vT3ba+OMg72qVGEq5PRpRkyioigkjhxhlEJj0SKmYaZMYbRk5052ubzyCiMcffvyNdatoxAKCWFUQ6djQezDD/Nv8+ZxvsyMGXzsyy9zwN2HH7Iu5YUXyv6zU5QZObkGHL+SCABoWcvNvIu5Da383LH5dDQOXY7Hoy0LKdhWKADodAINqznjt3H3IzvHgLjULDw5fy88nWzxVq+GWLTzIqYNbF6gCPXrwYHIMUj8MqYdvJxt8dqvR3E4PAGh0Sl5BmY13exxPTUTk3o3QkJ6Nlbuv4zH29TClP5N4WCjz+ukqeJQ/jpl8lOc1MxsAK3y3U8tZJvCEpCSXSzBwcB33wErVrATZfx41ouMGQPMnWsyEnNzo59IXBzrN/r0oRAJDKR4GT+ezzN/Pp8/JISW7l26AO+8wxqS0aOZdpkyhduiougNMmsWBYiHB5/f3p6CZv16RksaNKC1/MMPs9X38mV28wQGsktG1YVUaM5GpSAtKxe+VexR1YIHdLUwRkSORSSadyEKi8ZgkIhNzUR6Vi6ycyXGGWfJTO4bgDdXUXxoDqkejjao4WqHl346jMPhCQCAOSOCEJOSCQB5BmY+7vaYMaQFBv2wu8BrjepQBw2rOyMn1wArvQ5eTrbluj4EKGaxqsxXqSWlNKB4AkZR1nz2GYXD66+z3mPBApqJzZ9PQ7B//mGq5OBBpmgSEigSAgLYNVO7Np/H05MCYuRIzqS5fp2plP79mYpZvJgRjrfeAs6e5fPv30/xMWwY7/v58XFxceyesbamdby3N/D++xxyV7cubd8BTgLOzma6xt78E1gVpcsR4xdwC1/LTMtoNK1J75yQa0nIzjWYeTUKS0Rr3X3s+114YPo2pGbm5NVw5K8N0QTGoB92I8cg84QHAPyw7fxN5mVfDw6Etd6UHtS2X03IgJQStTwcUdPNvtyLEKB4QuSCEGK8EMLa+DMBwIXSXpjiDvnuO+DddxlVePxxpjYefJCiw9aWHiIXLgDt21MgJCRQCGRlMfrQqhUjJAC7ZgAWt2ZncxZNr15MraxcSZGxdi2Fx4QJfOxTT9GP5MgRvl5YGAtfPTzYMRMYSE+TZctYY5KYCKxezdecPp1pmlmzmN5RVHiOhLPmIv+XrCXi6mCN2h4OyMox4GxUsrmXo7BAbmzddbDR5wmKhPTsQmtDpEQB4RGTkgkPJxt88XggfhnTDlP6N4W1lQ7fbT2H8d388x43Y0gLzN1+HjZW5c899XYUJ7IxFsBMAO8BkAA2A1DGDpbEwoU8uT/yCN1TO3RgyiUwkF0pWpvtwIEsDL3/fs6Had4caNiQHh/DhzMqArCYFKDA6NSJ5mJ6PWtDOnakIBkxgs//8cfAo49SbPTqxYJYJyfWnMTHM3LSujXbed95hzNj/vmHNSJNmzJ19L//MZ0zYoS5PkFFGXP4cgIAoIUF14doNPNxw6W4NByPSESTmmrWkYLkd1L1dLLNq+uwsdJh/qggXEvIhJuDNZaOvg9T/z6FjSHRecWleh3gZGuVV+vh4WSLz9dzHw0fd3tM7huAep6OWDW2PeJSszB3+3m82r0hPBzLd03IjRTH4j0awNAyWIviblixgqZlPXsyjdKzJ6Mds2czSvH00xQBUjICkpLCglYfH+DkSRazzpxJQZKRwefUumWE4FTdCxcoKAID+fgBA/h8q1axK2fzZoqIH3/k9N7r17mfZg9/5gwjMY89xtuBA9nmm53N9bm5seNG1YVUCpIzsnEuJgXWemGRRmY3Eujjir+OXsWxK4nqi1ABgCLkUlwqwuLSUN/LEVMebVrAbn328CCs2BeWJz6+f7IVXn7QH1cTM/D5+jN4t09jWOkFrPUCXi620AlRQIQAbO/1cLSBBODrbo8arnZoVas5PBxtyn277o0UmZoRQnwuhHAxpmU2CyFihRBq+pgl8McfFAAPPMA0x4svMuIwbx4jFb6+wLhxjGS88ALTIu3bc5+gIAqShg35XE2bMjLi4cGIhoarK4tMAwMZKRk2jFGMFStY3/HDD6z3WLGC7blXr9LRtXp11oS4u1NgLFhAYeThwQiNEEzJHDxIEeKpRq1XFo5HJEJKIKCGC+ysLT/E3MybUZDjqmBVYSQhPQtRSRmY/McJhFxLLjCwLiI+HS8sO4iBQb5598ctP4SriRl4/seDiEnJRFxqFl766TCycyV0QuBCTGqhKZwqjjb4ZG0ILsalISkjp0KKEKB4NSI9pJRJ4NTdCAANALxZqqtSFM3u3cDQoRQUf/7JCMjy5RQgZ86YikjnzmWEo149zo3x8WGUIimJxanxRn+EwECKgmbNCo9MGAysGQkOpiX7iROcI9O/P9txvbzY+eLmxmLTyEimgE6f5jqWLOFjFiygGDl5kq26gwbxR1FpOBKRAAAItPD6EI0m3q4QAjgdmYTMHDWJt7JjMEikZ+XmdcPcyqyspqsd5owIwi9j2mFy3wDUdLWDj7s9Zj3REo42enz5eCDqeznhpz2XMHNz6E3+Id89Qf+QjSHRqOpkg+eWHkBcapY53nKpU5waEc367WEAK6SU1y1pXHel5NIl1oP4+LBodMcOdrBoJ/XmzSlSmjenr8eoUUybNGgA/Psv0zebNrE9959/OLROrwcOH2a9xo0YDIy2LF5M8ZGRwZRMnz6MrtjYsG3X05NpGb2ez7lrF1uGfX25nmefZbuulpJxcWGRraJScSyckYXmPm7mXUgxcbK1Qp2qjrgQk4rQqBQ09VZ1IpUJrRYkKycXdjY6pGUakJ1ryJuwm51ruMnttEeAF4QQmBIcUmA67ndPtERGtgGTfjteYDjevksJ+GLDmbw6k/y+Ij7u9tALWr9nVVAhXJyIyF9CiNMAWgPYLITwBJBRustS3JK0NNZo5ORQhKSmstC0eXNGHd5/n62yM2bwfmYmu2f27gXatKEDap06FAO9erF+pHdv2rEbDDe7mWZksLX2hx8odoRge3CfPoxqpKdznypVOCvG1ZURj4gIDtj79FMKIR8fdt8AnEezfz9TMl5eZf4RKszLMS0i4lN+TuhaG+/Jqyo9U5nQWnMHfL8TL/10GGcjUzBs3h48+OW/mBIcgjd6NoSjrR7fP9mqQDRjUu/GN6Vrxi47CEdba7y+8uhNw/HGdqmX1977+sqjuBSXlidCpg9qjsikDPi426OiBgGKU6w6SQgxDUCSlDJXCJEGoH/pL01RKOPHUzSsXUtB0aEDaz1WrmTq5Zdf2J3i5UUX1PvvB377jdGH48fpH7J9OyMWFy/ysY8/Dhw6xOfP3z576RL/duAAxUNkJPD554y6HDxIjxA7O4qTmBiKjagoPsfRo8DWrbRsP3uWkRcXFwqijz7ifJnHHzfHJ6gwIzHJmbiamAFHGz3qejoV/QALoUlNF/x59CpOXEnCkDbmXo2irMjfmjt9UHNkZBvw7bCWcLK1AiAhhA5WeoGMrBxM7huARtWdcSEmFYnp2YWma6xuMdSuugvTOB6ONvB0tkVKRg5+GdMOaVm5sLfR4/ut5zBtYHPoK6YOKVZEBFLKeCllrvH3VCll5L28qBDCTQixSghxWghxSgjRXghRRQixSQgRary1bKcjc/D776yxmDSJUYyPPmJkYf58nvyXLaMoGDuW4uHUKaZmVq0CevQAjh3j/ePHaam+ciVnzrRoYfIQ2bOHgubzzxnROHuW4ubIEUZZnnqKrxkbyyhIejo7ZLShdg8/TLHxzTf0DZk5k6/VrRu9Q4YNo2CZNctsH6PCfGjRkKbertCXo6K7JioiUinRpuq29HWDk60VJv9xAgO+34WnF+9HerYBn68/hWsJ6bCx0mNKcAiycw14evF+RCdnFlp8mp1jKHS7q701pgSHYNAPu/HkfE5PcXOwzkvLDAzyxZJdF6HTlX/zssIw17v6BsB6KWUjAIEATgGYBGCzlNIf9CqZZKa1WSZJSazTaNmSdRonTtBJdeRIU7FncDAjJL6+TKU4Oppaby9fZmvtmTNsq+3blxGLgQMpXpo3Z/Hqk09yv4kT6ca6eTPFxM8/MyWzcSPXUr06ox8Aa0PCwihC/vyTz9GvH9fWpAkwbRrTPqNGAeHh7OJxVzqzMnLU6KhaXgpVNZrUZJvxqWvJyDXIIvZWVBSsrXTwcbfH2C718ILRth0wdcIMDPJFrkFi6t+nMG1gc8SmZLEeZNvNw+vmDA/CqgOXb9r+w/AgfLoupMBzP7/sIKz1Ojy9eD/6zdqJKcEhFdI/RKPMrdqFEC4AOgN4CgCklFkAsoQQ/QF0Me62BMA2ABPLen0Wy+TJPPH/+SeLQydMYD2GVneRmspi00mTWDD6008UKD/+yOLUtWtZiDplCh1Y9+1jnUnPnny8vz8H2P31F4VGz54mz5C4OOCTT/ha1tYUKqGhFBPZ2fx7mzbs5GnalLUfjz0GJCcDW7awi+aTT0xTdtu3N9/nqDArx65oharlpz4EANwdbVDT1Q5XEzNwMTYV9b3KT1pJcfdY6QS+GdoCdtb6vELShPRs/LDtPA6HJ8DNnr0cG0OiEZOchbd6NcTs4UF4YdlBfLHhDKb0bwo/DwdY6XVwsNahc8NqWLLrYt7MmSqONrCxKtxDJDE9O2+/mm72qO5iVyFbd4HiTd8tbLhdIoAwKWXOXbxmXQAxABYJIQIBHAQwAUA1KeU1AJBSXhNCFFrFKIQYA6Oza61ate7i5cshZ8/y5P7ccyaX0i1bmCqpWpX7HD3Keo82bdjdkpHBSEhODoWFlxcLXYXg/Jl16/g4zUcEoMB4/nk+9tNP+ePrSxHx7rtAtWpM4Zw8yX1jYlgjUqMGn1tK1qNMm8ZIyoIFjIj88Qfw3nusC3n55TL+8MxLpTxeb4GUEic0IeLtZt7F3AUBNV1xNTEDJ68mVkghUlmP1fxdMTZWerjbWyM+PRtZObkQAGq62SEuJbtAB8y0gc2xZNdFJKRnw9Fo6X44PAHD5u3F4CAfLH76PljrBax0AnY2OoTHpSPLzgp6ncDTHepAJ0SeU+r/+jW5qevGx90e0cmZeP7HgwCAnRO7VlgRAhQvIvI9OGn3GAABoKnxdw8hxFgp5ca7eM1WAF6WUu4VQnyDO0jDSCnnApgLAK1bt64cMdL33qMXyIcf8v433zAd8txzpn0OHOBt8+ackHvffTQ569mTouOTT+gp0rs3azSsjV3ZO3eaikbT0mhMNmUKUy0jRtB/5PXXmRLKzaUIqVeP5mfe3vQh8fenMFq3jnUon37KVt3Ro1lbMnw4BdT8+ZXOPbVSHq+34FpiBmJTsuBqbw3fKuVvsGGTmi7451QUTl5NQv8W3uZeTolTGY9VrStGK0jtEeCFl7s1wAv5XFJ/fOa+mzpgJq4+hp/HtMM/J6+hhV8VfPdES1xPzYabgzVc7a0x9e9TiEnOwjsPN4a9jR4vrTic93zTBzXH1L9PIyYlEz8MD0JiWnZeFCW/0PliwxkAFCUVbbbMjRSnRuQSgJZSytZSyiAALQGcAPAQgM/v4jUjAERIKfca768ChUmUEKIGABhvo2/x+MrFgQMsKn3tNUYkMjOBDRtY2+HgYNpv61bWeOzdy26YOnWYrrGzY2qkTx+Ki169uP/QoWzVHTXK9HuNGhQQVaoAa9ZQmHzwAT1LsrJY/Nq0KSM0/v6m4tR//mHaxtubdSFt29L07OpV1qK4uTEqoqbqVmqORZjSMuWxDdFUJ5Jk5pUoSorY1MwCA+sGBvnmCQKAoiMuJavQTpfIxAx0bVwd3289h4xsQ14h68iF+/BMx7p4/5EApGTm3CRi3lx1DDOHtcTkvgGw0gF21nrUdLXFb+Pux86JXfHTs22xZNfFvPbdeSNbV9jaEI3iCJFGUsqT2h0pZQgoTO5qAq+x4yZcCKHlBLoBCAHwJ4BRxm2jAPxxN89f4fjkE9ZivPEG70dGsnajdWvTPomJwPr1FBtff81OmC1bKBI2bwYGDzY5qAYE8NbenmKjWzd2wdjZUZBs28aIxvjxFA+TJrEw9sIFRkUOH+ZtSAhFx4oVjMwMG0bR4eLCSExWFl8/MZFFtDVrluWnprBAtLRMeTUECzAKkZCrSZCyUgQMKjwZ2bkFREZhLqlxqVmFdrrEpWYhJjkTA4N8b/IGeX3lUcSnZsPBRl+oiMnMycWU4BBcS8zEuZgUZGQb4OVsB293B/i4O+CTAc2xc2JX/D6uAxpWc67QaRmgeELkjBBithDiAePP9wDOCiFsAWTf5eu+DGC5EOIYgBYAPgUwFUB3IUQogO7G+5Wbs2cpBl56iSd4gK6lAItENX79lXUdrVqxCLVDB9ZvPPgghUD//qaUSGam6XHVqrE49fx5CpA336TTae/eFCo//MB0Snw8hc/evXzugweZdlmyhBGWL77gBN7oaBbTenoy3XPiBFuHAwPL4tNSWDh5harlVIh4u9nDxc4KcalZiE7OLPoBCotHL0QBkZGQnn2T6Dh0KQ6zhwcV6HSZNrA5NodEwdXeGv5eTpjcNwAt83WCRcSnw8FGX+jz+bjbIzYlC9MHNYe7ozVWHwwvkHrR6QQ8nW3h7e4AT2fbCi9CgOLViDwFYByAV8AakR0A3gBFSNe7eVEp5RHQqfVGut3N81VYvvmGtRwvvmjaVqMGu2UOHjRtW7aMRmWbN1OwREayyFRLhbRpw+1OTsDChfQU0QSNwUAr9tmz6RdiZ0d3Vk9PDszz9maaZ8sWDtf791/WjqxYQf+RFSuY3tm7l6IjKIj3N25ksarWlaOo1EgpcdzoIdKsnHXMaAghEFDTBXsuXEfI1SRUc7Ez95IU94i9jR7TBzXPmxujiY789RpPtKuNT9aGYNFTbZCYno241Cz8cfgK+rf0xtOL999U16GlVNKycvPaeCeuPpa335zhQXB1sEL49XR8v/VchW7LLS7FcVZNB/Cl8edGUkp8RQqSlgYsXcqUR7Vqpu16PYXFkSO8f/EinVLffZfTbJ99ltN3X3qJbbUAO2vs7Chopk2jKBkwgNGS/fvZFuzszJbgp59mXcjq1UzbZGVRhHTvzvk0w4YxSqPNuXnrLaZ4Zs5ky+7EiWwZnjKFUROFAsCVhHTEp2XD3cEa3m7lt1YooIYrhci1JHRtpMYTlFfyd8rU9nDAF48HwtHWCu4O1vjor5MFWnVTM3Py2nPffyQANnodXuhSDyMW7rupgHVy3wBMCQ7BnBFBsLXSISYlM6+Nt3ZVR1jpBJztdEjNNMDbzR4fPNIUXk6VI+pxO4pMzQghOhidTs8KIS5oP2WxuErNX3+xFuSpp27+m5WVKdUybx7bdF1cKBruv59pm/bt6XYKUKwArP34+Weaje3axbqPhx6i58ilS4x8dOrE137nHfqR7NrF2pNNm4AhQxjpcHPj/a++4uu/8w7bcr/+mo6s48ZRGCkURo4bC1Wb+biVy0JVjbw6EVWwWm65cX7M6cgUVHexg4udFTKzczEwyDdPhGwOiYK9tT4vvZJpLEqNTs4stPZDS9O4OVhDrwNWPNcOXw4OhI+7PX7eewlXE9IRm5KNIXP3oPP0bRg8ZzdCY1JgqOQmecVJzSwA8Cro91ExR/9ZImvXMpLRufPNfwsLY0GqwcC0TK9erA3x9TX5itSoQfdTgOLjww8pWIYM4Y9GZiafo3VrCpZu3Vh8+uabFCJ9+rDuY8gQpn5sbXm7cCFFxwsvAB9/zOjNa6/RRG3mzErXpqu4PeW9PkQjoIapYFVRPtHmx3g62eKNng3z0iY9ArwwvluDAn4h3z3RCj/vC8OMIS2QnJGTV5Sq1X7c6P0RGp2CKcEhWP5sW1yJz8ibsqux9kQUpvRvWiCS8tzSA/h9XAd4OtuW+WdhKRSnWDVRSvm3lDJaShmn/ZT6yio727ax2PTG2QLJycDp06zF2LuXlunDhjE98+CDprqQ5GSKlf79WUz6998Fn+fMGUYt/PyYznF3p+Do35/dMDodoyV//kkfkM2bWa+ydSsjKB99xNTLrFnsihk9miJm2TJT/YlCYaS8d8xo1PdygrVe4FJcKlIz78bPUWFutPkxr/dokCdCALbu3thq++JPh9Cqtgeycw3w83DI+1thFu7TBjbH6oPhmP1kK6Rk5MBarys0auJgo79pW1ZO5b7GL05EZKsQYjqA3wDklYpLKQ+V2qoqO1Jy8Fzdujf/bdcu/r1DBwoAvZ6CISbGNMBOEwy9e7Pz5eGH+dOuHR1WQ0KAc+coNnr3Bl55hdsnTKAA0gpM//iDImX1as6t2byZ9R8ff0yxMncusGMH24NbtuRQPtvKq+oVhSOlLOAhUp6xsdLB38sZIdeScDoyCUF+Vcy9JMUdYmOlR48AL9Rws88baDe2Sz00qOZUqHCo7+kEgzQg1yDh424PTydbjO1SDy52Vlj89H2w0QvodAJSSkzu2wTfbg7FmAfqwtXBvtCoSVpWQdFRGQzLiqI4EZG2YIfLpzAVrX5Rmouq9BgMFAkZGTf/betWCo327VlE2ratydjM2pq1It27s7U2OZnpmX//ZVeMTsdW3SZNaDgWFkab+OXLKSSOHGG6JTqaNSCvvMJOGjc3CpQffqAIeeYZYNEi2sr368fakr//ZsGrQnED4dc5N6Oqkw1quJb/TpP8fiKK8oeHow3e6xOAmORM9Ajwwhs9G2JKcAhycmWhrbaXr6chI0di1YHLWPhUa7zVi/v3m7UTTy3ah6ikDFxPzUKnz7dh2Lw9GNDKG/Gp2bDR6zBvZOsCUZN5I1vDz8Phpm2qa6YIpJR31aKruAf0egqNTZsY/chfb7FhA/9ma0vhMG4cxYenJ31HALbftm3L9Mn06RQIY8fyR2P/fpqkrVxpGqLXuTNnzaSm0sjsyy8ZlVm/nl0w8+ezKHXGDA6969WLImXjRlNtikJxA8fzpWXKc6GqRl6diCpYLZfodAJ6YwTj7YcbY8QCdr/kGgw3tdpqLbkxKZmYPqg5HG2sMHrVgQLpm1d/PYoVz7XLu79o50X8r18TZOUa4OFkgz9f6oD0LM6x0QTH7+M65M228XC0qfRdM7cUIkKI4VLKZUKI1wr7u5Tyq9JblgKDB7Pd9tgxkyFYVBTFx2efAQkJjJjUrs2/PfAAUymzZnHOzJgxrA1xdKSosLOj5fpffzGasXcvBcwbb7Dg9PvvaRvfsCEf++mnbBNevZqRkVWrOPPmo4+AK1foRSIExZKPj3k+I0W54JjRP6S8F6pqqIhI+cfaSgcX4+RcLT1jY6XH9jMRWPFcO1xNYEGq5gvS0tcNTrZWSM82FJq+MRiddlv6umHU/XUwdO6ePDEzb2Trm9xRK3NhamHcLjXjaLx1vsWPojTROlv++su0betW3j70EH1GAFNNhuYbMn8+73/zDafdfvghC1hdXGhONnYsUzYzZwKXL1NsPPggIyejR/P3jz9mt8zq1cCTT1KEfPUVoyLx8awhiY9npKRBg7L5PBTllqOaEPFxM+s6SorGxojI6chk5OQazLwaxZ1iMEhkZufC1d4al2LT4ONuj7Fd6uGXfWHoE+iNc9EpeH3lUTz/40EcDk8AAIzv5o8Xlh9CZGJ6oembXGP77dgu9QoUwGpdMXGpWWX6Hssbt4yISCnnGG8/LLvlKPLw8KDISE42bdu9m/UgLVowZWNlZfII6dyZIuKjj+h86ubG2o833mArcHQ0i1k7dmSE5fffGUU5ehRo1gz47Tdgzhymfl5+mamanj2Z7lm+nKImPZ0D8M6dowhp2dIcn4yiHGEwSJy4wshBc9+KERFxtbfOK0K8GJsK/2rquqw8EZeahcjETFR3tUMtDwcsf7YtUjJzAHhg3PJD8HSyvSlFU6eqIyLi0/HlxrP48vHAvDZeH3d7/DA8CL/sCwPA+pPCIiaVvSumKG6Xmpl5uwdKKceX/HIUeWRk0JjMLl9x36FDPPlbGf/ZAgMpHD79lGmS6dNZG/Looywetbfn/ppgyMykqHjySbYAN2jAotZ69Sg0IiPZCdOkCbtyMjP5PN26sYB2xAh27fz8M9BVlQ4piuZCbApSMnNQw9UOXs7lv1BVI6CGCyLi03HiaqISIuUMg8EAOxs9hs0zpU/mGGfJRMSnIyI+HV9sOJPnrlrLwwFZOQb4uNvjcHgCpv59GpP7BsDDkcXX1lYCI++vgyfb14aVTldop0xl74opitulZg4af+wAtAIQavxpAWVsVvqcOcOTf+PGpm0hIUDTpqb7Y8ZwGu4///B+q1Y0Ftu+nSIlOJjuqTt2AG+/DdSqxY4XW1t2wxw8SEGimabt2EFB06UL59Ls3EkRArDOZPVq1p0MHlwmH4Gi/HM0vGK07d6I5ody8oqqEylv5ErkzZIBGLF4ftlBuNhZ56VdDocn4PkfD+L1lUeRkpGDT9aG5PmGHA5PwJTgENhY6aDXCTz2/W50mLYVT8zbi4zs3EI7ZSp7V0xR3C41swQAhBBPAegqpcw23v8BwMYyWV1lZudO3t53H29TU+l0qhWnAvTy+OwzOpoePsxIybBhNCd77jm21mrodEDfviyA7daNoqJZM1q7jx7NqMr//seISI8ejHq4u/OxCxYw2vLCC8Crr5bFu1dUEI5VsPoQjaberBM5cTXRzCtR3ClSykLTJzkGiWXPtMWn60KwMSQ6r2smJd+smfwzaKo4WiMlM6eAoBm5cB/+fKmD6oq5Q4pjaFYTLE69brzvZNymKE02baJle506vJ9o/MJzczPtY2fH+S4DBjDiMX06t/fqRb+Qf/6h0ZmrK6Me7u7AunUUN4cOMbqyZQtTM/36saV34kTgk09M7qg7dlCAdO+urNsVd8xRo5FZYEUTIjVNERGDQaoTjYWTf8idTohC0yeRienIyDbg7Ycb4/1+TXD5eho+X38GY7vUy4uEPP/jwbz9Zw1riajkzAKvExGfjvSsXHi7O5Tp+yvvFMfQbCqAw0KIxUKIxQAOgeZmitIiPp6C4bHHTCf+KkYHx9jYgvs++iijHF98QdMyDRsbuqmOGkXb9gMH6Kzaty+ff+lStgLHxDCNc/o0C1anTjWJkEuXKHLq1GEqx6o4ulWhIJk5uXleG80qWGrGy8UOns62SM7MQXh8mrmXo7gFBoNEdHIGLl9Pw4krifjmn1BEJ2dg+qCC9uyznmgJnRCY/McJdP3iXwyZuyfvOQqzc/96cCAcbPVYfTC8wOupepC7oziGZouEEH+DDqsAMElKGVm6y6rk/PILJ+mOGGHaZmfHepHff+eMmPyRiRkzKBrGjaNb6pQpdFnNyWF3y9SpTPXUqsX23pEjmeZ54gng118pUH78kV01GklJFDDZ2Wwh1tI0CkUxOXk1CVk5BtT3coKr0bOhItG0pgu2nonBiStJ8PNwLPoBijJFm7L73NIDBYbYfbc1NC/N4u/lhNDoFKRk5BQYUBcRn443Vx3DlP5N8fTi/Viy6yKWP8tToF4nYKUTiErKwHOd6iLkWnIBzxBVD3LnFCciAnDGzDUA8QAaCCEKGQmrKDGWLmXnSqtWBbe/9hpTKkuXFtxuZUWBMnYsMG0aBUf9+rzt14/i5Lvv2Io7ahTFSMOGwJo19AzZvr2gCMnNpUg5eZLOq8orRHEXHL6cAABoVcvNrOsoLbSCVVUnYploU3ZvHGI3MMg3L80SGp2C1QfDUd3VrtC6kTqejlg1tj0GBvnilZ+P4IHp2zB07h7kGCSqOtminpcTfht3P3ZO7Irfx3W4ybhMUTyKjIgIIZ4FMAGAD4AjANoB2A3gwVJdWWXl9Gn6hUyffnM9xqhRbL999lkalA0YYPqbtTXdUfv1Y6GpVhvy+OP0/rCyYoHqe++xI6dbN4qThg0LvoaUrAlZu5bP17176b9nRYXk0OV4AECrWhUzmtbEWCeiTRZWWBbalF0AeYPt3Oyt4eVii8FBPugWUA11qzrg5W4NEH49vdC6ESsh4Olsi7nbz+NweAJ83O0xfVBzONjoUcVRuaOWFMVJ+k8A0AbAHillVyFEIwDK5Ky0mDePoiJ/WkbD2po27j17AoMGUay8+qpJsAhhmrSrISVnwbz3HutEGjemIBkw4GahIyXwzjtcwzvvUJAoFHfJ4TCjEPGrmEJEq3s5fiURUsoKMUenImFjpc+blvtGz4Z5BmU9Arzw0oP+GLf8ECb3DcCU4JBCTcymD2qOl1ccRkxKJuYMD8LLD/ojNiUL1Vzs4Gav0i8lSXGESIaUMkMIASGErZTytBCiYdEPU9wxOTnAsmWMalSrVvg+Li7shhk5Enj9dfqEfPtt4d0su3ezC+a//5imWbSIAkdfSDGVwcDnmzGD/iQff1yib01RuYhMzMDVxAw421mhvqeTuZdTKtR0tUNVJ1vEpmTi8vU0VSdiYXg42mDeyNaITMwoYLs+MMgX45YfQkR8OtzsrQs1MavuaoerCemY1LsREtKz8c3ms3i/XxNUd7VX7bilQHFqRCKEEG4A1gDYJIT4A8DVe31hIYReCHFYCBFsvF9FCLFJCBFqvK2Yl1G3Y8cOWrE/8cTt93N0ZO3GG28wvTJhAqMZAAXF1q1A797A/fdzSu533/H2qacKFyEJCYyQzJjB5/rhB9Wmq7gnDhqjIS183Srsl7YQAoHGqMgR40wSheWg0wk0rOaMup6OBVIumvgAgIT07JtMzBbsuICEtGy8ueoYhszdgynBIRh1fx1Y6ZimqajHszkpUohIKQdIKROklB8AmAxgAYBHS+C1JwA4le/+JACbpZT+ADYb71cu/v6bbbc9exa9r04HfP45C1i//ZZeIC1bsuj0wQeZhvnsMwqQceP4vDcSHQ18+SXg78924Zkz6UuiRIjiHtl7MQ4AcF/tKmZeSekS6OsGADgWoepELBGdscMl/6C6/OKjsNbcd/sE4MWfDhUocp24+hhyZdmvv7JQLGMIIURHAP7GVl5PAN4ALt7tiwohfAD0AfAJgNeMm/sD6GL8fQmAbQAm3u1rlEuOHQMCAmivXhyEoH9IUBAn5EZF0QTtww+BgQM5IC8/GRlM6/z9N7BvHztwDAZO85027eYuHYXiLtl7gf6Hbet6mHklpYsmRI6qiIhFkJNjQExKJrJyDdDrBGz0Ojja6vD9k63y0jGrD4Zj9vAgvLCM03WX7LqIH0ffh4T0bEQnZyI1n1uqRkR8OqRUSqS0KE7XzPsAWgNoCGARAGsAywB0uIfXnQHgLdCxVaOalPIaAEgprwkhvG6xnjEAxgBArVq17mEJFkhsbPFFiIYQTOXcLp1z+DDrQ5Yto5mZkxPdVd97j6ZpgYH3tm7FLanQx+stuJ6ahTNRybC10iGwgkzcvRXN87Xw5uQaYKUvriOC5VFejtX8Lqn5LdSzs3NxNSkDMcmZiEvNwuqD4Xixa33odTrM2hKaN6jO09kWTnZ6rHiuHbJzDQiNTsFrvx7FYaOYnDMiSA2uK2OKExEZAKAl6KgKKeVVIcRdj5sUQvQFEC2lPCiE6HKnj5dSzgUwFwBat25dsSRqv37A+++zW6V6dQ6nc3VlxKNVqztzNs3KYh3J119zuJ2NDUXHyJFs3S0sVaMocSr08XoL9hnTMq1qucO2gn95uzvawM/DAWFxaTgTlZzX0lseKQ/HamEmZfNGtoa/pxPORqfgeeMwO21OTFaOxKu/ctvGkGgAFBUrnmuH7BwDIIApwSEFRMfqg+EFIijKqKz0Kc6ZLUtKKYUQEgCEEPdaGt4BwCNCiIfByb4uQohlAKKEEDWM0ZAaAKLv8XXKH6+9RtOxhQspJPJTsyaLU1988fYi4uxZRj8WLmQNSOPGwKxZHIZXpWLn6xWWwR5jWqZdBU/LaLT0dUNYXBoOhcWXayFSHijMpOy5pQfw6/Pt80SItn3i6mP4cfR9hadZIOFoq4eVXmDO8KACAubV7g1Rw9UWv4xph1wJ2FnrUNVRFamWJsWJI/4qhJgDwE0I8RyAfwDMu9sXlFK+LaX0kVLWBjAUwBYp5XAAfwIYZdxtFIA/7vY1yi1OTkyfZGbS3TQtDbh8mQZlDRpQqLRtC+zaVfBxqamsEenViwZl06fTtv3vv4ETJyhelAhRlBE7znEeUru6leOYCzIW5O6/FG/mlVR88puUaUTEpyM711DodoNEgUJVgPfPR6ei7Wdb0P+7XbC30d/kjurmYAtvdwfUquIAL2c7JUJKmdsKEUGHnl8ArAKwGqwT+Z+U8ttSWMtUAN2FEKEAuhvvV150OsDensWnQ4awJXfNGtZ4dOgAtG9PU7P27QEPDzqoHj8OfPQREB5O47Nevfg8CkUZEX49DeeiU+Bka1VhjcxupLXxfWoty4rSQzMpy4+Puz2s9bpCt+t1ArOfbFWgK2b6oOaYuTkUAMXKyIX7ICDg7e6g2nPNxG1TM8aUzBopZRCATSX94lLKbWB3DKSUcQC6lfRrVCj692dr7pw5HFZ3+jQjHS+9BPTpA3TqpCbkKszKtrMxAICO9avCuhwXbt4JDao5w9nWClcS0nEtMR01XO2LfpDirtBMym6sEfFysr1p+w/Dg5CYnoXley7nGZXVdLPH+BWH8wpTAYqRrJxc870pRbFqRPYIIdpIKfeX+moURePszFqRN94w90oUipv49wxLu7o28jTzSsoOvU6glZ87/j0bgwOX4tEvUAmR0kIzKft9XIebumb8PZ3w6/PtkWNs3V266yL2XUrA2C71UNPVDvY2VjBIifHd/DFzc2ieGFEdMeanOEKkK4DnhRBhAFIBCDBY0rxUV6ZQKMoVGdm52HmOHTMPNCi0+77C0jpPiFxHv8Ca5l5OhUZndDjNj8EgERqTUiAisvjpNngooDrm/XcBo+6vgxfydcFMH9Qcn68/g5iUTNURYwEUR4j0LvVVKBSKcs+u87FIz85F4xouqO5qZ+7llCn31WHB6u4LcWZeSeWksG6a8OvpmPzHCUzuG1Bg1kxEfDreXHUMv4xpVyCiojAfRQoRKWVYWSxEoVCUb4KPXgMAPNy0uplXUva0rOUOe2s9zkalIDo5A17OlUuIlTU3mpoV1k3jYKMvMNguP9r9GyMrCvNQOarJFApFqZKRnYuNIVEAgL6VMDVhY6XLi4rsOqeiIqWJZmo24Pud6DBtKwZ8vxO5BnlT10xaVi56BHihiqNNoR01qi7EclBCRKFQ3DP/no1BSmYOmnq7oE7Ve/U8LJ90qE8Dt51GHxVF6VBYGubjtSF51uwAhUZ9L0e83K0Bpm84fdNgux+GB8Hd3tps70FRENXrqVAo7pk/jlwBAPRtXvmiIRr316sKgEJESgmhpliXCoWlYTaGRGNK/6YFumkkJF6YtxcR8emISc7KmzXjam+N6RtO45MBzVVqxkJQQkShUNwTsSmZ2BQSBZ0AHm3hbe7lmI2AGi6o4miDq4kZCI1OQYNqdz2SS3Eb7G30WPRUGzjY6JGQno3NIVHo3awGMnMNsNfpUMPVHjqdwJX4tDzBcjg8Ac//eBAA8MuYdtgYEo33+ynvEEtBCRGFQnFP/HYoAtm5Eg819qp03TL50ekEHmzkhVUHI7ApJEoJkVLAYJCISsrE5D9O5LXifv9kK8zaEoqNIdF5BmcNqznnubDeOEU3IT1b1YhYGKpGRKFQ3DVSSvy8PxwAMKSN5Y6OLyt6BFQDAGw8GWnmlVRMCqsPGbf8EAYG+ebdf27pAcSlZuW5sOavDZk2sDlWHwxX3iEWhoqIKBSKu2bnuThciElFNRdbdG1YedxUb0Unf0/YWetwNCIRUUkZqOZSeSNEpcGtht655Ss81Szbb3RhFUJAL4BPBjRX3iEWhoqIKBSKu2bRzosAgBHt/GBVSWbL3A57Gz06+VOQqahIySOEKLQVNyE9u8B9Le2iubB6uzugpps9qrnaq8F2Foj65lAoFHfFxdhUbDkTDRsrHYbdp9IyGg83o6HbmiNXzbyS8o3BIBGTnIkr8WmISc6EwSChF7ipFff7J1th9cHwvPsq7VL+UKkZhUJxVyzZdQlSAv0Da8LDSbVBavRsUh0ONidwMCwel2JTUbuS+qrcC5pp2Y1Tdj2cbLBk18W8aboJ6dlYe/QKPnikKd7vJ5VlezlFRUQUCsUdk5iWjV8P8Cr0mU51zLway8LBxgq9m9YAAPx2+IqZV1M+Kawo9bmlB2ClE3i1e0NMCQ7BkLl7MCU4BI+28kV1Fzt4uzuotEs5RUVEFArFHfPTvstIy8pFJ/+qaFTdxdzLsTgGtvLG6kMRWH0wAhO6+UOvTo43ceO8mPyRDK0otaWvG8Z2qZcX/cjOMRQoQFURkIqBEiIKheKOyM41YMmuSwCAZzqqaEhhtKvrgVpVHHD5ehq2nI5Gd2Nbr4LcKvVSzcUW6VnscHm+U210blgtb3Kuj7s95owIgqeznXJErWCo1IxCobgj/j4RicikDNT3csIDDVTLbmHodAIj2/sBQJ5oU5i4VerlaHgiOkzbisFzduOJdrXzRIi2z/M/HkRcapY5l64oBZQQUSgUxUZKiQU72LI7ukMdNU/lNjze2hf21nrsOBeLc9HJ5l6ORXErPxAHG33e7zHJmYXuk5WjrNkrGkqIKBSKYnPocgKOhifAzcEaA1pW3rkyxcHV3hqPteJnNP+/i2ZejWWh2a/n50Y/kLjUrEL3UdbsFY8yFyJCCF8hxFYhxCkhxEkhxATj9ipCiE1CiFDjrXtZr02hUNyexcY0w7D7asHeRp0QiuLZTnUhBPDboSuITsow93IshsLs16cPao4ftp3P22f1wXDMGRFUYB/lEVIxMUexag6A16WUh4QQzgAOCiE2AXgKwGYp5VQhxCQAkwBMNMP6FApFIUQlZeDv49eg1wkMb+dn7uWUC+pUdUTPgOpYfzISi3ZdwsRejcy9JIvgRvt1aysdUjJyEJOSCYCi49XuDeHv6aQ6ZCoBZS5EpJTXAFwz/p4shDgFwBtAfwBdjLstAbANSogoFBbD8j1hyDFI9G5aHd5u9kU/QAEAGPNAXaw/GYnle8LwYtf6cLJVzYqAyX5do6qjLFR0qA6Zio9Za0SEELUBtASwF0A1o0jRxIqXGZemUCjykZmTi5/2XQYAjLq/tnkXU85oVcsdbWq7IykjB78YJxUrbib/XBhlTFa5MJsQEUI4AVgN4BUpZdIdPG6MEOKAEOJATExM6S1QoSgBKsrxuu74NcSmZKFRdWe0rVPF3Mspd4zpXA8AsHDHRWTnGsy8msKpKMeqovxhFiEihLAGRchyKeVvxs1RQogaxr/XABBd2GOllHOllK2llK09PZWHgcKyqSjH6+KdlwAAT91fW7Xs3gXdGnmhrqcjriSkY4OFTuUtrWO1sOF1CkV+zNE1IwAsAHBKSvlVvj/9CWCU8fdRAP4o67UpFIqbOXQ5HkcjEuHmYI3+LVTL7t2g0wk83YEutIuMoq4yoDmoDvh+JzpM24oB3+/EmahkJUYUBTBHRKQDgBEAHhRCHDH+PAxgKoDuQohQAN2N9xUKhZmZ/98FAKpl9155rKU3nO2scDAsHsciEsy9nDLhVg6qyh1VkZ8yFyJSyh1SSiGlbC6lbGH8WSeljJNSdpNS+htvr5f12hQKRUHCr6dh/YlIWOsFnlJFqveEo60VhrT2BQAs2RVm5tWUDbdyUFXuqIr8KGdVhUJxSxbsuAiDBPoF1kQ1FztzL6fcM8I4fyb42FUkpFX8qMCtHFSVO6oiP0qIKBSKQolOysAKY8vuc53qmnk1FQM/D0d08q+KzBwDVh+6Yu7llDqFOagqd1TFjShnHYVCUShztl9AZo4BPZtUQ+MaLuZeToVheDs//Bcai+V7wzC6Q8XuQrrRQVW5oyoKQ0VEFArFTVxNSMfyvaxjGN/N38yrqVh0a+SF6i52uBCTit0X4sy9nFJHGZUpikIJEYVCcROf/X0aGdkG9GlWA01qupp7ORUKK70Og9uwaPWnvZfNvBqFwvwoIaJQKAqw90Ic/jp6FbZWOrz9sBrSVhoMbeMLnQA2nIxErHHQm0JRWVFCRKFQ5JGUkY3Xfj0KABj7QD34uDuYeUUVk5pu9niwkReyc6WaP6Oo9CgholAoANAF8+3Vx3ElIR3NvF3xYtf65l5ShWZ4O7byLtsThhwLnT+jUJQFSogoFApIKTFlbQjWHr8GBxs9vhnaAjZW6uuhNOns74m6no64lpiBDSejzL0chcJsqG8ahaKSk5mTizdXHcOinZdgo9dh7ojWqOvpZO5lVXh0OpNb7cKdFyGlmr+iqJwoIaJQVGIOXLqO/rN2YtXBCNhZ6/Ddk63Q0b+quZdVaRjYygeu9tY4GBZfKVp5FYrCUEJEoahkGAwS28/GYNTCfRj0w26cjkxGrSoOWDX2fnQPqGbu5VUqHG2t8GxHTuWd8U+oioooKiXKWVWhqARIKXH8SiLWHr+G4KPXcCWBg8gcbPR4tmMdjOtaH3bWav6HORjVoTbm77iIfRevY3toLB5o4GnuJSkUZYoSIgpFBcVgkDh0OR5/n4jE+hOReeIDALzd7DHsPl882dYP7mruh1lxsbPGC13qYerfpzF5zQlseKUz7G2UKFRUHpQQUSgqEFJKHItIxB9HrmLt8auISjKZZXk626JXk+roF1gTrf3cldW2BfFMxzpYc/gKTkcm44uNZzC5b4C5l6RQlBlKiCgU5RwpJc5EJWPdsWv48+hVXIpLy/ubt5s9ejetjt7NqqOlrxIfloq1XofPHmuGQT/sxoIdF1HX0xFPtvUz97IUijJBCRGFopxhMEiEXU/DsYgE7L14HdvPxiAi3pR2qepki36BNdAvsCZa+rpV6OmuFYmWtdzx6YCmmLj6ON5bcwLRSZkY380feiUeFRUcJUQUCgvCYJBIycpBYlo2YlMyEZ2ciaikDFyJT0d4fBouxabhQmwKMrILOnF6ONqge0A19GleA+3resBKrxriyiND2tRCfFo2pq0/jW82h+KPI1cw7L5aaFfXA3U8HeFiZ23uJSoUJY4SIgpFGfPr/nB8s5mtmrlSItcAZOcakJmTe5PAuBXVXGzRzNsVrfzc0b6uB5r7uKkr5wrC2AfqoZm3Kyb9dgyX4tLw2d+n8/7m6WyLfe90U1EuRYVClOe+dSFEDICwe3yaqgBiS2A5lo56n8UjVkrZq6QWk58SOl7LK5Xl+CsOJflZlMrxWsxjtbL9m6r3e2/c8lgt10KkJBBCHJBStjb3Okob9T4V5kT9u5ioKJ9FRXkfxUW939JDJZIVCoVCoVCYDSVEFAqFQqFQmA0lRIC55l5AGaHep8KcqH8XExXls6go76O4qPdbSlT6GhGFQqFQKBTmQ0VEFAqFQqFQmA0lRBQKhUKhUJgNJUQUCoVCoVCYDSVEFAqFQqFQmI1yLUR69eolAagf9VOSP6VGhTxeo6Ik/P0lHn3U/GupnD+lQoU8VtWPuX9uSbmeNRMbW5ncdhXlnQp3vCYmAr16AVevAkuXmns1ihKkwh2rCoumXAsRhUJhJtLTgX79gJMngb/+Atq3N/eKFApFOUUJEYVCcWdkZwNDhgA7dgArVgA9e5p7RQqFohyjhIhCoSg+BgPw7LOMgnz/PQWJQqFQ3APlulhVoVCUIVICr7/OepCPPgJeeMHcK1IoFBUAJUQUCkXx+OwzYMYMYMIE4L33zL0ahUJRQVBCRKFQFM2cOcC77wLDhwNffQUIYe4VKRSKCoISIgqF4vasXMk0TJ8+wMKFgE59bSgUipJDFasqFIpbs2kT8OSTQIcOwK+/AtbW5l6RQlEhCb+eho0hUfBytkVnf0+4OlSe/2tKiCgUisLZuxcYMABo1IhdMg4O5l6RQlEhWbjjIqatP43MHAMAoLqLHZY92xb1vZzMvLKyQcVYFQrFzYSEAA8/DFSrBmzYALi5mXtFFZ+EBHYmKSoVG09G4qPgEGTmGPBQ42poXMMFkUkZGDJnN6KSMsy9vDJBCRGFQlGQsDCgRw/AxoapmRo1zL2iiktaGjuQqlUD3N3ZmaSoNEQmZuCNlUcBAO883AjzR7XGby/cj3Z1qyAuNQufrz9j5hWWDUqIKBQKE9HRFCEpKYyE1K1r7hVVXHbvBpo0AT75BLjvPm47cMC8a1KUKd9vO4ekjBx0beiJ5zrx/5q9jR7TBjaHjV6H1YcicDQ8wbyLLAOUEFGULzIzgdBQ4OBB1jCcOMEr+KQkFda+V5KSgN69gfBwIDgYaN7c3CuqmGRn0xCuUye2QW/bBrz0Ev82dKhZl6YoOyITM/DzvnAAwNsPN4bI1xLv5+GIpzvWBkCxUtFRxaoKy0VK4MIFYPt2flnv2wecOXNrwWFvzy/3558HHnusTJda7snIAB59FDh2DPjjD6BjR3OvqGISFkZb/L17gSeeoE2+iwuP25o1gUceMfcKFWXE/P8uICvXgIebVUeDas43/f2ZDnUw/7+L2HwqGtHJGfBytjPDKsuGUhMiQoiFAPoCiJZSNjVuqwLgFwC1AVwCMFhKGW/829sAngGQC2C8lHJDaa1NYcHk5gKbNwOrVgF//w1ERHC7pycnvA4ezHRBlSr0s0hNBZKTgevXue/q1cDAgcCRI0BgoFnfSrkhJwcYNgzYuhVYtoxFqoqSZ+VK4LnnKKS/+44pMFdXbt+5k6LEruKebBQmsnIMWH2I321jH6hX6D5eLnbo1sgLG0OisOpgBMZ1qV+WSyxTSjMishjALABL822bBGCzlHKqEGKS8f5EIUQAgKEAmgCoCeAfIUQDKWVuKa5PYUnExQELFgCzZjE14OICdO8OvPMO0LkzEBBQPDfPd99lceXKlUqIFAcpgTFjgDVrgG++oWeIomRJSeFxOXMm0KwZBfSLLwJOTsDp08BrrwEtW1KkKCoFW05HIT4tG42qO6OZt+st9xt6ny82hkTh1/3heOGBegXSNxWJUhMiUsrtQojaN2zuD6CL8fclALYBmGjc/rOUMhPARSHEOQD3AdhdWutTWAiJicDUqRQgKSlAly60EO/b9+6uDr28AF9f4NKlkl5pxWTiRGDRIuB//wPGjzf3aioWOTkcEPjuu0BkJPDQQ4x8uLjw7ykpwAcfMJK3YgVgpTLllYWVBxgNGRTkc1tx0dnfE1UcbXApLg2h0SmFpnAqAmVdrFpNSnkNAIy3Xsbt3gDC8+0XYdymqKjk5DA8Xb8+MG0a0K8f6xO2bgUGDbr7ELXBwM6PatVKdr0VkenT+TNuHE+IipLh/Hngww+Bxo2BZ54BatWiMdw//wDt2gE//sioyBNPMAr44ouqJqcSEZ+ahW1nY6DXCTza8vanOSu9Dl0b8jT5z6moslieWbCUrpnCJGGhFYlCiDFCiANCiAMxMTGlvCxFqXD0KNCmDTsFmjVjEepPP/F3KdkV88MPrFto1oz1IbVqschvy5bbP3dICJCebjEdHxZ7vC5cCLz1Fj/Tb79VQ+xKgl27gJ49Ka4//BDw9uZxDAC//w68+SZboj/6iJ4hV66w1umTT8y7biMWe6xWMDafjkauQaJ9XQ9UdbItcv+HGlOIbD4VXdpLMxtlLUSihBA1AMB4q32yEQB88+3nA+BqYU8gpZwrpWwtpWzt6elZqotVlDC5ubzyDgoCrl1jHcfmzUDr1sDhw/yi9vcHGjTgkLX//gPq1GGEpHNnipCHHmJB5a3Yto23nTqVxTsqEos8Xn//nfUIPXsydaCG2N0bx4+z8LRDBxZJf/QR65xeegmYNAk4dYpF1J9/DixZAuzYAYwcCfz7L9M2rreuEShLLPJYrYCsPxEJAOjZpHhR204NPGGj1+HQ5XhcT80qzaWZjbJOSv4JYBSAqcbbP/Jt/0kI8RVYrOoPYF8Zr01RmkRGMhS9dSswYgQwYwbg6MgT4cyZwKFDHKjWrRvw6qssVPX3L3ilnp7O2pGnngKqV6couZENG4B69ZQR163YupVeFffdx5OjjY25V1R+SU0FPv6Y6S0XF+CLL4CxY+l18/LLjPK1acPb+vWBq1eBN94AHniA0ZNatZgWU1Qa0rJy8F8oo03dA6oX6zFOtlZoW7cK/guNxX+hMejfouJVLZTapZAQYgVYbNpQCBEhhHgGFCDdhRChALob70NKeRLArwBCAKwH8KLqmKlA7NjBroA9e1gYuWQJDbMaNqSoyMhgsWpkJFt2X3yRUZEb0wX29vS48PICZs+++XVyc+k50q1bmbytcseBA/Sp8PcH1q6lEFTcHbt3sytr6lRGN86dYxRv7lyKjl9/pcjo3BlYvpwpxxdfpEgZNYo+Im+/DdgWHZpXVBy2n41BZo4BLXzdUN21+HVw99erCgDYe/F6aS3NrJRm18ywW/yp0LOElPITAJaRLFWUHMuWAc8+y6u/TZv4hdyxI68Ig4KYQ+/Zk2Jk926eLOPiWBfywgs3nyydnIA+ffhFfyMhIXQHVYV/N3PmDF1Tq1Zl1KhKFXOvqHySng68/z7w5Zfsztq2jenDL76gCImLYzSvYUMWY2vme/Xrs0V62jQe876+wOjR5nwnCjOw9bQWDbmzYvr76vD/694LcSW+JktAJYcVpYOUzImPGEEjsp07eQJs3ZrFqAsXMnqRksKOAg8PRjImTqSfxZtvcvz83r03P7etLaDX37w9JIS3yj+kIBERPDnqdMDGjSyiVNw558+z62X6dHbD/PwzMG8e04DTprEuacUKHvuzZgFt2/JxDz3ElEyrVvTD2bePYkalxSoVUkpsO8uyyC4N76wGp5m3K+yt9Tgfk4rYlMzSWJ5ZUUJEUfJISZOmiRNZj7B8OcPXb7xB187du+nzUbs28PjjwP79jJqsXcsryowMCpekJNaP3EhEROHtuZoLa+3apfjmyhmxsRQhiYnA+vVMyyjunL/+Alq0AC5fZs2HlCxOXbMGeOUVRvIaNqRA2bePqUMfH0bwatcGoqK4bfJkwM+PAl1RqTh1LRlRSZnwcrZFQA2XO3qsjZUOrfzcAAD7KmB6RjnoKEqWnBw6dS5aBEyYwBqQDh3YJTNrFgd+3XcfLdn79WNnQbduN0c47r+fV5Rnz978GocOFZ5+ycjgrb19ib+tcklyMoXfpUuMRrVsae4VlT+kZARk0iRGNIYO5TGbnEwDuCFDWPN0//2s/xg6lHUjV68ytThuHKMmzzzDjpojR4BfflHRkEqIFg15oIHnXTmktq3jgZ3n4rD3QhweblajpJdnVpQQUZQc2hfxmjUMPbdqRRHi7s7umKlT2abbvTtD2Q4ObMldu5b7dOxYsBOmMKfJq1fZGtm69a3Xoabw8t/iscco2n77jUWTijsjO5uievFioH9/muW9+SaP0zffZHqxfXuKipEjgddfZzpRSmD4cEbtzp+nMH7rLYqVTp0YBVRUOv49w/qQLg29itizcFrXdgcAHA5PKKklWQxKiChKhuvXWeuxfTtrPHJyOM21VSt+8Y4aBTg7s3g1KYmRkmPH+FhHR7ZCAgWH1UVGcm5MfvYZu7rbt795DZpwyc6u3Fecubk8Ef7zD6/W1UTXOycxkf41//zDtOGmTRTBkydzgu6jj/J4fv99Rj288p1cgoPpgfPiiyxY/fxzDrSLi2PbujKPq3SkZObg0OV46ATQsX7Vu3qOZt6uEAI4dS0JmTm5sLUqpE6unKKEiOLeuXiRKYALF2hfvWcPv4D792fUY9IkdsY89BCvJK9dY5rgm2+Ynqldm/Udfn68eg8M5FXluXM3p2BOnuRts2Y3ryPTWMRVmSeYSskT46pVnNkzcqS5V1T+iInh8Xr8OFMqS5fSt+bNN3nMZmayBmrkSB5rHh6mx+bkMPrh709B0rgx8OCDTEc+/zyFuaLSsfdCHLJzJVrWcoOrg/VdPYeznTXqVnXE+ZhUnL6WjEBft5JdpBlRxaqKe2P7dpo2RUbSIGvRIoqQ557jlePPP/PKMCGBX+S1a7Pl8eBB5tjr1OEVoq8v/xYayue9fp15+BuNycLD2drr5HTzWmJjaSxVWEdNZeG999hG+vbbNIZT3BlhYUyhnDpFIb1gAY9vf3/g00+Zehk6lOIkMJAFqm5uTEcCPP5Pn2ZrelgY/y+88Qb3sRArd0XZ819oLACgk/+9OdYG+rgBAI5FJNzjiiwLJUQUd8+iRaz38PRkCuCVV2he9tZbtBG/eJFOkwsWMFe+aBE7adauZbh7z56Cz5eQYPK3CDfOQPTxKbhPRsatIx6hoZXbUfXrr3myHDNGnfTuhtBQup5GR7NQevVqRuzOnWMXV/fuTB2uWMEp0d99x2Pa3x94+mmmXt5/nyJkzRqmJGNiKLw//lh5t1RithvdVDv7311aRqO5D8cBHAlPvOc1WRIqNaO4cwwGplumT2e6ZcgQXiW6uVFgfPEFv5xr1WLLYvfuLC59801GLWxtWcPxyy90Uu3UiTn5+Hg+BuDJAGBIPD81azK1k5lZ0JVSSrZQ9u1bJh+BxbFkCdMFgwaxHkHVIdwZISFMoeTkMEr3779Ar15s261dm+MHNm1iOmbq1IK1S0ePMgoybRqPzcaN+fl//DFn0AQGUhwqKiUR8Wm4EJMKZ1ure06nNDc+XkVEFJUbzYBs+nTmvOvXZxomMBBo2pQnwQcfBLKyONfkqacY5v7sM4a4165lyuXsWUZS3nqLz3vxIm+1iMZ1Y6/8jVeRLVvyZLF/f8Ht589T5LRrV2pv3WL580/WMmgDAStzaupuOHiQXUUGA8V0SAiP1fXraUAWFkZh8fzz7ERydjY9NjeXYrpRIxai9urFTrCJE1mnExZGF1b1b1Jp0dIy99f3gLX+3k65ATVcYKUTOBeTgtTMnJJYnkWghIii+ISHM3QdHAxMmcJivh9+YAj68mWGoAcNYt1IZiZPjIsXszV3xw5g3ToWtVpbM9LRooWpW+baNd7WrMnbtDTe3lgL0rMnoylaTl5j+3beWsjU3TJj+3ZGpIKCmA5Ts0vujJ07KZw1t96oKEZADhzg8MSQENYvhYcDc+awW6ZePbZFA4zqnTnD493ZmfvVqsUI4ccfAwMHqtlHlZztZ5mWudf6EACws9ajvpcTpATORCXf8/NZCkqIKIrHjh082YWGsv5g5kzmy/v0AVauZN1Gu3a8CmzVileQmzYx4vHaa7y6nD3bFOkAGDWxNlaQp6Tw1sXoOJhrnHl444h6FxcKmCNHCm7fsoUtlI0bl/Abt2AOHzZ1Ha1dW3gBr+LWbNjAtKGLCwVxVha7vCIiuO3yZQqUuDhG9CIiaJFva8uo4LVrwP/+R6ESEsJ/i5MnGS2cPJnpwi+/NPe7VJiRnFwDdp5jROSBBvcuRACgsdGV9dS1pBJ5PktA1YgoimbpUqZfatcGhg3jl2ytWhygtnYtv8wPHzbNNNm8mfuOHk03VS26AXB67vr1/D0hgaFwwFTToJmRaT4gWktufmrX5utpGAz0e+jWrfLURoSGMg3g5kbBV/XeiuAqHcuW8fj09mbHl7s765RsbOhDIwRvW7emgNYM9Ly9gW+/ZWTktdeYEnR3p0jfsoW3Li4U5x9+yJZ0RaXlaEQikjJyUNvDAb5VHErkORvXcMbvhyuWEFEREcWtkZJXfKNG0SH1oYf45dqsGUPYkZGMgmzaRBfJ+vX5e7dujGjMm8eIya5d/FJ/8UV+WWvCJDfXZEKmXc1rkRGtSFVL2eTHyqqge+qhQ1xP796l8zlYGlevsgjSYOAV+o2dRYpbIyU7i0aMoJi+dInH7rVrjIYkJDAKl5kJuLoyRdOmDSMg2dl8js2beQz+9ReP+fh4CpDwcEYLx41jZE6rf1JUWkoyLaNhioio1IyiopOdzULTKVPYKeDuzkLUVq0YjfD25pf6wYOMgoSGUph07kwxYm/PmpFff6ULqpUVT57Z2SZHVTs7jlUHTJERLXVTrx5vT526eW3JyXRj1QgO5smjV69S+CAsjOvX+TnGxjKy1LChuVdUfsjOZmTv3XcpIM6fZ3QtLIymZLGxjITodBTJLVqwVffVV1mTtHQphcucOUzHZGczfdOvHyMsjz3GY/HiRf5fqczGegoAwLYzdzdt93Y0qk4hciYyGQZDxRhnoYSI4mZSUvjlunQpv7SvXKHjaZMmjD40asSul+rVGXretInOkVZWjH688w7w0Uf0X9AiHIApyhHLnCm8vU1+IZo7ZX4h4uPDq84biYgoOMp+/XpetXqW3H92iyQ1le3JoaHslAkKMveKyg9at9eCBWzPPXeOYuLSJYrghATup9dTjEyeTPExdCjrPFq2ZF3Uu+/y7xcv8hi1smJtiZRM18yaRT+dLl3M9EYVlkJMciaORiTCxkqH++uVXOrU09kWVZ1skZKZg4j49BJ7XnOihIiiIHFxTMFs2kQ7682b2YardRD4+NAzoU0bdgukpTFts2MHi0VHjeKX8eDB9BSpVYtzNwCT98LVq7ytW5dXlFlZJiESF8dbIXgS+Ptvk6cIwC/8/MZl165x/kyfPqX/2ZiTrCx2YOzdS7farl3NvaLyQ0wMu73WrWMaJjycx1tkJCN3KSmm4mhHR0bppkxhO7omUAAe6z/9xEiHjw+jdY88wqLX116jg2rjxkz9KCo9WlqmfV0P2NuUbPt24xpsIQ+pIHUiSogoTEREsP31yBG23S5ezNSLry/D1+7ujFj4+tLHo0sXXqXv38+rwatXOZG0Rw8Wj+7YwSvGqVP5/DVrshjw3Dne9/dnnYN2VarTmaIlAN0qc3IYHtcIC+OJo0kT3l+9muLkscdK+cMxI7m5FHgbNtC+fcAAc6+o/HDhAi3bT5xgEWlKCqMeBgN/cnL4A/D40+sZzZs/n5HAH35gXdPhw0wJurqyqNVgYGRl82ZGpnbt4t9XrqS4UVR6thrTMl1LMC2jodWJnK0gLbxmESJCiFeFECeFECeEECuEEHZCiCpCiE1CiFDjrbs51lZpOX+ekY2ICF5xf/45IyCak6mtLaMUBgOvDFu2ZKTE359XgWvWUBwcPcov427d+HyPPMKIhZT8km/WjOIGoKAB+Jo6Hc3LtIgIQDOpJk0KeoZoRmatW/M5583jiUATJhUNKTmT5+efKeieecbcKyo/nDjBoYmRkfwchaBw9vBggakQFCFap1WXLhR7kyfzc65alSmYCRMolKOiKDaaNqXorl6d99u35/+Fb7+tuMeh4o7IyjHgX2NEpGsjryL2vnP8vVjcr4TIXSKE8AYwHkBrKWVTAHoAQwFMArBZSukPYLPxvqIsOHeOoevUVJpi/e9/3ObtTRGi07Gj4Pp1hqRzcpge6d2b0ZNr11jA9957DHtrV5gAC/5iY03pmDZt2IkgJcPkAEPnAE8Q+YUIQAO0HTtMz7ljB684mzenoDl2rGKfnD/4gIWPb7xBt05F8di9m9G91FRGQezsmGapXp3HohAFvWo8PRn56NWLIiUxkY8LCaE3SFISj09nZ95v356v8dRTnDnzxBNsB1YoAOy+EIfkjBw0rOYMPw/Hoh9wh/hXY2omNCqliD3LB+ZKzVgBsBdCWAFwAHAVQH8AS4x/XwLgUfMsrZJx+TKdJTMz6fHx5pssRK1dm3+zsmJrbUwMOzQ0gVKzJus3HnuMPxMm0PW0Tx8Ws0ZF8fmbNePt8eO8bdGCX+phYaYQttbOW6UKTwL5adCAIiQigvc3b+ZVro0NT9AODjwJVERmzmSaYPRoRqgUxWPdOpOnTFISj7OMDB7HmtCVkj9WVhQktWuztiM+nsWpCxfyMfv383GOjnysrS2P/YMH+f9m1SpG7ubOrTweNooi2XAyEgDQs0m1Unl+LSJyITYFObmGUnmNsqTMhYiU8gqALwBcBnANQKKUciOAalLKa8Z9rgEo+XiWoiAxMaznSEpid8q77zLC0Lw5C1EdHfnFGxvLYtXTp5lvv3CBV4yjR1OMzJvHwtING5hCuHCBERLAJESOHuWt1pZ7+TLTPIBpDoenpyk6oqGJlawsrunkSYqdixeBH39kHYmra+l9RuZi+XKKu0cf5WepTnLFY84cdhY5OFBUWFnxJzubx5nmBQLQ1dfKigMD9+7lIEcHB6Zy3n+fx5WUjIykprLwOi6O2zw8eKxmZVGMOJb8Va+ifGIwSGwK4YVYjybVi9j77nC0tYK3mz2ycyUuxaUV/QALxxypGXcw+lEHQE0AjkKI4Xfw+DFCiANCiAMxN560FMUnPZ31G2FhbAX94gtOHO3ShVeBXl68UoyP59Xi+fM0L9u1i14iPj68anzgAYqDRYsoaoYM4d///ZevU6UKW3y12RyaA2hMjGnOjIPRcbBGDVPkQyMpybTPsmU8IQ8axKtXvR54++3S/JTumbs6XteuZci/SxcW6mqmb4pbo5nvjR3LlF9cHI8VR0fWcVSrRvGsoaVjnnuO0UAhKJZTUljTlJ7O/bOymI5xd6d4btCA0b7mzRnl+/FHRgArAOq7tWQ4EBaPmORMeLvZo0lNl1J7Hf9qjIqEVoA6EXOkZh4CcFFKGSOlzAbwG4D7AUQJIWoAgPE2urAHSynnSilbSylbe1Z034jSQkpGM/bs4ZX32rXsPunfn6kPPz9+kWdnU3BcusSUyp49zKGfPElh8vPPjKTcaKrVsKFpmi7AybxaakZDpzO5pmptvY0a8XW1tA5AAePuzpPG/PmsGcnOZkfPs88W9BOxQO74eN25k0MEmzdnqkyZYhVNbi4FyJQpJst2gCIkKYkiJP8xBZjcVGfOBMaMYWTv88/5eR8/zue0saEISUujKGnQgC27ffow+vfRRxTzFQT13VoyrDlyBQDQL7AmRClGMhsY60TOVoA6EXMIkcsA2gkhHAT/lboBOAXgTwCjjPuMAvCHGdZWOfjyS4qITz9lHvzzz2lgFhzMLpiwMLY6OjkxQtG0KYtSe/empXidOjxJ7tnDiMigQQVrO3x82Pqo2bA3aGASJpovg4sLXwcwdc80bcrbEyd4m5vLfH/nzhRMkZG0iX/9dYbVJ1WweuZjx3iS8/XlidGl9K6mKgyZmUwLzp1LAX2FJwHY2fH4yV8XouHqShEyerTJ5feXXxh9MhgoQKytefwmJ5siImfPsgD2zz/p6fLee2X7XhUWT2ZOLtYe4wXWgJale5Gk1YmERpf/iEiZx3yllHuFEKsAHAKQA+AwgLkAnAD8KoR4BhQrj5f12ioF//7LE/jAgYwutG9PV9Rdu1iEFxrKE2FkJKMW9epRGHTuzJNjjx6MjnTrxtRIUBC/mDMyKGQA5s+zshjmdnZmeiYjg+FuTZD4+fGq0tbWNCtFEyInT/L5N29mh8PgwQy7t2rFFM1vv3HEekWasXL+PIt9nZwo9rxUiVSRpKayUFoTx5cucbuNDYVIcrKpRVfD3p4Rtd9+ox/Lhg3cvnkzj8WcHIoRTUR7eVE829gwYnf4MI/DJUtU3Y7iJradiUFiejYa13BBw+rOpfpaDSpQ50yRQkQI0QDAbLCYtKkQojmAR6SUH9/ti0op3wfw/g2bM8HoiKK0iIzk1WP9+sCMGXTndHWl4EhL4xVkzZpswa1Rg+Lh8mV6huzYwROlwcAIysiRjKh4e3PI1/LlJq8GbW5MYiKFiDZB18aGX+QODjxxhIWxAFBnDMxpJwwtHfHNNzwRREfzRP3nn8DLL/Mxr75alp9c6RIZSYGXlUUXWjWxtWgSE1mUunMnI26hoTz+dDoec3FxFMDayACAx5WTE+uKMjO5/+TJpshffqytGZGKjuYxaDDwNV1cGA1UxamKQvh1P0dWDGhZs9Rfq64nj8GLcanINUjodeVXGBcnNTMPwNsAsgFASnkM9P1QlCcMBoqHxEQajk2cyOhE375MsdSvT+ERE0ORcO0ahYOXF7tVWrZkhGPLFnYmLFliqs+oVYu5eK341Nl4JaDNmbl6lScFvZ6v1bo1f790qeBJVytorVOHHg3r1jF8/vHHLNw8dYr5+2++MRW4lncSEijwoqL4fgMCzL0iyychgcJt925+XpoIEYLCOi6Ogjp/utDOjuKhTh3asQ8bxuN4//6C85B0OkZGbGz4PL6+/D9TtSpv//qrYkXiFCVG+PU0bDkTDRu9DgNblf4x4mxnjeoudsjKMSAivnx3zhRHiDhIKffdsC2n0D0Vlsu0aab5MUeOcGbGmDEUFG3a8ARfvTpD15cu8Qs+OppfyI6OjHLs3s3Ix5gxBZ87MZFXkNpVohbh0MLb+/cznJ2SQrHRqRO3X7jAE4PG3LlcQ6dOdBOtWZMiJjGRrcVTplA4Pfpo6X1OZUlaGmtzTp2ikVzbtuZekeUTH89ZSIcOsTX85EmTCHFx4d/9/HjcaNsdHCh89Xp+1pqR3rvvsiNJCNPUXWtrinatXTc8nG6pZ8+yjqRVK/O+f4XFsmxPGKQE+javAQ8n2zJ5zfrGOpFz0eU7PVMcIRIrhKgHQAKAEGIQ6P+hKC8cOUJfhMGDWQw5YQJrQ3btosA4c4YRkUuX+GXu6UlHyaAgRk0eeog59Fmz2J57I+fP88pRy5lrBamaEdrRoxQXO3Yw/fPAA/yCj401WWLv3s3unXHjON/jwAG2sC5dyjTMl1/yBDFjRml/WmVDdjb/PXbupLjr3t3cK7J8kpLYtXXsGKNqR45wu5aOSUxkx5ZWBK3Xm2pCDAZGRdau5XYXF6ZttHSgJkS0lI23N9OSbdtS9MycSRGsUBRCamYOfjamZUbeX7vMXreeMT1TGYTIiwDmAGgkhLgC4BUAY0tzUYoSJCODYWhPTwqJsWO5rX17CgR/f375Rkby94gIRkG8veke2b8/uwlGj+ZjC+PwYbabapw7x+eoWZPpBilZGLtpE7d36EBhA9AlNSeHo9OrV+d+77zDdMXy5VxTvXrA+vWM6miGaOUZg4Gf59q1wOzZbNdV3J60NIrogwd5/OzZw+16valNt0kTimqdztT5kpbG+35+fMyiRUw7av40gMllNSeHj6tald037drR6Oytt9itpVDcghX7LiMxPRutarmhha9bmb2uFhE5H1O+hQiklLf8AefATDf+7gjA+Xb7l/VPUFCQVBTBu+/ya3b9eil/+42/T5okpb29lB078n5QkJR6vZTOzlI2bMht9etLWb26lA0aSFmnjpSpqYU//4UL3H/GDNO2Nm343FJK2auXlLVrS2kw8Ll69uT2Bx6Qsl49KXNzpfz4Yz7H0qVStmolpYeHlEOGSKnTSblypZROTtw/N7c0PymN0j1eDQYpJ0zg+/3447J4P+WfrCwpH36Yn1nv3rzV6aS0spLS0ZH3W7Tgra2tlHZ2/Jt2v1EjKSMjpfzlF01yFP5jZydl1ar8vU0b3g4fXlbH3d2ivlvNTEZ2jrzvk03Sb2Kw3HQyskxfe2dojPSbGCwHfLejTF/3Lrnl8XbbiIiUMhdAkPH3VCll+W9Yrkzs3w989hlTHO3bs+OkeXPm1XU6pk28vU359pQUXi02acKoRteuzI3PmnXr4tCVK3n78MO8PX+eaZWePXlVuWkTIzInT/K5+vXjVea//7LWZPdupo2GDGGq6NAhrveXX1hQ+913DJsvWWKqPSnPfPIJ63RefZWRH8XtkZLup+vWsTbo779N1uxWVqzlaNmSaRpnZx4jGRmMbmhzYf75h7UjzzxjGidwI3Z2/ImNZR3IwYNMly1YUDGOO0Wp8fuhK4hKykSj6s54sBQm7d4OU0QkVQselE9up1KMb+xL0GxsBIDHtJ+iHlcWP0q134bMTCmbNpXS21vKhARehQsh5bff8kpvwABTNMTZWUobGykDA7mtRg1eYbq78wr0VmRkSOnnx2iFxvjxvBq9ckXK99/na54/L+UbbzDqEhUl5YMP8srzwgUpfXwYGfn+e772c89xPe3bS/nNN9w2b16pflQ3UHrHa61afD8jR1r6VbblMHlywePVzo7HqpUVoyJNm3J7lSqMfmjREjs7Kb28pDx3Tsr4eEbj9PrCIyG2tlK6uvJxzZvzsa1bS5mUZO53XxzUd6sZyc7JlZ0/3yL9JgbLNYcjyvz1DQaDbPr+euk3MVhGJ2WU+evfIbfWGbf7o6QQWVTIz8KiHlcWP+o/y23QUjJ//SXliRP8En7uOX7R1qpFgRIQwH1at5bS2lpKBwemRjRBAEi5b9+tX2PKFO6zcSPvX7nCL/GnnpIyLY1io08ffqG7uUk5cKCUy5bxMTNnStm1K/dfvJgnl86dpWzWjCeVjRt5gujdm+mMsqP0jldAyn79mGpQFM3ixTxWevbk8evkxOMUYGqxdm3+7ulpEhk2NjxuHB2lPHCAgrxrVwriwkSIjY2ULi583ubNKUj8/SmYywfqu9WMrDkcIf0mBsvOn2+R2TnmubjoP2uH9JsYLHefjzXL698Bdy9ELPlH/We5BYcO8eruqad4Eu/ShSf3776TeXlvLRpSpQq/xFu14pd1jRpSdujAL/kuXW79Gjt38gv/8cdN20aP5pXq+fOmaMa2bVJ+8gl/37BBymrVmH9/801u+/JL1qLUrSvloEFcw2+/UZB4eprjhFB6x6uzMwWaomi2b6c4aNuWETJnZ5OYqFrVJB60mg4hTNESvV7KdeukzMmRcvDgwgUIwMe7uvKYbdaMx2aNGlJevGjud38nqO9WM2EwGOTD32yXfhOD5Yq9YWZbx+u/HpF+E4Plj7svmW0NxeSWx1uRyU8hhI8Q4nchRLQQIkoIsVoIoRx9LJXsbA6Dq1oV+PprupFu20aL9OnTWQuycSNbcw8eZNuuXs9ug/vvZ43I44+zlXfkyMJf4+RJ1nrUqgV8/z23bdnCabyvvcbXnjKFNSb169OB9dFHOaguLo7urtOns3Pkxx+Z53/8cY5T/+gj1gOcOMHW3Ypkdd6gAdtJFbfn0iVat2ujBnJzadeu09HxN/9k3dhY1oJobbpZWazB6dGD/w9+/bXw19C6bVJSWBOVksLHbtzIadMKRREcupyAk1eTUMXRBo+W8lyZ21HPs/x3zhSnCmsRWCNSE4A3gL+M2xSWyIwZLPj8/nt+Ob/xBmdkCMEv+HbtaFSm09Ht9NAhzo5JTWWRX926ppN/mzY3P/+qVXwOGxu21FatykLAp59mq+0HH3AYWFwc221ffJEnkk6d2Ab8wgvcp00b7nPsGGfffPEFxYq3N6fsTppEzwhFypGrGgAAPoJJREFU5SIlhcdBdjaPratX2YLr7GwaVufpSdGQkECvGiFMIwrGjQOef54Fz4sXF/4aOh2fKymJx2FuLp1tg4NN844UiiJYuvsSAGBIG1/YWd+iCLoM0LxEzsekmm0N98ztwiVSSgA4Upxt5vhR4cMbuHSJdR6PPML7n3/OEPQff7AmpF07pju01sS2bRmerlKFeXRAys8+Y10JwDqT7GwpU1KkDA5mK672uPBwvkZuLutArK2l3LuXIXUhpHzpJbbjAlK+9RZD6e3bS9m4Mdcwfjz/9s47fP0mTZjusbPjWrKzzfUpquPVXBgMTM/pdFL27WtKn1SpwvSJtTULUHU6HmNubqY2XWtrKTt1YmFqnz63TscIwecDeJy1a8fHbthg7nd/t6hj1QxcT8mU9d9ZK+tMCpbh129hbVBGnI9Oln4Tg+X9n2026zqKwd2nZkBn1eFCCL3xZziAuCIfpShbpGQoWqejC2R8PFt3e/emO+qVK2zdjYnh/h4ejIZ06ECHydatub1/f6ZoBg1iq6m1Na86+/ZlO/D06cD27aZ5G+++S2OuGTMYTRk2jKZjTz/N6EeHDoycWFlxlPqZM9w+cyYwfDhTRwYD23NHjOC6Vqzg/orKxfTpjLgNHszohLs7o3rXr/N3OztG86ytGdFISGCbrqsr/z5zJltu160r/Pm1WTTXrzP1o9cD+/Zx3EGPHmX6VhXlmw0nI5GdK9GhflX4uJt37lWtKg6w1gtcSUhHWlb5nL5SnG/70QBmAfgatHnfZdymsCR+/JF+Cd9/TxfJV16h5fX77wOPPAJ07szR561bU1B06kQPj8REoHFjfknr9bTI1uno4xEczH3t7ID77uNjtMm4AD0+pk6lH8gzz1D0xMTQO2T4cO5bowZtzJ9+mq6WEyYwDdO+PcPwISEUMu+/T9v37dtNs0AUlYetW5mO69EDWLOGaZnr13ks1qzJlIyUtGbPzaUIsbamAImN5WP79qVQkYX4KQhBQZ2QwNRNRAT/vyxcSNGtUNwBa49zyknf5jXMvBLASq9DbQ9HhEan4EJMKpp6u5p7SXfO7cIllv6jwodGoqLoRtq+PVMloaEMWT/3HLtSAHa0aA6U1aoxhfPoo9w2bZqUX3/N37WUS1HMn88w9yOPsB1Ve/6FC6Xs0YOvP24ct40YwXB6//70HalZk+kaQMovvjC1AX/3XSl+SMVGHa9lTUQEj0l/f3rKuLjwePDyYldL/jZbrU3X0ZHHfH4vEAeHW6dknJx4O2mS6bifPdvc77wkUMdqGRObnCHrvr1W1nt7rYxPzTT3cqSUUj6/9IDZvEzugLtPzQghlggh3PLddxdCLCxVdaS4M95+m5GN+fN5Bfnuuywmfe01plc6d6YDavv2dKAMCmJxX2AgHz9wIKMdOh3TMqtW8arzVsyZQ7fLHj2An38GPvyQV5bvvcerzI0bmX6ZPZsOq3/9xahLfDyvbF95Bfj8c0ZNGjZkR8+TT/IxispFbi5TcklJTOlduMCiaR8fRjfS0hjJ0Om4j5UV7+fmFpx9ZG/PfQtD646ZMoXTd9esYWfNrWYnKRS3YVNIFHINEh39q8LNwcbcywFQ/qfwFqdGpLmUMkG7I6WMB9Cy1FakuDP27KEIeOUVICCAaZBff2W3zIIFPPl7e7MrJjGRLbf79zOMHR9P6/a6dSlO/vuPoe/HH2dL4/btBV/LYKDoGTuWaZg1azgp95NPWJ8SG8t8+9ixfO3AQE4wFYIpoe3bgcmT2aLbpg3XOHw495s71zS9V1F5+PRTpmUee4y1RF5eTOlFRLCry8qKIiIjg/UdOh3vz5lDYbF2LVM3+YfYaQjB4zs1lcJ3yxbgjz84smD8+LJ/r4oKwfZQ1tk91NhyUsj+1cq3ECkyRAfgKAD3fPerADhe1OPK4qfShw+zsmjE5OND91KDgemZmjWlPHWK4epHH2WapHt3hqO1dMnff5tSIvmtrLOzpfz1VxqMCSHl2LG0Yt+3jwZngJRjxnC/+fN5f+BAKV98kb8//TS7EurVY1eCXi/l66/LPLfW2rVpGnXyJEPxnp6WZiCljteyYvt2pux692bqRbPAd3TkMaQZmNnZMS2j3R8/no9ftIh/09xWb+yOsbOTeem/Vq14LP74o1nfcimgjtUyJCfXIJt/sEH6TQyWYbHm7ZbJz4krCdJvYrDs9uU2cy/ldtzyeCtOseqXAHYJIVYZ7z8O4JPSEEWKO2TWLOD4cUYmnJ2ZJtm9G5g3j5EHnY7haltbRiYaNeKVpo8Puwu0zpQBA5jWqV2b2x5/nEPs3n6bEY8ffuB+Tk6Mvjz1FKMuWnrG05OFq089xStUW1t6jSxfzhHqM2bQ3Oz0aaZmNm/mAL5Ll3iVqgykKh8xMeywql2bx4WTE4/RGjUYqbt+ncWodnZAZiYjHra2LJr++GMWSM+bx205N3QKCMHUZFYWo3UzZrBIdc0aRgIVirvk+JVEJKZno1YVB9TyMG+3TH7qeTrRKio2FVk5BthYlbNBjbdTKdoPgAAALwF4GUBAcR5TxPO5AVgF4DSAUwDag5GWTQBCjbfuRT1PpVbtV67Q9rpXL0ZCkpMZCWnVSspNm3glOHIkbzWb6x9/ZEHfuHF8DoOBBaJOTtz+0083v054uJRr1tATJDqa29auZZSlUycpn3nGFAmpXp0Rjlde4bbnn2cRYv36Jlv5ZctMc2wWLy67z6v4qIhIaZObK+VDDzFi1707oyKOjjx+AB5bzs6miIY2T8bFhZG8oCCZV8Cq090cCdGG4r38Ml/D11fKw4fN/a5LC3WsliHfbj4r/SYGy7d/O2bupdyENnzvbKTFDmu85fFWnGLVegDOSylnATgO4KH8xat3yTcA1kspGwEINIqRSQA2Syn9AWw23lfcinff5ZXit9/yCvDzz+lC+dVXzH/7+bEWpG5dFqg2a8bx5mlpLFoF+Lhx49hCGxRES/dduwq+jo8PvUVGjGDk47//WNzavDlQpw5rQUaPZiTEYKCT6owZ9ILYtQtIT+f+y5Zx7H1EBK9k334bGDWqrD81hSXw2Wcsah4wgK3eWrt2ZCRrlGxtaemekcGIiK8vIyh6PUcLnDrFaJ+UPOY0hGBEz2Dgft9+Sx8bzT1YobhH/guNBQB09q9q5pXcjL+xYDW0HNaJFCd+sxpArhCiPoD5AOoA+OluX1AI4QKgM4AFACClzJIshu0PYIlxtyUAHr3b16jwHD5MA7Dx4znL5eJFCpFhw1iseuoUUyanTjHNcvYsO1qio/l4T8+Cz+frS88QLy+eJG7FoUMMbdeuzcLYpUspQn7/nSeASZPYQdOzJwXIyZPA66/TqGrgQIqhSZM4a+bjj0vt41FYMNu2MW3YvTu7s3x8mK7LzQXc3FiImprKtIyjI29r1eJj4+MpftPSKEryp2Q0HxyAacHff2cXljaGQKG4R7JyDDgSngAAaFvHw7yLKYT6Xs4AgNCo8idEipNGOWS8fQvAy8bfDxf1uNs8XwsA+wAsBnAYFDeOABJu2C/+Fo8fA+AAgAO1atUqlfiRRWMwSNm5M0PV8fHcNmAAUyu7dnE8ep8+9F/o2ZOTdOvU4STSuDiGst97r/DnfvJJFgwWxpkzfM1atUxplhEjmNapXZspHr2erzdhgszzbHByMqWLbGyk7NhRyvT0UvhgSowSDXFX+uM1P9euMX1Ypw5vNR8QDw+mZrR0i4MDUyqAlKtXS7l7N71u6tblNr2+YEpGCG6zspKyeXNumz7d3O+2rFDHahlxKOy69JsYLB/8Yqu5l1Ioqw6ES7+JwfLF5QfNvZRbcfepGQDZQohhAEYCCDZus74H7WMFoBWA2VLKlgBScQdpGCnlXCllaylla88br+wrA+vWsQ32o494BfnPP7z6e/tttkLqdLwCTElhG+3OnYyc6PVsh+zenVbYBw/e/Nza1emNhIUBDz3E37t0YZpl8GB6k/j4MOXyyissJBw8mB4No0ezeNbZmamaoUOZLlqzpqA7awWn0h+vGrm5wBNPsAjVzY2pluvXmZaJjzcNttMG2GVm0gfnsccYyfvsM9OxqaVlAO6v3a9dm1G4pUvZGq64I9SxensOhsUDAFr7VTHzSgpHa+EtjxGR4giRp8Fi0k+klBeFEHUALLuH14wAECGl3Gu8vwoUJlFCiBoAYLyNvofXqJgYDEyx1K1LS/XsbHaf1K1LY7DgYNZ8LFvGroLdu5kyGT7c9ByzZzPk3bYt7eDzk5XFboP8REQA3boxZ9+vH7/k+/WjXXzDhrRsf+EF+oS88QZPHr16caZMZCRTSM88wxPGunWcJaOofLz7Lv1C2rZlatHamsdCVBTNyFxceIxlZrJGpG1bGt298gprlHQ6pvusrSlqpOQxJQT/X/j4cETAb7+xnkmhKGEOXKIQCartbuaVFE59L3bOXIhNQXauoegHWBBFChEpZYiUcryUcoXx/kUp5dS7fUEpZSSAcCFEQ+OmbgBCAPwJQKteHAXgj7t9jQrLmjUsPP3gA34hL1jA1sfPPgPefJMmZKdPU2h8+CEdTbt2LZgjr1MHOHGC219/HYjLN78wIYFXqxqXLgEPPMCr18GD2brbrRsLU7Xi1nHjWBA4fTqLT5s0YQ3Kzp1sCf74Y0ZUfv+d9SyKysfq1cC0aXTt/fdfzofR6WiA5+XFWo/ERG5zd6cQ0cTtN9/weLp+nSLZYOCPZn5nMNDQLDqaZmWPPGLe96qokEgpccAYEQnys0wh4mBjhVpVHJCdK3EhJtXcy7kjzNVs/DKA5UKIY2DNyKcApgLoLoQIBdDdeF+hISVTL/7+LEpNTuaguI4dKSzCwpiC+esvencYDKai1RupUoXFrRkZ3F8jIYHulQC9Ptq04QngqafofNqxI30/7r+fBamvv06/kblzKVTc3Xn1+uOPjNxs2cI00qJFfKyi8nHkCAVrw4aM0FWtaop8eHtTQOTk0AHV05NpmqQkHnMpKfQXSU01ed7kFyFS8jliY3kc9+xprnepqOCEX09HbEomqjjaoG5VR3Mv55Y0qs6C1dORhTgNWzBmmbUupTwCoHUhf+pWxkspP+zaxbqO77/nl/K0afwSX7CAImDoUJ74XVyYrjlxgo8LCCj8+bToRGysaVutWoxcPPQQn6txY15hTp3KUPnOnZxb07w5a1SefJKRkC5dmNf/+GO+9sCBXMfHH7ND4oknSvWjUVgo167x+HFyYtrEw4PHm6sroxtXrjACl51NsREczAjdzz/T3Gz/fnZ0RUQwSpKZWXCyro8PUzt//GGqYVIoSoEjEQkAgJa+bhAWPIqiYXUXbDgZhdORyehv7sXcAeXMfq0S89VXjGSMGsUv36+/pvj47TdeJb72GkPgzz5LEaAJDC+v2z9vfh+GgQN5gjhyhPUeQ4dShLRpA+zbRxHi7U1/hpde4u0jj/CkMWMGW3NbtKDwmDSJ49U/+KB0Pg+FZZOcDPTpw+NQp2MqMTaWx092NqMd1aszJZOezlSMlkYMCaEICQykgNHcVfOLEF9fCpmffuLcI4WiFDlqbNsN9HUz6zqKorEWEblWwSIiQoi/AMgbNieCbV5zpJQZpbEwRT4iIlgf8uabDGG//Ta/mEeN4pf9hAnMvefksEgVMHksWN3inzgykrfVq5u2derE0Li1NQXE//7HTpj9+/k3e3t+8X/0EYsIe/cGjh5l7ci771IAffUVxUlgILB4MU9CispFdjb9a44e5UTdy5e5rW5dTtetW5diOjKSNUWXLzOqN2gQxbSvL8cRHD3Keqf09IIipFYtPmb+fD5GoShlNCHS3MfVvAspgoZGIXImMtnMK7kzinOWuAAgBcA8408SgCgADYz3FaXNTz8xcvHccwx3z5lDEfLzzwxZT5oE7NgBNGjAXDxgKlCNiir8OcPCeKuZRWno9Wy9/fRT1nVokZDMTGDDBqaGXnmFtSF79jA19PXXvNrVunXs7Rkud7TcXKqilJCSx+mGDSxoDg3lMertTRHSsSNv7eyY4uvZk9GTrl1pPta3L6Mkly/z+MnKMkXthGAL+OXLTPs984x536uiUpCTa8CJq4kAgEAfN/Mupgj8PBxhZ63D1cQMJKZlm3s5xaY4NSItpZSd893/SwixXUrZWQhxsrQWpjBiMDDi0L49ry7feIPRjmefZZTipZeYfjl9Gmja1PS4Jk0Y2fjoI3753ygKwsN5m1+IXLjAQth9+3iC2LABePBBip9z54BffuH9hx5ivcqPP7Kd98gR1pZMnWoaZOfrW9qfjMISef99tmx37cp2XR8fFp+mp1MkHzrEuqWQEIrVJk1YY7R5M6N6wcEUKGfO8PmyjV+mej27Y8LCeMy/847Z3qKicnE2KgUZ2Qb4eTjA3dGm6AeYEb1OoEE1ZxyLSMTpyCS0rVs+7BKKExHxFELkna2Mv2v9oFmlsiqFiY0b+aX80ktso509m7UbW7fST+HFF7mfszMLRjU8PCgU9uyhYNm2reDzphrbu6RktGP6dNZ3nD3Lq9ING5h6OXuWqaH161kr0qkTQ+arVrFTYf16ds1s2cK1zp6tOmQqK/PmAVOmsMV761bTtOf77mPKz8/PNB+mXTseT3/+SfHyzTeM3g0bBhw7RuGRZfx6sbam8Vl4OOuYZswwdc4oFKXMUWOhqqVHQzSa1HQBAJy4Wn7qRIoTEXkdwA4hxHkAApw1M04I4QjTbBhFaTF3LiMegwYx4pCWxqvBxx+nKPD3534BAbzC1AaFAcCQIfxCf+01XqGuWsUvcoBdMLa27J5xdmZ4XGt/DA7m623axDTL9u183rZteXL4+2+mi1as4JoyMngieeUVFS6vrKxbx4LTzp1ZU9SwIaN0Q4cykjZyJCMl775LUbxzJ7tnMjJ47H77LbetWMHtyckULba2bAuPieHxvmyZaaaMQlEGlJf6EI0mNV0BhOPElURzL6XYFMfQbB0AfwCvGH8aSinXSilTpZQzSnV1lZ3ISEYdNKfI779nlMLWlqHtxx837TtyJHPrixcXfI5BgxjVaNwY+PJL0/Y2bSgwJk2iOFm8mNN7N22ih8OffwI1atD74fhxGps5OfFksXIlCwXfe4+h9fHjWaD6xRel/IEoLJKjR3ksNmtmmpKbksKapfR0FjEbDEwPTpjAdN6sWawn0oqwZ8ygYHFzY7TOYKAI1kRJgwYU2pVoPIDCMtAG3bWw8I4ZjWbeFEwVSogYCQLQBEBzAIOFECNLb0mKPGbOZPrl+ecZzYiKok/HxYv8e2Cgad8HH2TU4623WM+RHzs7GpsdPVqw++C++1iU2rUrUz9XrvC1liwxCZXvvqPIuf9+pnm++Ybpl7feoigaPBho1YoREnWlWvmIiGDnlrs7aztOnaKp3ZUrrE/66y+67+7bx5SNpydrRiIjue/QocDTT7O7ytmZwkUzOHNwoCBxd2cK0N0yHS0VFZe0rByERqdArxPGSIPl07C6M6x0AudjUpCWlVP0AyyAIoWIEOJHAF8A6AigjfGnMDMyRUmSmsoT/sCBTL/MmcM0Ss+erOkATLcAc+YLFrBd9777aMOen4AApnVCQ03bLlxgJGPUKIqaRx/la/bvz6jHyJGMcowbx9D7m28yVfT224zS9OvHboi1a1WHTGUkPZ0Rt8REYOJERjrGj2fhcv/+jKQBTNlkZTHK5ucHtGzJsQTR0eyweestFqHm5vKYdnSkCLG3p3DesIFFrwpFGXPyahJyDRINqznD3qZ8XGjZWevhX80ZBgmcKid+IsWpEWkNIEDK/JfSilJn6VJarr/6Kr+kt29nIaBOxzx8tWr88m/WzOQFUqcO8/ODBrHgdN48dtcA7EwA+MU/fjzrPH78kcLl449ZbLpwIes8xozh/hcvUniMHMnBeatWmRxVO3ViimjDhqJN0xQVDyl5nOzdy+Porbd4LNaoQWHyzjsU0b16sYNq5UoK1jNnOJto6FAWoWrGeG5uPN4dHBgZcXRk1GTz5lu7AysUpUx5MTK7kWbeLjh1LQnHIxIRZKHTgvNTHCFyAkB1AIXMh1eUCjk5NAYLCmLb7owZ3D5sGG+dnSkQhg5lp8vy5Qx7A2zx3bWLQuT11xnx8PJiVGX8eKZ7tm9nvcdTTzGsPn48W3QXLuQVa4cOTLNs3syr1/79KTi++oqpmM6deTX83380p1JUPubNY+Hohx+yJTcykpGQoUMpYqtUYdrmf//j/kFBbL+NieH9f/6hkL58mcdnXBwjIFWqUJSEhjId07atud6hQoGjEZp/SPlIy2g09XbFrwcicKyc1IkUp0akKoAQIcQGIcSf2k9pL6xS8/PPrPN47z2mXNaupUdIvXqmfR55hHl3d3ege3d2r2hBK3t7XmUmJbF2A+DzfPMNcP48az2uXmW4+7HH+Lft2xk+79GDV7V79/JKtFs3FrAuWMB0TI8ePJmsX89CVUXl48gRRjJ69uTx8803jI4kJNBHZuxYCgyAYnbqVAramjWZAgwMZEeXNm03OZmRuZo1ef/sWTqsalE8hcJMmDpm3My6jjtFK6w9cjnBrOsoLsWJiHxQ2otQ5ENKRh4CAhiJAICTJwufp9G0KVMxzz7Luo1Ll1jjIQQfX6cOoxavvGJ6TN26FCGdO/OE8sQTdEb94AM+9uGH2UJ5/Tr9QC5e5DybBx5gUeuFC0zr3Hdf6X8WCssjNZWpuapVGYkbN47plClTGFmrUoW1RkJQLP/yC3+Cglhv5OfHv+3Zw0JoBwcK4MaNWSNy+jQjK336mPudWjZS8oJApUVLjZjkTFy+ngYHGz0aVHMy93LuiMY1XGBrpcOF2FTEp2ZZvBFbkUJESvlvWSxEYWT7duDwYeCHH0ymTfHx/IIvDCcnRj28vSlgBg5khASgeJk7ly23QUEMh3/3HaMZWt6+XTte1e7cyWLUzz5jkWGfPixu3biRXTE9e1IQ/fmnulKtzLzzDlvHN22irf+vv9IbxMaGAuLZZ1k7BDCqERnJv2knzOxs7q+JkrAwph+jo5keXLvWdPwqCkdK/l/9+WemvxSlwqHL8QBoZGalL18zs6z1OjT3ccX+S/E4Ep6Aro0sW7De8tMVQuww3iYLIZLy/SQLIcpHKW555NNPWYiqeYcA/MLeuPHWXzo6HR/n52fKyQO8Sq1Xj5ENe3t2uRw6xH1PneK2li0ZGVmxAvj8c9aCdOzI5/zvP7bxPvIIUzUrVrD4UFE5+e8/1hi9/DJt/r/+mq3hWqdMZiYLmzWsrJj+8/JitGPDBtZ8TJ9Ow7OwMIqO06dZ4LppkxIhxeHzz+kJNGCAuVdSodGESCs/N/Mu5C5pVYvt7tr7sGRuKUSklB2Nt85SSpd8P85SSpeyW2Il4swZCo6XX2bIWmPCBP6tXj0Kg5dfZmg7P7a2vBrds4cRFIBRlBMnGCmZPJkplcuXmcN//XUWtNasCRw4wJz9V19RrDRoQOHh789oybZtNDzTXFkVlY+0NA5DrFOHQjYlhamZoUMpNDZuZG1RmzYUHb/+ytSilxdFh4cHRWxMDI+vM2dY+Lx9O/+2Zw+9ahS3Z948mhAOG8baHEWpcTgsAYDphF7eaFkRhIiG0UekyG2KEmDhQl5Fai23GuPG8Yv75ZfpNDl/PsPZM2cW3K9TJ97+849pm5UVW4A/+oimZwsWcAbIvHkUI3v3Mk0zfDjvDxjAK98qVSg81q/nvsOHl+57V1g2n37KAuoFC0zpwJQUtoMDrCXKyeHJsVUrCtvDh5nia96c9ydP5j5XrvB4+vVX7rt7d8FCbEXhrF7Ni4jevXlhoCtf6YLyRHauAceuJAAwndDLG1ok58jlBOTkGsy7mKKQUt72B8ChG+5bAQgp6nFl8RMUFCQrDFlZUtaoIWXfvkXvm5Qk5SOPSKnTSblxo2l7draUvr5SdujA59O4fFnKTz+V0ttbSkDKzp2lPHyYfzt+XMqAACmFkPKTT6TMzZUyLU3Knj2575w5Jfo2ywHqeL2REyektLaWcsQI3jcYpGzaVMoWLfi7lFJu3crjBZCyUSMpV6zgsSSllDk5Uk6ZIqVeL2X9+lL26cP9hgyRMj3dLG+p3PHPP1La2Eh5//1Spqbm/4s6VkuBo+Hx0m9isOwyfau5l3JPdP58i/SbGCyPhSeYeylS3uZ4u12NyNtCiGQAzfPXhwCIAvDHvQogIYReCHFYCBFsvF9FCLFJCBFqvC2fMvRu2bmTxXpPP130vs7OvCKtU4eRDg0rK7b87tzJAsH+/WkyVasWiwwbNWJ6Zts2bv/qK4bSY2MZ+XjnHdPwu40befU7ZkypvWVFOUBK1oA4O5tmFe3Zw5Tfiy+aCqq7dOEAu8OHWcw6dCiv2M+dYyRu8mSmZpyc6NL74Yc8htXsmNsjJTvjHn2UKa3g4IJpW0WpsPfCdQBAa7/yfRpqW4dNDnsvxpl5JbfndjUin0kpnQFMlwXrQzyklG+XwGtPAHAq3/1JADZLKf0BbDberzxs2kQhUdxiPUdHtlHu2kUhoTFmDEPdffrQM8TPj86pZ88yZdOrF4tTO3RgKqZ7d86g6dGDY9Y7deKJZsUK1gQoKjd//03X3Y8+4pwYAFi0iCfDIUMK7mtrS4M9IZhKfPVVpmWOHGF6cetWFqiuWcOiapVauDVS8v+nXs9WeU9PFvuqeTtlgnbiblfXw8wruTfuq8P17zEKK0vllu27QohGUsrTAFYKIVrd+Hcp5aG7fVEhhA+APgA+AfCacXN/AF2Mvy8BsA3AxLt9jXLH2bOcJePsXPzHPPIITxDBwXRJ1WjXjttu5Nw57r9sGb/Yli2jj4gQFDSDBtEnYt06dkUoKjdS8njx8zNFxjIy2Pb92GM3H6sHD7LuIziYURErKx5TdnacHN2+PT1FfH3L/r2UNz74gBHLIUMYvRwxgoXlilIn1yCx7yJP3G3rWr49+u3QIiL7L12HwSCh0wkzr6hwbucj8hqAMQC+LORvEsCD9/C6MwC8BSD/N1k1KeU1AJBSXhNCFNr4LIQYY1wXatWqdQ9LsDCSkkz+C8WlVSugdm2OVB85svArTIOB7pZz5tCYzNaWV1rvvMOrK4OBBYZvvmlqE27atETekqKcH68HD7KYedYszoUBmPZLSGDqRePaNR4/y5dzv44dOcW5VSt2fB06xOjItGmm51HcmpkzKQBHj2Zhuiibk0e5PlZLkFPXkpCUkQMfd3v4uJfvNJhvFQd4u9njSkI6TkcmI6CmZTa83i41M0YIoQPwnpSy6w0/dy1ChBB9AURLKQ/ezeOllHOllK2llK09tVBxRaBdOxqJXb1a/McIwbTLwYOccKrN8YiPZ0j95Zfp49CjB8PrEyfSGXX6dIqQy5f5t1dfpaPqgQNKhJQw5fp4/flnCocnnjBt0ybqtm7NDpgffqAr6qpVNCqLiWEKUAim/S5coAneV18pEVIcli+neHv0UV48lJEIAcr5sVqC7NWiIXXKd1pGQ4vq7L5guXUit3VWlVIahBBfAGhfgq/ZAcAjQoiHAdgBcBFCLAMQJYSoYYyG1AAQXYKvafkMG0a3yRYtgFGjOMelTh3ed73NwKUnnmCB4MyZdFF1cKDnA8CQeO/eDO/2728qDMzJ4b6TJjEiMncuW4bL8EtPUQ44fpxzYfLXJVSrxtuBAxkZOXmShapz5rCY8tw5toBv3UpxO2+eSikUl3XrmGLt0oU1WlbFmcChKGl2n2fNXbtynpbRuL9eVfx26Ap2nYvFMx3rmHs5hVKcI32jEGIggN+k1Kaq3T3GQte3AUAI0QXAG1LK4UKI6QBGAZhqvL3nzpxyRaNG/PL+9FNePRqMfd9WVhwa9tprhQsFIShgJkzg1VRUFO3eAwNNjqr52baNz3X4MAfazZtHwaNQ3EhMDFC9esFtgwYxwvHzzzzGVq1ivUh2NiNtkyezY2vePOCZZ5S4LS47d/Kzbd4c+OMP1U1kJrJyDNh1npGDjv5VzbyakqFDfa1gNQ7ZuQZYW6BdfXGEyGsAHAHkCCEyAAgAUpa8u+pUAL8KIZ4BcBnA4yX8/JbPffexoyAtjXn3c+cY+n7jDRb/zZt3604DX19GOG7Ff/8xjbNxI9M1v/wCPP64OlEoCic9nS26NxYtW1vzan32bMDNjdvWr+dgxTNnGHmbPZsuq4ricewYXY59fZlSdbHMPH5l4EDYdaRl5aJhNWfUcLUv+gHlgBqu9qjn6YjzMak4Gp6A1rUtL9JTpDQytuzqpJQ2soQt3qWU26SUfY2/x0kpu0kp/Y23lt1vVJo4ONBpsmdPFpi++y5dV196yRQpKQ6pqcCPP7L+RJu2O20aO3QGD1YiRHFrduxglOOBBwr/u5sbHVIHDmT6z2Bgt8yaNUqE3AkXLvD/uaMjLxLUNF2zsv0s0zKdG1SMaIhGh/p8PzvOxRaxp3kojsX7UiHEc0KIRmWxIMUNCMHhdZMm8UrznXduv7+UbMUdPZph9ZEjgevX2flw8SLw1ls3p2sUihtZt47pga5db/6blMDSpUBAAPf79FNGT/r0Kft1lmciI1nQm5VFEeLnZ+4VVXq2n2XBf+cGFatYN0+IhFqmEClOamYxgI4AvhVC1AVwBMB2KaWauFRWCMEv+8RERjSqVWOnS34uXaIvyNKlQGgoHSyHDGHha8eOKvqhuDO2beMQuhtdPJOTOe/kp59ofrdwIf1vFHdGQgIjIVFRbK8PCDD3iio9UUkZCLmWBDtrHdpYYPriXmhfzwN6ncDh8AQkZWTDxc6yOtiKFCJSyi1CiH8BtAHQFcBYAE0AKCFSlggBfPstEB3NYtNVq1gMeOUKr6Z27OB+DzzAqMmgQRQjCsWdkpvLuoW33iq4/dgx1hVpxnjvvEPnT8WdkZbGKdenTgFr1wJt25p7RQoAm0+xUbNj/aqws65Yx7WLnTVa+rrhQFg8dp2LQ6+m1Yt+UBlSpBARQmwGi1V3A/gPQBspZeVqrbUU9Hp2K3z0EbBkiakrITAQ+OQTtvLWrm3uVSrKOzodjzWtSS43l0XTr7/Oqcxbtty6dkRxe7KzWZ+1cycLxos70kFR6mw+FQUAeKhxNTOvpHTo3MATB8LisT00pvwJEQDHAAQBaAogEUCCEGK3lDK9VFemKBwrKwqRiRM5Y8bFRc2fUJQsQjBV8PPPdEedNo3uqD17MvWnCirvDoOBtVtr11LYPV75GgMtlfSs3LxCzgcbVczju3MDT3y16Sy2n42BlBLCgtL1xemaeVVK2RnAAABxABYBSCjldSmKwtGRxW1KhChKg5kzOaBuyBAK3p9/ZmupEiF3h5Ss61q2jG30zz9v7hUp8rHzXCwycwwI9HGFl0vF9HBp5u0KNwdrRMSn42JsqrmXU4DipGZeAtAJjIqEAVgIpmgUCkVFpXNn02TnXr2UPfu98sknFHcTJhTd+aYoczaFVOy0DADodQKd/D3x19Gr2HYmBnU9LaeGsDipGXsAXwE4KKXMKeX1KBQKS6F9SU52qMTMnk3H2REj6JpsQSFxBaftbj5NIdK9ScUVIgDQpQGFyL9nYzDaguzei9M1M70sFqJQKBQVjl9+AV58kc6pCxbc2hlZYTYOX45HbEoWfKvYo2E156IfUI7R/FH2XIhDRnauxXQHqf8VCoVCURps2MAoSIcOwK+/qvSWhaKlZXoEVLeoAs7SwNPZFs28XZGZY7CoabxKiCgUCkVJs2cPhwEGBAB//aXcjC0YTYh0D6jYaRmNLg0ZFdl62nJcOJQQUSgUipLk5Eng4Yc5c2f9etNwQIXFcS46BRdiU+HmYI3WfpWjA7GrsT15y+loSM0ryMwoIaJQKBQlxaVLQI8enNOzaRPnPSksFi0a8mBDL1jpK8fpMNDHDVUcbRARn45z0SnmXg4AJUQUCoWiZIiKolNqWhrHLtSxnK4EReH8c6pypWUAtvFq6ZnNFpKeUUJEoVAo7pXERKB3b+DqVU4kbtrU3CtSFEFsSiYOXY6HjV6HThVs2m5RaO6xW04pIaJQKBTln/R0oH9/4PhxYPVq5b9STmCNBCfTOtkWx1Kr4tC5gSesdAIHwq7jemqWuZejhIhCoVDcNTk5wNChwPbtnMPTq5e5V6QoJv9obqqVKC2j4WJnjfb1PGCQFGTmRgkRhUKhuBsMBuC554A//wS+/RYYNszcK1IUk4zsXPwXyiF33SrokLui0OpiNoVEmnklZhAiQghfIcRWIcQpIcRJIcQE4/YqQohNQohQ423l6KVSKBTlDymBt94CFi8GPviA7qmKcsPu83FIz85Fk5ouqOlWOT1etLk628/GIiM716xrMUdEJAfA61LKxgDaAXhRCBEAYBKAzVJKfwCbjfcVCoXC8pg2DfjyS+Cll4D//c/cq1HcIVq3TLcKPOSuKGq62aOZtyvSs3Ox/WyMWddS5kJESnlNSnnI+HsygFMAvAH0B7DEuNsSAI+W9doUCoWiSObNA95+G3jiCeCbb9QQu3KGwSDzhEiPSlgfkp9eTelzs/6EedMzZq0REULUBtASwF4A1aSU1wCKFQCVM3GnUCgsl9WrgbFj2aq7eLEaYlcOOXE1EVFJmajuYocmNV3MvRyz0tsoRDadikJmjvnSM2b7XySEcAKwGsArUsqkO3jcGCHEASHEgZgY84aTFIqiUMdrBWLzZkZB2rUDVq2qcEPsKsuxauqW8arwQ+6Koq6nExpVd0ZyRg52nTPfEDyzCBEhhDUoQpZLKX8zbo4SQtQw/r0GgEJ7iqSUc6WUraWUrT09K5cJjaL8oY7XCsL+/cCjjwINGgDBwYCDg7lXVOJUlmN1oyZEKnF9SH56N60BAAg+ds1sazBH14wAsADAKSnlV/n+9CeAUcbfRwH4o6zXplAoFDdx+jRTMZ6etG53Vw195ZWwuFScjkyGk60V2tfzMPdyLII+zSlENp6MNFt6xhwRkQ4ARgB4UAhxxPjzMICpALoLIUIBdDfeVygUCvNx+TLnx1hZcYhdjRrmXpHiHthwkkWZDzbygq2V3syrsQzqezkhoIYLkjNzsO2MeVJyZe5rK6XcAeBWibluZbkWhUKhuCUxMZykm5wM/PsvUK+euVekuEe07hCtW0RBHmlREyHXkvDX0avo2aTsPxtV8q1QKBQ3kpzMdExYGPDXX0BgoLlXpLhHopIycOhyAmytdHigkg25K4q+xvTMP6eikJKZU+avr4SIQqFQ5Ccjg4WpR44AK1cCnTqZe0WKEkArxnyggSccK9mQu6LwcXdAm9ruyMg2YOPJsvcUUUJEoVAoNHJygCefBLZsARYtAvr2NfeKFCXEn0evAmAaQnEz/Vt4AwDWHLla5q+thIhCoVAAnB/zwgvAb78BM2YAI0aYe0WKEuJSbCqOhifA0UaPbo1U225h9GlWA1Y6gR2hMYhJzizT11ZCRKFQKADgnXeA+fOB994DJkww92oUJchfxmhIjybVYW+jumUKw93RBl0aesEgTZ9XWaGEiEKhUHzxBTB1Ku3bP/rI3KtRlCAGg8SvB8MBAI+29DbzaiybR1sybfXHkStl+rpKiCgUisrNokXAm28CgwcDs2apIXYVjF3n4xB+PR3ebvboWL+quZdj0TzUuBqcbK1wNCIR52NSyux1lRBRKBSVlzVrgGefpWnZ0qWAXoXtKxor9l8GAAxu7Qu9TonM22Fnrc8bhLfmcNlFRZQQUSgUlZNt24ChQ4E2bVigamtr7hUpSpjIxAxsPBkJnQAeb+1j7uWUCwa01LpnrkBKWSavqYSIQqGofBw6BDzyCN1S164FnJzMvSJFKbB41yVk50r0alodNd3szb2cckHbuh6o7mKH8OvpOBgWXyavqYSIQqGoXJw9C/TqBVSpAmzYAHio4WcVkdTMHPy0NwwA8FynumZeTflBrxPob/Ra+b2M0jNKiCgUisrDlSusBwE4Sff/7d15mFTllcfx74+WnRalBRRoRAxL3EBFRtRkwPgg6CSoEwTGKJLEbcwYHR3jMtkzUWMSMzE6SowPyrgNKsagYRFBREFkkVWQXVFkF2iUBrrP/PG+LWXbaDdUcWs5n+epp27dfuvWuXVP3T711r33befd9fnqkWmr2LZzDz2OPpyT2/uIyXVRdXbRmHlrD8qIvF6IOOcKw6ZNYRC7LVtg7Fjo3DnpiFyGbP14Nw9MXg7AD8/plHA0ueerRx1K1yOL2frJbl5+e33GX88LEedc/isrg/PPh+XL4fnn4ZRTko7IZdD/vLKcbTv30KtjiZ+yu5++fWroLXxm9pqMv5YXIs65/FZeDhddBG++CU8+Cb17Jx2Ry6Bl67fzl6krALi5Xxfk14XZLwO6t6Wonpi0JPOXfPdCxDmXvyoqwpgxEyaEy7dfcEHSEbkMqqw0bhu9gN0VxpCepX5syAFoWdyQPl1aUlFpjJ6T2V4RL0Scc/nJDK69FkaNCpdwHzYs6Yhchj0wZTkzVm6mpGkDftSva9Lh5LxBp7UH4PE33qWyMnPXFPFCxDmXn37yE3jwQbjlFrjxxqSjcRk2fcUmfjf+HQB+O7AbhzVpkHBEue/srq1o07wRqzZ9zOvLN2XsdbKuEJHUT9ISScsk3ZJ0PM65HPSHP8CvfhUu3/7rXycdjcuwxR9u44pHZ1JRaVz19Y706doq6ZDyQlE9Mbhn6BV5dNqqjL1OVhUikoqA+4D+wHHAEEnHJRuVcy6njBwJN9wQDlB94AEfxC7PzX53C0OGT2f7zj30P+FIbvafZNJqcM9SGhTVY8Lb61i2fntGXiOrChGgJ7DMzFaY2S7gSWBAwjE553LFmDHhWJCzz4bHHvNB7PKYmTFy+mqGDJ/Olo9306dLS+4Z1N0HtkuzVsWNGNijHWZw/6TlGXmNbCtE2gLvpTxeE+c559wXe/VVGDgQuncPo+o2apR0RC5DFry/lcHDp/Pj5xZQvqeSIT3bM/yyHjSq74VnJlz9j8dSVE/8de4HLF2X/l6RbCtEaiplP3OorqQrJc2UNHPDhg0HKSzn9o/n60Eydy5885tw9NHw979DcXHSEeWcbM/Vikrj5cXrGPrwDP7p3qm8sXIzLZo24N4hJ3PHRSdSvyjb/p3lj9IWTRh8WikVlcbtzy1I+6i8h6R1aQduDVCa8rgd8EFqAzMbDgwH6NGjx8EZo9i5/eT5mmGLF8OaNfCd74TiY/x4aNky6ahyUjbmavmeCmat2sL4Ret4Yf7aTy+s1bh+EZf2Oppr+3yF5o3rJxxlYbj53K6MXfAhM1ZuZuT01VzWq0Palp1thcibQCdJxwDvA4OBf0k2JOdcVrrzTrj11jBdUgKTJ0P79omG5PZfZaXx/kefsPjD7cx/fyuzV29h1uotfLJ776BrHUqaMLhney7uUUqLpn567sHUvEl9fvqt47nuiTn8/G+LKD28SdrOTsqqQsTM9kj6ATAOKAIeNrOFCYflnMs2f/5zKEIGDYKhQ6FbN2jTJumoXA12V1SysaycDdvL2VhWzuYdu9myYxebduxiY1k567btZO3Wnby7+WN27an83PO7tC6mT9dW9DvhSLq1a+6XbE/Qt7q1YcmH27hv0nKueHQmN/btwrAzOxzwsTlZVYgAmNmLwItJx+Gcy1JPPw1XXw39+4dTdet71/zBUL6ngsVrt2OE4zUqzdi1p5LyPRXsKK9g285QYGws28WHW3eydttO1n70CRvKyqntIQUtixvSuXUzTmjTnO6lh3Fqh8NpVewHHWeTm/p2YXeFMXzKCu4au5i/TF1Bny6tOKFtc9oc1piT2jWn9aF122ZZV4g459w+mYWrpZ5+eihIvAg5aDaV7WLAfa/V+XlSKDBaFTekpFlDSpo24PAmDShp1oCSpg1odWhDjmremNIWTWjW0P8lZTtJ3HbeV+nVsYS7xy1h0dptjJq1hlGzwng0d1x0IkN61u0nUqX76NeDSdIGYPUBLuYIYGMawsl2vp61s9HM+qUrmFRpytdcVSj5VxvpfC8ykq+1zNVC26a+vgdmn7ma04VIOkiaaWY9ko4j03w9XZJ8u+yVL+9FvqxHbfn6Zo6feO2cc865xHgh4pxzzrnEeCESL+BTAHw9XZJ8u+yVL+9FvqxHbfn6ZkjBHyPinHPOueR4j4hzzjnnElOwhYikfpKWSFom6Zak40knSaskzZf0lqSZcV4LSRMkLY33hycdZ11JeljSekkLUubtc70k3Rq37xJJ5yYTdeHJ1/yrrXzP03zed1bJ9xzOthwtyEJEUhFwH9AfOA4YIum4ZKNKuz5m1j3l9KtbgIlm1gmYGB/nmhFA9fPQa1yvuD0HA8fH59wft7s7OPIx/2prBHmapwWy76ySzzk8gizK0YIsRICewDIzW2Fmu4AngQEJx5RpA4BH4vQjwAXJhbJ/zGwKsLna7H2t1wDgSTMrN7OVwDLCdnfJyPn8q608z9NC3HdWyZsczrYcLdRCpC3wXsrjNXFevjBgvKRZkq6M81qb2VqAeJ+eYROTt6/1yvdtnM0KKf9qK1/yNNfi3V+FmMOJ5WihXti/puEb8+n0oTPN7ANJrYAJkhYnHVAC8n0bZzPPv9rLtTzNtXj3l+fwXhnf5oXaI7IGKE153A74IKFY0s7MPoj364HRhG60dZKOAoj365OLMK32tV55vY2zWYHlX23lS57mWrz7pUBzOLEcLdRC5E2gk6RjJDUgHIjzfMIxpYWkppKKq6aBvsACwvoNjc2GAn9NJsK029d6PQ8MltRQ0jFAJ2BGAvEVlALMv9rKlzzN231nlQLO4eRy1MwK8gacB7wDLAduTzqeNK5XR2BuvC2sWjeghHAk9NJ43yLpWPdj3Z4A1gK7CVX6975ovYDb4/ZdAvRPOv5CuOVz/tXhPcjrPM3XfWfK+uV9DmdbjvqVVZ1zzjmXmEL9acY555xzWcALEeecc84lxgsR55xzziXGCxHnnHPOJcYLEeecc84lxguRHCWpu6TzUh7/TNJNScbkXCpJl0v6U5y+WtJlScfknKSHqgbqk3Rbtb+9nkxUhc0LkdzVnXA+f2KyeZRQd2AUpG3/YGYPmNmj6VpeuqR7PV12k1RkZt83s0Vx1mcKETM7I4GwvpSkvB6OxT+ACZHUQdLiWJ0vkPSYpHMkvSZpqaSesV1PSa9LmhPvu8QrGv4CGCTpLUmD4mKPkzRZ0gpJ19XwmkWSRsTXmy/phjj/K5JekjRX0mxJx8Yd9N0pbQfFtr0lTZL0ODA/LvNuSW9KmifpqoPzDrp0izn5tqT7gdlAqaT/SNm2P09p+1wcEGxhyqBgSBom6R1JrwBnpsz/tMcu5uhdkmbEtl+L85tI+r/4Wk9JekNSD6qRdKekRbHdb+O81pJGxxyeK+mMOP/fYw4vkHR9XdfTZTdJN1ft6yTdI+nlOP0NSf8bp8sk/ULSG0CvmH89JN0JNI770Meq2sb73rHd03E//Zgkxb+dF+dNlfRHSWNqiOv4mN9vxZzqFOdfFh/PlTQyzjta0sQ4f6Kk9nH+CEm/lzQJuCvul8fGz92rkrpm+O09eJK+wluh3oAOwB7gREJBOAt4mDDA0ADgudjuUOCQOH0O8Eycvhz4U8ryfga8DjQEjgA2AfWrveapwISUx4fF+zeAC+N0I6AJ8M/ABKAIaA28CxwF9AZ2AMfE9lcC/xmnGwIzq/7mt9y6xZysBE6Pj/sCw2NO1gPGAF+Pf2sR7xsTLn9dEvPjXaAl0AB4rSpHY37eFKcnA7+L0+cBL8Xpm4AH4/QJ8fPRo1qMLQhXd6y6GGNVDj8FXB+ni4DmMd/nA02BZoSrZJ5cl/X0W3bfgNOBUXH6VcKlx+sDPwWuivMNuDjlOZOr8gooq7a8snjfG9hKGFelHjANOCvuH99L2f89AYypIa57gUvidIP4OTk+5u4RVbkc7/8GDI3T32Xvvn9EzMWi+Hgi0ClO/wPwctLvf7pued3dkwNWmtl8AEkLgYlmZpLmE3aWEHaoj8SK2ggfsn15wczKgXJJ6wkFxJqUv68AOkq6F3iBMMx1MdDWzEYDmNnOGM9ZwBNmVkEYDOkV4DRgGzDDzFbGZfYFTpL07ZR4OwFVf3e5ZbWZTY/TfeNtTnzcjLBtpwDXSbowzi+N848EJpvZBgBJTwGd9/E6z8b7WezN9bOA/wYwswWS5tXwvG3ATuAhSS8QdtQAZwOXxedWAFtjDo82sx0xnmeBrxHGzqjterrsNgs4Ne7Hygk9XD0I27mqV7gCeGY/lj3DzNYASHqLkKdlwIqU/d8ThC9j1U0DbpfUDnjWzJZKOht42sw2ApjZ5ti2F3BRnB4J/CZlOaPMrEJSM+AMYFTsmIHwxS8veCGSrPKU6cqUx5Xs3Ta/BCaZ2YWSOhCq+dosr4Jq29fMtkjqBpwLXAtcDFy/j2XVNPRzlR3V2v2bmY37gvYud1TftneY2YOpDST1JvTO9TKzjyVNJnxThNoPD16Vq6l5+kU5FxZutkfhZ8tvEAZc+wGhCKlJXXL4c+vpsp+Z7Za0ChhG6BGeB/QBjgXejs12xuK0rmran35pjsa4Ho8/BZ0PjJP0/fjc2nw+UttU5Wk94CMz616b1881foxI9msOvB+nL0+Zvx0orsuCJB0B1DOzZ4AfA6eY2TZgjaQLYpuGkpoQvg0OUjgGpCXwdWoecXEccI2k+vH5nRVGrHS5bxzw3fhtDEltJbUi5OSWWIR0JXSPQ/iJr7ekkpgPA+v4elMJxTEKZzWcWL1BjKW5mb1IKKK7xz9NBK6JbYokHUrI4QsUjj1pClxI6L6v7Xq63DCF8LPeFML2vRp4y+JvGF9id9W+q5YWE3qVO8THg2pqJKkjoefkj4QeuJMIOXqxpJLYpkVs/jqhqAa4hPA5+Iy4n14paWB8ruKXyrzghUj2+w1wh6TXCL99V5lEODg19WDVL9MWmBy7GUcAt8b5lxK62ucRPhRHAqMJ3y7mAi8DN5vZhzUs8yFgETBb0gLgQbynLS+Y2XjgcWBa/LnwaULxOxY4JObLL4Hpsf1awrEg04CXCN3kdXE/0DIu90eE/NtarU0xMCa2eQW4Ic7/IdAnxjkLON7MZhPyfAahSHrIzOZUW94XrafLDa8Sjk+aZmbrCD/d1VRw1mQ4MK/qYNUvY2afAP8KjJU0FVjH53MUQoGyIO5ruwKPmtlC4L+AVyTNBX4f214HDIs5fSkhl2tyCfC9+NyFhGMJ84KPvuucywoKp4PXN7Odko4lfIPsbGa7Eg7NuU9JamZmZfEsmvuApWZ2T9Jx5TL/5uqcyxZNgEmxq1zANV6EuCx0haShhLNh5hB6gd0B8B4R55xzziXGjxFxzjnnXGK8EHHOOedcYrwQcc4551xivBBxzjnnXGK8EHHOOedcYrwQcc4551xi/h8FC4hSLbtyAQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 540x540 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"g = sns.PairGrid(df)\n",
|
|
"g = g.map_upper(sns.scatterplot)\n",
|
|
"g = g.map_diag(sns.kdeplot, lw=2)\n",
|
|
"g = g.map_lower(sns.kdeplot, colors=\"red\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"c:\\users\\marcial\\anaconda3\\envs\\ml_master\\lib\\site-packages\\seaborn\\distributions.py:434: UserWarning: The following kwargs were not used by contour: 'marker'\n",
|
|
" cset = contour_func(xx, yy, z, n_levels, **kwargs)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 610.5x540 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"g = sns.PairGrid(df, hue=\"gender\", palette=\"viridis\",hue_kws={\"marker\": [\"o\", \"+\"]})\n",
|
|
"g = g.map_upper(sns.scatterplot, linewidths=1, edgecolor=\"w\", s=40)\n",
|
|
"g = g.map_diag(sns.distplot)\n",
|
|
"g = g.map_lower(sns.kdeplot)\n",
|
|
"g = g.add_legend();\n",
|
|
"\n",
|
|
"# Safely ignore the warning, its telling you it didn't use the marker for kde plot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## FacetGrid"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x1e24be00748>"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x432 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.FacetGrid(data=df,col='gender',row='lunch')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x1e24f4fcb08>"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
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"<Figure size 440x432 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"g = sns.FacetGrid(data=df,col='gender',row='lunch')\n",
|
|
"g = g.map(plt.scatter, \"math score\", \"reading score\", edgecolor=\"w\")\n",
|
|
"g.add_legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# https://stackoverflow.com/questions/43669229/increase-space-between-rows-on-facetgrid-plot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 440x432 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"g = sns.FacetGrid(data=df,col='gender',row='lunch')\n",
|
|
"g = g.map(plt.scatter, \"math score\", \"reading score\", edgecolor=\"w\")\n",
|
|
"g.add_legend()\n",
|
|
"\n",
|
|
"plt.subplots_adjust(hspace=0.4, wspace=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"----\n",
|
|
"----"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"anaconda-cloud": {},
|
|
"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": "3.7.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|