2636 lines
1.0 MiB
2636 lines
1.0 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "ZSBjGiLtkL8Z",
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"tags": []
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},
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"source": [
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"# Task 1: Define the Problem"
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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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"id": "SRffAEZMkikd"
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},
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"outputs": [],
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"source": [
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"# predict the price of a diamond"
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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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"id": "SYOM7cJ_kiY1"
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},
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"source": [
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"# Task 2a: Install the Needed Libraries"
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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": 2,
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"metadata": {
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"id": "ft8kSvTUkiUd"
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},
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"outputs": [],
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"source": [
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"# pass"
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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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"id": "OZNxHMuSkiON"
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},
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"source": [
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"# Task 2b: Import the Needed Libraries"
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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": 3,
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"metadata": {
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"id": "HPsfw4s7kiKk"
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from sklearn.linear_model import LinearRegression\n",
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"from sklearn.tree import DecisionTreeRegressor\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.preprocessing import StandardScaler\n",
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"from sklearn import metrics\n",
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"from joblib import dump, load # sklearn's replacement for pickle"
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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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"id": "umeaYS-SkiGU"
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},
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"source": [
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"# Task 3: Load 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": 4,
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"metadata": {
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"id": "loYU2Pg3kiCS"
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},
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"outputs": [],
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"source": [
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"df = pd.read_csv('./diamonds.csv') # the data is in the current directory"
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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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"id": "OTaEVKXAkh-B"
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},
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"source": [
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"# Task 4: Perform Exploratory Data Analysis (EDA)"
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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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"id": "2FyPB8fMkh6U"
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},
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"source": [
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"## Show 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": 5,
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"metadata": {
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"id": "x9efqRclkh14"
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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>carat</th>\n",
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" <th>cut</th>\n",
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" <th>color</th>\n",
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" <th>clarity</th>\n",
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" <th>depth</th>\n",
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" <th>table</th>\n",
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" <th>price</th>\n",
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" <th>x</th>\n",
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" <th>y</th>\n",
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" <th>z</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>0.23</td>\n",
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" <td>Ideal</td>\n",
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" <td>E</td>\n",
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" <td>SI2</td>\n",
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" <td>61.5</td>\n",
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" <td>55.0</td>\n",
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" <td>326</td>\n",
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" <td>3.95</td>\n",
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" <td>3.98</td>\n",
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" <td>2.43</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>0.21</td>\n",
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" <td>Premium</td>\n",
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" <td>E</td>\n",
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" <td>SI1</td>\n",
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" <td>59.8</td>\n",
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" <td>61.0</td>\n",
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" <td>326</td>\n",
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" <td>3.89</td>\n",
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" <td>3.84</td>\n",
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" <td>2.31</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>0.23</td>\n",
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" <td>Good</td>\n",
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" <td>E</td>\n",
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" <td>VS1</td>\n",
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" <td>56.9</td>\n",
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" <td>65.0</td>\n",
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" <td>327</td>\n",
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" <td>4.05</td>\n",
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" <td>4.07</td>\n",
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" <td>2.31</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>0.29</td>\n",
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" <td>Premium</td>\n",
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" <td>I</td>\n",
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" <td>VS2</td>\n",
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" <td>62.4</td>\n",
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" <td>58.0</td>\n",
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" <td>334</td>\n",
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" <td>4.20</td>\n",
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" <td>4.23</td>\n",
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" <td>2.63</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>0.31</td>\n",
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" <td>Good</td>\n",
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" <td>J</td>\n",
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" <td>SI2</td>\n",
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" <td>63.3</td>\n",
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" <td>58.0</td>\n",
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" <td>335</td>\n",
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" <td>4.34</td>\n",
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" <td>4.35</td>\n",
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" <td>2.75</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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" carat cut color clarity depth table price x y z\n",
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"0 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 2.43\n",
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"1 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 2.31\n",
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"2 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 2.31\n",
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"3 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 2.63\n",
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"4 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 2.75"
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]
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},
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"execution_count": 5,
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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() # what are x, y and z?"
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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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"id": "yOaCGYX5khxz"
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},
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"source": [
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"## Get Data Info"
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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": 6,
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"metadata": {
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"id": "YbjJUPR4khtR"
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 53940 entries, 0 to 53939\n",
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"Data columns (total 10 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 carat 53940 non-null float64\n",
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" 1 cut 53940 non-null object \n",
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" 2 color 53940 non-null object \n",
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" 3 clarity 53940 non-null object \n",
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" 4 depth 53940 non-null float64\n",
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" 5 table 53940 non-null float64\n",
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" 6 price 53940 non-null int64 \n",
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" 7 x 53940 non-null float64\n",
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" 8 y 53940 non-null float64\n",
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" 9 z 53940 non-null float64\n",
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"dtypes: float64(6), int64(1), object(3)\n",
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"memory usage: 4.1+ MB\n"
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]
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}
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],
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"source": [
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"df.info() # 'cut', 'color' and 'clarity' are strings, the rest are numbers"
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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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"id": "6GZsnSiMkhpo"
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},
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"source": [
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"## Find Missing Values"
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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": 7,
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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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"carat 0\n",
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"cut 0\n",
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"color 0\n",
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"clarity 0\n",
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"depth 0\n",
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"table 0\n",
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"price 0\n",
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"x 0\n",
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"y 0\n",
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"z 0\n",
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"dtype: int64"
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]
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},
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"execution_count": 7,
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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.isna().sum() # no missing values"
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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": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"# let's take a look at the string values"
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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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"Ideal 21551\n",
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"Premium 13791\n",
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"Very Good 12082\n",
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"Good 4906\n",
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"Fair 1610\n",
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"Name: cut, dtype: int64"
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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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"source": [
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"df['cut'].value_counts() # see https://en.wikipedia.org/wiki/Diamond_cut"
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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": 10,
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"G 11292\n",
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"E 9797\n",
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"F 9542\n",
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"H 8304\n",
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"D 6775\n",
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"I 5422\n",
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"J 2808\n",
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"Name: color, dtype: int64"
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]
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},
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"execution_count": 10,
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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['color'].value_counts() # see https://en.wikipedia.org/wiki/Diamond_color"
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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": 11,
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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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"SI1 13065\n",
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"VS2 12258\n",
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"SI2 9194\n",
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"VS1 8171\n",
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"VVS2 5066\n",
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"VVS1 3655\n",
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"IF 1790\n",
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"I1 741\n",
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"Name: clarity, dtype: int64"
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]
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},
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"execution_count": 11,
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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['clarity'].value_counts() # see https://en.wikipedia.org/wiki/Diamond_clarity"
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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": 12,
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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 0x7f8105d7faf0>"
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]
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},
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"execution_count": 12,
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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 500x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# what about price? Let's see the distribution\n",
|
|
"\n",
|
|
"sns.displot(df['price'], kind = \"hist\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "HvFrMzIGmMOl"
|
|
},
|
|
"source": [
|
|
"# Task 5: Perform Data Cleaning"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"id": "S6cyPRAAmMLI"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# convert non-numeric values to numbers\n",
|
|
"# each dictionary has quality in descending order"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# 'cut'\n",
|
|
"\n",
|
|
"dict_cut = {'Ideal': 4, 'Premium': 3, 'Very Good': 2, 'Good': 1, 'Fair': 0}\n",
|
|
"df['cut'] = df['cut'].replace(dict_cut)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# 'color'\n",
|
|
"\n",
|
|
"dict_color = {'D': 6, 'E': 5, 'F': 4, 'G': 3, 'H': 2, 'I': 1, 'J': 0}\n",
|
|
"df['color'] = df['cut'].replace(dict_color)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# 'clarity'\n",
|
|
"\n",
|
|
"dict_clarity = {'IF': 7, 'VVS1': 6, 'VVS2': 5, 'VS1': 4, 'VS2': 3, 'SI1': 2, 'SI2': 1, 'I1': 0}\n",
|
|
"df['clarity'] = df['cut'].replace(dict_clarity)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>cut</th>\n",
|
|
" <th>color</th>\n",
|
|
" <th>clarity</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>4</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>4</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>3</td>\n",
|
|
" <td>3</td>\n",
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" <td>3</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>1</td>\n",
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" <td>1</td>\n",
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" <td>1</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>3</td>\n",
|
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" <td>3</td>\n",
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" <td>3</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>1</td>\n",
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" <td>1</td>\n",
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" <td>1</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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" cut color clarity\n",
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"0 4 4 4\n",
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"1 3 3 3\n",
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"2 1 1 1\n",
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"3 3 3 3\n",
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"4 1 1 1"
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},
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"execution_count": 17,
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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[['cut', 'color', 'clarity']].head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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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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" 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>carat</th>\n",
|
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" <th>cut</th>\n",
|
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" <th>color</th>\n",
|
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" <th>clarity</th>\n",
|
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" <th>depth</th>\n",
|
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" <th>table</th>\n",
|
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" <th>price</th>\n",
|
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" <th>x</th>\n",
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" <th>y</th>\n",
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" <th>z</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>0.23</td>\n",
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" <td>4</td>\n",
|
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" <td>4</td>\n",
|
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" <td>4</td>\n",
|
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" <td>61.5</td>\n",
|
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" <td>55.0</td>\n",
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" <td>326</td>\n",
|
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" <td>3.95</td>\n",
|
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" <td>3.98</td>\n",
|
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" <td>2.43</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>0.21</td>\n",
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" <td>3</td>\n",
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" <td>3</td>\n",
|
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" <td>3</td>\n",
|
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" <td>59.8</td>\n",
|
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" <td>61.0</td>\n",
|
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" <td>326</td>\n",
|
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" <td>3.89</td>\n",
|
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" <td>3.84</td>\n",
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" <td>2.31</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>0.23</td>\n",
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" <td>1</td>\n",
|
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" <td>1</td>\n",
|
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" <td>1</td>\n",
|
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" <td>56.9</td>\n",
|
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" <td>65.0</td>\n",
|
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" <td>327</td>\n",
|
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" <td>4.05</td>\n",
|
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" <td>4.07</td>\n",
|
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" <td>2.31</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>0.29</td>\n",
|
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" <td>3</td>\n",
|
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" <td>3</td>\n",
|
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" <td>3</td>\n",
|
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" <td>62.4</td>\n",
|
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" <td>58.0</td>\n",
|
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" <td>334</td>\n",
|
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" <td>4.20</td>\n",
|
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" <td>4.23</td>\n",
|
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" <td>2.63</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>0.31</td>\n",
|
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" <td>1</td>\n",
|
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" <td>1</td>\n",
|
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" <td>1</td>\n",
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" <td>63.3</td>\n",
|
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" <td>58.0</td>\n",
|
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" <td>335</td>\n",
|
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" <td>4.34</td>\n",
|
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" <td>4.35</td>\n",
|
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" <td>2.75</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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],
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"text/plain": [
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" carat cut color clarity depth table price x y z\n",
|
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"0 0.23 4 4 4 61.5 55.0 326 3.95 3.98 2.43\n",
|
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"1 0.21 3 3 3 59.8 61.0 326 3.89 3.84 2.31\n",
|
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"2 0.23 1 1 1 56.9 65.0 327 4.05 4.07 2.31\n",
|
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"3 0.29 3 3 3 62.4 58.0 334 4.20 4.23 2.63\n",
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"4 0.31 1 1 1 63.3 58.0 335 4.34 4.35 2.75"
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]
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},
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"execution_count": 18,
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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() # now the whole dataset is numeric"
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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": 19,
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"metadata": {
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"tags": []
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},
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"outputs": [],
|
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"source": [
|
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"# drop x, y, z\n",
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"\n",
|
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"df = df.drop(columns = ['x', 'y', 'z'])"
|
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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": 20,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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"\n",
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"<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>carat</th>\n",
|
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" <th>cut</th>\n",
|
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" <th>color</th>\n",
|
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" <th>clarity</th>\n",
|
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" <th>depth</th>\n",
|
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" <th>table</th>\n",
|
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" <th>price</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>0.23</td>\n",
|
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" <td>4</td>\n",
|
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" <td>4</td>\n",
|
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" <td>4</td>\n",
|
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" <td>61.5</td>\n",
|
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" <td>55.0</td>\n",
|
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" <td>326</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>0.21</td>\n",
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" <td>3</td>\n",
|
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" <td>3</td>\n",
|
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" <td>3</td>\n",
|
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" <td>59.8</td>\n",
|
|
" <td>61.0</td>\n",
|
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" <td>326</td>\n",
|
|
" </tr>\n",
|
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" <tr>\n",
|
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" <th>2</th>\n",
|
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" <td>0.23</td>\n",
|
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" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>56.9</td>\n",
|
|
" <td>65.0</td>\n",
|
|
" <td>327</td>\n",
|
|
" </tr>\n",
|
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" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0.29</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>62.4</td>\n",
|
|
" <td>58.0</td>\n",
|
|
" <td>334</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>0.31</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>63.3</td>\n",
|
|
" <td>58.0</td>\n",
|
|
" <td>335</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
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"text/plain": [
|
|
" carat cut color clarity depth table price\n",
|
|
"0 0.23 4 4 4 61.5 55.0 326\n",
|
|
"1 0.21 3 3 3 59.8 61.0 326\n",
|
|
"2 0.23 1 1 1 56.9 65.0 327\n",
|
|
"3 0.29 3 3 3 62.4 58.0 334\n",
|
|
"4 0.31 1 1 1 63.3 58.0 335"
|
|
]
|
|
},
|
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"execution_count": 20,
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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": "code",
|
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"execution_count": 21,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>carat</th>\n",
|
|
" <th>cut</th>\n",
|
|
" <th>color</th>\n",
|
|
" <th>clarity</th>\n",
|
|
" <th>depth</th>\n",
|
|
" <th>table</th>\n",
|
|
" <th>price</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>count</th>\n",
|
|
" <td>53940.00</td>\n",
|
|
" <td>53940.00</td>\n",
|
|
" <td>53940.00</td>\n",
|
|
" <td>53940.00</td>\n",
|
|
" <td>53940.00</td>\n",
|
|
" <td>53940.00</td>\n",
|
|
" <td>53940.00</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>mean</th>\n",
|
|
" <td>0.80</td>\n",
|
|
" <td>2.90</td>\n",
|
|
" <td>2.90</td>\n",
|
|
" <td>2.90</td>\n",
|
|
" <td>61.75</td>\n",
|
|
" <td>57.46</td>\n",
|
|
" <td>3932.80</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>std</th>\n",
|
|
" <td>0.47</td>\n",
|
|
" <td>1.12</td>\n",
|
|
" <td>1.12</td>\n",
|
|
" <td>1.12</td>\n",
|
|
" <td>1.43</td>\n",
|
|
" <td>2.23</td>\n",
|
|
" <td>3989.44</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>min</th>\n",
|
|
" <td>0.20</td>\n",
|
|
" <td>0.00</td>\n",
|
|
" <td>0.00</td>\n",
|
|
" <td>0.00</td>\n",
|
|
" <td>43.00</td>\n",
|
|
" <td>43.00</td>\n",
|
|
" <td>326.00</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>25%</th>\n",
|
|
" <td>0.40</td>\n",
|
|
" <td>2.00</td>\n",
|
|
" <td>2.00</td>\n",
|
|
" <td>2.00</td>\n",
|
|
" <td>61.00</td>\n",
|
|
" <td>56.00</td>\n",
|
|
" <td>950.00</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>50%</th>\n",
|
|
" <td>0.70</td>\n",
|
|
" <td>3.00</td>\n",
|
|
" <td>3.00</td>\n",
|
|
" <td>3.00</td>\n",
|
|
" <td>61.80</td>\n",
|
|
" <td>57.00</td>\n",
|
|
" <td>2401.00</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>75%</th>\n",
|
|
" <td>1.04</td>\n",
|
|
" <td>4.00</td>\n",
|
|
" <td>4.00</td>\n",
|
|
" <td>4.00</td>\n",
|
|
" <td>62.50</td>\n",
|
|
" <td>59.00</td>\n",
|
|
" <td>5324.25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>max</th>\n",
|
|
" <td>5.01</td>\n",
|
|
" <td>4.00</td>\n",
|
|
" <td>4.00</td>\n",
|
|
" <td>4.00</td>\n",
|
|
" <td>79.00</td>\n",
|
|
" <td>95.00</td>\n",
|
|
" <td>18823.00</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" carat cut color clarity depth table price\n",
|
|
"count 53940.00 53940.00 53940.00 53940.00 53940.00 53940.00 53940.00\n",
|
|
"mean 0.80 2.90 2.90 2.90 61.75 57.46 3932.80\n",
|
|
"std 0.47 1.12 1.12 1.12 1.43 2.23 3989.44\n",
|
|
"min 0.20 0.00 0.00 0.00 43.00 43.00 326.00\n",
|
|
"25% 0.40 2.00 2.00 2.00 61.00 56.00 950.00\n",
|
|
"50% 0.70 3.00 3.00 3.00 61.80 57.00 2401.00\n",
|
|
"75% 1.04 4.00 4.00 4.00 62.50 59.00 5324.25\n",
|
|
"max 5.01 4.00 4.00 4.00 79.00 95.00 18823.00"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
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}
|
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],
|
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"source": [
|
|
"df.describe().round(2)"
|
|
]
|
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},
|
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{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Look for outliers"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# data frame of features only\n",
|
|
"df2 = df.drop(['price'], axis = 1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[<AxesSubplot:title={'center':'carat'}>,\n",
|
|
" <AxesSubplot:title={'center':'cut'}>],\n",
|
|
" [<AxesSubplot:title={'center':'color'}>,\n",
|
|
" <AxesSubplot:title={'center':'clarity'}>],\n",
|
|
" [<AxesSubplot:title={'center':'depth'}>,\n",
|
|
" <AxesSubplot:title={'center':'table'}>]], dtype=object)"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"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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|
|
"text/plain": [
|
|
"<Figure size 2000x1500 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df2.hist(bins = 50, figsize = (20, 15)) # histograms for each feature"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:>"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
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},
|
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"metadata": {},
|
|
"output_type": "display_data"
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}
|
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],
|
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"source": [
|
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"# 'carat' distribution is not normal\n",
|
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"# let's see the box plot\n",
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"\n",
|
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"df.boxplot(['carat'])"
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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": 25,
|
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"metadata": {},
|
|
"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",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>carat</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>count</th>\n",
|
|
" <td>53940.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>mean</th>\n",
|
|
" <td>0.797940</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>std</th>\n",
|
|
" <td>0.474011</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>min</th>\n",
|
|
" <td>0.200000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>25%</th>\n",
|
|
" <td>0.400000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>50%</th>\n",
|
|
" <td>0.700000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>75%</th>\n",
|
|
" <td>1.040000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>max</th>\n",
|
|
" <td>5.010000</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" carat\n",
|
|
"count 53940.000000\n",
|
|
"mean 0.797940\n",
|
|
"std 0.474011\n",
|
|
"min 0.200000\n",
|
|
"25% 0.400000\n",
|
|
"50% 0.700000\n",
|
|
"75% 1.040000\n",
|
|
"max 5.010000"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# deal with 'carat' outliers\n",
|
|
"\n",
|
|
"df[['carat']].describe()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.24000000000000002\n",
|
|
"1.2\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# outliers, continued\n",
|
|
"\n",
|
|
"Q1 = df['carat'].quantile(0.25)\n",
|
|
"Q3 = df['carat'].quantile(0.75)\n",
|
|
"IQR = Q3 - Q1\n",
|
|
"\n",
|
|
"lower_limit = Q1 - 0.25 * IQR # define boundary for the lower end\n",
|
|
"upper_limit = Q3 + 0.25 * IQR # define boundary for the upper end\n",
|
|
"\n",
|
|
"print(lower_limit)\n",
|
|
"print(upper_limit)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"573"
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# how many outliers on the low end?\n",
|
|
"\n",
|
|
"len(df[df.carat < lower_limit])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"9155"
|
|
]
|
|
},
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# how many outliers on the high end?\n",
|
|
"\n",
|
|
"\n",
|
|
"len(df[df.carat > upper_limit])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# drop the outliers\n",
|
|
"\n",
|
|
"df = df[~((df.carat < lower_limit) | (df.carat > upper_limit))]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
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|
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|
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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",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
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" }\n",
|
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"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>carat</th>\n",
|
|
" <th>cut</th>\n",
|
|
" <th>color</th>\n",
|
|
" <th>clarity</th>\n",
|
|
" <th>depth</th>\n",
|
|
" <th>table</th>\n",
|
|
" <th>price</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0.29</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>62.4</td>\n",
|
|
" <td>58.0</td>\n",
|
|
" <td>334</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>0.31</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>63.3</td>\n",
|
|
" <td>58.0</td>\n",
|
|
" <td>335</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>0.26</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>61.9</td>\n",
|
|
" <td>55.0</td>\n",
|
|
" <td>337</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>0.30</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>64.0</td>\n",
|
|
" <td>55.0</td>\n",
|
|
" <td>339</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>13</th>\n",
|
|
" <td>0.31</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>62.2</td>\n",
|
|
" <td>54.0</td>\n",
|
|
" <td>344</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" carat cut color clarity depth table price\n",
|
|
"3 0.29 3 3 3 62.4 58.0 334\n",
|
|
"4 0.31 1 1 1 63.3 58.0 335\n",
|
|
"7 0.26 2 2 2 61.9 55.0 337\n",
|
|
"10 0.30 1 1 1 64.0 55.0 339\n",
|
|
"13 0.31 4 4 4 62.2 54.0 344"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.head() # new dataframe having dropped outliers"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "nNu-6-3emMH5"
|
|
},
|
|
"source": [
|
|
"# Task 6: Visualize Cleaned Up Dataset"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x7f8103fb17e0>"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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I+rn750tx4qwjZvlF/bPwzK/W9kCJCCGKk81eLN6yFzsPNwAIPgdumj8ez7xXi521DaH3XV1kw+Ozx2BQtrGnigogtrxAsGxPzB4DXpRinnGU57qHVJ7rls8oRrOHx9PvHQ49F2+4rRSbq45GPAOX2a24Z1IRNIyMhS9X4/HZY7Dh/VrV55wKuw2rZhbj/v/bg0Y3r/pMXVFkw4oZo7Dm7YP4+Mg5bLitFE/tOBTxnskj+uPBG0fhwdf3qZYlL8sAs1GLZW/sj/z+IhueuGkUfGDASzLqnT78YecR/GDiEBi0Gmx4vzamvKtnFuOkw4sWLYvfRJWjzG7Fokl2WM16/OSl4POhUrZH3twfW7bJReA0QItPxPNVR1Sfi1/efQyLp4zE6m0H8PGRc3h6Time3HEoom4iWd1AZx+P4ceVzazDS3dMxMNv/CemDGtmlaCgD99v1jW6sTTqPrzCbsPdk4ah8sXP4OFFAMDU0QOCcbf1/HvPn1sORxw3sy7Lw33XXxJzf19RZMPCa4fh9rD1fmtEfyyfXoyHtu5LWnf1rRH9sWx6MZa+Hhv7j84swfMffoU/7T4OALCZdXj1RxOx4s3YOrXHZpXg2fcP47XPTgAArhiSjSe+e1nEtoXKNqMYD0V9n9r+ibfN8eqbHp1ZglVv7Md7rXVWycq77p2DeHv/mYRlUN77yFs1ofWGf99P/rQHh+pdAOKf/zvjuSzeOb2t8X2hn+8K3zS6wUsSJBnqv9HMEihpQAnBBFFHUiduIOY4jF5/W0mIHPJNQDBJxbb+v5LgEhGd4JLhB4P6Fi9s5mB6TZSZ1gSXjJMOH/74r69x/w2XQICM+mYfXvu0Dj+9bjhWvlWDH0wcApMu+M2SDPxh5xHcNmEwXt59LO5167qRuVg+fRRWbTuAW68oiLletOX3Vzturh+Zi2UXuF7SMxhZluWeLkSqmDBhAsaOHYvf/va3oWUjR47EzJkzsXZt8gdvp9OJrKwsOBwOWCyWiNdONnvxiz9H3hwpyuxWVJYVYtOuoygtyEF1XVPS96m9XmG3YWrJQDz4+v6Y18rtVjwwZQRu2rAr7roWTbbHfLfaMgDYOG9c3HKUt9603v7iZxHfve7dL1Tfv2bWaLy97xQuS7LtpQU52PBebdztKS3Iwb/rmrCgrBAFVhNWvlmDx2eVYMnr+5LuV+Wzl4V9R6LtV9vO8GXx9o3ab73ypmKsjLrgha9v7awSVPzyg4j9+NjM0Xho6/64n3k0yesLygpR7/Th7X2nIm4A1fZJ+DaGL0/0myrv+09dE6aW5OGkw6e6Hz/4+TUJy/n47DGd3isjUZx+0+TB4i17u7U8hBB1FKuEpIdEsRpt5ryFMJT9IGa5b9f/YuuLz3ZVETud2nb0hm0AaDu6Wk+WN1GsOjw8Fr1SHVHJk+g56OoiG9bPKe2xlsxq5VW8+qOJWN+arAqXaHvWzhqN7ftOhSqkF0224991TREV1IoyuxXTSvIwwGJI+vxeYbfiF1NG4G8HziR8prysIAcAVL8zUbnL7FZML8nDZQXZmPqbqpjXd/7iWpxweHHkrBvb951CaUEOBmUZsH3fqbjlfeTm0Vjxxv64z4jTS/KQazHg9hc/a0PZBkGGrFo/Ef0MDiBiXcnWHV430FnHY/RxlazO43/+67Iu6dHVnutqTzjj9OH+//t3m34btX0Y77d9c1FZ0voFZb3tqbtKVqfz6MzRuPZX/4xb3vD3rripGNc/+SEA4MNfXBuT6Ev2fdHbkWib49U3XZZk/yb6vFoZ1NYbb5uB2Hg70eTBAwmey9bNHpO0R1eic3pb4vtCP99RiWL1jNOHow3B5OD692oT1vcpohNMbRXdaDze+jtDQJKh1QS7aEkAREmGXxBh0nHYVduAof0zkGXUQs8F+3r5BRHVdc3Yvu8UKssKkaFnQ9ekxa11isq1SaFcr6rrmhJet5RYS3QdTvT7xztuLnS9pOfQnFyteJ7Hnj17cMMNN0Qsv+GGG/DRRx+pfsbv98PpdEb8i8fhDagGBgDsqm1ErkWPXbWNKM3PbtP71OysbYh7k1VV2wiOPf9zq61L7bvjlSdROapa1x393fHeP8BiQFUbtr00Pzvh9pTmZ4e+WxBl7KpthIsX27Rflc+Gf0ei7VfbzvBl7fmtlbLG+w5Xawub8P3oDUgJP5Ps9VyLHrkWg+rDi1LO8P2ptjzRb6q8b2dtIwZYDHH3Y7JytvgE1dfaoz1x2uITurw8hBB1FKuEpIf2xCohpOe0J1YbXHxMJU+i56APDzeEehf0BLXyKjL0rGq5E21PbuvzaPh71RJcQPA5Z4DF0Kbn952tz0zJnilL87Pjfmfy+gEDZDCqr7t4ERl6DgMshlBZlf+PV16/ICV8Rsxt3fa2lU0ft34i+hk8el3tqRvorOMx+rhKVufR5O6cGEi362qTm2/zb6O2D+P9tm2pX0i0jnjrTRZ/3oCUsLzh7xXE830E3K11Te35vujtSLTN8eqbku3fRJ9XK4PaesOXh28zEBtvziTPZc42PJclOqe3Jb4v9PNt1Z5YbXLzyNBzyNBzSev7lH+esP9vz7+2rr8z/vkFKaK8fkGCDAYeXsQAiwEZeg4yGPgFKfSact3JtegjrknK8a9cm5R/4dfWRNet8Pd05H4l3nFzoeslPYeGK2zV0NAAURQxYMCAiOUDBgzA6dOnVT+zdu1aPPLII21av9MbSPi6yxdMZPgFqU3viyfR51uiyhC9LrXPxltfsnJEvx793WrfkWzbo1+PXqfyussnQsMEv1/Z721dd/T7OvJ7tHXfKOtOdmyEb6fy/8k+05bjra37JN5xkug3DX9fou9Juu2+xK+3RWfGaWeUhxCijmKVkPTQnlglhPScdl1XVa6byZ4VevJaq1ZeRbxnsUTb095nwODcV217fm/xBtr9nNvessR7LnN6g3N9t/V5G2jbM15bt72jz+AdWXdnHI/Rx1Wy5/q2VN63RbpdV5Ntd/hvo7YP4/22ba1fiLeOeOttS4wqkv3m4e+N9zzSnmM32TYn23/trZdTW0eiZYB6GcPjrTOeyxKd09uyjgv9fFu177oqQJSSD5zW4g2gK4dX6+r1h1OuD0p9bPhyILYutCVBfW1brlttvbbF+/3jHTcXul7Sc6gnVxSGiWwFJctyzDLF0qVL4XA4Qv+OHz8ed70Wozbh95oNwa6cei7xT6K8L55En8+MKkP0utQ+G299ycoR/Xr0d6t9R7Jtj349ep3K62YDG9rfyn/buu7o93Xk92jrvlHWnezYCN/OzKjtiqctx1tb90m84yTRbxr+Pj2niftdSbfdkPj1tujMOO2M8hBC1FGsEpIe2hOrhJCe067rqsp1M9mzQk9ea9XKq4j3LJZoe9r7DKjnNG1+fs80atu0vnjvactn4z2XWYzaiOe+RN8TXt5k39fWbU/2fYnK1e66gU44HqOPq2TP9RZD57QZT7frarLtDv9t1PZhvN+2rfUL8dbR0RgK/95kv3n4e+M9j7Tn2E22zcn2X3vr5dTWkWgZoF7G8HjrjOeyROf0tqzjQj/fVu27rnIwG9g2HVOWC/zX1etP9k/5DuX6kBn1WnjdYvg1STm2lGtA+LWgLdetttYlx/v94x03F7pe0nMoydXKZrOBZdmYXlv19fUxvbsUer0eFosl4l88WUYtyu1W1dfK7FbUO/0os1tRfbwZZW14n5oKuw31Tp/qa+V2KwTxfBZabV1q3x2vPPVOf9ztKW9dd/R3xyv3GacPFW3Y9urjzQm3p/p4c+i7OZZBud0Ks45FeRvXXR71Hcr2t3U7w5cl+w3Dy6SUNd53mHVsxDaX260wajUJP5Ps9XqnH/VOHyqKbHHLGb4/1ZYrZUn0+Qq7FWecvrj7P1k5MzvhwaE9cZpp4Lq8PIQQdRSrhKSH9sQqIaTntCdWbWYdro56Lkj0/HR1kQ02c8/NQ6FWXoXbL6reIyR6rqtvfR4Nf29FguecM05fm57fK1qfmRK9R3kujPedicodfLb0gYnTTt+sY+H2C6h3+kJlPdP6//HKq+c0CZ8R61u3vW1l8+NMnPqJ6Gfw6H3UnrqBzjoeo4+rZHUeORmdEwPpdl3NydAlrQdQqO3DeL9tW+oXwtfR1vUmq9Mxas9Xiyb7zTn2fAP4jNa6pvZ8X/R2JNrmePVNyfZvos+rlUFtveHLw7cZiI03S5LnsrYkgxOd09sS3xf6+bZqT6zmZOjg9gtw+4Wk9X3KP1PY/7fnX1vX3xn/9Jwmorx6TgMGMkw6FvVOH9x+AQzkUHKKgRy6BtU7/RHXJOX4V65Nyr/wa2ui61b4NaQj9yvxjpsLXS/pOZTkaqXT6XD55Zfj73//e8Tyv//977jqqqsueP2Dso14bFZJzMlHmQxy8Za9WFBWiC9OOrCgrDAmkKLfF72eMrsVt1cU4oqh/VS/Y/XMEtz90ucJ17Wp6mjMujdVHcWiSXZU2CMDf8ue43G3Z/mMYizesjfi77tf+ly13BV2G4b1N2NBeSEOJNn2TVVHVbenrPX1gycdoe+++0+f49GZJQgIHjw6swQH46w7/LOPzQq+L9yBkw4sm16sup0rbxod2s7wbf3znuMJv0vZd8pv/YcPv8KjM9X35WOzSvDg63tD695UdQTLphdj084jcT+zemYJNu48kvD32bLnOMrsNqy+OXbb1PZn9PLVM0uwubUs8T7/xUknFk0uQl6WMe5vuzHBdjw2qwQXJ5mgtLNdnGOKu996ojyEEHUUq4QQQkjnyTLp8PjsMRGVPZuqjuKeyUUxCY+ri2xYN3tMj062rlZeIFi2wn4mrFG5R0j0XDeusB8WTS4KPatsqjqKBeWFMc/AZXYr7plUBHt/c+hZOt5zToXdFnpmjfdMXVFkw8qbRuPASUfc7zxw0oGVN42O+R2Uslw1zAYtp4n9/iIbtJKEiyxGXDHUikWT7Dhw0oG8LCMWTbLHLe/pZi9++q3Y373MbsWiSUUYV9gv9HyYsGyTi1A0wIy8LGPc5+IDrc+boe0P249qdRNAbN1AZx6P0cfV4i174x4za2aVxJ1vrLcbYDGoxliF3YZ7JheFfhsA+POe4zHP+6FzS9SxvrlKvQ6josiGRZMi16vU36jWXUUdj2rvBc4/N2zceSS0bPGWvVh5k/pv/tisEjz/4VehZT//f/9WrcuI931q+yfeNserb4qus0pW3i17InsaqZVBbb3hy+/+0+ehZWrxdlGS57KL2vBcluic3pb4vtDPd4UBFgMuzjIiN1Of8DcyyIBBBnQywLX+f3v/JapTa++6dFF/czLAhpVPxzDgWv9f+dus5cDJMq4aZgPLAAZOAx1z/rWrhgWvQX/ecxxWsx5XDO2HRZPs2FR1BKtnjsbB1mvTsP4ZGNY/I3S9Uq4T8a5bX5xyYs2sEnx5yql6HU72+8c7br68wPWSnsPIstxdw3OmvNdeew0/+MEP8Lvf/Q5XXnklnnvuOfzhD39ATU0NBg8enPTzTqcTWVlZcDgccTP6J5u9cHgDaPEFkGnQwmLg4BckOL0BWIxaGLQs3P7g2NmSDLh8AswGLtgKKyDC5ROQaeRg4li4eREuv4AMPRecapYBMrUsJAQnmVW+I9PAwRsQ0OwRYNZzMHAa+EUpYl3B9wvIMnHI0HFo8Qmh72Y1gJbVtI6vGvw+A6cBCwmMho34LrOOhUcQ4fBE/t3iFWAxcjBFrVvDAHpWA78kQZaC28Dg/LZnGjhktG6703t+nV5RhNPTuu0MwDCAWcfBHRDgaN1OPcdAq9HAIInwaYLrgAzIANxR+y1Dy8IviWChgU+Q4PIH16Fhgq8bW/e3sp0ZOhYaAC28GNoWA6cBL0mh7wAAWT7/XRomuDxDy0KQRLAaFl4hWCYNCxhU9qXL7wMYLQycBgH5/D7SaTSQIUEb9ZkMHQufKMLAsmAlEVLU60oZTRwLyDL8sgSdhg1OcKmyT5TfLny5ng2WxcAGy6/TBPdZ+D5lNICO1YAXJMjBj4X+K8kI7V+zjkVAEmO2I9PAdVkldVvi9JsmD1p8QreUhxCijmKVkPTQllhVzJy3EIayH8Qs9+36X2x98dmuKmKnU9uO3rANAG1HV+vJ8rYlVh0eHg0uPnRdVVopRy9LlYodtfIqZTvj9KHJw6PFd/65jtEAeg0LFy/A4xeDz6fa4LOlLANajQa+gAgPLyLTEHzNExDh9Aow6VkYtWzw+VAGvIIELy8gx6QDL0mQ5fPPfmYDB7OWhVsQ4PSKsLSuKyDJ8AZEePxi8Dlcy0KSZEgAvAERPl5EP7MOvCDB6RNg0gW/U2x99nIHgs9mJj0Lk5aFVsNAkmQ0eXlkGnXB53W/AIuBg0GrwTk3j4tNOgQYBiKAgCTDL4jQMAy0rCaiLBlaFj5JhCgGnwMBRHyfsfX7vKIIhzuyDAJk+AJSRNk4TbD3h4sXwLT2NfO0Pi+itWOIjtXA6eWRZdSBb62fyDbpEJAkePwisk1aZOg5uMLu9cwGDm6/EKob6IrjMfy4yjJqodeycHoDcPqC+zYnQ9elCa72XFd70hmnD01uPmK/GDgN6lv8cHgDMOlYZOg4ZJu0cPNiRD1YjlELUZbhVLmPj76/V3oChb/XrAtOUdHiFyLfq2PBAHBE1av4BD8MnD6mvsUgSfBpNBHLswwcZEmGU6V+IrpsVgMHHlB9Hol5TmmtQ3K0Yb2ZBi743qht1ksyeE4T8d4sAweprWUwcGABNLfxvZl6rs3n/xNNnojfyGLg2pTgCpfonN4dn2+vtsTqWacP/oAIEYAn7Le36FiolUwEkHiAQ3U+RNUD61joO7AeNXLrP03rf8PLKEW9LgAQJBkcw0DpBCi3vo+XZPCiCCPLgtEwECQZAUmEkePgCYhgELwuyAheT3lRBMMwYABoGAachglet3gRWUYtcjP1yDLp4PDwaHTzECUZoiSHXm/r7x/vuLnQ9ZLuR+P5hPne976HxsZGrFq1CqdOncLo0aPx9ttvtynB1VaDso0YlG1M8q5kr5O+I6OnC9AnUSU5IemBYpUQQgjpPFkm9YqbVK3MiVdeINiKvq/0tCmIs3yw+ihLaWdAN+d51I6r5HU4fU+8GFM/h6jvw4tU1hvv/l7tvfHif1DMkvbXq7SnbGrivTe2bO17b3vEW29eO97b1vP/RTkm1X3WHonO6d3x+a7Qv49ch3pSVx03qXg8kcQoyRVl4cKFWLhwYU8XgxBCCCGEEEIIIYQQQgghhCRAc3IRQgghhBBCCCGEEEIIIYSQtENJLkIIIYQQQgghhBBCCCGEEJJ2KMlFCCGEEEIIIYQQQgghhBBC0g7NydWJZFkGADidzh4uCSG9X2ZmJhiGaffnKE4J6V4Uq4Skh+6IVUEUIAqi6vJ0inW17egN26Asp+3oOp1RXrquEpL6OhqnAMUqId2JYpWQ9NCWWGVkJSrJBfvmm2+Qn5/f08UgpE9wOBywWCzt/hzFKSHdi2KVkPRAsUpIeqBYJST1dTROAYpVQroTxSoh6aEtsUpJrk4kSRJOnjyZNLvodDqRn5+P48ePd/hkmkpoe1Jbb9seRUdb3PS1OKXtSB29YRuA9m8HxWrb0Hakjt6wDQDFalfpDdvRG7YB6Lvb0dWxmsp6y2+uhrYtPcXbtguJs3SP1d78ewO9e/v64rZ1Raz2xf2Y7nrrdgG9Z9vaEqs0XGEn0mg0uPjii9v8fovFktYHWDTantTW27ano/pqnNJ2pI7esA1A128HxWp66w3b0Ru2AaBY7Sq9YTt6wzYAtB1t1d5YTWW95TdXQ9uWnjpz23pLrPbm3xvo3dtH29Y2yWKV9mP66a3bBfTubVNoeroAhBBCCCGEEEIIIYQQQgghhLQXJbkIIYQQQgghhBBCCCGEEEJI2qEkVw/Q6/VYsWIF9Hp9TxelU9D2pLbetj3dpbfsN9qO1NEbtgFIve1ItfJ0FG1H6ugN2wCk3nakWnk6qjdsR2/YBoC2oy/qzfuKti099eZt66jevk968/bRtqXfd3W33rptvXW7gN69bdEYWZblni4EIYQQQgghhBBCCCGEEEIIIe1BPbkIIYQQQgghhBBCCCGEEEJI2qEkFyGEEEIIIYQQQgghhBBCCEk7lOQihBBCCCGEEEIIIYQQQgghaYeSXIQQQgghhBBCCCGEEEIIISTtUJKLEEIIIYQQQgghhBBCCCGEpB1KcnUiWZbhdDohy3JPF4UQEgfFKSHpgWKVkPRAsUpIeqBYJSQ9UKwSkh4oVglJLX0iySUIAh5++GEUFhbCaDRi6NChWLVqFSRJCr1HlmWsXLkSgwYNgtFoxLXXXouampp2fU9LSwuysrLQ0tLS2ZtACOkkFKeEpAeKVULSA8UqIemBYpWQ9ECxSkh6oFglJLX0iSTXunXr8Lvf/Q4bNmzAwYMH8cQTT+CXv/wl1q9fH3rPE088gSeffBIbNmzAp59+ioEDB+L666+nkxUhhBBCCCGEEEIIIYQQQkgK6hNJrn/961+4+eabMW3aNAwZMgTf/e53ccMNN+Czzz4DEOzF9dRTT+Ghhx7Cd77zHYwePRovvvgiPB4PXn755R4uPSGEEEIIIYQQQgghhBBCCInG9XQBukN5eTl+97vf4dChQxg+fDj+85//oKqqCk899RQA4OjRozh9+jRuuOGG0Gf0ej2uueYafPTRR7jrrrtU1+v3++H3+0N/O53OLt0OQkj7UZwSkh4oVglJDxSrhKQHilVC0gPFKiHpgWKVkNTWJ3pyLV68GHPmzMGIESOg1WpRWlqK++67D3PmzAEAnD59GgAwYMCAiM8NGDAg9JqatWvXIisrK/QvPz+/6zaCENIhFKeEpAeKVULSA8UqIemBYpWQ9ECxSkh6oFglJLUxsizLPV2Irvbqq6/iF7/4BX75y1+iuLgY//73v3HffffhySefxLx58/DRRx+hrKwMJ0+eRF5eXuhzd955J44fP453331Xdb1qWfz8/Hw4HA5YLJYu3y5CSHIUp4SkB4pVQtIDxSoh6YFilZD0QLFKSHqgWCUktfWJ4Qp/8YtfYMmSJbj11lsBACUlJTh27BjWrl2LefPmYeDAgQCCPbrCk1z19fUxvbvC6fV66PX6ri18ijvj9KHJzcPpE2Axcsgx6TDAYujpYhES0pE4peOakO5HsUpIeqBYJSQ90LMqIemBYpX0Bn3hXi8VY7Uv7HdC2qpPJLk8Hg80msiRGVmWhSRJAIDCwkIMHDgQf//731FaWgoA4Hke//znP7Fu3bpuL2+6qGt0Y+nr+7CrtjG0rNxuxZpZJSiwZvRgyQjpODquCUkPFKuEpAeKVUIIIYSQ3ovu9XoG7XdCIvWJOblmzJiBxx57DNu3b8fXX3+N119/HU8++SRmzZoFAGAYBvfddx/WrFmD119/Hfv378f8+fNhMplw22239XDpU9MZpy/mZAoAVbWNePD1fTjj9PVQyQjpODquCUkPFKuEpAeKVUIIIYSQ3ovu9XoG7XdCYvWJnlzr16/HsmXLsHDhQtTX12PQoEG46667sHz58tB7HnjgAXi9XixcuBBNTU2YMGEC/va3vyEzM7MHS566mtx8zMlUUVXbiCY3T11kSdqh45qQ9ECxSkh6oFglhBBCCOm96F6vZ9B+JyRWn0hyZWZm4qmnnsJTTz0V9z0Mw2DlypVYuXJlt5UrnTl9wgW9Tnqew8OjwcXD6QvAYtTClqFDlknX08XqUXRcE5IeKFYJSQ8Uq4QQQgi5UFR3kbroXq9ztPcYp/1OSKw+keQinc9iSHzoJHud9KyTzV4s3rIXOw83hJZdXWTD47PHYFC2sQdL1rPouCYkPVCsEpIeKFYJIYQQciGo7iK10b3ehevIMU77nZBYfWJOLtL5cjJ0KLdbVV8rt1uRk0GtalKVw8PHXEAB4MPDDViyZS8cHr6HStbzLEZtwuPaYtR2c4kIIWooVglJDxSrhBBCCOkoqrtIfVQ3eGE6eozTfickFiW5SIcMsBiwZlZJzEm13G7FmlklNPZrCmtw8TEXUMWHhxvQ4Oq7N4r+gIhl04tVj+vlM4rhD4g9VDJCSDiKVULSA8UqIYQQQjqK6i5SH9UNXpiOHuO03wmJRf0XSYcVWDPwP/91GZrcPJw+ARYDh5wMHZ1MU5zTF0j4ekuS13uzZm8Ad/7xM6ybPQaLp46AyyfCbGBR7/Tjtj98jOd/OK6ni0gIAcUqIemCYpUQQgghHUV1F+mB6gY77kKOcdrvhESiJBe5IAMsBjqBphmLIfHQQJlJXu/NLAYtGlw8bn/xM9XX+/K+ISSVUKwSkh4oVgkhhBDSUVR3kT6obrBjLvQYp/1OyHk0XCEhfYzNrMPVRTbV164ussFm7rtj99K+ISQ9UKwSkh4oVgkhhBDSUXQfQXo7OsYJ6TyU5CKkj8ky6fD47DExF9Kri2xYN3sMskx99yJK+4aQ9ECxSkh6oFglhBBCSEfRfQTp7egYJ6TzMLIsyz1diN7C6XQiKysLDocDFoulp4tDSEIOD48GF48WXwCZBi1sZl2fuIC2JU776r4hJJVQrBKSHihWCUkP9KxKSHqgWI1F9xEkFXVmrNIxTsiFozm5COmjskx00YyH9g0h6YFilZD0QLFKCCGEkI6i+wjS29ExTsiFo+EKCSGEEEIIIYQQQgghhBBCSNqhJBchhBBCCCGEEEIIIYQQQghJO5TkIoQQQgghhBBCCCGEEEIIIWmHklyEEEIIIYQQQgghhBBCCCEk7VCSixBCCCGEEEIIIYQQQgghhKQdSnIRQgghhBBCCCGEEEIIIYSQtENJLkIIIYQQQgghhBBCCCGEEJJ2KMlFCCGEEEIIIYQQQgghhBBC0k6fSHINGTIEDMPE/Lv77rsBAPPnz495beLEiT1cakIIIYQQQgghhBBCCCGEEBIP19MF6A6ffvopRFEM/b1//35cf/31uOWWW0LLpkyZgs2bN4f+1ul03VpGQgghhBBCCCGEEEIIIYQQ0nZ9IsnVv3//iL8ff/xxDBs2DNdcc01omV6vx8CBA7u7aIQQQgghhBBCCCGEEEIIIaQD+sRwheF4nsef/vQnVFZWgmGY0PIPPvgAubm5GD58OO68807U19f3YCkJIYQQQgghhBBCCCGEEEJIIn2iJ1e4rVu3orm5GfPnzw8tmzp1Km655RYMHjwYR48exbJlyzB58mTs2bMHer0+7rr8fj/8fn/ob6fT2ZVFJ4R0AMUpIemBYpWQ9ECxSkh6oFglJD1QrBKSHihWCUltfa4n18aNGzF16lQMGjQotOx73/sepk2bhtGjR2PGjBl45513cOjQIWzfvj3hutauXYusrKzQv/z8/K4uPiGknShOCUkPFKuEpAeKVULSA8UqIemBYpWQ9ECxSkhqY2RZlnu6EN3l2LFjGDp0KP7yl7/g5ptvTvjeoqIi3HHHHVi8eHHc96hl8fPz8+FwOGCxWDqt3ISQjqM4JSQ9UKwSkh4oVglJDxSrhKQHilVC0gPFKiGprU8NV7h582bk5uZi2rRpCd/X2NiI48ePIy8vL+H79Hp9wuEMCSE9j+KUkPRAsUpIeqBYJSQ9UKwSkh4oVglJDxSrhKS2PjNcoSRJ2Lx5M+bNmweOO5/bc7lc+PnPf45//etf+Prrr/HBBx9gxowZsNlsmDVrVg+WmBBCCCGEEEIIIYQQQgghhMTTZ3py7dixA3V1daisrIxYzrIs9u3bhz/+8Y9obm5GXl4eJk2ahNdeew2ZmZk9VFpCLozDw6PBxcPpC8Bi1MKWoUOWSdfTxUobtP8ISQ8Uq4SkB4pVQgghhKQ7up8h3Y2OOULars8kuW644QaoTT9mNBrx17/+tQdKREjXONnsxeIte7HzcENo2dVFNjw+ewwGZRt7sGTpgfYfIemBYpWQ9ECxSgghhJB0R/czpLvRMUdI+/SZ4QoJ6QscHj7mIggAHx5uwJIte+Hw8D1UsvRA+4+Q9ECxSkh6oFglhBBCSLqj+xnS3eiYI6T9KMlFSC/S4OJjLoKKDw83oMFFF8JEaP8Rkh4oVglJDxSrhBBCCEl3dD9Duhsdc4S0X58ZrpCQVNcZY+06fYGEr7ckeb2vc/oCMOlYVJYXojQ/G35BgkHL4vO6JmyqOkr7j5AUQbFKSHqgWCWEEELIherpeYmonoV0t/Yccz0dH4SkCkpyEZICOmusXYtBm/D1zCSv93VZRi2enlOKzbuOYsN7taHlZXYrnp5TCouR9h8hqYBilZD0QLFKCCGEkAuRCvMSUT0L6W5tPeZSIT4ISRU0XCEhPawzx9q1mXW4usim+trVRTbYzNSaI5EMPYfNu45iV21jxPJdtY14YddRZOipXQAhqYBilZD0QLFKCCGEkI5KlXmJqJ6FdLe2HHOpEh+EpApKchHSwzpzrN0skw6Pzx4TczG8usiGdbPHUJflJFw+IaYiTlFV2wiXT+jmEhFC1FCsEpIeKFYJIYQQ0lGpMi8R1bOQ7taWYy5V4oOQVEHNJwnpYRcyvrPa2LuDso1YP6cUDS4eLb4AMg1a2Mw0Jm9b0FjbhKQHilVC0gPFKiGEEEI6qiP3EV01PxHVs5DuluyYc3gTJ7HoPpv0NZTkIqSHdXR852Rj79LNVvvRWNuEpAeKVULSA8UqIYQQQjqqvfcRXT0/UZaJklqke8U75k42e+ELSAk/S/fZpK+h4QoJ6WEdGd+5o2PvOjw8vqp3obquCV+dddEYvVHMBg7ldqvqa+V2K8wGahdASCqgWCUkPVCsEkIIIaSj2lNXQvMTkb5COdY/OtKIsjj32RcyVxzVG5J0RU+WpE/oqi7rnUEZa3fJlr34MKrFUbzxnZONvVvf4o/ZXjcvdmmrpt7A7Rcwv6wQMhAxh0iZ3Yr5ZYVw+2nuEEJSAcUqIemBYpUQQgghHZWsrgQAvqp3wekLwKhj211Hkip1QoRES1SHqdQH7jnWhKfnlAKIvM+uiFOX2JZ60a7uDUlIV6IkF+n10uEk3d7xnZONTV13zoPbX/ws9Pfa75Tg7b2nsLNWvVXT+jmldIMHoNnD495XqlFZXojKskL4BQl6ToPq482495Vq/On2CT1dREIIKFYJSRcUq4QQQgi5EPHqSjy8iEWvVIfqeZ6dOzbhes62+HHb87tDf6danRAhimR1mEp9oIcXVe+zC/qZkBd1XLelXjRZb0iqNySpjpJcpFdLhZN0W3uRtWd852RjU0fLzdTHJLgUHx5uQIOLp4sVAJOeg4cXseG92jivs91cIkKIGopVQtIDxSohhBBCOosMAAzgEyQ8EFXPo+cSz8aSaYys/qSKe5JKlHpDUZax+q0a7AzrmQVEHq/h9YFq99n/uP+amHW3pV402YhRVG9IUh0lucgFSeVhAIHkw/p19Um6q3qRKWNTf6iybWV2K6qPN0cs8wuJJ6RsSdIzrK/QajQos1sjunoryuxW6DQ0jSEhqYBilZD0QLFKCCGEkAuhVqfy8h0TYup5qo83J7zn0HMsNs4bB78gwaBl8XldEzZVHaWKe9Jt4tWfhh/jG+eNi0lwKZQ6zET1gWpzcbW1XjTZiFFUb0hSHSW5SIelwzCAPXmS7speZPHGpq4osmHeVUNw7yvVEe9P2qqpnT3DeqtmL48FZYUAYucOWVBWiGYvTbhJSCqgWCUkPVCsEkIIIaSj4tWpNHtj63E2VR1VnZ+ozG7FihnFeOKdg9jxxdmI5U/PKYXbTxX3pOvFqz9d+50SLPnLvtDytjRQH5ZrTjhXXXQ9Y1vrRZONGEX1hiTVUZKLdEgqDAPYFslO0hl6LjRRaWf3ROvqXmRqY1NzGgZTn94JDy9GvDdRqya1lh59lUnH4QcbP4k7d8iWn1zV00UkhIBilZB0QbFKCCGEkI6KV6ei1og3fH6ih6aNgsMTgNnAQZZl/PrvX0YkuIDzibA1M0u6pvCEtFKrP7WZdZh31RA4fUL7ht1sreOMN1edWh1jW5NX7e0hRkiqoSQX6ZCeHgawrWxmHa4bmYsReRaU5mdHdE3/4pQTnx1rwtK/7Au9vzN7onVHL7LoebwcHh7jBufEXJQ2VR3F5vnjoWGYmJYjai09+iqGASYO7Re1jAEQXK5heqJUhJBoFKuEpAeKVUIIIYR0VLw6lUSNeC/KMsLLC2jy8PAGRJxx+PBf4wrwz0MNMY2Bd9U2ghcT95wh5EJF15/azDq8dMdErNpWg7kTBke8N/zYNulYVJYXhuoyc0xamA3nq/Gj6wPjaWvyKsukw5pZJVj6+j6qNyRpiZJcpEPSaazWJVNHYsWb+yMmYyy3W7HyptG49bl/Rby3M3ui9URX33jDGJYNs2JQlgE3luRh/lVDQi2p61v8nV6GdKbRAIunjMSqbTUxx8uy6cVgNHIPlo4QoqBYJSQ9UKwSQgghpKPi1akoQxNqwGBnbbDew6QLzrn17Pu1WPp65HCFiybZcdc1Q/Hrvx+OWZfbL3RN4QlpFV1/um72GKzaVoNdtY2obB3WW6Ec23pOg9smDMbmXUcj7qE70jA/Xj1hdPLqZLMXK9+qwaX52aF6w2yjFoOtJuSlyJQ0hCRCSS7SIekyVmuzJ4AVb+6PaeFTVduIFW/ux61XFERcMIDO64nWU119lW7LjW4eoiRDlGS4eQHfNHtxotmL1dsORLRgurrIljLDS/Y0Pcti1ds1KC3ICQ2rpPT8e+Ldg1g+o7ini0gIAcUqIemCYpUQQgghHRWvTsXDi3h59zHMLxuC+WXByviLc4x44t0vUBVV96PUBS2eMiImyWXSscg2abtsCgtCgNj601yLPnRcRvdKVIbdXD+nFC/sOhpTl/nZsSb889BZjBucA5dfaPMxm2x4w/AhFXccrI/4LNUZknTRJ5JcQ4YMwbFjx2KWL1y4EM888wxkWcYjjzyC5557Dk1NTZgwYQKeeeYZFBfTg3c86TJWq5sXVLuwA1BtNaHorKEE2zMZZGfKMung5sWYcX+VyVXvfaU6lOhKpeEle5qHFzBHpbVMmd2KBWWF8PDUyouQVECxSkh6oFglhBBCSEfFq1OpKLLhtgmDcU9YvcbGeeNiElwKtTohpefXsq37sTPs9c6cwoIQILb+1OU73+hc6bkFICLRZdSyEcclEDxmn55Tis27jnZo2pVEwxumy5Q0hCTSJ5Jcn376KUTx/Elk//79uP7663HLLbcAAJ544gk8+eSTeOGFFzB8+HA8+uijuP766/Hll18iMzOzp4qd0noygdMe7qgxl6P5BfXxlzurJ1p7JoPsTGoTWwLnL5qV5YURlU2pNLxkT2LAYLNKaxnl72XTRvVEsQghUShWCUkPFKuEEEIIuRCDso345S2XosnNw+kTYDFyMHAa3Ph0VcQINfHqdhTeqLqhh6eNxLPv18YkEto7hYXDw6PBxVNPMBJX9FxXZgMbek3puVVZXhga9aDQlgFvVEMwk46N27urM6ZdcfoCMXOAKaMvbKo6SnWGJC30iSRX//79I/5+/PHHMWzYMFxzzTWQZRlPPfUUHnroIXznO98BALz44osYMGAAXn75Zdx11109UeS0wACYWpKHeSk8x1O2MXGySs9pYpZ1dk+0tk4G2RHhN1RZRi0y9BxcPgF+QYzbCmNXbSPurBgasSxVhpdMBYl6/hFCUgfFKiHpgWKVEEIIIR11stkb04B37XdKcPngnIhlanU74Uz6YM8tpe4qy6jFg6/vV33vh4cbcMrhw5EGd8LElVrZqCcYiRY915WeY1Fut4Z6Hnp4MdQIvdxuxf/812VwseePZ6UHl0Gld5ciXm+rtiZhs4zaUC+x6NEXnp5TCkuSulVCUkGfSHKF43kef/rTn3D//feDYRgcOXIEp0+fxg033BB6j16vxzXXXIOPPvooYZLL7/fD7z+f1HE6nV1a9lTi8PB4QKWnEJBa47XmZupRUWRTLWdFkS0mKZdqPdESCb+hCu+2vKu2EX+svCLhZ006DiYdCw8vptTwkl2hPXHqSjLpLE1KS0jXoVglJD1QrBKSHvrysyoh6YRiNb54I9Ss3nYAm+ePB2RgZ23wterjzRGJg3AVdhv+cbAeT+04PyfXb78/NuF3H2104yd/+hyAeuIqXtk6o1cNSU0diVW1ua5sZh1eumMiVm+riThey+1WrJlVggEWAwTREzqeK8sLsXnXUcydMDjxd3kDofnlsoxa6FhNqPeYIl4SNkPPqY6+UF3XjOklPhTkmFBd10S9FUlKS9zUoRfaunUrmpubMX/+fADA6dOnAQADBgyIeN+AAQNCr8Wzdu1aZGVlhf7l5+d3SZlTUVvGa00FWSYd1s0eg4oiW8TyiiIbnpg9BjeOHoh/3H8Nti68Cv+4/xqsn1OKvDRocRN9Q6Vc9JQLUk5G4lYWGa1JsetH5qZNUq+j2hOnGfrEeX9TktcJIR1HsUpIeqBYJSQ99OVnVULSCcVqfInqnTy8iBtLBmLjvHF4du5YjCvIwYM3joyp+7m6yIbHZo1GzQlHxPK8rMT1Pv3N+tD/f3i4ASve2I8zTh++qnehuq4Jp5y+tKgTI52nI7Gqdgw3uHjMff5jLCgrxDs/rcD/3XUl/npfBZ747qUIiDIOnWnBijf2Y35ZIcrsVpTmZ2NXbWPS3op+QcTr/z6Bc24eDm8AS/8SPwnr8EQeny6fEJPgUhrTb9t3Cjc89SFmPfsRvvU//8Q9r1TjZLM36bYT0t363JPlxo0bMXXqVAwaNChiOcMwEX/LshyzLNrSpUtx//33h/52Op195obEmWQ81lQar5UBcGNJHuarDKvYlUMJdqUGF489x5qwaLIdpfnZyNBxGFuQg9KCHGyqOgpBlFFmt6oOBVRmt4IXJbz40df41S2XYoDF0ANb0H3aE6cMkHC/JT4jEEIuBMUqIemBYpWQ9NCXn1UJSScUq/HFq3eqLC/E81VHYu4vbGYdNtxWigdvHImW1vm7ckw6DLAY8KtbLo2YK53VJL5H0XGRw8V974oC/Pz//h0aLu7ZuYl7gqVSnRjpHB2J1XjHcIOLx+0vfoatC6/CFYX9IkZq2jhvHD46cg4l+dlYPGUEfIHgfHPVx5vjHrPldisy9Byq65qw4b1abJw3rl1DG6qVM7oxffjnqbciSUV9Ksl17Ngx7NixA3/5y19CywYOHAgg2KMrLy8vtLy+vj6md1c0vV4PvV6f8D29lSXJHE6pMsdTugyrCLRvwlKXP4BnbhuLU45g64lzHh4GLYtBWQY8c9tYOL0CFpQVAoic86LMbsWCskLoOAYHTznh8gkYYOn6betJ7YlTGTLuKB+KaSV5GGAxhCbbPO3wIi/LCBlyF5eWkL6LYpWQ9ECxSkh66MvPqoSkE4rV+OLVO5XmZ0fMGwQEE1GPzx6D9e/VRtSBVLROSTEo2xhRv/LvunOqdSaTR/TH0qkjIUgyXrlzIjINHCRZxm8/qI1IGiTrVZMqdWKk83QkVttSdxo9UpMgyaH6vrMtfvTPDH7npqqjeHpOKYDgMWvSsagsL8RVQ63gWA3cfhGlBTmormuGX5BUv8+kY3HXNUPBADhw0gE3LyLbqIVZZXQFtThT1jEmPzvhvHXtqd8kpLP0qSTX5s2bkZubi2nTpoWWFRYWYuDAgfj73/+O0tLgyYLnefzzn//EunXreqqoKc9m1uHqIhs+jJM8SpU5ntoyrOKFnmg74+Td3glLc4w6eHgR2/edikliLZpkhy8g4uXdx1BakIPKssJQD7bq4814efcxXD9yAF66YyK8PLUuCmfWccjQi3hn36mIG9gKuw33fKsIZl2fOmUSkrIoVglJDxSrhBBCCOmoePVOahX48Xqd7DzcgMVb9mJDVANng5bDva98gsrywlCdSYaOQ34/I5a/sT9mrqRl04vx6ddNoWEIE/WqqUihOrG+JBUTK22pO42ut7wo24AWnxCq71s02R461pZs2Yt1s8fgwRtHQM9xeOTN/RGJqDK7FU/PKQWnMjKZzazDpvnj4fELWPbm/ohjd+13SlBRZIsoh1qcKUMYbt51NOJ7w+sv21u/SUhn6TNPlpIkYfPmzZg3bx447vxmMwyD++67D2vWrEFRURGKioqwZs0amEwm3HbbbT1Y4p7TlguDMtfVB4fOIjdTH2qZe8bpw6Th/Xv8QqLo6mEVO+Pk7fDwWP7Gflyanx0aUtGgZfF5XRNWvLEfv7rl0pj9KUHGhvdrY26olL+XTh2B708cjM1VkReeCrsVC8oLsejlaowtyMbaWSUd3fReSQbw3D9rcWlBDua33ugqv8VzH36F5dNH9XQRCSGgWCUkXVCsEkIIIaSjskw6PD57DJZs2RuRJMg2xvaOKc3Pxqaqo6EpHcLvOTZVHcVppw+nHD44W4cxNOlYlBZE9lTZOG8clr2xP6aepaq2Eau31WDd7DG4/cXPAMT2qlGU2a24Z7IdPkFCQ70rpRIuvVmqJlbCj+HPjjWhsrwQ4wpy0M+sa51KxQeHV4j4jJbVYMP7taiua8aiyXaMK8jBjDF5+OW7X+LWCQXYtOtoa4+tpogeXcpxb9KxMOs5TB7RHx8fOYfK8kJcOaQf8q0mVNU2xDSWB4DV2w5g0/zxYIBQrKn1Vkw2hOEvb7k05ncIfz2VRtMivU+fSXLt2LEDdXV1qKysjHntgQcegNfrxcKFC9HU1IQJEybgb3/7GzIzM3ugpD2rPRcGGcDbe09hZ+3591YU2XDN8P7dVdykLAYtbOZgQi7XoofLJ8Ji4CDKMprcAQQkGV+ddXXohiO6S7GivSfvRjePW68oiGkJoQwt2Og+39tMSUD6BDF0UYm+oBm0LAw6FizDYGpJXqhSSc9pcMbpA9M6A0ZVbSPcvNiube7tvIKIWycMjvtbeAXaX4SkAopVQtIDxSohhBBC2kOt0fXjs8fA4Q3A6Q0gy6iF2cBhWslAbN93OvQ5UZZVe5goPVtONfsw/4VPQ8u/NaI/1s4swUmnFxl6Di6fiGyTVrVnFhCsP1k8dUTobw8v4t5XqlFZXoglU0fg+Dkv9JwG+0864PILEfN3AcF6tTWzSsCLEhzeyMRXKvZASiedVTfXVQZlG7F+TimaPQGs3laDy/Kz8dSOQ/jBxCEwaDWQokbv9gsSvjzdgpfvnIgN/zgEAJjA9MND00di+dZgErayrBAb3quN27Oqwm7DIzcXo8Hlx+ZdRzG79CIcb/JigMWgeox7eBGVL3yKd+6tgCDJcPsDyDHpYnp3xRvCEAju7yZ314+mRUg8fSbJdcMNN0CW1cf9ZxgGK1euxMqVK7u3UCmmPRcGh4fH4j/vjUhwAfG7gveUDB2LV380ESverIk4kZfbrZhfVoh5m/bAw4sdauHRWUMhCqKk2hJC+XvljGIAkQnI/7vrSgDxuwqv/U4J3t57UnWiyTK7FZXlwQui0yfEvN4V0uWmTZaQ8LdYRi3OCUkJFKuEpAeKVUIIIYS0VXSja5tZh1d/dCVWRA2tVm634tGZJZBkGe/sPwMAGNzPhFXbDsS951g8ZUTE8v984wAvyRFzeD07d2zC8rl8kY1zPLyI6romAAjVxyyabMfGqjg9Xf6yF5cV5ITee/3IXCybPgoPbd0fUbd0/chcrLypGL6AlPJ1KKmgO6YpuVAuv4CHt+7DpQU52LzrKMYP6YfTDi+27TuF0oKciKEvfbyITfPH46kdh3DbhMF4efcxXNY6B9ae1t5dGa1DfscdprO2ASverMGNowfiu5fn46TDB4f3/EhW0Y3lM3QcBEmCmxcQECVkGXV45K0DmHfVEEiyHFp/vLm+FMnqGC90NC1CEukzSS6SXHsuDPUt/pgEl2Ln4QbUt/h7/CICALwoxSS4gGArHBkIJXs60sKjM4ZCPNnsRUCU47YW2lXbCFGSYxKQZj0LIP4FLTdTr5rgUtZZ2TrBaqah608BqdptXI0MJPwt4uTJCSHdjGKVkPRAsUoIIYSQtlBrdL1u9piYBBcQrM95eOs+PDBlBL57eT78gpT0noOPqpxXW7fa8GzhLFH1J0rP9HtfqQ4tS9TTpaq2EQta62IA4JI8C5a+vi+iDCYdi+9dUYAHtuyNWJ6qdSipoKunKblQDg+PZk8AO2sbMb+sEJuqjmLJ1BGod/qxq7YR1XXNEUNfZpm0aHDxGDUoC5tbhybcvOsofnLNsFAj99L8bACJj7edhxsw/6ohyLXoQz0NGYaJaSwf/rcyB5gyFOJHRxoj5q0b3M+UcFujYyRapiF2qFFCOgsluUhIvAuDkuH3C8FWKhajNqIFgJpkr3cXNy8mvNGpDLvBaG8LD0uSk3Oyk7dyE3dnxdCE7/PwYkwCUpKC3Y/jXdCUcXijhzFUxqP2CxLK7VYYktzEXahU7zYeze1P3Ook2euEkO5BsUpIeqBYJYQQQkhbqDW6zrXoEw8fyCA0R9b/+/GVcddt0rHgWAYb540L1Y0U9DOiuq454n3Vx5sjetSEK7dbYdKzoXXkZupx6EwL7n2lGp6waSCS9XTJ0HN4du5YGLQsLAYupj4n2ZxHqVaHkgoutG6uqzV7Ajjt9AEINsSvLC9EvdMfOlbCh76sLCuEKAXrVJX6PmVowkduKg414ld6fyU73vyCBJdPhJ7ToPp4M8rtViybNjLiGIs+5sLrGT28GHGMLppsjxnCUHF1kQ05GTpcXWSLmEMv/HWbmY5d0nUoyUVC1C4M8YbDe/mOCQnXlaFPjUOrxRuImZMr08DhjNOHxVv2xlwQ2tPCw2a+sJO3chMX3pJHTZZRG5OA/MeXZ7Bosh2uOJVDJi2LZ24bi1MOb8TyQVkGPHPbWBi1GiyfUQy/2LVzYaRDt/FwyY7bVDmuCenrKFYJSQ8Uq4QQQghpC6cvENNQV8MwWDTZjk1VRyMSSYrw4QPNek61oe/eb5px6cXZ+J+/fhkx2k2F3Yan55RGJKk2VR2N6FGjKLdbg/UngfPf1+ITMLYgG4/MKEY/sy70ff2S1G+4/QIWvvQ5AGDjvHExryeb8yjV6lBSwYXWzXU1Nx+stzPpWFycY4SODTY2D+85GJ5M+t33L4ee04TqK5X/8kJwFKj8HCOmFA/A7LEX4VSzL+F36zkNzAYWu75qwIGTDkwdPQCjL87C0tf3h94TfcwlSpxtqjqKt+4pxyNv1oT2t0nHYtn0URhbkI3TDi9W3Tway9/YH/F7XF1kw7rZY+jYJV2KnixJiNqFIV4rko+ONOLG0QMw+/L8mOTRn/cch4bp7tKry8rQ4qU7JmLVttg5uV66YyLqHZEXhPa08MgyBSdAXbJlb4dO3kriau83zaiw21SHf6yIc0H+/T+PoPTiHBT0M0W0RlJ6agGAQavB9n2nIra7zG7Fokl2ZGcEJzfNNeu7dL6sVO82Hk3HIm6rlIoiG3RsDxSKEBKDYpWQ9ECxSgghhJC2yDJqVRtYl9mtMcmo8M8o9SF6ToNN88Zh/fu1EZ+vsFsxobAf9kT12tpZ2wAJcmgKCyCyR83D00ah2ROA2cCiocUPh4fH0/84HEqUmXQsNs0bhzf/cyIiebZ21uj49Tt2K/pn6kM9uWxmHUw6tl09wVKtDiUVXGjdXFdz8yKqjzfj4Wkjse8bBwZYDKg+3oxBWQaU2a2ormuOSM4Otpqwfd8pXDnUCgAwaIM3zC6/gPwcI/54+xVYve0AfjBxCDL0bPx7bbsVZ1p7kB2pb8HiKSNxoskDvxh5jEUfcwYtm3BkKAbA+jmlaHTzkGQZLMNg+Rv7sfQv+wCcT3o9NG0kvLyITIMWNjPNKUe6HiW5SIjahSFeK5I3qk/gj7dfgYe3xk4AunrmaMgpMsmCiWOxJGqMYyDYtX31tho8EDb5aEdaeAzKNmL9nFI0uHi0+ALtOnkrPecYBlg4aRgkyDEJqbsn2QGoJyAlyFj1Vk1UayQrNtxWiv6Zeqx552DcSVeXTBmJp/9Ri8dmjcaiV6q7bL6sVO82Hs3AslgxYxRWvlmDqqjjesWMUTCwXTu8IyGkbShWCUkPFKuEEEIIaYsMPafawDp8SLWI5FWRDTUnmvGLLcGK9V98ezg+/qox5vM7axshqXxeWXdl1Mg6Hl7Ev+uacMOoAZjzh48BAGtmjcY7+05F1L1Ulhdi/fu1Md+3evvBYA8tBhH1LBVFNiy81o5bn/s4lNSqsFuxcd443P7iZ6FlyeYFS7U6lFRxIXVzXS3bqMWrn9Thf2+fgNm//Qiv3TURr35Sh5fvnIhh/TMgycCG1uSsScfi7XvLcfCkA98eNRDXjegPm1mHcrsVGXoWz8wdi4e37kdpQQ7+9+Ov8YOJQ7Dw2mGQ5Mj6xIoiG+6ZXAS3X8D/fVaHB749Aqu3H8DCa+0x08uEH3MmHYvcTB02zhsXKpOizG7FpvnjYW1tGO/mRfzz0Fls23sy4rs9vIilf9mHq4tsNLwm6VaU5CIRlAtDo5uHKMngRSnUykTJ2nt4EStvKo5JcAHB5NGyrfvxxHcv7aEtiORKMCdXcAznYJezC2nhkWXq2IVTSVyNHpSF21/8LGIyR2W83MoXPsUbd5ehaEBmRALyR1cPxcadRyJusoDgDRwYBqtuKk480Ttk7KxtwMlmLy7Nz8b8q4ZEtM5Y8cZ+/OqWSy/4YpTq3caj+SUZa94+iMsKcrAg6rdY8/ZBPDxtVE8XkRACilVC0gXFKiGEEELawuUT2jyfepndinsn22HQsnjrnjK4fCKyTVoIkozLh/RDyUVZMb1PopNZ8QQbbpcgIIl45c6JMBs4ADIeDBveDYjfINzDi7j9xc/w5x9fiflX+SLm77r9xU8jem0F63MYLJs+KtQLRpk3qUplX6RiHUoq6WjdXFfLzdTjv2+4BCebvfDwIj6qbcR/33AJHn/nIOZdOQTP7zwSkcx18wJ+eOUQCKKAFTOK8fg7B/Hzb4+AJMnQshrsqm3E7eVDAQDPVx0J9QQLr0+sb/HDYmDxu3/WYtSgLHh4Ee99cRajBmWFepAp3xk+F11leSEOnHTirf+cjInH6rpmHG1ww5qhw5kWP1a/VYP5ZYVx45aG1yTdjZJcRJWGYbDirf0RSZTwbuLJJgB1egOd0hPoQrV4E3fl9vIC/nH/NR1q4XGhw/wpPecOnnLGTOYYrtkbgMPDR7RMCYgSntpxWPX9Ow83wMUnnsjdFxBhM+uQk6FDdV1TTOuMBWWFaHRf+MUo1buNR/O2Xvjf++Ks6uv/fUPXzmHW2bpyKEpCehLFKiHpgWKVEEIIIWqir6kOL5/w/Rl6Ds/OHQs9p8GXZ5zIMunwyFvnp6Uw6Vhsnj8eG947HFFXoox2ExDVRxsalG0MJcrMBhb1Tj+eePcg7v3WcDR5eHgDIgwqvasSDSvo4UUcO+fBT/50fu6t6CSZYmdtAx6aPhL/uP8atLTui1vH5ePB1/elRR0KSS7LpMPYgmx80+SFzazD5JG54AMSnn2/FgMsBuypa8aiyXaU5mcjN1MPt0+EzawHxwKegIhZl+fj6X8cwr2T7fDwIkw6FiYtG5FoVatP3DR/PEYNysK4gpzQ57Qsg/FD+mGoLQN6ToNRg7IwYXA/fHfsRfjXV40YfXEW6p3+iLpgk47FXdcMxdTiPKzeVoOlf9mHjfPGYWdtI+ZMGKw6tOG+E82QZcAviKiua6L7ZtItKMlFIpxu9qLJG8Ca7QdieglFtCzwJa6UcPoSJ1m6S6axbcPlHWlww2LkY066Dg+PRjcPQZIhyTI8fgFZJh0MnAYr3qzBjoP1offGG+YvUYXIoGxj0nmrGACLXqnG6ptHI8ekxbBcMz77+lzCz3hbL2CV5YUYW5ADTsOgX4YOAVGC0yvAmqHHCwvG49FtB+IOB7BiejG+qnddcEVOKncbj+bhReTnGPHM3LHgWA1avMFtD4gS7n7pc9XJblPVyWYvFm/Z22VDURLSkyhWCUkPFKuEEEIIiaZ2TX35jgkJP+P2C1j40vmkUXiCCwB+dPVQ/OHDr3BpQQ7mt/ZoUXpybfnsG9x/wyUx85l/Vd8CHavByWYv/IIEb4BF9fFm/PNQAxZOKgp93/Z7ymPKo+c0Cect6m/Wh96bbJ4tj1/E2MGWiGXpUodC2sblE1B9vBm//f5YrHyzBneWD8Ufb78Cxxo8eHpOKV7efQwmnQYWoxVZJi1ESYZWw8LFC6FhPOdOGIxB2UZUlhdClIMjb5l0LBZNHobrRw1EQJBbjxcOp50+SLKMDe/VYtFkO8qGWUNz3v3vv47h17dchuXTR+GX736BKcUDcMbpx46DZ5BvNYWOV2XdU4rzsPtIIx7Zdj7mQu/RsjFz6Zl0LDbOG4dn36+NSDjTfTPpapTkSlE90VLU4eHh4kU0efiYBJdiV20j7qwYiuyMxMkjizE1Di0Dp4nb1bvcboWB02Da+qrQjcnXDW7k55gwwKKHhxex7I39uPWKgpixocvtVswvK8RHXzWGKmg+PNyAJVv2Row5e6rZiw8OnUVuph5+QUKTJ4BPjp7DtcP7I6/1xK5nNRFdhcOV2a3Qcyx2Hm7AQ1v3YfqYQbhmeH9k6BPvX0vrBKxqY+guKCvE2ncOYvGUETGTryp21TYiIEq44amq0LILuSAl6zaeKi2js81c3Lnm/nj7FRDkxDenqcLh4WMeGgD1Y5SQdESxSkh6oFglhBBCSLh419SPjjTGrbsps1tRfbw59LfayEJXF9kw+qKsiMp25bPLpxdj7dsHsCOsZ3lF67CEj26riVheZrfi5TsngtMAr9w5EZkGDmY9F1Nns/+kI26dy+b545Bj0oaSavn9TAn3SaaBU21gTPcWvYPDw4MXJbxRfQLTSvJw1unH0P4Z+KbZC6tZj2c/OIz7rhsOrYbBOU8Abl4Ep2HgEyRoGCZ03LEaBhk6FlcOteKzY+dww8gB+N3cyzEox4AVb9bE3GuvnjkaNrMOYwty4A2IeGHXUVTXNePpOaU45fTi1U+P4d7rLoEoSfj9h1+h8qpC2Mx6+APB5Nlv545FbqYey97Yj8qoYQmVebxEWY6pL60sL8QGlfnq6L6ZdLXUyESQCCebvVj8573YWdu9LUUd3gBWvLkfd109LGGLlAw9hwwtmzB5lKFlO16OTkx48JKIR2eOxr++akSuxRDaljMOL64cZoNfFGJaHQDBSRrvnmQP3SSpzT0mI3by0g8PN6C+xY8skw4OD49j5zwxkzCW2a0otGWA1TDItRjQ5OFxR/lQTCvJw4CwMp52eJGXZYTDF+y2r4xDvXjLXqy6qThp8u5ZlYuK8ndpQQ5WvVWjOvmqosUf2Ruvqy5IbUkEdheDhsWS1/fFnWtu7aySbi1PRzW4eOw51hTq8h4dwzQuMkl3FKuEpAeKVUIIIYSEa3DxMQkuANhUdRQbbisFwzARr183oj9+et1wnHXxofniOSbYiyq8R7hRy2HzrkOqdSCrt9XgsoKciGTWztpGPLx1X8zyXbWNYPAFLivICdWVXDciF8unF2NVWE8WWYZqnUt1XTNkmcHKN2tCjccXTbYnrL8RJBlTf/NhaBn1eOldGt08MvQcfnnLGLj9ATz3w8vh5kWIkgyNRsbCa+3Yd8KBwdYM/OtIIyrsNvAywDAi5NZRNk06FgaORYs/AJZhIMuAmxeg0zIxCS7g/L325vnjwYsS9ByLz+uasX5OKV7YdRT3XT8cVrMeq7bVYPGUERg1KAvWTB2qjzVBBrByxiicbPaCa50DbO6EwaF1m3TB+t4Kuw1MWBJOEW++OoDm6SJdi5JcPSw6oWPWc1i+dX9EggsInggWb9mLDV2Y8XbzIqrrmtE/U6ea+FHm5DIbOLgDIuaXFUIGYhI488sK4Q6IONnsbdNFWdkHLn8AWUYdlkVt/4Vc4DM4Dn5Rwtv7TkX0TqsosmHiMCt0LIsXVZJYOw83QJJl/Oy64XHnvoqe/FTR6OYhn26BUavBcx9+FTfR9NCNIyFIMkx6Ds3eAN7edyripqeiyIaHp42CDBmLJtuxqeoo/IKEnYcb4BclVJYXggEit8tuxYLyQngDUsLeeJVlweTW/ASTr5pVeot9eLgBJ5q9aHDHDu2YSLzEZbJEoEnHduvFz8WLCeeac6XJsEoufyBhDLv9iYfIJCTVUawSkh4oVgkhhBASXh8gSOpzYwEAx2hw96RheGDKJXD5RFiMHPQci0fe3B9Tn6PMF68kuqLrpsJV1TZigUrdR1uX7/iiHhJkVJYVorJ1KMQhtgzVuqLK8kKsf/9wRFk2VR3F03NKQ+sObUdr/Y0U1bOderz0Hg4PD78g4WyLH4OyjdBzGvgECW5/AP0z9WAANHp4DMwywuENYFPVUUwryYPbL8CoY6GES2V5ISTIcPsl+AQRpfk5yNBrIUhSwuP+IVYDk47D2RYfnp5Tigwdhz11zRCl8z0iPbyI0vxsAAxWbz+IZ24bi4FZBpxy+ODwBu9xlZ5bJl1weMI/7zmOh6ePwjdNnpjvTTY8Z0uSKVsI6ShKcvUgtXGIK4psmHfVEHx0pDFmnoKdYb2EFGecPjS5eTh9AixGDjkmHQZYDB0qj9sXfIDnWI1q76VgixZg9c2jcdblx5Ite7Fu9hgsmTqidZJODvVOHxZv2Ytn547Fmu0Hk16Uw/fBosl2VNc1dWqXVgmIaEGj2Hm4Acu31uDn374kYTLonsnxb8AA9ZO32y/g1uc+Dv2WHx85F/Nb7qpthCDJWLJlLx65qRgbq9QTbY9uq8EDU0bioiwD3lhUBn8gONeW2yeAAYOpJXmh8ab1nAZnnD4wYOD0Jr5oJLvolNmtCIjq7/m60YOFL33e5uRjojksAoKE9e8djpsIXDOzpFtv6pLtt3S5GGcbdfjNPw6jtCAndBOutDh/efcxrJhe3NNFJOSCUKwSkh4oVgkhhJC+Lbo+YOO8carvu+uaodByDNa/d753VLw6op2HGyDLMta3Jo78ggQ3n3he+Hh1IPGW81H1Ie99cRZzJwzG7S9+BgD4Y+UVqiMgWQxcTC8WDy/i3leqUVleiMVTR+L4OU9E/Y3anPfU4yX9RY/S9cqdE5GToQXLALYMPWQEj78Wv4AsQ3BKGA8vAjJw5KwLQ/tnQMexKLNbg0MO8iIu7qeDUcuC0wTvsxPkjAEER+yyGLTon2nAq+8dwtyJQ/Cjq4fCqNPA7RNhM+uQbdLinJuHyyfAw4v4xZ//g99//3KYdCzk1q5k1cebMXlEf8ydMBgv7DqKSwtysO7dg1h4rT3mO5WEWDyZhsTT37RXqkx/QnoeJbl6SLxxiJUeRPGGkXOEVRbUNbqxNGoImHK7FWtmlaDAmtHuMvUz6/HrfxzG0qkjE7YE8AkSskxaPD57DDZFJcPK7FY8PnsMskzapBfl6H3QFV1aPQExbhJrZ20D7vlWUcLPq/VmChd98g4fKzrZb+nhRXx4uAE+IX7Li521jZjf4sO2facwxJaBb84FJ6XMydDhyR2xXfGVMjw8bVSbyn1RjjFmbGll3i5AjhkCIPyzbUk+JpvDYsnUEXG3fVdtY9Ib1c5mMSa+2Hb2xbirBCQJt00YrNrifEFZIQJSesyBQkg8FKuEpAeKVUIIIaRvCa9w7pehw8OvR47UU328WXVO8kmX5GLdu19ELE9UR1RV24ifXGvH3Od3AwC2/OTKhOWKV/Eeb3l/sz7h+mQZqr284yXxPLyIDe/V4uqi/gAAhmFw0uHDjoNn8PCN6vU36dIYiMQK1YWFHftmA4sWn4BMAwcOgF+U0OITMCjLCKcvAFmWcePoAdCwQOngHHAMA16SsKCsEAatBgFBholjUfPNOYy6KAtGHQuGSVyODD0HNy9Ao+Fw9+QiNLT4cd3IAQBkZGdo8cR3x6DmhAODso0wG4L1n7deUYBskxb1Lf5QvL76SR1eumMiGlx+7KxtxILyodjwXi1GDcqKied4MQ4EG7zbzJ2XgErUqJ6G++x7KMnVQ+KNQwzEHwYPOD/26RmnD2vfOYjKssJQT6pMA4czTh8ef+cgVtw0ut09ugKihC9Pt8QkNaK5/QL6Z+rx8u5jqi1aX9l9DCtmBFu0xrsoOzw8Tjl8mHNFARaUFeLzuqaE3dYTrSvxZ84nSdRa2VgzdKqJnNBntGzck3N51OSnSkXHva9Uh5ZV1zVj8ZQRqvM3cJrg1cjtFxLOgeYPS4ItnjICT7z7BR6eNiphcsjAaZJO2lput4LTMCgtyMGDU0fiWGtrourjzXh59zFcP3JAzBAA0RO+Jks+Nrh4HDzlxMZ545Br0Uccp4u37IXbn+RY6+ZhjMy6xHPNmXUdn2uuO4mSHDc+X959DIunjOjpIhJyQShWCUkPFKuEEEJI36HWayt6Ko7wofvC6zQYJna4wUQj0Jh0LEw6FhvnjYNfkKBjWVQU2VTr2aLrbpItL7NbkW3SheYAU+pmrBn60PcNyjFgpcpcSMkYdRosfOnz0PcsKCtEQJZC6zVoWew70QxZBgxaFtV1TdQ7JQ2p1fnWO/24KNuIFq8AUc/CywdHapIg49/Hm3B5QQ5+dsMlEEQJB087cVG2ERajFjtqTmFe2VA0uvxw8SIG2zLg8gnQcRq4/ULCe21ZlmExcJAB8AEJ3oAISQZ4QcTgfhkYaDFi3wkHxhbkwC9KKLNbMW5wDgKiDA8v4uBJBxaUFaLe6cOqbTWYO2FwKPYA9XjeVHUULywYj+ljBiE3Ux86rs84fZg0vH/EcXwhvbCSNaqn4T77HkpydTMlgBvdPDbNHx+6WEYnWdQu5t8a0R+Zeg5f1bsgyBLuu+6SiIkvgeBJbNn0Yji8fCjJ1daTBi+Iocx8IsGkkJCwRavSA0etha5apr3MbsVNYwbBZtbh1isKYpI9r35ShxyTDl/Vu9p18lN6YinjxkaXt6LIho3zxuH2Fz+L+Q3K7FaAQWgs5vD9fHWRDatuHo2vG9x45c6J8PACqo83RySElO/85btfRPQmK7NbsWneeOw+GlxmMXIJ53ngWptmKN9fVdsY0aNPzTkPjxUzivHIWzURFzvl93l59zHMLyuEKMnYVHUUU4oH4MApJ0rzs1Gan43pY/Lwj4Nn8PeDZ0I90cKTeOFJuUY3D5x1qf4eHj6Al+6YqHqcvnTHRMitvcXiJfgyDd17ipIlGY/OLMHDW/dF7LdyuxWPzSqBnKwveIqQgYTxmR5bQUh8FKuEpAeKVUIIIaRvUKtwVqvXCh+676EbR4IXJGQagsOlRYvXy0qpa3nyb1+G6lpMOhab5o8HgJgpQVbdPBqPbquJWEe53YrVM0vw2PYDEcuVa/uRBldEMurFBeNhMXDQaTVo8QYgiLJqgitRL5YyuxWCeP6uIbwxszIMopK4e/b92og5v5TeKRk6loZmSwPOsEb6Sp0Xq2HQ4hdgNnBgAJgNHDiNBg6PH9ePGogmNw9/QEKTm8eoQRb8p64Zf605jWXTi9HiF5CXZcQ5tx8AA7OBw87aekwZmYeVNxVj5Zs1qvfa35zzICvHBE9AhMsvYECmARJknG2R0ODyQwaCQyEGRDAMcFfFMGS09jhjGQZzJgzGy7uPYeG1djy6/SB+dt1w3HXNUGS21rV6eDE0lc2DN46ABhpAAxhYDSRZRoaeCzV2N0U1bguvG1b20VVDrdBxGuRk6JIe24k6j9Bwn30TJbm6UbzkTnRvGZOORVGuGW/dUxY6GXh4AQMy9Xjw9X3YWduI9+6/Bsve2h9z4ayqbcTqbTVYffNoAMCpZi8+OHQ2lD1v9gRwtsWPfhlauP1ixEUxy6jD0tf3obQgJ+5FucJug1EbPDG9GDVUoUnHorQgByYtC7dfxDs/rYCGAQ7VO5FlCM4VFi/Tvqu2EU+8exB/rLwCj719MKIC4boR/fHnH1+Jh7fui0gWtaULKgOExo0161msmFEMQZLR4g0gQx/sUfSnfx3Dw9NG4tHtB0PJFgAYYDEgIEoosBrx2MzR8AkSPH4RWUYtbGYdzrp82Fh1FPPLhoRuSMJVlhfGndtMAwaXD8nB1UU26Dk24Rxo4ROeKseIMUnLZ6OWxTmXD2tmlcDNi3D5Wi+kDCBJMuZOGIzFW/bid98fi7/85EqAYVCanw2GYfB5XRPueaUalw/Owe3lhRhg0aM0PxvVx5uxZMte3HXNUEwtzsPqbTURv5Pa75Ft1GFJ1JCawPnjdO2sEmyaNx7r3z8cU2m0ad54aJJ0ve5sIgNs3vkVHp05Gt6ABKc3eONo1GqwcecRLChX72GZahiAWpyTLpEq411TrBKSGMVq56JYJV0lVWKVEEIulFqFs57TJGzUOuuyizBqUBYAIHDaGbPOeAmjyvJgw91LC3JCc5QbtCx2H23EjDF5+Om3ilDf4oee0yBDz2H9ji9x24TBuO/64RHzyf/ug8NYPn0UfnpdUWh5Y4sfNaccuPaS3FBPrr3fNEMGsOLN/aE6qWfnjlXdD0rPFg0Q09h5QVkhHJ7IBsu7ahsjhpyrLC/EhvdrY7b5w8MNWLxlL+6eZIfbL8AvSGjyBPDJ0XO4dnh/5NHQbCnF0trgP1GD+9U3j4YvEIAt04AHX9+HOyuGQsMAei0LUQKG5Wbiy/dq4RVEZOhY+AQJVrMefGvyuDQ/B4+/exBzrxgcqvtT7rUZBtAC6GfWBRNcPgG5Fh2+bvAgJ0MHLcMg06iFLAMaBjjR7MXALAMMOg2yjTr4BQkNbj/++//+g7uuGQogODznoTMtuH7kAPy7dY6uS/OzMXV0Hp545yBubU2ILbiyEHk5hoj59YBg4m3lTaPh8AQT2uEJLrV9FF7HqHa/pJZIDD/PSDI1Q+trKMnVTRIldwCEesuYdCw2zRuPVW/VRFwQgyeDYhw83QIgOHarWhLKpGNxWUEOfIKEz4+dg14bnCjwnrAkWkVrb6/6Fn/ERdHNi9hV24jqumbV7uNldisqywtxtNENA8dGlC/eSUnpWfbIm/uxZOpICJIcN9M+YlAWnvzblzEVCLIs4+Gt+2O63ybrgnqy2QsNCyyZOhL7v2lGoS0HK97YH7Nfl00vhj8QwNaFZTGJm4oiG+ZdNQSvfVKHVTePRp7FgAYXj6MNLuRk6PHgtJFwegPYfm85TjuCQ/A1uIIn7ETjR++sbcDCScPwvXH5aPLwCedAqywfGvpbGeLQlGT4n0w9Bx3H4qHX96neWL28+xh++d1LYTXrsXzr/pj3KIlXAFh9czFe/aQOu75qxNNzSlHv9OGRqJ5ZJh2LMfnZ+LrBjdMOL7JMwVYXnoCYcNsEScYz7x+OmwhcNbN7J3IPSBJ+cFUhlkXtkwq7DctnjEqbOTdkAD+YOASnHN6I5YOyDLi8IIdanJMOiZ44F+i58a4pVgmJj2K181Gskq6QSrFKCCEXyqkyvcT+kw5snDcOG96vjW3UOn98xNw8LMOgwm6LOCcqCSMGiOylMsyKy/Kz4/awdvmEUC+sF+aPx4zLLg5dw/1CcMi2M04f7rh6GHYfaUQ/c7BROC9IyLXosbGqEb/866HQeivsVkwo7Ic9dc2hZYkSeEu27MWm+eMxv8UPvyBFTAuhJPXCNYUlvhLWIx1uwI+vGRbRyLrMbkWhLQMmHZv2jSR6U8MPm1mHq4tsGJOfHbeh1KPbD2D59FFw8yKq65rRL0OHTD0HnyDBxwsQJeD3PxgLDROsA3b5BGiMHPScBr7WHpC3jh+MHLMupu4v2IOxGEYti7MtPMwGDgFRxsAsI3wBAQU2ExgAgijDL0ow6zSw6DloGAYBUYJeq0FBjgkmHYtrhudCxzL49Y5D+PJ0C16svAJP/v0QXrpjIv5zvAmr36rB5UP6Yft/TmDJlJHgNAyWvRnslGHSsbjrmqGYdEkuAKDR5YcoSdAwTKhuOF4HgQ8PN2DFG/uxYkYxlr6+L2berYemjQSQOJG4ju6p+pQ+k+Q6ceIEFi9ejHfeeQderxfDhw/Hxo0bcfnllwMA5s+fjxdffDHiMxMmTMDHH3/cKd/f1jm4lk0fhWfePxxxcgKCF/S1bx/EpvnjcbbFD6fKcHXxAju6t9jO2kY8sq0GpQU5oWHoCm0ZUBqPhHcf/9l1w+HyCehn1oEXJHAsg//565eYM2FwxHfHOykpPXYWlBXiwdf3Yfn0URE3ArwoITfTAC3LgNNA9UblpTsmqCZzgOBJ70SzFw1uPuICqCQVV99UjFMtPvgFCcveSNDzbeZoPLw19vWdhxsgyTLGD+mHY+c8eOa9Whw87cRLd0zEg1E9lMrtVvy/H1+Jr866odVoYNCqd61X6DgN8rKNONHsTfg+v6AkJ22oqm1Amd0KhgnucwaIqjSyhlpFr3gzdnuUv0sLcnDa4cVLH38d0/pJaZWsJF69AQk///YlWODiAQYYPiATD76+P7TORK0uls8oTjjnmScgxhzrip21DaEWKt1Fp9HEVMQpZVm17QBW39y9SbeOYgAYtBps33cqJlG9aJI96eSkhERzePiYijjgfIvCDd083jXFKiHqKFa7BsUq6WypFquEEHKhLCpTVcgy8KxKr6TqumYcbXAj26TFl2dcsBg5GFkNls0YhVVhUy54eBGv7D6GR2eOxteNHnh4EfrWoczWv38gbn3Hz2+4JLQsJ0MLXyC2PoLTMNAwwBv/ORn6vkWT7aiua4qtF6pthITzjdOBxAm8DXPG4svTLfjFn/dGLI+ew10RPoRhonnIAMRMXaGUdc3MkrS+bqiNfJXODT+yTDo8PnsM6hrdCROynoCIFl8AleWFeGrHISybNgpGrQYZOj1afAIyWocFrHf6YTFyaPEJyDRwMHAaBCQJuRYdHtt+MPZe+3ADlr9Rg1U3F8OkZ8EyDGRZhlnHgtMw8PAifLyAAWY9HF4BF2WbsPKtGtx59TAwACxGLQ6cdOBPt0/Ao9sP4L7rhmNXbSMWTbbD5RNw6xUFWPfuQdx//XA88dcv8dD0UdCzGix7Yz8evHFUKMH1zG1jYdBqsO7dL0LHqknH4g8/HBcq69jWumk1l+RZsPQve2O278PDDZha1xxKJKrVR++kubn6nD6R5GpqakJZWRkmTZqEd955B7m5ufjqq6+QnZ0d8b4pU6Zg8+bNob91us4LArVWLeEyDVq889MKuHwCFpQPxaUFORFzdZl0LOZMGBya3+mte8pi1pFoeDzldeXEEZ5YU15/eNqo0Gc8vIgN79ViXEEOBFkOnZCCE4c2Yn5Z5PAyiVqbVNU2YvHUEahqvTFQzbDbg60MLspicNfVw3BH+VDsae3Cnmz+qa8bPVj40ucRF0AlqSgB2PB+LSrLChP2KPIF1HvGKfvnwanBFgL33zAcFoMWy1USSFW1jVi2dT9W3lQMvyDC5RMTzruWoQuGnznJvFP9zfrW5NUQvLy7DneUD0VAkDHAoscvpozAAwyDJg8PQZRx2uEFAwau1pYgiybbVYcFqCwrBMswuDXB/BLKXGBObwDfe+58snfjvHER5UvU6uKRt2oijjsgshux2y8k3HanL/Hrnc0vSPGTbocbkt5wpgotq1Ed4kD5WxnONF30phZd6aq+xR9TEafYebgB9S3+bv1NKFZTE8Vqz6NY7Rq9KVYpTlNDqsUqIYRcKKXnyodhSYqSi7Ii5pUCIhvJLv3LvtDytbNKUHW4HgvKCrF46ojQ1B0NLX58fqwJI/Ky4PAGkGngIMlIWH+zZOr51idmAwcPL8Y0VKmwW5Hfz4TPw3pnJarX2lXbiNvDRtmJl8BTRqV5dNZobJw3Dn5BwhBrBv59vClimhJFmd0KWZZD783vZ1L9foXaPGW7ahvh5ru37qQzxRv5KtnoTalOSRatT3APuWzaKGQatCjNz8arn9TBExDBsgx0Gg00DAOfIEKSgsexUctCkgFJBt7/8gyuvWQAWngh8b12QIJRy6LJwyNDx8EriPD4BfgFGWY9B58kw2rWwxUQUXfOC4sxmKyWAdS7/HB4A6iqbcQPrgyOWDW2IAeshsG4ghxcXpADX0DCCwvGQ89qcNrpw+d1zWhprf/+0dVDcdrhxbaw2FMSX0p9KHB+xCo1iWJy9bYDePveCpxs9sZ9D83N1bf0iSTXunXrkJ+fH5HAGjJkSMz79Ho9Bg4c2CVlUGvVEi4gSpj6m52hv6N7X0UnEuqd/pjh6pJdkCujElNZRi3e+Wk5TjYHh9kzqwyBl2XS4ld/+zL0vUplxL4TDlw3IhcjBllQmp8Nk46LSeiEJzM8fhGb54+HScvi1d3HVFrGBFsZPDBlBD75+hw2VR1FaUF2cCzjJM1jlW7i4cPlKQ1hvK3D5c2N6nkWzeUTQj2O1Lqc86KEuc/vRmlBNh6aNiphwswfkHDK6Q/9dmrzrpXZrWBbT+RajSbhxKT9MnT4xZQR0HMaLJs2El81uPHY9gOqwxA+uv0gSguy8bPrihL26hNlGf0ydBG/rSJ8qMAX5o+HhmGw7Z5yBEQJTq+AnAxtxL66dnj/pN3pldeje339+cdXJvxdLEkSgJ0tWVKtpZuTbh3lTTBM5K7aRnhVWrKlKrWhfKjbefdrTtLYIFljhM5GsZp6KFZTA8Vq1+gtsUpxmjpSLVYJIeRCKT1XlmzZG0p0qTVmiddIdlC2EbMuz8emsNdMOhYb543D69UnsPP/ne8V9dIdE2Az67Bu9hjkWvShhNgZZ7BuK3z4P8iMakMVtd5ZyRrfcOz5uim1BN75dTdE3Bt4eQEDswy4vCA7ZvjmFTcVY83bB/DeF2cBBHuTxZuaosxuRfXxZtXvjDd6TjpINPJVuiYpHB4ej24/gEWTixLeQ8oADJwGOo0GL985EQ5PAFkmDl5ehAwZBg2HRq8fmQYtPLwIDRO8f75qmA3egJj0mHX5BeTq9DDrOTh9AjQAbJl6eHgRGZwGXklCQArWiT77/bFocPkxMMuAsy08yu1WBMRgAnuwNTh0oUnHYs+xJlw1zIaDpxwo6NcPfkGET5AgSDIqywuRaQjWGX5rZC7qnf6I7b/rmqEwaDU4dMaJCrsVe+qaYTXH/20TbZ+HF+H08klH0WpJ0umE9B59Isn15ptv4tvf/jZuueUW/POf/8RFF12EhQsX4s4774x43wcffIDc3FxkZ2fjmmuuwWOPPYbc3NxOKYPZwCWcQ8kXEEMtNzJ0HARJglHH4nffvxyCJMNm1mFT1dHQZxZv2YuX7piI1dvOd+VOdnKLft3fOobrlj3H8dIdE3GyyYPHZpXgodf3hdbJsUzECUlpNaLjGCy5cQRWvFkTkcB4eNpIvHbXRJxo8uHiHCP2ftMcNR+YDfPKhuCjI+diLsI7axswv8WH6rqmsDmhjmLxlBExYzMryuxW7DvhiEnoKL2NPH4xotzxBEQJz9w2FgdOOXD18P6od/rBMAwOnHJiU9VRXD44B1vvLsM7+0/B6Ul8gnT6BGzedTR0sxTdk07ZB4pmD48FUb3qlG1bUFaIBpcf//X7j1Fut2LtrBJsrjoa01Ij+jsevXk0fr1Dfa4rAHjkpmJ4E/Re21nbgJPNPgiyjHmbPwkl6xaUFeLpHYexaf54LHr5czw+e0zch3AlWZht0mLjvHFgWrtHh9+06rjECT4tm/h362xmfeJTYkaS11OFctzHfT1NboAdHh7Lt+7DpQXZmF82JKJH4vI39uN/brk07W5205VJxyZ83Zjk9c5GsZpaKFZTB8Vq1+gNsUpxmlpSLVYJIaQzDMo2Yv2cUjS4eLT4AtBrY89l8Rpn28w6rHnnYETdQGV5oWqCSpJkvHTHRKyKmiu83G7FS3dMRL3TF1rmExI3VAnvnZWs3ijHdL7xetLkgk8IzZ31zk/L4fQJmFqSF5oqQs9pkKFn8XhYggs4Pw8ZEDkPmVKPpDbcIRCsc6yua0rLXtrJRr5KxyRFg4vH7MsvRpObjzt326aqo3D7BWg0HAbbTKiqbcDYwTnQajRw8DzMBhYCJPTL0IMXJbT4BWQZOZj1HDJ0LM66/MhM0jA8Qx/syWjgNDDrOehYDbwBEWYdCwaALAZ7nGXog3N2Pfm3L/HEdy9Fpp6DXquBjxfx4oIroNNo8MiMUcg0cBg10AKOZTAyLwu8GExu8YIIq1mP0vxsSLKMZdNGot7pD8WJkpQutGXg0e0H8IOJQ7Bosh2SHPz+ePWCWa09y+LtQ7NBCznJ5LiZSTqd0CgHvUd6PFleoCNHjuC3v/0t7r//fjz44IP45JNPcO+990Kv1+OHP/whAGDq1Km45ZZbMHjwYBw9ehTLli3D5MmTsWfPHuj1etX1+v1++P3+0N9OpzNuGdx+AfPLCiEjMpFRYbdh2YxRePydg/j4yDncdc1QTC3Ow+ptNTEtPJQky//+6xhuvaIA9Q4fls8ohiDJcPkCSQM3fGLMq4ZaoWEYnHPz+PG1djzx7kEsuXEkfrPjENbMKoHTJwTHaA1EXrirjzejzG5Fub0/1rx9MDR5oiDJKLRlYNVbNRHzNcXOB9YACXLcIez6Z+oxd8JgmHQs1s8pxT2vVMPLC3h4+qiIhB4QvIFZPqMYOw6ejpnIMdukw5pZo5Fp4EIPkYkSZZ98fQ4TCvvh468iJxgNL/8jb9VgWkkeLKbE+9lsYGN6zu2qbcTiKSNQmp+Nfhk6rH/vMK4fNRAZeg4mPYe7/rQH62aPwZLWbvlmA4f61lZIv/9BcN64qtpGuPj4c1jtqm3Ew9NG4cbRA+EXEw+/KEgyfEkqZBzeAF4Km5srfD6vZ96vxYbbSrH+veBQkNEXHKOWhdWsw1M7DoV+Z5tZh1funIjKskLMnTAYBi0LpzeAO8qHYlpJHgZYDKGL1WmHF3lZRpxz+zG0vzlhOZNpT5xqmPgX1zK7FQl6UaeUTGPiU3uyG6FUUd/ix7yrCqHlGGTouVALvXK7FROG9KOhfLqRUcsmjA2jygNse1GsqrxOsUraiWK1a/SGWKU4TS2pFquEkJ6TrrEar2JY+QcAxxrcMee6eMkhRsPETLlQ0Dp0X3Vdc0SDkiyTNibBBZyfc/3RmaPx7NyxMGjjzw+u0Ib1zlLqu+KdmxFWmW5Icp7ONHChbdGzLJ6vOhKz3o3zxmFHWIILCDacWbJlL9bNHoMHp42Cw6MM0Sjjtx/Uqm5Phd2Gd/efDvUsS7e5rJKNfJWsrrO7tCdWnb4A8rIMkGVgw22l2FQVPWWLFRtuK0WGnkUGx6KFFzHAYoCe08DDi7AYOTAMYNCwcAdE6Nhgkkqr0UBiABcvor9ZD3dATHqv7fQK0Jt10HMa8IKEFp8AhgmOKiXLAJhgosntF/DEdy+Fwysg26iFVxBh1LFw+0V4AgIuH9wP9S4fBuUYcc7Dw6hl0eDyQ6vRINeiD01HIogiSgtycNrpg57TID/HiBcqr8Cv/voFFk0uwqhBWXi+6gjGD+mHz74+h6U3jsCCskLoOQ0uzc/GpEuCnU28vIj+mXpcNzIXt15REDNSVbndilvH5SPTwMUMlaq4usgGW4KeYr1tLri+LvWfyDqBJEkYN24c1qxZAwAoLS1FTU0Nfvvb34aSXN/73vdC7x89ejTGjRuHwYMHY/v27fjOd76jut61a9fikUceaVMZmj08HnmzBs/MHQstq4HLL8Cs58AAECUJ3584GPOvLMQ3zR48onKx3lkbnN9oeskgvHznRDz+zsGYOa1+MeUSVBTZVLv5xuvxBASHKbmzYigEUcKHhxtw7+QimHQs1r1zEAvCWrUA51uVsBrgtrD5nBZNtuOP//q63fOBAZFD2G2qOhpKlgDAXxZeBaOWxePvHMRlBTlYENbqpfp4Mx5/JzjR4fABFtV5vq4ozMGm+ePx3IdfYV7ZEEiQY8ZhnldWiJqTjpgWQiYdi9KCHBi1kT3qXD4e3xrRHyMHZWFsQQ44DYN+GToERAl+QYQsBz8bffN2otmLn/zpc7xxdxmW3jgSb+87hTXbD2DxlBF4ccEVOO304WwLj4OnHCjOy8JAiwHP3DYWJh2HjfPGYfGWvXAmGbrkZLMXDBNsOR2deFJ6CDIMg2Z3ANkmLRZNtqvOFwYEk6JqybrKsuBvuXTqSFTXNYMtZ7Bp3nisf/9wzAVnflkhPj5yDiYdG2xp9VZk8vaVOyeAFyW8ve9UVCslKxaUF8LcCTcz7YlTGUjYqy5JA5GUwQC499phuGV8Ply8CKc3+OBh1rH4f58eR5rUKQKMjPwcI7yCCBkMNIwIVsMgy6iDkdMgIKfHXC69QUCUsGiSHUBsbCyaVISAeOG/BcUqxSq5cBSrXaNXxCrFaUpJtVglhPScdIzVtlYMZ5u0uGdyEYDz57p4vaU8fgHP3DYWpxze0LL6Fj8GZQXrRe5++fNQvYWGYeI26q2qbUSLX8TClz4HALz704q422HSsbgo24g3F5XBw4vQcRp8d+xFeHTbQez4oj70vgq7DctnjILMyHjnpxVweoMJjHgNqSvsNmRoWUwtHginT4BflDD5klysuqkYvCiH7iOY1jKE18eYdCx++d1LQ/vBL0jwBkScdnjxs+svQUCUseNgeNmC87cvevl8D690m8tKbT43RbIkRXdqT6xaDFoIkgQdp8GWz47HzDV3xunDlj3fYMmUEfAGgveWvChBIwdHELBl6qBhGLh4EW6/AIuRA8sAvCjB7RcgSDL0XDBJdVfFMNwz2R7RiMnlD4APyJABmPQsfIIEb+u8bWYDB1lCcH4uPtiVK9PAISdDB29AwimHDwadBm6fAFnPwS+IYADwGgmBgAy/IMKs59DiExAQZRi1DAKSBC3XmuzyiTjr8mCAxYDaMy34Y+UVWL39AO67bjg8vBjqzVlZVoindhwGL8jYsuc4fnb9cLh9Ata9+0Uovm1mHf7vR1di2Zv7VZPaD76+D+vnlMYMlQoEj511s8fEjYHeOhdcX8bIcrKOfelv8ODBuP766/H888+Hlv32t7/Fo48+ihMnTsT9XFFREe644w4sXrxY9XW1LH5+fj4cDgcsFkvEew+dcUKWmZjeSMpD/iu7j2HZ9FFw+wVMW78LgHp3TJtZh9/sOISRg7JiunhPHtEfy6ePwr+OnENupj70mTNOH64s7Ae/KOHpHYfwncvzMcBigIcPnvwkSYbLL2CgRQ9BlsELEiQpOOxebqYea98+GJp7S0mWDLDo8cRfv8CoQVkozc9G/0w9btqwK+6+3DhvXKirNgA8O3ds6KZj0WQ7quuaUF3XHEp2RSSiimyYd9WQiDmtlH0ztiAHF2Ub8Oi2A6o9nHb+4lo8+Po+7KxtjNmf2UYtMg0cvvfcx1g/pzSifOGJt+ik2I+uHoaCfiY8tHWf6m/56u46fP/KwYAMzH/h09Drf/7xlfj1jkOYXjIIedkGnHP5cVlBDla8sT+y116RDXdfOwyVL34W2l6l15oMGd/+9fm529T28wu7vsayGSNRd84bKn+87VESUdEToJbZrSgtyMGG92ojfqvw3+7/7roSRp0GjMxg3bsHVfe/sp7S/OyIYQrDy6u2XCnbmlklKLBmxN3etmhPnH5x2okn3j1/XIcnVA+cdGDxlBG4ZKAl+itSzvGzTkgMiwe37ov5vR+bWQKNLCK/f+pvx8lGNwRZxkmnL+aGbZDFCI4BBl3g8UHa5sszTpxs8uGUwxvqdannNDjj9CEvy4hBOQZcMuDCjimKVYpVcuEoVrtGb4hVitPUkmqxSgjpOekWqw4Pj0WvVKs2rr66yBZTMXyq2YsPDp0N1VGNHJiJ5VF1IADw3n9fgzNOX0zj4zK7FfdMssNs4FB3zguDlkWGjsX3nvs4bhlf+9FENLp5GLQsBvczYblKBbky39cz79dGNrgtsmHp1BGod/rhCYjQcxrUO324YqgVkiSh7pwXfkFCoS0DkGX88m9fRgw3qDRWyDZxmPqbqtB3bZo/Hs+8dzhmxKYF5UOw74QDowdlwS9IGNzPBKcvoLofFk2y4+JsI9y8CKdPQKaBw/Z9p+I2XP7H/ddgWO6FjYzTXU42e+MmKfJSpEdNe2LV4eFxzs0jIEkAGDzyVuzQmstnFAOMDKm1XYssSzBwXOs9AeAXAacngEyjFiZOA5kBfIIElgUEAZBkGVoW0DAsVkQd4+V2K1beNBoMI0EDDc55gvGQoWWh0TBw8yJcrceQDMDEaeAVJLh5AXqOBadhoOM0ONsSnKNLlmWcbeGh4zQIiBKsGTr4RQnv7j+NghwTSguyUV3XhNEXZUGCBEADUZJh5Fh4AyLeqTmNq4ZZ0c+kw5EGNxa+9Dl++/2xWLZ1P16sHA9JYrD/RDO27TsVkeB6ft54eHkBc/6wO2L/htfvWoxaWDN0rfe3AlpaRzqzmRMPO/hVvQvfevKfcV9Pp/ghQX2iJ1dZWRm+/PLLiGWHDh3C4MGD436msbERx48fR15eXtz36PX6uEMZRjNwLJa+vi9uT6fSghw8vHU/lk4dCZOOxY+uHorrR+VClACGYdDk5iFKMmpOOPDDK4cgL9uAbxcPiGgFsPLNGsgA3t57MiZpcuVQK0RRwk+vvwSr3lJPtP1h+xE8PG0kfvnX8xfp/Bwj/vf2K/DQ1v0RSbV376uI6Mn17NyxCbc/uldTtvF8Dx0li79osl11AtKdhxsAGaHhCwFE9EjbOG9c3CH8wof38/BiTGLwrXuCLXaiyxdvMtSdtY2YWpKH5z78KmZ+tfDfcmPVUdxRfr4HVJndCpOOxYLWhNLlBTm4e/IwLHsj9mYrens9vIiq2kaseqsGj88qSTjsYvXxZuysbYCeYyPKH297qsJeV/aNcjwoYz1Ht7S6OMeITfPHw6xn8d3f/Qvr55QmHEKxsqwQuRa9aiKLSdICqzMmcm9PnAKRPRQVadfiXMPiQZXzTVVtIx7aug+PzyrpoZK1jwyAl4D179Wq3rCxbFq0ne8VzDoOf/r4a4wclIUBFkNo+UmHD/84eAarbh59wd9BsXoexSrpKIrVrtEbYpXiNLWkYqwSQnpGusVqg4tXTXABwR4QDS4+omI5L9uIG0cPDM3TFZAlPDy9OKYBuCxDdf4t5e/FU0aEGt++E6d3llLxbTFqIcnB3imCJOH28the5cumjcSzUQkuQKmPOYhLWxv9KirsNtxYMhBLo6bn+MW3R+CHE4eEEmLVx5tx+4uf4rUfTQy9r7K8EOvfi50zXanXubFkYKjR9ZuLyhLuh5UzijHlN8GGz8/OHas6v5kineayip7PrS1Jiu7W3liVERwS8GGVej+ljm/1zaPBIzjlh19gIAMwt065EpDE4HQpcnA4T18g2KPKoGHB6IBTLX7kZeqxOM496so39+PxWSXgJRn9TDqACcaZKMnw8gKyTByMHIuAJEOjYeDyC8HklSAG7xtFCVlGLbwBMdQjTMMEk19+UYJJy8Le34zSi7Pg5EXkZOjg8geQazZgT10TBmYZwRoZOH0CxhbkQJRkaFkNsoxamHQshliNeOmOidhz7ByKB2Uh12IINdK/73o7pozKw0Ov78OcCZF190oj/pd3H4OWZTDpkly4/ALOtviRY9Kh0JYRcdzEG1q1K+eCo3m+ekafSHL97Gc/w1VXXYU1a9bgv/7rv/DJJ5/gueeew3PPPQcAcLlcWLlyJWbPno28vDx8/fXXePDBB2Gz2TBr1qxOKYObTzzZpTIEnEbD4LnvXw5bph4ygBZ/cPzdvGwDBFGEUcsi26SFgWPR6PTDoA9m3Q1aFs/PG4fPjp7DnrrmmF5LpxxeXJxtxIqoBJfy/UAwObN62wHMnTAYcycMhl+QMKy/Gcu2xp6QGSBiHqwMHYdN88eHJk+MbkWiJEY+r2vCgZMO9LfosXHeOPgFKTSPQbwJSIHgxf/H1w7D03NKsf+EIyJh4xek0CSGuRZ9KPHX0OKH0xtIOMmjyxcsZ3QiJ1FZBlgMCZM6P7tuOF79pA75/Ux4655yOL2B0GSJS7bsDc1N9sDUS0LboFbGgRZ9RLd8ZU6uZTNGYs+xZqzediC0n6MTU26/EPGbJdqeqtpGLJ06EqPyLKGbMqVnl5I4U5TZrfjbgTPY8F4tKuxWPDt3LExRY1FHb0tuph5eXn3IFV+SJFaLT0j4eqeTETO/m7JPXt59DA98e0T3lqeDWngxZjzz8OO+Jcm45KlCBPDk375AZVlhaL46Jan/5N++wJKpI3u6iH2Gmxcwd+JgbFYZS3xBeSHcPMVqR1Csks5Gsdo1ekOsUpymlpSLVUIIaSOHl0/yevyKYRmAJAJ7v2nCuCH9Iqaj8AmJ68xYhgnNs2XQakJTSITPCz7AooPLL0KQztc/NHkCyNRpsGZmCTwBES3eYM8YWUZEwkph0rG4tCAH3y4egFF5lojr/fyyITHlAr4IjYITzhs2v32yui719arvh/CGwPGGflSkylxWbRU+n1u6O+fh8T9//QKLvjUcLd4APvj5NfAGpNBQlUatBve+Ug1fa4N7nxhMJGlkBq7A+WlQJEmGX5Tg5kX4AgKMOg4uXkSGjg0OGdiGe1SPX4DZwMGsZdHcen+RbdKB1TCAHJxex6jjkKEP9iLTcSzOuXlIsgybWY9GF49MAwejlkWjm4fFwMHpE6BjNSi9OAu8JKPFF0D/TANYDQO3IGL0RVngRRktPgHZJg6MJziXXpOHR7ZRi7WzRkPDaLBqWw00kFGUmwleDNbt/rFyPDL1Wjh9AnbWNmJ+2BQqQDBp/PLuY/jBxCEwaDURwxsCwHUjc/HITcXwCxJkACujeo5ePzIXK28qjpj/VK1ONqeDxyLN89Vz+kSSa/z48Xj99dexdOlSrFq1CoWFhXjqqacwd+5cAADLsti3bx/++Mc/orm5GXl5eZg0aRJee+01ZGZmdkoZkmWAlZ5EvoCAi/sZ8dDW2K6my6YXY9Ern6LBFZwTatn0YjwUNWyKMnkhAwbPVx2JmXtr+fRR+Om3hkOjOd87bE/rye/O8qG4LD8bL+w6GjoBxOslJSN+y9yn55RGDH8XnRhZNqMYxxo9uKO1pcr2e8oj9kE8Dm8AL+0+hp9dNzw0oSYAZOq44HxPYXOZKV3Ps0xa1XnIlHJmG7lQr6Tw+cwSlSUgJm537PaLeOmOiarDEL5850S8s/8Ufv/PI6EEW/hQgtEPuQsn2XHXNUPx678Ht/dEsxcygH8cPIOtC8twtNENTsNEJKaAYFI1XLJ92+IX8MruuogeYuFDGQbLY8O8siGhv3fWNgIMg6VTz1dQxduWl++YoPq9yW7KMvTde4piNIlbnDOJi5syXL5AwuPe7U+PFl0+UcRPr7skZlJh5XzoE1O/UrG3aPEKYMBgakke5oc9jJ5x+sCAQYu3eyvjKFZTC8Vq6qBY7Rq9IVYpTlNLqsUqIYS0lUmX+BndpItsBKtW4av0gGp2BxNmDMPA40/SANYvhHpyfeeyQaH6MOW6bDPr8OqPJuI3b38Rc517dGYJHtlWEzGs4MZ541TLnuh6L0ixdUHR85grMg0c3rqnDC5fcA7MRMLra5Lth/CGwtXHm1Fmt6omxVJpLqu+iBcl/Ozbl8Dn5/H0nLExdbfldiuenjMWLp8PPoHBwEw93AERvCTC7ROgHBFePoAckz40bKBfEtHkCt53MgzQ4k1+j2oxauHwCpDk88cXp2EgyDK0DAOTnoPLG4DVrMdZlx9mPQezgQPDAE6vP1gvxwCiJMFi5GDUaAAjB29AhFbPwRMQYTFq4fQGwDGASa8FL0vI1AfXYeRYOCBAz2nAMBwAGaMuskAQg+V/5raxcPkFmPRG/LHyChg4Fi6/iNNOHwBg3wkHrhvRHyX52Zh0SS44jQZGrQanHd7Q8IZKkurKIf0wqJ8RS7bsxeVD+uGzr8+hKuz1cQU5yMs2YMmWvbi0ICfYsL+uOWY+QAD46Egj9JwGRh2LBhcPDx9AtlEHT2sMalkNvIHgvGbZRi1yM4O9/Gier56T8kmu5uZmfPLJJ6ivr4ckRVbU//CHP2zzeqZPn47p06ervmY0GvHXv/71gsqZjMWYuAWFUtlvzdDHHQ5l9bYarJs9Bre/+BlGDsqKOUkCrYkHMHhw2ghUlhXi9vKh8AVEGLQs9n7TjHNuP9a/VxszXOHTc0qRk6HFE3/9MmKdcZMjKi1zldYCW/Ycx/o5paG3DrAYsOPgGZh0LHbWNmL1WweweEowMWLSsbAYOFTYbUkTHgX9TFg6dSQ4DROanNOkYzEwx4B6px9zJwzG7eVD8XldEzgNgw3v12LdrJK45Xxl9zH89LrhkGUZLp+Ah6ePRJObh4eXEt4MXJRjiPua8vqKN2tif5vDDXjkrRpMK8nD03NKQz3YEg2NKCHYLV9JcgHAi7u+xvyyIVj37kGMHJSFTVVHg93f55QG5xozaUPrVvaxcrKNx8OLmF82BD++dhgc3gAMWhayLINlGPzqlkuRZdTCFxBDwyeGb9NPvyWGbqzibctHRxpRbrfG9CKsPt6suhwIJgXNUTfIXS2DY/Hq7jrVFuev7q7DyhmjurU8HWU16/HUP2KHQ1D+Xt0JQ+B0By2jwcPb1Lv2r95Wkzbb0Rtkm3R45oNajAobVolhGJx0+LDj4Bk8dGP3xgbFamqhWE0dFKtdozfEKsVpakm1WCWEkLbSaJi4iZUyuzUioePw8KoVvrtqG8HgC1wW1gPq3fvUhyBUcGHrLbBlYFlUfdi62WNU62Gqahvx8NZ9uKwgJyLJpSZefUZoqMCbikMjEoX3luHFyHqz60bkQsdqcLI5OH9Xfj9Twu8NrwvjkgwfbNafr1vcVHUUT7fWvYWX+eoiG56YPQZAcN4hGjKt+xk0wd9UbzSoTl2jHJdrZ5WAC4iQEOxMwICBzayHX5Tg9AqwmfXgNAwyjVq4eREWHQvRGGwsYzFxbbpH1WkYSIbWzxiDCSsGgJHlEDzaZOjMeoiQkJ2hhRAQYOB04BgGJi5YJ+cNiMjgWAgIfjZDw+KM1w9Ow8DLixiQqQfLAnoNCzcvQtOaRDO0JoIy9CwCogQDpwEDQJKBJq8fT88phcsfnAes2etHllEf7K3YGgYmHYtxBTmYeekgnGnxYf8JB4bnmvGtEQNw0uHDrtpG2Mw6bF4wHkfqXRhsNWHlWzUYV9gP3x41EE/tOByRvOY0DJ6vCia+Dp5uwUt3TMTe400waDXYHjYfGABMHtEf44f0wy/+vBcHTzuDnRneqgn1IIseVrSiyIaHp41MOJxrY2tiv9kTgJsX4A5LkHVFbDo8PBrdPARJhiTL8PgFZJl0MecCh4fvtjJ1pZROcr311luYO3cu3G43MjMzwTDnT/YMw7QrydXT9Kwm4Y2AUtmvDEunpqq2MTSUSLLuzoIkR/TIAoI9cSYU9sPndc0R71fK9MhNxTHli5t4YtRb5k4e0R+Lp4zEo9tqor7biq13l4V6MbEsgxfmj0detgFuXsDCScNwtMGdcB+9W3O6tTeYDU/PKcWSLXvx+OwxWPVm5HeV2a1YMnUEntpxGB5BTNiC2O0XcPuLn0Wc9HbVNmLRZHvcspi0XNzXKuw2BEQ5YffyxVNGBE/i2uAxUZqfjU1VR+N2Lw4vszLn1o+vHYY5EwYjU8/isvzsmO1b+53g3F176prw9JxSHDrTkrDMync9PacUL+0+FtU70IZlM0bhtj98HEpwhQ8P6fGLeHjaKDi8PAKCrHpcKutmGCbihP/FKSdW3jQaj7y5P+Z4WTTJrroPu5IeMpZNH4WHw1qEKeV5dFYJ9Gkye0hAlBIegwExcc++VOETJHx5ugUb542LGIr0jNOHxVv2hrr2k64nyFLCc6kgd+9vQbGaWihWUwfFatfoDbFKcZpaUi1WCSGkrTgNgwVlsXNcKeev8CRXovm7qmobQ+sBgnXa8eYfr7DbUBUx6owtYnQfAHHnAQeAz+ua8cCUERH1LbIsx9SRJKpnq65rBmREXEPL7VZcMbgfMo3nG+d+a0R/PDx9JJZtPV/HsWiyPW7j3ugpIqpqGxLuBzns3snDi7j3lWpUlhdi2bRR8AXE0FxWbl7Eoleqaci0HqLVMOBlwJWkjtfFB+dy8wREtPgEZBqCiSctq4HZwMEvSvAJwXm6zrT4YNKxMLAayAYOelYDnyAlHK6QFyUIEpChZUO9qgBAkGR4hOCwiCwDSABMHBvMLbEsBEkGL8vQAPC13ueKADwBEUrVfL8MHc55eGS09uYya1m0BES4W4dHdPMiTFoWLX4BZj0LGcGOFLrWcltMWngDEmQwcPh4ZBv1cAcEeP3BJFn18WasnDEKtkw9Pq9rQl62ETsOnsGVQ6041uiBScfCpGPx4oIr4PYHcNnF2fAIIuZOHIJMAxsaOlVJXlfXNWPp1JGhc8f3Jw7GE+8exANTRmDVtgMx08ncMGpAqK5y47xxWLWtBqUFOTjl8IYSYtHDHDZ74o/uoPRyPXi6JWaOvooiG9Z1cmyebPZi+db9uHVCQUzyPvxccKrZi2PnPN1Spq6W0kmu//7v/0ZlZSXWrFkDkylxy4dU5/DyWDGjGKui5sQqt1uxfEYxfvP3Q1g+oxiOJHNIKePvRrcUiXa2xR8zzODO2gZIkFFZXhhz4d5V2whfIHad8bo/M4BqC5dRg7JihkEJfncjHnmrBtNL8rD17jIAMmyZOjy94xAemDISolHG2IIcXDnUiuVv1ERc0CvsNjxyczHqGj2wmXXYWdsAGTLWzR6DTXFa2dQ7/QCCrQOUnlx3VgyFgWORnaGFThOcKNHtF7D9nnLotBo0uvy46+phWDp1JARJwo2jB+Lfx5vx6PaDEUMvnnP7VW/qyu1WzCsbgq8b3fF+FgDB4Qx9AQn/rmvGYzNLcKzRnbB7sT8ghoZ5fGf/KZh0bGjoxtU3jcaG92Jb5a7edgAb543D1w2e0MlcrYVPRZENP7/hEvzmH4cibpCU1tZKD64n3v0C/1s5AaIso8nFI6+fAQ0t5/ex2Npt3xin55Wy7j//+Eo8MEWG2yfCzQsYasvA8XNe1aFaPLwId5I5uzpbnYtHgUnEmlklcPHnx+s261gYJA/qPCz6W7u1SB3i8AZU56lTKrISjZOeSrx8AK/+aCI+PXoOQPCGyBsQUe/049UfTYQzyXjwqeSbJg9afEJojj6zgcPFOWl0XZOBz4404vHW2FDGEjfrWLz08THk51zcrcWhWE0tFKsphGK1S/SGWO1NcQpQrBJCSE+xZuiw9u2Dqr20X/ukDr+65dLQe51xpu1Q6rz6Z+pD82zpOQ2WzxiFVW8diKkPur2iMDRUIQAIohxzXeY0GmyaPw5fnHbikgGWUF3a3m+acenF2fjlu19E1JFNHtEfy6cX49Ft578v3nzvZ1t80DAMVr0V2cC63G7FypuKoWc1eOXOicg0cJBkGQ9v3R9R7xfe46oqqj5m4bV23P7ip6Flz314BBtuKwUgx0x/cWfFUCCqgZCHF7H3eDPuLC8M9bqI14OOhkzrPiKAh7buw33XDU9Yx+vyCwgIAC8ilOBiNAzOtfiQFRpmUAanAfpl6OHhRWhZgNUAflGCyxfA779/ObQcgww9F5GAnTCkH1y+AMx6LQRJhpFj4eYFyHLwKDJpg3NvZRg4oDUhZ+CCCSgdqwmNCqYMoazRAE6vgCxjMJXAixJyTDrwQrDXmY7ToMUbTHC1eAVoGEDDMLAYODha79dafAJyTDq0+ALIsxhwyuEDo2FCQ/+Jgghbph68KGFT1VFsW1SOsy4fLs3PwWNvH8D8qwrhEyTYMnVgwKCyvBA6ToP/fONGXpYRsgiYdBr0y9DD21qPq3QsWD+nNFTnftc1Q/HtUQPx3IdHILR2VFCWTy3OwxPvHsSkS/pjT10zHpgyHIOyjRFDkyrvj67LVYZBVfvNZVnG7iONoSEWw+3s5Nh0eHgs/vNeXFqQHVN3b9KxGJOfja8b3HD5AthzrKlbytQdUjrJdeLECdx7771pn+ACgCyjDr/66xdYUFaIxa2TPZsNHOqdPvxmxyEsmToCtz2/G8/PH5cw4WFpPZn0Nycefs4SZ4LJeOMFA8Hup8owgIp43Z8lWX0yTLWWL+HBnaHj0ODyQ8MwGJSpxy+mjMSDW/ehuq4ZleWFGFuQgx9fOwwPTRuJgCih0cXjs7omTF9fhbEF2XjpjomY+/zHqKptxNKpI+O21AlXWVaI4+c8ECUZTV4eZgOHz481RiSvwuef8vBiqBXSewfrsfXuMji9ATi8AVQfb4ZBx2He5k9DySAtpwHLMPjXkUbc+0p1xFCNajx8sPdYmd2Kgn5GFPQz4eE3YhNVyt+P3vz/2TvvACnq+/2/pm3fK9zR5eBwQThAPYqgd2fEEgtYEpNvAhhplkTBmGaJYiUmpn2NoikKlnxFU/xpLNEkhnwTIIKifCNN5QRB6Xfc3d62mZ3y+2N2h93bchAFD7LPH4ns7s3O7M575rPv5/08z2hOqqnkkgdXUl9Twf3T6lFEkZXNraiGmTczLaYZzH18Df/va6dx87PrAHIILLcsUlvtpzWi8p1zR3DV6UOZt3St8/01haqYmfGZfPuzJ9AaUQm4JWRB5MFlzTnqq+9OKWytEtMMDMviZ3/ZzK1TR7KlxUDVTR57bWtBq5YjHUgf9Mp0mAp3/mFdzoLy9ql1BL1Hx8R5uU/JyakD+zx/8opJIBwdx9E74HF8mLNh0RbV6FdW3Dq0p2B7a5QVzS30LfOg6nZo7J7tcRpC1dRU+T/t3TsouCX4ysTBqF186JOmxVcmDiZpHVlCulSrPQulWu05KNXq4cGxUKvHSp1CqVZLKKGEEjpiGi0RLcuGDsh57HA0Jst9Lu68eDQ3PfN2Vu/n9NTUf+Z75utL+VwSi6bXs2RFl0zyYdXccVEdF57Un1kNQ5yeRUdMY1Cll99cfSqRlNLFJQssvXISd76Qe1++46JRfPlXq2iJ2MMbTaEqGo7vxezGWm5I9eLSgyo//9/NLPzcaDriSTtXx5eb957exnVnDWNOnm3895/f5VufHUFbTCOeNOhX5s5xT8ocKL5lSp0z9BN0SewKJ6ivqXDeL6YZLF21ne9eUMeucIJE0lb67A0nGFjpIWmYWZaJrRGVhuOraIlobGmJUuZVkAWBTbvCBdU9LRHtqGlaH62IaAYrm1u57UK52x6vT5aIJg1ckoiqmximRZlPwS1J+N129pZhgWmYdCaS9A66kS3YF9HoE3SjW7B6S6uzLoonDfZ0xDllaBWyALGkSSxpIAoCkcSB9YUoCFT6XbRG7D5pOJ7EG3TTGU/i98h2/ptgr+cty8IliAQ9EookoqVEA36XbX8Y8MioSROfW0IUwOeW8CoSrRGNfmVuEMA0we+WSei24lA3LYJexVGGdSZ0+gc9RHUDRRT5fP0AkqZJhc+FqhtMrK3iiX9u5crTj6fCp9AW0zh1aBWabjKowud8httaY1QHPGzY2cGU0f0IemQenD6WSp8LRRa4f1o94ZhGOJ7k62cNs/PAUoTV3nCCH7yyiVmn1oIFv7xsHAMrPc71RDNMrNTSLZ+96doP2zlzRO+8av0nr5hInzJPwT52pp3hx72W7+1UWd7cwqyGIVn70JWYsx0eiu/T0XS96NEk17nnnsuaNWsYOnTop70rHxuaafKF8TVOkJ1z4Qkn+MK4QbTFkyyeOQG3JBb0ABaA710yBgCXXNz+0FUk38rnklkya4Jzg0sTPUndZMmsCcx57A1GDwjy4y+eTDQ1WbhgSh0+l0RrVGV/NElU1TO2d4DEygwhzWTB735xQxebmmruungU+zrjbG+N8dCMsSxeviVnkXPb1DpkSeC8Uf1s31bT5NdzJrKvU3XC/vJh7YftNIWqkEVbTt+VlU7fUNIEzormVixwVG7p19bXVHL3Cxu5ZcpILl/yOnMaa/EoImNrKrKY+ssfX5P13t1ZU8IBEmvB1LqiFjgJ3XTeK30e3JDKNAsXmRyOaUbWZHFMM3IIyIdmjHUmohpDVfzuq6eyqyNO0KOgiCJ7wypzGmtZsmIrrVGNb/32Xzw26xQWPLcuj1LQtuspduyyKHL5qUMc6f4r1zdx+alDcr/71LQWQs5mDit8ksTNz+Y5ts0t3PniRr5/ydGRV+GTJW4qku33/c+N+ZT27NBgWBaGaeWt3/mTh2FYPb+puKMtxp5wnKG9/VmTVT6XyJ5wHEkUGHgUTJ57RImkBXs7E/jdsqPg3NuZYGCZF494ZPPzSrXas1Cq1Z6DUq0eHhwLtXos1CmUarWEEkooYWd7PEul43NJLJk1ITWEemSs6QZUeHlgWj0tEY3ORNKxyOvaCK0OuDh9WDX/yFAUXXX6UB5dsTXHwm355hbueWkT0ycOdh6TRYH6wZV878WNvJqRp/XK15u4+6X8+Vt3PL+Bp66axOY9ETyKxDu7O6j0e7jvr+tzCLEFU0cR05JctGglAM/Pa+C+VzflZLqv29GOadlD4F2VXAumjmJHW9zpqzQNq+YXl43jq//zZtYAebofM2pAGV/7nwOvveOiOi4+aYDzfn2Cbrbsi/CnjbsZM7AcsAeBd3QkuOelTdxyQR1zM/pPTcOqGdTLx5zH3nDer2lYNU9eMYl7X9mUl1jpLKCwK+GTQzilGPJIUrc9Xt20cEu2uxSCgGVJlLllIkkDAQgoNgnWmdAp8yokkna2VcAjIwoCezPs89JoCFUxpNrPcRVeoqqOBViWRZlXQZLAMCCSSOKR3ba1oKpT7lMQU/lfMU2nV8DF/hSRZmGvU/wumYiqI4kCvXwu2mIavQNukqbF/qhGL78L3TIJKjLxpOHYFgZcErs7VYIemYRmUBVw06nqBN22ei2WNCjzyCRNW2bWntC45vTjCWuGrRBLaJw+vDeyKFDmVdAMC0O3KPfZGWD9KjyYloWqG4w5royEbhDRktx43gh0y8IwE3QmkhxX6eWp1du45YI6EkmdM0b0xjAOEFZzGmo5aVAFvYMuFFkkaZq0RjX8LhmfS+K4Sq/jHDa2ppKnX9/OY7MmUFPlRRJE4rrBF8Yexy3P5f5u6M75oTrgQhBg3tK3sq4zXa/l+YYcul5721PvpabsyDMtGH/0yjvOvqWfL4aj6XrR40iu559/3vnvKVOm8J3vfIeNGzcyZswYFCV7CuSiiy460rv378Mib5BdQyp7yCWL3P3SRm46f0RRP9WIZjPM+yNaUR/k3eFEwW1kKonSRE99TQX/3NLKv7a3c9+XTuKEvmXOhKRmmMiSiGlZWBYMKPeAIFAdcPHDL5zIcb28eCT7wtKZ0Fkya4IjCd/VEefOLlMwPpfESTUV7Oywp0kfmTmed3aFufH8EdwsinSm7DqShsmDf9vMcb38LFrW7Bzb0tXbmD5xMIohOIU6tqYSWRTo5XeRNEw64zpfGDsQy4IHuoQBZn5mmdaNK5tbmds4NOs1cxrs5y1sMmvR35p5+vXtPHnFJO5+0baezLwo+FwSiiRw+9RR3P1iblbY7JQyKvM9ihFVkHtBWdHcyk2pUQefu3gJl3nzK/rSyMxcW9HcyoLn1nPrlDp2pAJSPYrEwHIPf5jXQCSR5HdXn0pHXOfNAudoWzRZ9Lxsj2kMqPRyVdPx3HTBCCQBFi/fktdaEwFumzqy6P5/0ogmjbzKOLAX3UfaPvHfRXpqKB/Svs9HA8xu6vfui3t+c1TXTSr9Hm5/PvdH1R0XjUY/SjJQTOz8kHKvgoWAKBhIokC5V0G3LCThyDLSpVrtWSjVas9BqVYPD46FWj0W6hRKtVpCCSX8ZyOfDd2cxtqcLBU4/NZ05b7u1QXlPhcLLxnNd59d55BaTcNy87TA7qVMmzg4J1v+rBG9uen8kVx/zglOZpFFfmchsO/LSePA4MbkE/pwx/O5zjnpQZWFl4x2lFEuWcyrwLjnc6NZtGxzzpomvY3bLhzlPJb+br5+1jC+//I7OfvXJ+jOeu3tf9iQlU3m98j0Crj5w792Zn1O6Z6KamSvOZZvbsG0smNJlm9u4e4XN3ByTSXLMsjBlc2tiMCdF49m7fa2w6r4+09HuU/hFzPGEdH0bnu8AjaR6U8pH9WkTjJlE1jms4kf07JVUH5FYndYxXRL+BWJpGmxqJv1nT/VNxRFcIsikihgiXY/MKYZeBUJsLcdSRFSflkkrps2aWVaqIatrEzoBomk4QgcKn0u4oZBJK7jd8tIgCxJmKZFZ8K2NuyI233soEfGJYl4A24ShkFMNVBkAUUQscB5f0GAgFvGAEQJkqaRGmzSOXNEHyRRYG+nSr9Kj308kmEThbKIpptIkkh7NMlZI/qxeksrYwf34onXPuCGc0eQ0E1OHFSBapgEPArt8SSb93TSeHw1S1ZsxX2GyOQT+tAeT1LpdxH0yIiCyM72OAumjGTdRx3IosDZI3pT5pZYeuUkOmIqpgX3vLSBEQPKOW9Uv5x8r/pBFfQOutmXin3pivSwwq3P5V6rMq/lUc3IuQfkG2jwp6Jk3LKYpd6qH1SRdR1zFxHIpBEs4BTXE9HjSK5LLrkk57G77ror5zFBEDCMnv+DMg1FEotfeC4azfLNLVx/llFUyppIGjx3TQOdapKvLH49x35u7YftXPfUWn539ak8/s8PcraxeOZ4Xv9gf9Z7L5gyknFDerG1JcrYmkqG9/azoyPBH9ftypquaQhV8Z1zR9DSqdGv0s3TV53Kg8ve47qzh3Nzl+nWplAVE2t7MaDcm0NwFVJtzZsc4tqlb/DlU2oYX1NJr4CLqz8TIpLQmTC4Et208LkkZp1WiyIJ9C5z89jsCfzsr5vzBjYvfGkT3zhneFGVVFfrRlnK/kGZJrA6EzoPZXx/Mx5Zxb2XnsiN548kfUnIlN3/8u9bmNNYy6zU9gdWePnrO3sc5Vgmurtg5Hs+quqcP7ove8OJosopv0s66IBTsBdphmllTQY1hKrsaVmXws6OBLIo8NurTyWiJklo9ucjCQKNoSrKPC72hhPcdN5IVN1gX0TFJdnn5dLV26gbUM7/bW/j7otHs31/jL7lnqLNL+MIDxWHE3rR5zu7eb6noPMQidOeiniycFNxZXOrk1HYoyEK3F5g+v+O59fzvaNg+h9sz25BELjnpU05NqV3XzKaIz3/X6rVnoVSrfYclGr18OBYqNVjok6hVKsllFDCfzRaIlpOzlK+yIg0Pm2rqY6Yxl0vbuTkmkqboNFNzAKzCPmsv9LE1x1dbAmfvnJS0ffNvG+rSStvPwTse8fO9oTT/3jl6015VTd9ywr3LdI9lEws39zCLReMJNQnkEVqbNzZQaDLoPKK5la++pnjuWzx6wC8fF3+fUj/+9YLciMi8vW2VjS3ZpFnzr41t7K1Jeoc8+FU/P0nI6hIyJVeOmJatz3etJi+T9BNQjfo5XcT1XR8bgmXKBJLGsQ0g6BbJprUCXgkYqpBwC0RV7tf30mCgCDYzgR27hVIEogCaLqBmjRssko3bEtQl/1kZzRFKlsQ13REwVaeV/hc7I9qGJZtSRiO2QSXKIApQEIzAAu/W8Yt25aLsaSBO2XHaK+BbBvEzpiOxyUhiwIx3XBcw/oE3UQ0g6BLwsRWkQmp+B4Jm/CTRZFI0sDvktjdkcBMKdt0w6LcbyvJansHSOgG/zV+EJppWyyeM7IPkdT7SCLUVHqQJIFfzBhHdcCNlqrZzoROwCXTGU9yx/MbeHjmeK5bupaHLx/PmIHluGWJVVtbCfUJ8IM/buLLKYK8rn8ZkG0NmM4E2x/RaApVs2l3mHsvPZF+5W4kQcTrktjRFi9qG9geS3LrH9YfVNae3yU7Pd9bp4x0rikzMpSyYDuRDSj3FOwrnz6smurA0UOC9ziSyyx0xzvK0e0PS93Ow+rld/HTV98rms906x/WM6ehlvqa3MVMdcDFklnjEQSBeZOHcfP5I9kTTnDH8xuor6nEsuDUodWcNb+vE5b9nc+O4JIHVzrky9++9RkWLdvsLAQy1VJRVae6zI0nZT9z43kjWJCHaV7e3IoJLLxkNC/MbyCSMKjwyvhcMjs74kybOJjZjUOd6YXlm1vAgkdnTeC/X32PkwdVcG+GhBJsC7sFF9bx8vpd/PLvW1gwpY4/rttZ8LOqr6kkqhb/wd5VhTWg3MOSWRMcVZgsCvzxukZEQeCKpuM5qaaSJSu2ZmzBIqqZPHXlROJJI0t239V+b07jkByCK/2+hYioxlAVXiWXWQ+4ZW44bwRXP/EmN5w/AjH1maeRJvpiySQLUqqyroRlV1VZGl0bUmu329L8e1/p+iO8mjsvHsW+TpUyr0JHXOPyJasdr9r0e8x/ai3jaiq58vShrP2wjdkNteyLaFQH3U6AZSF09/wnja4Lzq7wd/N8T0GwGwXf0TKJ0V39xrp5vicg1s30f75rQk+ECdz/6nt857wR3CxlK27vf3Uz3zhn+BHdn1Kt9iyUarXnoFSrhwfHQq0eC3UKpVotoYQS/rMRzjNU0Z3d1Kc5iNES0Xh1015e3bTXeeyl6xrzvnZsTWVOfysf8QXg90hZComu6pigV3GybUSRnOz5TLRnEGKFFGL/zmfcmdCzhocbQ1XcduEownEt57UeRXLUZAiFVWorm1sLRjrk20fNyL/fma/9x+YWbv/DehZ+bgyRhH7YM93+U2AADy17j/lnDe+2x6umvicJcMsScd1Wd7tFkbaYhmWllDkCuCWbEHLLEomkSUw1itZCTDUo98uYJo7zQFTVqQq4kASBKr/tyqUapm2N6LFtEsFep6cH0noHbALOsuzzKq2sIvU3WOCSRBJJk0hCp9xnv2dUMxBT5+z+1LGYKdtEtyTi9rvs/mDAduUKpEi1WNKOzvG77P0TRRzlWkQ38KRUaJGEjkcSCXoVIgndzi8zLQaUe9gdU7FMi5hq0LfMa3+ObhmvS0QSTcJxnaBXom+5j4iqoxkmkiCQSJp4XSIexVZDlXkVLq4fyN4OlQcvG8stz63jiqah9A666VvmIehRGDGgnEdXbuXd3Z3U9PKlevMT+NEr77B2ezv3T6vnydXb+OY5wxlSfTyVfjf3/NHO/qoOutjRFs+6FuVDVNNzCK401mxroz2WdGwMq/wu5p85jF/9433OHdWX7z67Hjig3EqfM+NrKhlQ6WFodSDrvARbjNI1Z7Gno0f/snziiSf40pe+hNvtznpc0zSefvppLr/88k9pzw4d+X44Zl6IIgmd3159KqphFr2hpZ+/snEoVzQOZeqYAfQpc6PqJkG3zHGVXm79Q659xxNzT+HuFzdmLRrSYdmt0QQPTKt3LoYJ3XTIDJ9L4uczxrKzPY5lWXTEk6gpyeq21hguWeStLtJbryJhpmw29oZVoprBuh3tjBlYzuIV2QuUTMvE5c0t3CSMYNZptciSQH1NJWu3tzuLkeXNLdz5wgamjOnP/dPqkQWh4DRNepKlzFv8FM8s8MUzx3Pn8/ktBtMWie/s7OAXl42jX7knJ+R06RUTC6uSmlu4+YJc672GUBVxTeeOi0Zxx/PZRFTadqXrgqkxVMXucIJHV27lx/91EvsjGt+9oA7dsmiLaeiGxVvb27juqbX84rJxfPO3b6RUZ3ZAaoVP4aV1u/KqygAqfIpDTAY9MqZl5RCO6WNa8If11KcWo02hKpZeOYnpD9shr2kp/O+uPtWWQwMTh1QRSAW0LnxxA9+/9MSi34/PfWTzCATgzBG9qRtQnrNA2Liz40hHhP3bCHZDnAZdR0fOQ3f1G+zm+Z6A7n5UHg3T/wAJ02D+2cO5LZWnl0ZTqIq7LhlNwjyyTcVSrfYslGq156BUq4cHx0KtHgt1CqVaLaGEEv6zUZZnqKI7u6lPcxAjHykXcMl576mymLsqKKRSa4toLJk5gQf+luvqs2TWBKwMZdWGHWEenD6Wa5e+lbf/kfn5RdT8Q7b/zmfctZdhWxtu5M4Lc5VYXkXiC794DYAn5pxS9L2iBfZxSLWfp66cRDDVb7nxmbfpHXDnfW3m8fhcEtMnDmbZpj30KfOg6iZtsSSvb93PGcN70/8gFV4HkxP0nwTVNLju7OEk9O57vC5JRBIENMuyCUgLXKnvKOCVcYkilgWSKBDVbIJHS8W0BL1yUaVY0CvjlSR0wWJfp4ooCvjdsq2oSpWJINjnlc9lq7E6UsPmZR6ZgEdGEGzSScB+XcBj52gFvTKdcZswS5omqmE6GX32hnGGeAB8LntbabTF7AyvMq+MqhuA4FgOxlU7fyyq2WRXhU8hmjQwTAtZFFANk2giic8tE9dN/C7J3rYFgmgTegG3jEsW0HTLsToVgIRmO6EFPDK+lGIroRsE3AodMY0yr0JrRKXK7yaq6vTyu2g8vorqoBs1abKtNYbfJROO21lnnQndyed66qpJmKbJb66eRGfctm2//uxhPLbSFkRcfuoQTMvivr9u4LTjq+hT5mbhSxuZPnGwU5fVAZej8hIRQYCOWLLgwFpaMXbrc+uyevmPzZ7AOXX9sv5u7YftnDmid5Ytq88lcfVnhnLrlJG4JImEbisHK7wKvkP8jfNpXwd69K+Z2bNnc95559GnT5+sxzs7O5k9e/ZRRXJ1/WGZKVvMvBD9/qunFt1OmilXDZNqv4LX5XNClyt8Cns6E7y7uzPrb9JZS139eNP+wXddNJozf/p3Z78en32KQ8BdMKof4UQyJ6T6yTmn8MTcU9jWEnMs+rraD942tY4/plRXt04ZyaMr8kuuRUHgD/Ma2LIvimlZvP7Bfp5+fTvfPGc4v7l6Eh+1xXHLByYR5jYOZfGKLXz7sycU/axU3cQtiTSFqrMCWNPItOu7dcpIHvpbcw5JlakKe3TlVuprKnl4+RYuGN0v51i6Y927LpjSBNqesIYAzDsz5BBRZV4ZryyxP6riccnMOzPEkhVbGVtTwW0XjnKIpJsFgVmPvZGzzbTarNLn4odfOAlZFBAQ8Ci2/+6/trdlLfDS3/dpQ6uIJOybVnVQ4lu/+T/uunhM0ZvyjeeNYGxNJW9tb+OHr7zDr+eegm6Aqhu0RDQUWWB/VCOmmSSSBrGkwd5wggemjQWBgt9PU6ia4BGe8JZluGNqHdGkgYXg3JCnjOnHf40diGYdHUpT1TT43iVjuOW5dTnE6fc+Nwb1KGmcFKvfplA1bql7/+BPG/+OHWlPhFuUuOXZdTnXyOXNrdz23Aa+97kjm+VSqtWehVKt9hyUavXw4Fio1WOhTqFUqyWUUMJ/NqoDLk4fVs0/Mqb5137Y3mOspro2OP2u3N/zCcNgTmMtAtluNFX+3P0spKAygQf/lptDZg/aCowbUunkWTWEqpg3OcTVnxnKf/8lOwusa4SDV8nf0C32GTeGqnLuoQ2hqpxt+VwSJw2qQDUsHpox1hn6eWdnGD2DlNPN4oa1frecNZS8J5zgmTc/5I/rdjk9ucZQFU9fNQlNz12fdD3mqz8zFI8i5vT8GkJV1Fb78bmkbpvUO9vjB5UT9J8EjyjxUXscpZv1VSRFvqiWhSAICNjnt5rKrOodcDvnhJh6vemWiGsGPreET5EK2lsKwD2fG0NEM5BF25nAtCz8Lok9YRWwsLDzw3r5XLRENIJeGX+KoBUEW50liwK7wgkEQSDgtpVWkoSdpeWRMUwTryzZLk8exSaqDBOPLIJXAQuHZFJEEUGApGnic9sKsLSNYVTViaoWAbdMVcCNAOwJJyjzKpjWgX540CsTU3V6BdzIosCesIqcyhiTUp/hvs4EPo+CIopIsgUeiYiqE3BLRBIGcRF8btkm0RI6umlbqVYGXBiGRZ+gBxOLSr9N4FX6XSQ0A80weGLuKexqt/erOuhC0+1e5w+/cCJvbN3P8L4BkoZFTLNVdmeN7MN9r27G55LwyBJ+j8za7e3cddEo9naqjrXo2g/bOX90X64/+wTue/VdvnpGiB+/stG5Ti6eOT7vOXTV6UN5avU2TqqpZFbKFtajSLy2pZUB5V4qMhwpnn59O09dOSnLAjamGfzy71sYNaDciZmpH1TBvk6VlohKTS8fAyt9We+Zj8zqTOjc/P/ezrquZ14HjgQB1qNJLitV5F3x0UcfUV5e/ins0b8PryJl/bAsKLs+CFuXxTPH08unUOl3sSDP9F+mmiaNQn68K1KTA9UBF5dNGsxZI/uQ0Ewnc8nrkvjey5ty9vO4Xl6++9x6br+wjrtf2JgzhbN8cwt3vbCRC0+yVVdihuoqn5Q2qZvUVvvY1a5SU+ll6ZWTuPOFDY6kMn1sz13TQEdcY27jUIIeuajs3C2LJC2TBal9zPxR3xSqYsGFo9jaEmXxzPGUe5Ws98pEWhW2ZMVWbjxvBPWDKvC7ZJbMmnBAAqwZ3U73+N22WizglomoupOfNqexlo07O6gbUM74mkr6V3hY+OJGuloDvji/ke2tsazvNpzQcz5Pv0vi+fkN7GxLcO8rm7K+m6Zh1dx50SiuP3s410y2eP2DVmRR4PThvdkbVknoJv/c0uoQavdPG8sHrdGix7WjPc7X/uctmkJVXNE0FEkUWfiSfcHMJHO7LpiGVPsZUObh9ovq8qrYbr+oLmsC60jAL0qolsXClzblqCEXXjIGv9jzJ7UB2qI6P3xlHT/+4slENYPOeJKgV8Hvkvj27/6PG84bCb0/7b3sHgfqd0POdW7BhXUkj4LmqN8l0TSsOq+svGlYtRMI2tMRSxpFlaqxI5zlUqrVnoVSrfYclGr18OBYqNVjoU6hVKsllFDCfzbKfS5+cOmJ3PTM2w7RtWTFVpbMmmD3XLqQDEfSaiof0fH9z4/JGbCIJHQEBM4f099pyLplu/HdlUgq1GOpCriKXkNnNQxx/p3e3i0XjMwiuZqGVTO7YQjrdnQ4VoFeJf89ZsmKrSyZOSEnJiJtQahZpkNc7e6Ic3zvQEqZYqPQkHvavUfTDwxEv7W9rSCh1hSq5v+2t3FzRu+qMZXleHkq0wvSOZUbuPOi7IGJ9P5Of3iV89jkE/rkde5J//ueS8YUPYc6YlrO9w75c4L+k5A0LRb9rZlbp+Qq9zLhd8tYQCRh2/r5PbJtJ+h3IXoEIpqBaVkokoBOyk4wNZjulsWi0TgrUplcMTWJ32OrcnTDIpa0yRevS0IzbIJKTm1bFMCt2KooURCIJw1Uw7bssyzbpSGi6vQLuokk7T5o0jCJJw0q/S4EbFEGKVtDtySiGiY+t4QoQXtMw8Kiyu/GsmyLUN2yc7qqAi4SqTqMJQ0EAaoCbkRRYF+nis8toUg2R1Dpc6EZJoIgEvBI2AI4E0SRhG5SFfTYx5408CsSfpedJ+ZRJEzLtj7ULJNITKfcp0CKf5AQUE0DSRTxSCLx1PVJ1U08LolySSGc0Hlj234+f/JAOlUDjyzZJL0AlgUVPjf3/HEj3zhnOFedPpS9YRWweQDDsoipOnMaa1F1yyEw137YzsadHdx8wUi+/8dNfPOcE7jvL+9mEVd9yzxZ1yefS2Lemcdz1si+jB5oE1RgK2ATSYMJQ3oRcNt989OHVbNmWxs/uPRE9kXUnHMmTZRdNmlwroglVMX3P38ix/Wyia6u13qfS+KZr53Gwpc25mw3bYd6+4WjuPnZdYedCO+RJFd9fb3NYAsCZ511FrJ8YDcNw2Dr1q2cd955n+IeHjqiqs7sxiGAxfLm1oKya7EbZYsowNzH1/DorPH89C/v5Z3+u/uFjfzoCycy+7E1Wc8VmoIJx5MsvXISd7+wwZl2AfsGeNfFo1m7vT3nb2JJW3JrWhQlrwZWeLj3lXeYdVqt85p8N/emUBXXTA7xfx+10Tvg5u4uVoDpY7vzxQ0Z9njVLJ45nrmPr8khutLTKUN7+/nxK+9y69SR7GhPoEgCvQNu1m5vy8ohK8SIp6EZJg9OH8uGHR30KfOwP6bhUewMr7T0vdh0T1OoGkUSmP/UWh6YVs9jKz9wvuMlK7Y6nwnA2hVtRa0BM8nLcp/CL2aM45fL38/6PL//uTH8cd3OvORjejvpxfCDyzbzoz+9l/XZpS0kb31uHbdOLX5TTkvglze3csGYATyyfIuz/4XI3PSE1cJLWaC5PgABAABJREFURnPPS9lBtG5ZZO2H7dzzx03ckidU9XBCB27JkzG3ormVW59bx/ePkjDzgEfm9Q/aOf1H/1vw+aMBiijy41feZVZDLTekVI4Bj8TesMrP/vIe3z6vuJqzJ8CyLOZNDoFl5TQV500OYVlHlsj9d9HT8vNKtdqzUKrVnoNSrR4eHAu1eizUKZRqtYQSSihhQIWXB6bV0xLRHGuw6oCLRXkeO1LkQiGi4+4XN6Z6LQeu2ZU+Fz/9S25G0f/72qnOYHb6ubUftue1Nowmig8C+N1ylloq7XSTJrPcskjQIyNClqVfZyLJzeePwLSyh3PG1VQgiXZ/o+s99L6/vMvQPkGnH5MeqN7TkXD+vlBfZEVzK7c/v56FF4929i3gkvl8/UBu+8P6vIPAX/7VqpxtLHhuPXdePIo5GT3AFc2taIaZdcxrP2znBy9v4sun1GT1j4o590S14vejlohWMCfoH5tbaIlo/5EkVzyVIXowPV6AMp+MLNgZXH63TCI1wL67IwGCQHXAhSwKmIJhq60UCQtojRT/fsIJnT5BD3vDKqJgrwfD8STVATfJFAkV1QwCLomAS0I3LQSw7RNNAzOlwuodcGFhK7D8bolI0s7DqkopeCxse8OoqpMZBScKUB20VVmGadnqLSChm6hJHbci45FFOlQNj+zCnyK4wnEdy7Ko8CnEYkn8bgWfIiEKNoGoGSadCR2/W8KnyOyNqATdMjHdcCw9vbLIvoiGIIBpgk+RUAQBryIhigKKKVKWIgtlQSCaIsVMUyCqJhG9ClFVx7QkYqqRsmW02B1O2LlhukFETSIIMpIo0BFPYlgWatKgbkA56z7q4IzhfWiN2iRX/aAKXtvSypQx/e3YIlWn2m9ff55+fTuPzJyAljQ58bgKTNNiehfC6TvnDufaM47HtCzWbm/nwelj6V/uQU2aTsROZq/d55JYMGUk42orufPiUaz5oI3HVm5l+sTBWedIWm0G8OiKrbl95OZWbn52HYum1QPkXOvnNNayP6oVvI6c0L8sR+EFh4cI75G/yC655BIA/u///o9zzz2XQCDgPOdyuRgyZAiXXnrpp7R3/x4iqsG8pbZqZ1ZDLb48sm2wpaDXTD4eEytH+XLN5BCulNS1b5n3kPOfCk3BBD1KTr4UpG+4G5jTWJtDyIVT1nzh1A+wwuRVNQsurMNIsdOFbu7Lm1sxgRvPG8G+TrVo1tY3zh7OkhVbWd7cglsWWTJrPFHVcIi13R1x+pd7+fWqD5h8Qm+mTawhqVv0DrrYG1bZE1bpU+Zh0fSxWJZFnzI3klBchdUn6EbTzbwS7rT0/Zd/32Kr1hCybmDp7043LCdscGbDEOc7jmmGTShNGcnJecJWM499ToYa76wRvRGw9/8rk4Ywt3Gos4DrU+buNq9sTmMtDyzLL/EHnO/dJYkFybuGUJXjFQzkvG8hMhcOTKkue2dflo1mJr712SM7xRrpJsw8UkA12NPgKzCBBvbEmq+ADUNPQ1tU48un1PBRWxywifp40v4x8eVTamiLatRWf8o72Q0ShklMM3ImFfeEE8Q0g0SBMOCeBn83+XjdPf9Jo1SrPQulWu05KNXq4cGxUKvHQp1CqVZLKKGEEsBWdOVrCn5aZEIhoiOmGcx9fA1PXzWJWZ0qqm6iFcihlyWRpau3UV9TyZzU9b222sfZI/tika00KvcVt6aNqjrXPPkWcGCIN5GhkBUEgbhm4HVJ/HHdrqym7vmj+3LHRaNIJE1HMbOvM0FcM1my8oOs42wMVTGroZbrnlrrPLa8uZW7XtiQ5aRUrC+ysrmV3eEEcx8/QFCdNaI3N5w3gjkRjURKLZMeBO5KUIG9prplSl0OsReOJ7O2m8aMjCZ3vJu1WCHnpDTy5a5l4mjJyvykkf7cDqbHm9BNAopENGngd6dzsZKp3CsFQYB40kAUBETRti2M6zYB1e16IuV+5XPbCiYRuwcsYpNXonDAItMwdCRJJq7peF0yAZfEflXF75ZojaqIgi0aMLHPm3ReU9qRLBzXbcWWIGCmZVoC7I+q+FJKKq8sIgoCezsT9Aq4aY1oSF4Zv1smljTwpjKy/KnthOM61al+rGoaGAaYlkVMNZxssLhu5291OnaGCp2JJJ6Am4BHxjIhqiZRJIWEZu9DLGlgWXafvKVTpVfAjUsSCcftmqsO2sdpxwPZ2WfxpGEfEzBmYDnt0aStxEsdZ7lPoXfQPqaxNZXc8Pt/8fMZ4xxBhKqbLFmxlc+fPBBJEPC7Jdyy6GRk/fLvzcw6rZbGUDUuWcwinHwuic8M78N//fI15jTWcuN5I3h3V9gm7L0ydQPKs3rt6R790tXb6F3m4Zk3P2T+mcP5zu/fdq5NaaHKZ+v6sjes0hiqzhK+ZGL55hb2dqo5imGwr28dReJ7ul7/ugpkdoXtgYBP4v7VI0mu22+/HYAhQ4bwpS99CY/H8ynv0cdH1zDnQIELkWqY3PD7t3lwxlhkSXSyC5KGybVPvsXDKcVRoUDMNLqGUTZ28d3NfFwSC09uLN/cwqzThuQ8ng4OTF9QC5NXLdz5wgbmnxmiKVTd7c0dCivO0uiIJ7l/Wj03PfM2X55Yw4PLsrO00nlgJw2qIOiV6eV35YQ6p7OrrntqLfU1Fdxx0aiiRE6ZV+GO53OJwPS/bzxvBP/9l80sXb2NWQ1DmNUwJGtaZv5Tb/Hbq0/F55L4wrhBSILAnIZarmwcSlw3GNLLR0ciiW6YOQuTzEVF+rM5a0Rvbp1ax61dpqPTC7jufJyThtXtd5Em1PZH1JyJqszPcFfGhFLX766777K7BU93C6pPGuFuctWOlgWaYVrMm3w854/uR99UeGymdYJxhG0g/10EvDJBj8Kv/vF+zrT2bReOwhJ6/nFYJvx61QfUDSinb5l9LxMEgZ0dCV7dtIcbzhvxKe/hwcHvzh8QDfZ9pDur3U8apVrtWSjVas9BqVYPD46FWj0W6hRKtVpCCSWU0BNRjOiIaUZWfnm6Ed0VuzoSOUqEl65rZPrDq5jTWOsQX25ZxCMXH8TN7H2lX3P3RaP5/M9fcx7//ufH8NeNu7NcZbyKRFXAxff/uClrELchVMXcxlpunTISzTCJJAzKfQp/XLeL655am9O3WNHcyrWTQ86/u+uLJLusI/76zj4Suum4GGViRhcVRhqdiWQOsVdWgAws9yo8d81pBD1Kt2uYcm9xQrHsGMnK/KRRluoBH0yPN6rqiKJt5Rlwywii/blFUraFCNDSqWFaFn2CbiygpVNFFKFv0NNtzv2ucILeqYwrRJtk0E0ja60Rjicp9yl0pvahM57EI4sE3LbSShLtrKvMATWPIrE/qjnEXMAj4ZYlZFHAMK00x4UsCoTTBJTLTVw36BVwo+q2jaEFeFKqK4CAO6WuEm2yTDdNXJKd8xVNJBEEAZ9bQsDmnKIJnV5+F5ZbQhIFXJKI4FWIp0gz1TCp9tu2h23RBJLfzgkLx5OIAgR99mslUaDMJ1MlKggIaKnBqaBXxitL7O20FVlrP2ynflAF5T4FSRRQRCFF+skkDQufWyKeNLhs0mD8btlx7/IqNuG4qyNOTZWPRNKgLaZx/dnD+eEr73ByTWUWWZe5Xp/TWEtHPElMM1i0rJn6QRXU9g6wt1NFN7P7uz6XlHIQ28pJNZU8unIr9TWV7OqIO/ufJtYeXbmV+kEVAOhG8WtBRzyJlJYeZiB9XS6EzOtfIYHMJ2Vd2KNXzzNnzgRgzZo1bNq0CUEQGDlyJOPGjfuU9+zQ4ZFFlsyawAPLNrNoWTOLZ47P+8MmpiZ5ZOYE7noxm1BpDFXxyMwJRFW76Ltj631uySFL9nTEaQhVc+/Lm7Jek/bj3dYaO+Tj8bskGkNVBFI/0LojTK5sHMq1k0PdSp0PJtsK4NGVW7n30hNZko9YS+WBjRtSiVeSuOnZdd2qlTrjyaJEjqYXnkROP94UqmL6xMHM77LISRfx7X/IT7QteG49P/2vk3m4S9Mh0zYwvb3BvXy8ML8ByyKH4Mrcl+5s/gZWevhwf7zoa9IXIr9HIaqZzGmoZW7j0KxJoutS9otpdP3uus8pK34JChzhH/hl3SzgjpYFWkI3iCdNXl63KyfbbW5TLYk8AbQ9EYXqd3lzK3e+sOHosLkSyPmxBgfq/2hBPGkwq6EWi9xr5KyGWnuq6QiiVKs9C6Va7Tko1erhwbFQq8dEnUKpVksooYQSeiC6IzokQeDylKLoleub8r5GFu14h0xCy6dI1Nfk9pp+/9Vca0PIHmbOxMpmO4s+E/3LPHw5z/0krc5atWW/04dxiLKLR3PufcsBeGjG2II9MLAHZNJWgYN6FW/cVuYho7o6+aRRiDDLXFOtbG5FAO6+ZHTe11b6XBzfx3bM6ohpRdXqfYLunMczUR1wcfqwaicjLhOnD6umOvCfZ1UI4JJFzh7Z56B6vAGPgmUesL92ixJCquWrWybhmE6Z11ZCJXQTUbTVSm5ZxDCtojn3hmkR9CjIooBuWVgmtMUS9A54SGKf3+k8U7+SIo4se/uJDPIibY+4O5xAQEAQwCu7bPtBwVasCSkiLK4bCIBPtu0PMx0PIqn1jWnYSslefhf7YxrlXpkyr0xnXKc66MIwTVxIeFP7pBomlmVndAGOdWIkruN3y7THNKoDbkwskqZ97djbqRLXDPweO/csljRsm0bTzgBL/05RBJFoUsM0oW+Zm6hmkNSTuGSbcHRJtvKrzGtvZ8mKrTzztdPwKxI/+cu7fPWMEFFVRxAFDMNiX0Sld8CdUmQJ1NdUcN1Ta3lwej1Nw6odq8X/fW8vn63rx55wghXNrcxuqGV3OEGfMnfOMED9oAqHOAX7OqAbFm5ZRDct57qQ7j97FInlza3MarB73pnXkiUrtvL0VZOcLL4ZEwezcVeYc0f1LXpO+1w2idkV6f5wocGDSp+SpRr7UZ4MwE/KurBHk1w7duzgy1/+MitXrqSiogKA9vZ2TjvtNJ566ikGDRr06e7gIUAWBB7MsIaTBCHvD5uqgIfv5vkBuqK5lbtf3MD3Uj9AA67i038Bl+xMcTSFqhjaO8DN54/kq5NDWf7B0x9exS8uK04aDqz00hSqyvpRn9AN7rhotPMDrTvEkgbXLH2L33/1tKKvk0WhaHGkp3LWbm9n8EU+5jTUMmPi4Bzl0/LmFr5+9rC8NjmZ0ki/S2ZsTSWiKNjKsFNqmNNQS5lHweOSkAQQRaFbX/xE0uQ7543gy79alTPFUyyXCuDHXzwph+DKfD5NxDWFqtkdTji5XsVIN49SfLLJq0jdElBuWaQxVIVXEfnak29SX1PB7IZavv27fznH2HVKak84kbVA6u673BNOFJ068RwE4flJIpAibwvX1dFhHSMKAouXb8mT2Wd/zrdOzbUz7Yk4VmyuitX/bd1k3vUUdMZ1bnrmbe699ERucnzoZfaGE9z4zNv8vJv7yCeNUq32LJRqteegVKuHB8dCrR4rdQqlWi2hhBJK6GkoRnQ0hqp4bUvGNdvKn1G09sN2xnYhtFZ85wzmnzkMyO6beRSJ65a8nkWIDe7l4+UNu/Mqq3wuu1GeJp08isSASm/B2A4LcmI7Vja3OsoO6H6gtyrgZme7PVgsIBQlkgrFSeYjtLq+bzp3RxDIcQWKqrn39sZQVVaWaLnPZd+Lnnk76/s7fVg19156YrcN53Kfix98jL8/VtEe1bjhvBG4ZbHbHq9pWiR0E5coIksCMU1HTBFGHknCcNukmSwI7A6rlHltK8FY0kAWRe7546aiOfceWSSi6YiCgIWF16UQ0Qwk0SZjY7qB3yUhA0pKMRVQJHaHVeIimKZFwKtgWTahLQg2ySSLAgGXTX7FNAMhJfIJx3WqAy4MyyKe2h+XZCuz9nSqWBYIgq2QEgV7uN0w7d8NAoAFkiDSruoE3TJRzc7ZEgUQBfvc9SkSiihhum21mNclE9cN/LKEJEp2zphHthVllt2TjqoG5V4ZJWVLWB1wIQkCEc2gl89lv0bTiSQMOtUkQbcdyZLQDToTSXoH3MiiwGnHV+FTJDoSOsP6BumIJfG5ZPZHNGRJtPc/pWbb3ZFgdkMtbnkbIHDNGcdT4VMIx3V++fctXHjiAJRULJGqm9z2h/X89upTEcmu3TSple6vumURn1tixfst1FR6Oa7SBxzoP6cVn+lriKqbbNwVdv6+JXIgQ8stiyxZsZVLTh6Q1b/N7J2DfUwBj5xzLVv7YTsbd3bkHTw4a0RvBlV4WTxzPIv+ZivQCkXrfBIZfj2a5Jo9ezbJZJJNmzZxwgl2GPK7777LnDlzmDt3Ln/+858/5T08eHRqRtYXGUsafPt3/8qRXce6+QGavlkndIMFU0dx94u5bP1tF47KmihN510tvHg09778Tk6jwdWN1BvL4jvnjeAW2S5WC+iI6QTcEhHVzpN6Ys4pRY8/fWyqbhR8r6ZQNSuaW1iyYiuLZ47Pm201u6GWm555m/un1XPn8xuKKp9008qxySmWHfaDS0907AsXTKljZ0eCSp/CjEdW88zXipNzogB/3riH+pqKnGPrTuV2y5S6bvOzGkJVzGwYwpOrt3H/tPqsxVU+tHZjMdga0boloPaGEyz83Bge+ttm53OFrc5ir6v/dEOoilDvAHdeNIrb/7CB5anv8v5p9QiQdd41haqZ2TCEG37/Nj/8wolkBtGCvdCbNzmEkkcKezjRHkvwvUvGcOtz63KsfBZ+bgwd8QSD8B/Rffp3YEHBc2p5cwvFRcg9B53HgM2VZRUP8j0KHK4AOwj3B3nUsw2hKn5w6YlZU0VHAqVa7Vko1WrPQalWDw+OhVo9FuoUSrVaQgkllNATUYjoaBpWzczThmQpqywsZjcOoWsP4J1dYRZMHZWleIkkDXTDZOqJA7L6Zm5ZZNLQXln7IBRoHaR7QN97aWPW+y29YmLR+0k+FVUkoTtEWZ+gJ2cYPI2GUBWWZTl5WN84Z1hR2+Nyj5xFwKVJqq6EVtOwavaGD8RF+FwSi2eO56G/NXPzs+uz3v/+afVEutzb02rhrvEmAyq8PDCtnpaIRmciSdCjUB3In/uWDx/3749FlHldfO+PG/nOuSO67fHGVN0miiBlw2cP2gc8MjHdwC2JtEY0ynwyAY+t6IrrBuGEjs8ldZtzL0sCUdXOoEor61qjKlV+N5Jg/3dM0in3utgfVekd9BDTjdR7WUiiQCShY1oW/cs86KatlorqOiCQUHVUw0IUhFSOmEzSNEkaFnHNwLQkEilFld9tb1MUBPyKTdQJ2Damikwqo8xwcvNEAcdC0atItEQ0RBEQbHIrXfcSNrlmeSwsSyCq6lT6XLgkaI1qWKn8snRuWMAtE9cMJMkePBJ8Cl5FQktZKHaq9mcbUW1yMOhR2B/TCHhkrj97OLGkQUTVOX14b0BATRokdJN+PhctERXDsgi4ZfZ0qo4D1pIVW3hzezu/vfpUoprhWBdW+m11mlsWaYlovLppN2eN6JfVr3XLIh2xAw5k63Z08Nm6vry/t5OLTx6AhJDlspa+fqWvIWki6/6UE5eawRms/bCd+poK/rRhN/NTNqtrt7fn7Z3/6Asncu0ZIUzrQMZcuoe/ePnWrEzFCq9CTZWP195v5fn/2+Goxorh4/4e6dGr5+XLl/PPf/7TIbgATjjhBB544AEaGho+xT07dHT9otKkT1fy4zdXTTqo7eimxU/+/E5etv4HL2/iW589IevvVja3Eksa3HbhqJxplbaIVpQQiWkGDy/fwvVnn8BdL2X/7StfbyKmGfzve/sOyhM5syhXNmeTHrMbhzBvqU0yJZImt04dyUdt8axjuy4lXy82wZkmYYJuGbELSVIsO8zE4tYpI+lT5kHTTUzLoiNme56allVUcbQig9DpemzdoevCoyvKPApXn348hmlRN6Ccpau3cc0ZoaJ/4/cozHz0jRwSNf0Z/ubqSSxZsZUlMyfkkIlNoWruumQUhmVx1eNreG9vhB3tCedz/e4FIzl/dD86EzrJpMmTV0xEloTUzULm5fW7GF9bydfOOB5JFPC5JGY31DKncWjKg9ZeUD25ehstEY15S+3vNB0eXu5VkEToX+6hI65y3BFsfgU8bnaH43nDzHd3xOkTPDryATvjek6YY+ZiuZAPek9D8Biwuer6A+JQn+8p8MpSweuuANxzhG2uSrXas1Cq1Z6DUq0eHhwLtXos1CmUarWEEkoooaciH9FhWBaXPLgyS1klSyJPrtrGSTWVWWuDodV+vvjL1xx3HVU3CceTXPXrN5nTWJtlm+eTRb57wUhuf35DjtVg18iHQj2g9m6GP/KpqHTjAHHlc0ksmTkeBCFL1ZDuo33YdiAe4qSBdo+rKw8nAImkwa6OhLPd9DaWzBxPwCM76qzdHXEGVfowTIsX5jcQUw2qAq6c4W/ItldMk2eZ/aClV0zMObZy38cjpT7u3x9r0E2T6RMHH1Q+rd8tI4sCFjjkVjCltrNMaEtoBDwSnTGdvkE3u1NqqIBH7nbdE9cMAm6ZKr+tVFIN2+6wKuCmNWITXUGPYtsMagZ+t0Jb1M556uV3Q0p1hUfGsiCi6UQTOtUBN5ph0hZL0jvoxpWqF5ck4pZsdVRUNQh6ZCIpwigcT1LmUfApEqpukjAMBBGwIOiRkQSR1ohKwG1nZlX5XbRENIIe25pRM2wCyiPbWWABj4wgHLBZNC1wSyL7OlXKfAptMY2+QTdlqX1PEz5R1aDMI2MCgikQ9Cp0xnV6B1ypfDAJEbvG93WqmECfgBvRLdMRTRLR7L8vS+WmdSaSCMBbH7Zz+rBqKrwKWqrmdnfEqa+pAOyBOZ/L7om+tb2NhlAVqm6hpcQgaSHCfa8203B8b4dwWtncytoP2xlQ7uHVTXs4pbYXF4zuj2GafP2sYbR0qjzx2gd8+9wRtEYO5IZlbjNNZF331Fqu/sxQaqsO9FnTveylq7dR17+cKWP6c+N5I/LaCvbyu5jzeG6v+fUP9jP6uHLOG9WPRNJwiO6WiEYvv8u5RnWngP24v0d6NMlVU1NDMpl7QdB1nYEDB34Ke/Tvo2smQSEVzcFkFyyeOR4BoShb/41zTsh5LKYZxFWNCUN6ZZ2MfSs8fP6hfxYkRJZeMYkvjBuU4yELoEgCTaFqpyhEyFFXpT2RG0JVrEk1A7q+1+AqHx/tj/Obqyfxpw17uHbpWzx91aS8mVvdKaPSyidByLXJ6e5vv3H2cB7632auP3s4j63c6hBy+8Jq3mmjtOJo9mNvENNsVduCKSNZMKWOiKqTNExHeloI3RVxOJF0Fjzpz7M7O0LdMHOk/mk0hqpwy3YQYe8yFxee1J+vnz0M3bSIqjprP2xnyv0rshaimZNMkYROTDPYvDfM2SP7Fcwau+KJNYwbXMmN541wvsfFM8cz9/E1zjSVqpusbG519rNpWDV3XjSK7a0xvv/yJm4498iHh9+/rLng57rw4vye1j0NAU9+xWJ6oivQTaZfT8GxYHMV9BS/zXb3fE9BPFlcZfxpZIeUarXnoFSrPQelWj08OBZq9VioUyjVagkllFBCT0ZXouP9vZEc68DtrTFuOG8kd7+YTVC9OK+Rkf3Ksh57OTVU3bWv8ddvns6dz+e3GoRsq8HThlbl7YscTHxDJhpDVVkZ8zHNYM7ja1gwZSS3XDCSLS3RgtnllX6FmGbw4rpdOYPl8yaH8Ha5B69sbkUUBMYNruS+VzcDtgp+dmMt85auZVxNJd/87HDiSbOoK5Cqm1nkWRpHy2DL0Y5HV27l1inFbZTTBI4gQFI37VyqVFZV0rRzqLwuGb8i4ZIkTCzHhk+g+5x7v1tGFLEJohS55JVsBZXfbWd1pTO59nSq9Am6EbAdv9piGn0DbvZEVCp9LhTRtksMeBQscHKtNMMk4JKcbCjdTD9n77co2BajoiA4CixRBMOw88B0y8IlC3Sm9snCfo1m2J+HT5EwTMuxQdQMk6BXdjK9MC00bFIqqhl2XpkkgkcmmjScPDHDtPAqElJKDBFXbQIwnRkW0XQSSROXX2FQL9v+r9ynkDQsVEPH71IwvdAS1Rjcy8eb2/YzakA51zz5Jr+eO5ElT63llMG9qKnysqsjgUsSCfUOMG9yiJhmOH1QlyQ5PfTdHXG8isjshlqWrt7GFY1D2dURZ39EY2Avr6Ni1U2LodV+hlb72dIS5Y4XNvDu7k5+e9WpLPrbJlY2t/L391ocl7VM4iq9bbu/vZWkYTkk28qUmjAtKBGA0QPLUSQx77VF1c281+Q0zhjem5NrKp1/b2mJZg0MFHMU+yQy/I5s4M0h4oc//CHz589nzZo1WCmT2jVr1vD1r3+dH//4x4e0rR07dnDZZZdRVVWFz+fj5JNP5s0333SetyyLO+64gwEDBuD1ejnjjDPYsGHDJ3YsbskmJdJYssImUDIfgwM/QPMh/QN07uNraItpRd8v3/N+l8wvl7+PbtrTJ9c8+RaPrtyKLApOmGf68bmPr2HRsmbqayoQRduHNN9J+KeNu7n9ojrGpRjhcUN68cL8BluqOHM89TWV9uM1FcybPMzJzMp8ryUrt/Lc/+1k1mNvICKwaFlzSraZyPsZHQzuvGgUPkUimsoMS2+jUEhnGh3xJNMnDmZXR4K3trfTJ+jhySsmIooCkiAyq6GWJbMm8JurJvHSdY2MG1zJqq2tPDCtnodmjOWBafXs6Ejw+Z//E5csMu3h1Y7KLR+aQtX4FKng810zr1Y2t6a+M5GFF4+maVh1zutnN9Ry7ZNvsWDqqJxzKW1nOf3hVcx9fA37OjUG9fJz+ZLX2R/VnO+960I087NLE7HH9w6yoAvBlbmPcxprWb65hb2dKvU1lSyeOZ5efhdNoWrnIlpfU8ljsybw7DWn8dL8Rq49I8S21hhrtrfx9/daurVl/KQRK9JwSKshjwYEXHLB6eDHVm4l4Do6GkBd6zeNtM3C0fB9KF2u/ZloCFV1S4L3FIS7ySXs7vlPGqVa7Vko1WrPQalWDw+OhVo9FuoUSrVaQgkllHA0IZ3VlYlyr8KMR1Yxu6GWF+Y38NSVk3hhfgOSJDC7cQhNGdf4PeFE3v5YtEscSCZWNLdy7qi+PDRjLItnji9oKZxutuZDY5c+TPpeKeXxRNzRkXDeQ0g9P2lor6y/97tlFv0td+hnZXMri/7WnJeoWL65hZNTWThgD5P/z6ptLJk1nhvOP4Hd4US3Kp5wPGnbGc4Yy5JZE5h3ZohzRvb52I3kErqHmbJXPpgeryIK7I9qmNiqpIBHpi2q4pJEoqqOgJ2tmjRM4kkTRRTxKhIWNtFVbF0kCLa6qjOhO2qxaNKgI67jkUX2RRIkdAPVsNVJqm6TMUnDdi2IJA08isT+qIpqGjZxlcoDC6ecDqIJnbhhq8Qiqk5HXCeq6rhlkbhhOBaEfpeET5HYH9NQRBEE+7gUQSBpWUQSOl7FPmZ7O0n8ioRq2tv2uSVkUSCcsLftd8u0xzQQBeJJg1jSzs7yuyQSuolfse0Jo0kDw7RojarIgoBbFvGm/j6i6piWiSjYCq+AW+bD1jha6lgUSbRdvuI6Uc3ev0qfTezd8cJGvC6JE/oFWfbOHsbVVPLVJ9/kz5t2M7DCy+a9nYDFrvY4Ayu8jqr0f9/by7hUr3xfRKVfmYenVm/jpEEVDKz08vK6XXzl0deZ+sAKdrTH8SqSnR8mCgztHWDs4EonVyui6c51JdNlLd1zrRtQjlcSWTC1juMqvSyYUseUMf1Z+NKmrH57uk//8IotlHkUEgV+FxyqEqssReKmUYgL+aQy/Hr0L7JZs2YRi8WYOHEismzvqq7ryLLMnDlzmDNnjvPa/fv3F9xOW1sbDQ0NTJ48mZdffpk+ffrw/vvvU1FR4bzmhz/8IT/96U957LHHGD58OAsXLuScc87h3XffJRgMfuxjaY1mZySlT7hbp4zkpvNHsK9TpU/QQ1sswcJUdkHXrK2FnxtDWyzB4pnj8SjFTyzdyL6V22GWVpYipylUzW0X1rGjLV7UrnBXR4KyApMei5a9z+j+FVx7Zsi+QCRsz9RQ7wBbW6M0HF9N/aAK1u3oQNMNxg2u5M1tbVnhdX3LbMll2u80PWUqiwLzU2xypuqrvBu1W7lX4aJFK6mvqeDrZw5zGOk5DbX0zpC4F/rby5e8zqLpY3lw+ljW72inT4Zn8p5wglCfADHVwO+WnamafIilQj4L2Rg2pXK2trfGmJchQ+36+Wf6V6dfYwGyIHDz+SOYdVoiR30X0wxmPLKKZ752GuFEMhVmLbE3rDL94VW0RDTneP+8cbet6sqU/+ex5KkOuDhrRG+Shsnsx97gyYP0sFb1Ayx/2jM6rYhbsmIrJ0+r4Md/fjfn2O+fVn/ELWdieYJZs54/SkLZj5Vw+c64nlW/Xc/zx2cXzwLsCdgfUZnbWJujck1P4u2PqgztHfj0dvAg4etGpdDd8580SrXas1Cq1Z6DUq0eHhwLtXos1CmUarWEEkoo4WhCvqwulyxyQr9gjsLo+rOHsf6jjiwbQwmBuy4ezW1/WJ/VH4t3c99NaAeGZQv1zg64EeVmwX/n3BG0RTUemjE26175y6+Mc+z/7Mazm027OtjZfsCacGC5h4tPHsCfN+x2Xps0LOprKlm7vT1n7bOyuZVEMv9wr0c5cC/wuSSmTxzMg8uanfuf3VspjPSAexqNoSru+dyYvI3kjphGS0QjnEhS5lWo9pfsBz8OIikr6/aYWrTH2x5TKfe48Ltlm8xKZVRV+t0kDZNgKherM64jiAJYIIvg88i4ZQk1aRTt51qWhWGZjvorrunopoXfLWNg4nUpdMR0gh4ZV8oS0DQtwgmdXj4XrVHVtuoTBNqjtl2iaVrEVAOfW6I1kqDC52Z/VEMQbEW9btqZW/ujGrIInQa2NaDXzoj1umTaYho+t0xnPIlfFokm7QwwMWXDmNK5EEkaSKkMLp9i94wDbhnBAkmwVW4RzSCmGlhYBD0KCd1IkWwCfrdEZ1wnnHruiifW8PBXxiGKgqOEa40mCXhkyn22beMr63fxhfGD0A1bmeZ1iWhJi6hocOPv32bR9LHsTmXjWcC8ySEeXr6FmQ1DMLG47y92//P0YX247JHVPDJzAmu3t3Ha8VUsWbGVU2p7cduFddz14kb++y+b+fVr23hk5gQ27QxnxQuliadFy5o5fVg1D0yrp9znYkfG9abrb62u/eenX9/OhScO4Nbn1jvbfWjG2Cz1VtffBeG4VpADOFQlVnXAxesf7M+rGkv3jGt6+egTdH8i15seTXLdd999n8h27r33XgYNGsSjjz7qPDZkyBDnvy3L4r777uOWW27h85//PACPP/44ffv2ZenSpVx99dUfex/8boXLl7zBA9PqueaMEB3xpHMCLXxpEzHN9uC8dUodVz2xhgcvG4tuWHTGkwS9CrIkcNXja/jJl05i7uOrmHdmqOCJ1Riq4q3tbc6/m1IS6H2dtjdn0CPz0vxGNMNkd3uCXgEXX/rlqoI/eh+YVk/Ak/+HVkwz+OqTb/L0VZPYG1ZT0kURRUoy69E3suzpHpw+lotO7M+CKXU50nTH7sUjc3JNJV87I0SFT2FcTWWODHLemaGCdisNoSr+9719xFLNiFun1GVJKYt9bum/ra+pQATciphXTj7/zGG0xzXKfUrRbcmS4HxG+S4evYNuvvyrVfhcEkuvnMTUMf2d54+r9PLnjXuyvKQzEY4nWfjSxtRCqS3vPozsX4YI3PvyOwWtaRRJ4Jd/3wLAA9PqefKKiYQTSQZV+nj7o3bmZ7x/U6iKuy8Zw1VP2IukjoP0sO6bkbcxbnAliaTJuCG9mNVQy8AKL997aWPBfLW7j7CNUXch32VHiQXOwfg+Hw0o88pFpdBHQyh70KvQqRp582gEhKPGKiKtOC10vfMpR7YZV6rVnoVSrfYclGr18OBYqNVjoU6hVKsllFBCCUcbumZ1JXUzb1N+/Y4Obp06kgXPrc+6V10wui8LLxlNPGlndJV5FcRcQVUWAh6ZL/7yNcDuATWFqnKUXzHNYOnqbcxqGMKshiGousmgXl7+tGEP0x5elbcPIwpCFmnUFKrmmsnHM/fxNc7rzxzRmwm1vXjt/VZ+9Kf3nNeme175ejyRLsO96aHjcq/iZHJZlsWTq7dlHUexhnNjqIrXtuTaOd763HqnWZ7GzvY4Nz7zdla22OnDqvnBpScyoMKbs+0SukcgtcZVFLloj/f+6fXEDZs0VQ2DSEodlTRMTAs8smgrBb32SW+alv28aaKbJm5FYunqbdTXVOb0c5eu3satU+pQRAERCxOo8LnsQXZZRBIFZNnCdKXt/OzcuIRh4nNJSII9GC+KAsGUpWFMNzBNCHpl3JKIKAgkTVtlJaZUUgfOLJmASyKs6kiigGGCz60QcEkIgoBl2es6QRSIqgZVfhcGtpotqtnKr13hBNUBN+5UfzWiGVT5XCQMW6kVSxq0x5KU+xQsy15fxVKEWTimUe5zIwmCnQumSIT6+IkbJjc8/S9++MWT7Owtt0wiaeBVJDpiGl8943iiqkFCMPDIEn/ZuIfNu8Nce+ZwTj+hD3e8sIEbzhvBVacP5Sd/eofrzzmBc0b2RRYEbjj3BIIehdVbWtnRFufLp9Twoz+9w9rt7Twx5xTHQvDEgRWcP7ofcxtqKfcpKBKcXFPBzc+uy3s+/WNzCy0RjXKfK4uASved0+jafx5a7efWP6zPukaklVWFfhd87uSBjgr3HxnXBLBJtCWzJiAJQtZzhZRY5T4XZwzvTW21nQGWJroWLWumaVg1P7z0RPp/gteYHv1rZubMmZ/Idp5//nnOPfdcvvjFL/L3v/+dgQMHcs0113DllVcCsHXrVnbv3s1nP/tZ52/cbjef+cxn+Oc//1mQ5FJVFVVVnX+Hw+GC++BTJMamwuZmPLI672tWNrfikUX6lLk556f/yHm+MVTlTKw8/fp2nrxiEne/uCFnGuCui0ezY3+cuoypk9mPvcFDM8YCEPAoXPCz5c7fzDsz5NgVdkVTqJq9KYa6ELFUX1PBnzfuyfr79ERJ+qZbX1PJIyu2UF9TyXP/2lkwZPmG80Y4TPWL8xscdjvzZrtpZwcLpo7KyQjLp3zyd8kfKKiqGlbNzNOGOD6l1QE3339lU0HyZeHFo9kdtu0UxQJBoyuaW7LY6q6kXn1NJTHNIKYZTH94FfdeeiJ9ytzEVANZEgs2IcCeNli7vZ1Tantx+9RR3P3ihpxcrJmnDWF3OM6shloscqc6ZjXU0hpReXD6WCwsFq/YmvOazEXY8uZWbnluHZ8d3Y/3ljUflId1Y6iK3gGXMwFVW+1n6gMH8r7+eF1jtx7SHxeHUqcuWaQpVJ01yZVGU6gaVzfH3FNwMNl+RwO8SvH8EO9R0ADyKRKPrNhS8IfH94+SYHlBgPlnDgNyryXzzxxGHueOQ0apVnNRqtUjh1KtHjxKtZqLo6FWj4U6hVKtHgoOpVZLKKGETw//CbWamdW1cWcHX1nyes4QcP9yDx/tj3PtmSFuOH8EkYRBhU8haZjc9eLGrDz6v337M0XXF7s64k4vZsmKrSyaXg9dFFtNoSqubDqeuY+/4fQn5p0ZYu32trwEVz7SaHlzCyZWVgZY3YBybs+TF5b+d+Zr03BlWO2mc3u65oA2haqZ2TCEVVv2O/tX2DXIfm1XVyDIbpaDreDqSnClX3fTM2/nEGL/yTiUWk3bFPoVib7lnrw93qZh1fgViYhmK48CbhnFZ58LLVENm7+w7QFll4QIaKZFQjdthaIFiihwZdNQFv2tOafnOG/yMFyiQKdmENd03Kk8Kq8i4hLsDCy3LOJ1SbRGNco8MqYFogBBt6388ikSEU3HJ0sIQDShY1pQFXAhpEi41qhGtd+Faph29pcspdRctjWiR5ZQJIE9nSr9gu7UY/bf9Qm6iWi2VWJbTMPrkpAlAUGE9rhK0GOrq6KagU8WCbhl2uIa/pSCSxDsdbqZytvCsoiqOlV+F76Ah3hSR5EkdrTFkES46fyRbNkX5fufPxFFFLGwsAwLNWXLGNEM3HEd07IwTAuXLPL2R+184+wT+NeHbZyayvhbMKWOc0b25b5XN/P6B23ce+mJVAVdyILI7X9Yz6wGm6SuH3Sg117hc/Hfr77n9MfXbm/n/mn1jrNVumdfCOmhukwCakVzS861MJNEuuWCkTnXooNRY+VT4QKMH1zJkF6+rMGFoEdx/iYf+ld48bkk7rlkDFFNJ6YZlHuVT0y9lYkeTXIBvP/++zz66KO8//77/OxnP6NPnz688sorDBo0iFGjRh3UNrZs2cLPf/5zvvnNb/Ld736X119/neuuuw63283ll1/O7t27Aejbt2/W3/Xt25dt27YV3O73v/997rzzzoPah/0xldsvsvf3hfkNRBIGQY/MnnCCG59527GPSyR17rhoFHc8n0te3XHRaNpTdoW9/C5+9MomTq6pZHYXtn7hSxupG1Cec+MURYHGUBVyl7GXQjfGhlAVc5tqGVDh5ed/28zdl4xmwXPZMvGmUBXXTB7G3MffyNrm2g/baQxVOdv2KhKLljUzpyH3hp7GiuZWrogeyBLbH0vy1V+v4oV5jWzbH0OWBHr5XATcEqphsmBKHRa2DLhT1Xlre1vOVExLJMGCqaNY+OJGlje35NhEftQWxyWJDKny8+H+GHUDyrnpmbd5+qpJzGmoZcbEwXgUibe2tzl5YukMibSc+M4LR7E7nKA9Q52XXkwsnjk+hwRLE2qZC46WiOZMBC2eOZ7lGQRZVzSEqjBMy1n4/PLvW5jTWMus1DRUnzI3f920l+ueWsuPv3gSt/1hPfdeeiI3pRaKmefdXRePpiOm8VIXxVrmuZC5CMu0ISx2YWwIVbEnnGBWQy3R1I3zxmfe5tdzJlJfU8HK5lZ8qemNtIS/6+cMuRNN/w4OpU5bIxqzG4eQtlNMw7bAGcL+iEZtdcE/7zE4VsLlo5pelKTNDP7tqTgWLK7AtkeVRZg6ZkDWj9G9YRVZtJ//uCjVajZKtXpkUarVg0epVrNxtNTqsVCnUKrVQ8Gh1GoJJZTw6eE/rVb9LjnvkPUzXzuVq/7nzazYhIEVHu584R3qBpQzY+Jg51q5P1p4ffGd806gI5rktql1LHxxE8ubW5i3dC1XnT6Ub332BDTDJggCbpmoqjOupsLZxpIVW+0eTg4hVpg0yuyRAFlN7e5em962L2Mdkc7t6Xqvy0eoZao2vnvBSLa1xnDLIr38LmY8srqgLXSmAr0louUQXGl0JcT+03EotSoCCy8ZjWFadjyJlXuuzpscwrAsp+9lAZJoq6F8LgmvIrE/qhFXk1T53ZiigEsUaE3oxFRbLaYakEiaTMlwhkor3BNJg0jSIKom8bsV20JRAK/fhSlYhOM6Qa9MUJEIemTCcR1BgF5++/vWDBMQEQSBmG4gCAKVvgNkViSu4/dIBNwyoihgGWCa0KnZOVwWdsZodcBFLGlnfUWTBuFYknK/QsAjs68zgWnZMTYI9usFoG+ZG0UUUUQB07JdFSS/TXh5Fdl+bSxJuVdBEGD9Rx2MGVSOW7b3B2xiTNNNdNNg1MAK9oQTKJJOr5SlnqrriKKIYZlUBdzsj9rbU3WTmKrTu8xF0jD56unHIwpw90ubWDJzQupvTXaHE/hcEl85dTD9y934XDLxpMny5lamTRycM8yn6YZzDVi0rJl5Z4ayav1g864yCahf/WNLisTPPr/SyqoP2+I520n36d2ySN2Acud6W+lTqOnlc+q9qwq3K5l1KNeFzEGHw4keTXL9/e9/5/zzz6ehoYF//OMffO9736NPnz68/fbbPPLII/z+978/qO2Ypsn48eO55557AKivr2fDhg38/Oc/5/LLL3deJ3T5MWFZVs5jmbj55pv55je/6fw7HA4zaNCgvK/1uW1P0Ux/TbB/GD95xSRmPGLnJJkIfPlXtqrnxhQpkc5S+vKvXuMXl40DDCRR4NV39vFqxjRLJmZMHJzzWJXPxW0XjmJPeyLr8ZhmcNMzbztESFwz8Lpk9oYTfPt3/wJgyawJfO/FjQ6p5nfblieDKm1ZYebCAOCdnWEWXjKGBc+t57qn1qb2m26VOZk34UqfQkwz2B/VELEnCSwsdrYnqAq4WLu9jbtf2sQD0+pz/JzT8LrsUNPHZ5/CrHCiCxm4yXm/J+aegmFZnDG8ms/XD+T2P6zPUUZlqppiqsF9f33PIWvSktMVXf4mkTRzcrOOq/Tyw1feybvgaApVs/bD9m4VZ5JIjiRZEATe2t7Gxp0d1A0oJ6YZ+BSJH1x6IktW5qq0fnDpiXboYpknb9Mm/d5dF2Hp77CQh3XTsGruvGgUHXGNiGpgWdA76ObJKybikkWuaByKWxaZPnEw97y0sejnHPwEbIwOpU69LonLU1Nls7qQx/OWruV3Xz31Y+/PkUA6XL5gI+soCZfvTBT2CT5a8kO6s7A6GiyuwM6VrA642bwn0uUZi94BD61RleOq/B/rPUq1WqrVTxOlWj14lGr16KzVY6FOoVSrh4JDqdUSSijh08N/Wq1W+JS8SlavIuWQX69c38CtU+tyLAxfuq6RryzOXl8MqfLzx/W7+PKvbKvBtOVf2opwcC8fL2/Y7QzVPn3lJOY8/kbWNgb18rLsnb2MG1Lp/N3BkEaZfS6bGCiMzOfTQz8IOMO/g3p5D4kkS6s2pozpzzVPvgXY2yqWe5qpQA8fI/fVI4FDqdWwZnDVE2v41eXjmf3YG3nXwrMfe4Nnvnaao6DqTOiARZlHwatIaIaJP0XYxFLnmJa0iSkr9XrTsrh26VvMaay1iaIUdnYkWPjSJh6bPYHeAbf9oEdGECBumLgRCbglwrEk7qCIRxYx3LbSK540EFO98FjqvwUEvIpEQreH2BNJ29LQpxwglAQBoqoOloXplpEEOxNLxCapqgNu9nWqlHkVwqkcMJ9bwS2LqIaOX5HBAkGEloiK3yOjGRaWJSClyC5BBNEELOxsLhF8osgptfagfdBrZ23FkgaRhI7PLeGVROJJgzc+2M+kWjtaxkxlmyUNg4BbRtVN/C6JzoROmVfhH5v3UT+oghufeZvfXDWJba0xuxecWvNbgCQIPDh9LAG3iEuWuOW59U4v3i2L7OpIMKjSd+CcSOW0pa8XXQnxQ8m7yiSgomqShZeMQTNMoqqeRUbli5lJcwCPzJzAT/70TtY+dLUp/STIqSOZ99ejSa6bbrqJhQsX8s1vfpNgMOg8PnnyZH72s58d9Hb69+9PXV1d1mMjR47kmWeeAaBfv34A7N69m/79+zuv2bt3b466KxNutxu3231Q++CVJW5+dl3OybqiuZW7X9zAklkTuO/V92iNaFmqnq7Y26lyzZNvdStj7EomNYSqEEWB6Q+v4sun1GRNo/pcxYmQ655ay75ONYtUS8u45zTUMj/1g3l241ACbvuisPbDdr7wi3+yZNYE9nWqVPjsm+jBWNyl31s37KTBoEemwqdw1wu5lnz3T6tn3Y6OghcCjywyol+Q3eFEwc8UIKmbzH18Da9+83QWdPErhVxVU8AjZ4UBppsGXzvDnsRI6iZrP2zn2qVv8ZurJ2W999NXTuLWqXWoeldVXDV3XTKK5/+1EyBvI2JIlZ8LF63gf+aewvSJg3Mk7GmrRFkQ8LkkegVc3PvKOwXtIdMqwGLo+nymf2tXD2uPIlFb5ePul7LtBNL79fTr27myaShfmTSYJSu25lgVZn7O/9rejlsqfr4cDA6pThWJSUN7ZT2WJronDe111Fj5dCa6CZefc3Q0srrLDwkeBfkh3Vlcdfd8T4HbJfOVxa/z4IyxyJLoeIn3Drq5bPFqHu4m9Pig3qNUq6Va/RRRqtVDeI9SrR6VtXos1CmUavWQ3uMQarWEEkr49PCfUKtdm5yDKr1ccvLArHtqXDNysrp2tKm8+K8t3HDeCL4riUTiSQJeBa8s5hBiz89ryLIazLznNYSqWHjxaM4d1ZeG46sJeCRkUcy5L6b7XF37J92RRpl9LodQKIDBvfxOnEN66Oex2ROcnlF3vT5FFnPccDbu7CBzPL9Ys7ypS7O8rBvL5aPBkvlI4VBqtTOR5MO2OJ2JZNH1V2ciSd+gm7huUpYiryKqTl+Xm5aIrSwKKhI7O1VM06Lcr+CX7fWzkPqf4pmrCmqKWPUoIkndpDOhY7hSiidBIJY0KHfLzrq8Na4dEH2kTiybCDJwiSLJFJnSJ+hGNQ0kRDoTSSr9Cn63jFsWaYtqBH0yLkHCLdqZqbIgUOa1M7lM08KyLPxumXjSwCPLxHSDQCofTFcsLBPCCQPLslizbT9nj+yLSxTRLAPTEtgdTjCsT4CIphNTk5T5XHTGdbwukbhmEvQq7I+oVAXcxBNJTjqugnKfwrbWGIOrfKi6gZ400U2LlojKcZVe/B7blnHjzg7OHdWXmGYQT5rO+vKt7W00hKroiCcxLIs94QRDe/sdi9K5jUMdZWba8vHMEb2pG1BOuSe7L96VEC8kdiiWd9UdWVTpd+V1o0hnhXW9RnySNqUdMY22WJIFz63LUZkdrry/Hv1rZt26dSxdujTn8d69e9Paml95kg8NDQ28++67WY+99957DB5sM6y1tbX069ePv/zlL9TX2yeUpmn8/e9/59577/0YR3AA0W6sNW4WBBZMrSMcL24Vki6GgyWL4ADBsKcjQUtE452dHdx24SjuTmVdFZJDZxIOXYmOdPHt7VSdxYXPJfHAtHo8ikRd/zJ++IWT2NepsmTlVuprKmkIVXVrcZd+fnZDLR2xJE2hahRJ4I7nNxQkRE6p7ZU3uLQhVIVmmiyYOoq3tu0/qPfVdLPg95SemmkKVbO7I1vymb6pLFrWzOKZ450FSiZZl/73ivdbeH9vJzedNxJZEtjRbm9r7YftTLl/BWNrKhw1U1cC6+6LRzO2pgJRFIp+Z9859wTun1ZPRNWLnndzUqqqYsh8vilUzbodHc7+TJ84mPkZFpHzzgzx6IotBb+r+ppKFi1r5lufPaFoFte1Z4QYW1NBW0yjNu+rDg9E4LsX1HH789mTYmm70KMjOcQmhos2sj4BhdyRgF+Rinqt+4+C5qhbEoteez4JIvdIIKBIDKnyc9GilTnPNYWqCRzh76JUqz0LpVrtOSjV6uHBsVCrx0KdQqlWSyihhBKONuxsj+dkPp0+rJp7PmcrD8Jx2wZLN82crK4BFR7mnTWc2/9gDwinSag7LxplW8BxoNfwt3f35jwGB7KJnn97J//9l83O48/Pa8hp/qb7XAJkPb43nKBpWHVeW790PykNl1z8PqWbpqO4SiPoUbKUXMUgCQKXZwxRN4aqWDB1FAgWD80Yi0eRePujdq4/a1ge20XbIi+zv1cdcBU8tq6EWAkHj6BHweeSuiUJgx6FRIrsCCg2wWNaFoZl2XlUAhjYa03TwiaZTAvNNFEkEVGg23XRvoiKLApIgoyJbUfYEtWQRYGgS2JXWEUSBXyyxL6ISpnXfq80zFTOVZlXJpE6dwIem5xySSKxpEHQo+CRJKKGQdIw6eV32eor00IH/C6J9liCSp+HuG7gVeycrrhh2Io0tz1UZnnBSqm0YpqBJILPZX+GiigS13QkSaQlonLjM2/zP1dMRJZEfvpqMzeeN4KAWyZpmvb/GyZVfhftMY2+ZR5+9of1zG2spV+ZB7csYpoWr23Zy/mjbOHLq5v2cN6o/kRVnekTB7NpZ5gFU0ayJ5ygd9BNQ0YkD5Y9uNe3zIPfLTsuX32CLhbPHM/Dy7dw/dnDaY9q3HjeSO59ZRPn1vVz3LsaQlU5hHimgGJOQy1lXoVePlfRvKvu0LfMwz2fG8N3n12XdU1LZ4vlwydhU7qzPc7f39vHi2/vPKxEWlf06F8BFRUV7Nq1K+fxtWvXMnDgwIPezje+8Q1WrVrFPffcQ3NzM0uXLuVXv/oV1157LWCfmNdffz333HMPzz77LOvXr2fWrFn4fD6mT5/+iRxLdxLfiKpz94sbiSd1mkL5wwmaQtXsCdtWg+miyPu6YdUMqfLzxNxTWDJrAvU1lTy9ejvlPvvGed3Zw5n+8CoWXjyaJ6+YyGfr+hYlds4f1Y/a6my7jHTxnXxcObdPHcXZI3pz/7R6lqzcyoxHVnPNk28x57E3eHL1Nm6bOopNOzuY3VDLxtT/d933plA1t02tY3xNJfU1lSxdvY1d4QSzG4egmVZRQmT0gHKue2ot9TWVLJk1gd9efSovzG/gxvNG4JMlfvbqu/Qv93L3xaNzPts0ofZOar/S8tFiuOuSUXzn928XfD69YEhv27IsfC67sTC7oZYlK7by8vo9mFjc/dJG5j6+hrmPr2HRsmZimsGK5lYeW7mVOY0H6J30wkw3TRZeMgZFFIt+Z4ok8ujKrbTHip93iaTB3k6VpgLnUuaCrSFUxbVnhjh/dD9emt/InIZabnrm7ayJplOHVhX9ruoHVbC8uaVbCb9uWcxbuhb3kW7GiQJ3Pp+r5FvR3MqdL2xAFAvbl/Yk+FLh8vnQGKrCd5Q0TmJJg9mNQ3LOz7StQ+wosIdqi2l5r3np60NbTCvwlz0Lqmmw8JLReb+LhZ8bjWoe2e+iVKs9C6Va7Tko1erhwbFQq8dCnUKpVksooYQSjiZ0xLQcggvsJud3n11Hld/FyTWVHN8nQL8yD5NP6E39oAr6lLmp9LkAgQ/3x7i66XhemN9AU6iauy8eTUun6uQQLZ45nodmjOXsEX3oV+ZhasZji2eOZ+qY/gyo8PB2BhEF8OiKLSy8ZEzW/T2mGTy1eht3XzKax2ZPcLaxN6Iyb3KIpmHZ/aSmUDXzJw9jyYqtzmP7I8XvU7s6suNDGkNVeDIHjy2hYH+mMVTFa1vyu0N9tD/u9OHWfLCf3kE3F52U/VlcMKY/iaSRc6+8dnIo7/5emyINSzh0BFwSi2eOxyOLRdeQHlkkHNPxyCIx3SCaNPDIEomUfZ6AnUeqSCJ+l/14LGnQEU3SHte6XRe1xzSCHoUKnwtZFMEC1bBJoI54Es20CKTyuFqiKh6XhEuyM8H8LglRsNfBfreMS7IVWwlNRxRs+72EbhJTbXvQpGGrs8JxHc2w91M1TCKagWlaVPg8WKatJEvoBrppoQgifrdMOJ7E55LoiCXpjCdJJA2iqs6qLa14ZJGG43uT0E12d6q0x5IkDYuWiEZ7NImWtMUKuzoSeF0S7+4K45ZFHluxFVEUWPl+K/Gkwdrt7byzO0y5V6Y1ohLVDJas2EpUM1j7YTtvbmuz1WqywNOrt7MrnKC+phKAXR0JZjfUUl9TwXVPrSWq6ViWZWeTJew125zGWjbuDPPQ35pZ9s4+5jz2BgMrvdz14gbqBpTz36++y+zGIU7/2eeScr639FDdkpVb6RNwc3yfwMcmgmqq/Pzkv07mla838durT+WVrzfhUYrTQVE1SUdM4/29EdZub+P9fRE6DnKNnb7u9wm6C/at00TaJ40ePXY4ffp0brzxRn73u98hCAKmabJy5Uq+/e1vZ2VpdYcJEybw7LPPcvPNN3PXXXdRW1vLfffdx4wZM5zX3HDDDcTjca655hra2tqYOHEif/7zn7NsEj8OumPvA26Zr0waQplb4fYL67jzhY05OUd3XTyKqKrzwvwGOuJJLjppAHd3sfBrGlbNvMkhLly0wiEf0iGZMx5ZzbiaSr517nAenT2BfZEEfcvcbGuNFd23bftjbNwVzplyiWkGu8Iq85a+xQPT6nksj7Jo2Tv7ELFVatta48w/cxguWeC7F4xEFAQ6Ezq6afLP91v53EP/JKYZNIWqWHDhKDTd4Kd/eY9ZpxXX8qi6mTVd+9J1jezuSLD2w3amjunH188+gYUvbuTN7W0pW8VaPLJIpd+FaVm0dGpcd/Zw7nv1Pa45o/hN/LhKL4mkUbQYj6v0snjmeNZ+2M7S1ds4Z2Q//nBtAzva4lyz9K0sUij9eaX9ousHVaCbFgPKvSiSQOPx1QQ8MhE1Sf8yD5ctXs2Jx5U7yrVCiKkHAg2LocKrUNc/SN8yNyZd8r9S38PWlqhzPHMee8PJQGvMsLOMaQZNw6q7VYWlCUB/NwHtSd2kvqbiiNsYxZJGQZJu+eaWo6YBFOsmO+RoOY5wXGfe0rUFs1yOBnsor0vmusWvF7S4euZrp33au3hQEAWRxSu2cPclo4knTcdWyauILF6+hdmNR1JzWarVnoZSrfYclGr18OBYqNVjoU6hVKsllFBCCUcTWiJaXoUQ5KoFyn0u25awS8xHWqmUzrH3uSSe+dppzFu8mnsvPZE+ZW4iCQNRFHl5wy5G9Cujd9Dt5Nv3Drr5wcubGDmgnOkTB2fdNx5Z/j4Lu1yHd7bH+eIvXsvp+fhcW3j2mtP4qC3uWAX2DrjZtKuDB6bVO9ut8LmY/siqgvepB1J2ZOlju/3CUai64bgB+VLkCHmyz2eeNoTrnlqb81mmXXoy/33rc+s5uaaS7zyzLuu1TaFqbp06Mus7mpPKjOq6v3Mee4MX5jUetvycYxkC8NDfmrn1wjpuu3AUd72wIaufmv7uNdPE55YQLehIOXtV+11gQWtExZsigCQBKgIKUVXHsqDMp2Cl1FbdrYv8LomoZiAKYGERiRsEPTJlXoV40lZVmak8Lrcksj+mIVgWZT4FBEi7FiZ0w1GomZZFwC3TmbIgbYuqKLJkb8vCcSkLuCXCCZ2IAEGvglsSqfC6+PGf32He5GFIoi08KfMquCQRKTUAF47r+FwSggDtcQ3dAFW388F8LonXtrTSFKrC75GJavZ7yaJNilcHPSRNgy+dUsOujgRLVmzlM8OquX9aPY+u3MqwPmX0L/fQElHtnC1NdxRaDyzbzLWTQ3zzs8P5/svvMLxvkA07w5w6tIorn1jjfM66aTG4l4+IquNOEUb1gyoAnN8+LRGNtrjm9GYXLWtm1Zb9zGm0I2ZieSxa4QBB2RHXgI+Xz5pG3zJPVmbb+3u7ZsIegM8lUeZ1Me+ptTkK3IOxGUxf96edUlP0dYcj769Hk1zf+973mDVrFgMHDsSyLOrq6tB1nRkzZnDrrbce0ramTp3K1KlTCz4vCAJ33HEHd9xxx8fc6/xIT4B29cEE++K2r1PFo4h8/+VNvLm93QnIBBhY4UXVTT5qjaOZJoIgEHTL7GyLM6vBzsLyuyQiqk6/cg+vbtrj3GTLvQqJpMH8p9YyrqaSmQ1DmP7wagCeunIiAP0yTvR8cMtiljdo5jHs6UgwLsVsF2pivPrOXr517gnMfPT1rMfnnRli484O6gaUUz+ogh9/8STnYvyDlzdx9si+TJ84GD1TJ1tg/zI/S8O0nAXCZ4b15pu/fZOHLx/PjnZ7MWJZFv/c0uoEjoLtsTx94mBWNLcUlfrKooimm0Wl6n/euIdFy5qdC9N1qc9+3JDKLIIrptr/7XNJzsU2/Tn/4JVN2YTTsGqubBpKa1TjpXW7naDWQgikbHO682IeWOFlb2cCSRCZ01DL3MaheBWJmGbnql3y4Moc7+k0UbWiuRUBgSevmMj+qMbaD9u7JaXS35XXJRX9DPeEE8ybPAzXEZ7w7uzGLrS753sKOuPdZIccJeHywe7yQ44CeygBcvzi02gIVXF0aBhsv+ivnDqEBc9t6GJ5Uc1tF9Z1q878pFGq1Z6FUq32HJRq9fDgWKjVY6FOoVSrJZRQQglHE8LdNDEzm5x7wokcggsOKJXuvfRE5j6+hliqWf/AtHoW/a05hxAb3reML/1yVVav5+X1e4A9efdh8oi+Tv/oN1dNKpjlHtMMtrRE+dr/HLAaTA8rjzmugq0tUQBao2rB+1TTsGpqq/08deUkAh6JqKrTHlOJqmbW+8x9fA23ThnJzReM5IPWKG5ZpHfQzZd/tSqnP5NGosvAzYrm1rzD0cubW8jssIUPIjOqhENHp2YPevlkid3hOPPODHHj+SMc8jX93fcr85IULQxs8YNlWeimiQW4FQmPJGKl8qBcokQg1b71KxLxpIFpdbMuEmwLt6iqY2ETaKbbJq68isSesIpfkfApNqEkCgJ+t50NZljYqrKkAQIEFNk5NoFUf8+jOBbLnXGdCrcMLglS23LLImWCYGd8YQ+OSYLA8X2CxDSDSr+Cblp2L9GyCKQUYXgksATOGN6HtliSCq+MKAhYFnjdEqcO7cWpQ3vhV+x8L4B1OzoYM7Cc+U+tZd6Zx3PBqP5EkwYxzcCjyNz3180O4fTqpj30TVkQrtnW5ii05jTW0tKpUem3BShJw+Jbv/0Xn63ry9gun/OSWePpV+YhnEjSGKrKifkB2NupAgf6qJm1tnjm+KK/L16Y1/jxTsIiqA64OH1YNf/I05NdMLWOBc+tz7E4P1ibwfR1vzsRxOHI++vRv2YUReHJJ5/k7rvv5q233sI0Terr6xk2rHiDvydif1RlwdRR3P1iLnt/24Wj+MvG3fzz/VbnBt01iymdZZT+m+9dMobP/PI15zW//+qpzH18DS/Mb3B8hjOVOA9fPt4hu9I3xZaIxrSHV/P0VZMKevSn7eoyvUFvPH8ECc0knEjyzu4wCy6s48P9xdVg+yJqDtmSJnQeW7k163ibQlXcdfFo1mxrc96zuzyt9Ody9yVjuHzxauf5cp/M7ReNyiK+8qHcq3D5EpuEyxf01xCq4orGoSQNk/a4xnVnDuOaM45n5fsHyLKmYdUsmFqXpXxKq5yWN7c4pGV6e7Jk/wzPzESbd2Yob9bW8s0tmJbFnEab/Xd1k0egpLb99OvbefKKSXnPu9svrOPSX/zTmVBKk3Jq0ij6WWVeqNLHNffxNTSEqvjcyQO7/a6aQtW8+cF+Zp42BCxyPKIXXDiKf21vo3+5h8QRtmrxuYuTdN0931OQbz8FQSj6fE9EQClMhjYNO0ryKgSKTuccLd04lyTy41feZVbDEG44/wRncb43rHLfX97j2+edcET3p1SrPQulWu05KNXq4cGxUKvHRJ1CqVZLKKGEEo4ilB1EHlEabVGtaJ74d6fU8dCMsbhlEZcs8lAXgiv9OsDpmxwMMhvTaZVK2mUnrdh6a3sbS1ZsxdUl9zGmGfzrw3YuHTvQydlKDzFDrlPO7RfW8cqGXfzwlfcOPD6smsYusRoxzeC7z67n91891dnu4pnjCxJckL+hnK/pDnb2URqH8h2VcPDojNuNft2yuP+vzXlFAWnHLo8o0KbqSIKAW7YtAjviGv2CbpKmTfxYQFQz8CgiSd20/1sWUQ2TKxqHMmVMf/qWeZxzdndHnP7lXgTBJqX8bhnTspAE8Mp2HlZE0wl4ZCRRQMAmw8JJm8DyuyR0yyKm6YDg7IOAZSvLRAFBxVZNJg1E7IEqzbKQRQGfIhFVDRSXgJIiroTUcQkCjK2pxO+W+Wh/nJoqH+/tCTOsb5C3trcxcmAZPkVmdzhOwKOwZtt+LjlpIIZpYVhJTMNi0bJmxg3pxXu7w3znvBGcPaIPJx1XQZ+gO0Ukvc+YARUM6uVNEVCGU49rP2xn484OvjJpCPMmh3h4+ZbU2jK7N336sGq+//kxjB9cyZzH3uCRmRMQeNfpYYoIRBI6WtLijotGsSes5pDN6WtGvvpc+2F7QYLy9MOch1fuc/GDS0/kpmfeziK6Th9WzdiaCm7+f+vy/t3B5HWlrynFRBeH6/h6HMn1zW9+s+jzq1atcv77pz/96eHenU8MXrfMjEdW8ZurTiWW1LN+yEx/eBX3XnoiP/rTe3n/NtN2Lh3U/VHbAVKpKVTtKJAUSUxJm3GUOPU1FY6iKH1TzCSv9kc0ZjYMwcTK+2MxLYdOM851/csI9fZz/183s7y5hUdXfsCjsycUPX7dsHJ+kMY0g6df384tF9SxK5wgkTRwyyJ7wwk+aoszsbYXv7v6VPZ1qilrxvwWji2dKheM6Y9fkbhs8Wo+bIs7r/HIEktXb+P6s4fz5BUT6YgnnUXK069v58un1HDaUJtxXzR9LG9tb+OmZ97mm+cM56bzR/BRW9y+yQADKr157SGfu6aBne1xyn1KXuVTGukFRmPK2ib9ndUPOnBRy/zvYudBa1Qt+gN/dzjhkKP3vrKJk2sqbQIrYzLgB3/cxJJZE/ioLe58JktXb2PGxMEHRSqm4XPJtk91OIFbEhyVWb79enr1dq6ZHGLu428A8OQVE7ni9Fq8ikzQIyMAhmVxQv8yvrJ4NT/90snQO+/HcVjg7SaU/UjbJ/678CsSv55zCve9+l42gTysml/POeWoCZe3gPlnhvKQodXMP3MYxTWePQM+ReKp1duor6nMmc55avU2br9w1Ke9iweFpGFy+WlDWLRsc/Y1MFTFvDOHkTzCE+elWu1ZKNVqz0GpVg8PjoVaPRbqFEq1WkIJJZRwNKGYWqBrk7O7fPRIIkmV30W5V0HVTd7c3s68M0NZZNTbH7UjCHBOXT8ajq8m6JGRu3GHKfceIHFcisDimeNZ9LfmnMHzJTMn5Ax3N4WqmDc5hITg9FBimsGdz2/gwRljkSWRzrht55Y0TB5a1kxNl7z75Ztb+PpZ+Qf590VU57+LNYzz9WmgsJIiMz6i0Hfkc0ksmFqHaVms3d5GmVeh2u8qWRceJIKp8yqmdWPdrRmIikRMMwi4bfIpqtl2glHdQDcs3IqAadjEmSTatn77IhqCV8YtiwQ9MktW7MrpVX79rGH4ZIldHQnKvAo+RcIERAFiut2Xrg64iOkGmqZT5nMTSdjEVzRF1qTzpiTJwjRtO8Oy1LEJAhimTXoFPTJSyoKvzCUjCCCJEE3qKJIdVaPIEmVem4aIawbLN+/j7Y/aueHcE6ip8tufgUfhLxv2cOaIvkRUA7DVW+3xJLpp8tqWVs4d1Zflza3MbhzKfa9uZt2OME/MPYUFz61n/JBeNIWqOKmmEkUWuOvFjcxqqKUjfkCRmBZc/HrVB5w0qILrzx6OKMCCKXVYqX0r9ypUB1xZZND0h1dlua75PTKdCZ15S9+ylWOj+/Palv1ZdZqu23z1m94PgWzHtNOHVXPvpSce9lobUOHlgWn1tEQ0OhNJgh77mLekVKmF0J26M31NyXSEW3mEjq/HkVxr12b7y7755psYhsEJJ9jTbO+99x6SJDFu3LhPY/f+bVT6XJw8qIKYZrC3U0XVTeJJySGaCk1YpBFwy7wwv4GoqrOrPY6RkmOmw6L/Z9U2ZjfUEo4lqanyoSZNTh9WzdQT+7N2e3sWwZUmWdLklWFZWRLJoEehM5HMUiJlosKr0B5LMrfJJlmWN7fwpw17it5w05MvXWWYQ6p8vLmtjaqA23m9BeimRVTViao6Ozts0uqbnx3ODeefQDiuU+FTME2LbS0xYkmDTtWgppeX1mi2b3IsafCVSUNYv6Mjy3+0ptLL0isncdcLG7qoyKp5+spJvLR+F1/6pU2o3j+tnt3hBA+v2JJXYXX3Sxu586JRjh9uIQyu8vHS/EYMy6ItmmT8kEqmjOnP9oyFUnfngaqbnDmiNwGPwsxH8/smX/fUWhZNH8sVjUOp9LlYtMwOPcyHaRMHO5NBaSJKFkVmN9TmXGi7kp5plHlkAh6Jmiof0x5ZzY+/eCJTTxzA3MahyJJAZcorWBLh+rOH81+/es05p/ZHtaKqMV832V2fNBRR4JrJx+clfK+ZHEI5wvaJ/y4UUeC+V9/LWUylp7d/cMnoT2O3DhlhVWdW6jyf1TAk6zyf9ejr/O6rp37au9gtDNPi5gtGcsfz2dea9MCC0Y0da0+BYVokkgYXjOmfleWyNzWgYJhHdjlRqtWehVKt9hyUavXw4Fio1WOhTqFUqyWUUEIJRxOKqQW6NjnLurHNDXoUtrZEiWoG5R7ZiXzo2s+5ZvLxfOHn/3R6Dt//3JiiSmZFsoktVTdRRCGvQmxlcyuiIDC3sdZ5rVsWWb+zI9V078f1Zw1n3mSTt7a3cU5dP+58YUPebLG9HYmc/ega0ZFWkx1X6eWhGWMdAu+KxqGIgpB1LF37e5mfxbodHTnv1RCqwu868Fnn+458Loklsybw4LLmLEXHwWbylAABlx1ZE1WLuxPFVAOfIhFw24RV3DAIJ5JU+d3sT/U3JdG2Dwx67d5awjAJeGTCcZ3qoIufFVmjfv+S0QS9SkaulmlbIJqCrbwyTDvjy+MillJ8uSWRfZ0qgiAQ8NgWirIg0hpPYrglAq6UKkwU2NupEvQoyJKAYVp2zzusUlvtQxQFNuzooL6mEo/L3t/+ZW6ShkWV38XP/rqZRy4fR8Iw6YzbdoqqbvLoyg84pbYKSRSQRIExA8udvvCSFVs5fVhvfC7bYhHgw7Y42/fHWNHcylvb21k0vR6PLOF3yyx7Zx+rtuzniYzs2UynstEDyvmoLc7Qaj/9yz15iZdCZNDeTpW/v7eP+poKfvjKeyxa9j4PTh/LvMkhwL5upImep1Zvyyv8+M3r27n30hNJJM2sbR8pMrncl/teZR6twKttdKfuzLymZHINAMdVeulXlv9z/iTQ41bPf/vb35z//ulPf0owGOTxxx+nstLOfWpra2P27Nk0NTV9Wrv4b8Eji9x8wUhe39JKnwyyZUC5hwenj+12etLrslVfaz9sZ8mKrTw2ewIvzG9ANyw6YknqBpTz9OvbufH8EXTGkySSJvGkwaMrt/KFcYP4zdWTiCTsaQC3IqLrJo/OmoDPLQNWji/ooyu35s0PawrZ0zCiaEtlzx/Tj1kNQ9BNq6Da6vYL63h/X9RRSqUtE5uGVfOdc0+gOuhxSLBMIu6KxqHOhdiwLHZ1JHDLIq0Rld7BSu7844Yu8u9qFs8c7/g0g/23HkXkpXW7cqTig3r5eGt7e9bxLW9u4c4XNnL+mH7ENMOxD5zTUFtQOr98cwtbW6I8tnJrzvun0RCqQhIEBFHgnhft/fa5JB6cPpbqDIKvO8/SKr+LBVPr2BNO5PjBZr7Xuh3tjBlYTmtUzbOVA8gk1dLHt2BKHQhw+0Wj2NkeRxAEJEHgtS2tOaRnQ6iKlzfsZtGyZh6aMZYP2+LMfmwNv//qqezqSBBJGCR10zlvf/zFk7L+vrtpJI98ZEmuWMqqMR95OPfxN3j2mqMjzDySLD4tFEkWX2j1FMRUo6g/eKybBWNPQGtUI6YaeT24d7bF8bslao+gWvHfhUeWePy1D6gbUJ51D9vRkeAvm/bY140jiFKt9iyUarXnoFSrhwfHQq0eC3UKpVotoYQSSjjaUKhBnNNY9SpFc+yThukM6C771mf46avv5Q4hN7dgYmXZFd790kbb7ciysu7lDaEqrjkjRK+Ay7HviyfNovf7WacNcYZ0M7PV73t1s/O6pmHVjK2pZG2XXlM6Wyyf4jhzuDdzu13VZCceV86dF9mRJKpu0rfMjU+R+NGf383p01w7OcT2/dmKjIZQFfPPHEaFL7tJ3fU7qvS5uPVjZPKUADHdYG7j0G4zT4MeGdUwEbD7l6ZhkwjtMQ2fS0KSbCvBiKrTJ+hG1Q064jpVfhemW0LTi5+z0aRBMGU1uC+iopvQiUXAoyBh91rB7lWmVYe29aCCaVl4FBHLtHuHAbdEp2ogYiKIEpZuOzvJooBumARcNhkXjif566a9nDyonJEDykmaJlgWZV7ZcTbzuWQmDe1F0KPw5gdtnHRcBaIoEFN1fnDpiVimhUeWWNHcwpiB5bhlCcuye9eSaFuSGimlgc8l4VUOfM4CAhYHVGgxzeB/39uX1XvMXBOfPqy623M6HxnUHkuycWdHFnl17dK3uPozQ7nlgpGOKqzCp3DP508kqurcceEohwzMVIv1JByKArcQDva6/0mjx5FcmfjJT37Cn//8Z4fgAqisrGThwoV89rOf5Vvf+tanuHeHho54kn3hBC92IVsa0vJmUSg4XdIQquLPG/dk3eBcksSFD6x0/p2e3rh40UoemzUBzTDxKhIvr9+TCtnMxeKZ4/nSr1Yx78xQVrHf8fwGR+rZNcfp7ktG89H+GIOqfNyz4p2sY0lPm3z1jONtD1a3xPqPOrho0QELv4ZQlcNiT5s42AnOTD+eJlFWNLcyp3Eo8558izmNtfQp89An6MarSPjdUs5UDBywXrl1yki+++x6ABRJzAkjtV/bikl+r+blzS18/exhLJ45nt5BN4uWNTNj4uC8n2EaqnNjEVgwpY6bnz0w7ZLOXTNMg8seeYMvn1LDvMkhevldNrlp4Xz3xUifxlAVA8o93PzsOt7Z3cmTV0xi4YvZpGL6PFi/o4PFK7Y6bHkhdCXVVja3kjQt9oQTPL7yA5Y3tziLrP/b3pazcMpUdqW3FdMM/rh+N//a3p6zKOr6foXkq3ZdDMMlHdkJ73A81yIhM3OjOwuFnoLu9rPzKDmOtJT9332+JyDgkbl8yetZvu4xTXSI3/93lDR4ZVHgqtOP54Flm3N+bM0/c1i3NiCfNEq12rNQqtWeg1KtHh4cC7V6LNQplGq1hBJKKOFoRL4GcVeoSaNojv2e9gMKKFU3Cw4hZ8Y8gN2fmPv4Gp6+ahKzUq5KmQM3T8w5xSGunr5yUvF9zBgSzsxWz0TXPPVMrGhuzVFtNYSqsq75hba7srkVAXsYOb2/i2eO5+pn3uTeS0/kG+cMdwbb94QTzHvqLR65fEKW8mxvOMGAAmqVzO/o/b2RvFbTcHCZPCVANKFjYeGRxaLW3T6XxJ6wSplXZn9Uw+eWCbgkBMAliyQNE1fKklA1DdyyhN8NqmHiUyRaosVVN50JHQSwLPCmFFiyJNAZ16n2299hehtBrwICmIJtaWmYFoIFbXENw4Q+ZW4EQUCWBNpiSQQgpuoM6uXDLUtENB1RENgTTrBm235OPb4XEdV24nr7o3ZOPK6cTtWwRRydKtefPZxwQqdvmQe3ItIe0/C4JB5Ytpk5DbV4FIlf/WMLv7l6EnvDKntTsSzLN7dw2tAq/rml1YlpSVtwzmms5ZEVW5jTUEufsgOCgsNhndce15g+cTBLu9hol3sVdNNCxGL8kF6HvN1PG4eiwO1uO0f6OtGjf82Ew2H27NnDqFHZkw579+6ls7PzU9qrfw+GafFAAdkzwN0Xj2LB1DrueiH/DX36wweyyJpC1WiGwQvzG0hoJh6XyJ827HEIIlEUuObJt1gys3BOls8l0TvoZvHM8RkqLDtv6uL6gdz94sa8OU4LX9rImSP6UOF3FVxUJJIGAyq83PPSxqyJAp9Lor6mEp8icWXT8cSTBnMaa1my4sANPHMhkEhmT5y+dF0jX/zFazwx55TCqqrmFm6+YAQvzG+gLZYknjQOevGTib2dKtc8+RYPzRgLdK+wSj+/vLmFb5wzPGshsfbDdu59eRMzJg2mJaLxzs4OLh07kNueW8/ylKLr/mn1WJZVlPSZ1VBLNGk450c6423b/hiyJNDL53Jugv3LPdz36mbqayoP2be5LaaxdPU2ZjUMcbxm+5W7uen8kXQmkrTFklnWiGmSMnNbS1Zs5YV5jdz+fDZRujecyCJzM2XC15wRwrAskrrJnpRVS0w/slPFAbfEz2eMZWd7POvxgeUefj5jLIGjIFgebHvTYvB383xPgVsWi07zdVeXPQE+RWJcTWXeyfmmULUjse/pUA2D3kEXU8cMyFJj7A2r9kTZEc4OKdVqz0KpVnsOSrV6eHAs1OqxUKdQqtUSSiihhGMV7fEkVz6xhnsvPTFLqZvOsb/r4gPWwJn5OvnQNQYiphl81BZ3lGCZyMy98nuK30My75UHm6feFZl5Nunh3qBbdnpIg3r5Cm53RXMravLAsemmxY++cBK7UlZudiyKwZ5wgh994SQiWvbntKMjwV0vbOR7nx+TFecB0BHTaIlohBPJHCKu2DGUkB+VPhc/+ct73H5hXVHrbtO08LklPIqIaclEVZ2AS8Iti4gCqJaFppu4JBFJtPO6BCCS0PH4XQe1Ru2IJkGAMo+dyyWLAobLwgIkUSDokWmPJelf7kE3LVTdRBYFFEkgotqqK8O0iCcNFEkgkTSd9129tZVyn4vVW1s46bhKgh6Z4yp8fOfcEzAtgaShoyVNqgJurnziTR6fcwqJpMGecBy3LDq1/NH+OH63SIXP7jXPbRzKa1taqa+p4K+b9jKpthf9yr3Mmxzi4eVbmDS0yumfehUJzTBtwitVl/U1lTSGqpy1b2bvMV2bgyp99C1z/9tETMCtMO3h1VmDV25Z5LUtrU5P9GjFp6XE+rjo0b/IPve5zzF79mx+8pOfMGmSPVGxatUqvvOd7/D5z3/+U967Q0OsG7IlnjT5yZ/fzUss/eDlTXz5lBoWLWumaVg1t02tQ9UN/uuXq/jFV8axL6Jm3QRXNLcwrqaSWAHrlDSp8qNX3nFIqHSo5E3nj8SwrOI5TqfU8FFbdrOiq6R68czxOQRXIcl1WsHVdSHQ9cd2NGWzsrezuAXfB60xZ/Hyu6uL5wsUysBKv3f6/w8l5HN3OJF38XT9OcOdXLVbn1ufJZPNJHpMLG48bwSabrIvouKSDhBKj806QFy2RDQ+3B/Dq+Sq1ZbMGm//fwHSrClUxcw8vs1g507cOqWO5n0RJEGwJ2Of2grAoun1PPX69izFYb6srphmsLM9zg3njeC7GWGrpmkysNKHaVlZx/+v7W1cdNIAtrZEkUWBnR0JFr60icdmFyZqDwcCbplOVeeP67qEdoaqmX/WMAKuHn3JdCBA0fP1aJkNTugmsxpqschP+ia6ybDrCRCwuP2iUdz5/PqcYPk7LhqVEtL3fIiCyEf749T29uF3y86PTr9b4qP9cY7rdWR92Uu12rNQqtWeg1KtHh4cC7V6LNQplGq1hBJKKOFYRZlHoSVSOLM7sz/Undo13+BGoWEOl3Tg8b1hteBASNOwavaGs9VkxVDo+aBH4aEZYx1llabbPa70cf/8srFFtxvTDIcQG1zlwzQtHumSH592jOpd5mZbi50Bn1bS/3NLK20xLYvk2tke58Zn3nb6PItnji+6D91l8pRgK61WNrei6VZR6+7fffVUvIqEaVr4UwquaNImsjySiFuWaI1oiAL43LY9c8CjEPDIqKZ5UGvUoDf1faXiYCKagUeRnJ6xV5Eo8yrEkjoeSSIcT+Jzyezu0HDJEtUBF2rSzs3SdQNZlgh6bFXY2JpK4kmD43sHiWoGAbfM7nAclyLwq39s4bsXjGR/NImqm3zYFkfVTf6yaQ/n1vWlM2E4dfnt3/+LpVdOoiXV700kDaefuXT1NibVVjlWgNefPRxFEp1e6i8uG0dHLOnYBoLdCz1lcC/uuGgUdzy/wSG6Fi1rpjFUxT2fG0NNlf9jfcfVARfjB+cfvDpYW7+ejE9DifVx0aN/Wf7iF7/g29/+NpdddhnJpM3uyrLM3Llz+dGPfvQp792hoTuf+5hqsOydfQWJpevPHs5pQ6tI6AYXP7jSyTbSDYtyb/YN5lf/2MKi6fW0RtS8sth88ueYZnDz/1tHU6ia684aVnRf0xflYtvsekMvJrlOP79oWbPzd12Jo4ZQFel1zMGqqhpCVd1ar+TbVmPGe6fJrUMhizwFJkjbYkl++ff38+Z7pS+2i5Y1s2TWBP68cQ/1gyqwrGxbn2CX73rDrg5Wvd+as72UNW3OtEL6u+tf7uELv3gtJzusaVg1Ayu8fP7n/6Qlkit7nrd0Lf/va6exoz2OIosFs7qaQlWU+xRimkFUPZAlF9MMx9ZyTkMtQY9CZyLJ2g/bueTBlTn7U3aEF0+GZfHAXzfnhnY2t4BgKy6PBogiOaGWcICQFI+OYW0iCT3v+ZsmfTPDQ3sqJFEkFktw7ZnDuCErO8Qgqmp4A57uN9IDUOV38f0/buKE/mU59lDv7grz4y+edET3p1SrPQulWu05KNXq4cGxUKvHQp1CqVZLKKGEEo5VFMuB6dofWtHcUtACLp9jTWOex/I9fuMzb/PkFZPyWibeceEoBAH++PUmZ4i3GAr1mjLztyzAtGzy4oX5DUQSBpX+4tvVDdMhxOadGWLt9raCfbZbLvj/7N15fFTV3T/wz+xLkpmEGRIIJiEwQXaNoqBJQHGpFFAptRXsUxa1torW+tjihuIGYjd/grZqAelTwS5UW3GriAvghpLKIioRJGiAkJDMZDLLneX+/khmmH2SkGTmznzerxcvzdw7d85dvufec84954wKazQMvGTe7vKitr4FBp0KuRplWAMXkPgl70yovO8PgSG7HULyOVHz1Aq0e0TsOHgMF55ehHbBB8gBp9cPWWfjFsSOdQfkaODx+aFVKeDzifDK/UmfUTUKBfyiGOwJZnN6MMiggcPt65g3yu3FIIMWR9uc0OUqkKdVwerwQPCJ0KmBZrsbOrUCeTolnIIMcpkM/s5Kx3ydGiccAtxePz47YsP0sYMwqtgAABhdbMQ3J5woNGiDvf+a7G489c4BXDSyCFq1Au/sP45ioxanD8rD3Gc+wNoF50CvVqAwTxNWn5mrVcIh+PD7N/bj92/sD5t2x+Pzo/ZwKz5rsOLGCyzB4/7T5z7BoqnDcd/lY+DximhzdcTtgBx1VE/GnuitYf2o96R1I5der8eTTz6JX//61/jqq68giiIsFgtyck6ttTUV8pI0tuQmmYzweJsbMllHI4ND6GjtrrKYcMzqxJghxqgJ9Batr8W/b65CSYEuqlvsecNMcTPYrXVNuGPayIRpCRSIQ38zsqt25A29q125A0OpzA9pOApkztvqmoIPLPFuuDUWMwbkqPHSzVV4fe8x6FSK+OPfVphxLORNHKDjoeOhK8fhoU2fATjZE0qGg1FdWwsNGry5rzGsgafGYkZRngZr5p+DnfUtwYYdACjQq7C9rjnp/F45agVq61uierytnjcBeWpF2JtFIwcZ8OvXv4zaRugxiryhVllMWHzZSFSW5kd3l77Agia7O2YDF9BxbflEEc++9zU+OdSCx+dUojbGXF3zqspx9dMfYGF1edRDVyA9VRYTFlaVY02Mxs/AuSjI6d+bgivJpJ1Secs5R6nA8x/Vh40LHIjb5z+qx/0zpDGZeV7ng0y8vCPZJK7poLhAD69fxN66ZhQaNMFKrEabG1UWE4oL9KlOYpcY9Wrcf8VY3LFxV9j5SNUDHGM1vTBW0wdjtW9kQqxmQpwCjFUiokwVr8I4sn4I6Hixe23nKDehdT01FWbceIEF167bEfbZkhmj8cir+8J+r6pzapBHX/s8+FmTXcDjm7/EA5ePRbvHB7vLG3yRQpSJePjlfcEX019aVB2/Xiqi11dgP5ZePhbwi2Ej/wR6lUz+9dsAgNdvrUk4T/t7B05+nqyeLXLYwcA2H7h8LC763TsAgPXXTcQnh1qwaKol+NKFTqXApaOL8NjmL8NexOc9qusMnc9VyYbmztUq4RFF2F1enFk6AHsarBhqzkWOUoEjVhcMehVy1Ur4RBF6tQJunx9yecewx2qZHCq5POEz6q++czoUMsDt90MhymF3eWHQqeD0+oL11KIIHGtzoChPjyM2F0w5auRplTjhEHDwuB2Thpkwb+1HWH/dRKgVcryx7xhmji/GJ4dOYEyxEe8faMZ5ncMHTh87GI02F/RqJSpL8uETRbz1xTEMyNGgymKCxyfCIfhwuMWBQQYtPmuw4uzSAiy60IJVb9Vhy+eNWD1vAr481haMg8A1HhoXoR0RAg1ccyeWhX3PIfjw6Gtf4tHXOupMJ1eYsXJOZbev39ChPA06Fcw5J3s4SXVYv0wlidJMTk4Oxo8fn+pknJICvTrhZIOKJOOcGHUq/HjNR8H5jxptbjx4xVg4BC9a2j24d8ZoPLRpX3D7DsGHJpuAhTG6xfqSjK8bGMs0diOSCcdsrmCGIocMW+uaonpuRTZEdaUrd43FhMI8LRZUlUMhk2HN/HPQ7vYG3zAFEOyqGu9NhXlVQ3HNnz4MNq7MGD8YC6qHAjKEvZlSYzHh2upyfPpNa0fjkVYJUewYr9Yr+nHLxRWYM7G0YyxamQwLqsqxsFoGl8eHIoMWflHE798Iv+FXd/7+VU+9HzxPgaEYK0vz4fV1HPdkPdF8fjHmmzhymQzfGV2Ee2eOCc7dFu+4Rp6f0GO0oKocC5/dgavPLQ1eF0NNOfj0m1YoZB0TiSZqRGy0uXBtdTkgilENf0MKdKg9dHKurrg94CrMmHf+UCzeuAuPzB4fc/nDV47tlbcruqPNmWRi+STL08mS6aNxz7/2hD301lSY8VDIWObpTp1kkla1ROYPKTXlQC6Xoc3lDT74nD4oD6dJpCIuIJ0e4Bir6YWxml4Yq31D6rGaKXEKMFaJiDJVZL6oVsrh9Yt4bPOXYS/WVpbmY0CuGpefWYz5VUM757LS4atGO/K0CvzjZ+ejzelBnk4FvUqOFa99jtHFRlwzsSysEeD3b3yBxdNGYs65pcFtvLmvES/tbsDYYmPwRYoBOWpc/dQHuPrc0uA28jQK3HxhR6+RyHqppTNHo7ndHeyd1dFQ5kVDixN5uvBGj211zR09dzodOuGIWd9VYzFjXtXQsMa+ZPVsLo8/OLShVqUIvojtCZn3sc3tjTu1yC+/MxK//M7pcHv8vEd1U0FORx2w34+Ez19alRwujx86tQKiKEKj6rhWACBHq4RGIYfL54NeqUC7J9ALS4t2wQcnOhpif3zeUDyz9UDUM+r1NcPQ6vTA7REwQK/DkTY38nRK6DuHKtR0zvPl84uAqIZd8MHu9iFX7YdCLkO+XoXSATrkaZUYOSgPfgDtgg9Pv3sAl40dhDKTPljvd+noIpxVmo/GNjcKDRoAQItDwGdHbPiswYoF55fj/svHYMfBE6iymKBWyGF1eDB3Yhn+74OvcUZJPhZfNhI5agWW/nsvPqlvDatLPNkBAWFzbC2ZMRpnl+VjVuUQLH9lH8adZsR9M8bgwU17w16062kDbeRQnoFtPTJ7PIrzO4aWluKwfplKEo1cmaDIoMXDs8bi7hd2R40fv2TmaLzx2dGE46i+/eVxOAQfairMuG/maLy8+whmrNwWvNHr1QrcM30U7po+Cm0uL3RqOZyCP/jGZmCIuMqSfOTrE3d/Dh3LNLLh4ZffOR15GiXOLi3ALRtq8fOLKnD3jFFhN0kgei6oZA07Rp0K86rK8cOnTw6h9+Q1Z0XNbRVoVFHKZLjnu6PhFf1odXhQoFdj9zfhjSur501Am9Pb0attURUONTvCHmhufG5n8Lc23VyNozYXnIIPt//jU6xbcG7csaCfvOYs3P73T7GwuhzXTCyLO2xf4NgtmTEa5w0zwenpuFEl64kW+mZOqK37m/DL75yOY1YXFl82Encr5PDHabAMZPjP/2QS5rcNjZnG0LchHrxiLMYVG3Hc7saub1rjnv955w/FTes7HqoWVpdjflU5BJ8fhQYN9nxjDTZaBXqJhd547po2Cu2CDzq1HHkaJR7c9Bma7ELU0DlGnQpDTXoMSUFFhT7JWzbJlqcLu9cHhVyGu747EiJkwQd8GUR4RT9cPmnMV3GiXehopIYYlW8uqB6KE+0Cys0pS163SK3iLZ50eYBjrKYXxmr6Yaz2rkyI1UyKU4CxSkSUqULzxa8a7fj+qm3BupfQ+pw5T3+AjT89H15/xzBkKoUM40/Lx73/2hM21OCz88/B7LNLYjbiLKgqx7cnnGHD//23viVqTq7V8yagyS6Eff+FG8+D0+PH9HGDw14qb7S58G2LCzsPt2DcEGPYcLRrth3Eb38QPRyt3XXypR+FTIabYwwvPCBHjWv+9GFYY1+yejZPyNCGgX1+fE5lcOg4ABhs1GLFa5/HGfLwcyy7chxGDZbeaFqpVmTQ4qFZY/HRgWYsmmpBrOevRVMtUMpkaGkXkKdVweXxY2CeFkq5DDanB+2CFyUFOticXrTLvPCJHfPdenwiWh0CFDIZ9Bol5q19v6N+7vyhYTHy0798gg3XT4JSIcNv3vgC100eDo1CDofghQgZWhwCdGoF9CoFdCoFjrW54fL44PT6YHf5UFyghdcn4tAJB66tHgZ1Zx2kQ/DhuM0Nr1/EgJyOkQIWPrsDf5p3DvY12HDM5kSpSQ+jThWsGz5ideLZ9w5ifEk+7psxBp8cOgGFXIb/7D2G0cVGjC024psWJ0oG6ILHKbKuUCmTYfmscRB8YsyXg3571Rlosgtod3vw0JXjIPj8aHd7e9xAa3UIUQ1cQEfHgDs27upRrzDqW2zk6kelphz85gdnoqVdgM3lhUGrhEGngtvjw8RyEy4ZNQgPbvosvLu1xYQlM8egocWJ135eA7VChsMtTnx08ETUmyyFBi00Sjn0eRrc9eLu4LCDerUi7M2M0LFLI1VZTPi4vgXPf1SPFbPH447Ose7ztB2t/T94+n0AwN9vOA+C3w+FTIamNgH5ehVqKszB4A8dO/XGCywdyxO8vVBSoMMDL30Wtk+Rc40Ftht4sFg9b0Lwhq1XK/D8TyZh5ZzKYKb+0dcncNmYQcExcOMNi1dlMcEvili7/SDu+e5oPPr9M5CnVYbtT6h8nSoqHT+O0yC2va4ZS2eOwVBzDqwOAZMrzHF7N1VbTLhnxijMevK9mNsCgG9anLjxuZ2o6uyJJpfJ4qazsjQf//nsGNZsO4gbpgzDtDGD8WnE0II1FjNuvNACOQCFQoab1u8MNiLefunpuGOaDC0OD7w+EWUD9Ji56mTDamD/F0214C8fHAruS2TvrtIB+uB4ulZnO2aufB/mXDXWXz8Jbq8f20K6Hwe66qeigQsA9CpFwtjQx5lvLd3YHF787LlPsGL2eBQaNPCLgM/vR6PNjcUbd+EPPzo71UnsEq1Kgf9Z/VGwQTX0gW3R+lr8/afnpTqJlCKM1fTCWKV4GKvpg3FKRERSY85VY0JZQcwh+SZXmJGvV4U1iP3gqfexYvZ4LA6Zs1Ehk+P7f3wv4ZyUgd5OeRolvn/Wabjnxd1hDV2NNldUvctRmxv/+7eOl59DR6AZM8SIq5/+IGq+8QC1IrphKnTI4NrDragsjR6GcPW8CVHbTPQCdbXFhPcPxGq4Au6//GQvdMHrj/n9wPqCTxpDS6ejMlMO5AAEvx/fHVcc9vzV2ObGIIMWMogw6lV458tGTB1ZBKvDg0KDBiJUuGn9TvzjhvOQp1XC7wdcHh+O2lwoMmiRq1HB5vJg875jODvG9QJ01PcZdUp82+rCC/89gkVTR6DJ7kauVtHRY0ujxNfN7fj9f77EH//nbORqlLC7vXAIPuw4dAKTVWaIAGQARIg40S5Ar+mYQkXw+bH+w0OYO7EsWNc795kPcMOUYfju2MGwOtwYlK/FWaX5wTh78/PjePPz43jqnQO4YcowXDG+GCUD9Fj1Vl0w/U9ec1Yw/bGG2X7xxvNxZmlBzOPd2y8ONdmFmHWtQEdDV5NdYCNXmmEjVz8rMmhjDsEml7XjYFM77po+Cn6/CKfHB41KAa/Pj4YWJz7u7Fa8sLocnzVYY463+teP6vGbq85AY5sb2+ua0Whzo9piwpmlBVgb0sCTbAi5Ozp740Q2CtV0dsm8ZUMtZABO2AU8+VYdttY1BxvSRFEMPgw4BB8+rW9B9XAz5q35CI/MHh81P1iNxYQbL7Rg0+4GzJlYigXV5bA6PdAo5XB5fAkrRkInCD27rCDshi+TyTAwVwO5rCPdb33RiEVxupIvurACb33R2DFmsejHwmd34NWfV+PBK8bi3n/tiZpAsHSAPmxerGRdxANdjQNjTC/euCusIUirUnS+gaGA2Hnc4gm8qRPYh+urh+HGC4YDYvRY1IFzGWjgfOqdA8GKDaBjTjGZKINGLYfb74daIcPZcR4gqzvfcoqcxwuIHgc68kb05m1TOm82gFx+slFu7jMfhD2AGrRKFOSog11+UyXRdSIVuVolmuxC3N6IuRppZP16lSLmAz4grcpR6huM1fTBWKVEGKvpgXFKRERSE2+erlhDj5lz1Rg92BB1r/73oqq497/qzlGTQpeVFOjw9I/PBtDRmyZPp4JOKcfwwjz4xZP1WWqFPGYl/KKplpj1JkB0PRbQUXcTOkLP8x/V4/mfTMLSf+9N2tAWOYRb6DbnnR8+tGHA9rpmCN6TdU7H7e6odUIF6rOoZ7x+ERq5HBOHDYDT44PD7UOuVomKwlw4PV7I5TIYNEoUdfbgytUo4RR8yFErcMZpRrh8fqjkcnhEP+oa27DzUAtmn10CmQx4/0AzPmuwYl5VOfyIfon+zu+OhN3thdXZ0XPv8AkHBuZpcMTqQrFRB5kMMGhVuHTsIDiFjga0RpsL40/Lx5ptBzG5YiDytEqoFTLc9++9uHPaKMxf+xH+NO8cuAQv5kwsw3MfHsK8qqHBut7fv7EfT71zAPdfPgaFuVo8fOU43POvPWhsO3mdOQQffv/Gfowbko9FnS/aB+q3SwYkrg/M0yYemaw32UJ6PMbSlmQ59b/0L5FlgYZWJ+55cQ8+qW8JDikIAEUqBd758jiefvdAsOFjzbaDeGLuWThqPTmJpUwmw5B8HX50bimMejW+Om4HACzeuAvPXTcJTXZ3VCNEaCOLQasKDjn3yCv7cPW5pWGNYgFb9zcBooiXFlXDD2DVW3XBdSJ7bikVcujUcmiVCjS0OnH6oLyoHj6FBg32Ndjg8viwastXADrm3Hruw45eQYGGs8gbduTEozUWM+6dMRorXt2HzSFzZNVUmHHeMBNunmrB0+8ewPgh+ZgR0ZX8mM0Fl8eHp945AABod/swdeRAvLz7KNZsO4glM0bj7umj4BR8wS6uJ9oFzK8qh4iuDcUYmgkX5+uwZMZoHD7hCDaOfXzoBM44LR9PvLUf914+pssNe9vrmnHHtJH44VMfYOWcSvz0guHBBsJycw5mrOzo1h96LiO75z90xVj8+vXP8b+XjsSm3Q24earl5LlGRw+5JTNGY+wQA75tceHOaaOw65tWPPTyvoSNcaFCM/4igxaPzh6Pt788jsK8jsnCj7cJOGZz4cIRAzEoxQ1cJxwCXDGGHAhcJyccAspTmsKu0asUYQ2xoaolVJE1IEeNm6d2VIJGVo7ePLUCA3L41ky2YqymF8YqxcNYTR+MUyIikqKuzl8Yr0HshF2IO6f7vTPH4NFX94Vtp9Skh+AV0dLuhsPjg93txZ4GK848LR8zxhUHn2dKTXrUWExhQ9ABCE6dIQcihqfrGEXn2nU7Qj4zYdGFFujUimBvstMKdHjklX04s7QAC0KenfY0WIMvDoWOoPT8R/W4Z/poNFg7nq00SjkK8zT4YYLeZG0hwyPG6lkWqj8bFTKRSiHHnf/cFXYtbPnfKWi0uZCjVUElk8Pu9mLUYCNcHj+a2tzI0SjRbBewZMZoHGxywOsXcVqBDgPztLhhynC4vX4cbG4PNnKu//BQWEcIo06FIflaHG9zwS/KgnWWt//jU/z9hvOgVyugUcrh9vmRp1XivGEmtLm9WLxxF9ZfPwl+v4hJwwYgR6OAz+eHIMo7OlK0uTByUB7mPvMB/vijs8Omk4kcCaqkQIfSgbkAgFVzKnEkpA47wOWJcX2KsphxBXQ0bptz++951ZDk2mdspB82cqVYYIzPT+pbYk72WNM5Zm7oXE96tQKv7G6ImkRvyoiBncs7TmuTXcA1f/oAq+achUihb5z89SeT4PT48MSW/bhnxmg0tLpivuUCdNyk3T4/RL8Y1RAT2OaqLXVYPW8CfvDUx1h/3UT87LmOlvlrq4dBq5SjIEcNhUwGuRzwicBN60/OjRXIJG+6wAKtSoF8vQrLZ43D/uPtcHl80Ko6JmNUyGT4zVVnQKOUo9Skx/JX9mFLSAMX0HHjd/v8aHf7cOnoIhQa1CgZoMOhZkdwnQarK6zBRhRFLL5sFK75U8cDwZ3/3I2aCjNWhYy1eqCpPazBbkDnhJKhPakCc6CdP8wEq1PAV8ftMOd0PIgpZLKwt4v0agWemHsWpo0bHHc+tMB40ZFv4rS7O4ZivHlDbVgD4Vu3T8HZZQVRvaxCba9rhs3lxS8uOR0/fPp9NNkFPKU+gJdvroZfBNrdHhh0aix5cTfu/Ofu4PdqLCa8eGMVDja3QymXYbAxumdiqMiMXwTwyq4jYccr9PpNpRyNEjf838nhiAJDdQLAL//xKf5y3cQUp7BrRFHE0svHRL39VW0xYenlYyGK6T93CNBRUCkboMeM8cXh45y3uTF0gJ5dw7MYYzW9MFYpHsZq+mCcEhGRVHV1GLJYDWJ+UcQVT2yPOVzh3Gc+wJ8Xnos5nfN9lZtz8PLuI5jzTHQDkV6twD9+el6wst7rF2P2oKkszceQfB1mnhE+PF2z3Y3T8rX4w4/OQrvbF0zDTet34m83nBd8TlIp5BhZbMSabQdjpOEA/vHT8zD/fFfYHGCCz4/QpqqOecDiv5SskMuC/9/Y5o47BUZNNxoVrA4BTXYBNpcHBp0qWP+VzawOAXe+sDuqwabZ7kauVoVGmxvmPDXanF5A1jF05N4jVpxdOgAev4ivmx3wiyLkMuDdL49j1zetuPmiCvj8IoxaVbCzwQ1ThuHC0wsBAA63DyqlHHa3D05BhClXha11TcGX6d/YdxSTKwpRf8KBIoMWf3i7DguqhkEu66hDnvvMB/i/a8/F4stGwePzQfB64YccerUCSpk8+Dzs7ZybK15945u3TQn+f+A6mFxhDmuA1qsUUfXg+s4GX0AWVWcY2Xuzr5lz1VFpDk1Pfza4UdewkSvFAmN8Lppqid17qq4ZfgALq8uxaksdlswYjVVb9kdlkqET38nlsmAG1mQX0C4k7l6skMuw4cNDGFVsRMMJJzTqxG+j2pweKGSyhOu4vX5UWUwYbNQG58kSRRED8zSoKMoLrqdXK/FqWUEw03AIPuw63Iprzi3F4M5ePbX1LVj47I6YvwN0dD+PbOAK8PlF/GnbgWDPsJVzKrHhw3qMLDagsiQfowcbsGruWdhZ34LPGqzY/lVHd98Vs8cH90OrUqDFcXKsVYM2fE6uQI+zQPfcyDnQAiZ3DvcYmVEurC4PpvEfPz0vrAEtR6NEu9sbHC868kEl8GZBZO88lUyGRRdaYE/Stdzl8eHadTvQZBeC2zluF3Bu+QBYHQIWbaiNuta21jXj/k17UVnaMbThltumJHy7OTdkfOngxI0Rc7Oly8SNWoUcT15zFuoaO3pDur1+OD0+HLO58OQ1Z0Gb5C2ndOH2+WFzClg01RI2Hnm724uWdjcMeum8cTI4X4fvjh0UVlCZUFaQ9Q/M2Y6xmn4YqxQLYzW9ME6JiCjTRTaIWR1Cknm91JDLZLC5vNAq5aiNmMc84KzSfLyy52hwOy/ceH5UDxqNUo6BeRr8/o0vMOOMIcGGq1xtRx3bslf3YXhhXlhd0hNzz8KHB5pRaNAGn5OKjVo8MfessBfCgY76mq+bHbjxuZ1haauymIL1M0DHkInxRgiqqTDDlKPG3244DwadEgatCpaBOWFDMQa2eVNnz7FkGlqdHfU8EUNKPjJ7fMqno0ileHM66TVK6FUKNLQ6oNcoYNCp4PV3NEyOHGQI1uE6PH58dsSGYqMWBXoVbp5aAVEEfvvGF/jfS09HjcWET+pbMX5IPvZ8a0VR5zWkVSlwzOpEcb4OzXY3Pj9iC75M/9jmOtRUFMLrF+H0eDH77BJ4/X58dPBE8OX9hlYX1m4/iDsuG4XHNtfhF5eejoXV5Xhq61f44mgbVswej2FmfZfrAYHYPS19ohhVD+4QfLh23cdYMn0UlswYDYfgjdt7s691Z7hUSg9s5EqxwBifyXrcLL5sJM4bZoIpVx3WqybUu/ubcMTqgggxrDdQoskoqywmHGxqx30zx+CeF/dg1ZY6PLvgnIRpdnl8SXvvGHUqLLqwAu2CN6zXUmhrPhD7TZtcbWfDTn0LDDpV0nkOXJ74c2L5RYQNqRgYwvGBTXvDjne1xYQlM8bgunU7cN/lY/Ds9oPhXcs7M7HifF1UI1VoA9NNF1hgztXgwU17o453aENOaEYZeu631TXh7IiHk9r6ltgPJxYzZDIxeCMKbXh75ZZqLHh2B/688NyEx87u9gYbuAIM2pM9AeNNsri9rhkLq8oxucIMnyiGDd8YUNU5rGToGM5pP3GjDPD7Rby8+0jMoXyQuG03rdjdfhyxOoMPOg6hY3iowUYdDDppVMYF9PYEopQBGKtpibFKURiraYdxSkRE2SRZRfXgfF2wIeZIqxM3Xxg9tG+sOa6sDg/mTiyLern55Zur8cJ/j+CF/x6JmZ7V80qC/3/DlGHQquTYFOM5adGFFtwwZRh+/8b+sO/Hmi4jUD8TEBjGTi6ThdW/1FSYcdMFFkxfuS3YeFZTYca11eU4t3xAVE+3hc/uwEuLqhM+NwRfZN6fni8yp1K8OZ2O2Vyoc3pQNdyEdo8fHR3rZDja+ZypkMlgylOj0ebGmm0H8cdrzkahQYMGqwuDjVp8cOAEmtrcuPFCCw6fcECrksd81l50oQU761swd2Ip1n9wskG2zdXxIn1pgQ7/2XsMcyaWYs83ViyoHgpAhEwmw7a6Zri8Pmyta8bZQ4/j/GGm4HV+7bqP8ez8c7pcDxgQWf+rVSti1nU6BB/ufGEP3rxtCs4sLTiFM3DqujpcKqWHrGjkWrp0Ke6///6wz4qKinD06FEAwPz587Fu3bqw5RMnTsQHH3zQ62mJ7MIbaMAJzM8Uz/E2N0oG6HHgeHvC9Q40teOzIzZ81mANZmBev4jLxxfjwU17oxpuHrxiLAr0Khj16mDg+kUxbnflKosJHx9qwfSxgxJ2aVYpZGh3+8Iy9XjdOUML2w2tTtz+90/D5oRaM/8crL9uIlqdHmhVCuysbwl23a6ymKBOMCdWS3t4A87V55bigRgNUNvqmvHApr1YevkYrIkzH1noDTryISm0B5pD8MUcPxbouNF/2+qEVqXAr686A3aXF80haXz63QNYNbcSkHX8ZqKJRBddaMFbXzRiyYzRUefW5vLCIfjw9pfHuzzHF9DR2FfQOSdDskkWAWDF7PE4anOF9SILfSi6ZUMt1ocMRZTuEzf6RWBlyFxzAYG/H7xibCqS1W16lQJ/+eBrjCo2oshwskG6werCm/uOYenMMSlMHdGpY6wSSQNjlYiIiFKtqxXVg/N18Pj8YXNvaZRyFBt1mP3H98J6VX3cORpQZE+uZKPphNb9XXh6IVa89nnc56TFl40Ma+SKVYcTa7uBF7E3LaqGiI56lhyNEh9/3YKF63aE7cfW/U2ACJw9tCDsBfWAZHU0af8icwrFm9PpV//YhedvmAQfAK/PD5vDg1KTHsMH5iBXo8KhEw78d18jhhi1OLu0ADsPt2D8ECNcXj/sLi8WVpfj6a0HUFvfihduPB8PbPos4TV09dMfYGF1OSpL8jvTpcSabQfxxNyz8JMpw/D0Owdw9cRS/OWDQzijtCA41+xxuxtARz3lpGGmsO07PD7c/vdPu1QPGCq0/re2viXh8Ut1/WAAXxCTjqxo5AKAMWPGYPPmzcG/FYrwIfkuu+wyrF27Nvi3Wt37F3CsLrzLvzcONRXmmG9jhCo0aDD3mQ/w6PfPSLieVqUINoxEjmu6ZMZo3DNjNJyCL+ZNPTRwV8R406Wmwoz7Zo6G29sxN9aNFwyP3aX5Agscbh9uWr8TK+dUAuhad87IN0ACw/6t3LI/6jcCkyvOnViGt79ojNtNVqUIf0U4WY+5O6aNjNkgBITfoBM9JCXLqA+dcOBnf9kZ7L5twslj4hB8WLS+FivnVOKnU4bD6vRAKZNhQVU5FlYPg8vjg1GngtvbMRfX9rpmrNryFRZWl2N+55s7pxXo4O+cGiJwLQT2LyBwLq9++mRDbrXFhGWzxgUrb5JNslg6QI/B+To4BF/CsXhD5+RK94kbnR5f3PO/va4ZzlgTY6Yhg06Fu747Gvf9e09Uj8X7Lx8rqTfOiWJhrBJJA2OViIiI0kFXK6pVMYZSFoGoIQxj1bsBwKs/r0m4/dC6P5kMCZ+TQtVYzJhXNTRqnvZY2wU6hldUKmQoNeUAAPYfa8OdL8QeFWprXRN+fnEFHtu8P2pZsjqadH+ROZW0KnnMukqH4MMJuwCfX4Tb48dQsx5LX9qLH00aCoXci3ydCk+/ewB/v+E8lAzQwyd2jKilUcqhVcvD6jXdXn/SayhQXxeo81PIZTirNB+//MenWDP/HFw0qhBKmQw3T62AUiGDvHOoBXVnLATq/EJplPIu1wPGk+71gyQ9WdPIpVQqMWjQoLjLNRpNwuWnKl4X3gc3fYY188/Bwab2hD1uXt97DE12AaIoJhz3VBTFqPmZjDoVCvTqbnWpjGzEydEo8fGhFly+ajscgg//+Ol5uHbdxzFb7Reu24GVcypxdmkBhuTr8OZtU7r025FvgCysLo85T9n2umbIIcP8qqG4ufMG//icSsgiumJPrjCjdIA+bGjBZD3m7K7oyha9WhF866G5XQCO24OTaMbap2TDKw7M1QA42X3711edETX84c0baoMNeaHnenKFGQ9dORYPbvoM279qDh5/oKNxa5BBC4fgg9vrC14nkb2sjDoV8rRKPPLq5/j7DefhuF2AQatEQY467O3kZJMsFuZpurReaO+9dJ+4sd2duLLNkWR5ujDq1XAKPiyaWhExd4gPuWoF30IhyWOsEkkDY5WIiIikwuoQ8KsY9Xar502IqocL1LvdM30UfnHxCDS2uaFRyqFWxG7YAIAaiwnlphw8ec1Z0CjlcMaY+yuUy+MPrgsAz314KKqxQa9WYMn00cjXqzrmO1UpcNTqxGCjLqz+q9WZuLHJG3hTOkRX6mjYUBGb1SHgvn/vjTmk35Lpo7Dyzf2YM7EMnx2xodCgxZufH8f7B07gyblnocigwXnDBsAPEQvXfYw//uhs1B5uRbFRGzV1TKz540K5PX789SeTkKdTQQZAo1Lg7hd2Y35VORptrpg9CRdNtaC6s9dgoJ56Z31LWJ11omlxulq3l+71gyQ9WdPItX//fhQXF0Oj0WDixIlYtmwZhg0bFlz+9ttvo7CwEPn5+ZgyZQoefvhhFBYW9trvx+vC6xB8WPjsDrx2Sw3OG2bCkn/tCVuvunM808DbGjlqRcJxTwv0KujVirAW9RdvPB/DC3O7nebQRpyvGu1hc4Edt7sTttoDwLyqoVAr5Rg2sGu/HfkGSKJeV1vrmjC/amgwQ79lQy3+dVMV5DJZVM+qR2aPDzYwJusxZ4iYHDHQmyzy7ZxEk2iqFfKEDZahwyu+u78J7W5vzOEP//pRPVbMHg+Xxx+1T7+56oyYvcgCD2V3ffd0LJkxBg9u2ottdc3BtFdbTLh35hjMfeYDNNkF3DltFM4tHxDzWHR1ksXuTMaY7hM3GnSJs8S8JMvTyaB8HXRqBZrsAnw+EXqVEqUF+pQfY6LewFglkgbGKhEREUlFvHq7wNzugfqVgLNLCzDMnIsfr/koWDf1t59MDKuLCai2mLBk5hh82+LEjc/tBAD846fnJUyPXIbguoG6KY/XH5yqQq9WYPW8CXjyrTrc+ULIyD0WExZUl4f1otKrw0ezipSjCV/e1ToaNlTE1mQXsHlfI94LeTldr1YiV6uA2+PH1hf2YH5VOdZsO4gaixlARz2gTxTxP2s+wobrJ6H+hAMOwQePzx8cXlAuAwZ1vpyuVyuSNjLKZMAPn/oAVRYTHr5yHOwubzBdf154Lu56YU/UdwK9FJ//qB4LOl+qjxwlKt7UKt2p20v3+kGSHumULE/BxIkT8ec//xkjRozAsWPH8NBDD+H888/H3r17YTKZMG3aNFx11VUoKyvDwYMHsWTJEkydOhWffPIJNBpN3O263W643e7g3zabLe66NpcnrEeQ2+sPm1/qhEPAmaUFWBUxBF6uVol2txfrr5uIPK0KVqeAW+L0oLplQ8cwd4/PqcQtG2qDN9neeHMisgFKHaMLdyijToWn3vkKv7kq8fCKoSIz52S9riLHHJbLZDEb84rzdR2NQm1u+EQRNRYzttbFmEvMYoZPFMMaqOL1Jks0iWarUwjeCCIbIhdUleOI1RW2vs3pwbCBud2azDBeL7LAQ9nxtmG47W87sP76SXB7fcE3jhtt7mADF5C863hXx67uzmSM/T1xY3fiNFelSHh95KoSPximG44dTFLCWGWskjQwVhmrJA3diVUiSh3GavqIN/Rek13ANX/6ABuunwRXSP1KU5sbn9SfwPM/mYRvWpydw8kp8f82f4EFVeVhvb8bbW78/o0vMLwwL7jdbXVNCZ+TtoV8Hug59vxPJmF+mxturx+nFejw6GufR/Ua21rXDD+ABy8/OfepTqlI+DJ2rlqJN2+b0u06mmxqqOhuHTCAsM4Bq+dNQItDgKxzVpXaw62oLM2HPmQ0KLfXjya7gMMtzuBngfVuWr8Ti6YOx4xxxaixmHBGaQH2fNsa/xqqMEOlkGP1vAlobHOjQK/Cgab2YLoa29xR3wksC3QkUMhlWDpzDHx+ES6PD8uuHAfB50e72wuDToXf/uBM2F3eHtft9Xf9IGW2rGjkmjZtWvD/x40bh/POOw/Dhw/HunXrcNttt+GHP/xhcPnYsWMxYcIElJWV4eWXX8b3vve9uNtdvnw57r///i6lwahTxewRFJhfKjCWf2Th+ZjNBcHrh+AT4fH7katRJe1BtXb7QSysLseqLXW99uZEZANUoq6pVRYTvH4Rt3/ndBxoaodBJwSH90sk8g2QZL2uQpcn288igxZ+v4htdU1YMmM0Hty0N/j2C9CR+c87fygWPrsDj8weD6CjgSpRb7J4k2jmalSY88yHCRsiQwUaIXuj4iRwI/X6xY4b4wlHzMlDI387ka6mqzvp789Kou7EabvHhwXVQwGI4deHxYQF1UPRLpG5QwKsDgFNdgE2lwcGnapLcUiUKoxVxipJA2OVsUrS0J1YJaLUYaymj0RTTzTZBVidHnz/j+9HLRs5yBDscWXOVcfs9RU5ShMAPP3uAaydfw4AhDVSBJ6TFq0Pn3+rsjQf//nsWFijSaxhEYGO+izBf/LFcKVchkUXWoLLAqosJiy6sAIKmQzlA3Pi7n8i2dJQ0Z1YjdXDqvZwK84fbgrWZQZ6Q7W7PcEhLgPLXB4fPjtiQ5XFFNKL6iAefe1LrNn2Nf407xw43F5c9+ePsWpuJWI9a987YzSueGI7zi4rwKOdDY4GrRBcJ1Gda6AjQVdG5ioydOmQxMWXyKi3ZEUjV6ScnByMGzcO+/dHT6oIAIMHD0ZZWVnc5QF33nknbrvttuDfNpsNJSUlsX9To4w7v5QMwG9/cGbUd+qb23HnC7vDvrN81ljUVJhjdqGu6hwzdXtdMxZWlffqmxORDVCRXVUDagJzRr30GTZ/3hj8PNHwfgGRb4Aka0irPdwa3HZX9nNwvg6Xji5Cc7uAezvfRHAIPhh1KijlMkx7fGvUfGZ6deIQidUTypyrxoSygpiNY6HpDqS9N7tvB26kgfFye2OcXKnrTpzaXF4sWt9x/udHNFAuWl+LdQvP7a9kn7KGVmfUPIBdiUOiVGGsMlZJGhirjFWShu7EKhGlDmO1d53KCyndmXoi9PPQOp5Ar68XfnY+2gUfbC4vDDolclQKLH1pb9gcSmeX5kMuAxZWD8Wvpp0Ou8uHPK0SeVolHohYN/BidmgjWbLRj0LnPjXqVTja5sL0cYPDXsY+ZnNBIe9YfiqyoaGiO7EaaxjH5z+qx+zKIRBFBBu1btlQi1svseChK8fhnhd3B+vwNEp5WONWaD0lAOjUcvj8cjgEX9xn7RPtAlbOqYRlYC4Gdz6rhqaL9YWUabKykcvtdmPfvn2oqamJuby5uRmHDx/G4MGDE25Ho9EkHM4wlN3ljZlxAB3jl9pd3rDW72M2V1QDFwD89o0v8fxPJmHpv6PfCgnMtQR09ByLNZReT0U2QAUag5bMGI17Z4yGU/AFh1e8+4XdYQ1cQOLh/UKFvgHS7vbg+2edhnv/tSeq2/MDV4yFzSlg1plDuvWGSLwbr9UhYEJZQXDfQt+MSSRWT6h43bUj39zpi+7bgRtW4Ga4/sNDMYdOzMSu4/F0J07ztMqEPSXztNLIMq0OIaoiDuh6HBKlAmP1JMYqpTPG6kmMVUpn3YlVIkodxmrvOdUXUpJNPXHCLoStH6t3FgCMHmyAQadCiamjZ5TVIeB///4pRhUbMXdiWbAhYmCeBlc//UFYY9aiqRZ81mDF6Ih1ZTJg/Qf1YesmG/3IqDtZX2XUq1FSoMdXx9vD1pHJZJxjtIu6E6ux6gWvPrcUD738GW7/zumYX1UOER3Xmc3pw4rX9mFBVTkGGTW48swh2PH1CVSW5oc1bgUaNRvb3JhQVoAmWcf1GO9Zu7IkH+ve+zpsNKnQdMXrvJBN9YWUWaRRsjxFt99+O2bOnInS0lI0NjbioYcegs1mw7x582C327F06VLMnj0bgwcPxtdff4277roLZrMZs2bN6rU0xBvbNyCyR1BLuxCzUezqc0ux7JV9OLO0AAsiWukfeXUfrj63FKu21KGgD96i6EoX5K8a7di8rzHm9+MN7xcpsiEq/m/2rCt1vN+M1TDV2OaO23Mu0ZsNsY5V5PxqfdF9O3Q/AjdDpUyGxZeNhEohh7Oz51p3fjubhuaRAQnHxE78CJk+4k2YC3Q9DonSGWOVSBoYq0RERNQfeuOFlGRTT/zrpqqweau0KjmW/ju8x1WsBoImu4DN+xqj6sqevOassO8CCE6ZseXz42Gf69UKrJpbCbfPH9zH2sOtwR5BkWLVVw3O1+G7YweF1VNNKCvgM0wfiawX1KoUWLWlDj+9wBLWeDUwT4PLt9Th1T3HAHSc6xumDMN9M8bgwU17wxqwIq+vyN5iAVUWExrb3DEbqyI7F4TOsxVZV5lN9YEkfVnRyPXNN99gzpw5aGpqwsCBAzFp0iR88MEHKCsrg9PpxO7du/HnP/8Zra2tGDx4MC688EL89a9/RV5eXvKNd1Gs8VhDRfYIsrm8MdeLd8MLuGZiWZ92K03WBbm7jXm98Zu9JV4j3pQRA3s0iWaqumv35njI2TY0jwgknDsk8WAA6aMv4pAonTBWiaSBsUpERET9oTdeSEk09cTkCjMK8zRR2/jNVWckrXuJ9xwRqydWvCEIA8PS/fNn50OlkKOts9Hh6gkluOuF3V2ur8qGYQXTSejxrq1vAdAx91to76snrzkr7DsOwYffv7EfT71zAAury3Hnd0dB8Pqjrq94L+vXVJjx4BVjUaBXxT3XXbkOsq0+kKQvKxq5nn/++bjLdDodXn/99T5PQ6zxWANiNUoZ4gzfkmzMXQAp7Vba3ca8VIv1VsLwwvCJFY36RL3J0kvk/pSbc3qczqwcmkcE/v7xYcyvKsevpo2E3eVDrlaJRpsLf//4MH5+8YhUp7BLpBaHRN3GWCWSBsYqERER9YPeeCElXqPBqTYa5Wpi1+/FmhNJo5RDr1ZgYXU5Kkvy4fb6oVUpsLO+BWu2HQSAqDqrX191BlraheD8XwV6NYoM2qT7S/0r9Hky9LzHG3Yy0BA268whGF1sBNBRT/dVoz2sDjNQX2l1eqBXKyCXy+AXxVNKa1bWB5LkZUUjVzro7s2yIEcds9txsjF3Swr0wQkFU6G7jXmp1J23EqTwtktvv2WRjUPzKBTArRefjgc27Q170Ky2mLBkxhjI5af2oNBfpBSHRD3BWCWSBsYqERER9YfeeiGlt0bGCX0BWa9WYNmssXjo5X1hwxOu2XYQq+dNgFwmC9a97GmwYvW8CVj1Vl1Yj7Iqiwmr503AgJzwdLC3jXQEniedgjds7rdYjZ0Boc+Zic61Xq3A0pf2sj6QsppUhsLPCIGb5Zu3TcGLN56PN2+bgpVzKmM2ShUZtFg2axyqLaawzxttLtRUmGNuv8piwif1LWhodfZJ+rsi0Jg3OSKN6TZxYbK3EqwOIc4300vgLY4vj7Vh8T8+Tbo/gfVr61vw1XF7wv3MxqF51HI5HoyoiAOAbXXNeHDTXqjl0sgypRKHRD3FWCWSBsYqERER9YdAA0Is3X0hxajvGOHnzNICDC/M7fZ9vqHViUUbanHR797BrCffw3ce24pXdx/F6nkToFcrgutVlubD5fHj3hmjg/WEV545BE++VRf17LS9rhlPvv1V2IvvmVKvlS0Cz5NfN7fj+Y/qUVlagNXzJmDcECPumzEGNRH1v6HPmcnO9ba6JpxRko/V8ybgyWvOwpr552B8ST7u+9eeHl0H2VgfSNLHnlz9rDs9gkpNOfjtD8482e1Yq8SAHDWmnF4Y1SOsymLCgqpy3LKhFq+WFaS062hvzgnVVzLhrYTQtzhWz5sQNtdFqHf3N6G5XUC74OvWGz7ZODSP0+uPOWkr0FEh5+zCcKHpQgpxSNRTjFUiaWCsEhERUX/oyVCDfSFeY8TWuiYAIp7/ySR80+KERilH7eFW3LR+J15aVB0cgvCrRnvcup2tEXVVmVCvlW2K83WotgxEsVGHlSG99fRqBe6ZPgp3TBsFt9cPoy78OTPZuf7lZafjxf9+G9X7b0FVOZrbu38dZGN9IEkfG7nSXJFBG3Ms3QevGIu643a4vf7gzfGWDbVwCL60uJnFa8yLNQdWKtIp9bcSIh+cks3V5vOL3R5PNxuH5mlzehMvdyVenm6kMMwmUU8wVomkgbFKRERE/SUdXkhJ1Bixta4Z89vcuPG5ncHPqi0m6EJ6d3Wnrqo367XSpa4uG7S5vFi47mMsrC7HwqpyeP0iBhu1ELx+1Lc4UG7Oibpuk53rRps7Zu8/ALhvxphupzEb6wNJ+tjIJVEnHAKuXfdx3OXp2EiTTmMFS/2thMgHp2Rztfn8Yrff8EmXN6H6k16jSLxcnXg5EfUPxiqRNDBWiYiIqD+l+oWUZI0RoS8oV1lMmF9V3ll/11En1p26qt6q10qnurpsYHN54BB8WLWlDnq1Ao/PqcSK1z4Pa6SKPP7JznU82+ua4RO7PwduNtYHkvSxkUui4mVwerUCC6vLoVUpUFvfkjZvYCQbP7a/h1eU+lsJkQ9OySaqdAjJ3qSO/SCWDm9C9adctRLVFlPMoZWqLSbkqpllEqUDxiqRNDBWiYiIKJNF9oAaoFdDr1bAIfhirl8yQIcnrzkrbESmZxecG1zenbqq3qjXSre6umwQWp/7k8nD8Oz2g1F1eZHHP9G5rqkwo/Zwa9zfs7t7NnJCttUHkvSxZClRsTK4wBsAa7cfDBuHNR3ewEj1WMGxul5L+a2EyEbONdsO4vE5lQAQ9fbHitnj4z5gBSR6wyfVb0L1J5fPh4XV5ZABYeNg11hMWFBdDpcv8XEkov7BWCWSBsYqERERZap4PaDWzD8HC5/dEVUPU2Ux4fW9x8Lq6wDAoD1ZNdudHjS90dsm1XV12ShQn/vxoRZcNKoQj23eH3O9d/c3obldAAA0twu47/IxWPrvvVHX2/1XjMH0x7fF/b08bc+r/rOpPpCkj41cEhXrZrawuhxru/AGQCqkcg6seA8eK2aPl+xbCZGNnA7Bh1s21GJhdTluusACrUoRNlGl1SFIuudaf2l3eSGDDNPGDcb8qvLgnHfHbC7IIIOjh2/AEFHvYqwSSQNjlYiIiDJRoh5QIoAlM0bjzn/uDn5e3Tk04S0basPWr7aYUJATXh8jAzBt3GDMO39o8Nmpsc0dMx2n2ttG6vPVS1GgPvedL4+j0Rb7vAIdHRlEAIs21GLr/qbgyF0/mzIcGpUc+bqOHl5urx9nlebHHTmhQAJ1nES9gY1cEhZ5M9OqFFFvhASk+g2MVM2BlejBY3Fnw9/wwtw++e2+FKuR0yH4sOtwK645txSDI3rtcTzdrinQq/HbN76MOexjlcWEh64Ym4JUEVEkxiqRNDBWiYiIKBMl6gG1dX8T7p0xGm/eNiXY8KRWyLD0pb1hvbuqLSYsmzUORQZt8DOrQ8CvYtRhAR31N7FeXj+V3jZSn69eqorzdZhQVoD6E4646yysLsfSf+0JjoYQmMdr1Za6qGth2axxuOuF3WENXbGuL6JMxkYuiQu9mdXWtyRcN5VvYKRqDqxM7nrd3Td2OJ5ucm6vP2ZFHNAxDGToJLFElDqMVSJpYKwSERFRJkrWA6rd7cWZpQVhny373ni0tAuwubwwaJUoyFFHNUD0dx2W1OerlzK724vaw62osphiPi+fP8zU5Y4MpaYc/PYHZya9vogyGRu5Mkg6v4GRqp5Emd71urtv7HA83cTakgyb1NMJO4modzFWiaSBsUpERESZqCf1b0UGbdJGh/6uw+KoP6lj0KqwZttBPD6nEgDCGrqqLCaolfKE34+8FrpyfRFlMjZyZZB0fwMjFT2J0rnhj9JPvi7x9WBMspyI+gdjlUgaGKtERESUifqq/i0VdVgc9Sc1zLlqTCgrwC0barGwuhwLQ+avbWxzJ31OZn0mUbjEzcKUMlaHgK8a7aitb8FXx+2wOoSk3wm8gTG5whz2eTq9gWHUqzG8MBdnlhZgeGFun6cp8OARSzo0/FF6KczToCbO9VJTYUZhnqafU0REsTBWiaSBsUpERESZqK/q33pSh9WT+sNI/V1Xl+2sDgHN7QLuu3wMzi4rwKotdbh23ce48bmdWPfe17hgxEAU5mlYn0nUDTJRFMVUJyJT2Gw2GI1GWK1WGAyGHm+nodWJxRETTU6uMOOR2eNRnK9L+n2rQ+AbGCEaWp1xu14P7sLxpMySLE7rm9tx9wu7g5N7AkCNxYSHZ41DqSmnP5NKlNUYq0TSwFglkobeKqsSUd9irEpLX9S/dacO61TrD6nnehqroedMr1ZgYXU5zh9mgkYlR75OHXYNsT6TqOvYyNWLeuNhxOoQsGhDbcyJJidXmLFyTmVWN1j1FBv+KCBRnFodAv73759i5GADKkvyg13Faw+34osjNvzmqjN43RD1E8YqkTQwVomkgRXnRNLAWCWga3VYrD9MrZ7Eak/OGeszibqGc3KlmSa7EDOzA4B39zehyS4wM+sBo543AUquyS5g875GbN7XGHc5ryOi1GOsEkkDY5WIiIio+7pSh8X6Q+npyTljfSZR13BOrjRjc3kSLm9LspyIeo7xRyQNjFUiaWCsEhEREfUNPmdJD88ZUd9hI1eaMWhVCZfnJVlORD3H+COSBsYqkTQwVomIiIj6Bp+zpIfnjKjvZEUj19KlSyGTycL+DRo0KLhcFEUsXboUxcXF0Ol0uOCCC7B3796UpNWcq8bkCnPMZZMrzDDnsosqUV9h/BFJA2OVSBoYq0RERER9g89Z0sNzRtR3sqKRCwDGjBmDI0eOBP/t3r07uOzRRx/F7373O6xatQo7duzAoEGDcMkll6Ctra3f02nUq/HI7PFRmd7kCjNWzB7PcViJ+hDjj0gaGKtE0sBYJSIiIuobfM6SHp4zor4jE0VRTHUi+trSpUvx4osv4r///W/UMlEUUVxcjFtvvRWLFy8GALjdbhQVFWHFihW44YYbuvw7NpsNRqMRVqsVBoPhlNJsdQhosgtoc3mQp1XBnMuJBol6Q1filPFHlHqMVSJpYKwSSUNvllWJqO8wVqm7+JyVGqcSqzxnRL1PmeoE9Jf9+/ejuLgYGo0GEydOxLJlyzBs2DAcPHgQR48exaWXXhpcV6PRYMqUKXjvvfcSNnK53W643e7g3zabrdfSa9QzgyPqDT2JU8YfUf9jrBJJA2OVSBr6sqxKRL2HsUqnis9Z/aM3Y5XnjKj3ZcVwhRMnTsSf//xnvP7663jmmWdw9OhRnH/++WhubsbRo0cBAEVFRWHfKSoqCi6LZ/ny5TAajcF/JSUlfbYPRNQzjFMiaWCsEkkDY5VIGhirRNLAWCWSBsYqUXrLiuEKI7W3t2P48OH41a9+hUmTJqGqqgoNDQ0YPHhwcJ3rr78ehw8fxmuvvRZ3O7Fa8UtKStitnCiNME6JpIGxSiQNjFUiaWCsEkkDY5VIGhirROkta4YrDJWTk4Nx48Zh//79uPLKKwEAR48eDWvkamxsjOrdFUmj0UCj0fRlUonoFDFOiaSBsUokDYxVImlgrBJJA2OVSBoYq0TpLSuGK4zkdruxb98+DB48GOXl5Rg0aBDeeOON4HJBEPDOO+/g/PPPT2EqiYiIiIiIiIiIiIiIKJ6s6Ml1++23Y+bMmSgtLUVjYyMeeugh2Gw2zJs3DzKZDLfeeiuWLVuGiooKVFRUYNmyZdDr9Zg7d26qk05EREREREREREREREQxZEUj1zfffIM5c+agqakJAwcOxKRJk/DBBx+grKwMAPCrX/0KTqcTN954I1paWjBx4kT85z//QV5eXopTTkRERERERERERERERLFkRSPX888/n3C5TCbD0qVLsXTp0v5JEBEREREREREREREREZ2SrJyTi4iIiIiIiIiIiIiIiKSNjVxEREREREREREREREQkOWzkIiIiIiIiIiIiIiIiIslhIxcRERERERERERERERFJDhu5iIiIiIiIiIiIiIiISHLYyEVERERERERERERERESSw0YuIiIiIiIiIiIiIiIikhw2chEREREREREREREREZHksJGLiIiIiIiIiIiIiIiIJIeNXERERERERERERERERCQ5bOQiIiIiIiIiIiIiIiIiyWEjFxEREREREREREREREUkOG7mIiIiIiIiIiIiIiIhIctjIRURERERERERERERERJLDRi4iIiIiIiIiIiIiIiKSHDZyERERERERERERERERkeSwkYuIiIiIiIiIiIiIiIgkJysbuZYvXw6ZTIZbb701+Nn8+fMhk8nC/k2aNCl1iSQiIiIiIiIiIiIiIqK4lKlOQH/bsWMHnn76aYwfPz5q2WWXXYa1a9cG/1ar1f2ZNCIiIiIiIiIiIiIiIuqirOrJZbfbcc011+CZZ55BQUFB1HKNRoNBgwYF/w0YMCAFqSQiIiIiIiIiIiIiIqJksqqR66abbsL06dNx8cUXx1z+9ttvo7CwECNGjMD111+PxsbGfk4hERERERERERERERERdUXWDFf4/PPPY+fOndixY0fM5dOmTcNVV12FsrIyHDx4EEuWLMHUqVPxySefQKPRxPyO2+2G2+0O/m2z2fok7UTUc4xTImlgrBJJA2OVSBoYq0TSwFglkgbGKlF6y4qeXIcPH8bPf/5z/OUvf4FWq425zg9/+ENMnz4dY8eOxcyZM/Hqq6/iyy+/xMsvvxx3u8uXL4fRaAz+Kykp6atdIKIeYpwSSQNjlUgaGKtE0sBYzTyiKMLhcKC9vR0ejyfVyaFewlglkgbGKlF6k4miKKY6EX3txRdfxKxZs6BQKIKf+Xw+yGQyyOVyuN3usGUBFRUVuO6667B48eKY243Vil9SUgKr1QqDwdD7O0LUTVaHgCa7AJvLA4NOBXOOGka9OtXJ6lc9iVMeN6L+x1glkgbGKpE0sKyaWURRhNPpxNw/voNnF54HtVoNnU4HmUyW6qTRKWKshuMzA6WrTIxVxhtlkqwYrvCiiy7C7t27wz5bsGABRo4cicWLF8ds4Gpubsbhw4cxePDguNvVaDRxhzIkSrWGVicWb9yFrfubgp9NrjDjkdnjUZyvS2HK+ld345THjSg1GKtE0sBYJZIGllUzi9frxdw/vgOZXAGv14t5q9/Dhp9dAL1en+qk0SlirJ7EZwZKZ5kWq4w3yjRZMVxhXl4exo4dG/YvJycHJpMJY8eOhd1ux+233473338fX3/9Nd5++23MnDkTZrMZs2bNSnXyibrN6hCiblYA8O7+JtyxcResDiFFKUtvPG5E0sBYJZIGxioRUe8S/ScH4uGQhZRJ+MxA1H8Yb5SJsqKRKxmFQoHdu3fjiiuuwIgRIzBv3jyMGDEC77//PvLy8lKdPKJua7ILUTergHf3N6HJzhtWLDxuRNLAWCWSBsYqERERdQWfGYj6D+ONMlFWDFcYy9tvvx38f51Oh9dffz11iSHqZTZX4rf62pIsz1Y8bkTSwFglkgbGKhHRqRNFEQ6HA6JfhCzkNWWPxwOPxwOVSpW6xBH1Ej4zEPUfxhtlIvbkIspABm3igk5ekuXZiseNSBoYq0TSwFglIjp1TqcTP3rqHYiiGPa5KIrweDxRnxNJEZ8ZiPoP440yERu5iDKQOVeNyRXmmMsmV5hhzlV3e5tWh4CvGu2orW/BV8ftGTlGb18cN6JMki75AGOVKDHGKpE0pEusUvoKNGTJ5dGD8Hi9Xlzz9DZ4vd4UpIyod8V7ZtCrFVj+vXHwi2K/5ZXMmylTBa5tnyiipgvP6IwFkpKsHa6QKJMZ9Wo8dOVY3PXCbmyraw5+Xm0x4aErx8Ko716lUkOrM2pSyskVZjwyezyK83W9lu5U6+3jRpRJ0ikfYKwSxcdYJZKGdIpVSk+iKMLpdOJ/nn4X8d5PDgxlaDAYIJPJ+jeBRL3IqFfjkdnjccfGXXi3M1/UqxVYM/8cPLGlDnf+c3dw3b7MK5k3U6YKvbb1agUen1MJURTDntEnV5ixYvZ4GPVqxgJJjkxk3/ZeY7PZYDQaYbVaYTAYUp0cymJWh4D//funGDnYgMqSfLi9fmiUctQebsUXR2z4zVVndLliyeoQsGhDbcxJKSdXmLFyTqWkKqkSxWlvHjeiTJKKfICxStR9jFUiaUi3WKX05PF4cNXKzRBFEaK/o9pGrlDiTz8+G9eu+wh/nFuJn66vhVymwN9unsq5uTJEtseq1SGgyS6gzeVBgV6Ne17cg611/ZNXZlrdB/UtKcVqrGtbr1ZgYXU5zh9mglalgFGngjlXDaNezVggSWJPLqIM1GQXsHlfIzbva4y7vKs3pCa7EPPGBgDv7m/q1rbSXW8eN6JMkm75AGOVKDbGKpE0pFusUnryeDyQyRUQfYmHI/SzNxdlEKNeHcz/vmq0x2zgAvomr2TeTJkq1rXtEHxYtaUOq7bU4c3bpmB4YW7C9QMYC5SuOCcXUQayuTwJl7clWd5X20p32bSvRN2RbrGRbukhShfpFhvplh6idMHYoK7weDzBHlyJiH4f5q/+gHNzUcbp77ySeTNlqu5e24wFkiL25CLKQAZt4qEq8pIs76ttpbts2lei7ki32Ei39BCli3SLjXRLD1G6YGxQIqIowuv1ojszS8gUrNqhzNPfeSXzZspU3b22GQskRezJRZSBzLlqTK4wx1w2ucIMc27XuxX35rbSXTbtK1F3pFtspFt6iNJFusVGuqWHKF0wNigRr9eLq1ZuhtPp7PJ3/D4vHA4HPB6+XU+Zo7/zSubNlKm6e20zFkiK2MhFlIGMejUemT0+6qY0ucKMFbPHd2vs3N7cVrrLpn0l6o50i410Sw9Ruki32Ei39BClC8YGxSN2zq8lkyl69F1BECAIQrd6gRGlq/7OK5k3U6bq7rXNWCApkol8+uk1NpsNRqMRVqsVBoMh1ckhgtUhoMkuoM3lQZ5WBXOuusc3o97cVip1JU4zZV+Jelt/xgZjlajnGKtE0pBusUqpIYpix/xbogin04n/eepdKFQa/GHOePxswy6Ioi84N5dcocSffnw2rl33Ef44txI/XV8L0S8GP1+w5j0olRr87eapUKk4nJQUMVaj9fdzBJ9bqCukGKvdvbYZCyQlHLiZKIMZ9b13A+rNbaW7bNpXou5It9hIt/QQpYt0i410Sw9RumBsENAxPOEPVr0Jn9cD+MVTml9LrlDCL4pob2+HXq+HSqWCTCbrxdQS9b/+ziuZN1Om6u61zVggKWEjFxERERERERFRPwr04AoMTyhXiBBlpz7Qjuj34X/++A4UKg3W/2wydDodG7qIiIgoo3FOLiIiIiIiIiKifiKKImw2G2b//jX8zx/f6fU5tGQKJSCT4Zqnt8Hr9fbqtomIiIjSDXtyERERERERERH1MlEU4fV6oVAo4PV6g/NueTweLFz7PmRyRZ//fmDoQqVSCZ/PB6VSyZ5dRERElFHYyNWLAm9f2Wy2FKeEKPPl5eX1qHDGOCXqX4xVImlgrBJJQ3/Eqsfj6fb2KTaHw4Hrn/0Av5k1Cre/sA8yuRyi34/fzBoFn9cHUew41nKFEqLfD1H0B/9ubm6GR3DF/tztDv5XFP1hn4eu6/MIuHrVm1Cq1PjD3DNx04ZP8fSPJ0ClUqXmgEhYd45ZT+MU4H2VqD8xVomkoSuxKhN7u198Fvvmm29QUlKS6mQQZQWr1QqDwdDt7zFOifoXY5VIGhirRNLAWCVKfz2NU4CxStSfGKtE0tCVWGUjVy/y+/1oaGhI2rpos9lQUlKCw4cP9zgzTSfcn/SWafsT0NM3brItTrkf6SMT9gHo/n4wVruG+5E+MmEfAMZqX8mE/ciEfQCydz/6OlbTWaac81i4b9IUb99OJc6kHquZfL6BzN6/bNy3vojVbDyOUpep+wVkzr51JVY5XGEvksvlOO2007q8vsFgkPQFFon7k94ybX96KlvjlPuRPjJhH4C+3w/GqrRlwn5kwj4AjNW+kgn7kQn7AHA/uqq7sZrOMuWcx8J9k6be3LdMidVMPt9AZu8f961rksUqj6P0ZOp+AZm9bwHyVCeAiIiIiIiIiIiIiIiIqLvYyEVERERERERERERERESSw0auFNBoNLjvvvug0WhSnZRewf1Jb5m2P/0lU44b9yN9ZMI+AOm3H+mWnp7ifqSPTNgHIP32I93S01OZsB+ZsA8A9yMbZfKx4r5JUybvW09l+jHJ5P3jvknvt/pbpu5bpu4XkNn7FkkmiqKY6kQQERERERERERERERERdQd7chEREREREREREREREZHksJGLiIiIiIiIiIiIiIiIJIeNXERERERERERERERERCQ5bOQiIiIiIiIiIiIiIiIiyWEjFxEREREREREREREREUkOG7l6kSiKsNlsEEUx1UkhojgYp0TSwFglkgbGKpE0MFaJpIGxSiQNjFWi9JIVjVxerxf33HMPysvLodPpMGzYMDzwwAPw+/3BdURRxNKlS1FcXAydTocLLrgAe/fu7dbvtLW1wWg0oq2trbd3gYh6CeOUSBoYq0TSwFglkgbGKpE0MFaJpIGxSpResqKRa8WKFfjjH/+IVatWYd++fXj00Ufx61//GitXrgyu8+ijj+J3v/sdVq1ahR07dmDQoEG45JJLmFkRERERERERERERERGloaxo5Hr//fdxxRVXYPr06Rg6dCi+//3v49JLL8XHH38MoKMX12OPPYa7774b3/ve9zB27FisW7cODocD69evT3HqiYiIiIiIiIiIiIiIKFJWNHJVV1fjzTffxJdffgkA+PTTT7Ft2zZ897vfBQAcPHgQR48exaWXXhr8jkajwZQpU/Dee++lJM1EREREREREREREREQUnzLVCegPixcvhtVqxciRI6FQKODz+fDwww9jzpw5AICjR48CAIqKisK+V1RUhEOHDsXdrtvthtvtDv5ts9n6IPVEdCoYp0TSwFglkgbGKpE0MFaJpIGxSiQNjFWi9JYVPbn++te/4i9/+QvWr1+PnTt3Yt26dfjNb36DdevWha0nk8nC/hZFMeqzUMuXL4fRaAz+Kykp6ZP0E1HPMU6JpIGxSiQNjFUiaWCsEkkDY5VIGhirROlNJoqimOpE9LWSkhLccccduOmmm4KfPfTQQ/jLX/6Czz//HAcOHMDw4cOxc+dOVFZWBte54oorkJ+fH9UYFhCrFb+kpARWqxUGg6HvdoiIuoxxSiQNjFUiaWCsEkkDY5VIGhirRNLAWCVKb1kxXKHD4YBcHt5pTaFQwO/3AwDKy8sxaNAgvPHGG8FGLkEQ8M4772DFihVxt6vRaKDRaPou4SQJVoeAJrsAm8sDg04Fc44aRr061cmiTj2JU55Tov7HWCWSBsYqkTSwrEr9hXn8qWGsEklDusQq81yi2LKikWvmzJl4+OGHUVpaijFjxqC2tha/+93vsHDhQgAdwxTeeuutWLZsGSoqKlBRUYFly5ZBr9dj7ty5KU49pbOGVicWb9yFrfubgp9NrjDjkdnjUZyvS2HKqKd4TomkgbFKJA2MVSKizMU8noio/zDPJYovK+bkWrlyJb7//e/jxhtvxKhRo3D77bfjhhtuwIMPPhhc51e/+hVuvfVW3HjjjZgwYQK+/fZb/Oc//0FeXl4KU07pzOoQom4uAPDu/ibcsXEXrA4hRSmjnuI5JZIGxiqRNDBWiYgyF/N4IqL+wzyXKLGs6MmVl5eHxx57DI899ljcdWQyGZYuXYqlS5f2W7pI2prsQtTNJeDd/U1osgvsMiwxPKdE0sBYJZIGxioRUeZiHk9E1H+Y5xIllhU9uYj6gs3lSbi8LclySj88p0TSwFglkgbGKhFR5mIeT0TUf5jnEiXGRi6iHjJoVQmX5yVZTumH55RIGhirRNLAWCUiylzM44mI+g/zXKLE2MhF1EPmXDUmV5hjLptcYYY5l92EpYbnlEgaGKtE0sBYJSLKXMzjiYj6D/NcosTYyEXUQ0a9Go/MHh91k5lcYcaK2eM5Fq4E8ZwSSQNjlUgaGKtERJmLeTwRUf9hnkuUmEwURTHVicgUNpsNRqMRVqsVBoMh1cmhfmJ1CGiyC2hzeZCnVcGcq+bNJY11JU55TolSj7FKJA2MVSJpYFmV+grz+N7FWCWShlTFKvNcotiUqU4AkdQZ9byhZBqeUyJpYKwSSQNjlYgoczGPJyLqP8xziWLjcIVEREREREREREREREQkOWzkIiIiIiIiIiIiIiIiIslhIxcRERERERERERERERFJDhu5iIiIiIiIiIiIiIiISHLYyEVERERERERERERERESSw0YuIiIiIiIiIiIiIiIikhw2chEREREREREREREREZHkKFOdACIpsToENNkF2FweGHQqmHPUMOrVqU4W9TKeZyJpYKwSSQNjlYgovTBfJiKSLubhRNHYyEXURQ2tTizeuAtb9zcFP5tcYcYjs8ejOF+XwpRRb+J5JpIGxiqRNDBWiYjSC/NlIiLpYh5OFBuHKyTqAqtDiLqJAMC7+5twx8ZdsDqEFKWMehPPM5E0MFaJpIGxSkSUXpgvExFJF/NwovjYyEXUBU12IeomEvDu/iY02XkjyQQ8z0TSwFglkgbGKhFRemG+TEQkXczDieJjIxdRF9hcnoTL25IsJ2ngeSaSBsYqkTQwVomI0gvzZSIi6WIeThRfVjRyDR06FDKZLOrfTTfdBACYP39+1LJJkyalONWUTgxaVcLleUmWkzTwPBNJA2OVSBoYq0RE6YX5MhGRdDEPJ4ovKxq5duzYgSNHjgT/vfHGGwCAq666KrjOZZddFrbOK6+8kqrkUhoy56oxucIcc9nkCjPMuep+ThH1BZ5nImlgrBJJA2OViCi9MF8mIpIu5uFE8WVFI9fAgQMxaNCg4L9NmzZh+PDhmDJlSnAdjUYTts6AAQNSmGJKN0a9Go/MHh91M5lcYcaK2eNh1PNGkgl4nomkgbFKJA2MVSKi9MJ8mYhIupiHE8WnTHUC+psgCPjLX/6C2267DTKZLPj522+/jcLCQuTn52PKlCl4+OGHUVhYmHBbbrcbbrc7+LfNZuuzdFPqFefrsHJOJZrsAtpcHuRpVTDnqnkTSXPdjVOeZ6LUYKwSSQNjlUgaWFaleJgvpxfGKpE0pEusMg8nii3rGrlefPFFtLa2Yv78+cHPpk2bhquuugplZWU4ePAglixZgqlTp+KTTz6BRqOJu63ly5fj/vvv74dUU7ow6nnjkJqexCnPM1H/Y6wSSQNjlUgaWFalRJgvpw/GKpE0pFOsMg8niiYTRVFMdSL603e+8x2o1Wq89NJLcdc5cuQIysrK8Pzzz+N73/te3PViteKXlJTAarXCYDD0arqJqGcYp0TSwFglkgbGKpE0MFaJpIGxSiQNjFWi9JZVPbkOHTqEzZs345///GfC9QYPHoyysjLs378/4XoajSZhTy8iSj3GKZE0MFaJpIGxSiQNjFUiaWCsEkkDY5UovclTnYD+tHbtWhQWFmL69OkJ12tubsbhw4cxePDgfkoZERERERERERERERERdUfWNHL5/X6sXbsW8+bNg1J5sgOb3W7H7bffjvfffx9ff/013n77bcycORNmsxmzZs1KYYqJiIiIiIiIiIiIiIgonqwZrnDz5s2or6/HwoULwz5XKBTYvXs3/vznP6O1tRWDBw/GhRdeiL/+9a/Iy8tLUWqJiIiIiIiIiIiIiIgokaxp5Lr00kshimLU5zqdDq+//noKUkREREREREREREREREQ9lTXDFRIREREREREREREREVHmyJqeXNQ3jtlcaGkXYHN5YdApUaBXo8igTXWyolgdAprbBXj9IvyiCIfbC6NeDXOOGka9OtXJozTzbYsDNpcXNqcHRp0KeVolhhToU50sIorAWCWSBsYqEUmV1SGgyS7A5vLAoFOlvPyYbunJBlKp8yCizBbI/+1uD/L1anj9fshlMrg8frR13hOYP1E2YyMX9Vh9czvufGE3ttc1Bz+rtpiwbNY4lJpyUpiycA2tTtz7rz24+txSrN1+MCy9kyvMeGT2eBTn61KYQkonh5rbcVeM6/rhWeNQlkbXNVG2Y6wSSQNjlYikqqHVicUbd2Hr/qbgZ6ksP6ZberKBVOo8iCizBfL/Tw614PE5lfjjO1/h1otPxwOb9jB/IurE4QqpR47ZXFEPewCwra4Zd72wG8dsrhSlLJzVIWDxxl0YOdgQ1cAFAO/ub8IdG3fB6hBSlEJKJ9+2OKIq4oCO6/ruF3bj2xZHilJGRKEYq0TSwFglIqkKlCNDG5SA1JUf0y092UAqdR5ElNlC8/+F1eVYu/0gvn92CR7YtJf5E1EINnJRj7S0C1GZacC2uma0tKfHQ3aTXcDW/U2oLMmPm9539zehyZ4e6aXUsrm8Ca9rm8vbzykiolgYq0TSwFglIqkKlCNjSUX5Md3Skw2kUudBRJktNP8P1G0WGjTMn4gisJGLeiRZpUS6VFrYXB4AgNvrT7heW+d6lN1szsTXAa8TovTAWCWSBsYqEUmVLUn+1N/5V7qlJxtIpc6DiDJbaP4fqNu0u3xJvsP8ibIPG7moRwzaxNO5JVveXwxaFQBAo0x8qed1rkfZzaBLfB3wOiFKD4xVImlgrBKRVBmS5E/9nX+lW3qygVTqPIgos4Xm/4G6zVytIsl3mD9R9mEjF/VIQY4a1RZTzGXVFhMKctT9nKLYzLlqTK4wo/ZwK6ripHdyhRnm3PRIL6WWQatMeF3zQYEoPTBWiaSBsUpEUhUoR8aSivJjuqUnG0ilzoOIMlto/h+o22y0uZk/EUVgIxf1SJFBi2WzxkVlqtUWE5bNGocigzZFKQtn1KvxyOzx+OKIDQuqyqMauiZXmLFi9ngY9bwBEDCkQI+H41zXD88ahyEF+hSljIhCMVaJpIGxSkRSFShHRjYspar8mG7pyQZSqfMgoswWmv+v2XYQC6rK8Y9PDmPJjDHMn4hCyERRFFOdiExhs9lgNBphtVphMBhSnZx+cczmQku7AJvLC4NWiYIcdVpmplaHgOZ2AT6/CJ9fhEPwwahTwZyrZoEgy3QlTr9tccDm8qLN5UGeVgWDVsmKOKJ+xlglkgbGKpE0ZGNZtTdYHQKa7EIw/0p1+THd0pMN+rvOg7FKJA39HauB/L/d7YFRp4ZX9EMhk8Hp8aMtzetkifoDxwihU1Jk0EoiAzXq+fBPXTekQI8hqU4EESXFWCWSBsYqEUlVupUj0y092UAqdR5ElNmY/xMlxuEKiYiIiIiIiIiIiIiISHLYk4syTqALr83lgUGngjmHbztQ9/AaIpIGxiqRNDBWiSjbMN8jIqKe4j2EqPvYyEUZpaHVicUbd2Hr/qbgZ5MrzHhk9ngU5+tSmDKSCl5DRNLAWCWSBsYqEWUb5ntERNRTvIcQ9QyHK6SMYXUIUTcCAHh3fxPu2LgLVoeQopSRVPAaIpIGxiqRNDBWiSjbMN8jIqKe4j2EqOfYyEUZo8kuRN0IAt7d34QmO28GlBivISJpYKwSSQNjlYiyDfM9IiLqKd5DiHqOjVyUMWwuT8LlbUmWE/EaIpIGxiqRNDBWiSjbMN8jIqKe4j2EqOeyopFr6NChkMlkUf9uuukmAIAoili6dCmKi4uh0+lwwQUXYO/evSlONXWXQatKuDwvyXIiXkNE0sBYJZIGxioRZRvme0RE1FO8hxD1nDLVCegPO3bsgM/nC/69Z88eXHLJJbjqqqsAAI8++ih+97vf4dlnn8WIESPw0EMP4ZJLLsEXX3yBvLy8VCU7I1kdAprsAmwuDww6Fcw5ahj16l7Zdq5WiZoKc8yuvZMrzDDnqnHM5kJLuwCbywuDTokCvRpFBm1Y+prbBXh9fvhEwO72wqBVIj9ivf7eN+of5lw1rj7nNFxbMwxenwibs+NcKhUyrN56AOZcnk+idMBYJZIGxioRpVpvldFibQfoGFrK6hSg1yghl8mgVcoxucKMd+OUSZVyGWrrW6K20ZX0WR0CGtvcaHV6kKNWIEejRL5OxTInEZHEBeoi5XIE6zX1agUWVpejsiQfbq8fBXoV8rRKWB0CTrQLgAxwefxo67x/5GmUaBe8aHXEru8kynRZ0cg1cODAsL8feeQRDB8+HFOmTIEoinjsscdw991343vf+x4AYN26dSgqKsL69etxww03pCLJGamh1Rk1geLkCjMemT0exfm6U972vf/ag3nnD4VfFLG9rjnsN349ezysTg/ufGF32LJqiwnLZo1DqSknuI2rzy3F2u0H467X3/tG/ceoV+NnF1hwV4zr5OFZ41iAJEoTjFUiaWCsElEq9VYZLXI7erUCa+afgye21GFr3cltV1lMuLa6HIumWiACYb9bU2HGjRdaMO3xrXAIvrjbiJe+hlYnFv9jV9Tv3Ty1AmUD9BjMMicRkSSF1kWu//AQ5p0/FCqFDHMnlmHt9oNYtaUOwMl7z/+99zVuuXgEHti0N+r5esmMMbjxuU/QZBeS1mMSZRqZKIpiqhPRnwRBQHFxMW677TbcddddOHDgAIYPH46dO3eisrIyuN4VV1yB/Px8rFu3rsvbttlsMBqNsFqtMBgMfZF8ybI6BCzaUBu3l9XKOZU9rugI3Xbkmw75OhWGF+YCAG7723/DbgAB1RYTHv3+GVi8cRfOKMlHbX1L3PV++4Mzo96E6Mt9o96XKE6/aXFg8cZdcc//I7PH47QCfX8llSirMVaJpIGxSiQN2VZW7a0yWqztLJpqiVtmrLKYcM7QASgyaDGhrADtbi9yNEp8fKgFD276DA7Bl3QbkemzOgQsWl8b1sAV+nszxhfju2MHscyZIbItVomkqjdiNXCPCa2L1KsVWDmnEs9uP4itIfeIwH1jYVU51kS8mB9QbTFhQVU5rl33cfDvWPWYRJkoK+bkCvXiiy+itbUV8+fPBwAcPXoUAFBUVBS2XlFRUXBZPG63GzabLewfxdZkF2IWMADg3f1NaLILvbJth+DDqi11uHbdx7jxuZ2Y+6cPYXd50dIuxLwBAMC2umZYnR5s3d+EypL8hOu1tEensy/3jU5dd+K0zeVNeP7bXN6+SiZR1mOsEkkDY5VIGrK9rNpbZbRY20lUZtxe14xxQ4y485+7IZfJcGZpAeQyGe785+5gA1eybUSmr8kuxGzgCvxeYZ6GZU4Jy/ZYJZKKvojVwD0m9J4QuFdsjbhHBNYpNGgSPl8XGjRhf8eqxyTKRFnXyLV69WpMmzYNxcXFYZ/LZLKwv0VRjPos0vLly2E0GoP/SkpKej29mcLm8iRc3pZk+alu25akEiXw+26vP8lvRW+nL/eNTl134tTm5LkkShXGKpE0MFaJpCHby6q9VUaLtZ1kZcbA8sBv9GQboelLti9ur5/5qYRle6wSSUVfxKotTl1krHtE4DO7yxe1LFTk8mT1oUSZIqsauQ4dOoTNmzfjuuuuC342aNAgAIjqtdXY2BjVuyvSnXfeCavVGvx3+PDh3k90hjBoVQmX5yVZfqrbNmgTTz8X+H2NMnFIxNpOX+4bnbruxKlBx3NJlCqMVSJpYKwSSUO2l1V7q4wWazvJyoyB5YHf6Mk2QtOXbF80SjnzUwnL9lglkoq+iFVDnLrIWPeIwGe5WkXCbUYuT1YfSpQpsupKX7t2LQoLCzF9+vTgZ+Xl5Rg0aBDeeOON4JxcgiDgnXfewYoVKxJuT6PRQKPRJFwn01kdAprsAmwuDww6Fcw56phjgZtz1ZhcYca7ccZEN+d2ffzwyN/M1SqTbtvl9aPaYsK2OGPWGrRKXDKqELWHWzF15ECMLjYG5/XSqhTYWd+CfQ1WFOT0fN+6eqyod3UnTvO0Slw0ciBGxTn/eXw4IOozjFUiaWCsEklDtpdVT7X8aXUIsDo8kMuAl26uQrvbB5VCjq37j2NPgxVVFlPcOblqD7eG/UastNQebo27jcj0JdqXKosJjW1ujB1iTLg/lL6yPVaJpKIvYjVXq0RNhRm7v7WixmIKDlEY6x4R+KzR5k74fK1RKrBm/jkJ6zGJMpFMFEUx1YnoD36/H+Xl5ZgzZw4eeeSRsGUrVqzA8uXLsXbtWlRUVGDZsmV4++238cUXXyAvL6/Lv5FtE4Q2tDqxeOOusDHKJ1eY8cjs8SjO18Vc/46Nu8IezidXmLFi9ngMjrF+V3/zklGFWDJjNO55cU/Cbdc3t+OuF3aHNXRVW0y4d+YYPL75S/zqspF4bPOXuGGKBQ9s2ht2M6m2mPDwrHEoM+XETVeifevusaK+kyxOD3VeJ905/0TU+xirRNLAWCWShmwrqwI9L38eaXXicIsDPr+IVW/VheVfNRYzrq0pR45agce31IWV76osJiyoKsfzH9XjwSvGhv1GZFr06o5KyCfeqosqI8ZKX6zyZJXFhEUXVsDl8WH9h4dw/xVjWbbMANkYq0RSdKqx2tDqxL3/2oNrJpZBr5bDLyJ4z9GrFXh8TiWe3X4wWIcZuG/8bUc9br6oAve8uCfq+frBK8fix6s/wuEWJ5+3KetkTSPXf/7zH3znO9/BF198gREjRoQtE0UR999/P5566im0tLRg4sSJeOKJJzB27Nhu/UY2PYxYHQIWbaiNOZnv5AozVs6pjNlLKdCbqc3lQZ5WBXNu13szJfrNS0YV4qFZ42B3eRNuu6HViZZ2ATaXF7laBRptbizeuAtNdiHY6LT4H59GTfCYbL8S7VtPjxX1jURx+k2LA3ds3BW3x98js8fjtAJ9fyWVKKsxVomkgbFKJA3ZVFYN1d3yp9Uh4JU9RyGKIl7efSRmT6uazoaod748jiKDFkqFDAV6Fbw+EVaHB0dsLnx37KCo34mVFgBdTp/VIeCYzY0WhwCdumM4qre+aMRT7xyAQ/CxbJkhsjVWiaTmVGI1tJ7w1osr8PHXJ7CzvhULq8uDvbP0KgW0agVMOWq0u73Be4TL68ftf/tvzHrLKosJlaUFWLWlDgDrHCm7ZM0YIZdeeinitefJZDIsXboUS5cu7d9ESViTXYjZaAMA7+5vQpNdiJmJGvU9H6Iv0W++sa8Rd0zzYnhhbsJtOAUfpq/cFnPZu/ubYHN6Yt4oAsvj7RcQf996eqyo/7W5vDEr4gBgW10z2jhhJ1FaYKwSSQNjlYhSrbvlzya7gMK8juGoYjVwAcDWznLjnf/cHXc75w4dEPW78dLS1fQZ9Wo02QX88OkPYi5n2ZKISBpC6wnHDTHisc37ASDYOBXqzdum4MzSgpPfbbTHrbfcXteMhVXlwb95X6BskjWNXNS7bC5PwuVtSZan6jeTbcOWpLKlJ/uVimNFPWNz8lwRSQFjlUgaGKtEJDU2lwdur78L6/V+ubErWLYkIpK+0Lw82T0nMl9Pdh+I3B7vC5Qt2MhFcQWGU7C5PDDoVDDnnHzzbIBejXULzoU5Vw25XIY2lxc5agWO2lxYvHEX8rSqXk+PIck2E/2m1SHgRLuAfJ0Kr95aA5kIiACsDg8Enx8enx8KmQw5GkWPf+NU053oePdUQ6sTVqcHdpcXuVol5DJApZDD1Avb7om+2MfeZNCpoFcrwrqIBybwXLPtYJ9c10TUfYxVImlgrBKR1Bi0KpxoF+IuD+RpeVol/u/ac2HO1UCpkMHq8CBPq4RSLg8OJ3jM5kKRQQsAOGZzdQ6b74FBq4JGKYdH9CNfq4ZGKY9ZRgqUnexuD/L1agheP7x+EWvmnxPMRwGE5bEalQKfH7VBKZdhYK4mrcpaRETUIVdzsjper46uhwx9fvaJIg41t8Pj80MEgsPVxnvG1qsUYcs8fhFfHbeH1b/Fq5uL9TmALtXjpXt9X09l6n5lIjZyUUyxJrYNTIIrAnhw02e4emIplr26L2qiw+d/cl5wfPHeZM5VY3KFOWzi4NC0xfvNhlYnHn75M9xy0QiseG0f5k4sw9rtB6PSPb+qHJv3HUOVxRRzaIpEv3Gq6Y53vB+ZPb7Hkwcfam7H3S/sDhsmKDAZ8vJX9vX7xMR9sY+9LV+rxJr552Dllv1h3cSrLCasmX8O8rXMMonSAWOVSBoYq0QkNeZcNT76+gREUYwqF+rVCjw+pxJrtx+MytMWVJXjx2s+QmVpfvD/zy4twPJZY+EHcOcLu6PKn/fOHIOvm9ux8s39YUNPTa4w46Erx+KBTZ/hva+a8ficSjz6+hdh36+ymPDE3LMgQsTqbbHT88irn+OBfi7zERFRYg2tTnx8qAVVFhO+ONqGMpMeNRYzttZ11JWF3mvWbDuIx+dU4om36vA/k4ZCq5LjYFM7po4cGKzbDM3/qy0mXDKqCE/MPQt/2nYgbFlonW5k3dwlowqxZMZo3P3inuDnerUCa+afgye21AXTFthOZD2eFOr7eiJT9ytTycR4E1VRt2XKBKGhEyBGWv69cXhl1xGcUZqP2vqWmI1B1RYTfvuDM4NvrfWmhlYn7ti4K6zBKJBRD46RwQT2Zf75Q7Fm+0FUlhbETXeVxYRzhg7A2CHGqEawRL9xqunWqxVxj3dPJ4lsaHXil//4NO5+VpYWYNfh1n6bgDLRNdXfE2EmitNvWhy4c+OumOMb11jMWD57HE4r0PdLOomyHWOVSBoYq0TSkCll1f5wpNWJwy0O+PwiVr1VFyxTLZpqSViWrCwtwKotdWH///xPJmLllrqY31k+ayxe2X0kZh5ZbTEF52CJ95vLOr8fa+7DVJT5qHcwVomkoSexGqgb++RQCx6fU4lcjQL1zQ6UDNAH7zeh95rA/1eWFqDYqMXLu4+gtr4Vz/9kEla89nnMe0ONxYRp4wbjrhf2RC0L1OmGNloBse9vie55ofV46VTf15sydb8yGV+fpCihEyBGKszTYGtdE+ZXDY05ISLQMZF4S7vQJ41cxfk6rJxTiSa7gDaXB3laFcy58buKBvblV5edHpyAMV66A8tv3lCLhdXlWFhVDoNWhQE56oS/carp/qrRHvd493SSSKvTE3ei5NDj0F8TUCa6ptJpIsw2lzfuBJ5b65rQlmTsfSLqH4xVImlgrBKRFA3O10GvVsDq8ODBy8fC6fXBIfiQp1EmLUtG/n+ORhm3XFZo0MbNI7fVNWNB5zbi/WaRQRuzgSs0Df1Z5iMiosRC68Zu2VCLv//0PJhyNbh23cfBesiBeZpgvl9Zko9VW+rC7i+B7cS7t2yta8b8zvUjBep0IwV+J9lnAaH1eFKp7+uuTN2vTMZGLoqSaBLDwASGySZGTDYR76kw6rve4BTYF7vLByB5ut1ePxyCL5iR/+2G8zC8MPcUUntSvHT3xeTBySZ6DxyH/pqAUioTJCc7bumSTqJsx1glkgbGKhFJVayyW219S8LvhJY1A/8fKIcmW78vlzOvJSJKD6F1Yw7BB5vTG1UP+eQ1ZwXXiVcH6/LEv7fEWr8nnye7xwTuLVKp7+uuTN2vTMZGLopiSDAJuEYpD/tv/G2kx6UV2JdcbcfEjMnSHbm8P/Yj0fEG0KNJ2Q26xN8J7Gd/TfjeF/vYF5Idt3RJJ1G2Y6wSSQNjlYgySbIyTWhZMvD/gXJosvX7cjnzWiKi9BB5H8nVKuAQwvPyWPeSyPy+p/eH7nye7DcC9xap1Pd1V6buVyZLj5YIimJ1CGiyC7C5PDDoVDDnJO+9lOw7Xd2mOVeNyRXmsPmjAhrb3JhcYUbt4VZMHTkQo4uNqCzJh9vrh1alwM76FhxobINBp8JXjfao3+pKGkLXMepUyNEoYXd5k6Y71rbNuWpcMqoQoghcNHIgAOC56ybC6vQE07tm20E4BB+qLCbUHm4Nbq+mwoy8zkaunp6P5nYBXr8IvyjC4fbCqFdHHQurU8BffzIJOrUCCjnQ5vTBqFdBLgOOWl3wiX40tDrhFHywOgXoNUrIZTIo5TLkaJRwuL3wdP5Gu9uLXI0SuWoFLho5EG9+fjwqXYH9nFxhhjm397rWBvbH7vYgX6+G4PXD7vbCqFNBp1Zgw/UT0eKIPu69nY5TkadV4rtjizD77BIUGjSwu3zI0ypxzObCxk8OB68HIkotxiqRNDBWiagv9XaZOXRZrkYJrVIOu+CF3e1Dvl4FrUKOmgpz1PBFerUCS6aPwmCjDhuunwSDTokctQJ/mjcBcpkMv549Dt9aXRg3xBhWbj5hd0dtT69WYGF1Oc4bZoJCLkOBXoVXb6nGCYeAATkaaBRynHAI0KsV0CgVeP3WahxpdcOPjjf7A9v+rMEaVubrybEiIqLeZc5VY/q4QfjeWaeh0KBBrlqJPTYrqiym4PCDu7+14uKRAzH5dDNOL8xFTWcdbLFR21GfV98KoGN+20/qW3DDlGG48PRCAB29w3QqBdxeH/RqBRzCyR5ferUCORpl8L5TUqDDH350FvRqJUSxow70k0MtWFhdjgmlBSgu0AXXDdybAvW/BXoVcjuf4wN1yB93fje0jviYzZX0HpSu96dEdePpVI9JJ8lEURRTnYhM0VsThDa0OrF4466wh93JFWY8Mns8ivN1PfpOd7fZ0OrEHRt3hQXz5AozHp09Hn4Ay17+DDdfNAIPbNobNg5stcWEh2eNw4ObPsPmfY3Bzy8ZVYglM0bj7hf3JExDaDr1agUen1OJtdsPhv1GrHTH279HZ4+H4PPj9298gVsuHoElL+4JG7e8ymLCgqpybPjwEOZMLMMtG2qDDV4Lqsrxz08OY/G0UbgnSbpjHb97/7UHV59bGpX+eMei2mLC/KrysDRcVz0MIkSs3ha+jdD0/fzi06POQ43FhAevHIcHN+0Na+iqtphw78wxeOyNL3DHtFEoNeXETH93BY5/YPLMwD7HO4eB9P/1o3o8cMVYDI5zHPtCsjg91NyOu17YHfO6Luul40VEyTFWiaSBsUokDb1VVk0XvVlmXjF7PEQgalmgfHbHxl14ZPZ4rP/wEOZOLAsr2+jVCqyZdw6eeGt/2Pxa1RYTlswYg+vW7cCvrzoDT2yJXv7wrHE43ubC7zfv71LZ6ZYNtagszQ/7/5svrIBMJmLBsx8HKzMDv/34m1/inumjAQC/6uaxotTJtFglylQ9idVvm9vhEUXc/eIe1Na34o/XnI0hA7RotLmx6q264GdlA7SATI6jNif8IvDn97/GLy45HS3tbvhF4K876nHrxSNwzOaCXwRWvVUXXidYYcaiCy1Y8OwOOISOBq8188/B/733NW65eAT++PZ+/PziEThidQV/94m5Z0GrkuOZrQcwd2JZ8J4X694HhN9HjrQ6ceiEAyu37A9b5+JRhbg3Tl1wvHtvOt2f4tWNr5g9vl/rMalr2MjVi3rjYcTqELBoQ23Mye0mV5ixck5lzJ5Pib7z66vOwO1//7Rb2wxst8kuoM3lQZ5WBXPuydb0b1scuGPjrpgT5VZbTDiztCBsgsJFUy2orW+JOTFiIA0AwvajK98J9IiKt//LvzcOr+w6gjNK8+Nuq8Zixi8vOx0n7AIcHh+MOhVcHh9u3lCLhdXlXUpD5HFbtKEWZ5TE/s1E+1VlMaEy5NgtmzUWr+w+EnNC4SqLCQuryrEm4kYTUN1ZGAI6xtLVKOWoPdyKzxtsuOXiCqx8cz9+c9UZp/yGROjxj9y3RPtaU2HGb646A0UG7Sn9fnclitNvWhxYvHFX3OP5yOzxOK1A319JJcpqjFUiaWCsEklDJlWc93aZOVBm3FoXvSyyzBV4m/2CEQNhc3lQOkCP+/+9N265+FeXjcSK1z6Pmw9OGDoAXr+IypJ8DMhR43f/+SLmtkLLiZH/P33cYDRYXWHl70BZS6uUd/tYUWplUqwSZbLuxuoxmwsHm+xYuaWjQSpQX/bF0Tb85vtn4LQBOsggw0cHm3G+xYztdU14efcR1Na3YuWcSmz48BCumVSGNdsOYn5VOZrtbvj8IjbtPpKwrvObFidOK9Dh1699jjNKC/BZgxV3fncUdhw8gZdDvnvrxRX4+OsTOLO0IFiPp1crsHJOJZ7dfjDmvSmsPnd9bdR9NFGdYKJ7bzrdnxLVjVN6STzAJvW7JrsQ8wEUAN7d34Qmu9Dt77S0d3+bQMdku8MLc3FmaQGGF+aGBbHN5Y2ZwQHAtrpmVJbkh31WWZIfM1MLTUPkfnTlO0Di/S/M02BrXVPCbW2ta8LxNjfmP7sDNz63E9f86UMAHd18u5qGUIH0xPtuom1ujzh2RQZtzAauwLqFBk3cbQW+d+26j3Hjcztx7bqPsWpLHTZ/3giZDHhjX2Pcc98docc/ct8SHvf9TbC7vKf8+72pzeVNeDzb0iy9RNmKsUokDYxVIuoLvV1mDpQZY4ksczkEH1ZtqYPV6cHCZz+G0+NLWC5WKuQJ88FxQ4xYtaUO1677GCfahbjbCi0nRv5/kUEbVf4OlLV6cqyIiKj3tbQLyNEog/eEQH1Zk13A/Gd34OLfvYuvm9tRaNDCIfhQZNBie11zsJfu5s+Pwy8CWzvvS6ZcDQo714klUNd543M7cbzNja2d944tnx+HxycGtx8wbogxWJ8bes/r2FYX6nNj3EcT1Qkmuvem0/0pUd04pRcOhJ9mbC5PwuVtMZYn+44tSQVCrG0mY3Mm/o7b60/4d6w0RHYp7Mp3gMT7H9hGsm3FS29X0xAqkJ543+1OWpKta3f5Ei6P9/3A93py7iOFHv+enPd0kuy6Trf0EmUrxiqRNDBWiagv9HaZuSdlrsB3kpXH2rpRbu5pOTHe92KVsWOtQ0REfc/m8sLnP5krx8q7A5/ZnJ6Y+XzovSfZPSPW9wL/bYvYfqx1EqUzVKJ7TaLvSq2+kNIfG7nSjEGrSrg8L8byZN8xJJnUO9Y2kzHoEn9Ho5Qn/LsraejqdxLtf2AbybYVL709SXcgPfG+2520JFs3V6vo8rZifa8n5z5S6PHvjfOeSsmu63RLL1G2YqwSSQNjlYj6Qm+XmXtS5gp8J1l5LK8b5eaelhPjfa8reSzzYSKi/mHQKuHxn2zYiZV3Bz4z6FSwu71Rn4feexxC8sHZIr8X+G9exPZjrZMonaES3UcSfVdq9YWU/tjIlWbMuWpMrjCHTWoXUFNhRm6MBqtE35lcYUZBTvzll4wqRK5Wia8a7bC5PDDoVMjVKOFwe+Hxi/CLIhxuL4x6Ncw5J8cdNepUuGjkQIwqNqKyJB9urx9alQI761uwr8GK2sOtYb9Te7gV1RYTtoWMYx74XoFeBZ1agRy1ApeMKsTpgw2oLMmHSiHH+usn4r2vmrFm28FgN9nAfplz1Qn3X69WIEejxL9unIQBOVrUVJhjDtVQYzFjQI4aa+efA78oQq9WwOMT8dy152JIgS7u90LTEOt81B5uRZXFFNU1N9mxKMzT4sUbz4dcLoNchri/P3XkQIhiR/pjdfGttpiizkNgf/M0Snyvsjgs/cdsLrS0C8HrIEelQLvHB5uz4+8CvTrm/Fmhxz9yn+MdA6Bjv+Qy4ItjNuRpVHB7fGjt/K3Qa60/5WmVwXMTqdpiQl6SBuN009DqhNXpgc3pgVGngkGnSovJO7srMAZy4NpM1fVB6YOxmp4YqxSJsZp+GKeUCZKVfxOV0WJ9p7HNnbAMbtCq8OvZ4zAgVxMs94qiiGlji4Ak5TGvz48qiwm19a1h5T6dSgGdWoEBuSq89vMaiABkCcp+NRVmWApz8fIt1XC4fcjVKvHL74zAnm+tyNEooJTL8eQ1ZwXL5F8csSFXq4RL8MXcpl6twP2Xj4HPL2LH1yeQ01l2ztepmCcQEfWyYzYX9GoFGqwCqi0mfH60DYMNHfWUnxxqwa2XWPCdUYMAmQzvfdUMS2EuGm0u/GhiCX5WMwyiTIaLRxVCKZfhe5XFMGiU2Ge3wecXE9a5DR+Ygy3/OwWyzr93f2vFxSMHQqOQo9nuRo3FhK2ddZOB+se6RjsuHlWIkZ11swNy1HHvc6H33Fj30dD6z0iJ7r3x7uVEichEUUzWg526qLcmCD3U3I67X9gdlglUW0x48MpxWPnml7j9OyOjCtQNrU7csXFXWOYwucKMFbPHY3C+LubyS0YVYsmM0bj7xT1hD70XjRyIX102Cg9s2huWUU6uMOOR2eODv32ouR13vbA7bJ2OdI7Fo699jlf3HAt+PnXkQCy+bBQefW0f5kwsw9rOiXtDv/fIrHHwA7gzxjbnV5Xjlg21cAg+VFtMWDZrHEpNOXH3X69WYM38c/C3j+px88UVePS1z3HrxafjwU17o47rvTPHYO4zH6DJLgR/69FXP8dTPz4bD276DHNjpDf02MbS0OrEff/agx+eWxr13cBxf3DTZzGXV1lMWFBVjvUfHsKPJpVBBhlWbzsQlu6uHM+HZ43DAy/txZufH4/a9oYPD+HemWNQ1nkM65vbe3TcI4//x4da8PicymB69GoFHu+cpHJbnH2cO7EMGz48hF9dNgrX/KnjPERea70pWZzGi7+HZ40LHi8piBefUtuPhlYnFm/cFZZH9eX1QemDsSqt/WCsZi/GqnT2g3Ga3XqrrJoukpV/u/OdR2ePhx+IWlZlMeHa6nLkqBVYtaUubE6SqSMH4t4Zo/HQps9wdZzy2L0zx+DaZ3fgN1eNhwgZVm7ZH7XOkhljsOK1fdjy+fG4Zacaixn3XT4ay17pWC/4eYUZD14xFg9t2ovNIZ8H8qZHX/scb31xPKx8BnSUldfOPwertuwP26cqiwk3T61A2QB93GNIfS/TYpUoU3U1VgP1bW1OD1bNOQte0Q8ZALlMhqM2F5RywJyrRYPVhT+//zV+ccnp8HjcKNDqIALwAfCKHT3A5ABkMjma7E4MzNXCI4potLmx6q26sPtL4P5wzObEs+91bLOl3Q25DDDnaqCWyeCFDA1WJ57ZegD/M2kocjVymHM1UMhkEPwi7vt3R52wOVeN566bFLM+NbSOMFG98z0v7unyvTfZvZwoHjZy9aLeeBg5ZnPhzn/uwuiQHlIapRy1h1uxr8GKuRPLsO69r7FyTmXUG1aBNzPbXB7kaVUw54a/mRm5PFerxO1//zTqra5FUy2orW+J+SbA5AozVs6phN3txeKNu2K2xldZTFhYVQ6gY4xVo06FPK0SC5/dgRWzx+PZ7QdjTlq4fNZYvLL7aMy3A2osZtx26QicaBdQe7gVXxyx4TdXnRF3/wr0atzz4h788rLTseK1z1FZWoDPGqwxj2vg81Vb6oLpX3r5GCztzNAje1sZdSoMNekxpECf6FTC6hDQ3C7A5xfh84twCD4YdSfPS0OrE4v/8WnMY1FlMaGytAC19S04Z+gAeP0izhtmglYph1algEopx4Mv7Q2+cRGZPpfHh42fHMavLhuJhlYXWp2e4P4GesVVW0xYMXs8lAo5bvvbf2Oe70A6Asem2mLCb39wZsweXYHj3+72wKhTQ/D50e72wqBTQatS4FBzO1oc0ekI/MZ/61uwoKoc1677GMDJa6233yRMFKfftDjw8Muf4ftnl6DQoIHd5UOuVoFGmxsbPzmMu6aPxmlJzns6aGh14pf/+DTmOa22mPDo98+QRGWW1SFg0YbauD0p++L6oPTBWGWskjQwVqURq4xTysSK82Tl3+5+55jNha8a7WFlJ5VCho8OnoiK/9Ayc2R5LF+nQnG+FnXH2zsrMoE122KXgastJpwZUt4KbOu8YSYAgEGnRLvbi6ffPRDWwBVQYzHjjNL84PdPfm7CGZ3bDU0fAAwfmIMlL+6NWe6uspgwY3wxvjt2EPOEFMnEWCXKRF2J1WM2V7C+7d+LqvD/Nn+JX1xyOhRy4KGX9+GcoQPwnTFFqK1vxcu7jwTrLn9x8QgYdSqIAI5YnThwvB3DBubAqFOhtr41uP3N+47hjJJ8XHh6IQDAIfiglMtwsKkdZSYd/t+bdVhYVY412w/inKEDUJSnwZml+bA6PVi1pQ4761uxck4lGm0uiADOKi3AzvoWvLz7SPC+t2iqJW59amTdbLx7bKJ7b0/u5USxSGuMkCzQ0i5gy+fHYz7AAsCtl4zAu/ub0GQXooLeqE+cEUQu/6rRHrOgW1kS/ZAcEPhtweeP2cAFANvrmrEwpLECAF66uQpNdgEAYj7cA0ChQRvzQbvjO02YXzU0bJuRxyB0/75qtOOT+haoFPJgelZtqYt7XK+ZWBaWfq9PDGboDsEXdTxe/XkNhsTc0knJzofN6Yl7LELTHDiWq7bU4dWf12Da/9uK1fMmBL8bK32r503AK3uOYdFFIzD3Tx/G/I1tdc2wubyQdf5eonSEfqelXYjZyJVof79qtGPOM7HTEbqvi6eNDH4e7zrvS20uL17dcyysF2Komy8a0W9pORVWpyfuOd1W1wyr05P2lXFAR4zHyqOA1FwflD4Yq+mFsUrxMFbTB+OUMlGy8lZ3v2N3eaPKTqvnTcDv39gftW5omTleeey6zrJraNkt0ra6ZiwIKW8FtrVqSx3+8dPzoJDL0e72xS3HBsrJ0Z83Y37ndiPT99rPa+KWuwNlM+YJRESnrqVdCD5DKhVyvPn5cdx6yQiIOFlXKUKGIoM2rG7sF5eMQHvnlC05GiWKDFrkaFTBdQMC9cex7lMv3VyF7XXNuGPayLC6PREy5GiUYXW6hZ3b9APBtAQE7nfx7kOh94t499hE996e3MuJYmEjV5qxubwJl9tdHZlcm8vTC78Vexturz/m5wFtLk/SdSKXB9Kd6Hvd3WaiY2B3e/D4nEpYHZ6ebduZ+Pj2zvFPfK4DaQpNW+B3u7o/XdsPWZe2FZAs3bHEu9YifyNwnYSnr//Y+uG894eM2Y8k6ZTKflDvy5hrPFP2g7FKcWTMNZ4B+8E4JUouVpzEK3d1p3zZ3bJogNXpQWObO+F3E30/3uddKYcyTyAiOnWh+W2gfs7u8kEuO1lH2ub0RNX/ha7jFwGvX4TD7Q1bJ5lA/VpkfWyb0wN/yJhuYXWOzuj63q7UEROlg6xp5Pr222+xePFivPrqq3A6nRgxYgRWr16Ns88+GwAwf/58rFu3Luw7EydOxAcffNCr6Ug22bNBpwwOJ3BWaQGUchkG5Kjh8flhc3pRlKeBOVeNPK0q7vbcXj9OtAuwubww6JQo0KtRZNDGXPfZ+efA4fEFJ6hds+0gNEp5wn3I06qg8Z3M5CKHZ8hRK1Fm0mHTzdVoc3lh0Cph0Crx+i9qoJTJsXrehOCEvYHfdAi+pL9bmKeBXq2AI+RthljH1uoUkKNRotHmwuASI0oKdBhRlBv3d/VqBU4vysNrt9YAIiACaHd78Zdrz0WRUQuvX4TN0XHMPD4/bnpuJww6VZcn7o63nkGrjDp2sc5D6HEJnPeuHKvrzi9FsVGLV2+tgaxzv9pcXrg8Pnz09Qms2XYQRr2qY0ECkb9l6MIk8aH7bNSpkKOOv6/Pf1SP0wp0WD1vAhRyGdbMPyd4DAL7218MOlXCc9Lf6ekpg06FJ344FuNLzbALPticHdderlqBXfVN0tkPbWacD+p9jNX0wlileBir6YNxStkmXhksUflZHVLuCcRLyQBd1GeVJfkYmKeJ+s3Q5XlaFV6+uRpqlRxef3SBK3TdHLUyrAwUKO8adSrYOytIF021hMXu7m9bIYrAuCFGGLQqvPrzQFm2Y6h8hRyQQYZXf14DURRhc3mRq1FCBkChkGHRVAvWbDsIAFH5gjlXjVxN4jJfV8vCRETZzKhX4heXVOCikUWQyYDnfzIJRp0KGqUcerUCGqUceToV7G4vSgp0KDd3zG+Vq1VAKe+4J/n8InI0CihkMsjlMri8Pvj8gCiKMOeq8f9+cCZKTHq0hzyj+vwilAqxc1sd+XmeRgmPX4RBp4LX31GnO6IwF8MG5qCh1QWFHMG0BJhz1XHvg16/iNICHXI0Suw7YkNb5/0gUAcdYHUIaHV40C540S74kK9ToTBPE3P6md66p/AelZ2yopGrpaUFVVVVuPDCC/Hqq6+isLAQX331FfLz88PWu+yyy7B27drg32p17wZAssmeG1qd2H3YitXzJmDVW3VhQwpUWUxYUFWOZa98hud/ch7MueqY26upMOPGC4bj2nUfBx+OLxo5EPfOHIN7XtwTtm61xYT5VeW4/e+fBudGenxOJfY0WFFtMcUcjnByhRnmXDXa3V7UVJjxyaGW4ES2gfG+H59Tibtf3BNzUt1lr36GN0O6uAZ+85YNtWi0uVFTYY45lEqVxYQvj7UF160szcfHh1qQo1EGj13ksaiymDBp2AD837UTseTF3VGT6j4+pxJ3bNyFlXMqseyVzzAnzoTB86vKccuG2uA8Vn+59lzIZLKoeQ1iTdwd75w/dOVYOAQP1sw7Byvf2h91rtfMOwef1J9AlcWE2sOtwc+tTg9qKszY/a0VNRZz3HHUj1id+NH5w3DfS3sxN8Z+VVlMeHbBudAqFNj+VROqLKa4c3IFfj9wPApyEsdF6D4HrocTdnfM63rqyIF4/ieTsPTf4RNYVllMWDP/HJhz+/cmZFAr4sbf6nkTYFAr+jU9PWXWqaArMeOOF3ZHXc8PXTkOOUkaSdOFOVeNNfPPwcotMWIkBdcHpQ/GanphrFI8jNX0wTilbBKrDHbJqEIsmTEad0eUiUPLzwury1FjMeGT+tZgGRfoLBOFfLZqSx0WTbWElaEC5Z7A8oBqiwm3f2ckpo4cGBzqKd66oWXjytJ8fHmsDWOGGKFWyFBb3xI2b9fqeRPw5Ft1eGzz/rDvL6gqx4YPD+Gu6aNw+IQTz2w9EFUOXFBVjn0NVqyaWwkZZPjTtgNh6aixmLD8e+O7dXxjlYWJiLKdTqnAuUMHYPmr+8Ly4poKM9bMPwe7vmlB6QAdnB4f/nLtRDgEL6otJjS3CRg+MCe4fqvTgzaXgLJ8PfJMOWgTfNjXYMXfb5gEmUyGO+M8o/5gwhDoVAr8cMIQlJv0cPp80CkUaLB5cPWE0/CzCyxweb04rUALvVIBnwg0292osZix76gNz103CXu+bY2q/12z7SD+eM3ZUCnlMX972axxKDXl4EirE4dOOLByy/6o/V8RUhfem/cU3qOyl0wUxST9OKTvjjvuwPbt27F169a468yfPx+tra148cUXe/w7iSYdTDbZ86+vOgO3//1TnF1WgE++PhFzzO4qiwmVpQX4b30LHv3+GVFBG7le4EE1dFLcZOtWWUy44oxinFFSgAc27Q37zuTOTGhwvg4NLQ4cOuHAwab2qAkJ4/1W5KS6oWmYPm4wLIW5KDbqcOcLu6MaqxZ0NjRVluZj+rjBKDRoccuGWkwoKwgeu1jH4vmfTIrKTEO3e/NUC57YUoczSgu6fIyWzxqLV3YfjdnAFDpxd6JzXm0x4Y5po7Di1X0xz3WNxYybL7LA5vIG93tBVTnu2LgLq+aehcMnHDitQIcn36qLarxbUFWOoWY97vvXXlQm2K+aCjOmjR2Eh17eF7xRhd10LGbMqxoa1sC39PKxGJhgEsjIfQ5cD+cMHRDzuk50vdRUmLGqDyZBTxSn3za3444Xdsc+JxVmPHLlWAwx5UQtSzfftDiweOOuuHH4yOzxOK1An4KUdU9DqxOL//Fp3BhZ8X0+pGQyxipjlaSBsSqNWGWcUqJYzSTxymBdKROv2XYQq+ZW4pjVjU27G7C9rjnYINVoc4WVe/VqBdZfPwm/ef1zbKtrTrr9xZeNxIrXPsf2LqwbWt49uzQf3x03GHe+sKdb+zLEqMUru48krFf4tL4F08YNxl0h2w4ILdd25fgm+g51T7bEKpHUJYvVYzYXtuw7hk0h945QNRYz7p4+ErlqJUR0zLG4ed8xzJ1YBqtDwBmlBmjlSnz09QmUmnJQ1NmDuF3w4jevf4E7vjsaHp8PD728L+4z6vJZ47Dj6xM4Z+iAYK/iEw43cjVK6FVKbK1rgqUwFwatCjaXB89/eAi/uOR0fNPqhEwGrNxSh+urh0GjkofV/y6aakG1xYSVW+ri/vaj3z8D73x5HJt2NcRcJ7QuvLfuKbxHZbf0f+2wF/z73//GhAkTcNVVV6GwsBCVlZV45plnotZ7++23UVhYiBEjRuD6669HY2Njwu263W7YbLawf/Ekm+y5pb1j+bghxriT0m6va0ZlSX5wgut42wusF1BZkh93suzIdbfXNePMkgKoFTIsnTkGr/28Bv/82fl487YpWDmnEoM7C79WlxfXrvsYI4ryoiYkTDQxd+hvhf7miKI8zF+7A4LPjwcuH9PxZto1Z2H1vAmoLC0INrQE1g38HXrsYsnRKBLuu1GnxtbOdHX1GBUatHEn6g1M3A0kPufb6pohl8vinuutdR1D3/j8Ijb+7PzgMWiyC1j47A6MO82Ia9d9jF9eNjLmsfJ4xWC64+3X1v1NKDJo4RB8nQ1pBWHbuv+KMRhs1GD1vHPw0s1VWFBVjquffj+4f7FE7nPg9+Nd18nSl+i3uqo7cWoTfPHPyf4m2ARfzGXpps3lTRiHbT2YVy0VrE5PwhixJpkjhaSFsRqOsUrpirEaTiqxyjjNPt2J1UwSrwzWlfKeQ/Bh0fpajBiUG1w3UFaKLPc6BB9a2wWc2VmGunR0UcLtN9mFYHkr2bqh5d2tdc0oDBn2qav70lFmTbzO1rrmsCGlQr0bpyyWrF6jN8pv2SZbY5VIarobqy3tAgoN2vh1XnVNECFDm+CDXfChyKDFls+P45YNtSgz5UDwytDq8sKoVyNHo4S9cz0/ZNj8+XE4PT6IkCV8RrULPhj1atgFH1xeP1xeP9RKBb5tdQd/U6dWwA9Ap1bgn/89ggPN7bh23cfI06qwva4Zpjx1VP1vZUk+cjTKhL9tdXpQmKeJu06y+tye3FN4j8puWTFc4YEDB/CHP/wBt912G+666y589NFHuOWWW6DRaPDjH/8YADBt2jRcddVVKCsrw8GDB7FkyRJMnToVn3zyCTSa6PG2AWD58uW4//77u5SGZJM9ByYj7OqktMkm9juViW4dghdnlhYk/I7N6YFD8EVNhNvTSXUb29xwdI4fK/hEXLvu47jbCKwbTEuCioXABIvxBCYS782JgwPnJukE30kqE1odHtzwf5/gbz+ZFNb7reM4eeEQfPimxYkbn9sZ9d3u7pdD8EX1sNtw/STMeSZ6TrpE117kPkdOnhnv9+PpjQksuxWnGTCxPMD9IGlirEbjflA6YqxGk8J+ZMI+UPd0J1YzSbwyWHfKRcds4WXcWOVeAHB4TpahnrzmrITbd3Vj3cjybmTae1rmjrVOonVj5QtJy7jMS7otW2OVSGq6G6s2lzdpfhz6fBZ6H2psc8PkF+EXOz6XAVEvJNldXshlidPQ5vTA7fWH/Y5f7Lgn2TqX2V0+yGU+BKaPbHf7gvWOHb/ji7oPBr6XbN+S7n+SF8W6e0/hPSq7ZUVPLr/fj7POOgvLli1DZWUlbrjhBlx//fX4wx/+EFznhz/8IaZPn46xY8di5syZePXVV/Hll1/i5ZdfjrvdO++8E1arNfjv8OHDcdc1JJnM2dA5EaAmyZj+geXJJocO3U5XtxnQlYmnDTpVzO9297ciP8/TqoLHoqvbSLR+rjbxXA95cfYj0W8mWzdw/JKd88BvxxNIe6z1kl0v8c5PpETL4x27RNdH5D4Htp/svMfTG5OgdytOk5wTqUzKzv0gKWKsRuN+UDpirEaTwn5kwj5Q93QnVjNJvDLYqZb3kn3Wm+XJZGXsrny/q7+RaL1Y+ULSMi7zkm7L1lglkpruxqpBq0xe56VTwdD5L/I+kadTITewDRmC6wXqCHO1iqT1inmd2zWE/E6uVhH8TKOUB7cTqAMMpCPwd+Tngf9PVt8auU8x10lS/9vdewrvUdktK3pyDR48GKNHjw77bNSoUdi4cWPC75SVlWH//v1x19FoNHF7eUUy56oxY9wgzDrrNBQaNLC7fMjTKnHM5sLLuxo6xvS+biJ0agVqLOaYw+FVWUyoPdwx4V+uWoGaCnPcObk+P2rD6nkTUGjQQCmT4+JRhRg52IDKkny4vX7oVAr4RRF6tQIen4h1C86F1+/H/2fvzeOjqu7//+edO3smGzMJsgWCEwlL0CgYNAlVxFYUrZQuop+WTW1rQaxtBXcsbtj++qmC7adWQNqvYvspxSoKfrTYCrTilsoiKAEkCAgkJJnMTGa7c39/zNxhljszSdiSeF+PRx6Ze+9Z3u9zzvue836/7znvXJOeUDjMzsMu3L4QeRY9BVYjOqDJG6DNFyLXpMdmFLmivAggRq/DZqQo15SWrpoo/fGwGkXunzyCAYUW/nTrOIJSGJtZHyvDahSZVVMao7vQaqB/voX1d1QjhyMvekEgbZ0efySW1Ka47bFKmZcOtePxh1h1SxXegJQQDFit3RUcdfnS1ldb5sAWfUlbon3a0h7EbBD5sKGZ5Zv24Q1IXD2qL1aDLmNbmQ2RgMI6Ad76yVcIhMOEQjIef4g8i4ErhxcD8PzNVbQm1aEXhVj/qD0HuH/yCBw2E3+YdTF9cowEpTCu9hDv7T/OzkOtmPQiy2eM5cOGZl58t4EbLi7h0qF2jnsCSEdcWI163L4Qrug4yTMbQJB5bsZY7DYT/pBEe1DihVuqaA9ITBrVl3OLc2N9aTaIyLLM1aP6MjTp/ocNzXxy2HVKgqB3Rk5zzXquHtWXqRcNSpHT1R8cIDfLBNxdkGvWp4x7BTVOe4/hI99iyMhHfpYFnYaeBU1WE6HJqobuCk1WE9FTZFWT0y8fOiOrvQkOm5HxZQ7eTtKx6g60pJWBZH2v7kALV5QXUTGwgBqng5Akk2vWs+72Gv5v5xF+98+9eAMSdQdaqHba2VzflPBbrXyA5TPGotcJDCiwZNQnSx05vHjLOAJSGKNeh9Uo8pubLozpSdsOtmasq+5AC4ML09cRb1c46vKptmNtmQO9TqCuoZk8iwFHTiQuc7r2hUi8k1Ohv33Z8GWVVQ0aeho6K6t9coy4fMG0dsEap51cY8RRFArLHHX5qHbaOeby4yzOoT0YxmIU2eMLkmOwxcp1B0LUOO20tQfpk2PKuL6zGkRa2wMMdeQgAwLQ6Aly1OVjqCOHFm8Ah82EXhexNV5RXoTFGLEhI8MV5UXoBIGaqJ15YnkxFYPyKbFbafUGuKK8iOH986kcVIAMlDpyQIZASMKs13G0zZ8wX8XbeAHMBl2H55RWb4BGdwCXL5gwL8WjI3NUR8rR0DMhyLIsn20iTu5DgWUAAQAASURBVDduvPFGDhw4wMaNG2P3fvzjH7Nlyxb+9a9/qeZpampiwIABPPPMM7EjDbMhW9DB/U0e7lmzLWExWuO08/D1FSxev5N1248wqNDCH2ZfzP0vbU94SdU47Sy6voIn3/yEyecP4K8fHOBnV5Vz30vbE8qrLXNw+wQn+VYjD72yg831TbEyk9PWOO3MqC5lweqtPD51NKu27Gda1WBWbN6Xkm7hdSO54Zl3YueXrrv9EixGE4vW7mBa1WBWf3CAOyYOY/H6ndyYpowHrh3J4+t2xhxJVmPEifObt+oTzgufWF7EfZNHsGjtx2npWXT9KJ5Yv4t124/EggE/t3lfQpvVljl48LphGAQD9760jU1xgYPVyrx/8kgWr9+Z4OhS2kg5E73GaefB60bS7AmyZMPuBKWh2mlnZnUpL334OT+7qpx712xLoEd5/upHB7njymE89MqOtG218LpRCfGvFPp+/eYnTL1oEG9+/AU/vMyZto4DjS4mjOiv+vzmmqFYjSJLN+xOaHcl76ot+7lv8gi+t+xdDjS3M6G8iPlXDWfR2h1sqm/CYTPy/M3j+PnaHap9fKilnd9v3Jvw7IryIu6fPJL7XtqWMq4fvr6Cn6/dkdLuj06poOQ0BKPvqpw+MqWCwaeBntOBY00ePDKq7f3IlAqsQFEP4WV/kydlHPe0/tDQNWiyqsmqhp4BTVZ7jqxqcvrlRjZZ7U041NLOgtVbE4xcVw4v5v7JI7jvpe0J92vLHPzoMiezVr4XOyJw0qi+zL9qOPe/tC1FX5pzuRNfMMyPXogcGb98xlie3lDPBw3NafXM9HrwnoSPW2udDm673MnsOFqS9dFEfa4+Ib+iz6354HPu/Nowjrp8LH2rPoEeJc0LW/bzX+MGYzPqWZJUjpo+Or7MweNTR9O/wMKhlnbmr96aogvPnVDG4D7WWBxvDV3Dl0lWNWjoycgmqw3RdVc6u9sD147EKoNLljALIhIQlsOIgg4BGZ0g8OJ7Ddw4poT4PVNBQAbCgA6ZIELaNapZlpEQ0EXTi0AIkABBDmMQdIQ4ccybUm4YGVe7jwKLBZCRAUmO0HSo1cef3mvgzonnEQbufWk7n3zRxgu3jKPJ7ef3G/dyY9RO/OMrh9Hk9rP0rXrqGlpS5kmrMfJx/dNv1SfMKePLHCyeOjo2n6jNO/HzUjzU1gDjyxw8MXU0YehwORp6Hr4UTq733nuPSy+9lIceeohvf/vbvPvuu9xyyy0888wz3HTTTbjdbhYuXMjUqVPp168fn332Gffccw8NDQ3s3LmT3NzcDtWT6QV3qKWdn/3lI9WvrWqiL7nZK99n2fQxPL9lPyOinnB/KIxJr6PuQAs7D7Wy4OrhfH3pZrwBiSvKi5g38TyOtfnxh8IUWAycW2wjJIW5a/XWWF3Lpo9hRZIDSEG1086s6lKWb95HZUkhdQ3NWWkE2Pizy7h7zQnH0Yu3jmPx+l1sjl7H777KtxgYUGDmwPF2+uabaWzz09IeZGChhSfW71Kl64ryIhZcPZyfv7xDNWBuMj3xu7NMBh02k54P9jdT63Tw4Cs7Yu3ZJ8fIr/7vE9Uya50OHvr6SDwBiWZvAKOoo3++GY8/REt7CJtZ5KjLz/zVW/EGJJbPGEs4LNPSHoz10fJN+5hVU5q2HWudDh64bgQLX96Rtq365Zv59u/+nRIQUeF5+eZ9zL+qPG3b1TodPDplVKx/kvHYlApe23ZItQ2qnfbYOKgsKWTphnrmTHAm8LNs+hiWJylvJ8oexWvbDqeUnVxGMl8XROuKx/gyB0umVZ7yLyoyyennzV7mx8lOMp2PTx3NwELrKaXndOBAk4clb+3mlvHnEpJk2tqD5FoM6EWBZ9/ew5zLyxjUA4xZnzd7eeBv29O+Dx/6+qge0R8augZNVjVZ1dAzoMlqz5BVTU41fNkM58qX2m2+ILlmAw5b5Evt5Ps2s563PzlGH5sxJhcAz23el1ZfmlzRn/J+uehFgZ2HXBxq9VExIB9Jlhncx4pMRP8HgUF9LCx+bSdvJp0YYjWK3HfNcCoG5nPU5SffYuDTI208/OrOhHhcSp2VcfpSrdPB7JpS/vN5C6MHFmDW6yjMMaJ8pt/aHmDJhohBcVZNKReWFKIXBQqtBmQZQlKYDZ8ci53wcd81wzmvby5H2/yx98LHh1oZ0T8/QUdT9DOA17Z/QXGuKeFdsnzTPsYMLjwtOtyXCV82WdWgoacik6wecfn46Z//k9b2OKN6CKvebeDBySOQgU31jZj0Oi4sKcQXiswBOkHAYhCJD7sVCssEpcgJSJvqGxlalMMzb+9Nu7574NqRAEhhmSaPn+JcM95AiI8PuRjRPw+bUc/B1nYKLEZMeh06ncDh1nb2HfNQNdSOPyRR19BCWV8bUlhm3zEPa7cdZlZ1aeRksm2H2VzfxLLpY2LX8TbFjw+1cv6gAi4fVozFKKraeJUTvsYMLsTjDyXM2RCZz+esqlPdmZzObqi2BgA6XY6GnoXuf7bGKcDYsWNZs2YNd999Nz//+c8pLS3l17/+NTfddBMAoiiybds2/vCHP9DS0kK/fv24/PLL+dOf/tRhB1c2tLYHVRV8gE31TcyfVA5AcZ6JDbuOqR6bB/CTr5XHFr1/33WMO648L+boAfj7nV8hKIUT6irOM6k6OwA21zexYFI5m+ubmFVdmuJoUKMRwB2QYmV6AxKCQKxOb0BKKeeVudV8d/m7LJs+Jkbvsulj0tL1913H+MnXylUnBDV6lDqXbqiPtcE9a7azbl5tQnsumz4mbZkb6xvxBEJcu2RzAt3x1/Hw+EMJba+gclBB2nbcWN9IUJKztlWygyue5831TehFXdq221jfmNA/ySjOM6Vtg/hxMKu6VJWf4jxT2rFcnGdWLTtTm2yqb2JmtK54vL27kUZ34IxOMm2+UEY5bcsSFLO7wB2Q+PP7B/nz+wdVn8+oHnqGKeoa2nyhjO/Dn36tZ/SHhlMPTVa7FzRZ1ZAOmqx2H2hyquHLhnyr+vFDyff3HHXzs9VbE9Jk0hkVfem4J0Bxnom7Vm9LSfPK3GpmPfd+7HeygwsieuA9a7bzytzq2Meu96zZnrFOBRvrG5lRPYRfv3kitIKiZy+bPiaWB1DVwZZNH5Nw/54121k2fQy3Pf9hQrqbqgYnXCv6GcDdf03lOz6NZijUoEHDlxnNnkBG2+OM6iG8ufMoP/nqMAD65pkB8IXCyFG3lqs9RFhlW4oMeAISffPM5Jj0WdZ3Jz6aMBtEvAEJGYECqxEZAXdAIsekJxytGyDHpKc4z4w/SkvfPDNmgx6QKc4zx+zIcGKuKc4zxa7jbYpLN9SzYdcx/vuN3WnnVm9A4u6/buPvd36FC0oKU543ugOqjilIP+eorQH2HHV3uhwNPQtfCicXwOTJk5k8ebLqM4vFwuuvv35a63e1BzM+d/ukhP/p0JZUTnL6Nl+QgCRnTJOubn/0hZYtHaTy05U6stWXzGsmehLyxbVBMp2d4TFTHZnKOl18xT/LVkam59noU54n/+8IfV1tk3TP23yZ+TzVyCanZ5qerkLjQ0NvR28ZGxofGno7esvY6A189AYeNGg4HXCpjP2O6i7p9KL4+6dKF09+nu46Wznp0nT0XpsvSLajgLT3iQYNGr7scGX5kEt5v7a1R96pynX8es1m0seudQIpDi9/KNwhG7KSLSyDTjgx5yh2w/j7yrU/FI7VHQrLeP2h2H2IzF3xc0T8dbr5KKutNM3coTZPdyTf6SpHQ/fFl8bJdbaRlyWYs80sJvxPh9ykcpLT55oNBKVwxjTp6laOZsiWDlL56Uod2epL5jUTPQn54togmc7O8JipjkxlnS6+4p9lKyPT82z0Kc+T/3eEvq62SbrnueYzGwQ9m5yeaXq6Co0PDb0dvWVsaHxo6O3oLWOjN/DRG3jQoOF0IE9l7HdUd0mnF8XfP1W6ePLzdNfZykmXpqP3OvKu0N4nGjRo+LIjz5zZ3K68XxXbndsfcYrlR4+VlQFz9PhAJb3iJIqeTIvbH+qUDTkUDqPX6ZCjeXMtBoTofVGnix2LGAqH8QZ05FkMyIDFKCIKAmFkvIET85/yO/k63XyU1VaaZu5Qm6c7ku90laOh+6LbO7n27NnDihUr2LNnD08++STFxcWsX7+eQYMGMXLkyLNNXoeRbzFQ47THYljFx2EqiL7ErMZIzKerR/Vl6kWDKM4z4fZJ5Jr1HHH5+OuHn5NrFFl/Ry2t3iA2s54co8gfZ16MPxxmqD2HgBTG7Q/x2u01mPQiwXDkJVjrdCQEk1VQ63Rg0ovUOh3UHWhhQnlRwlmuZoPIhw3N7DrkAhl+fGUZo/rnYzOKXFFexPD++YwpKcRm0vP8zVW0tgdjeZZv2oc3IFHjtJNnMrD+jloAXp1bQ5MnQKHVyDWj+vKNiwZxTr4JHbrIGeLeIAiQG63j7yrbbmucdo66/Cn3x5c5cNiM+EJhapx2bEYx1p7n5JsQBR3r5tXS5guRYxQJSGFc7SHe23+cXYdc6BBYOXMshTlGjKIACKybVxuZPEz6yEtfAFEQMOgEXrylCpNBRC/qaPYEkMIyYVmO9XUyqp12QlI45bnDZmTx1NGck2fGEwixfl4tOUaRY20+jIYT/Z9nMvCnW8dhM4pMHF5Meb881b7SCfDireOwGkWMejDq9ATCYYhOln+6dRy+oMR7+5tjZ7HPqinlkqF2REHg1dtr0OsE1t9RiwC8/uNaLHoRb1DC1R5k3bxaRJ1Ao8uHzWJAJwi0+UIUWA384pujOdjSTsWAfPyhMBaDiN1mZGJ5MW/uOprSJleUFwGRYzPi+fjksCt2bu6ZQq5Zn7bvapx2crMsVLoLbEaRKRf0Y2bNUPSijrb2IHmWiPN3xaa92IyZF0LdBblmPf/4ycWIOivuQGTs5VkM2IwiUtiLXt8z+qM3QTnb2uWL9IUjR/0ooNMNTVa7FzRZ7X7QZPXUojfIqian3RPdRVa/DGj1BjgajQ2dYxSxmfRRPU6gtsyRcIRR3YGWtPpztdPOUZePiwb3wWLQsX5eDWFZiMQRseixGkQ8gRB/+cElOHKMyESOLPT4JQyijvc/O86wvrn0zTdi1uvxhcL86dZxFOQY2PCTr+ANSLT5QuRb9Bj0OvY3eck1ifTLt7B2bg3HPQEMoo5z8kysnVvNFy4/A/LN6HQCv//eRRRYjQQliWqnPRaTK15fPNLazvZDrQk8TSgvQhDgLz+4hJAkk2MS0esEbCY9r86tps0vYdLrCEphwrKMyxdk1S1VbN7TFNP5FSj6uAYNGjR8mVGYY6TWaWejig240GqgX76ZG8YOjK0hj7p8GPU6yopteIMSggwGnYAh+twblLAZRYJhGSksY9LraHL7yTXr+W7VIGbXDqU9GI6t7ywGHcs27sVqjMT0ksIyzd4Q+TYD3oBEMCShA3KMIgdbAxRYjZjEiFOtsS1Ik9vPUEcOvpBEOAyNXl/UZu2LzBkIHHX5qHbaaWjykmfSs93VSrXTzmeNHmrLHNQfdXNNxTncMKaEQXYLMjBxeDEXDi7gqyPPQScL+EMSOp2AQdTRHpR477PjFFoN5JoNePwhJFnGJOpS5mkFnZlzHDYj48scvB0tR+mXMSWF9LEZCUphPtx/nHyrsVPrMbW1HPClW991hzWtIMtytt3mZw3//Oc/mTRpEtXV1bz99tvs3LmToUOH8sQTT/Duu+/yl7/85WyTmIBsAUL3N3n4+Ss7mFY1mBWb9yXEKKhx2plRXcrKzXtZdP1o7n1pW8rzh6+vYNnGPXylvC+3r6qLOZAevG4kyPDQKzsSjAhKmQtWb+XxqaN5bvO+jM//+sEB5k0cxs/X7kip+/7JI3nqzU/5r0sGM3vl+6y5bRwmvYGfr93BjSr8VDvtzKwuZdWW/Txw7Uh+/cYnXHP+gIR0gwot/HF2VdoyFJ4Xrd2R4Oiqcdp5ZEoFi9ft5LXtRxLuPzqlgpJo4O/9TR6+OO6mb6GtQ3TeddVwbnr2HRrdgRjPi9fvTDjbVkn/4pYGbh1fijsgsWxTYplXlBdx3+QR3PfSdtW6Xv3oIPMmDuO+l7axqb4Jh83I8zePU233RdeP4nvL3mWw3crD11fwm3/s5qsj+/HPXUeYXXuu6ji5f/LIGB9Xj+rLz64qZ9Haj9PyP7umFAGBZzftVaX3hS37ubFqMKu27Gda1eCEsbfo+lE8sX4X66L9YDWKLJ8+lqff2p1w1m669lTa6v6XtqeMzUemVDD4NARx74ic3rtm2xmj53Tg2LHjeAST6vh4ZEoF1rCfoqI+Z5HCjmN/k4d71qjz0VP6o7fgUEs781dvTVhcji9z8PjU0fQvsJzy+jRZ1WRVQ9egyeqpR2+RVU1Ouxe6m6z2ZhxqaWf+X7bGnFZWo8iy6WNYtnEvN40bgtmgY+lb9THZcNiMvHjrJTz08o4ER1e1086cy8vwBSV+9pePePrGC1m6IVXvmV0zFJ0ARn1iuQC1ZQ5un3Au+VYTD70S0f8y6YMPXDuSL1p8/G7jnhRd7fYJZRTmGGPlKJhYXszd15Rz1OVPrd/pYGbNEOa8ENHpJg4vZsGk4Tz08vYEPiK8OvEFw/zsLx/x+NTRaW0Yin5Y7bQzd0IZg/tY6XcaxvCXBV9mWdWgoSfhZG3Aj0ypwBq1yPsBHeANS+QKAjohcdfTIa+ffhYDQvS+RGQ3lwz4IP0aNVp+OJpeiP6OL10C4j/XCkbLNUR/H/H4CQQlBhdYkaL5kcMg6JDkMKIgIMlyZLeXLCMIOhrd7RTbzMhAICyzdMNufjzxPCRZRgaOuvz8fuNevps0B1uNIk9Nq+SFLftjz36/ca+qPXN8mYPFU0d3ar451NLOgtVbeX9/c6yedGV3ZD2WvJazGkWWzxjL0xvqE9YPp3N91x1wpte06dCtnVyXXHIJ3/rWt7jzzjvJzc3lo48+YujQobz33ntcf/31HDyoHvz5bCHTC+6Iy8c9f93KjVWDeW7zPtVge7VOB49OGcWCJOVTgeLQWvjyDipLCmPBYh+bMorXth1WLbPaaaeypJDlm/ad2KmjE5DCMv/ee+LLK6tRZMm0yrS0KeXUNTRTWVLIty8ayD1rtnFB9J4avbVlDh69fhSPrtvJucW5KemWTR/D8s37YuVm4jkQDMd2U0myzIpNe5l8/gAgcq6rSa+j7kALnxx28ctvnY8vFGbhy9u5Z9JwFqzZlrGOZN6Udq1x2rkg7jo5ff98M69tO6z6dfKE8iJuqhqMqBMwG0Tyo9uAZVnmUKuPxet2MX9SOcV5JmxGPff9bXta/u+6qpzrlm6O/V68fhcLrxvJQy/vSLtbTOGjI21cW+bg6lHncLdKoOPktlFro5nVpcxeGQmsPGeCM2M7KwGT/aEw+RYDuWY9i9fvSsv741NHM7DQmvLsZJBJTj9v9vLL13cxK+5L7VyLgVD0S+2ffK38lNNzOnCgyZPxPfLYlAoG9QBj1ufNXuav3npGx4cGdbR6A8xZVZf266kl0ypP+Vc6mqxqsqqh89Bk9fSgN8iqJqfdC91NVnszWr0B5rxQl2BsUnQWRb9J3vE0sNDCU29+yqiBBdQ4HYRlGYtRRJbhrU+O8rt/7mVWTSn/aWhW1ccenTIKAVi77bCqzL14axVLNpxwPik6Wzr5nDPByQ3PbEl5Vuu0M6miH/eo6HG/+OZoXv7PwbR2h3uvGc7BlnZyTGLUGKeuv11T0Y++eea09NU6Hdz51fPwBiR8QYm5q+oYM7jwtIzhLwu+rLKqQUNPQyZZPdjs5f6/bWfhtSO5d8021XessoYE8AQlLAaRcFhGrxNS0ipHFCpwB0LYjJFd+NnWqJDq2MqEYDT4l0EncNjlw2Ez4Q9J5Bj1eAMSLe0BinPN1DU0M7J/Pi3tAfYe82DS67iwpJD7/radBVeV4wlEjmBcsqGe+VeVs/1gK0OLcth7zMOr2w7H7Kqvxs2V8fNz/LOUE9EsBs4tttE3z9xBrk6g1RugxRvkvpe2cX4GW2m29ZjaWi6TTfR0re/ONs7GmjYdOjrGzwq2bdvGlClTUu4XFRXR1JQ6YLozmj2B2G4ktZdb5H4j7oCkKgwAm+qbCEkym+ubqBxUELtfnGdOW6aS1huQWLqhnpue3UKOSeSmZ7ewdEN97GgB5X+2cpT/noDEprh7qvzsjvCzbvsR1XTFeaaEctPx7AtKXLNkE25/iG/97t8ATD5/ADlGPYIg8PFhF3NX1bF0Qz1v7DxKoztAsyfAuu1HYu2ZqY5k3uLrjr9OTt83z6yq1ACx3UozVrzHDc+8w6QnNwIw6alNzF75Pp8edTN75ftcu2QzvlA4I/96UZfwe3N0HKSrO56PjrTxxt2NFKeZGJLbRq2NivNMsets7Qwwe+X73Pb8h9z07BYEgYy8t2UJ1nmq0eYL8dJ/DnPd0s1c/eRGvvPMO1z95EauW7qZNf85fMbp6SqyvUfccUeKdGe0+ULdanx8mdHoDqguWgDe3t1IoztwRunRZLV7QZPV7gNNVk8PeoOsanLavdDdZLU3o9EdSDl2MFm/UXRlRU851ubnzV3H+PWbu/nm//ybNl+Ia5ds5rqlm/nvN3bjDUhUDipIq4/1zTNTnGdOK3M5Jn3CM0VnU8Om+iZyTOrHiW6sb0pr4OuTY8xod5CJ6GUev5TRBhDhJT19G+sbOe4JcNOzESecNyBpY1iDBg1ferh8ITbsOoYnkP4dq6wh3QGJsBx5f/pC4di9+D9P0rWMEPudbY3qDkh4VcpM9+cPhfFH6bBEw7zICHgCEmEic1gk9I4xdt03z0yB1Rizb4qijhyTPjbf6UUdffPMsbTxdtV4+uPn5/hnyfP0jc9uwd3FtWu+1UgoLLMxi60021ymtpY7mfJ6KrrTmrZbH75eUFDA4cOHKS0tTbhfV1fHgAEDzhJVXYMrKnxKoMB0aGsPduh5fDnZykx+7vapK+IdLccfipzz2pE8avQm05GtDCVdQArz1LRKfrF+V8pRCk9Nq4wdk9DmCxKQIl8edJTOeN7U7qdL35EyFbjSvIBdHezz+N/Z8ih1d7SNMz1PbptM4+lUjUUFbb7MfJ5qZO2LM0xPV6HxoeFUw5WlrTVZ7Ro0PjScamiyenrQG/joDTz0JnQ3We3NUGvrdHpN8vN015nyZnsGqTpQNp0o0/Ou6quZ9PTkcrLRp9ae2hjWoEHDlxmuDtru2tqDxB+vphxBeKqQXH5nEZZBFKSEMsIy6ISIM6ytPUhYPvH+V/hV7sfTocwnmebgbPNzPE5mnlHWBlnnygx1ZFpfdKW8norutKbt1k6uG2+8kfnz5/O///u/CIJAOBxm8+bN/PSnP+V73/ve2SavU8gz6xlUaGH4Obm8Mrcat08i36InFJY57gngDUiYDSKOXBPnFdv45bfPjx3rkm81IOoEvmjxodMJrJtXi06AN35Si1kn4g5I/OnWcbEA2D96/kMONLfH6h7cx8rauTWEZRm/P8g5BWbWzavF7QthM+sRgEa3nzyLAatRxBuQcNiMLJ46muI8Ex6fRL7VgEmv48/fH0eu2QDAecU2yvvmsmz6mFgg2w8bmhOCz+ZZI2Wa9KmbBm3myKmvas8S2s6i57kZYzkn34wUlrll/LncXDuUUDhy5qs3KGEz6Xl9Xi2eYDSQttnA8hljYjwNLLTw3Iyx5FsN6EUdzZ4AUljmgyi9Cg0mvS5hG2yOUc+KGWMJyyfqMhtEHDYjx+O80clbZ80GkQEFZhw2Y8xrnW/RJ1wr+RQak/MrbZlnMTBngpPlm/aRazFE28SQsc0UPopyjayceXHCbqt06bOVNbDQwrLpY8g1G1g3rxZkkJGxGsUYX2rlZGrPPEvmV5Ay1s4UsvXFmaanq8g2PjQ+zjw+b/bS5gvhag+SbzFgM+t71LFQeebuJRuarHYv9BY+QJPVU06PJqvdBr2Bh3hosqqho8iLtmWyTrJ8xlgcNmNM/42HotMoeYbYrcyZ4Ezoq/yoHqOkubCkEIMoUJRrJMegJxiWefX2Grx+CZtZTzgs849PjyII0DfPxLLpYwiFZfrnWzCIAr/9rwsx6VP1aTihN6uh1JHDm3eOJyiFCYcjxtHjngB9cjIfDaTolfH6m8LLmJLCmN7cHpDINafX2eL1RKVdP2xozvrO0aBBg4bejDyLgUGFFvIsBi4eUsAvv3UBnkDUXmkxkGMU+en//if2Lu4s4o8vjLffun2Rd/YRl4/5q7d2uXwFoXAYve7EPCEDUvRIRSksk2cxEArLBCSJkCTH3v15FgNSWEaOusfyLIZICBqziDcQKc9siMxtVqPI978ylCvKi2MnWVmNIlJYTpiXCnMM5JgMBEISOp2AUdSx83AroihgEUWCYZn2oITXH7Fh982N2EEb3QFcvki7O3KM5FuNsbWBQkM6ZFqP5ak8y2bf7o3rO7V2iMeZ5LlbO7keeeQRZsyYwYABA5BlmREjRiBJEjfeeCP33Xff2SavU7DnGPnj7KpYMEAlmF5ycLvaMgfPfG8MP1+7gw27jsXSPbd5X8JxCJNG9WX+VcNTzl6tcdr5w+yL+d6ydznQ3E610866HV+wdEM9V4/qy11XDefupODf1dG4Ss+9+SnLpo/hrr9s5dnpY1MC3yrpZqx4j1fnXsoz3xvD/S9tS7urqrKkgLqGFpbPGMsH+49T63QkHBVxrM1PjdNO3YEWqp32tGfIevwhQrLMolc/Vg10+9P//QhvQEoJfFvjtPPElAqWTR/Dk29+yrSqwfzy/z5J4WnZ9DG8+1mEvl1fuGL9Eh+LK7muWqedu68ezsTyIv6197hqnlqnnedvHsdNz77DsHNy+XB/My/eOo4bnnmHRncg1rd50cDHS9+qT8iv0Hak1UddQzPLpo9BDoepLXNgNeqoLXOobgmtLXPwWaOHp6ZV8vhrO7mhajB1Dc1p27jWaeeIy5dyX6Fh+6FWlk0fwxPrd6mOm1Vb9sf43HawNaGf48e5Wnu+ufNIerrKHORnUKhOB/KjQSKXbNid0hfLZ4wl35h5AuwuyDOKKfKmoNbpIK+H8JFr1lPjtKseBVPjtGdUuLsT9jd5uEflXf3IlAoGd/MYLgocNmNG2XDYzuy50pqsdi9ostp9oMnq6UFvkNXeIqegyaqGzsFhM3Ll8GK+c3GJqr62bPoYZq98P8GpVHeghSvKi5hWNZjVHxzAbBhAXUNzLK/VKPLXH17CxPJibqg6Ua7DZuSFW8bxeUs7S9+qT9TznQ5uv8JJYY6RB/+2nQ8aWiL62vqdKfpp/Cklij6shmqnnVe3HeajAy3cP3kEv3h9Z+zY/DkTnGllvtbpwChGzKNHXD5qnQ4+aGjmqWmVvLBlPxcMKkjQm9OVZY3qscl6Yo3Tzg1jBnWsgzRo0KChF6LQrOePsy9GL4d54psXcLfKuuWJb15ATtRTFeTEDq7k+Fu6uGdhQAQC4TAGnQ4ZePHWS3jw5e0p5b946yVYRQF9tHylTKV8GTDGPdMD/uh9SZbRCwKtvjCFRhEpet8nSYgGEROQV2hBAEJhmQJzDh8eaMZmtPGdMQMoNIqEgEMuH1Mu6IfNKNLk9pNv0dPk9jOxvJjiXCMGUeC5GWORkWkPhCjKNXP1qL4Mtlt5f1/EDvr7jXu5qKQQb0Diyb/v5rvjhmA26Pj9xr3MuKSUAX3MKfOuNaqDRGJOnli/jy9z8PjU0bG1gcNmTDtXji9zZFyPOWxGxpc5eDvOLpvJvp2tvJ4KtXZQcKZ5FmRZPpU7IU8L9uzZQ11dHeFwmMrKSsrKys42SarIFng7PthzpmB0NU47F5QUsnRDfdp02YLT3nVVOYvX72JmnNMnU55qp53KkkI+OtDCQ9eN5P6/bc+Y7jsXDUwb3LDaaWdyRX+K8kzcvqqOi0oKmXuFEyksJ7x07rl6GBPK+/LYazuZVjU4xeFX47Sz8LpRvL7jMP/a05SRHkXhSL7e/LPLWLAmczDBWqeD687vz8A+VnzBEM9uytxGStm1Tgd3XTWM7Qdb0wYVjgQKLsPtD3H7qjouLCmIBQ5W+vaXUyq4K00gytoyB+OG9uEXr39KbZmDO65wEpBgUIGZAyrKU7XTzpzLyyjKM/Lg33YkBFNO51SdWT0EAYFlm/aqOrGOu/288tGhtMGIK0sK+U9DMzOrS9l+qJWLh/SJ0ZVpnFc77Ywd0odRA/JT6FL4KOljYcAp/io3o5w2ebg7XV84HTw2ZRQDe4Dx5GCThwMt7SxRGR9zLy9jUIGZAT2AjyNNHtpluO+lbSmK8yNTKjADfbs5H8nv/njUOO08PnV0j/jy/PNmL3ev3ppeNqZWnHI+NFnVZPVMQpPVrkOT1Z4hq71BTkGT1ZNBJlnt7TjY7OWuNOOm1ulgUsU53LNme+zelcOLufeaEdz70jZmVZeyIumD0zkTnJQUWqgYkM/Dr51wUi2bPoYjLh+vptENH5syite2HWZjB/QkRcd64NqRfNHi45mNe1R1tXhn2AVxumq6j2WrnXbmTihjx8FWNnxylJtrhiIIcLjFx9pth2L6Yzxd6cqK5ycZZzrYfG/Cl1lWNWjoSeiIDXjxlArmp7Gd1jjtPD6lAjjhvIr/reb0UpxT8Y6qjpSvi5YrJKVJdgjoku4pv4OyjEGI5PYEJawGMXK6li5y7wtXO+fkWVLye4MhrAY9x9ztFNksSGEZQYjE2Np2sJUhjhz2HHUjA0OLcnjm7b3cffVw6vY3M3pgPo+8upPzSwrpn2/m1W2HqUz6XeO0s/eYJ2XezTTHKvOT2x/i/r9t58Y09ujHvzGagX0yr8UOtbSzYPXWmIMn5lx7qz5hU8L4MgeLp46mX4ElY3k9FcntAGeH5x7xyd65557Lueeee7bJOCkkB3uuHFSQ8BVZPDbVNzGzujRjumzBae8VdVSWFMYWvdnybK5vYlZ1KUs31OOPBgrMlC5TcMPN9U3cf80IvvHbf+ENSGysb+Sea4Yz9bf/YlZNKbOqS/GHwgyx53DDM++weOpozsk3c/81I5ABtz+ExSCSa9Yz9bf/YvHU0fzi9U8z0hN/Pf+qci4sKeTDhmZc0SCPM6K8qWFjfSP3XjOcb/z2X/zlB5dm5T0+33yhnMqSQu6OU4risam+iXuvGcGs597DG5DYVN/E3VcPZ9n0MRTlmli6oZ6WDIEoN+5uZMalQ2K/F0wq57v/829W//BSZq98P6E9TXoddQdamL3yPVb/8NKEPgW4fVVdSvpSRw67j7oxiQIzq0u5uXYoOp1AoTXyRYUUDjOgwMJdq7dlbJOlG+q595oR9C+wJPSzwmOmvHPj6Mox6fH4Qwl8nMnoe22Z+qK+kbYeEFgewBWQmJVmfMw6C+3aVRwPSMz/y0c8Na2S9mDkvOdciwGLQcfcFz5k8TfPp+/ZJjILkt/98dhU30RbF4Olnmm0+UKZZeMM86HJaveCJqvdB5qsnh70BlntDXIKmqxq6Bp8wfT6raILrp9XizcgkW8xoNcJ7GvysLm+iQWTylO+8K4cVADAYZc/oVzliPh0dRXnmWP9nskesLm+ifuuGcHXL+jP/iYveiGiq917zQj2NXpi7594XT/ehgARA6Ki/82fVM6B4+0MceTw2rbDzHou8t4aW9qHQEjC7ZOoGJjH3Wu2JeiPmcoy6XXkWwxsTKMHK8HmNSeXBg0avoxQ1ittGWynm6LPTxanu3wFyvlPMuBOKtdi1OMOSClOtMOtfvrlCxj0evY2eeiTY6LJ7Scsg91mwmIUKc4zA5Bj0rNh1zF+fOUw7DYTh1r9MXuuwuespN85Jj1988wpbZBpjlXmJ4ANu47xzt7jqmv8gJQ9Llj/AgtLplXS6A7Q5guSazbgsBlZqnKvN8+H6drhTPPc7Zxcd955Z4fT/upXvzqNlJxaJAcb7EiA10zpsgV/dbUHUwS6owFjswVG9IfCWdO0tgcTjnxwRa/jaXrxlnE0ugPMXvm+ahl/ujXyvKNtpeDz5nZue/5Dqp12xjsdqmnS0dvaAd7j0XDcS2EWoW1LaYsQs1e+z29uujB63fE6Xe0hvNFzfJPbMx4ulUDCaun/fOs4vv/HD1TLWHXLOKb9/h1W3TKuQ/S1eIMp9Sg8ZsqbnP625z+MPT/TQRl7S1D2bOOjJ/Gx9aCLy375T9XnPYGP3jSmMkGT1a5Bk9Xug940pjJBk9WuoTfIam+QU+hdYyoTegofPQXZgqL7ghIXlBTGrusammP6m5oOnUlHz6R3xj/Lpp/ua/Qk6EUQ0c+S72WiS3lvjeiXx23Pf8iqW8bF3mMt3iDTfv8OL8+pZsZz78T0tnR0JZcF2XU9bRxr0KDhywplns8637cHU3ZTKVB2asVDJ0BYTv3dlfJPJcIy6ITU+dIXjNgvwzJ4/BJGMZRgH42fN5X51u0LpZ0vk3+nm3ezzbFtvhPtkm6NP7G8OGMZCvKt6s6c3uzUUkO6djiT6HZOrrq6ug6lE4Rk/3D3RnLg1WzB6JTn6dJlCj4LqAYXzJZHqStbYEKTXpc9eHXSc7UyrabM9OSpBMON5VUJHKwE6VXSb65v4v7JI9KWoUZfR9so/rqzfaGkV8rK1pbxdSp5s+XJ1HaZaFOjs6Ntopauo+M83fWZDsrYW4Kya3x0H/QGHqD78dHd6OkqND66D3oDD9D9+Ohu9HQVvYGP3sADaHxo6Bo6GxQ9z2zguCfylXdndBybWcQbSK//xOfrrJ6UjpaO0KWmr9nMItVOe0qaztCVVdfUxrEGDRq+pFDm+c7aTrPBpNfFHDjxv09V+R1BcswwgFA4jKjTpdx3+0PkWgxI4TDegC5lnoy/jrdBxqdJN+8o9li1efdUzE/aHNbz0O2cXG+99dbZJuG0INes54ryIob3z6dyUAF9coxpA1hfM+ocyoptrJtXS5svyKu31/BFq4+FL+/g65UDqBxUgEkvZgwenWMQmTPByYvvNnDDxSVcMqQPBWYDL9xcRUt7ELNBjDmFvAGJCeVFAKy6pQqzqGPi8GLK++VROagAfygcS//xoVbqDrRwXrEtpX7F8VRzrh0dsP6OWgQiHn23L8S6ebXYjCL+sISIDl8ozJ9vHUeuxYBOgP3HvZhEHYU5Rgw6AbcvxKpbqmL0jYi2XUAKM6jQytbPW5gbd0RDrdPO335UzRGXL+b0Mok6rojylq69a5x2DKLACzdXoROE9IHFyxyU2K38cebFtAVCFFoNFOWaCUlhasscCeetxuexGUX+dPPFGI16jKKO9qDEq3NrMBp0/OnWKmzG9H1Z7bRTd6AlRme+2cD/fj+SJ348xffRrkMubEaR2mjedEEPa5x2co0ib/3kK/hC4diWUrNeh1+SyDHoef3Htchh0vMX3Sl39ai+FJgNuAMSL94yDptZzxGXj11fuNLWr/A2ekBe7OgcV3uQ9fNqyTGK/Pm9hjMeBL23BGXPyTA+dh5qJceYWUHuLrAZRaZc0I+ZNUPRizra2oPkWQwEpTArNu3F1gP46C1jKtesz9gXmqx2DZqsdh/0ljGlyerpQW+Q1d4gp9B7xlR3k9XeiFZvgEZ3AJcviM2k57FvVLBo7ccJX5CDelB0m1nP0TY/1U47R13+lDFXd6CF/vlm9DqBWqedjfVNWI0isgzH3X4enTKKvnnmhHfF8k37OOryxdJn0tNqnXZ2feFizgQnlYMKCIVlSgotyAgsnzGGfIsRk16HXgdGvUh7UMLrl8i16Ll7UjlP/n33CR25zEFRrok3fjweKSzz4i3jyLfqsRn1PDB5BG2+EK/fUYvVIPLiLVWYDGJGfXhgoYXf/teFmPQiVqOYVk8cX+bAZtaz56gbly8yvh05Z/8rbw0aNGg4E1BswJnsfTVOe2z9pe44ktHrEu96g1IsjzcokdPB8k8WYSLxugA8gUi9obCMLkrfEVcQe46IQdQRCssYdAJh4KjLx8BCC+6ARJPbT75FT4s3gMUgIsky7QE9R10+ZE6sjfJMera7WjHqdUwsL0YnQKM7EJsb+1hNVDvtbDvYyqVmO0ddPiaUF3H+oAKuKC/GZhQRdRG79oWDC/jqyHPQyUJkrgxI2MwiFqNIUArHbN9jSgrJtxrQizqaPQGMog5bL1qLxa+JOjofdyXP2YYgy/KZ2Ll40jhw4ACCIDBw4MCzTUpaZAsQur/Jwz3RgIDpgrdePaovP7uqnPte2p4S9G7R9aN4Yv0u1m0/wqBCC3+YfTH3v7Q9JXj0w1MquHXl+xTnmbh/8kiWbdrDDy9zpqRVgtWu/uAAd0wcxhPrdzKtanDs+udrd6TQcP/kkdz07Dv8btoFOAqs3LsmErxa4eeFLfu5sWpw7L9a8L6Hr69g0dod/H3XsRRabl9Vx4UlBcyIC6J79ai+3HXVcO59KTGYYnKwXYAJ5UXcVDU4lmZQoQGj3sTP1+5Qpae2zMGi60ex6JUIPZkC9M6sLmXVlv3cddVwbnr2HRrdAaqddmbXlCIgsGzT3rR57p88kt/8Yzd/fv9gQlvMqC7lfIcOj2BNCQSe3CYPT6ngt2/t5geXOXlk7Q7umzwqpU2UPvrdP+u5/YrzWLR2B9PS9MOjUyoIhMI8+Ip6Pz/55ifMmziMn/3vf3hyWqXqWFt0fQX/84/d/PCyMtVA5g9cO5JDLe08u3FvyrMZ1aU88896nvjmBap8PDKlgsGnIQB6R+RUGddngp7TgR2fHyfHbFJt14evr8Dj8zNyYJ+zSGHHcOzYcTyCOh+PTKnAGg5QVFSYoYTugd4wpiBxDlOgyerJQZPV7oXeMKZAk9XTgd4gq71FTqF3jCnofrLam3CopZ35q7cmOF9qyxz86HJnLFYyqAdFP9TSzgN/285NVYMxG3T84d+fccfEYSxauyM25qxGkZUzx9DHZuaoy8fvN+7lxqrBrP3oIPMmnscDL21PiLlW7bQz9/IyglKYYDjMsk37qGto4alplap62sLrRiIDj722k3f2HldNV+t08OB1I3j0tZ1siNOra8sc3FI7lB/8vw+4sKQgVtbCl3ck2CHU6p1RXcqC1Vt5fOroFH1YoeuGZ96JxTKZWF7MXZPKWfTKxwlOsWqnnYeuG8Xjr+3kzV1HY/fHlzl4fOpo+p/BIPQ9EV8mWdWgoSejI2tgKeRFJ6ba+06sv/ygMxEGwmEJdzhEgU4POvCHwaQTY2cWemU/jR7IESXsFiufe/zYTBIGfYbyT5HF3y1L2ITsDrNkZ52fyO6aIKBDRoeAAEjRtMozGRlZlhEEHbIcRhR06KLPjnva6ZNj4WhbO31sJlo8fhw2M0fbfNhtpli9jW1+zHrIt1pYvH4nd351GDoBjrr8LH2rPmEOfGHLfmZcUkr/QjOPvrZT1V7cW+YstTVRNt66kqc7oFs7uUKhEA899BBPPfUUbrcbAJvNxty5c3nwwQcxGLrX1sFML7jPm70sWL1VdefTJUPtGEQdQSnMgAIz9yY5uBTURJ0es1e+z5wJTvYcbeObFw2iOM+E2xfxRh91+fnLBwc4tziXpRvqqXHaefC6kbFFbTJqnQ4enTKKe9Zs4/ySQuoamqmM/ldNX+bgoetGYtAJPPjKjtjuqj45Rn71f590qIwap50LSgpTzjytdtqpjN6P/z1ngpP/NDSn3emkpFNeVis374spFRt/dhl3xznilCMO/aEw+RYDJYUWHnplB2/GKQZWo8iLt46jzReitT0YCzqo7HqL7weFhrFD+hAKy1wy1I4kywRD4ZQ8D143kit/9XYK/Y9PqUhoy4AUpshmwqjXcdwdoF+Bmc+b21n9wQGmXjSIFZv3ZexTpU12Hmpl3sTz8AZC5JoNCEJkd5zVKHLE5aPVG2BN3UHVoNcKj0pdj722M0ZffCBGpY7F63el7etHp1QgAJ+3tBMMy/SxGsk36/m8pZ2BBRYWJCn38XkfnzqagYXWlGcng2xy+uDftid8qR3P60NfH3XK6TkdaIgaTdJ9zfPolApKeoAR6ECTJ+P4eGxKBYO6OR+fN3t55NWPVd/Vqz84wD3XjOgRY+rzZi/zV2/VZPUUQ5PV7gNNVrsOTVZ7hqz2BjkFTVZPBl8Ww3mrN8CcVXVpdxct+voomr0B1aDo8XmtRpHvf2UoV1f0o9ntx5FrjsWmtpn0yDIsXr+TDxpaWBL9SPL8THq0085FQ/rwzNt7WTKtEnuOiRZvgD42I4FQmGNuP0Yx8n78+FArVw7vy8FWH0Cn9eraMgd3TyrHoNdRt7+ZVz46FNP55kxwpi1P0SOXb9oXs1PE67YfH2plRP/8hPomlhdx8/ihePxS7B0P8PyW/QnOt/g+WDKtstt/DX428WWRVQ0aejo6YgN+LMnel7wWXnjtSAQgmLRrS4nHlRyXyxuUyDGIyJzY6fXoup3p10WThp+RmFwKlB1f7kAIm1GPJyBhMYr8q76RqqF2RJ0QcV6FZfwhCZtRz2GXj88aPVQMzKe1PUi+xYCAEMt3QUkBj7y6k1k1pSzbtI/ZNaU0tvmRwjJrtx3m0nPt9LEakYFqp4N71myjsqSQGqedvcc8vLrtcGzOU+bAypJC+uebeXXb4Yz2654+Z2VbE6nx1pU83QXdeu/dnDlzWLNmDU888QSXXHIJAP/+979ZuHAhjY2N/M///M9ZprDjaPOFUhRjJbjd0g31vDavlquf3Mi6ebWqggWwqb6J+ZPKAagcVMDSDfWs235ENe2y6YNieUKSnLbMjfWNuAMSG+ubmFFdytIN9cyK/ldNv7uRfY0e+hdY2LDrWGzhumz6mA6Xsam+iZnVpSn3N9c3MSt6P/63wqsa4tPNqilN8by7A1Ks3dWCCa6bV5vg4FLSCQLc9OyWtPQr/RBPw+yV77N0Qz3Lpo+JOcDi84Sk1Kllc30T7oCU0JbJWDevNlbeDy93Zu1ThZ6lG+q548rzuOEZdT6UPsvEo1JXJvp+8rXyjGPWE5A41NKe0Cavzatl2u+3ZB3vbb6Q6rPThTZfiL/vOpawyzAeP/3amaWnq/DEjftkKH3SE+AOSBnHh7sH8NHmC7Fu+5G07+q5V5x3hinqGtp8IU1WTwM0We0+0GT19NGjyWr3QG+QU9BkVUN2NLoDqoYZgLd3NxIKy1xQor5rMT6vNyDx32/sZlT/fGavfJ9X5lZz7ZLNLJs+hu88806KLhWvC6tBea7sImvy+FN0xnjcVDWY4jwzQKf16o27G5lxqY9+BRbsNlMCnR3RrePtFMm6bfypKQBv7jrGtKrBCWmWTR+TVnd8e3cjje5AtzWQadCgQcOpgGIDzmbv++nXInNCWJbRCckHFqbCpNcRCMv4Q2EEAXwhuuW6SEbAHZCQicynxdEjfNXSWIwidpsJGYEckx4ZISGfjBCzUW6ub2LBpHKU7TrxNmGieZR7OSY9ffPMCestZQ5Mtj2nmxd7+pyVbU2kxltX8nQXdGsn16pVq3jxxReZNGlS7N7o0aMpKSnhhhtu6FFOLld7MOPztujzbOncvsgLMFtwwfjnbVnKVOpU8nSk7GQ6k/N2hr509ztaltWoZ+XMi+ljM6S8mDra7slQ2jkdkp+r0d3RujpDo1JvtjwKDZn4yNauHa0r2/hqaw+m1NXR8d7my/z8VKO70dNVaHx0H/QGHqD78dHd6OkqND66D3oDD9D9+Ohu9HQVvYGP3sADaHxoyA5XlrbL1LZqeZP1KjUdtaN6a3L6k02TKZ0/FFbVwzqrp3ckf2fr0Ma3Bg0aejtcHbV5tQcjO7YEgXQHrcXv5tIJERuo2x9K2eWVqfyzDTU7soKwfGLOCsugE6SEfIr9UJmH3T4prQ023r6dnC4+bUdsuAp68pzVlTXRyayjzja6tZPLbDYzZMiQlPtDhgzBaOyc1/DgwYPMnz+fdevW0d7eznnnnceyZcu46KKLAJBlmYceeohnnnmG5uZmqqqqePrppxk5cuSpYIU8S+ajFXOjz7Ols5kjZ6AqxwCkQ/zz3CxlKnUqeTpSdjKdyXk7Q1+6+x0tqz0oEZZljrr8Kc862u7JUNo5HZKfq9Hd0bo6Q6NSb7Y8Cg2Z+MjWrh2tK9v4yrUYaPOHUu51qGzzmT2StLvR01VofHQf9AYeoPvx0d3o6So0ProPegMP0P346G70dBW9gY/ewANofGjIjrwsbZepbdXyJutVajpqR/XWfIuBZdPHUJRr4lhbqu6qVm82ZNKrcy0G3El6WGf19GzXHU0TD218a9Cgobcjr6M2r+hzQSC2Oyn+t4L4e25fKGu5yeWfacQftSgAbn8qzcqzUDiMNxCZs6RwGFEXmUOUfAoPyjxsM4t4A+o22Hj7dnK6+LQdseEq6MlzVlfWRCezjjrb6NZOrh/96EcsWrSIFStWYDJFgsn5/X4eeeQR5syZ0+Fympubqa6u5vLLL2fdunUUFxezZ88eCgoKYmmeeOIJfvWrX/Hcc89x3nnn8fDDD3PllVfyySefkJube9K85Jr11DjtaWNyuX0hVt0yjhyjyNWj+jI17jzVXLOeIy4fqz84wFGXH6sxItgTy4sp758XO9fVbBDZ+nkLA/ItDCi08JcfXILVKGIzilwz6hxe3f5FCl21Tgc2o0htmYO6Ay1UO+2x/8qWzvhYVgCFOUZsRpEpF/Rj8vkDGNjHhFVv4IWbq7AYRWqdjpQy4supPtdOntnAK3NraPYEkMIyHzQ08/GhVuoOtADE6FB4ff7mKlrbg5gNIh82NMdiXVU77ciyzAtb9nPHxPNYNn1MrC0+bGgmN0rnzJqh6EUdbe1B8iwGglKY5zbtw2YUuWHsQK4ccU5Ce5sMupT+UlDjtCc41GqdDobYc1hz26X4QxIev4TVKOINSAl97PGHWDlzLKGwjCgIeIMShVZDrC3VaFyxaS82g46X51RjEHW42oOsm1cbo9uRa07o/w/j2vGK8iLMBpEXbq6iRaXtjrb5qS1zqG5DrS1zkGvSM+WCftiMYtq2qC1zIArwv98fh8kgxuJ+5Vv0GPQ6vmj2oRPgvGIbr/+4Fpc3hM2sx6zXMbG8GEuWdrYZswe2PJXIxOvZoKeryM3CR25P4cOs5ztjBnDz+HMJSTKuqGzoRYFn395DrrlbT2FAhIcryosS4tEosrjzUGuP4AEifMz/qpPJ5w/EHZBifWEziqz96PMzzocmq90Lmqx2H2iyenrQG2S1N8gpaLKqITscNiPjyxy8nSaWhMOW/mNZJe/7+5tj+m+fHCMTy4uRZRL03Hh9N50eHY/aMgfFuSbsOUZkGXa0uZhYXkS5ylj++FArR9v8VA3pg0wkntdGFb16vNNOUa6ZdfNqY2NI1Am0ev0U51rQCyAUmFk+fQwIAh82NLP9UGtaGhUeOnoNkTZpcvsT6CrKNaXQ3NE+yIZWb4BGdwCXL8KvI8fYbY9N0qBBw5cXuWY9V4/qm9Xel2sUY84eOLEzK95BFB+vSyC6m8sgxtJ8t2oQs2uH0h4Mx+YCi0HHso17O7XWjt8Z1pFdYmqIObWiMbm8QQmLQeSoy8dQRw6iTojxFAiFyTGKHHYFCYYkRCGyicFqEhAQsBpFWrwBBhRYuKK8CAGBGqedJneAJnckJle1085njR6sJj2yLOMstnFFeRFGvYDHL9Hk9lPrtLPzizYWTx3NELuV2jIH2w62MiDfzMTyIvQ6gWsqzuEbFw7knHwTOnToRDDqdMhAQJLYf8yNoBMIhWX8QQkherSkNxAi32rMOhcpc5fbH6TAaiQohQnLICOjA/Q6He1BifaghD3HSFCSY47BdGV3ZD502IxcObyYYf3yGFNSSL7VgF7U0ewJYBR12FTWmyezjjrbEOR0+yHPEr7xjW8kXL/55puYTCbOP/98AD766CMCgQBXXHEFf/3rXztU5oIFC9i8eTMbN25UfS7LMv379+eOO+5g/vz5QMSZ1rdvXxYvXsz3v//9DtWTLUDo/iYP90aDVluNIk9Nq0yJIfXgNedx+fD+3PtSYmDoGqedR6ZU8M9dh+nfJ5fVHxzgjonD+PnaHQnpap0OfnT5ucxa+X7svO8ap51F14/iifW7Es5prXbamVldGivrifU7mVY1OHa9aO0OPmxoUaXzmlF9+dlVw/nNP3Zz22Vl3PdSIl9//eAA86JlxN9/Yct+bqwanFJejdPO/ZNHctOz71B+Ti4PXDuS2c+9x4PXjeS5zfsSjAoK3UpZJp0Ofzismu7XXx+BVxC5R6U9H76+gt/+Yzc/vKyMRWt3JMSLuHpUX+66aniMr/h8D1w7kht//w6N7kCMlttX1VFZUsDM6lJWbdnPtKrBLFi9lcenjlbldUY0jzcg8b1xJcyqGZq2z3WyzIKXtic8u6K8iPsnj1Sl7/7JI/ntP3Zzx8RhKc8Veldt2c/9k0cihWUefHm7Ko+/fuMT7po0nF+s+5jbJ5bH+jKZj4de3sGz08emjMXkPo3nudpp54HJI/n4QCOVpcWqfDwypQJrWKaoyMapRCY5bfUGaPYG09JTYDH0CCXqWJMbryxwb7p2RabIfmrb9XTgWJMHr4yq/Eb4gCJ7ztkjsIPY3+ThnjXqPAzuAfQrONN8aLKqyeqZhiarXYMmqz1DVnuLnIImq11FNl21N+FQSzsLVm9NMNCML3OweOpo+hVYMuY93NLO/uNelmzYzeb6JgYVWvjD7It5eO3HTKsaHNNB4/XauqjOnE7XrXbamV1TSq5Jz1N/380HDS38z00X0b/QwoMvb08ZAwuvG8Wh5nZ+8PwHXDrUzn2TR6To2+nsAYoO9uSbn3DnV4dxqNnHD57/IKaDza4pRUBg2aa9qrqdoq8lX0fsDE5mrXwvZmeodtqZc3kZ/fJNPLF+F9+4aFBCeyS3Q0f7IFO/zl+9NeEjzfFlDh6fOpr+XSyzO+LLJKsaNPRkZJPVzxo9yGEvgs6a1t5nRQJEQIIwIIi0yRK5Oh2Ew6ADbxhCQJ5OhLCEpNMhhv0gROI2eiBD+XTcWyXIIAsgS6AT1fPJEgin9uMumQh/BsAf/a+Luy8DEiDLYQRBR1gOYxZ0BICwHEYn6AjKYVo8fvrbzCgHOQqAhMDRtnYKc0w8+tpOZlxSyoA+Zlo8fopsZkJyJJ0gCPx87cfcGLWJ//jKYTS5/fzh359x51eHoRPgqMvP7zfuVZ3nM81Fytz1wf7mhLXCC1v2891xQzAbdCx9qz7j3Jlcdmfmw4YmDwtf2dEpuk9mHXU20e2cXDNnzuxw2hUrVnQo3YgRI/ja177G559/zj//+U8GDBjAbbfdxi233ALA3r17Offcc/nwww+prKyM5fv6179OQUEBK1eu7FA9mV5wnzd7+eXru5hVMxSDqEMAHnn145Svmzb+7DIWJCk7Cmqcdh6bUsE9a7ZxfkkhdQ3Nab/AqiwpTIhPVeO08+B1Iznq8tPaHsSk11F3oCW2q2dCeRF3TDwPjz9E/3wLi9buoLx/Pl8d0ZdfrN+VQuey6WNYvnkfC68bycKXExfWVqPIkmmVrNqyP/ZlWp8cI7/6v08y0l3rtPOzq8r5v4+PsOuQi7smlbPolR2qX4DVOh3MqB7C3FV1PH9zFb/8v09Uy8zWnnddVc4T63dxQVJ7QcTR9eOvDsMXlHD7JPLMenLNetp8Qb6I7uSKb8P4tv/oQAsPXTuSB1/erkp/fB+9PKeaxet3paXx3muGM+nJTQn350xwZmhHB49MGcU9a7ap775yOvjZVcN46s1P+drIc9jf3B77elAZFx8famVE/3z+09DMw9eP4pv/82+WzxiL2xciJEd2ov17bxPLN+1jybRKlie9KOPpn1ldyuyV76eMy2qnncenVPDgKzsYEfcFo0LDzkOtPPT1UQwstKaUezLIJqcrNu5lenUpnoBEW3uQXIuBHKPIys37mFk79JTTczpwoMmTsV0XXjuSQT3ACPR5k4f5GeT38SkVDOzmfHze7GXB6q1pv/5/fOroHjGmPm/2Mn/11vR9cRr40GRVk9UzCU1Wuw5NVnuGrPYGOQVNVk8GXzbDufKFc5svSK7ZgMPWsR0/rd4Ac16oY2N9xLCzbPoYVkQ/plR2KilfQ1uMIqJOoLHNT1iW6ZdnISiHMYsiB1vaaYnTuw2iwHv7jsfG7h0Ty3j/s+Np9DU7Fw3pw6/f3A1EPnC8sWowAOfkm3n8tZ3MqC7NqoOt2LyPOROcbKpviulgtWUOHrp2JAZR4GCLj+PeAGaDiCwnnjbSP9+CyxekzRci16LHrBf5T0MzfWymhHfg8k37uLCkgLuuKk+wGySfBlPSx0pxrqnLHza0egPMWVWnegrJ+DIHS6ZV9oiPJjqCL5usatDQU5FtDTx/9VYen1KR1cYrxN1LZ6CP3+2VvMsqU/mPT6noFjG54hEm4sRSu3ewtZ0B+ZbYPYDDre1A5MjfNl+IsCwzIN/Cv/c2MXZIH/69t4k3dx7hxxPPoz0YOZ2rtT2IThB46u+7mVVTyrJN+6gsKaR/vhm9TqDEbmXfMQ+lRZG175IN9VRG7dWzqks54vLx6rbDzKouJccksveYh1e3HY6lUWtvtbkofu5S7LhKGQo9r247zOb6pox23viyOzMfKmnPH1TQKbqVvF1ZR51NdLtzEDrquOoM9u7dy29/+1vuvPNO7rnnHt59911uv/12TCYT3/ve9/jii8gxfn379k3I17dvX/bv35+2XL/fj99/4tg6l8uVNm2bL8RL/znMS/85DEQWy2rOD3dAUh10AJvqm3AHJDbWNzGjujTFKaNgc30Ts6pLU/IGJZmbnt2immfDrmP8+MrzmPb7Lbw2r5Y3dx3jzV3HqBxUoEpncZ6JzfVNhCQ5hV7F4aOUEc9vJro31jcxo80fez7vyjLVuiNpG5lRPQRvQEIvCmnbLFt73iPq2FTfxMyk9gJ4bfsRfni5k2uXbI7de2VuNUddfmavfF+1TKXtl26oxxMMpaU/vo/0oi4jjXLClBdB5aCCDO3YiCcgqSpMyvO7hGG8uesY06oG87PV21TT3VQ1mKUb6mkPhml0BzjWFuF72fQxfC+Of2UspKN//qTyFJ6Va3dAYsOuY2yI20UXj59+LaR6vzPorJwu+9d+lv1LXe6/ObbkpOk5E8jerpLq/e6Gtizy2xbo/ny0+UJpZXFTfRNtvpMf42cCbb5Q5r44BXxospoKTVbPHDRZ7Tg0WU1FT5DV3iCnoMlqZ9AZWe2NyLd2zRjT6A7EHFwQ0XWUMecNSAk62LLpYwASdMNl08fQr8DCjUl697LpY/jvN3bHrisG5MecWMlQ9GYFf991jBurBjN75fu8MreajfVN3DWpPKsOpvxXHE0AG3c3sq/JQ/8CCzf8/p207fDavFqOtp3Qe5dNH5NWb9xU38R8gQTdN7mt/n7nV07KONboDqga9ADe3t1IozvQ7Y1v6fBll1UNGnoKOrsGVmxe2Wy8J4vesL5TkGPSp7RJjiniupARsESPX3QHJOw2E75QmL555phN22IUkRFieZR5MNkemWPSU5xnjqWLt+UuiLNhKr/75pkT0qhBbS6Kn7sUO65ShkKP0n+Z7LzxZXdmPlTSzrh0SKfohq6vo84mup2T63QgHA4zZswYHn30UQAqKyvZsWMHv/3tb/ne974XS6ecqalAluWUe/F47LHHeOihhzpEg6s9mHDtD4U7lC4ZbdHn6fJnKr8tS9lun5SSLl09Stp09CbnU647Q7dSR7a0zZ70fJ1seybT4PZJHeaho/Rn6xe159loyMa3QlumcpLpS9eH2fiMf56cN2v/+DI/7whORk5PBz1nAhof3Qe9gQfQZPV0QeOj+6A38ACarJ4u9AY+egMPoPHRGXRGVjWcgCup7TPpOmq6lD8U7pD+1ll9PlnH7KgOpqa/pqMxHm3twYR82ejNRs/JjunkfjnV5Z9NaLKqQUPPQFfWwB2Z70/n+Wpt7cFut5MrE8Iy6AQp5R5E7sf/9ociMciS58f4dPH3k+3N/lBY1V4ZP28m5802FybPRfFzV3IZnV0XKGV3Zj5U0naW7p6Kbu/k+stf/sKf//xnGhoaCAQCCc8+/PDDDpXRr18/RowYkXBv+PDhrF69GoBzzjkHgC+++IJ+/frF0hw9ejRld1c87r77bu68887YtcvlYtCgQapp8yyGhGuTPnlzpnq6ZORGn6fLn6n83Cxl28xiCg3p6lFLm6l+5bqjdFuNIvlZ6C2IPg+F07+yT7Y9FT7jr72BjvGQnDddumz9ovY8Wztm41uhLVM5yfSl68NsfMY/T86btX/MmZ93BCcjp6eDnjMBjY/ug97AA2iyerqg8dF90Bt4AE1WTxd6Ax+9gQfQ+OgMOiOrGk4gL6ntM+k6arqUSa/rkP7WWX0+WcfsqA6mpr+mozEeuRYDbv+JHYXZ6M1Gz8mO6eR+OdXln01osqpBQ89AV9bAZ3vdku1d390QCofR63Qp9wBEnQ4p+luv0+H2h8iLm6uUeSg+Xfz9+HlMmRvV7JXx86byXLnONhcm92f83JVsU+3sukApuzPzoZK2s3T3VHRrJ9dTTz3Fvffey/Tp0/nb3/7GzJkz2bNnD++99x4/+tGPOlxOdXU1n3zyScK9Tz/9lMGDI+dal5aWcs455/DGG2/EYnIFAgH++c9/snjx4rTlmkwmTCZTh2jINeuZckE/ZtYMRS/q0BE5Dzt5i6HNKHJFeRHD4878NxtEPmxoZuehVmxGkVqng7oDLVQ77WljctUdaEm4V+t0kGsUeeVHVZiMJqSwjKs9SF40LoI3KOFqD/L6HbVYDSKrf1BFUa6FUFim1ulIOLIBIgH3apx29KJAjdOecmxI3YGWhPsKvZnornU6KHXksH5eLYIOrHqRF26uoqU9GGsDJf5VbZmDQYUW1s2rRUjTlkp7qtGn1KcDXrx1HFajyMqZFyMI0CfHSFAKEwhJWAwiDltkO+jE4cUUmA0YRB3LZ4wh32LEIAocbvVhEHV82NDMrkMu+uQY+dOtVRSYDWnpV9rCahQxpGnDCI12LHodL94yDn9I4r39kTKS2zceNU47FoMuNo6UM+P1oo5mTwCDqKPAbOCfP/kK7VKYF28ZR65ZjyTLNHuCeAIhCq1GHLlG1t1eQ1t7kHXzarEZRf76gypMBgPrbq9B0EV2OVoNIs/fXEWrCp81Tjt5ZgMvz6nm/73zGQDLZ4xFrxOw5xixGUWuHtWXocW5quM913zyr6jOyul3xgzg5vHnEpJOyIheFHj27T2nhJ4zgVyjmPC+aYvyEZTCrNi0l1zjqQ0UerqQm0F+a5z2HsFHrlnP1aP6MvWiQRTnmXD7ImdEH3H5WP3BgZ4zpsx6flBbyk3jBuMOSDHZsBlFnn9nvyarXYQmq90Hmqx2HJqs9kxZ7Q1yCpqsdgadkVUFSvwFly9CjyOn5x1VczJo9QYIyzLPzRiL3WbCH5Iw61NlR4k31S/fzEcHWhP05e2HWjnXkcNjU0ZRnGeO6Tc6AX4xdTR9bEYCUpiBhdYEHTY5hpU9x8iy6WMiJ8vIMgMKLfzzp19BliN6rKKPp9NzZRkmlhdj1ouU2K387rsXYRB1HHH5GGy3IOp0vDK3Go9fwiDq2Lj7GM+8vTeiazvtmEUd9hxTjAZZltPq8RPLi8k3G3h1bg0uXygmk/NXb6XRHaC2zIHtJMe0w2ZkfJmDt9PEIHHYeu447YqsatCg4cyjs2vgK8qLstp4c42i6k6r5Lhbme5nW991dCdXfNnp6j8VyByTKxCLyaXUf6g1suGlwGLEFwoTCsv0yzPQ4g0w1JGDLyhxTcU55Bj0NHv9WE0C7QGJsCxT47RzrC0yXx51+UAQMIqR4wyb3H5yTCIGXcQmq9irm9wBjrp8VEfzWo0iR10+Jo3qyzl55tjc7bAZ+e9vXcAQuwVBEAiEZdoDEu/tO06+xUDfPFPC3LXtYCu10XomlBcBEdu6MrdmspfHz3OdmQ8tRpHaslQfQvyaQxQE9Dr4rNGNNyDhCUgUWAwZ42h2ZL14NtaUgiyfzo2RJ4fy8nIefPBBpk2bRm5uLh999BFDhw7lgQce4Pjx4yxdurRD5bz33ntceumlPPTQQ3z729/m3Xff5ZZbbuGZZ57hpptuAmDx4sU89thjrFixgrKyMh599FH+8Y9/8Mknn5Cbm9uherIFCN3f5OGeaEBAq1HkqWmVPBcNYqvgyW+N5PzBRdz7UmLgwBqnnUemVLCtoRGz2cwLW/ZzY9VgViQFm611OrjtciezV74Xi41VHQ08+9cPDnDXVcO576VtCXXWOO3MqC5lweqtPD51NG/sOMwPLyvj3pe2UdfQwlPTKlPquWZUX+6aNJy/vNfA1DElKWVeUV7EfZNHcN9L29lc34TDZuT5m8fxxPqdTFOhW6Hx9lV1jBvah/lXDWfR2h0JZSppXtyyn/uuHcmiV3bw913H0rZltdPOr68fiRcd96bh+fZVdTFnTPy1UteqLfu566rh/PYfu/nhZWVpabp9VR0XlhRw/+SR3LzyPR68bqQqPUqZ06oGx9r7n7uOMLv23JQ2rHU6+NHlTmal6cv5k4Zz75pUvhZdX8EDL21l0fWj+fnaHarjpMZpZ+F1I7nhmXdodAc61CY1TjsPX1/Bb/6xm6+O7Jd2DMbzOX/ScG78/TucPzCf+yePVB3XD19fwc/X7kiIc6GM98GnIQB6Z+T0TNBzOnDsmAuvIHJPmveINSxRVNT9gxgfa3LjkQXVd9YjUyqwIlNkt51FCrPj2DE3HkFI+063hmWKiro3DwrOtGxosqrJ6pmEJqtdhyarPUNWe4OcgiarJ4NssnqopZ35q7cmfDg4vszB41NH07/Acsrp6W5Q+P9gf3OC/qvosYoeqOieKzbv45Mv2vjT98chCjrue2kbHza08Lv/uoj+BRYWvrw9IUZVbZmDH112LrNWvo83IGE1iqyYMZalb9Wn1BlfR/L4mFVTioDA3/7zOfMmnsf9L21PkekHrh3Jr9/4hJ9dVc73lr1Lid0a01kvHWrnvskjuP+lbYn0OR3MrBnC/3tnP7eOPxdRgOkrTuihE8qLmH/VcH6+dkcCTYrer0bH/ZNH8us3P2HqRYP407sNPPT1USc1lg61tLNg9dYEw974MgeLp46mXy8ao9lkVYMGDd0DHVkDW8JevII1/boFmbawRK6gB0GKentECMcf2ScTcTuBpBMRwyEQoh8OCOCRybC+I9FbJftBSOOoy/QsA/yyhEk4NR9LneA0EVL0WQgwR1MFAQMQJNJsIolOuhAQRqbF66PYaiEAtHjbKbBaOO5ppyjHgi5atoTMk29+yh0TzwNZBkHHF652dAI4bCb0ghCpX5YJy/Cr//uEH391GHoBdILAoVYfS9+qT+jjicOLeXDyCA62+njm7T18d9wQzAYdf/j3Z9wxcRiL1++M3Vv6Vn1a+7vaPNeR+bChycNj63Zyx8RhCbb4+HrqGlp4+sYLYzRsTlq3LFZZA3ZkvXi21pTd2slltVrZuXMngwcPpri4mDfeeIPzzz+f3bt3M27cOJqa1IPrqWHt2rXcfffd7N69m9LSUu68805uueWW2HNZlnnooYf43e9+R3NzM1VVVTz99NOMGjWqw3VkesF93uxl/uqtCQNG8ZxeMtSOUa8jKIUZVGDh7iTHhYIap53HplTwtSc3MqumNLZDxyjqaA9K2Ex6THodASlMSJJp8gYISXJsZ82smlLqGprT7v6aVV3K8s37WHjdSBa+vEPVwwswoMBCjlHkV298wp1XDuPBV3YwIu6rBJNeR92BFvYdc/OTK4fhk8IIwP/3+i7K43YWGfU6WryR81Pjd//MmeBMS2et08EjU0ax8JVEp0h8W0qyjCgI+IISw4ptPBBHn0GvQxQE/r23KVZffBtUlhTGgvEp1/9paObBpDZJbjslX3w7pqN/0fUjOeLykWcx8uirHzOjupS/fHCAb8Z9kZpvMfDRgWYWvbozgUaIvGgeuHYEz769h5vHn4svKOH2SeSZ9eSZ9bRLEgZBx/1/284FJYVp27Im6oyKD5Scrg2U6xqnPdYWlRnKri1z8LOvDWPWc+/R6A5k7NMap50L4uqIv//41NEMLLSm5DkZdFZOTzc9pwOfN3mYn2Q0UVDjtPP4lAoG9gDD4oEmT9r3y85DrSy8diSDujkfB5o8LMjQF49Nqej2PMDZkQ1NVjVZPZPQZLXr0GS1Z8hqb5BT0GT1ZJBJVlu9AeasqlM9GWN8mYMl0yp79Y6ueP7V9BaHzcjyGWMRBQGdIPDoax+zsb6JOROcTK7oxxOv72JE/3y+OqIv3kCIJRvqs+qNAD++sowim4lRA/L5xfpdMadTJt2p2mln7JA+VAzIZ9WW/ZSryPTHh1oZ0T+f/zQ0x/Q9pW4gow4349IhzF1VR2VJQQKtEDHY3X/NcFraQ/hDEkFJJtes54n1u9LaL+66qpwbnnkHb0A6JWNJ+TK8zRck12zAYet9uw01J5cGDT0D2dbAC1Zv5bEpFRltvI9PqSBMxCmj7J7KtIvKG5SwGiIOJSVdtvWdgtO5O+tMIBiWeWdvE7VOB8GwjKgT0BFxcEnRayksE5DCWAwiW/Y2IeoERvTPw2bUs2DNNh66biQPvryD2dHd2Ga9yL/3NvHmziPcMfE8fMHICQG/fP0T/mvcYJZv2se4c+1UlfYhFJbZe8wTS+sNhMi3GKhraOHVbYdT5lVlLq9raGFJdGPGB3G/N0Y/avn+V4Zy+bBiAPxBCYfNRCgs4/GHMs5zmebDIy4fd/75P1SWFMbWBIotPtes56GXd8TWMf3zzar0Q+oasCPrReCsrSm79XkO55xzDk1NTQwePJjBgwfzzjvvcP7557Nv3z4665ubPHkykydPTvtcEAQWLlzIwoULT5JqdbT5QikDxhuQWLqhnqUb6lk3r5ZJT25k3bxa1ZcfwKb6JtwBKZYvHq/MreaqJzeybPoYgATHhYLKQQUp+RRsrm9iwaRyNtc3EZLkBFqT61s3rxZ3QGLNfw5z61ecbNh1LMHhFI9vXDiQ2SvfZ9n0Mby56xhvxqVbNn1Mp+ncWN+IJyCl1Bfflsumj+F70TrbommV9MqzdG0wq7o05XrphnqCSW2SLl98O6ajv80f4jvPbOG1ebVsrG/irknlrNt+hHXbjyS0zd1rtquXsbuRhiYvf3r/IP91yRCuXbI5Id/sle/HxtHMKP1q2FTfxPxJ5R1qg/g8yviYlaHsjbsbmXHpkNgusUx9qtCpdr/NF1LJcfqgJqdnk56uoi0gZeYjyXHaXeFOkt9k/PRr3Z8Pd5a+cPeQvuhustHd6OkqNFntPtBk9ctBT1fRG2S1N8gpaLJ6utDoDqgaIwDe3t1IozvQ6xwJ8YjnX01vaXQHONbmj+m1ijOqclABYYjJVuWgAorzTB3SGwFG9c9PKTMdDWplJOvX8bipajBLN9TH9L34fNl0OG9UzmYl6Whv7jzKvIllfP3pzbwyt5pvL4n8z2S/mC8Q+2jzVIylfGvvc2pp0KCh96HNF4qtSzK9Izu7hnT7QoSTzOG9YX3XUfTNM2dd68lE5h27zRS9FmLrR8W2u2BSOTICvlCYvnlmNuw6xo+vPA+LUURG4O+7jnFj1WA21jcxo7oUk0HEFK1fSZtj0iMj0DfPrDrvJ8/l8fO88tsbkPjvN3bz32/sjj37+51foaxv9hPlMs2HzZ5Agt12Q5ItPn4dA6RdtyTP2x1ZLwJnbU3ZrZ1cEyZM4JVXXuHCCy9k9uzZ/PjHP+Yvf/kL77//Pt/4xjfONnmdgqs9mPF5W/R5R9Mlw+2LCLk/FFZ9nu1ZfBkdoUF5p2ZLq9SpVnc6erLRma4N1OpMpi9b2cnPleuO1gkn2jEdlOdKmWrpO0pncl7lvsJ3R/s8U93J120dLDv+eWfbPVaXL3O7n2pkHftnmJ6uQuOj+6A38ADdj4/uRk9XofHRfdAbeIDux0d3o6er6A189AYeQOPjdMGVpb6e0q5dRTz/2XTUZB0nXk/0h8JZdUE1HSmb/pWpjGxp4unpTL506ZXykv+nQ/Lz3j6WNHQPyLKM1+vFarVG4tpp0HCG4eqojdcXpDN7OGwmfdYyT6b87g41O2+mtJBoz3XF2WF1QqIdXZmvku/Hz+1qaTti2+6MffRUzJOu6MdS2WzxHVkXxNPTkfVituF2OtcB3drJde+99zJgwAAAfvCDH9CnTx82bdrEtddey6RJk84ydZ1DnsWQcOxffLDB5Zv2kWsxxNJlQq7FwLLpY/CHwuSa9ORbDQiCgNcf4rXba7AaRbwB9S//TPrk0H6JKLAaeO32mqyLAIXWQYUWinNNMXoUfl58t4EbLi6hclABOUY9K2aMZWAfCytnXowgRI570Is6pLDMb266MKEdvAEpK525WdpIyW/S61LaM1vZyc+V62z9N6iPlTkTnCzftA+bOfUs2vi8ep3Aq3NrMBtErEYRm1lMKbskrrzk4woVuqxGkaJcI8/NGEu+1YBe1NEekFg5M3LdEX7VaE3XBgpyzHpenVuDKGYeJ0McOfzPf12EUa8jL0OgYatRZGChJWUcLd+0j1xz5r4+1cgqf2eYnq5C46P7IOu7vwfwABE+HDYji6eOjh2rGh9UXJPVrkHjo/tAk9XTR08m9KR2zYSewEdv4AE0WT1t9GSpr6e0a1cRz386/Slex1RgNYgJsmXS67Bl0HtS8htF1TqtBpE5E5yqY9wbkDAbxKwn2yhlxut7g/pYkWU5ajNQd04NceTwh1kXgwz9Cy0snzEWX1CK0VBg1bN2bg0GUeC122vQZbEdFFgNvDKnBn9I4pjbj9ko0urt3TsDNZx9eL1evvPkev407ypycrr/EbYaeh/yOmrj7eT8atLr0OkS37u9YV3UUXgCUtY2VdAelBAFgVyLIRbnS8mba9aj0wkI0TKVewA6nYDDZqSkjxWrUeScPDNGvQ4ZmfagiMNmpMBqIBQOI+p0uP2hWB+MKSmkMMeAzWwgKIVj9wf1icShshpFinNPxD2Lz6fYdf1BiT3H3DhyMh9T6PIFI+tJlXSKDVZtTRN/L5vNONIuJ9q7s+tF5TjGK4cXYzXqaQ9GPg7a9YWLQquRvnnmrPV3Bt3ayeV0Ojl8+DDFxZGzKb/97W/z7W9/m6amJoqLi5GknrPtMs+sZ9n0MSx9qz5hu2K1086y6WMw6XVUO+3kGkVqnPa057XmGkVmr3w/FgA3OfBrjdPOQ18fxaRRfROOvwOoO9CStuxqp526hmaK88yc68jJSINeFMgVdfxxdlVKwNoJ5UUxuuL5rHHamVFdyoLVW3l86uiUQHrVTjtPTavk9lV1GemsdTpo8wWpdTrYWN+Y8jIvsBpoD0hMLC9m28FWhhXbEsqqO9BCtdOe9nzzugMtKdc1TjuCAMtnjGXJht2q/bdh1xHqGppZNn0MjW3+hDriAwfH562N5m3xBFXHRk1cm8QrIbVlDj5r9LBs+hgef20nN1QN5pf/90kCT499o4LaMkdGfmudDhrb/B1qg/g8b3x8hF+/uZvHpoyitsyhug21xmnntW2HY/w8OmVUrM/iYTWKLJs+JuUcd6VdMznHTgfysshfnvHUBNM83ejIe6QnoDfwkW8UWT59LEveSn13LJ8+lvwewANAvlnPi7eO48GXU+ecF28dFzsX/ExBk9Xuhd7AhyarpwearHYf9AYeQJPV0wWHzcj4MkdCAHMF48scOGy92yERz386/UnRC5XndQ0tFOQYATkmW9sPtXKtPb0uHa9bOWxGBvexUuO0s+1ga4J+W5BjpK6hOWWMPzWtklVb9uOwGdmw62hWvbbGaeeoyx+79/qOL/iooSV2xL1a7Oe3dh3h6bf28NS0Sh58eXvK+Jw4vC83r3yPp2+sRJZhb6MnLR01Tjt6ncDDr36c8PxMBJ/XoEFvPLXGUw0aOoNcsz621lWzhUHEvpZnFBN2vuhIjM8Vjv5X7uuIrOlC0fsyZLQ15xlF9IAULSseintDjP4ORtOIcWULRBwH4Tha5Lg84WjZujg6lWsh+luIy6PEHxPj8gKYgED0GUn1K3SGAYvdhEEnxp4p9CttJckyoiAgA3kOK2EE2kMSVr3I96pKyDWKfGfMAArMerxBCaNex6ACMzeMHUihWU8Y8IYk/vT9cchymD/MGkuRzQAIHHb5GFBg4n+/Pw6DTscXbUGKcw20egMsnz6WZzbu4aKSQnxBCV9QosBqiK1ZIWIvv7FqMJ8eaYutI56aVskLW/ZzwaCCFLuu2lx5qKWd+au3Jthh1dIV5hhT1hcK4tc5dQda6J9vTjuPJ68BO7peHF/m4P39zTx944XYTDqMepF7X0pdUzw6pYKSUxhLN7vL7iwi3ddJbrcbs7nnTVi/eSs1AO3m+iZ+8489HGrxMrO6FAFYeN1Iapz2hHQ1TjsLrxsVE+LFU0enOLggcqbrg3/bzp1fHUZ1UhkfH2rl/skjU+7XOu3MrC7l4Vd3smLzPr5oaefh6ytUaXh4SgU/+n8fEgLuTXJwAYzon5+WrhWb97FYxcGltMOKzfuYVVMaozO5/lqnndsud/LeZ8f50eVOJpYX8dS0Suoampm98n1ue/5Dbvz9FlZs3seCq4dj1AvogYevHxUra/mmfcysLlXlbWZ1Kcs37Utok52HWnng2pH885NjPL1ht3r/vbUHWT7x++PDroQ6ZtWUqvK8MZq+OM+kOjY21TfxXLRNFFQ77dx2mZMJ5cX85q16yvvnq5a9aO3H3HbZueyK0pLc59VOOz+63MnHh11p2yD5ujra/srHeote3cltl51LbZkjpS1nxOUDePjVnfxogjMl7X3XDOc3b9WnKIGKXKQcNnyaIeiEzPKn6xlHHSSPewU1TjsPX1/Rvb9uiIMJ0r6LHplSgUk9W7dCGHj6LfV3x9Nv1acsNLsrwpBiiIPIe2rhyzvOOB+arHYvaLLafaDJ6ulBb5DV3iCnoMnq6UK+1cjjU0czPmmtPr7MweKpo3v9rpt4/hV9MVl/+uSwi0emVMT0q/uuGc4vXt/FrX/4ICZbsgz/3//tUtdlyxzMubwspiMtnjqaRa9+zIzqUvrnm7nt8nOpdtqZVVPKL17fpTrGn9u8j3kTz+PXb36KIMDcy8tS9KvqJD12/uqtsXvLN+1jY30jv/nHHu6/ZkRKvtsuczKyX35a/XVTfRO/eH0Xi6eOZs8xD0vequfhV3eqtlet087Pvz6Kx9btTCnn7d2NLFi9lVZvoIM9pEGDBg09CyIR2y7Aj6Lv93goNjmIGOZ1nHDWSECIEw6geGdSEPBzwmklkNnWLHDCeRVfj1KmHFdmGFIcYmEizqdQ3D0xjhYJMHLCISWR6MBSPtkxxPEjx+UVo/mUz+8VZ5oQzaO0hxT9rdfpkZBjTq1wtCzlADydIBCM2hElBA672rHoRfySxC3jh9IuScy5vIxQWCbHIKIXBPSijh9d5sQdlDjS5sOo07Fl73FMop5QWCYUhiNtPvLNelrbQ/hCYTxBCXuOibqGZsYO6cPTb+1mRP98Dre2s+eYhz3HPLS2h2Jr1uWb9nHHxPNYsXlfbN6875rhrNi8jxFp7LrJc2WrN5Di4FJLB5HYYY9OqWBA3PpCwfJN+5hzuZNaZ2TN0y/fwpzLnanzuMoasCPrRSXN/ZNHcLi1HUlOv+a9Z802jrh8nCp0S53szjvvBEAQBB544AGsVmvsmSRJbNmyhQsuuOAsUdc1uHyhFIeQgo27G7l70nCOuny4AhLfXbaFxVNHM39SOW6fhM0sctTl54Zn/s0fZ1cBZAxou6m+CV8wTGVJIbOqS8kzG3D5gtQdaOGmZ9/hhotLmFVdij8UxqTXUZRr4oZn3okFmF0wqZxb//A+T//XhYQkmbb2ILkWA3pR4NaV7/PpUXfaANzZguQumFSeMRDvvdeM4IryYo62+phZXcqsmqH4glICnUumVTJr5Xv8bU41P08jKA++vJ2fXzeK5oAU4eWmC7lH1NHWHiTPauDB60ZyqKUdi0GP2x9Cjnr7f/mt8zHpdQyx5+APSdxYNZgbf/8Oi6eO5rF1u9T7r76RGdVDYr9/dtUwjrsDPDKlArcvBEKG4L71jYRl0o6NTfVN3HPNCC4u7UNIkvmwoZnZK99j9Q8vjQVAVCvbG5CYvfJ91s6toaHJy0+/OowFkwSavcFYObOi5Ywd0gerUU9Ylmn2BPnlt86PHYEhCgLLZ4zF4w9Rd6CF2SvfY8m0ypQ69jV68IfCDOpj4fUdR1J2n3kDErOee4+1c2v4rMmLXhQotBoQBYF71mxXb5vdjbgCEgNUn54etPpCWeWv/xmkp6toCUrcsjJx3OdaDISkMN9dtoXfTx/DOWebyA6gMSDx6Ks7eGzKaNwBKcaHzShyz5qt3HPNSIrONpFZ0BaQ0r/76xs7HWj2bKHNF8o457T51I/JPV3QZLV7QZPV7gNNVk8PeoOs9gY5BU1WTyf6F1hYMq2SRneANl+QXHPkSMXe7uBSEM+/xx/k0esrCEhhPP5QQls8MqWClvYAAwosMT3mwHEvF5QUcsXwYn795m62fNYce+95fBIFOQYsBh3BsMxffnApbn+kfTfsOsY7e4/zh1kX873l7zKrppSvjeybVnfcVN/ELHeADbuO8dOvlfPWriMsvHYE7cEw7UEJm0kf/WJe5oHJI9l9zM3iqaOpO9CSoJ9t3N3IXVcNix0Xb9LrYrren74/rkM6vfIb4PZVdcyqKU2wMQwstHDgeHtCsPt4nO7g8xo0aNBwNtESXQP/cXYVs1a+n/KOrDvQErPJnSwy2Zpbe8i66HTBYtTH1oYBSUIGQtFT4dqT0sqAySDiDkj0zTPjDkjkmPT4QmFMBpGDrX6Kco3ICEgyuAMSNrOB1qi9f0Z1aVLdYqxvvAGJRncgYd78w6yLuWfNdmalsetC4lzZ6A6onqSVnE5BiT0HXzDM9b/ZnDL+3v3sOBcNKeTea4YTCEkUWIw8cv0ovAEJb0Ai32KgONekOkd3ZL3Yv8DCmMGFNBz3kmPSZ1zzNnsCp+zYwm7p5KqrqwMiO7m2bduG0XiioYxGI+effz4//elPzxZ5XUK2wHit7UFmPPcef7p1HI3uALNXvq+ari0uSF4muH2hmJD8+dZxCeUlC89vbrowwSHh9kl8etTNlb96m9/cdCG3Pf9hh/nJFrQuG92fNXpU64un0x8K4w1ItGdQcjfXN9EelPD4Qxxobue6pZtV0626ZRyznntP9f60378Tu+5M8N/Pm9u57fkPY2WsumVcxrxtWcaGWpsoeTLR5Q1IHGvzM0OFPwUt3iDN3gC3Pf9O2jTJYyC+TqUOZXz95qYL076cvQGJxjZ/Qnv/5qYL09YLZyHodnsws/z1kEDJrvbM476t/cwbTroCV3uQjfXHqf3FP1Sf94T+6G6B5buK7saHJqvdC5qsdh90Nz40We0+6A1yCt1vjHcV3ZUP5QvcLys6wn/fPDOHWto53Hriy+M2f0T3HtEvDyDlvafoPPE61Z9ujeiI3oDE0TY/3oCUUEY6+IIRfbrVG+QXr39KqcOWUK6iu714yzhuTvPuBfD4JdV3s9sndUinT9YJ1WwM2dBT5FWDBg0aOgtlDexqD6q+IxW0+YJkCbF4Ujjd5Xd3hGXQCR139CmHSflDYVztwVj+sByZf90+KVZeWI6kUz5MSp47k+3fyvwNJ+Z+tXzJUOZKV5Y5U21O9QRCGcffZecVcUFJYcZy1dCR9ZLbH8IfCmf1A7hO4Ydd3dLJ9dZbbwEwc+ZMnnzySfLyMi/0egKyBcZTAsJmDUoYfR4fQDZTefF50iE50Fx83nRB6NLRmS1oXTa6M+WPD/ZrNYoYdLrY12fJwXgBPP5Qh9s92/1sfKkF7lPKyMZzZ/snPk82urKVbTOLeAMd503tOteSPVBzOnqypj/TQbd7SVD2HFPmMWfN8ry7oDcEl+8tY6q78dHd6OkqNFntPugtY6q78dHd6OkqeoOs9gY5hd4zpnoLH19W5JkNHPecOBYoXk9Vg9r9vDQ6VEf1TkXHTKerZXsvWdPEr+uIftgVHVIN2jjXoEFDb4Xyjj/b8/2X/T0bCocRdZH5SIkNlu6wdBmQwhGHkzegI89iIBQOo9fpCIXDeAM6bGYxVp4Udw8y29bVnmdbOyhQ+jAvS1+q9XVX8pwqKGulbDbxPPOpc011SyeXghUrVpxtEk4Zcs16rigvYnj//BTFcuehVgrMBtbfUUOOIRIE7+bx5xKSZFztQfKiRwU++/YebEaRZdPHoENIH7ywzEGOUc+fbh1HnsWAWa/j9R/X4A/KNHsDCAj0yTESlMIEQmEsRpHnZ11MUb4ZKRyp89Xba/ii1ccnR1xMGtWXb140iHPyTejQgQA5ccGrHTYji6eOpl++GYtB5IWbq2hpD6Y4nmrLHNiMemrLHKpbLGudDoY6ctj4s8vwBCVavUFsJj2SLBMIhrCZjaybV0t7IMSrc2t44G/bE3Zy1TrtvPSjatZtP8zv/rkXUSdgUwmyrSj4lwy14/FJLJ8xlg8bmnnx3QZuuLiES4ba8QXDrJ1bwxGXj/mrt8YC92YLIFxb5qCs2Ma6ebW4fSHW31FLjkFMz3OZQ5VGtbIV1Djt2KLBK9MFRga4orwIgyjw/M1VtKr0R43TTqHZQIHZwKpbqghKMn1yjJEgl0LkawJ/SMLjl7AaRbwBKYWeGqcdi0HHNaPO4RsXDWSw3ZpxXNqMIteMOodXt3/BoEILJXYr11ScwzcuHEhxngm3TyLXrOeIy8fqDw6c8SDoNqPId6sGMbt2KO3BcEz+LAYdyzbuxdZDgplbDWLGQNRnOph5V5FrFHl+9ljMRj0yQuS4UYuBayrO4YphjjM+PrqCTPKtyHJPQK5RZGJ5MeX981LmsF2HXJqsdhGarHYfaLJ6eqDJavdBb5BT0GRVQ/eAzaynX76ZWqedDxpaAFh1SxV2m4naMgcf7G9mVk0pF5YUotcJFOeZkGUS9DKLQRcby/E6XSRIvF31xBJFF6tx2jnq8lPttLP9UCtzJjipHFQAwIBCCxvu/Ap6MYO9wGnHZtLzx9kXE5JkPojqiBeVFJBnNmAz6Zk4vJjyfirj87CLHIOe/gWRD04FQUj52LQ2TmdM9+6sLXMghcPsOebGZtLj8Ydojb6XHDlf7h2FGk4PZFnG6/VitVoRhJ4RE1RDz0WuWc+UC/phM4pMuaAfM2uGoldCqFgMBKUwKzapr4XjnTFy0j21tJnWRblGMSVfurLS0RF/TQfzdgaZHE9qCIZlxLi4vkp8McVVFIp7/oUrSK458ttq1OMNhDDrRdV29YciJ4YBHHX5OK/YxsHWAH1zzRxzB2ly+ymw6Mk165BkmfaARJPbT65ZT0103isptCCFIzHD8iyR+/ubvDx904XYTHpqnQ4+aGjm+18ZSqndysThxeh1QsxmbDWKfP8rQ7lyeDE5Rj2SDO1Biff2HceRa2R8mYO3o7ZltbQ7DrXi9UvkWw30zTXhsEXyvB9dl1QOKiAUlumfb0FGRgqH2fWFC68/RL7VmDL/tnoDkR2Jvs7Pzw6bkXc/O06OKfPavTDn1M33gix/mTcunlq4XC7y8/NpbW1V3X22v8nDPWu2JSzylGDPf3mvgW+MGUSLq53CPCv3vqSe7oO9R7lz9cc4bEaev3kci9buSBgokUDeI7nhmXdodAdi9xZdP4qH137M3+POxFYC0L760UFun3ge9720PaXOB68diVEUeGjtx9xYNTgWDK/W2YdF14/mifU7mTdxGE+s38m0uOfJdazasp/5k4Yz+7n3ePC6kTy3eV8C3Uq621fVcWFJATOivxVnzKLrR/HE+l2s236EOROc1DU0pzU0XFPRj6EOGx80HOfbowrwCpH23FTfhNUo8tS0SlU6H5g8ksXrdyacG17jtHP/5JH89h+7+eFlZSntHU93ZUkBD147ksfXJZZxRXkR908eyX1RGtTa/44rh3Hvmm0d6stHplSw6JXt3FA1hFVb9qu2+xXlRTxw7ciUMuP7Y8HVw2n2BFjy990JSpSS5oUt+7mxanDsv1JXfL88cO1Ifvrn//DktErue2k7dQ0tadtXqff+ySNZtnEPs2qH8uKWBqZVDU473q1AkT0npZ9PBpnk9NixNjyCLj094TBFRbmnlJ7TgSNNbtokWPjydpUxNYpcEfrabWeRwo7haJMHryxzr8q76eHrK7AKUHyKx8epxrEmNx5ZSJH/E2NcpqgH9MWxJg8eGU1WTzE0We0+0GS169BktWfIam+QU9Bk9WSQTVfV0DEcamln/uqtfLC/madvvBCzQcfvN+6N6U3fHTcEs0HH0rfq2Rynfybrv/9VNYiba8/lvpe28WFUh3pxy35uSsqvoNbpYGbNEF54p4G7JpXz6zc+4VtjSpCRWbZpX0ra269wkm818tArO1Ke3Xa5k9kr34s5paqdduZc7qQ4z8yh5nb++uGBtPaBh6+vYPH6nazbfiR2P14nvqikkIenjGLRKx/zr71NqrphjdOeou/HX48vc/D41NH0L7Cc2s7rIdBk9eTh8Xi46bf/4PkfXkZOTk7s3neeXM+f5l0Vu6dBw8mgIzZga9iLR0hv47WGJdCJEU+L7Adk0BlAFlO8XG3hELlCdK+KHM0HeGQyrItI8UrJAghynGtJkCEcBkGMlCuIsTqRISBLGOEEnQrSeMsa/X4cJlPWdAqOB/30MUTSB2U/BsGUPrEa0pQfTrotAsFociHunh8wRNOGo38CYASUg/TkuHyRMmQEhGhamRACv/3HbuZeVkYYkOQwBiGSSiKy/q5raOHpGy/EatShE6DIZkIn6AjKYY66/Px+416+O24INpOOPjYTR13+hLWA1SiyfMZYnn6rPrYGSZcWIh+TPDF1NAD7j3tZsmF3zGar2HmT5+f4+VdZ78Rv2Ojs/Hy4pZ2DLV4KrEYWvpzqv3h0SgUlp3C9qzm5TiEyveA+b/ayYPXWtJ7LR6dUcM+abTw2pYIFSY6w+HSPTamg9hf/YM4EJx8famVE3M4wJXihcj/+zM0ap50LSgpTzuGsdtqZf1U5i9fvSlvnnAnOyBdmcY6lN+4cz9MbdvOTK4exYM02KksK0zqeap0OfnbVMH795qeM6J/P8k37mFVTysTyvjR5ImeQ1h1oSfj6q9pppzKO3prownn2yvdZNn1M2tgOAMumj+G5zZ9x0ZBCvlk5gAde2RFrpz45Rn71f5+ofhmXro1qnHbuuqqcWc+9xw0XlzBxeF+Oe/wU5ZoQBYEDze3oo18JPL9lv2pw3SvKi1hw9XCOuvxIskwwFI7xPKumNG1f7jrUyu0Tz+Pz5vbYvZ2HWrmxajBzowF+q8+1U2A1Eg7LNHkDhCQZZ1EO9yQ5uGL9UebgZ18bxsbdx/jXnqa0zkKlTytLCvnoQAuPXj8qYYfdF9FdbounjmZ53Isx/igcgOI8E6/vOJKwg+zRKRXcHR3vd2cZ74POoIJ/oMmTVf5ONT2nA583eVj4yg7KVceUi4XXjmBgD+CjN/TH500efvf2ntguhrb2ILnRXQzLN+7l1vHn9pi+uDvNO0WT1a5Dk9XuA01Wuw5NVnuGrPamvtBktWvQDOcnj1ZvgDmr6mIGnzsmlvH+Z8e5IE4XVu4pfZvuA805E5wcPO5h3sTz8Pgl3P4Q5+SbuW/NNj5oaEk4WtSk13HU5aNiYD7bDro4f2A+h1t99M838+hrO1V121qnnWvP74/ddsJY2C/fwn8ONPPwqzsTYnLHpw+FZfrmmVmR5JSLT3e+is5c63Rw3+ThrNv+BZ9+4WLBpOF4AxK+oESB1UBLe4g2XxCdIPDvvU0Juj+k6v/jyxwsmVb5pdzRpcnqySOdkyv5ngYNJ4NsNuD5q7fyeAdsvGo7t4j+1sXdC4VlDFHbY3z6ha/sSDg1LN52uPDakSn1hsJyzIaJSr3J6OjOr3i643dmdTb/qUIw2l7xu7Y8AQkZGbM+4sjT6wQeXbeTeyYNRybSNkfbfPTNNaOP5vUEQpj0YqztF6zZxviyIsaf56A1GmP192/vZcHVwwlJYbZ93soQRw5hWabAYmTRqx/H+v+OiWX0zTVRWpRDvsVAa3uQJRvqqWtoYcm0So66fJQW5bD3mIdXtx1OGTdWo8j9k0dwydA+/HtPU8a0ELH//vJb5/PTP3/ExvrG2Jokkw1/fJmDX3zrfH76vx+pnkjW2fm51RvA5Q0SBrxBiTZfkDyzgcIcI33zzB0qo6Po1scV9ia0+UKqi0SATfVNeAISm+qbcAck1UGmpHNHF4KVgwpYuqFe1aECcFPV4JS8M6tLU9Jtrm9CL+oy1jl/UnmsPgUhSeal/xzm+19xsrm+iVnVpWkD2W2sb+QuYRgbdh3jpqrBsaB3lYMK0jqrlDKT6YDsQfn8oTAb6xuZUT2EtoDEhl3HYu20bPoYVSVAqUOtjTbVNzFfiAQQjqc72dm2bPqYtP3x913H+MnXyrnp2S0p+bL15bSqwQnBhAHuuPK8WDsu3VDPK3OruXbJiWDo6+bVph1vG3c3MuPSIZSfk8cvXv9UNU18nyr/2wISVz+5kWXTx/CdZ96JpS3OMyWMn+Sghq/MrU64Vsb75rj/aogf72cKHZW/7o62gMSbu47xZpox9ZOvDTvDFHUNvaE/2gISf9xygD9uOaD6fNq4IWeWoC7CHZ2j1KDJatehyWr3gSarp4+enj42oHfIam/qC01WNZwtNLoDCQafigH5/PrN3cyM04WVewqS9ejk+7Nqh3Ltks1YjSJ//v4lMV1VLc+y6WO4+6/bYvpkJt12Y30TM6K6raJ7rptXyz1rtmdNX5xnSq9LxqVLvN/I583tMd5vv+I8yvtFjL57jrq5/unNGT9WTdb/397dSKM78KV0cmnQoKHno80XYnMnbLwQic2Uzd7pU7n3913HEk7tisdPv5a6ngjLMrovyZGd/qTriMNLwBfXzuu2H+H2K86LXeeY9AnPZYRIOJfotTJfyQjkmCJuFcXmCwJ2mwlL9BjKcDS9gooB+bE6lPzxz4vzzOSY9PTNM6uOG29A4u6/bmP9vNqsaSFi/232BGJHF8fWHhls+G8reVQcXMrzzszP+dYzdwSx5uQ6Q3BFvbvp0BZ93tF0HXH0dORefJnp4PZJKXldSfRmo8ftk1LSdZYHpYyOBuP1h8Ip7dmVdouvOz5NctpsZafru67QFE+P2nW2cZStzvg0yv909CfXnY3WePqyjndf5uenGt2Nnq5C46P7oDfwANnnCU1WuwaNj+6D3sADaLJ6utAb+OgNPEDv4aO7yaqGjsGV1C9qemFHdT3lvtsnxY409PhDqmnT1ddZPbKjOmI2/S4bTwAuXyjud9dsGJocaNCgoaeiMzYv5Xw1m0mPO8M80JUdUfHlx8oRBE73oW46AcI96Ny4+H4Ky6ATss+Dbe3BBB7jbabKPJpcTvw8qxOkhPzxz7LNly5fKFZPR9Im19GZPGrorvOz5uQ6Q8izGDI+z40+72i6jjp6st2LLzMdbGYRbyAxb14SvdnosZnFWDrlOLtBfTKf4ZlcplJGfGDeZCjBeAEKrIaU9uxKu8XXHZ8mOW22stP1XVdoiqdH7TrbOMpWZ3wa5X86+pPrzkZrPH1Zx7s58/NTje5GT1eh8dF90Bt4AMizZqYzG5+nGr2mXTU+ug16Aw+gyerpQm/gozfwAL2Ij24mqxo6hryk8aWmF3ZU11Pu28wR3XjF5n38eOJ5qmnT1ddZPbKjOmI2/S4bTwB5Zn3c767ZMHqKPGvQoEFDMrpi83L7Qqd8/ld7jwoCKY6vU42O7Eo7G4g/ujAe8e0eCofR63QJeZLTm/Q6ci0GpPAJHhWbqdsfis2jok59TWAzi4g6XUL++GfJNvhk5Jn1tPmCHU6bXEe2+Tg+jxq66/ysObnOEHLNemqc9rTnrucYRWqcdmxGkSvKixLOUzUbRD5saGbnoVZsxhOOngnlRQlxnJR0Hx9qjTl64utIvgcRp1BICmekzR+UKMo1UVvmiG1X1IsCV5QXYTHoYmWnczzVOO0cdfm5ZtQ5nFuUw+ofXkpbexC9Tscbd47nixYfWz47nhKTq+5AS8whdslQOx6fxPIZY9l2sIXZNaXoIOF4hviAtzVOO7kmPbZou26qb8JhM6bwEY9apwOInHHqDUgJdfuCYV67vYZQWEaWYcWMMZyTb+G122s40NyOQdQhyzITyotUjx2siWvneL6UOGHXjDqHb1w0kOI8Ex6fRL7VgE6Awy0+ci0G5kxwJsS0kmV4fvbFDCy04g1KuNqDrJtXS1AK86PnP8Ri0KUdR7sOuyjKNbFx97G0fVbrdFCUa+KFW6oISTIv3FKF1aBjUKEl9nxjfSNWo4gsn7hW2i8+JpeAwLLpYxAFAW9Qok+OAZtR5E+3VpGTZbznGjMrWKca8eMlGYp89gTkZuHjTLdrV9Eb+Mj27s/NsnjoLjCJuox8mMTsjvNTCU1Wuxd6Ax+arJ4eaLLafdAbeABNVjWcerR6AzS6A7h8QfIsBhw56Y/VcdiMjC9z8HZUl1R04HhdePuhVh6dMoq+eWb8oTDFuWZqnfaUYwXrDrRwRXkRAjBxeF+Wbqhn7JDG9LpqmYOhjhz+fudXaPEGWD+vFpNexy++OZoHX96hEmPLwXF3AGdfG8tnjOVIazs5RlGVFojo0kdckYOwREHgsSmjKI7yoOhnyzft46LBhQyx5/C7716EQdSduF9SwMBCKy/Pqea4O4BOEGj1Ro4zctiMXDm8GJ0AL91WjS8okWMSAYENnxzhd//cy0UlBfTNM7HmtkvRizpc7UHCshwrQ4MGDRp6EnLNeq4oL+qwjRciu5+sBlE1RpfiZIn3TSnPO7vWVtsR1tF7HYU3KHV5na/mVOoKlNhj8eX5QmHCsoxJr0OWIzG5lH6SiTj/DrsC9Mu3oCNy3KA3EMKsF2NxzK4oLwIi8dJc0Z13NU474Wh9TW4/BRY9wbBMvsVAjdPOhw0tfP8rQxlit/LuZ83kmETyLQY8/lCs/7YdbKVvrokck8hRly+9vbbMQWGOkboDLappk22yZoMutnZR1ivbDrYmrAesRpHvf2UoVw4vxmrUE5ZJux4ZX+bAYVOflzu6purM2qszEOTTvUfxS4RsAUL3N3m4NynAcI3TziNTKlj1zn6mjRtMMOBFb7By70uJgQmVdA3HWvnuc3UMKrTwh9kXc99L21PSPXz9KL677F0ONLefuDelgifW7eS17UdiaRWn0Bs7DvPDy8q476VU2h6+vgIdMo+t38UdE4exaO0ONtU3cfGQAp745gWs2rKfaVWDWbR2B9OqBrNi874Ueh64diTLNu7hB5c5Vem9f/JIfv3mJ0y9aBC3r6rjwpICZlSXsmD1Vh6fOjqlzGqnnZtrhnLc42dE/3wOtUT4rDvQwvJN+6gsKWBmdSkD8s04DOAR9DyxfifzJg5j8fqd3KhCp9IWCj/JdStHSKTLd/uqOipLCnhg8kieWL8z4TzcGqedRddX8NSbn3DHlcNYvG4n37hoUKysdH2ZXLZC332TR/Lbf+zmh2nac9H1o/jdP3bzg8vOUx1H908eyZNRWlq8QZZs2J3w4qp22nnw2pE8vm5ngsNOKfuJ9buYetEgXtiynxurBsf+r9i8j7qGFtV2qnHaE/pUyfOPXUe4ufbctOPdGg5RVJTPqUQmOd199DgGnUlVFh6ZUkFA8lNW3OeU0nM6cOzYcbyCiXvT8GEN+ykq6gF8NLnxykJ6PpApstvOIoUdQ6Z3/+BTHFT+dOGTw8cxGdLLhi/gZ1i/UzumNFnVZPVMQ5PVrkGT1Z4hq71FTkGT1a4im676ZcShlnbmr96aoAuNL3Pw+NTR9C9QP3XkUEs7C1Zv5e3djTEdUdEhX9iyn/8aN5gVm/YlGI6WTR/Db97aE/soEGDSqL4suGo4R9p8tPlCzF75PlajyG9uupBlm/al6GfJeuHtq+q4qKSQOROcgMzM596PObpqyxzMneCkwGrkxt+/Q6M7QG2Zg0e+Por9zV7+5597UvTOOZeXoRPAHwxjNoos+funKR+UzrnciS8Y5vl39nPjuBLmvBChR7n/oxc+TKRvcCGLo23ZEJVbtTJFQUAQoM0fYtmmRD0yW3/0RmiyevLweDzc9Nt/8PwPLyMnJyftPQ0aTgZZbcCNHqyyF4+Q3sZrDUu4CJGHHr9OhykcBp0IYQkEXdQ7k+z2CkM4BDoTrZIffYa1dlDyk68zqXusZAkEMeYBag+HsAAISR8MCRLIIm7Zj00wJeZNLkvh3e2nb46EWbCmNlwyLUpeWQKdSHPQT6HeRHMo8l+WJQTh5BxmHlkiRxAJAUpJQSI7f0KAgahDS5YwCCJ+WSJH0KFDIBgtQx/97wV+/eYn3DXxPMIICIAEhOUwekEXq1dGRorGP/vCdSKamk4Au80UKVMQkIBFaz/mv8YNwWrUoROgyGYCQZe2Xwfbc/iipZ32oIROgEOtPpa+Va9qk7UaRZbPGMvTb9Xzwf5mnr7xQmwmHYU5Jha+vIMPG1oS7j348o60tt3xZQ4WTx1NP5U5uaNrqq6svToKzcl1CpHpBfd5s5cH/7Y9wXtv0uuoO9DCrkMuplWV8MKW/Sy8diR3JyltCmqcdh6bUsGnR90M6mPl56/sSJvuwetGsvuIO1bHx4daualqMGaDiEHUYTHqCEkyvqDEwAILC1/ZkZa2CcOLOdTq4+NDrbGdY0r9d11Vzq/f/JQR/fMZU1JIvtWAXhRo9gYx6AQGFFj4orUds1HP4vW70u70mlldynObP+PnXx+JXidEz6EVePS1j1W/NKt1OphRPYT5q7dyw8UlXDLUjkHU4faHYl+TLZlWyXnFNh5bt5MFk4Zz95ptMYeV4tX2h8LkWwzkmvXc8Mw7eAMStWUOfn7dSB742/ZY3XMmOKlraE57RGJlSSFLN9RT63Tws6uG0egO4AtKFFgMDCq04AkGOdjsZ+1HB7nzymHcE7fAXzZ9DMuTXhzpyn50yigeemUHt088L2N7PjalIu04Usr8T0Mzi74+is+aPBj1Iq3twdiW1ee37E+7I+2CksJY+z63OaLAKW361RF9+cX6XWm/DpxVXcryzfuoLCmkrqGZ+VeV88T6XRnH+6BTbKzIJKcHmjxpZWHnoVYWXjvylNNzOtBb+Pi8ycOSt3Zz8/hzCUkybe1Bci2Rd8yzb+9h7uVlDOzmfHze7OWBv21P2HUb3xcPfX0UAwtVFn7dDAeaPDz4yo60fJyOMaXJas/hQ5PV7gNNVk8PegMfvUFOQZPVk4FmOE9EqzfAnFV1ab9SXjKtMu1XxcoXyK3tQQIhCUeuiWNtfvrmmXkwTodUYDWK3D95BJUlBRyMfohalGtix8FWXt12mJnVpcxe+X4s7a3jh/LVEedwuDXxY874U09O6Ih2rq7ox/mDCmjxBsm16Nl5yMVhl4939x2PpYMT+lVAkglKYdz+EBajiFkvgiDj9oUQBR2L1+9Mo4PbuWhIH3795m5qnXbOj6NBuZ9CX5mDX37rfH76548SnHwKqp12Jlf0o2++OcXB1dH+6G3QZPXkoTm5NJwJZLMBL1i9NaNtTnknQ8R5EgrLiNHdQsl+oHg3F0nPsq0nMpWn/A5GdyGpoSs7utpDEhb96TklIKRCazAsY1ChPzltfLqN9Y2Un5OL3RZx3HkDIXKMet7Z28Twfnl8eqSNiwYX8p8DLbQHJC4aXIhe1PHA37Yzs7qUUkcOTR4/uSYDLl+Q+qNuACpLCqhraGHj7mPcOHYwQxxWNtU3IgOvbjv8/7N37/FRVHf/wD+z990kuwm7hItyiWyUW7BRFCQJCmoVBYXyWIs+LRdb2yJoH+uveKkVC96qVStoH7Wg2AraluIj4qUiKgQFBWK5awIRggFCQrKbvc7u7Pz+2Mywl9lLQi4zk+/79eKl2ZmdPWdmvnPmnDNzDi4Z2gd7jrXg4qEFuL5kAJas349Z44bg1a21OHCiFU/914UY1jcn7XFdMr0EOQYt/r3vJN7fdxxjBuVj0gWFMBu0+P3b+1Leh4wdUgAA2PHtaXx44CRGDrTh+yP7Yd93LhT1zcGyTTUp3wgbVGBBP6sx5ZtZ2dxTnc29VzaUMZ6DCrQGwvjo4Km4N3xizRo3GB8dPIV7ruEkL34AUFnTBA/L4bZVO7B+YVna9QIhDvNf3xX3+a3jhuDWv2zH+oVlmLZsq/j5e3dVZExbP6sJyzfViB0fwu/fr9Vg08FTkh0iwrZ/+FL0N6VuWIX0LpoyHFtqGhEIR8ADuO65SqyYPVby5hqIXozmlA1Fo4fF8k01WL6pBusXluGHL34Zt56H5fDu3pO4Y3Kx+Ps+lhNv9AXrF5aJlYYt1dF0xP526aD8pO8IttY0YV5Z0Zl0tQ4VKynCtmP39+2XO+O2XWg1ptw3idv2sBw2HjyFu68ZnnZ/etjU55GwzeWbauAPRxDhgVv/sl1cvmL22JTHs7KmCXPLis7sq4R9WjooP+Ux21rThHunDI/7fZ1Wk/F8704elksbC/dc073p6Si15KOV5fDmju/w5o7vJJfPKTuvm1PUfq2BcNpr5D3XpJ/QUy48LJchHxSrHaGWfFCsygfFatdQQz7UEKcAxSrpPI0eVrKRBQA2Vzei0ZN6mDybJTqszqEGD658+jOsX1iGWS9vx7t3VUjWhXwsh/v+tQfrF5aJ9cT1C8tQaDWhsqYJ3xtcIA415GM5PLuxGleOKIyrU8aKryM2YU5ZEY67ok+J+0McfrN2D1bMHotnPqwW1wPO1K/qW/y4bdUOrJg9Fv/1v5/HbTt9HTz6W+n+Pyl91Y1o9rKSHVyx6/bNS10nznQ8CCFEbloD4Yxtc4ltXpG2t37aqzPuJzr626lYDNpub88LJvydau4xYb1+VhP0Oo3YvsmDgZflop1eDJBvMcAfiiDPpEeeSY8wD3DhiNiGLQw9GQFgNmjRz2oSt9PPasJ7e0/ivb0nsWL2WBS2LRPKvGc3VuOjg6dwQT8rNh48hVnjhmBn29tTL1cexgPXj0x/XP0h+FkOfXINYh3lmQ+rU5bhwn3IR3dfDgAotJrE7ZcOykeh1YQcoy6uHE5sO3//roqU5XC291Rnc++VDerk6iZufyjtcmFCvkzrtbYt9wTSXyyklgu/kbgs27RJbb+1k9PbGgiJF6FMkxQmLo/9jYq2sdFzjdFT3O1PX+FNTF9ivtqTlnTpiqYllHZ5um0L6cq037M9pq3+UFJ6s82r1HqZvivkNfb302kNpF/e2TLGXzenp6MoH/KhhjwA8suH3NLTUZQP+VBDHgD55UNu6ekoNeRDDXkAKB+k87gz7ONsjoGwjWzrxrH1Pk+AE+tEKytr8dys0rg5p9tTR0xXL0tcFlv/60h9LtXvpqtTugPp6+LBcCRjfikmCCFKIpTzWZX3fNtbWgyDzh5sLbaNNZ3O/u0IH307uCfZzPq0+18oezQMl/R5szdaVrpjyszYMl74XoSH+N9U7azpysfY8nheeZE4PGA2baV6rabd7bmtgRD4FGnIVA6nK8uzvafqjHuvdHpFJ9fixYvx8MMPx33Wr18/nDhxAgAwZ84crFq1Km75uHHjsG3btk5Lg9WsT7tcGCYu03p5Zj3eWVguvsKaSq4p+bVQ8TdMOryzsBwn3QEsWrsbVrM+aQi/2MllLXot+uQa8OqcS9qGI9QgwHJYNfeSrNKbKj1S6c0z6WHUaWAxaMX0ppK43GrWYeWcS2DUaWDPMSDQ9jqnxaCF1awT83hmWEUNmr0suAiPfnlG/HXepWC5CBiGAcMweGdhOUJcBG5/uG1i3OzSUphnxIrZY8X92DfPAItBKz4dkLjPMu2b2G1bLXqsX1gGf5CLO4aNHjZhX2R3vtksejAAVs29FOFINO8WfXS8VuH4J05iXJhnxPmFuRg5IA/v3lWBVn90osAQF0Gzj5X4teS8Cr+fl+HcyzOlz0dny3g+d3N6Ospq1sORa8ATM8eg0GqEJ8Ahz6QTzxfKR/fJdH1VQh4A+eWDYlVe1JAPuZ3jHSW3fFCsyoca8gDI7xzvKLXkQ8msGfZxNsdA2IZYl81wXPMteiyY7MTKylrkmrTwsdE6kY/lcO/a3Vhz+3gEQhH4gmFYzWfWja2PCdsf1MeMF269CCa9Fufmm6DTMvCzEXhZDmt/OQFGrXSdOs+sBw/gnYXlyDVq8dd5l4IH0CfHgBAXgV6bfR081f8n/p1nSt/s1M9qhNmQfh2KCUKIkgjlfDb3wsIbR6nePMpkUIEZz996EXRaTVz73B2v78r62tnR307FEwhnzHtX45G+LuIJhpFn0ont6+L8XSyHcISHUaeB1ayHl+XA83zctnJNWug0GoQjEWg1GnARHv5QtKzOM+vbpuCJMum1YgeixaBFP6tRXCaUlSa9Nm4EsTyJdFsMWvz88vMw6YJCMc3C94VlQ2OGupa6H+ljMSDIRSTL70xt09Y0ZXm291Sdce+VTq/o5AKAUaNGYePGjeLfWm38wbv22mvxyiuviH8bDJ37KrzVpEO5055yjqSquhZUFDuQZ9CmXK/caY8uf/ITvHH7uLTrNbjjX9SscDqw5zsXypx2vLfvBJZvqkG50443br8MRi2DFbPHYvnHNXGvIpY57XhlziWwmnV46oOvMWvcEDz176/jXl98767ytOnQaRkxPZnSW+6047jLj1e2fosVs8die+1pcdiGVPssdhutgRDmvfpl3DpPzijByjmXwBsMYcXssXh5y2F8b1B+Uj6uGl6I/3ftcCx5J36eM2GS38On/KhwOlKOIy6kpcLpwDcnW3H/ur1x+/65WaXi5MAaJjoZsPCKZrp9E7ftYgd217XgN2v3xOX79Z+Ox61/2SZ2dJU77chNcx4J2yxz2lF1pBn9bWbw4JPmBStz2sV0x47/fqzZh5d+MlZy4sxHZ5SkPWYN7iDKnHbs+c6FCqcDiPBYOfsSLPu4OuncWzn7krQX0a5gM2jjjk2simIHbIauGVO4s9kMWrxx+2V46O29Scfojdsvg0Xbea+hd6VoPsbjobf3SeRjPCwZKuFyYDXpUl5fV8we2+3neEdZ2yZNT5mPbo4NilV5oViVD4rVrqGGWFVDnAIUq6TzOHINmFjswOYU80I4cjO3BwjbEOpzkUgk7XH99/4T+OpoM56bVYpTrUE0uAOocNqx82gLHp85Bg+/vS9pgvnY+pjFoBUngo/dfkWxA3dcMQzzVu0Q620VxQ68MucSbKuN316Ii+Dml7aJfz84dZRYlyxz2rHo2uFZ1033fOdK+jzx7zKnHS4/m7oscDrwzYlWfOcKpKxHZns8CCFELmwmHVbOviSrNt5QhIdBw8TNu8UDEO7MhL85IGkdLYC/3nYpHngr+R71r7ddCiPDINX7OZqYbUWQfu6t2HU0Mesmfk9MOwPk6s/cy2gS0i98Fvv9xHnHIjFp1LZ9Hzgzr1bstsI8Dx1zZj6zCICTrUH0yTHAoGHE7Qrf5RHtiLugUCemIcJH30AbaDNizzE3AGCYIweD8k3YU+/G+YW5CEd4VDgdaPGEMNRhwXcuFvmWaIem3hbtvOIBNLijZVrV0RY4cg3Y950LRp0Gr865BBb9mXNiz3cuXDW8EI5cA061nmnHD3ORuPPGYtDi+VsugkmvwRPvH8TWmiYsmOzEQJsJk4f3xY/HD4VJr8FXdc3i7ybeL1gM0Rcaak95wYMXy9yquhYMtJmQY0x/rhbkpC6Hs72n6ox7r3SUUZvpBDqdDv379xf/9e3bN2650WiMW96nT59O/X0GwOIbRqGi2BH3udCJsr/ehflXOGEEsHR6Ccqd9rj1yp12PDKjBMLhXrC6CotvGCW53uIbRmPR2t1xvzF/khPn2EyYW1aElZW1AKLjvy5+ey8YAC98XJN0Q7m1pgnLP67BV0dbMGKgTXxtMtbtr+1Mmd4l00vwl82H8ODUUfjnzjo8OFU6vb+bNgprd9bhd9NG4Tf/3I0t1Y144ZNDYnrLJL4Tmw8hzwtWVyWlPwLg+U3V+PLbZrzwcQ1GpsjH8IFW/D6hg0vYxitba1HvCmD+pGGoSEhLWUxaKtr289INB+LW2VLTiFe21uK314/AHZOcOOUOYv4Vw6KdPAAWrd0tuW9it13mtGP+FU4cdwfi1qmsacKSd/bhiZlj4vb7r//xleRxiT3f5pYVYcmGAzju8mOlxCS/Qt7nlRfFfddZmJvUwSWk5eH1+7D0xtFi3gTCMVu0djfmlhXhHJsJ8ycNgz8UxvMfV0v+9vMfS8+B1pV4APOvGJZ0zgn7v3NfHO86ESCpIQ44E/PpX2CWDx5IaowDhHzsU8TxSHd9feGTQ5B/s2iU3PJBsSovFKvyIbd8UKzKhxriFJDfOd5RasmHktksBjw+cwwmJtTPJxY78MTMMVnNCSFsY92uY3j4xtGoafCkPq4fHwLPR2Pu1a21OHjCjfHn2bFgcjEevH4kXtlam1QXFdYV6mOxQxnF2lLdiGUf14jrCZ8t/7hGfDK/3GnH0ukluCNm3u7EuuTWmiY8u/Eb3HPN8LR10wqnAwsmOcEwyXXzxDrs3LIiLFhdhfumJG9TqD8v2XAAKytrJev+7TkehBAiFxEAz39cnbGN1wjgdNuISMK9mNAhw7X9C7f9A4SOoOiaQsdRYgcXEL2+//atveAAGBF9w0UPABEe2rbPYjuW9G3/L6yrA2AAxHXRto4OZzrc+La/NW3/dG351uFMB5fQ4cQJv9/2X33b50I3mLZtG0ac6aiIfdyHA8DzfDSNGkZcR9f2G3qGQTDCiWnlItG3tIT9pQUPDQADE/1uhOdROjgf3hAHNhKGBsCfNn4NnYbBnmMulJxrRcm5Vmg0DHRaDUoH5WPX0WboNMAdk4bBZNRg2cfVGGg1w6LXotEbxJ5jLuw55oIvyGLCMDsWTHLit9ePwLMbv0F/mxmlgwtw6JQHT/77a8xpK+8YBvj198/Hsxu/QWHMG153vL4LS6aPFs+beeVFOO7yY3nMPcbKyloMsJnx/75/gbhs6YYDmFtWhN9ePyLpfmFeeRGWbarGkg37McBmxoJJzugLBm3b0TJI2c/w6IwScc4xKdneU3XGvVc6ynjUrRNUV1dj4MCBMBqNGDduHB599FGcd96ZCZY/+eQTFBYWIj8/H5dffjkeeeQRFBYWpt1mMBhEMHimp9Xtdqdc1xUI48crtuPvP78M3zb5oNMyKLDoEeZ4uHwhjBxow22rvsTaX07AHz84gMdmlMDDcmj1h5Bn1iPXoMXD6/fi19eMABCd1O1HL21rG9KAgy/IIc+sxwmXH//efxxPzByDYNtwfVV1Lbht1Zf45y8m4L/+97O44Q4qa5rQynKpJ5etbsScCUNRaDXFPS0maPKyOHbahweuHwEejJjeaC94BPOvcMIX4nDnlecDDI8lN45GIBxBayAUHZpQq0GQC2PmxYNwy8tn3kbaUt2IB66P5vXB60dGe9mDYVj0WlgMWgS5CF6deyksBi3yTDrM/PNnSUP2ARDzNqesCE9+8A3mlBVJ5iP2tdBEwsSAt63agQ0Ly3Gs2Q9T2+8atBqc9gax9pcTYNJpcP2yyqTh/YRt/M9V5+MnK7/Amz8fj5tf3IZ3FpbDy3IIsBwaPQE8OqMEXpaDyxd9vVirAY6c9mHZrFLxGC6bVZq07cqaJjxw/Ui8e1cFwlwEP1mxHXXNfvx4xXas/uk4eFgOnkAYOSYdeJ5HYyuLkQNt4hOB/domPE6V90XXDkfpoHxU1bXgzjVV+OcvJ6ScFPijg6fw/66N4OKhBZhTNhTBcASD+ljQ4A5AyzB4+ubvQa9h0G+gFTe/uA3/+MVlaSY2boQ7EMY5kkuz1544dbMcblu1A/PKizCvrCgphtb+csJZp6c7tLJcymMkxLwSuDPkw81ysj8erkA47fXVFQhjYDenqSNcGcoJF8uddT4oVuNRrHYvitXsUazGU0qsqiFOAYrV9mhPrPZWA/PNWDarFI0eVqyfOnIN7WpkGZhvxiMzSnCyNYBhhblp6zZzyoYCiMbc/dePhI8NY1ttE74/oj/uW7dH8nvRCe5HYFxRHzhyjRnrrHG/Wd2Ie68djitHFKLBHUTdaR/qmv0S2x8u/r3p4Cn8ZPxQfG9wARZNGYEWH4u+uUZotQyavSxem3cpKmsaMffVL/GPX1yG6ReeA3+Yw6p5l4oNirF1WKHO2eAO4nuDCzA3pizom2fEj17aJtaf71xTFVdenOfIwQCbSfUdXBSrhChDe2K1te1+pZHlsPyjryXbeB9/bz8WXHkBLAYd3GdxL5npHrU15rMIz0PDdP2jNOmGP+zsoREFPIDGtve9eDAw6TQItM03ddIdQD+rSezYC0d4cci/75qCGGBj8K+vjuPGi85Fn1wj6l3R49zfxojr55r0ONTow/zXd+Efv7gMf9/xHb466sJzt5TCqNeiT260k+rHK3fgV1c7cc2I/ijIMeD+dXux7fBp/OMXl6HQasKmg6ew7fBpzCsvwuThhTjuDmLTwVMYc24+Kpx2bKlpQl2zHz9Z8QWev/Ui3K/VgI/wOOEOxB1rH8vhjtW78NfbLkU/q0lcdueaKrw279K4EcaA+HbvO1bvws8vPw+Lro2W/4EQh765RmgY4JHpJfCFOLQGQrCa9CjIMaTt4BJke0/VGfdeqfSKTq5x48bhtddew/nnn4+TJ09i6dKlmDBhAvbt2we73Y4pU6bgpptuwpAhQ1BbW4sHH3wQkydPxs6dO2E0GlNu97HHHkua6ysVtz+ERg+LU63BuCH1pNbbeLARGw9+Irn89olnJmFr9LCoPunB/Nd34YVbL0KTl8X8mCezErn8IckOmEwTIaabuG5eeRH+vPlQyuHp7vn+BZjxwmfiZ2/ePh5zX/0S88qLUD7MgR+9nHres8OnvGLeYvP15u3jxSEWhL+lOrhi85Zuct1MeRSW+1gOJ9xB/HjlF3jh1otwqjUYl64Xbr1Icv8KGlqD8LEcPAEOPpbDSXcQs17ehjdvH49b//KFuI10xzBVOlt8IcxK2Jd1zX4cdwXww5e24YVbL8JNL37erm0KjjX749KUaQJEly+EZzdWi3/H5kkYYsPHRveB259+IsrOmGC4vXHqY7mUlUelTHislsnM1ZAPNeQB6J58UKwmo3x0HzXkAaBY7SpqOD/UkAeA8tEe7YnV3sxmOfuGFZvFgMONXhx3BdKuF1vvcvlCaPaxeObDahQX5qX9Xt1pn1gvznb7giNt3wWQ8vuJk837QtHr9sgBVsn6uLjtJh8AxG0/VV1W2GasxPpzYnnx1vwJqu/gAihWCVGK9t4DC//dsLcBG/Y2SK43u+w8WE16uCTuCzQMA57nk962TzesYKJWfyhuXaZtmz3JZtZnvA+SomEYRNqRdi8THYIQQFv745nfjPDRIRWBaAePsMwbjC8PhfbPCH+mjI1ty/ymwYPDp7wosBjilj+64Ws8uuFrsdwVvhO7jlDOCl7afBjPzSpFBNGOy7pmP25YvhUVxQ786spiyTJeaFtO/KyhNZi0buz3fSyHZz6sxjMfnmm7fWv+BHxvcIHUrsxatvdUnXHvJaVXdHJNmTJF/P+SkhJcdtllGDZsGFatWoW7774bN998s7h89OjRGDt2LIYMGYINGzbgBz/4Qcrt3nfffbj77rvFv91uNwYNGiS5rjBBndTkcVLrpZL4fWGCuMSJXqWkmkQu02+m23amN6DunRL/hIDVohfHBS0dlJ/V70pNlhu3zTTpF5Zl2k+Z9l/iRHxS67d3G8J/Y9Of7TYSpTq2eQn5b882Uy3PdA6nOkeB6IVUeKoAyDyxYWdMMNyROO3K9HQHyod8qCEPQPfkg2I1GeWj+6ghDwDFaldRQz7UkAeA8tEe7YlVcvasJj1Oe6UfvBTE1otyTVr42Ozq8tnW+TPVUbOtSyb+XrZ16PbWOTPlRynxfLYoVglRho7cA2dV3jOZ1+uoxPa5rnqLqj14dE1+Y+fziv1/IDoymNWsj3mTKwKtRhO3DJBu/xTWF8psIL7cNOo0cWV6rFTlvtRyob00cQQMZ9/oXGAtKToGsy1fe0OZ2ys6uRLl5OSgpKQE1dXVkssHDBiAIUOGpFwuMBqNad/0ipVn0qHcaU+aPC5WudOOXIMW143uh5kXD0Kh1QhPgEOeSYeT7gDW7qyDWX/mpJw8PDqv2Os/HQcuwiPHqMOjM0Zj6YYDSW8UlTvtaHAn9+QKv5kqTRVOO5o8QdhzjahwOrClJn5yuGA4gkEFZjx/60XQaTVo9UeH2gtxEdzz9/9Ap9Fg/cIyeAIcrGYdcvVarNtZh601TSgdXJBycllhTqcpo/sBAFbMHotgOBKd0E8fnazPF+LQJyf6mu/qn41Diy8Ek16LXUebsbKyFj6WE/NWVdciToAr9ZtVdS0ZJ9gV9mGF0wGthkF/qyluAt2quhZMHt4XIwfaUDooH8FwREzPweNuDLSZseHOchh0Glw3up94PHIMWlw5vC9GDLShb55RfD1V6ljFTugb+znPn9lHwm8eqHdBp2VwZdt5InX8gOhru6l+s8LpQJ8cA1bOuUTcr5nO4TB35umAimIHGhLmEfOxHD755pS4PzPFw9nqSJymnBRUIZOZZzO5qRKoIR9qOafSlRMUqx2nhnMcUEc+1HJOUax2DVWc4yrIA6Cec0pusSpw+Vg0eli4A9E6nSOna560VRuXj4VOw+C0l01Z5xLqlML/N7iDOClMTJ+ijgpE6+Mn2+pT6daL3X7sd4XP0tUlY9sJhO1UFEfrgat/Ng5+loPFoI1rY6godiDPpIMj14i3F5RF695GHf4wswSL1+9Pao8Q6tFbahphMWgxr7wobd1XmIC+J87J7v7NjsQqIaT7teseuK2dL1Mbb55BK9k5wyP6BqxBq4Few4hvYzEJ6wDI+n4i9jc6KvEtsmzeKktc52RrEP3ystuPEZyZo8vbVhaFIzy0DAMNc2Z5BBDLKi7CIxDmYNJF884DaHAHcH5hLjxsGDkGHepdLPLNBvDg0eAOoMiRg3KnHXu+c+EcmwnhSPQNunPyzTDoNHC1smhwB8DjTBku7Pcz7cVnlgvldGy53eAOoqGt3P/6RCuemDkGQ+wWfFnbLK7jYzmsrIzOxSm8GMJyEVjNejS0BiXbnHmeF7cr9buCdPcQQpmbLbneLyqjFtDJgsEgDhw4gIqKCsnlTU1NqKurw4ABAzrtN88tsOCRGSV49sOvsWT6aDz41t64i5Aw6eChhhb85toReOCtPXEnnrB8yfromJqTh/fFomtHYMk7++K2U+F0YOXsSzBv1ZfijaXw3SfeOxCXJuHzv207ggenjkraVrnTjp9NHIbBfcz4/Tv7MbtsKCLg49LVN1eP1267FL9NmOiw3GnHSz8ZiyffP4ANe0/Gff7g1FHY/m20w+S5tjmmYr9b5rRjdtlQrN5+BL+dOhJL3tmPTQdPxW1jTlkRfvd/e/H4zDG4d92epO8/N6sUq7cfgSkSxCPTS/D7d/ZhblkRVm8/grltY5XHfmd/vUtyHwiT5a7ZfgS/mzYKz3z4NeaWD4VFr8VTHxzE7AlDEeGj++SNL47i9Z+Ox+/f2Rf3dpuQ51v/Ep1zrNxpx9IZJfjNP74CALz7n2P43bRRuH/dHnGfRBLSV+60Y8n0Eix9Z5/kMXz8vQN4L2E/PzKjBGvaju3v39knefzKnHYMsJkxt7wIPJB0/GeXDcWtf9kOH8uJ+/Vv277F0ukl+O1be5LWXzK9BD9Zsf3M3zeOBoPkQvdAvQtLp5fgD+8fSHnuPTKjBFyke+e4yDPq8Mj0EjwgkbdHZpQgz6iMS6YRfNp8GBUyvbwRfMpzTSn5EK79D6yTzsO5BZYeTF32TBEu7bEwUax2CMWqfFCsdg2KVflQQ5wCFKtdqb7Fj0Vrd4sP8AHRRo/HZ47BwHxzt6dHKYT9duC4G6t/Nh6D+0TPwdiOLqFOeeeaKlQ4HZg/yYmFa3bhyf+6EAsmOfHylsOSddQKpwMLJjvFuliq+nOF04E7Jjkxb9WXcZ/NLR+KBaurUFHswJLpo7FkfXJd8nfTRuGWtmHvY+u+syecqQeWt9UDhfm1KpwO3FZeBPDAQ/+3N66TqqLYgVfmXIK5r55pjyhz2tHfZsKCyU4Y9Rr86NLBeGVrbcq678RiB/4wcwy8LNft5yTFQe/D8zx8Ph8sFguYbpiriPQORgAPTh0FbcSXto3XKJT3jBY8A3gjAeRCDyCMAKNDBBEYeQ0aAiwKxfvmMKAxIhLhoGG02d9PaDRAJAIwbR1fDNDgD6LQZIzvieI5cZ3ToSD66M90SEUYQAMe4Jkzf0ciCIOHjkl4QCehd6uVDyKPMcJm1sEb8MFujJaXiW9dRdflkMdoEQbgiXAwazTQ6QADz0PHMPDzHCyIdhD6eA45jBZ6vRYMD+gYBga9DloAXNv2JwxzoMXnR4HZDH+Ew2CrCRwYMOBRNsyBCB/BI9NLcNrrR58cM064/dBpgDy9BjwYDLSa0TfPiNOeIB6+YRSe/vfXYlvmyspaXDqkDy49rw8aW4NYMMkJAHHtxEve2YdFa3dj9c/Gw1mYg4IcIx56ex+qjrbg+VsuEr9TdbRFHP0stl356hGFeGjqSFwytA8eentv3LIrh/fFQ9NGoahvrvi7QvnK4Ew778rKWqyccwk0DJNUxj0xc0zWnVRyLicZvqcH4+wG99xzD6ZNm4bBgwejoaEBS5cuxaeffoo9e/bAbrdj8eLFmDlzJgYMGIBvv/0W999/P44ePYoDBw4gLy/9+Nix3G43bDYbXC4XrFZr3LJjzT48umE/Zl48COcUGGHW6aMTubVNOphj0OIfXx7FDy8ZnNRpIyh32vHojBJ4WQ5GnSbphlJQ4XTgoRtG4lQrC6tJB47nsXrbEdw28TwEQhF4AmFYTTpYTTq8vPkQXtteB0euAU/MHINCqwm+tlc1c9ueKLi/rRIpPHFVOigfOUYdfCwHZ98c3JcmvXPLinDbqh0pP7cYtFg2qxQmvRYuf0icjFx4E6vcacf3BhckDYlY5rRjXlkRVm6tlX7irdiBh6eNgl7L4KXNh3BbxXnRCQdjrp4cx8PLRp+iAA8wDI8cgw7uQDj6JJpJB+EeR8MwONkSwPYjp6HXMvii9jS2JuyTPjkGPP3vryWPSZnTjtKYfJQ77XhsRglcgTBsJh3ui6mox24TAPpbTXhv3wn8X9V3WHzDKPHpD6tJhzyTDo+/dwDvxnRwJZ4vD6zbgy0JaWW5CAZYzTAbNPi2yQejVgOO52ExaKHXasCGI/jscJN4HGL366PTR2PZx9X47/FDxbf38sx66LUMWrxB+MM8QuEIqupacKDehYenjQIPxE2yadZrcLzFj4H5Fpxw+1GQY0Q4wqPVH4LFqEND21Mt904ZgcH2nKS8nY10cVrX5MXi9fswIubJCOGcPFDvwuJpozCok9PTFY41efHXbUfw3+OHJE1u+nrb5+cqIB91TV48/eHXmFt+Xty5FuYieKXyMO6++gLZH49jzT58uPc7XDVyYNKx2Li/HlePPkcRDXI9cSwoVilWuxPFasdRrCojVtUQpwDF6tlIF6suH4sFa6riGiwEE4sdWDarVBZP6MpN7H5bMNmJqqPNqDragtsnnodypwNchIfVrIdRp0Gzj0WOUQejVgOWiyDCA6e9QQywmcEACIS5aAM7H51LO8eog4YBzHotAmEOIY6HhmEQDHFtI6fwcPtDyDHpwLTNLcKBR4CNwGzQQstE3wLgeaCyphFHG71YeFUxAqFI9HtGHSI8D5cvBK2GQUGOARoGaPayqDwkXQ+8/7oR8AbDqKxpBMNArBMnqih24L4pw6P1zJj6PQCsnHMJnt9ULdaZE+u+g/tYUNj2hH93n5NyiYN0sUqy4/V6ceufP8Hrv7wCOTk5KT8TPr/5T+/jzbuujfuckEzSxerRJi/uX7cHj80oSdvG+/iMErEfKBzhodOc6e6JfWuLjfAwxLzRFevVrbWYXVYELxvfxrxqay3mtD1AkUjYduJvJuIRfVNK+F1fKPqGlPAVluNh0Ma/aSZ8j2t7GyoY5pBr0CEU4aGP+a3vXH6cYzPDy3KoOtqM8rYRvSKIjjiVbzHA5WdhNemhYRiYdBqEIjyavUH0zTPh6Q+/xq+uLkaIA9w+FhajTpzbTKthYM8xYtvhJmw8cBLlxXZcPbw/GABfN3jg7JuLB97ag4rivuiba8C7e45jTvlQ2HOMeGTDAew62oI3bx8PLxvGqs++xU/GDcHgPhZEADy8fh+GD7Rh3JA+6JcffevLGwjBkWuETsMgHOER4aPlulbD4Kn3D2J4W12IB3B+YW5cO7rFoMXPLz8Pky4ohMWgxcNv75NsV37yv8bg7a/qJd8Wv3pEIR6ZUQI/y8HLRtu08y165Jn08ATCaA2EkGfSi29rNXrYuM+yLdvkUk6moozHJ8/SsWPHMGvWLDQ2NqJv374YP348tm3bhiFDhsDv92PPnj147bXX0NLSggEDBmDSpEl4880329XBlUlrIIx3956U7IwAokPNLfvkMK678BzJix8Q7X31sByu+9MWrJg9VvKkB6JPjR1p8omdSytmj8UbO47h6lH94zqc3r2rAq9trwMQPcETO6NWzB6LAflmsfMldiJYYVLZd++qSJveRVOGS35+/3UjxeH1Cq0mTFtWmXIbcyUuytH5voan/O0t1Y3whsLQcRr8dXsd/tqWzxWzxyblMzHPifvouj9tSVpHmJwvdp+kOyZba5owLyYfwrGcuqwS791VEffEReKEu+sXlol/J6b9vbsqUp5TlTVN8LKcmCapid9XzB6Ln/91Z9xn6xeW4b/+93PJbW6pbkQry+HvO77D33d8J7lO4j781dUhNLiDkvv93bsqcPNL2yW3AwALrzw/5bKu4GE5fHTwFD6KeXMw1j3XdP9TtR3RynJ4cUstXtxSK7n8xovO7eYUdYyH5bDuq+NY99VxyeW3X+7s5hS1X2sgjIc3fIOHN3wjuXy8s183p6hj5HYsKFblRW7nR0dQrHZdeihW5UFu50ZHUax2jUYPK9lgAQCbqxvR6GGpk0tC7H6Lnav62Y3VeHZj/NQHK2aPhcWgw+FGL25btQMLJjvxn7oWzJkwFIVWI6Yt24oVs8ei0GrEzS9ti/segLi6/cwUdTUgWpeb2la3Xr+wDNOWbRWXXX/hQNy2agdWzB4b9xvCuqnqbEC0Hljf4o9LR+yE9YnrzpkQwPzXdyUt8wbDcXXmxDrqR3dfDpvFgEMNnm4/JykOei+dwdTTSSAq42U5sd0vXZtpa8zDBBE++jCDwKzTwB8+Mx1I8gQ0USs+O4IVnx2RXPZflwxOm06GAQLhtKvE8QTCiMSES4TnwXLp34DkwcDDcojwPIIx+csx6uBhOfAACq0meGL2hS/IIc/Ew6TXIsJHO8rCkWhXmkGvhZfl8NZXxzHtwnPQz2qCQa8FDwY5MaNEBMMR9LOasOngKWw6eAq/X39QLFN9IS6uvXnjwVOYNW4IeDBn2meZaBrf23tSHDlrxeyx2HjwFDYePIXlEnn96O7LMawwV/z7UINHXF+wfmFZ3DnhYzk882E1nvmwOm27cp8cg2QHFwB8eKAB904Jx/22oJ/EsxIdLcvkXk72ik6uN954I+Uys9mMDz74oMvT4E4xQZwg2HbhyrRea9vyYMyFLt32Yv8/8TutWaQp1TrChHWZtuEJSDdeHHeduUF+4daLMqajPdsWNLiDyE0YBqc9+w2Qzl+qbXR025mOebp8Ztr/2Rzj9vxeR7bpCXAp903G9AfSL+9sGeOvm9PTUZQP+VBDHgD55UNu6ekoyod8qCEPgPzyIbf0dJQa8qGGPACUj67izvB7Stmv3S12v2VTF2wNhMT1VlbW4u0F5TjS5BXrX8FwJKkulrjdTL8T+/1U20pVB+xIG0M262bzuUA413rinKQ4IIR0FvFalkV5L4yvxjAMYgdbYyx68ftC51eknYOxtfpDaQekzmZOrVi5Rl1cnjQMk3WaIm1vHcf/fab8i92uL8TB7Q8hwgM6TQRchAfTtm7i9057Wei1GmgYDpGYpGiY5HItGI5g/3G32FacWK7FtlFKtY1mW4YJpMqVdG2u6bbf3t/uCnIvJ3tFJ5ccWM36tMuFTqNM6+W1LRfWz7S92P9P/E5eFmlKtY4wYV2mbeSaMk+a3J68tHfbifuzvb8llb9U2+jotjMd83T5zLT/sznG7fm9jmwz16SFj5XeNxnTb0q/vLNljL9uTk9HUT7kQw15AOSXD7mlp6MoH/KhhjwA8suH3NLTUWrIhxryAFA+uoo1w+8pZb92t9j9lk1dMM+kR2vbI/M+lkMwHIbNrIdRf6a+nlgXS9xupt+J/X6qbaWqA6aqs0n9dkfr8Jm+J5xrPXFOUhwQQjqLeC1rR3nPMEBcfxF/5vtJy7JNR4bfby+jTgNNmuENpQhDLoYjEeg0Z8oA4W8egKdt2hyBJxhGnlkPrm0dbzAsvqUVux2jToNwhEdBjhZajQZc5ExHkE6jgScY/5qaUafByspaXF8yQPw7dlns/pJqG822DBNIlSvp2lzTbb+9v90V5F5OUidXN8kz6VDutMcNSycoc9pRVdeCcqcduQZtyvXKnXaEuWjACutLrVfhtKMwLzqx66GGVgDA6z8dBy7CY+WcS7DraDMO1rth1GpQ4XRIvu543eh+6JtnRI5eOj0rK2vxypxLwLSlK1V6G9zJL9QK+RUIHWapxqiNXTd2Gw3uYMrvVbR97/zC3Lj0VdW1YPLwvhgZMzeESa/FrqPN2F/vivstYX8n5i82vYlzcqXan2VOOwCIQzQWWNrmcZh3acZj7g1Kvztc5rRDp2VSfvfK4X2jv/HTcXD5Q2I+hfHVE49DNvs11T6J/X7iPvQGuZTHON22yp326Hxp3SjPpMOVw/vGzR0i7LcD9a5uT09H5Rq0uG50P8y8eJA4h1ueSYeTbXOd5RoydxDLQV6G2MhTQD7Uck7J7VioZb9SrMqHWs4puR0LtexXNcSq3M6NjlLLOSW34+HINWBisQObU8yxoNMwqDraDKtZD0dO9nM3qF3sfhPqO1VHW8T6oXB+tniDOCffDB7Rp+A33FmOE64ATreGcKzFh6K+OWK9t9xpR0WxQxwOqKquBefYzGJdKl3ducJpR2NrMO7/f3VVsTg/WK5Rh/fuLMdJdxAWg1acc6vC6QDPAy0+FhVOe4p5v+3Y850LCyY7UTooH3qtBqt/Ng6fpZi/q6FVemCthtZg2nNNmC8k0zkprNeZeuI3CSHqZNJpsmrjzTVo4+beiu3H8rCcuBwAvCEOFn30/iB27qtM2z9bQtqE39XHbDPE8dBrGYTa5vaKTZcwvKAwJ9d3Lhbn2Mzid4W/PWwYDe4Azm8bai8CoMEdwMB8E7zBMAbYzNhzrAXjzrODi/Bo9YTQN1cnlpsDbSZYDBrYzHp4g2Hx7bLCPBMa3IG4srlvnhEXD86Hpa2tu6quBYMLzGIb8sB8E8qdduw62gKeB3xsOG7/7vnOlbKclConpMqVBncw5TFrcAfi7gHilmVZfnYluZeTDM93pC+YSMk0QeiRJi8eWLcn7kQuc9oxt6wIa7YfwaIpI2DWRMAxOvz2rfj1yp12LJlegp+s2I66Zj+uGlGI/3fNcPz+nX1xN7jlTjt+N20Ubnl5Gy4814YHp46S3NaDU0fhp6u+xEM3jMKrW2vjll83uh8WTRmB+9ftwdcnWvH6T8djyTv74ta5cnhf/G7qKAS4MIxa6fQ+MqMET7x3IG7OqAqnA7PLhuLONVXijbDFoMVzs0rxytZaybw8/t4BbIoZv7TcacecsiLcu3Y3Hp85Jin9ZU47Hpo2CtOf34rZ4wbh5nFDxfQ5cg14/afjJffbg1NH4da/bEOjhxV/+38/rsbCq87Hg2/tFX/DYtBi5exL8Jcth/GjcYPFdAv5SExPunwsmT4aX393GsPPsUvuw6UzSvDdaR/+/OkhyfPm8+pT+PGEoqTvXjm8L343bVTK8+2N7Ufx04nnYd6rX4rHIdN+Fc7BP238Gr+8ojjpnBC+Lxzbcqcdi28YjfpmP9Z8eQS/uuqCpO/cPPYc/PKK4pTnz5AumAA9mzi9P2Fi0K5MT1dw+Vg0+0J44C3pfOSb9YponDh6yg2e0eKBFOcHE+EwuK/8J2NWwzl16tRp+BhjymNhiQTRt2+fTv1NilWK1e6mhnOKYrVrqCFW1RKngDrOKTnGan2LH/eu3R3XcFFR7MAdk5xxdYaJxQ48PnMMBuabk7bRGwn7bceRZjx/y0Uw6TVY/nGNeH46cg144/bL8NDbeyXruloNcNoTREGOEY+9ewDzyopwboEFv/2/vdhS3QiLQYsX//ti6HUaLNtUjaqjLVh+Syleqfw27uHKMqcdCycVIxjm8NfPj+C3U0fiWLMPL356KK4xrsxpx4JJTgRCEdyxehcuGpyP300bhT9/XI1fXXUB6l3+uPQD0fNgyY2jcao1gGc/qk7KR2wdsKLYgT/MHAMAWJRwPk1sWxYBks61icUOPDFzDAbEnFdS56TUep2pJ34zUaZYJZl5vV7c+udP8Povr0BOTk7Kz9J9Tkgm6WK19pQHLMfji0MnUXHBgJRtXhYAiAQBxhhdwHAAtGgKBhAIMygw62DUaBFBGJ4wA5smhAD0sABgEYaBMcILpN4+DzQEgig0RbffHA6iQGcEGB7gz7yR5eaDsDJGgOcAJtqJFQagY6KdTpoIjzDDRDuveA56RgsNgDADtAYDsLbNa6dFdH0+4Z8RPAJgoOUjYBhN9M0uAAbwCINBGIAn4IfdbAbHR5c1evzol2sC07bc7Q+gj9mECACm7Xt/2vg1/ueq8wEAHM9DzzCIgAHHR6BnGHBgcMLtR4QHln9cg6qjLXj+lovQx6KBzWLGH94/gF9dfQGaPEG8vOUwflpWhHMKLKh3+fHa59/i7u9fAAbA4rf3YVfbdxPLeQBi2SdVTiSWK8J9weK39yYds8dmlECr1UiWQ+0pP7uSHMrJVKiTqxOlu8Ada/bhof/bixEDbRg7pAAmvRZWsx4MDwA8QhEe8179Ek/MHIP6062YNHwAWlkOrYEQ8kzRt378HAe3LwweQP88I467/NDrtNBpGTT7QghzvPhG0siBNgBA1dFmyae8ypx2lA4uwMrKWswrL8KE8+zQazWwGLQw6DVY/Pa+uBvzJ2aOQaHVBF/bK6S5Bi3uW7cH3xtcgGOnvZhXfh50Wg1a/SHkmfUIcxG8ves7/PeEIfCHIuLnJp0G1y+rjHvSC4D4RtSUUf1x5LQPJr0WPM/DoNEg16yDQauBP8Qhx6hDnkELb4iD2x9GnlkHo1aDQDgivr7KIPrUxINv78OSG0dhyTv7xac9++QY8PS/v5Z+Oq3YgQeuGwG+7fvBMAeNRoMIH4FBqxXHUc8z6WE1aBEBcP+6PXHbEvIRuz+tJh0eXr8vbqJBgXARe+y9A3FPB+eatGhwB/GvXcdwz/cvAAAEwhF4gmHkGnXQMNGxfftZTVi8fl/cm2nCK6yvJHRSifl0OjC3fCiaWlmUnGuDyx+C1ayHWa+Bn+XQ2naMc/RaeFhOPHZmvQbHW/ywWgzQagCjVotAzD7JFY9L9G+Xn8WC1dHKzrJZpViz/QiGD7ThosEF0GkZ9LEYkGPUYtnGbzBH4vx5pfIwfn3NcJxbYEkRcR2TKU7vXbs75VMwj88c0+np6QrHmn1YtHZ3yrfxFJOPJi9e3HwIt1WcF3cdMes1WLHlMH4+cRjOlXljllrOqbomLxav3xf35LxRp0FVXQsO1LuweNooDOrkY0GxqqB8UKzKBsVq11BDrKohTgH1nFNyi1WBy8ei0cOiNRBCjlGHHUeaseSd/Ul1t4nFDiybVSr7zt3uIuy3CM/j9+v3xdUPV8wei5UJD3MKyp12PDqjBCfcfjhyjdAyGkR4Hju+PQ29ToPz+1nhDYaRa9Iiz6BDKMLDx3LQaRnsOtKMQqsp7txZWVmLi4cU4DfXXIDqkx6sqzomWe8tc9oxtWQARp1jw7/3n8T+ehduHTcEK7fWJr2JZtRpcNIdgLMwF8s+qk5Zj77/uhHwBsOobfTi+yP7wWYxxJ1PeSY9HLln3gJMt0xq32ZarzP1xG/Gok6us0edXKQ7ZLoHfnTDfsy8eBCKHUYwGn1c+1quQQsuEoReY0QE0Q4abVsnkgZAKMJDq2HAtb0NFeEBo5aJe9Mrwkfn6Fq6YX/K+4nfXj8S/hCH014WgwosYLkIdBoGOg2DE60BOHKM2H/cDWdhLhrcfgy156LJy8Jm1mPX0WYM6mOBpa39+v51e8CAx2MzxuCzw00oHVyACM+jxcfCkWvEF7WnMXyAFfUtfrj9IWg1DD7YdwJlxXZ8f3h/PPVhtEPq2Y3f4M6rivHN8VbYcgww6rRYvqka/z1+CDzBMD4+cBI/n3QecnR68AAWr9+Hyy9wYPL5/cADqKxpxDt7juOUO4i/zB6LE+4A/vfTQxg7tADTSgbivnV7cNkwO/Z/58J/jxuCQX0suC+m7fZXVxVjx7en4faHsPyWi/DAuj3Y2Vb2XTuyPw4cd+H//lMvvijxzE3fwyC7GREeeOj/9orrxu7vhtYgrhvdP2VZIVWuBMIRNHtZuANhWE06FOQY0M9qSrl+e8vPriSHNEhRxngOKtAaCOOjg6fwkURHBxC9+W30sFi0djde/+l41LX44Q9xeKWyNu5GssLpwO+mjYSHDeOHL21P+Xu3jhsCAFi+qUZy+daaJswrK4KP5bB8Uw2Wb6rBe3dVYMqftmD9wrK4m/BGD4vbVu0Q/16/sAweFqisacKuoy14blYpnnj/YFIv9oNTR+L37+yPe3vpsRmjcfHggqQh/Xwsh/+0DXOXKs0b7izHzD9/hmWzSnHbqh14e0EZvmv2izf0//rlBAwfcKZgeWLmGLj8obj9vmL2WMkbcwDYUt2I71r8uG3VDqxfWIZpy7ZKridsB0DStmL35/qFZbh+WSXWLyyT7OACovvQw3J4d+/JuDfeYv3iimFJaXnvrgrc9OI2rF9Yhk0HT8XtYyF9UpX/aJobMadsKP7f2t1YMXts3LEVvvvDF7dJLhOWS30eu9xs0OJHCefnxoOnkvbDitlj8a+vjuNfXx2X3NbtlztT/k5XaA2EU+63ypomcQx9uWsNhCUr0oDC8sFy+Ov2Ovx1e53k8lvGD+3eBHWAWs4pD8ulLcPuuSb15KldQS37lWJVPtRyTlGsdg01xKoa4hRQzzklt1gV2CxnGikONXhw37/2SK63uboRjR5WFg0aciDst0MNnqT6YaHVmPb64WE5/PDFaL1pxeyxKLQa0SfXGFffEupfsf+9b91eyW1uqW7EnAlDYbPoU9Z7hbaAU61Bse79P1efL6ZTqj6+fmFZ2np0fVs9GgAuuvtycZ+kOkfSLevIep2pJ36TEKIunmAYP7h4EF797Nu4oecqnHY8OG0U/vXVd3jx08NY+8sJkt9nGIAPA0AEkbY3rkIRRnJervT3E5HonFUWA3whDjx/ZhhBkz764LpJr0VrIAyWi96faLUMAuEI8i0GmA3a6JxZLCfef7WyHOy5RoTatjP31R34xy8uQ6HVBJ2WgUmvhaltWEUhbePP64u3vjqO2yrOw7qvjmPqhedAp9OK82x9dPAUbhk3BBaDLq6NcP3CMnEbv8OBtnLSJJZXrkAIZoNWbBetKO6LypomzC0rwpMffIMNe08mtQOXnGPDsxurAQDVMeX28k010Zcjco1iXhs9LH78yhcA4tuTpcrJS4f2aVeZZwPETq1s1s9mWXeRQxqkUCdXN3H7Q2mXB8PRubYaPSxu/cs2/Pm/L8aCVTswr7wIc8qK4nrjb3x+K16Zc0lW22vPOq1tafQE0leqPAEOGia6jo/lcOeaKswrL8K8mHQOtJlxy8vb8KNLB+PWcUPEz/tZjehnMyECPr5TrG2IwRuWV6b8Xbc/3DZBbzTdx5r9mP/6rjPLEyq1A/PNqDvtS5vnRMLyTPsgm/0rbCPTtloznBtS3890rLLNp9R66ZZlu+3EdHV0W62B9Pums2WK0+5OT0dRPuRDDXkA5JcPuaWnoygf8qGGPADyy4fc0tNRasiHGvIAUD66kztDGuSQRrmR2mftqQsK9ajEOlJi/Szbul571smmDSDb7dG5QQjp7Vy+EO5cU4V//XICvmvxx7XpTn9+q/iGdKs/FPd2loaJvqElzM8V4QGtJtrJ1ZGB2Fr9ITT7Q8g369u2Ee1AQ9u2NUy0zDnlCYLno/cnsZ8L136hDRiIrhMMR8Tyy8dGR9pKVYYJ6QDOlCVSba9S38vUtpi4PHH7Ut/JdlkiubVfkmTUydVNrG0XFCkWgxbnFpixYvZYcXLaAkt0/VRvNaXbHgBxyLr2rJPXts1cU/qJCXNNWug0Z74rvL0Ua/3CMjR62LjPE4dIjO0U65tnRDAcjpunK3HC3r55BlgMWjHdiem3Skw0nbifMu0XYXmmfZDN/rWZ9bAYtBm3lZfhWEp9P9OxyjafUuulW5btthPT1dFt5ZnS75vOlimuujs9HaWmfEhdC3YdbcbKylpF5ENNxyIditWOUVM+KFblQW75kFt6OkoN+VBDnALqOBaAMvJhzZAGOaRRbqT2WXvqgkI9ysfG15ES62eZ6lCD+lgQDKXvlErcRjZtANluj84NQkhvZzXr4WM58EDakZAS2wONOk1cZ0o4EoFeqwF4ILGLi0e0MyydPLMercEwLEYddBoG4UhEbM8V/t8TPPPCgNWsFz/3slzbtZ8RO9qEdTzBcFzahbJLqgyLzadQlghT1MSWLVJlW6a2xcTlwt+x6yV+J9tlieTWfkmSZW6pJ50iz6RDudOe9LnFoMWK2WPxh/cP4rZVOzD/9V2Y9+qXePjt/VgxeywshuSbyXKnHTotI7k9INqZVFXXgqq6lozrSG2zwR1M+T1heZiLpF3HG4x/q6rCaceCScVYWVkrdooJ+X11ay32fufCCVf0dy0GLZ6bVYqqo82S+2RvvQsVTgf2fOeK+82CnORXJRP3e1VdC8pSpFvYZlmGfSDsuwZ3ABVp1vlPXTOem1WKplY27b7KNWgz7u/EzzIdq2yOfeI5ELss3Tay2XZiulLt93TbKnfakSfRcdmVUsVpT6Wno9SSD6tJhxWzxyZdC6qONmPF7LGSHdtyYzXpUOF0SC6rcDoUkQcAyMtwncqTKKu6ND0qOcfVkg+KVfmgWO0aasiHGuIUoFjtTo5cAyYWS+/ricUOOHLlN0xNT5PaZ5nq1mEuItaTqupa4Gc5NLQG4+qZe76L1n9j63Cp6rRlTjs+2HcC1SdbUZHi+JU57TjpDoj1vmzqv95gOG3dV9gWnRuku/E8D6/X26G3XAjpKnkmHSqKHTDrNRnLe6tBi9y2fywXQV7M395gGJa2of/yDNq4ZQwAky799k06DfZ854I3GIZJp4E3GI4+UNG2baNOgwZ3ACfb/lnaPjfpNBhoMyIY4pCj10LTtj0AMOuj32HAgwEvtk02uAPwBsNocAfQ4mNx2suK92xCG3KDO4grh/eFI9cgru8NhlHeVo6cdAfiyjeptsXYdRrcQfH7ANDYGowrL4XvlDml2yelliWmIXZZqn1NZZ88UCdXNzm3wIJHZpQkBcSD14/ACx/XJI0tv6WmES98fAi/vX5E3OflTjuWTC/By5sP4cGpo5K2V+a0Y25ZEVZW1uJAvQtLp5ckVQTLY9aR2ubanXWS2y532vG7aaOwaO1uvFJZi6XTk/NT3jbs4O5jLVi/sAwrZo/FitljcfHQPgiEOFw0OD85veVFcPbNxb92HsODU0fhwetH4BWJyXmFfTLAasL8SU7xFVthwl6psUzzjLq4dK6srMXcsiLJ/TZ/khPn2EyYW1aEtTvrsHR6SdKFTdi/B+ujEzM+OG1U0s2+sM6SDQfwytZaNHmDKffVkukleObDgymXL75hNBat3Z30nUzH6kC9S/J8i02/0OkYu+3Y82J/vSvtthPzHfv9RWt3Y/ENozLu9wNtv5G4n8uddjwyowR5xu5tqDAAWDp9tOSxWDq9BEopsoxAynPqkRklMPZMstpNA+CFj2uSrgVba5rwwieHFFGAMQDumDRM8lpyx2Rnxiev5CIaG6nPqe6ODYpVeaFYlQ+K1a6hhlhVQ5wCFKvdyWYx4PGZY5I6bSYWO/DEzDGynIuhp0nts2i9SPo6uPiG0bjj9V2YW1aEMqcdKytrkWPQobgwBwsmF4v1eIYB5k8ahv31LswtKxL/m6quurKyFks2HMAdVziTOrrKnNGHTwfYzFhZWSt+Z+3OOvz+xtFJbQfC+myIx9xy6Xq08Jt0bpCe4PP5cPOf3ofP58u8MiHd5NwCC5ZOH40DJ1oz3kMyAJ7/uBpaHvAEwvj8cBMOnHDDBGCg1Qw+EkFuW0fTvhNuIBKBBoA/yMKoYdLea+s1wDk2E7QMD4OGQWGeERrw0PLRbWvAY8IwB4b1zcGwvjlo8fox0GqGVgPsOeaCPceIP/77ICw6jfg7d66pwoRhDviCIeTqtVg6fTTW7qzDxUP7QMsAl57XBxcNLkDJOVbMb7tnu+P1XVjStt5vrx+JZzd+g/42M7QMUJhnxOIbRuFAvQsDbGYsmOQUy7dFa3fHtUuurKyNW2fR2t2w5xrF9sf9x924I6a8FMrW2DIztn1SalliGgQHj7vx6IwSui+SMYanxx06jdvths1mg8vlgtVqlVznWLMPrYFoT3WOUQeGAa59dkvKbb53VwUAwBsMI9ekg0WvRYDjEIlEb3bNOi28LAdf23K9VoPT3iByjHrkGrTwcxwiHBBB9GKZa9Qiz6iDN8TB7Q8hz3RmPT4CgAEMGg2CkQiMGg0CbeOs5pn1MOs1ONUaRK5JD5NOg5//dSde+snF8IciaA1Et5Vj0MIf5uD2hZFn1iFHr4U3xEV/26SDURvdZmz+GQYwaTVgGAZeNgQGGlz7p9T75J+/uAw/WfkF/vGLy6DVMCiwGFJO1neowYPnN32N/7l6ODwsh9ZACFazHjl6LdyBMJp8LMIcLw7V8q9fTgAYIEevRX2LDwZ9dJ96gmHktqUX4KHXaKKvEUci0DEa1DZ648bYFd5YE46hRaeBTqeBOxAW95XVpEMoHEGjlwXDcyi0WqJpbNvfeQYtfKEwOJ4RP8sxaBHkOIBnoNMwsBh18AXDYBi0HYcwrCYdzAYt/vDeftw7ZSQ87Jn9D0SfbNh5tBkMA0weXoi6034UOXKQY9DC13ascow6aJgz50MgHIm+jmzSifv720YPvm3ywaTXwmbWw6iN7g+3L7qPzToNeCB6DgVCsFn0yDHo0BqzD3INWnzX4kN+jhF8W4Gea9LBrNfgzjVVeObmUgwrzM0Qee2TLk4PHHfj9td24PlbL4JOqxH3e5iL4I7Xd+Gln4zFiAHSsS0nB4678fKn1WfO+7Z85Bq0eObDg/jZ5cWKyceUNNeC9+6qkH0+Dhx3Y+afP4sbHir2OrH2lxNknwcgmo9F//wPnptVGr3WxJQLd66pwhP/dWGn54NilWK1O1GsdhzFqjJiVQ1xClCsno1s6qpSXD4WjR5WvH935MpzsnE5kdpngXAEzV4W7rb6WkGOASadBvWuAI6e9mGAzYQQF4FJp8VNL36Of/7iMph0WgS5CCI8j5v+93PMKy/C2MEFsFn0MOiilTUNw+CUJxhXp42dAuCdBeVgIxG0+sOwGKND/2sYBqe9LCxGHXieR2Mriy+PnMa0CwdAAwYcz8PtD8HU9vbAx1834MVPDwMA5pUXYWrJAARCHHKMOhi0Grj8LHKMdG50lo7Gam/l9Xpx658/weu/vAI5OTnt+izd54Rkkk2sHjzhxp2rq/D8f1+EMMeL5b1Oy+COv+3Cn2aVAgCm/GkLzi/MxXO3lOK7Zj8AwKDVYNVnh/HwtNFgALhYDvUtfixauxt/vW0cZv75M/ztp+Nw15qqlPfaL88eCwD4wQufYe0vJ+DHK7bjmZu+hyK7GXqGgTAGFw8gFOHBIzqvkZ+L4FizH4VWE6Ytq8Srcy/Bg2/tFX+HC4dQYDGBi/DQaxhwAHxhDsa2oRD94QiOuwJYsHqXeM+mYRgUOSzwhyKY8qctsBi0+Pnl5+HqEYXINejAMwz8IQ4MAL1WA3+Ig5/lUJCjh1mvg9sfgjsQhs2sg9WkBxuOwMuGwYY5OHKMiADwspx4nyiUlzotA5c/BJvJAL2OQYDlou3CRh08gTC8wRBsZgNYLtpWbTXrkWvUwc9y8LLRaXVsZj0K84ywWQx0XyRjyhjPQUXOLbDE/b39cFOKNaNqG72Y//ou8e8Xbr0I81/fhTU/G49ZL2/DW/Mn4HuDC+K+c17f+E6B7YebcPNL21L+xt9/Ph6XFsW8nnm0GTNe+Czl+m/NnwAGQF+rEfuPt8alL5GQ3sS/35qfXAEVfveFWy9KuT0AaGgNwsdyCIUjGJWQ90TuQAj/+uoE/vXVCfH3f/hi6n3hDoRwaZEdVUebcfPLX6Rc7635E3B+f6uY7nRj7AZDnJjXcySWN/ubMeOF1L8Vuw+ljreU7YebsGFvA66/8Ny0x6e4MA/zX9+Fv//8snZXpJt9Icx55cuUy7NJa9XRZvwozX7u7okb3f4Q6pr9uGH5Vlmkp6Pc/vjzPtGPxg3t3gR1kBImZc/E7Q9JzlsoUEIegGg+dn/nxhVPfSq5nGK1YyhW5YNitevSQ7EqD2qIU4BitSfYLNR4015S+8wGSD6Y+fVJD37+153i3y/cehF8LIdvm6Jvpcx/fZf4mdR5n1jfjuVjORw8eaa+LrQhpDKxuC8uLeqDqqPNKevMyzfV4KrhhQn1POoYIIQQKW5/GN80eHD105tTLD9T3n/T4ME7u4+LD/EEwxFsPNiIjQc/ARC9hgfDETR6WLT4ovdDJ1yBtPfah095AUTLA7c/hEYPix+/It0GF9s2XHW0GcFwBJ5AWPx+ut9JbP/7ovY0AiFOsuwS2nx9LIdnPqzGMx9WJ23rgsHJ7ZMD882Svx2r6mhz2vvExHT268BzBHRfJF9KGZlCtTJNOpxqEjxhMr1sJrZr78TG2UwyzDDA3LIi2DqYfql0C7+baTK/dNtItc1U6UkkbLM9Ey2f7aTMmb7fkUl8hWOe7b7syPwFnTEZtdwmtFbCJODZoHzIhxryAMgvH3JLT0dRPuRDDXkA5JcPuaWno9SQDzXkAaB8EPVJrIcJ9TOjThP3/6lkW98DzrQhZEqL3OpohBCiVJna2vLMeuTF3BOsrKxFodUYVwYIck3apDbhbMoAsQ21HfceVpM+OndXlr+T3K6sS/md9m6rPaj86t2ok6uH2cz6tBO8ChO4xv4tTNaXamI7l4/FoQYPqo4249ApT8bJshMvutlMMpxvMWDN9iMIhLiUkz+nSv/VIwqRa9LFpdHlY8XfzTSRblVdi2TeE/Mdu01Bum3H7ov2TLR8tpMyp/t+hdOBofYcrJg9FlNL+mc9kaFwzLPZl+VOOwpy2v8UQmdMRi23Ca3VMLE8EL2huG50P6yYPRbrF5Zhzc/G452F5VgxeyyuG91POZOyq+B4qCEPgPzyIbf0dBTFqnyoIQ+A/PIht/R0lBpiVS3HgvJBlEyqvtonxxB3Lgj1t6q6Fpx0B8T/T5wPWXDSHUi5rMJpR2GeCQsmOzF5eF80uIMpz7uKYgesZj1cPhY6DZM0l5egJ+pohBCiVAUJ1/hY5U47GPBgwIvr+FgOHx1oQIM7IJYBggZ3EA1tnwnX83RtfkIZkGfSoaLYgTAXSZsW4SUGoRxoaA3CGwxn/B2pcqEgxyCmNZHQDpntttpDbm2MpHtRJ1cPG5hvxiMzpCchFCZwBc5M6Hqg3oXfTRuFdbuOSU5sV9/ix4I1Vbjy6U8x44XPcOUfP8XT//465W88MqME5yQMoZjNJMP9rCY8NG1UdNLAqSMlt/3QtFF444ujcen/9pQHD04diXv+8Z+4NC5cUwUfy+HxmWPw9XF32ol0vz7uTsq7VL5jtynkJXaCwXT7oj0TLZ/tpMypvl/mtGN22VBMW16JV7bW4v9dOzzrV2LPLbDgkRklOJBhUuID9S48OqMk5ZxmHUl3eyZdlNuE1sJ+S3V+JA43KlfnFFiwaMoIrNxai2nLtmLWy9swdVn0PFo0ZURSzMuVGo6HGvIAyC8fcktPR1Gsyoca8gDILx9yS09HqSFW1XIsKB9EqVLVV8MRHo/FnAtCffVAvQsDbGYsmOTE/noX5pYXJT1cWua0R9eZXCy5bHZZEW5+6XN8dbQZi64dgfX/+Q4PTh2VdN6VOe2YPWEofvd/e3HgRCtm/u9nmD1haFIdsqfqaIR0N57n4fV6wfN8TyeFKFw/qwmPpijvF98wGnqdBr5gCEunjxbXWbvzGC4bZkdxYQ4evuHMNXvR2t24eGgfLJjkxD931uHBqaPStvnNLivC3Fe/gIYBHpo2Cq9UHsaSmN+JTcsjM0owMN8sllVTntuC/lYTtAyw+IbUv5OqXOhnNaHc6cCCSc6k7xw87sajM0q6pB1Qbm2MpHsxPF21O83ZTBBa3+KHyx8SJ67LM+ngZcNw+8PINerAMNH1TDoNeB7ok5M8BqjLx2LBmipsqW5M2v4PSgfi7u9fgNZAWPwNq0mXtlKezWR69S1+/O6tPRg+0JY0+fPB42785prhiPA8tBoGWg2DHKMO9/zjP5JpnFjswLK2SRebvCy4CA8uwsPLhpFj1EHLRLdhT8h7unzHbrPRw8LlDyHHpIVFp41OHJ5hX7RnQsGznXzQ5WNx0h1EXXN0/HVhAm1h4uBypx1//OH3suqQOukOYPlH3+C2ivMQCEcAPjqRpDcY3Zea6DzFyDcbOtTBlZjus510sTsnbkwXp/Utfjz41h6MkDifD9S7sGR6SVbjAPe0k+4A7v77V9hakzznX3vOI7k41uyLu3blmXSKafypb/FjxeZDmF1WBC/LiRPB5hi0eG1rLeZNHKaIc0rQnceCYpVitTtRrHYcxaqyYlXJcQpQrJ6Ns6mrkrOTTX01EI6g2cuiNRgGx0XgZTnoNBrkW3TIMerAhiPQahjwADyBaJ2OYQCGAfQaDUJcBBEeaPayCIQj2HW0Oa4uWVHswO9vGIUQH4FZq0Vdsx8t/pB4TRbWLXPaUTq4ACsrazGvvAilg/IBAIP7WFCYZ6QGwm5Asdo+Xq8Xt/75E7z+yyuQk5PTrs/SrXvzn97Hm3ddG7cuIbHaE6sn3QE0e1m0+EPINepg1mvBMDzYcAQmnRYMAI2GgYflYNJpsGTDfvx4/BC8vu1IXHtrnkGHglw9zHodQhEORq0WQe5Mm5/bH4I/xGHHkWbxOj7QZsLGAycxcqANlw3tg4F9zAiEIuI9lNAemlhWWQxa/Pzy83D1iEJYDLq4tkUfG0a+2ZCx7a7BHYA3GIYvxMEX5GAz69HPGi1LurIdsDvbGIl80DgIMjEw33zWFbJGDyt54wwA/6qqxx2TijFiQPY3SdlMpudnOWw8eAobD56SXH7flBE4vzBP/PtQgydlGjdXN6LRw2JYYW67Lj7p8t3RbQraM6Hg2U4+aLMYcNwVwG2rdkgur6xpQrOXzaoRpdnL4q/b6/DX7XWSy9+/qwLD+3fODXNnTLool4kbXf4QPjp4Ch+lOJ/v8YcU0XDS7GUlG+KA9p1HcqGkxrdELn8IKz47ghWfHZFcPvOSwYo4pwRyORYUq/Ikl/OjIyhWuwbFqvzI5dzoKIpVokTZ1lf7WU041ODBlU9/mnJbK2aPxW2rdoj/lVomZUt1IyI8oIUG3zR4Uq63taYJ88qK4GM5LN9UI37+0d2Xy6K+Rkh30RmUUa4TZehnNcETCONHL21Luc5Hd1+OEQOsOHjcjU0HT+HWcUPStrd+dPflKOqbK/59qMGDmxO2LzyosOngKWw6eArLU2wHSC6rfCyHZz6sxjMfVovrDSvMldhCaoVp7o+7sh1QLm2MpHtRJ5eKuAOhtMtbMyzvjt/sijT2RL67ijsQPqvlnb2d3sbtV8e5RMdfPtRyTsmNWvYrxap8qOWckhu17FeKVflQyzlFepf21FczrRsMR+L+K7Us3e/wWawntZxiixBCzk62ZYFwX5nNNT3T9jNtI/536R6LKFuvmJNr8eLFYBgm7l///v3F5TzPY/HixRg4cCDMZjOuuOIK7Nu3rwdT3DFWkz7t8rwMy7vjN7sijT2R766SaeJyq1mXNFlxh7ZDk1lLsprVcS7R8ZcPtZxTcqOW/UqxKh9qOafkRi37lWJVPtRyTpHepT311UzrGnWauP9KLUv3O1aTPuN6Ussptggh5OxkWxYI95XZXNMzbd+k12a9HTW1rZLeqVd0cgHAqFGjcPz4cfHfnj17xGV/+MMf8PTTT2P58uX48ssv0b9/f1x99dVobW3twRS3nyPXkDS5nmBisQOO3M5/VbO9v9kVaeyJfHeVghxD0iSQggqnA1VHWpImK65v8bd7OxoGaTvJeiubWZ9yv5U77bBlaFiRi3THv9xpR0GOcmJC6dRyTsmNWvYrxap8qOWckhu17FeKVflQyzlFepf21FdTrWsxaPHYD0pgzzXihVsvQmGeCRUJsVBV14KyFPEh/I4j14CG1mDK9cqcdlTVtaRNIyGEkPbLtiwQ7juzuaan277FoI1e892BjNtx+VjoNAwqVNK2SnqnXtPJpdPp0L9/f/Ff3759AUTf4nr22WfxwAMP4Ac/+AFGjx6NVatWwefzYfXq1T2c6vaxWQx4fOaYpIvmxGIHnpg5pkvGI23vb3ZFGnsi312ln9WER2eUJFXeK5x23DHJiSUb9sd9vrm6Efeu3Z3UWZVqO+VOO2aXDcX0DJ1kvVWOQYul06X329LpJcgxaHsoZe2T7vg/OqNEMfOGqMHAfDMeSXEsHplRoqh5Q+SEYpV0NorVrkGxSjobxSpRovbUV6XWtRi0WDnnEry7+zimP78V81/fhZtf+hzzJzlR4Tyz3srKWiycXJzUSBn7OzaLAVec3xcLJxcnNXpWOB1YMKkYKytr06aREEJI+2VbFgj3nQfqXZhbVpR0rc62vXVeeRGe3fgN+tvMWDDJmXzNL3bgDzPHwMtyWLCmClOe24LZE4Zm/XuEyA3D8zzf04noaosXL8aTTz4Jm80Go9GIcePG4dFHH8V5552Hw4cPY9iwYdi1axdKS0vF79x4443Iz8/HqlWrsv4dt9sNm80Gl8sFq9XaFVnJisvHotHDojUQQp5JD0du10+4197f7Io09kS+u8pJdwDNXhbuQBhWkw4mvQbXPVcJH8tJrp9qAkhhO63BMELhCD473ISVlbVx25lY7MCyWaWK3VftlS5OjzR68fj7B/BfFw9CodUIT4BDrkmLBncQ/9xZh3uvHYEhjpweSnn7JZ5HBTkGaojrIfUtfrj8IfH6ZDPrqSEuA4pVitWeQLHafhSrFKs9gWK1/eRSV+3N2lNfjV23wGLAb9/aiy01jXHrWAxaPDh1JC4eXAAfGxa3CSDj77h8LFp8IfhCHGobvTDqNNjznQsMA4weaEMwHIFRp4Gzb66irtNqQLHaPl6vF7f++RO8/ssrkJOT067P2rsuIbE6GqvZlgUn3QG0+FjwPMAD8LFh5JsNWbe3BsMcrnuuEhaDFj+//DxMuqAQAOBjOeg0DPrmGZFv1mPBmipsqY6WLxaDFvPKi1A6KB8AMLiPBYV5xl7TXkiUrVcMID9u3Di89tprOP/883Hy5EksXboUEyZMwL59+3DixAkAQL9+/eK+069fPxw5ciTtdoPBIILBoPi32+3u/MR3gPCElpx/syvS2BP57ir9rKa4RpOqo80pO7iA1BNACts51ODBlU9/KrnO5upGNHpY1ey7RO2JUy8bxnt7T+K9vSclly+cXNzp6etKiecR6TkD883U+JYBxSrFqhxQrGZGsUqxKgcUq5nJta7am7Wnvhq77qEGT1IHFxBtqLzvX3vw0d2X43uDC5K+n832q442Y/7ru1Ku99b8CRgCauTvShSrhChDZ8VqtmVBR+87Y6/vQLSseObDajzzYXXcem/Nn4Awx4sdXMK6yzfViH9/dPflqm0rJOrTK4YrnDJlCmbOnImSkhJcddVV2LBhAwDEvaXFMEzcd3ieT/os0WOPPQabzSb+GzRoUOcnnhCc/QSQ7hSdYIJUnWRq0J449abpSASQtqOREHJ2KFYJUQaKVUKUgeqq6tGVdbmzrWeSs0exSogyKC1Ws7m+9+a2QqI+vaKTK1FOTg5KSkpQXV2N/v37A4D4RpegoaEh6e2uRPfddx9cLpf4r66ursvSTHq39kxWLKU3V17aE6f5GSYrp8nMCek6FKuEKAPFKiHKQHVV9ejKutzZ1jPJ2aNYJUQZlBar2Vzfe3NbIVGfXjFcYaJgMIgDBw6goqICRUVF6N+/Pz788ENxTi6WZfHpp5/iiSeeSLsdo9EIo9HYJWkUxlB1B0KwmvVw5KhnKD7SfsIEkveu3Y3NMa8SZ5oAUjiPOJ5HRbEj7jXk2G2oufLSnjgtzDPiqhGFGD7AitJB+QiGIzDptdh1tBkHj7tRmNc18U4IoVglRCkoVglRhq6sq5LuJTRUbm5nXU6oC3qCIeRbDGDDEXiC4bj2hY7WM0nnoVglRBnONla7u5033fX9DzPHAAB0GqbXthUS9ekVnVz33HMPpk2bhsGDB6OhoQFLly6F2+3G7NmzwTAMfvWrX+HRRx9FcXExiouL8eijj8JiseCWW27pkfTWt/ixaO3uuIvMxGIHHp85hsae78UG5puxbFZp1pMVx55HFoMWz80qBc/zqKxpEtehyks8m8WAB6eOxP3r9sSNQ1zutOORGSW0nwiRCYpVQpSBYpUQQs5eRzqihLrgziPNeG5WKf7wwdfYmlAPFNoX2lvPJIQQ0j491c6b6vruZTksWFMllhERnk8qI6itkChNr+jkOnbsGGbNmoXGxkb07dsX48ePx7Zt2zBkyBAAwG9+8xv4/X7Mnz8fzc3NGDduHP79738jLy+v29Pq8rFJFz4A2FzdiHvX7sayWaV0kenFsp2gMvE88rEc7lxThXnlRZh/hRMmvRY2M1VeEp10B/DAuj1xhTsAVNY04YF1e/DHH36PJpwnRAYoVglRBopVQgjpHO3piIqtCy6Y7MQrW2uTrsOJ7QvZ1jMJIYS0T0+38yZe3xPTI7QVzisrAgAM7mNBYZ6RygSiOL2ik+uNN95Iu5xhGCxevBiLFy/ungSl0ehhJV8TBaIXwEYPSxcakpHUeeRjOSzfVIPlm2rw0d2XY1hhbg+lTr6avWzcm26xKmua0OxlqTGOEBmgWCVEGShWCSGk82TbERVbFywdlB/3Jm0sal8ghJCuJ7d23sT0CG2Fgo/uvpzKBaJImp5OAInnDoTSLm/NsJwQgM6jjnIHwme1nBDSPShWCVEGilVCCOl+sXXBYDiSdl2qFxJCSNeSW/uc3NJDSGehTi6ZsZr0aZfnZVhOCEDnUUdZTelfbs20nBDSPShWCVEGilVCCOl+sXVBoy59kw/VCwkhpGvJrX1ObukhpLNQJ5fMOHINmFjskFw2sdgBRy69Mkoyo/OoYwpyDCh32iWXlTvtKMih/UaIHFCsEqIMFKuEENL9YuuCVXUtKEtxHaZ6ISGEdD25tc/JLT2EdBbq5JIZm8WAx2eOSbrgTCx24ImZY2hcVJIVOo86pp/VhEdnlCQ1yJU77Xh0RgnNG0KITFCsEqIMFKuEENL9YuuCKytrMbesKKmji+qFhBDSPeTWPie39BDSWWiMEBkamG/GslmlaPSwaA2EkGfSw5Gb3SSzhAjoPOqYwfYc/PGH30Ozl4U7EIbVpENBjoEa4giRGYpVQpSBYpUQQrpfbF3QGwzh0eklYLkIvMEw1QsJIaSbya19Tm7pIaQzUCeXTNksdHEhZ4/Oo47pZzVR4xshCkCxSogyUKwSQkj3o7ogIYTIh9yuyXJLDyFni4YrJIQQQgghhBBCCCGEEEIIIYpDnVyEEEIIIYQQQgghhBCSAs/z8Hq94Hm+p5NCCCEkAXVyEUIIIYQQQgghhBBCSAo+nw83/+l9+Hy+nk4KIYSQBNTJRQghhBBCCCGEEEIIIWnoDDTHKCGEyBF1chFCCCGEEEIIIYQQQgghhBDFoU4uQgghhBBCCCGEEEIIIYQQojjUyUUIIYQQQgghhBBCCCGEEEIUhzq5CCGEEEIIIYQQQgghhBBCiOJQJxchhBBCCCGEEEIIIYQQQghRHOrkIoQQQgghhBBCCCGEEEIIIYpDnVyEEEIIIYQQQgghhBBZ4nkeXq8XPM/3dFIIIYTIEHVyEUIIIYQQQgghhBBCZMnn8+HmP70Pn8/X00khhBAiQ72yk+uxxx4DwzD41a9+JX42Z84cMAwT92/8+PE9l0hCCCGEEEIIIYQQQgh0BlNPJ4EQQohM6Xo6Ad3tyy+/xEsvvYQxY8YkLbv22mvxyiuviH8bDIbuTBohhBBCCCGEEEIIIYQQQgjJUq96k8vj8eDWW2/Fyy+/jIKCgqTlRqMR/fv3F//16dOnB1JJCCGEEEIIIYQQQgghhBBCMulVb3LdcccduP7663HVVVdh6dKlScs/+eQTFBYWIj8/H5dffjkeeeQRFBYWptxeMBhEMBgU/3a73V2SbkJIx1GcEqIMFKuEKAPFKiHKQLFKiDJQrBKiDBSrhMhbr3mT64033sCuXbvw2GOPSS6fMmUKXn/9dWzatAl//OMf8eWXX2Ly5MlxF7BEjz32GGw2m/hv0KBBXZV8QkgHUZwSogwUq4QoA8UqIcpAsUqIMlCsEqIMFKuEyFuv6OSqq6vDXXfdhb/97W8wmaQnqrz55ptx/fXXY/To0Zg2bRree+89fPPNN9iwYUPK7d53331wuVziv7q6uq7KAiGkgyhOCVEGilVClIFilRBloFglRBkoVpWP53l4vV7wPN/TSSFdiGKVEHnrFcMV7ty5Ew0NDbj44ovFzziOw+bNm7F8+XIEg0Fotdq47wwYMABDhgxBdXV1yu0ajUYYjcZOTavLx6LRw8IdCMFq1sORY4DNYujU3yCkN+mKOCXdi66LvQPFqvJRrPYOFKvKRnHae1Cs9g4U08pHsap8Pp8PN//pfbx517XIycnp6eSQLtLRWKXrNCHdo1d0cl155ZXYs2dP3Gdz587F8OHDsWjRoqQOLgBoampCXV0dBgwY0F3JRH2LH4vW7saW6kbxs4nFDjw+cwwG5pu7LR2EECIXdF0kRBkoVgmRP4pTQtSFYpoQ+dAZpEeNIr0bXacJ6T69YrjCvLw8jB49Ou5fTk4O7HY7Ro8eDY/Hg3vuuQeff/45vv32W3zyySeYNm0aHA4HZsyY0S1pdPnYpAsfAGyubsS9a3fD5WO7JR2EECIXdF0kRBkoVgmRP4pTQtSFYpoQQuSNrtOEdK9e0cmViVarxZ49e3DjjTfi/PPPx+zZs3H++efj888/R15eXrekodHDJl34BJurG9HooYsfIaR3oesiIcpAsUqI/FGcEqIuFNOEECJvdJ0mpHv1iuEKpXzyySfi/5vNZnzwwQc9lxgA7kAo7fLWDMsJIURt6LpIiDJQrBIifxSnhKgLxTQhhMgbXacJ6V70JpdMWE36tMvzMiwnhBC1oesiIcpAsUqI/FGcEqIuFNOEECJvdJ0mpHtRJ5dMOHINmFjskFw2sdgBR66hm1NEeguXj8WhBg+qjjbj0CkPjQtMZIOui/JD1wsihWJVfihWSSKKU3miWCUdRTFNCCHypqbrNN2vECXotcMVyo3NYsDjM8fg3rW7sTlmzNaJxQ48MXMMbBblXPyIctS3+JMmwpxY7MDjM8dgYL65B1NGCF0X5YauFyQVilV5oVglUihO5YdilZwNIaYTz6Eypx3zJznhYznYLD2YQEII6eXUcu9F9ytEKaiTS0YG5puxbFYpGj0sWgMh5Jn0cOQaFHPhI8ri8rFJBRUQnQDz3rW7sWxWKZ17pMfRdVEe6HpBMqFYlQeKVZIOxal8UKySzpBj0OK6kgGYM2EoguEIjDoNqupaMO/VLzF2SAGdR4T0IJ7n4fP5YLFYwDBMTyeH9BCl33vR/QpREurkkhmbRTkXO6JsjR42qaASbK5uRKOHpXORyAJdF3seXS9INihWex7FKsmE4lQeKFZJZ2j0sLjvX3skl9F5REjP8vl8uPlP7+PNu65FTk5OTyeH9CAl33vR/QpREpqTi5Beyh0IpV3emmE5IaT3oOsFIcpAsUqIMlCsks5A5xEh8qYzmHo6CYScFSpniJJQJxchvZTVpE+7PC/DckJI70HXC0KUgWKVEGWgWCWdgc4jQgghXYnKGaIk1MlFSC/lyDVgYrFDctnEYgccufTKMSEkiq4XhCgDxSohykCxSjoDnUeEEEK6EpUzREmok4uQXspmMeDxmWOSCqyJxQ48MXMMjatLCBHR9YIQZaBYJUQZKFZJZ6DziKgVz/Pwer3geb6nk0JIr0blDFESXU8ngBDScwbmm7FsVikaPSxaAyHkmfRw5Cp3UkxCSNeh6wUhykCxSogyUKySzkDnEVEjn8+Hm//0Pt6861rk5OT0dHI6Fc/z8Pl8sFgsYBimp5NDSEZUzhCloE4uQno5m4UKJ0JIduh6QYgyUKwSogwUq6Qz0HlE1EhnMPV0ErqEmjvwiHpROUOUgIYrJIQQQgghhBBCCCGEkC6m1g48QgjpSdTJRQghhBBCCCGEEEIIId2M5iAjhJCzR51chBBCCCGEEEIIIYQQ0s2EIQx9Pl/c56k6v6hTjBBCktGcXJ1IKGDcbncPp4QQ9cvLy+vQRK0Up4R0L4pVQpSBYpUQZaBYJUT+OhqnQPti1ev1dug35M7n84H1eXHixAlYLJaUn7Vn3bP9flduw+fzIRLmJNf95Suf4c9zJ2T1OYlqz1xn3RWrhJCzk02sMjx1/XeaY8eOYdCgQT2dDEJ6BZfLBavV2u7vUZwS0r0oVglRBopVQpSBYpUQ+etonAIUq4R0J4pVQpQhm1ilTq5OFIlEUF9fn7F30e12Y9CgQairq+vwxVROKD/yprb8CDr6xE1vi1PKh3yoIQ9A+/NBsZodyod8qCEPAMVqV1FDPtSQB6D35qOrY1XO1HLMpVDelClV3s4mzpQeq2o+3oC689cb89YVsdob96PSqTVfgHrylk2s0nCFnUij0eDcc8/Nen2r1aroEywR5Ufe1JafjuqtcUr5kA815AHo+nxQrCqbGvKhhjwAFKtdRQ35UEMeAMpHttobq3KmlmMuhfKmTJ2ZN7XEqpqPN6Du/FHespMpVmk/Ko9a8wWoO28CTU8ngBBCCCGEEEIIIYQQQgghhJD2ok4uQgghhBBCCCGEEEIIIYQQojjUydUDjEYjHnroIRiNxp5OSqeg/Mib2vLTXdSy3ygf8qGGPADyy4fc0tNRlA/5UEMeAPnlQ27p6Sg15EMNeQAoH72RmvcV5U2Z1Jy3jlL7PlFz/ihvyvut7qbWvKk1X4C685aI4Xme7+lEEEIIIYQQQgghhBBCCCGEENIe9CYXIYQQQgghhBBCCCGEEEIIURzq5CKEEEIIIYQQQgghhBBCCCGKQ51chBBCCCGEEEIIIYQQQgghRHGok4sQQgghhBBCCCGEEEIIIYQoDnVyEUIIIYQQQgghhBBCCCGEEMWhTq5OxPM83G43eJ7v6aQQQlKgOCVEGShWCVEGilVClIFilRBloFglRBkoVgmRF+rk6kStra2w2WxobW3t6aQQQlKgOCVEGShWCVEGilVClIFilRBloFglRBkoVgmRF+rkIoQQQgghhBBCCCGEEEIIIYpDnVyEEEIIIYQQQgghhBBCCCFEcaiTixBCCCGEEEIIIYQQQgghhCgOdXIRQgghhBBCCCGEEEIIIYQQxaFOLkIIIYQQQgghhBBCCCGEEKI4up5OACGkZ7l8LBo9LNyBEKxmPRw5Btgshp5OFiEiOkcJUQaKVULkj+KUEGWhmCWkfShmCCGkd6JOLkJ6sfoWPxat3Y0t1Y3iZxOLHXh85hgMzDf3YMoIiaJzlBBloFglRP4oTglRFopZQtqHYoYQQnovGq6QkF7K5WOTbgABYHN1I+5duxsuH9tDKSMkis5RQpSBYpUQ+aM4JURZKGYJaR+KGUII6d3oTS5CeqlGD5t0AyjYXN2IhtYgveZPelSmc7TRwyrmnKRhM4iaUawSIn9qilOAYpWoX0NrUFUxS0hX62g5R+UJIYSoA3VyEdJLuQOhtMuPnvbhtlU7xL8nFjvw+xtHw+VnkWuimz/S9TKdo60ZlssFDZtB1I5ilRD5U0ucAhSrRP3qW/w4etqXdh2XXzkxS0h36Eg5V9/ix6J/7saWGipPCCFE6Wi4QkJ6KatJ3671N1c34oG39uDDAw248o+fYuGaKtS3+CXXdflYHGrwoOpoMw6d8tDQAKRDMp2jee08h3sCDZtBegOKVULkTw1xClCsEuXLVE8SzvFMAiEuZV2MkN6oveWcy8cmdXAB0fJkEZUnhBCiONTJRUgv5cg1YGKxQ3JZmdOOqrqWpM+31jShdFA+gNSNCfUtfixYU4Urn/4UM174LGOHGCGp5Jp0KHfaJZeVO+3INcn/ZeRshs0gROkoVgmRPzXEKUCxSpQtm3qScI5X1bWgLEXMljnt+OxwE3XsEhIjXfvGxGIHHLnxo9A0tAaTOrgEW9qmbyCEEKIc1MlFSC9lsxjw+MwxSTeCFcUOzC0rwsrKWsnvBcMR8f8TGxPo6VrSmdz+EOaUFSVV8MucdswpK4JbAcO0qGl4KEJSoVglRP7UEKcAxSpRLvGtkQz1JJc/+t+VlbWYKxGzFU67WFejjl1CzkjVvjGx2IEnZo5JmmqhxZe+vGjxh2hkGkIIURBlPLJHCOkSA/PNWDarFI0eFq2BEPJMemgY4PpllfCxnOR3jLr4vvHYxgS1TWpOelaLL4Q711RhXnkR5pUVIRiOwKjToKquBXeuqcKquZf2dBIzUsvwUISkQ7FKiPypIU4BilWiXCfcgZRvjcTWkyyGaBONj+UkY7ZvnhE/emmbWFejjl1CzpBq33DkSs8lbjFq027LYtDi+ucqAdA8XYQQogTUyUVIL2ezxN/0fXPCjdLB+dha05S0rtQwhrGNCfR0LelMFqMWPpbD8k01KZfLnTBsxmaJzl+pYTMIUSKKVULkTw1xClCsEmVy+Vgca04/dLtQT9JoGJQ57dha05QUs2VOO0oHF8Q9jEgdu4TES2zfSMWk04qxlqjMaYdJd6ZcFN64XDarlB7aJYQQmaLhCgkhcXhAcmiMspihMQSJjQn0dC3pTGa9Nu1cBGa9/Bvk2jtsBiFKRLFKiPypIU4BilWiTNkMKSjUk3QapsN1MUJI9rQMsGCSUzLWFkwqBhg+7nMaHpQQQuSN3uQipJdy+Vg0eli4AyFYzXo4cqJPPDEMg9Xbj6B0cAHmlRWB5SI4t8CMPcdcuHNNlfjkoFRjAj1dSzqTpq3iASDuCTuh4qFleipl7dOeYTPkLtV1g/RuFKvyQ7FKEqklTgGKVaI87kAIVXUtKd8aqYipJ9lzDHjs3QMZ62IVxQ78/sbR3ZoPQpQg2+uqxaiLTtVQMiBuSNCT7gA0DFDXlPz2JY1MQwgh8kWdXIT0QvUtfixaGz/xsTDOtE7D4JZxQ/DK1lpxeAyLQYvfXj8Cb/58PIKhCAosBsnGBOHp2nvX7o7r6KKna3uG0htOeB6w5xoxNaHi0eAOwJFnQITPvA25yHbYDDlLd92g8enPDsWqfFCsknSUHKtqilOAYpUoi9Wkx8rKWjw3qxRAckfzkhtHi+ezzWLAwzeOxr1rd8fVxR6cOhL/mj8B9S1+8DxQVdeC657bgrFDCuicIaRNe66rhVYTgiEOh0954z5nAPTJNWDWS9uStn+2I9Mo+T6CEELkjuF5XmFVGvlyu92w2WxwuVywWq09nRxCJLl8LBasqYq78RNMLHbgyZsuxG/X7cEFA6woHZQfNzH518fdeOqmC9PeiB1v8eOTb06hMM94pgGlNYgrzu+LATKofPWWOFVDw4nLx+KBdXsw46JzUWg1whPgkGvSosEdxLpdx/DIjBKqFHSTTNeNrhifnmKVYpW0H8Vq11F6rFKcygvFau/i8rFYuKYKO440Y155UVwdq6E1iOtG90863kJjeGsgBLNBi2ZfCC9tPoRNB08lbb+rzhnSMyhWO6aj19WT7gCavSzcgTCsJh1a/CEsWL0raWjCs40zpd9HkGQUq4TIC73JRUgv0+hhJW/8gOg4095gOOnpQSC7t7FcPha/Sbhxi/0+Vb66h8vHJt1AA8qbMNdmMeD+60fSm4EykOm60ehh6Xh0AMUq6WwUq11DDbFKcSovFKu9S+xoF9nWr4S3FYWG+zkThkp2cAF0zhACdPy62s9qQj+rSfy7vsWPkQOsnVpWquE+ghBC5I46uQjpZdwZxpF2+0M4r29uh+Y6oAq7PKjpOKhp3g0ly3TdoPHpO4ZilXQ2itWuoZZYpTiVD4rV3qej8Sdcf2ZdOjjtenTOkN6us66rXVFWquU+ghBC5Iw6uQjpRVw+Fma9Nu06wjjTHZnrgCrs8qDW48AD0UHSSbezZhh//mzHp++tKFZJZ6NY7RpqjFWK055Fsdo7nU39yqjTpF2PzhnS23XFdbWzyko13kcQQojcUCcXIb2EMAb0hYPyUea0x014LJhY7IAjN1rx6sikqFRhlwc1HQcau1weHLkGTCx2xA3bIYi9bpD2oVglnY1itWuoJVYpTuWDYpVkItTFhM6tqrqWrOpwhKhRNm0TnXVd7YqyUi33EYQQImfpHwcihKhC7BjQKytrMbesCGVOe9w6seNM17f4sWBNFa58+lPMeOEzXPnHT7FwTRXqW/xpf0e4sZRCla/uo5bjkGnscpePTfFN0tlsFgOWTh+N8oTrRrnTjqXTR9PwGh1EsUo6G8Vq11BDrFKcygvFKkknti523BVAudOesg5XQfPqEZXLtm1CmPsusbxuz3xaXVVWquE+ghBC5I7heZ7v6USohdvths1mg8vlgtVq7enkECI61ODBlU9/Kv5tMWgxr7wIpYPyEQxHcJ4jBwNsprjJjaXGjJ5Y7Mg4KWp9iz/lpOYDZPCUcG+JU7kfh2wknreJPrr7cgwrzO3GFPVeLh+LX//jPxg+wCpeN4w6DarqWvD1cTeeuunCTm9coVilWCXtR7HadZQeqxSn8kKxSlJJrIu9OucShHker2ytRdXRFrEOBwCFViOsJj2G2HN6MMWks1GsntGRtgnhra+OzKfVlWWl0u8jSDKKVULkhYYrJKQXSBwD2sdyWL6pRvz7rfkTxBu/s50UlSY1lwc1HAcau1w+Gj0sNh5owMYDDSmXK+nckhOKVdKZKFa7jtJjleKW7vROAAEAAElEQVRUXihWSSqJdTFfiMM9//gP5pUXYV5ZEYLhCIDo8IUrK2ux+qfjqJOLqFZH2iY6MvedoCvLSqXfRxBCiNxRJxchvUB7xoDujBu7s7mxJJ1H6ceBxi6XD2oc7VoUq6SzUKx2LSXHKsWpvFCsklQSzw2jTpP0gGIsil2iZt19rezqslLJ9xGEECJ3NCcXIb1Ae8aApkYQIhc0drl80HWBpEOxKh8UqyQVilN5oVglqSSeG1V1LUnzcAkodonadfe1kspKQghRLurkIqQXaM8krHRjR+SiMyYPJp2DrgskHYpV+aBYJalQnMoLxSpJJfHcWFlZi7llRUkdXRS7pDfo7msllZWEEKJcDM/zfE8nQi1o0kEiN8Kkq+5ACDazHjlGHTyBcMYxoFNNivr7G0fD5WeRa9LDkaPMV+17U5zGHn+rWbnH7GwmDyadp7snS6ZYVd45TrEqDxSrXUcNsUpxKh8Uq71Le64fx077cN+6PeJcRBaDFg9OHYmLBufDz3IUuypHsRqvs66V7YnB9pSVarg3IB1DsUqIvNCcXISoVH2LH4vW7o6bqHVisQOPzxyDYYW5ab+bOCmq2aDFrqMtuO65LfCxXNy2BnZBJZycvXTHX2nHjMYulwcGwJSSAZg9YSiC4QiMOg0aWoM9nSzFo1glnY1itWuoJVYpTuWDYrX3aM/1o77Fj8Xr9+HCQfmY03Zu5Jv1GGK34JwCS3cnnZAel9g20ZFO3vaW4dmWlWq5NyCEEDWgN7k6EfXiE7lw+VgsWFMVd7MlqCh24KmbLkQ/q+mstzWx2IFls0rPurGkO59+6g1x2h3HjLSP0p/w64lzimKVYrUnUKy2H8UqxWpPoFhtv94Qq3LUnmOdad1Hpo9GazAML8sh36xHYZ5RUec9yQ7F6tk56Q6g2cvCHQjDatbBatIndUQJzuZ6S/cGhGKVEHmhN7kIUaFGDyt5swUAW6obcajBAy7CZ/V0Ubptba5uRKOHPaubt/oWPxb9cze21NDTT52lq48ZaR81POFH51TXoP0qLxSrJBXar/JCsUqUpD3HOtO6R5v9uPUv28XPKtqGbFPKeU9IVzva5MV96/Zga02T+NnrPx3XJddbuo4TQoi8aHo6AYSQzucOhNIub/GHcO/a3XD52LPeVmuG5em4fGxSBxcQvSlclGX6SLKuPGY94aQ7gIPH3fii9jQOnnDjpDvQ00nKmsvHSj45uLm6MesYlAOXP306XX5lnVNyQbEqHxSrJB01xaqS4xSgWCXK057rR6Z1E8+LLQl1JpePxaEGD6qONuPQKY9i4oGQznDSHUjq4AIyX0+lyvBsYklN9waEEKIG9CYXISpkNenTLjfqNFk/XZRpW3kZlqfT0BpM6uASbKluRENrkJ5+6oCuPGbdTeppvHKnHY/OKMFge04Ppiw7annCz2JIf7tgMWi7KSXqQrEqHxSrJB21xKrS4xSgWCXK057rRzZ1uERCncnLcop/w5GQs9HsZZM6uADpuImVWIZn+7awWu4NCCFELehNLkJUKNekQ7nTLrmszGlHVV0LgOyeEnXkGjCx2CG5bGKxA47cjjcktGT4fXqKtWO68ph1p1RP41XWNOH+dXsU8fS5ap7wY6LXDillTjsYppvToxIUq/JBsUrSUUOsqiFOAYpVojztuX6kWze2DpeoxR9SxRuOhJyNVOVDVV1LyuttYgy2521hNdwbEEKImlAnFyEq5A2GMaesCBUJN11lTjvmlhVhZWUtAOmnRBNfzQeAx2eOSbqBm9g2BvzZPC2bk+EpVXqKtWNsFgOWTh+d1NFZ7rRj6fTRinjCGUj9NB4QbZRr9sq/wq6WJ/x4nsfcsqKkCqJwTYnwfA+lTNkoVuWDYpWko4ZYVUOcAhSrRHlsFoNkXaqi2IGHbhiFJi8rNpynXNfpiKvDJbIYtBnfcCRE7VJd/1dW1mKuRNuIVHtGNm8LC1LFa2e0kxBCCGk/Gq6QEBVq8bG4c00V3rqjDKdag3D5QzDqNKiqa8Gda6rgYzmUOe3QauIfE031av4TM8dg2axSNHpYtAZCyDPp4cg1nNWNW32LH0C0Mi/V6FLmtCMnw1AuRJrLx+L37+zH9wYXYG5ZEYLhiHj8l7yzH0/ddKEibrrdgfBZLZcD4Qm/zRKVJSU94WfR67B6+xGUDi7AvIRzavX2I3ho6qieTqIiUazKB8UqSUcNsaqGOAUoVokyDcw3i3WpFj+LYCiCzw43YdqySvhYLm4oNGHdE+4AjjX7McBmgjsQxkubD8HHcknbrnDaYdalfzCQRscgvYFFr0W5047KhLYFH8thzfYjeGT6aFQ3eMTrbUNrMGkb7Z0vMTa2O6udhBBCSMdQCzIhKmQx6OBjOdQ3+xHmeby+/UhcR5LwlKhWw8DlY9HoYcHxPJas34ctCTeFm9smNF42qxTDCnM7JX3CMABjhxZgwSQnACSlb+HkYuRblPE0rtw0elhsPNCAjQcaUi5Xwo231ZS+iMq0XA6Ep//vX7cnrsKlpKf/AcBs0OJnFedh+cc1WL6pRvy8zGnHgknFMNNblx1CsSofFKskHTXEqhriFKBYJcolnJuL1+9LORTaslmlAIAWXwhL39mPLTVNeHXOJeiTa8DPKs5DMByJqzNVOB1YMNmZcXhLGh2D9AYMeCy+YRQWv70vqXy477qR8ARDuG3VjrjvTCx2YNmsUjE+OzJfos1CnVqEECIHyqjNEELaRaNhUOa0Y8fRZuyvd0k+JfrGF0exeNooLFhThS3VjVgxe2xSB5egsyfyFoYB2HmkGWPOycf1JQPi0tfgDkJDcxF0mFrmq8gxSD+NB0QrK5mGu5QDl4/F79dLP/3/+3f2448KePofADzBMAKhSFKsnnQHEAhx8ATDKOzpRCoQxap8UKySdNQQq2qIU4BilShbpqHQTrgDWLrhAOZMGCrWy3YcbcahhlbcMcmJB64bgXCEh4/loNMwOHzKA4tBCy8bTjs6RuLoHYSoE4NmbwALJjuxaMpweAIcck1aeINhNHuD+OxwcnwktnNomPQjzWhowkRCCJEt6uQiRIV0GgZzy4qwevsR3DJuCF7ZWhv3lGiF04F7rrkAv3t7r1jRCoYjabeZ2IAjvAHmDoRgNevhyMn+CSahscjHcrhj9S7MKy9CP6tJXD58QB5u/ct2rF9QroiGCrlRy3wVLX4WD04dhSXvJD+N97tpo+DysxiEnB5MYWYNrUFsPNiAjQeln/5vaA0q4hx3+UOSsVrvijbGrP7puB5MnXJRrMoHxSpJRw2xqoY4BShWibJl6jA/1uzHlupGzLp0sPjZyspaPDerFE9/+A1GDrShdFA+guEIbGY9hg+wYu6rX+Kp/7oQc8uKACSPjiGM3kGIGsW2SfA8D08wguMuP/pZTQiGI/CxGjS4A+hvM+PFTw9LbiO2nYMH0sYSD5ovkRBC5Io6uQhRIXuOAY+9ewAjB9qgYxjc8/0LcO8UBs2+EHQaBn6WQ7OXxaaDp8TvGHWatNuMbcBJNXeXMJZ8JrGNRT6Wi+uAA4AVs8fCx3KKeDJajlQzX4VBj5tf+hxPzBwT9zRegzuIW17ehjdvv6ynk5hRS4Y5EJQyR0KuUScZq4IcI91OdATFqnxQrJJ01BCraohTgGKVKFumDnNBbL3Mx3K4c00V5pUXiR1cg/qY8cG+k1hZWQsfy2HH0WYcTDF6x5tfHMVTN13YVVkipMcktkmsX1gm+fDAqHNs+NFL2yTntAPir7cMw6SdL/Hea0fgUIOnQw/6EkII6Vp090yICtksBjx842jcu3Z30jj/c8uKcOeaqqTKTlVdS8pX82MbcIT5tNKNJZ/pRi9dY1GZ046quhYAyngyWo5sFgMenzkG967dHbePJxY78MTMMYq5EXfkGjBygDVp7HRAOY2KmYZ/UsocCXotk3boDr2WnhDuCIpV+aBYJemoIVbVEKcAxSpRtnR1oIpih1gHSqyXxXaIljntKB1cEFfHW1lZi7fml+Hhd/bFj95R7MAfFHKNIqQ9pNokwhyP0sH5SQ8PLJjsxEWD8yWH6y1z2mHQnulU1mkYyZFwhHaU094gfvTydvHz9jzoSwghpGtRJxchKjUw34xls0rR6GHR5A2iNRBGVV0L7lxTBR/LJb25JQyFAcS/mi804ADAoQYPgmEu7Vjy2czdlaqxKLYTTkkNLnIUe/xbAyHkmfRw5CrrSTM1TC5vMWjTNmIppTGuycumHbrjtJfFUEdPpU7ZKFblgWKVZKL0WFVDnAIUq0TZUtWBKood+P2No3D9c5UAUtfLyp12zGmrK8UqHZyP9/YdT3r7ZFCBBQOo8Z2okNT8di5fSPK6ur/ehQenjsLSd/ZjS01y20Ozj0W4gYc7EEKfHAPe/OKo5Jtca7YfwYiBtrjfFB70XXLjaJz2sfR2FyGE9CDq5CJExWwWA7wsh9ywHj98cVvcMqknBIWhMO64wgmTXgubOdqA42M5LFhThS3VjXjh1ovS/ma2QwwKjUUn3AEca/aLabpzTRUuGpyvqAYXuQqEIwhxEbAcj1AkgkA4Alvmr8mGGiaX14DBgklOAMmNWAsmFUMDZTypbdZr8eM1X2BeeVFShe/ONVX45y+UMcyVXFGs9jyKVZINJceqGuIUoFglypfYYW42aLHzSDPe/k89SgfnY2tNU1y9bF5bo32+RQ+9VoNnN34TN+xa7EOCicOxrf7pOOS26OgtE6I6UvPb7TjajP0phu18duPXmFM2FHPKhiZdb1f/bDyufPpTANG3Ld+4/TIsfntv0pzms8uGJnUwA9GOrkONXsx79UsA9HYXIYT0lB7t5Nq8eTOefPJJ7Ny5E8ePH8e6deswffp0cfmcOXOwatWquO+MGzcO27adaawPBoO45557sGbNGvj9flx55ZV44YUXcO6554rrNDc3484778Tbb78NALjhhhuwbNky5Ofni+scPXoUd9xxBzZt2gSz2YxbbrkFTz31FAwG+Vf2CEnF5WOx6J//wQPXj0x66lV4QpABxCd6fSyH3XUtuPXSweJTfy4fi9/EDAXQnrm7MgmEI3jy/YMY3jaJ8sgBViybVYqquhYseWc/nlJIg4scHW3y4r51e5Ke/nx0RgkG2+U/sTygjsnlT/uCCIQiuL5kQFxl66Q7gECIw2kfi8GQ//Ew67WSw38A0cYVs14ZT87LEcWqPFCskkyUHqtqiFOAYpWog80SfdPjpDuAu//+FbbWNMFi0Ma9vSUMUVjmtOOhaaMw/fmtAIB55UW4ddwQBMMRFOYZ8c3JVskOrgqnA58dbsKfPz2E5VkMJ0+IkkjNbye0byQONVhR7MD8K5y4bdWXSXFS5rRDE/NsxI8uHYxH301+IKS/1YSbXvw85bxeupghZtszjQMhhJDO06OdXF6vFxdeeCHmzp2LmTNnSq5z7bXX4pVXXhH/Tux0+tWvfoX169fjjTfegN1ux69//WtMnToVO3fuhFYbrRzccsstOHbsGN5//30AwO23344f//jHWL9+PQCA4zhcf/316Nu3LyorK9HU1ITZs2eD53ksW7asK7JOSLc46Q5iS00TeJ5PenXfx3JYvf0IfnPtcDyg1SAY4iSH3kkcCiDbubsyqW/x49tGLzYePIWNB09JrpPN0Ick2Ul3IKkhDoh2Zt6/bg/++MPvxU3GK1dqmFzepNfhjtVfJE2AXO8KYOmGA/jXLyf0YOqyxwBpn5xXxnPz8kOxKh8UqyQdNcSqGuIUoFgl6tLsZSVH1RA6cIscOdiw5zje23tcfMsrtvHeYtBixeyxuHhwPrYknEe/nToCM174DD6WU0wnNiHZcuQaUFHsiGunEGLowakjsXjaKHiDYeSZ9IjwPI41+8UYEghvQR53BcTPSgdFHz7YlNA+sX5hWcoOLgAosMR3umU7jQMhhJDO06OdXFOmTMGUKVPSrmM0GtG/f3/JZS6XCytWrMBf//pXXHXVVQCAv/3tbxg0aBA2btyIa665BgcOHMD777+Pbdu2Ydy4cQCAl19+GZdddhm+/vprXHDBBfj3v/+N/fv3o66uDgMHDgQA/PGPf8ScOXPwyCOPwGq1dmKuCek+QoOFTqfB6u1HUry6/w1+e91IjBggfZ4nDgWQae6ubG7kTroDWPTP/2DWuCFp18t26EMSL7bCnKiypgnNXlb2jXGAOiaX12iYtE9qazXKaMZq9KZ/cr7Ry2Jo355OpfJQrMoHxSpJRw2xqoY4BShWibq4A+G4v4W3twTv31WBqqPNqDraIln/unhwPgKhCC4e2gdzEup4x1sCYqO8UjqxCWmPOyY5EeH5uJgoHZyPIkcOjFoNPED0iQIeuGP1rpTDwy5riy0ACIYjkr8V5vi080GGOT7pc2rLIISQ7iX7Obk++eQTFBYWIj8/H5dffjkeeeQRFBYWAgB27tyJUCiE73//++L6AwcOxOjRo/HZZ5/hmmuuweeffw6bzSZ2cAHA+PHjYbPZ8Nlnn+GCCy7A559/jtGjR4sdXABwzTXXIBgMYufOnZg0aZJk2oLBIILBoPi32+3u7OwTclYsxmiDRTDE4WcV52H5xzVxFSfhaVFdmgaBxKEAEp8ytJn1KLAYsp58XXiDa0tNE+a0vV2WSnuGPkylN8ZpYoW5vcvlIsegS1uZyDHIvgiDTsOknVheKY1xOUY9frLyy5RPzq/thCfnKVbbv1wuKFblg2K1a6ghVtUQpwDFanv0xlhVGqspQ9wxaDvfa5Pm6BpgM2NfvQt3rN4lOQRbLKV0YvdWFKvt1+hhMe/VLyU7rua9+iWWzSrFbat2AAAe+0EJLh5SkPLhiKq6FvHvVFMzuHyhtGWPy5fcodUZbRlEXihWCZE3WddmpkyZgptuuglDhgxBbW0tHnzwQUyePBk7d+6E0WjEiRMnYDAYUFBQEPe9fv364cSJEwCAEydOiJ1isQoLC+PW6devX9zygoICGAwGcR0pjz32GB5++OGzzSYhXcai16LMacdHBxswvqiP5NOi2rb7uKqjzbCa9XDkxHdWOXINmFjswOaEoQCWb6pBRbEDD04diWzHVHH5WCxauxuzLh0c/c1OGvownd4Yp5kqzBkr1DKRb9Fj4eRiAMmViYWTi5FvkX/FwZ5jwGPvHpB8i/LNL47iqZsu7OkkZsWk0+CiFE/OlzvtMGWYqy8bFKvtXy4XFKvyQbHaNdQQq2qIU4BitT16Y6wqTUGOAeVOuzg/cqxypx1GidE4gGgd6p876/Cba4fj4iEFcUO2CY3ud66pEv9WSid2b0Wx2n7uQCjpzcdYsW9kLXlnP1bOuQQA4mKlotiBOyY5Me/VL8XPUrVP7DjajAP1LsmyZ/X2Ixg50Ba3fme1ZRB5oVglRN4YnueT36vtAQzDYN26dZg+fXrKdY4fP44hQ4bgjTfewA9+8AOsXr0ac+fOjetJB4Crr74aw4YNw//+7//i0UcfxapVq/D111/HrVNcXIzbbrsN9957L26//XYcOXIEH3zwQdw6BoMBr732Gn70ox9JpkeqF3/QoEFwuVw0xCGRhQZ3AIdOefDylsP48fihOO7yo5/VJN6UNbQGMaxvDua8cmYS1onFDjw+cwwG5pvF7dS3+HHv2t1xHV3lTjvmtFWgfCyHimIHltw4Gi4/i1xTcmcZABxq8ODKpz/FitljcduqHeIEy69srY27kawoduAPM8dgQEwaOqo3xulJdwC//vtXKSvMSpg7RHC8xY9PvjmFwjxj3Hk76fy+6N8J50d3kIofYXjPzjjHu8M3J93geQZL3tkXd16VO+343bRRAHic3+/s4oliNR7FavejWM0OxWo8JcWqGuIUoFjNVm+MVSU62uTF/ev2SJ4Hp1wB+LlIUl1J6Mg6N9+EXKMeTV4WgRCHcITH54ebsLKyFj6WEzuxR/TPo7mBZIxitf2EdoVUhPYGgcWgxT9/cRmOuwJi+Xfay2J8UR888NZesTwR5rl74eND2FJzpoyZPLwv7r9uJB5evy9lR1lse4qSyiOSPYpVQuRNUY/0DBgwAEOGDEF1dTUAoH///mBZFs3NzXFvczU0NGDChAniOidPnkza1qlTp8S3t/r374/t27fHLW9ubkYoFEp6wyuW0WiE0Wg863wR0lWMOg0G2sy4ekQ/MABGDLBCp2XQ6g/DnmuAy8/GdXAB0UlS7127G8tmlYqVoYH5ZiybVYpGDwuXP4RAiMNnh5vEDi4g+lTUg2/txcVDC/DsxmrJzjJhfq/YJ6QSJ1jON+sxrDC30xqLemOc9rOa8OiMEskK86MzShTRECcYkG/GdaP7o9HDojUQQp5Jj7FDChRVUY+NHyEP2Q7vKRc8Dzy78WvMLSvCoinD4QlwyDVp0eAO4pkPv8avrjr/rH+DYpVitadRrGaHYlW5saqGOAUoVrPVG2NViQbbc/DHH34PzV4W7kAIOQYd9DoNbnl5G3506WDsT/P2yFUj+kGvYTDuPDtOuDkcafKidFA+nrrpQrETe2gfi6JiozeiWG2/XJMu5VuQiUMQAtGRaL5t8mH+67viPr9qRCGevOlCeAJhsTwxahlMu3AA5pQNPfNAiDsAk5bBcomyBwDWLyhXbHlEskexSoi8KaqTq6mpCXV1dRgwYAAA4OKLL4Zer8eHH36IH/7whwCib3vt3bsXf/jDHwAAl112GVwuF7744gtceumlAIDt27fD5XKJHWGXXXYZHnnkERw/flzc9r///W8YjUZcfPHF3Z1NQjpFfYsfi9buxoHjbjwxcwzseQZ4gxxM+mgnki8Yxt1/3y353c3VjWj0sHE3ZzZL9Gat+mQrfvDnzyS/t6WmEXddVYxnN1ZLdpYJ83utrKyNmzxZGGZAeBusM4Zo6e3iK8xhWE06FOQYFNMQF0s495RM6XngAcy8eBBWpniSWBavhCsUxaq8KD0PFKtdRy2xqvRzXKD0fFCsklj9rCaYdBo88u4BbKluxIrZY9HoYcU60ytba+OGZatwOjC7bCjuXFOFZbNKUd/ix3l9c9EvzwQvG4aP5WAzK7MTm5BstAZCmNN2rZS6hgrDdcaSmm9r44EGLLo2hOJ+eXGfX67XxpX3o8+xieW9VExRnBFCSM/r0U4uj8eDmpozN2u1tbX46quv0KdPH/Tp0weLFy/GzJkzMWDAAHz77be4//774XA4MGPGDACAzWbDbbfdhl//+tew2+3o06cP7rnnHpSUlOCqq64CAIwYMQLXXnstfvazn+HFF18EANx+++2YOnUqLrjgAgDA97//fYwcORI//vGP8eSTT+L06dO455578LOf/YxeOSWKJMx9JbxKH/uq/sRiB5bNKsV3zWz6bfiTJ08FgJYUnwvCkTPV8sTOstj5vRLf4LKZ9QiEOFz33BaMHVKQ9BYYab9+VpPiGt+ITPFImhMi9kni31wzvKdTqGgUq6TTUKx2KYpV0mkoVkmCRg8r1t3SjXoh1JkWto2oEQxHEAxH0DcQxrDC3B7OBSHdo9kXSoqNwjwjvjnZGjfajEDq7S6BVPsGlfeEEKI8PdrJtWPHDkyaNEn8++677wYAzJ49G3/+85+xZ88evPbaa2hpacGAAQMwadIkvPnmm8jLO/OUxTPPPAOdTocf/vCH8Pv9uPLKK/Hqq69Cq9WK67z++uu488478f3vfx8AcMMNN2D58uXicq1Wiw0bNmD+/PkoKyuD2WzGLbfcgqeeeqqrdwEhXSK2kpRI6HiyZJiA2GLQSn6ek+LzVN9rDZy5abRZDHh85hhxHgXhicTYJ658LIfN1Y1YtHY3lse8BUaIkrl8LBo90WForGbpOetkjQFuGTck6UliIXbB9GDaCOlEFKuEKAPFKlEbd0ydKdWoF4l1JuDM2ymxdS5C1C7HoIWP5eKun8J836WD85Pm+549Yajk213C97Kl+LKHEEJUrEc7ua644grwfOrBGD744IOM2zCZTFi2bBmWLVuWcp0+ffrgb3/7W9rtDB48GO+8807G3yNECdwZKjmtgRAsRp34hGCiMqcdWo107TrHkP57ifLahigUxM6jcNrHwu0PoaquJemJqy3VjWhoDdJNI1E8YejQ2I5nqTnr5Mys12JNiifO12w/gt9NG9XTSSTkrFGsEqIMFKtEjawxdSYfy4lvqfzPVeeLI2wk1pnKnHacdAdQ7wpgxvfO6ZF0E9ITpNokhLj57fUj8MB1I/FtkxdGnQaD7RY89u6BpLe7gGgMmXTZdXKpoewhhBA1U9ScXISQ7FgTOpYS5Zn0YBhEnxSF9DjWQifXSXfgzHjUZh1sJj0WTi6W/N6CScX4+OsG8bOJxQ5xMtZYwjwKp789HTeUYqJMQyMSIneJQ4cKpOaskzMNgPuuG4HFb++Le2Ky3GnH4htGg2bRI0pHsUqIMlCsErXKNelQ4XRgS0303BbeUllZWYtX5lyC5R/XxJ33Qt0rEOKw6WADuAsH4tApD71ZQlQp8Q2qPKNOsk2idHA+ihy5+PDACTzzYTUA4H+uLsbPKs5DMByRbL9gGOBQgyft21lqKXsIIUTNqJOLEBWKnfsqUWzH02PvHpB8gvTNL47iqZsuxNEmL+5btyfuZvDK4X3x0LRRmDpmYNz3GtwBBEIcXvz0MIDosABPzByT9mYv09AA7Rk6gBA5ymboUKVUiDQMsGCyE4umDIcnwCHXpIU3GEaKlz4JURSKVUKUgWKVqJU3GMavr7kAPHhUJjTa+1gOMy86Bw9cNwIufwjmtjrSx183YHddC+688nxMf34rfCxHb5YQ1ZF6g+rqEYV4cOpITC0ZkLZNAgBe/PQwxhf1SVr3pDsADQPw4HHl05vF9aViSE1lDyGEqBV1chGiQolzXwkmJnQ8PXzjaNy7dnfcE6TCOsFwJKmDCwA+OngKwD78/sbRONLkQzAcAcMwKLSawAB46qYLYTPrUw53GMus06Yd+tCc5dABhMhVNkOHKkGmaKb2OKJ0FKuEKAPFKlErlz+En722AyvnXIJfBsJw+UPiA4h/2/YtFk0ZgWc+/BrDCvNQOigfwXAEY4f0wfTvnYOZf/5MHIqN3iwhapLqDaoPDzQgwvO4ZdwQ8bN8ix4DbSY8+e+v44YmvHhwPhx5Rhxp8kn+hj9hGEOpGFJL2UMIIWpGnVyEqFTs3FetgRDyTHo4cuNfvU+3zsHjbsnOJyDa0fWba8MY6shJ6kiLnRB57JCCtBUsDQMsmOQEID30IT3JSpQum6FDlSAcST1/ZjbLCZE7ilVClIFilaiV1aRHo4fFj17ahnnlRSgdlA+Wi+C60QNw/ej+SR1c+WY9+uQYsGFPPRo9bNy26M0Sohbp3qD66OAp3DJuiDj9gcWgxfO3XISrRvTDreOGiG9snfayYMCkvK5+dLAh6bPEGFJL2UMIIWpGnVyEqJgw91VH1nEHwmm/5/KHcUF/K5bcOBo1pzxxwx0KEyJnqmCFeB4aBrg+xdABYZ4q+ETZsh06VO5OeYLwsxEY9Mk9z8dO+2ExajC0b24PpIyQzkGxSogyUKwStYo9t2NH2XDkGvC32y7FwsnFCEd4+FgONjOD2rb61/JNhyS3R2+WEDXI9AZVMBwR/9/Hcrhj9S7MKy/ChYPyEQpHkGfSY+yQAvhZDgwTf71lGAY+Nn5ow1ixMaSWsocQQtSM5rQlhMQ56Q7g4HE38kzp+8CtbctP+1jctmoH5r++C7et2oHlm2rihgdoDYTg8rE41ODB/2fvzOOjKu/9/z7r7DNJJoRNgoFEdjS4oAaoW1UKbvXaW7BVwaqtIt2s1lvttWqrdrXFttdda5Xe3vprb9UuavVWUcEt1gVUEASUJWSbZNYzZ/n9cWYmmSxsKsyE5/169VU9s+TMOJ9znue7fL7Nmzp4b0ecWNKtNlQkiaRhD/j+ScNClkQrl6C8yVuHzmmoLjre1zq01Al6Nb784CusWNdGS1eGjqRBS1eGFeva+PKDrxDwiOpFQXkjtCoQlAdCq4KhymC/7UkjwmyNZXh89XZ2dGdoTxjEUlkmjAxz2UOvFu27eiM6SwRDgV11UHnU4pBm0rAKSeKMaZO1bBKGxYgKHydMrGF0hY/qoIfRlT6OGVe12xoaKvcegUAgGMqITi6BQFBgU1uiMIfr7vOPYFZ9tGjwcZ5Z9VEqA7vXuu/TFZYsby6yGcgPc40GdH7wlzVMHBlmeNhbeHxLLM1Tb7fwk3MO/Zg+mUCw/9gd69BSJ6grzKitKKoszjOrPkpQF/PzBOWP0KpAUB4IrQqGKn1/215doTNpcMcz63nq7R1Fz11yQj0zaisG3KuJzhLBUGFnHVSz6qM0b+7sd7ypPoplO/z7HSsBOHHiML572hSu+eObPLuu531u+uw0Dh9bOaAd4kAaGgr3HoFAIBjKiE4ugUAAuB1c+QQXwFUPv86186cwqz5a9LxZ9VF+cNY0vKrMey1xbMdhdp+KpjyzG6p5dVNnv4VjfphrxrT50qxxNG/qKOoGa97UwZdmj/tkPqhAsB9xoCynyauyxI1nTh3wenDjmdNQxQA9wRBDaFUgKA+EVgVDjYhfZ3xNkMNqK6ny68jARbPH0dTnt/L2li5uOGMqs/scF50lgqHEYB1Usxuque70qazeEis6np/t/fQ7PXO2Jo2K8B9/fKMowQVww6Oruez4+j3qzuqtz/E1QaEzgUAgKCFEJ5dAcAAQSxq0xg260lnCPo3qQP+Ko46EUUhwgTvk9dy7VnLL2dO5au5EUoZF2KtRGdBxbKfQnfX1Tzdw6XHjsR2n6PVN9VH+87TJnH7bcwOe0zNrW2lPGCy+/yUWz6ormsnVvLmTxfe9xP9e1iQWjoLd+v2WMls6U1z1h9eLNlb5bsZRFb79eGa7Tyxj0tqV4TvzJuEg0Z3KEvJpSDh80J6kOuxh5P4+ScF+R2h1/yO0KtgV5a5TEFoVDE0G0mY8Y1IZ8NC8qYOrTp0IuHZsXlVBkSXOu+dFfnnuDP5DkelOm4R9KpV+vcghQyAodyRg7rSRnH/swYV4QXvCwKtIfHryCM6dObZotnc6Wzxnq3HMwF2zScNi8X0v8djls7Addqs7ayjcQwUCgWCoIpJcAsEQZ0tniqsefn1Au8DegYCutNnvta1xd94WwO8vOYaJI8PEkkaR/eDUUREuvP/lARNV7+1IDOpxDdCVyhb5ZvcllhIDkw90dvf3W6rEkka/QBy4Sd6rHn6d2xY0lsXGKJbMcvFvX2HxrDoax1SQMW3iGZPmzZ3cs2ID9y06cn+fomA/I7RaGgitCnZGuesUhFYFQ5PBtLn0xAbaEgabOlJEg57CPmvFulbuWbGBpGHxQUeK6oDO8+vbuPXJtWWnaYFgZ8SSBlf20UaeT0+q4cazphFPm3Sns2iKG4O48bE1RTGIjDnwDHBwE12tcYMj66p2eS5D4R4qEAgEQxmR5BIIhjCxpNFvIQY9doHLegUCwt6dXw7yj7fGjaL3y5j2oImqu88/YqfvGfLtfJ6XX8wjOKDZk99vqdLSnekXiMvz7NpWWrozJf8ZAMI+bacJaTHc/MBGaLV0EFoVDMZQ0CkIrQqGHjvT5pc/NR5Vlgb9nQB4VJmgV2NWfTW3Prm27DQtEOyMvrGH3jyxpoVvzzUZXxNkS2eKWCo7oFY86s6ntPg9Cu+1xHfanTVU7qECgUAwlBEzuQSCIczOFoXPrG1layxN86YO3tsRx68r/eYC5JlVHyWQSzh1pYu7q3a2aGze3DnovK6m+ig+Te7nL1/8uEhyHcjs6vfbGjf28RntOZ276EYsl27F4C6uD0GRkD6gEVotHYRWBYMxFHQKQquCocfOtPn8+jZaujOD7pdm10dp6UqjqRKm7RSOl5OmBYKd0Tf20JdYKsvG1gRX/eFfZC17wOtq8+bOQa+3+ZjDiT/9J2f96nlO/Mk/uXx5M1s6U0XPGyr3UIFAIBjKiCSXQDCE2dWicH1rorCY29ia5Nr5UwYcgP3d06YQS7kLt3CfytLmzZ2DbrzWbInx/bOm9Rvm2lQfZVFTHd3pLEuOr+/3+vzA2N6bNcGBR/43N/jjpR/ICuwiSFU23Yq2w41nThvw+vD9s6aB0OoBjdBqCSG0KhiEoaBTEFoVDC1iSYP25ODavGfFBmbWVXH5APul2fXVLDmhgaPGRXli9bZ+v/1y0bRAsDP6xh76ks5arNsR59l1bVz24KvccObUftfVNVti3HjmtEFjDlKf98x3Z8V6aXNXcZXuXTwuEAgEgk8eYVcoEAxhdrUo7N2FZdg25961klvOns5VcycST1sEvQotXRkW3rmS/774GACqgzqzG6oLlUz3rNjALxY0AvDcurbC+zXVR1kwcyxp02Tu1BGcf+zB+HWVpOHOG1i6vJlfLZyBA8ybNrJonld+YKztiA3+gYxf3/ktqhwCWQFdpak+WqSNPE31UQK7+IylQsKy0BSZ68+YSsa06U5lCfk0PKqMZdukrMG97gVDH6HV0kFoVTAYQ0GnILQqKH9iSYO2hIEDXPe/b3JBU92gz00aFh+2p6gK6lx/+lTSWYukYRH0quiKRFvCYEtHipff72BW/bCi15aLpgWCnVEd1JnTUM0zA3RRzaqP8vz6NiaPDAOwuSPFeXe/yC/PncF/KHLhuhrSFQzbZn6fmENLV5rqkE7a7D+bPN+d1TPaYedxFWExKxAIBPsf0cklEAxhgl51p635zZs7C//evLmTCSNCXHj/y5y27DkW3LmS05Y9x4X3v8zkkWGqg+4CL2PaXHrc+EIlVNKwWLq8mXnTRvLI5U38+gszuPv8I2isrWTp8mY2t6W4+o9vcuH9L5M0TC68/2Vue2odScPi5U0dPLDyfbbE0kXntiWW5oGV7yNSXAc2ssRO7SxlqW/dXelR4de4/ISGASsHLz+hgQp/eWyINFnhx39/hw2tCUzbxnLAtG02tCb40d/fQZNFIOVARmi1dBBaFQzGUNApCK0KypstnSmWLG/m/zV/yHf/902eXde2U1eM2Q3VrNrYzjm3v8CHHUm8moJXl4mlsnQkszz/Xhv3Pr+Bi2aP5+l3Wgqva6qPosjloWmBYGdE/Do3nz29nzPM7IZqLmiq454VG4oKdzd3pDj9tuf4zM+f5d/vWMlnfv4sacvmJ39/h5qwl5qwh0q/Tk3YQ03Yy88ef4ctnZkB/3ZH0iiMdvDtymJ2F/PNBQKBQPDJI67EAsEQpjud5YKmOhz6d1ktaqpj6fLmwrF8R5YMPNvrubMbqrnl7OmFKqb2hMGF97/M4ll1LG6qI+BRSWTc7qwbH1tD0rAGPZ/8Ji5/Lvm/ee9zG4qGxObPzxGdXAc0DrAoV9060O/XKYM0aMSvMzriHbBycHTEWzYDiiUJzjvmYG57el2//xZLjm+gTGKjgk8IodXSQWhVMBhDQacgtCooX2JJg6sefp1n17ZywbEHF/Y+O3PF+N7pU7jxsdUkDYsvP/gqv1w4g62xFMPDXjKmzbTREYaHPKSzFrf/c33hdYua6kSSSzBkkIC5U0dy/rEHF675oyt8fPbXz5M0rH4xht401bt2nl89aQI3PPoWK3o9Jz+WYeGdKwf8ux5N5rRlzwHw5yVNg8ZVLsiNYRge9n6sn1sgEAgEe4ZIcgkEQ5iOZJaly5sLCamMaTOmysff39rO0uXNRQmpfEfW7y4+mgu6M4UF5PhhAUZW+AC3+rAzmSVpWIWN2ZIT6mne1DHgonJ2n26xvpu4/N+8Zt4kvj13Ih90pNAVmebNnTy0aiPf+czkT/DbEZQ6jgMPrdpIY21lUSAr//u48pSJ+/sUd0ksafC9R1YzcVSYml4bnw9jab736Gp+cs6hZRGQk3C7AAayFpUl+nnZCw4shFZLB6FVwWAMBZ2C0KqgfGmNGwW794zZY0eZ3w/13q/VVQd47I2t/O2trVw0exwZ0+a5dW1c9tCrLJ5Vx9hogLBXw7IdasJeJODH5xxa0PTvXtzEdz4zie1daRF4F5Q1saTBlX94nWfXFdsV/nlJUyGWMVixbu/C3jc+iHHlqRO5SqIwlsFx4GdPvENrvP9cvKb6KKbVU/yRzPTXaV5vS5c385vFR30yX4BAIBAIdhuR5BIIhjABXSlKSEFPUmqgjqvG2goeX7298Pym+ijzp48CJHy6wlUPv86Vp04oes3Oqg+vPW0KZ/7yucKxvpu4iE/Dpyn864NO/v32lYVzElWsAgAHh4Uzxw7e6VcGVect3RmefLuFJ99uGfTxcgjGabuoBt7V44KhjdBq6SC0KhiMoaBTEFoVlC9d6Wzhn3vbqwH99mtPfH0O/9rcySsbO/jlwhn9kqGb2hKMrvBjOjb3PLdhwO7MectWMKO2gh+cNY3aaOCT/4ACwSdAS3emX4IrT757Kx9juHjOOK6cO5GWLtd+MJ+AOry2gvOOqePzd6wsioH4dYW7zz+CeMYqJKDz77uoqY5Yskezfk//uEpvxAw8gUAg2P+IJJdAMITx60q/1v18UkqCfu36F/SyMOxd+dRYW8G3TplYsNeYVR8tvLZ34urS4+pRZImAR+Hvb23nr29upbG2oujv5xeHTfVRLpo1Dst2KxmXLWgUVayCIjyqstOq82vmlX6nX2cqu9PHY7t4vFSQgRFhL+t3JIqOS7njYsDngY3QaukgtCoYjKGgUxBaFZQvYW/PvLhd2atlTIvvnT6F7/7vm4XureFhb8GmrS2e4csPvgJQ2IN5VJmAR+WxN7YWHDtWrGvjP/74Bj/53GGio0tQlgx2zX/6nRaWHF8P9DjE3PrkWt78IMY3T57A1q40k0eGWbagkfaEQU3Y0y8u0VhbgSxJXHXKRC44Nt3vvjh5VKTob+5Msz5NJLkEAoFgfyOSXALBEEZGKlr8gZtkylsByjKkDIuQV0NTJNbvSBRZXeQ3SM+ta+Py492qp6sefp0Hv3R0kad10rB4bVMHpx86ioV3ruTzR9XSvKmD5k2dA3Z5zW6o5tLj6rl8+av86N8O7Xfe+eSWIlq5DmhUWeKi2eO47el1/arOlxzfgFoGVc67qurzlUnVn4N7PTmstgIHie5UlpBPY1SFF0WiTOr/BZ8UQqulg9CqYDCGgk5BaFVQvng1uVAouDMnjEVNdXzYmea9Hd185zOTaE9m6Upnifg0dFVmR1eGGWMrWX7R0aSyFo7jMDLi41+bO5kyOtyv02TFujY6EoZIcgnKksAg1/Tb/7me6aMrmD99VFHhRls8g+XYRc89pq4Kw7YHnOU4Iuzlh39/m8fe2FZ4/kDzy/sm1Xo/d8nxDZi2uGoLBALB/kYkuQSCIUxHyiCdtQf0+9/WlSYa0DistpItnSk2tye54L6XBn0vv8ddYLbGDc69ayW3nD2dq+ZOJJmxCHpUtnWlWXjnSlrjRq9usQ1F9oTgVqf6PQotXWkmjAj1q06sCXtoj2eQJIj4tUHPRzD02dGdJhr0DLghqQ7ptMbTJW+/4tP6d1PmKbeqP8ux8agKGdNGwk1Ge1QF03aErdIBjtBqaSG0KhiIoaBTEFoVlCexpMF//u9bXNBUh4MbJO/rhJE0LF7d1MHS5c0sW9DIbU+9x6QREbbGUoyI+EhlLQIelWFhD1nbQVdkVAW60yY7utMcMiLIB+2pAf9+V9rctx9YIPiYCOjqgNf8pGHxwMr3ufozk9jUlgSgJuyheXMn1z2yusiW8MHFRzGmykfdsAABj1qYyRXwKMjAladO4LMzDiJj2tSEPLy7vbvf/PLb/7meo+uq+t1Dt3elSWctbEckuQQCgWB/I5wQBIIhTNCjcdlDr7Illi46viWW5rKHXiXg0YglDa76w+u7VfnaVB8F3ETXhfe/zGnLnmPRfS/Rlc5y33MbCkNbe3eLPXDhUUweGQZgbNTPObe/wAdtKapDXuZPG8ltC2dwVF0VNWEPw0Ie5Fz16siwtyxmKgg+OfwejYV3rqQm7KUm7KHSr1MT9lAT9rLgjpX49NJPgmYtmyXH1xe0kydf9Ze17EFeWVpYtoMsSbR0pzFtG8sB07Zp6U4jSxKWqF48oBFaLR2EVgWDMRR0CkKrgvIkP0vOtYGv5O7zj+C+RUdxzLgoL6xvY/F9L7H4vpe47al1JA2L7V1pDh9bWbSP0xQZcOhKZ0lmTGLpLJbt2iCGvBqaKnPFH/414N8Pe0Vts6A8qfBrXH5Cw4DX/Itmj+cvb2zlwvtf5tIHX+Xvb20fcPb4V3//GpbjEPFpKLKMLIEiy0R8GoZjs6k1VXiP8+55kZqwl8baiqL3OHxsJSCxvTtTdHxLLM0DK99HEoMWBAKBYL8jVjsCwRCmOqhzxNjKAQekzmmopjqoF4a5fosJO62MffqdFhY11SFLUtFg1sbaCtJZm9MOHcWVcyfyQUcKXenpFrvsoVdJGhZN9VGuOHkCScOi2zD599tf4H8uOYakYZEwLBRZxnEcWrsNNnWkeOLR1fz4nENFousAJuxVmTgixIX3v9zvsVn10bLZsA/WTZnOWkB5BBVTto0iS0R8Gg4SsmQVNodZxxYWHQc4Qqulg9CqYDCGik5BaFVQfuTnCuVnEwPcd8GRmI7TLyjfVB9lZMTHd+dP5vpHVhee79cVrjttMkceXEXGsulOmSiShK4qpLMmP//7ukLBYW9m1UepDIj9lKB8kSX6XfNbujPIktthlWew2eOTRoRojRt0Z0yGhTzYDli2TUtXhj+8spnxNaHCc3vPG//23Ilsbk/hUWWGh7zsiGd46f12bn1ybeH5eWtDR5jMCgQCwX6nfHYzAoFgj4n4dW4+ezrffvh1numVmJrdUM33zphCxrQLm668z7QMPDuAN/zS5c0cPa6K606bwsb2JKoiUenXUGWZrpRBNOihPZ6l0q9j2Q5bYmlufGxNIcG1qKmOWNL9Wx5VpjVusL07w+fvWDno+bfGDZHkOoBJmxY3nDmVa//0ZtFGZVZ9lBvOnEbatHby6tIg5NX47cq3mTQqUjQLYUsszT/WbOeGM6ftx7Pbfbyqwi1/XcPZh4+hJly8OXz4lc1cNXfS/j5FwX5EaLV0EFoVDMZQ0CkIrQrKk4HmCr28qYO3t8RorK0sCt43b+7kgZXvc+iYCk4/dCRXzp1AyrDw6QqOA395cyuTR0a4a8X6QnGiX1e45/wjiactnl3Xs+ebVR/lB2dNE/O4BGVLa9zggntfKow3yHPkwZVIEsyorSiaE7581UZuOHMqG9uSJA0LjyrzxocxbMfh3ufeLyrWnV0f5dLjG7jw/uKRDUnDonlTB0AhybzkhHpWD6LXh1Zt5GpxzRYIBIL9jkhyCQRDnFEVPn50zqF0JA0+7HB92ps3dzLvFyuYUVvB1Z9xF2T54a35jqyWrkzhua61RgULZ44lbZos7jW7qzqo8+CXjmbZU2+xYl0bfl1h8aw6jhkX5VOHDCORMXl5YwcPrdrI5FERmuqjNG/uBHY9PLw7nf0EvhFBudAez/KN37/GL8+dwX8ocmEou2nZnHf3Kn76ucMYP2x/n+XOyWQtrjx1Ejc8+lZRR+Ws+ijfPW0KmWx5BBVl4BsnT+C6P7/VLzh63elThffxAY7QaukgtCoYjKGgUxBaFZQnA80VumfFBm5b2Mi9K94v+i3niwN/t2oT046O8O+3uwWBv1jQyH3PbSjab/We5/XKpnauO30yGcuhK5Ul4tMI6gqdKYP3djhUB3RRPCgoO7rS2aIOyDz3XXAksiSx5IR6rpo7MTdnSyWgKfz4b+/w2JvbCs9tqo9yzLgo1502mffbkoUE1RsfxkhnLQ6vreyXHL4gV+Sb554VG7j7/CP41dPrBtSrsptzFGNJg9a4QVc6S9inCV0KBALBx4hIcgkEQ5wtnSk2tSdZ9tTaflaEK9a1IUFh03XZQ6+yeFYdNSEvVQEdXZE57pBhzKitLAxCfvBLM4s2aa1xg3PvWsktZ0/n6rmTSBgmAV1lW1ear/6umda4UVj8PbRqY6ErrK+v9kCEvOVhOSP4ZPB7FDZ3pDj9tucGfbzU6Uxlueg3L3PL2dN7bcAUWroyLLxzJXedd8T+PsXdQsa1CineSCokMiayJAZ8HugIrZYOQquCwRgKOgWhVUF5kp8rBBT2UEnD4rcrN/KdeZMwbYekYRH0qEi5WPkpU0aw5KHmgpXh8lUb+c/TprAjnqEzmcWjyrywvo17VmwoOGeksjaTR4a59MFXmVUf5bDaHtv6OQ3V3Hz2dEZV+Pb9FyAQ7CXhQeIBL2/qYPWWGJNHRWgcU0HGtNFVCU2GT00YxmcPP6jIzhbg0Te28rMn1ha9j19XePTyWWxoTZAxbbyaQnVQ59Yn3y2yET28tgJZkjj84Cou6NPJ9d8vbuLH5xy6y8+ypTPFVQ+/XtRNJnQpEAgEHx8iySUQDGFiSYOrHn6dK0+dMOCsLYAn1mwv2nTlN0L5Ad4hr8K//ddLvd4zy6KmusLzwU103fPcBhY11fHth1/n80fVMqO2kl98vpHKgE7WsmmPG0weFWHp8mYOr63k/KaDefqdlkHngM2qj+LbRaeXYGjj05SdzonzaaX/+wh6VFrjxoAzUAACnvK4DUuAKg1coahKYtTygY7QaukgtCoYjKGgUxBaFZQvMgPMFepKE0tlWXTfS0UBdb+ucM8FR3LXeUfQmcoWAu8/feIdzj58DA+u2lik5d728ssWNAJuMWN+zwbwzNpWvv3w6yxb0Cg6RwRlQ3VQZ05DddHoBRi4s8qvK9x7wRFYdvF7SLlrbe/5XXlm1FYQz5hF95R8p+TXP31IYSbXGx/G3I7JjR1FM7nmNFRzy9nTd6mpfFzm2T6fQ+hSIBAIPj7KYxcgEAj2ita4wbNrW7n0uPpBn3P7P9czf/oo5k8b1WfTlSGdtXjx/baioEi+airvR521HMZG/byW6/TK2wnkbWMuvO8lzmgcTeOYCiaPDHPneUeQzlpcnmv//0VuI9Z3o3ZBU13OrlBUNR2oqLLEkuPd327f38eS4xtQd9MWYn+iKdJOg4qaUvqfIY8ERHwaDhKyZKHIMhGfJgJxAqHVEkNoVTAQQ0GnILQqKE9aujNccJ87V2hExEdVQMe2HbZ3ZxgR8dFYW1H0m26srSCgKyiyxK/+b12RRWFAV7hm3mRs2yFhWCQN1xo+X0iYt4UHyJjF0f5n1raKmceCsmKwGeOHj60knbWLOqvqqgM8vnobjgM1YU/huceOrwKneH4XuEW1N545jS/evarobw40kwvg05Nq+PE5hxJPm3Sns4S8GtXB3bMbzMdlBkLoUiAQCD4eRJJLIBjCxFIGAEHv4NW5ScMinTWpCXvwakphM1QT9vDAyvdZub69KBF1z4oNBU/4/KKvOqhz28JG/vCVYwse8F5V5sePv8PmjlThebMbqvnP0ybzg7+sKVQrLl3ezDXzJvEfcyfRnjQwTLswB+y+RUd+Yt+NoPRJmxY1YQ/zB6h6rQl7SJulP3ejLWH063yEnorbtoTBwdX76+x2HwdgkLCbJOUfFxyoCK2WDkKrgsEYCjoFoVVBedKZKp4r5NcVLp4zjhMn1dDWbfDtUyehyBLbulI4jjsTedF9L/Ff5zbync9MpiNlYNoOlX4Ny3bAcXj9gxg3PLa6sKeaXR/le2dMYf6yFYW/61H7G1+KmceCcmNUhY9lCxppjRuF5FLWsvnsr58v6oD85xXH8dKG9qJEFsAhNUHuPu8IvjNvEg5SYSalDKgSjI362ZybXQ4wu76ay46vZ/H9PW42s+qjXDt/MsPDXoaH9/wzdO1Cd0KXAoFA8NERSS6BYAjj112Jt3RlmFUf7bfgA3fBti2W4fLlzfxiQSPLV23k2Vy14C8WNGKYNkuXN7N4Vh2Lc0GFUREvi2fV8aXZ45BliSq/jiJLSBJU+DQsx2ZjW5rJo8J8dsZBBDwqiYzJ8JCXLR1pTpo0nHNnji3yyW7pznDZQ68WLVTFTK4DG9uBbe1p6oYFCHjUwryKgEfhw/YUNRHPrt9kP+PVFJYuf7Ggn97+7UuXN/M/Xz5mf5/ibmM5Nh7VTYRLuKE5j6pg2g5amXQACD4ZhFZLC6FVwUAMBZ2C0KqgfIglDVrjBkkji7+PBXvSsLj1ybXc8cx6Lp4zjpMnjyCeyTKmyk/WdAh7NZrGR1n1fgfHHVJDhU/DdsjN7VKQJDiqrpJfnTsDy3aoCXtYs6WLTW3Jwl6qqT5a1NWVR+yvBOVIxF/cMfXWllhR3ADAdGyuO30K1/35raK4R03Yg+U4BHWVuGEVrrdeTaYjmeo3GzFlWER8Gv/v0mNZvyNRuMdc/+hqfnLOoXvVcTXYbLE8QpcCgUDw0RFJLoFgKCO5G5yrHn6dB790NDc8+taALfq3/M3trFq6vJmL54zjyrkTaenKoEgSi5rqWDxLwnHcDdQz7+5AliTuXrGhqIJ2dn01158xhXnLVvRbcC45oZ7mTR001lYWBsQOD3sJelUUSWJLLM2Nj60pet2s+igBMZPrgManKtz/wgYm9RoonDTcTcaaLTG+O3/K/j7FXeJVFRprK4qsLvI01UfxquXxG5cBWZLZ1pUi4FGxHDBtm1i3weiIj/51woIDCaHV0kFoVTAYQ0GnILQqKA+2dKa46uHXeWVjB7+7+GgkGNBmM2lYvPR+O6btFP2mT5g4jO98ZhInThzOtliaqqCOYdp0JA1CXj+247BuRwJVlgoavmruJBbeuRJw91EX5GZ09WZOQzXVQWGJJih/vGr/OZN/f2sbp04Z0S9plciYyJLEzX9dw2Nvbi88/6SJw7h63mTe2NLG8LC3cF/c3pVm/LAg1SGdSx98tejvbutK71WSqzqoM7uhekDLwtlClwKBQPCxIJJcAsEQxnEcFjXVce9zGzj3rpXccvZ0rpo7kUTGIuzT8Cgyj6/ZyvnH1NGVNnluXVuhqvCaeZM49CB3EGvQo/KvDzq5PDdzy68r/SwGqwI6Fk4/T3noGQx794oNLJw5lntzVof5brHXNnX0S3Bdd/pUbFuYtRzI2I7D1Z+ZxHV/fqto41/4fTil//uQJHY6A2WQmfMliQzUhNwNoCJZqLJMTcgrAnECodUSQ2hVMBBDQacgtCoofWJJg6sefp1n17ay5IR6utMmL29sH/B3O7u+mkuPr+fCXrZosxuqWThzLI++sZUNO+J89aRD2NqZpjOVxaPKPPX2do48uIraKj9dqSxzp4zg32aMZkd3mtsWziDoUbEdh188ubZofzWnoZpbzp4u5v4IhgTyAPeC2556jyPHVjKQFawswacm1PDZw8cUOoDb4hk0SRp0DmI8bfY71pXqf2x3uez4emzH6Xfvuuz4weenCwQCgWD3EUkugWAI41EVHlq1kcbayoKlS0tXhubNnYWOqtVbYhxdV828PjMa8haC//PyJq48dSISEssWNA5qMXj3+UegKQMPNW+srUCWJM6dWYuExBUnT+A/5sqksm7C7DvzJmHZ0J02C9VWWzpS+D0yBw8L7q+vr+zJ26R0pbOEfRrVgd0bjFtKdCQyA1bjdSQyVAfLw1pJlhhQX+XkRGR/xMcFO0dotTQQWhXsinLX6lDQKQitCkqb1rhR6NZoHFNBLJXl9n+uZ/roCuZPH1X0u22LZwh5FW5bOIN01qKuOoBXlbnhsdWFucg//NvbfO6IMRwcDRDPmBw3oQafphDPmKQMi2fXtRY6uX7+xDvU1YS4Z8UG/ndJEwtm1hLwqNi2w9ion5EVvv387QgEe0ff+68uSwPeC95vTTHtoAhbYmnSWavQmTUm4mP6QRXYUJjJNarCiyyBMsDNI2lYpIz+syr9HoX3WuJ7vA5ojRssvu+lAa12F9/3Eo8smVVW6wmBQCAoRUSSSyAYomzpTJG1bC6aPY7bnl5XVLWbH8790KqNLJw5lsX3vcTnj6plXHWQiE/C71EZFfFhY/Pl4+q59cl3Oe3Q0Xg1d24AUGQxmPd8r630cXDU32+x2dKVJmlYXPZQc+H5i5rqOKjSx2d/9TyLZ9X1s865Z8UGHv7Ksfvr6yt78jYpvS0R5jRUc/PZ0xlVJhtcTZawHVi/IzGghUQ5zKvY1RmW/ifowXRsBjrjrJgd8pEQWi0NhFYFu6LctToUdApCq4LSpyudLfxzfi/k7oNe5S9LZ/FhZ7qwn9rUkeK6R1aTNKycjfxUUqbNwpljyfaai2w7sK0rxciIz7Vzd0BTZPwehblTRzCjtoKfP/EuZx8xhiUPNXN4bQUpw+LC+1/mV+fO4NIHX2V2QzW3LWgUgXRBydM7oRXxaeiKzNV/fKPo/vv0Nz9FdcjD+h2J4hcPcOmUcK+rpu0g97q2qorMsqfXMizsI9qr0GNLLM2Ta7YzeVSk6H2a6qP4NIUTfvLPwrHdXQd0pbMkDWtAq12A7l7XDYFAIBDsHSLJJRAMQfI2Gd+ZN4l01mb+9FFcOGscqiJR6dfRZInOpMHkURGW5iwIX9vUwZmHjebx1Vv54d/eLbyXX1dcq8FnN/D5mbU8uGpjvxb7RU11LF+1kcNrK0lli2tPJUmibliAiFfjN4uPIpbKFoaD//Wrs5kxyFyFWfXRfkOaBbtHb5uU3jyztpVvP/w6y8pkg2vZDiPC3n6bFwkYEfZilYGd5UCVgXvyeKmgANZOZocIpe4dQqulg9CqYGcMBa0OBZ2C0Kqg9Al7tcI/5zs18rOD/vLmVk6ePIJf/9+6fnOSrzt9KknDxLRx91UHV3HV3EkkMiaW45AyLFq6Mvh0meqgB1WWCOgq8bRJ2KvRMCKUS3BVsuSEep5+p6VwDgDPrm2lpTtT8tcqwYFN34KS/GzvvuMQWuMZUoZN3bAAAY9a6E6O+FS8qsywkId4ziUm5FVRZHcmV2/dnThxGNfOn8I1f3qjKB4xu76ay46vZ3EvG9G8Ja7e5x6zu+uA3teFgQjt4nGBQCAQ7BqR5BIIhiB5mwy/pvDble/zhaPHUhPy0JnKAg5Zy2FYyMNnpo5kdn01fo9KIpMFyeGV9zuK3quxtoJ01qZxbAWjI16uOnUisiQRz5gEPCqO41abnnv0WGRJwqfLHDamgqRhsSOewXEc1u9IMDLidnn97Ml3C4vURCbLdadP4bo/vzXgRk9s8PeO3jYpfXlmbSutcaMsNriKLLG9O8VhtRU4SEXWEq3xNMND3v19irtEgQGrDKXc8XL6jSvAyIiPpGEVZoeMFIG4j4TQaukgtCrYGUNBq0NBpyC0Kih9qoM6cxqqeWZta8EiflFTHeDODJo6smJQ29Dn17fxh5c/4IELZ3LNn97gjmfWc8mnxnHChOFEvBpJwyLkU5EAx3Fn1EV8Gg4wq76aOYcMY932bqqCOrf/c33BbSNPLCW6RQSly0AFJY1jBi6IDXg1zr+32BGmMhAg4lVJZi2UnJ2hIsuEvTKyw4C6U4GlJzYUjoe8KhGvykvvtxeNamjpSjMq4sUZYH7l7qwDel8X+jKnoZrqYGmvIQQCgaAcEEkugWAIkrfJ2NyW5Nr5k7nh0dV84eiD2RpLMTzsxbBshgU9BHQFTZGQced3bW1P88VjDuZbp0zkw84UAM2bO7nsoVeZUVvByVNGYGdttnWl0VQZK5XlpffbOfSgCu5esYHn1rXh1xUWz6rj2HFRqvw6qiLRvLmTGx9bwx8vPbZoZtclD7zKby88asAFpyZLJMy9H+x6IBNLGbt4vDw2uLbtUB308fx7rdTkrJXiGZOWrjRN9dXYZVB1LgFarpuxd5VhwKPsdNCx4MBAaLV0EFoV7IyhoNWhoFMQWhWUPhG/zs1nT+fbD7/OPSs28IsFjYUZyRfOGodXlwl6VJKGRWfKIGm4AfQRER+3/3M9ScPiv/5vLTedNY24YdGVyqIoEqZls3zVRhbMrKUlazEs5KUrbRLyquiqTGcqi09TOLKuivPufpHG2goWNdWxdHlz4dx8wiVDUMIMVFCSt/bsiypL/RxhDqkJctd5R9CZzLqz6BywbJtE1iI02G9fgvdbE0SDnpyNr8l7LSZHHFxF3LCKCkJsxyGRHTg+sat1QO/rwjN9bI9vOXt6yRfKCAQCQTkgklwCwRAk6HGl/dXfv8bvLjmaK06ZAJLEyIgXB0hkTIIeFU2Ruf2Z95h/6GjufW5DocOqOqhz28IZhH0afl3llCnDCXs1zv7183z+qFqaN3XQvKmTXyxo5KX327njmfWFIaoANWEPa7Z0MSzk5bKHXiWZG9pqA+msXTSz64P2FCMrfWRMG1myUGQZv67ysyffYemJh+yPr6/sB8v79Z1f2svGBlKSaE+kmDkuSsa0C5uMuuoAbfE00UDpV53np224VbZS4Tce8WlIlM9g+bht4ZMG/93E7f6DmfcFQqslgtBqySC0+skwJLQ6BHQKQquC0mKwa9uoCh/LFjTSGjdIZLL85/wpGJZNZypLIm0Sz5iMiviIpbJIkkRN2IsELFvQyIiwlyfWbOesXz/PF44ey3GH1BBPm/h1ha9++hBM2yZt2KQMk1ERLwnDoq3bYGTEi09VaI9n+N4ZU3l1U0fBlh565gkJBKVK1wBzqfJ2m33Z3pnm2vlTuOHRHkeYd1vi/PL/1rLk+AbivTpkowEVyYEKn44Nve4bOjJwcHUAn67kiiZUxlUrtHSn8WhKT6IsYxKXTJ5f3zbg+ezOOqD3daE7nSXk1agOfrLroXJffwkEAsGeIJJcAsEQRFfkgvf7529fyS1nT6cm7CGetgh7VbyaQls8QzTk4ZJP1YME18ybjGU7dKWyVAV0/vH2dn759HtFg5AnjggVKhJhQ2EY8oWzxuFVZSoDOqZl09ZtFA1SBteCMGvaPLDyfSaPijA87EWSIBzQWLm+jRsfW1O0CVtyfANZa9+HKsp9sDyALEuF//59aaqPls28CstxCPs9rFrfVqg6785VnR81Loo1gF1EKWIOcp6m46BJ5fHfwiMr/Ncz73Hh7HFFxx3H4dfPrufiOeP3+TkJrZYOQqulg9DqJ8NQ0OpQ0SkIrQpKg11d2yL+4mByLGmwqT3Jhfe/DMDtXzwcVZbw6wqKLBH0uDaEmipx0qThHDs+SsjrJm+9uoxXlUllLdriBhnT5vUPOpEkOHJsFYos4TjwysZ2ph4U4adPru03Q3l/7a0Egt1loLlVvWfa9WbVxnbWt3SzqKmu4AgT9qkkDZP3W5NUBLXCrMMtrSke/deHzD90NEChk3ldS5x5U4YT8qq9iiYkFEniw44UQa+W6+5yuy3HDQty+z/X9zvHpvrobn/GvteFT5KhsP4SCASCPUEkuQSCIUh7MsOipjpkSeLZta2FzdSs+igX5GwrkobFZ6YO5+q5k4gbFrGUW90jy/CFu1fRGjcKr/nuaVNYuryZny9o5No/vVlIbuU7t0ZVeLEth4t/8zJ3nX8kd61Y32/G1ndPm8KF973Ef54+hXuf21CwFvDrCtfOm8R/X3I0H3Sk0BWZ7V1p0lkLh307gHUoDJYH174h7/3fd4O7qKmuLIJxedrjmQEtidrjGaqDnv19erskaVl4ZJlYqo9tRsbEH1ZJWuVRqe0FLpw9nmv+9EY/bX//rGns6/p/odXSQ2i1NBBa/WQYKlotd52C0KqgNNiba1t+b5VHlSUuX97MLxY08rtVG5k4KtIzW8ivMbrCx5ZYio5kloMqfby6sYOfPvEunz+qlsYxFUwbHSm4ZzSOreRnj7/DFadM5MOOVJFrhkft2Vuxj/dWAsGeMNDcqnyBrQRF18q3t3bx7bmT+M8/v1m4L/t1hXsuOJI7nl3Ps+t63iN/Xb3+kbf4x9s7io7PmzoCRZIwe9VOJE2TxtpK1rf2zH5UZInKgM7hYyuLdJ9fBziUVqHIUFl/CQQCwZ4gklwCwRDEq6ksXf4ijyxpIp21ieW6s/y6QjJrcd8FRxL0aUg4mLZDyjBYsa6NI8dWUR3S+c2FM4mnTQK6gq7JbOtIc+nxDZi2zfVnTCXdy+ZGwiGgKdz05Bo2d6Q49y63c+zquZNIGCYhr0YsZbDwzpW0xg2WLm/m2nmT+PbciXzQkcKjKvh1md7xoS2xNP9Ys53rTpuyT7+3oTBYHiDgUVme8/7vvcFt3tzJ8lUb+cFnp+/vU9wtFFnCdmD9jgTDc1XnScPdqI8fFiyLoKJPUfjpE++waNY4FFkusuS89cl3+ManJ+zvU9xtAlCYD5HXf1BX9ksgTmi1tBBaLS2EVj9+hoJWh4JOQWhVUBrszbWtK52leXMns+ureXZdK82bO2msrWDp8mYunjOOEyfV0NKVwaPKvLqpA9NyGF3pI+TRSJsWx4yL8tsv5fZoua4vJDjy4CoM2+abJ0/k/HtepC1hcM28SdSEPXzQ4c5Yzu+tyuFaJThwifh1bjxzKv/xx57kf9KweGjVRq48dSKL4wbprIVHlTmkJsi2ruKErl9XGB3xcP0ZU4riFR5Vxg9cd9oUrjil+HqrAd3pLHova8K4YWHbDr1HVW7qSPF/77RwwxlTeG9Homgd8NCqjVwzb/J++c4GY6isvwQCgWBPEEkugWAIIgGNtRVccO9LPHDhUby1JUZlQCVjuQEOB7Bsh0QmiyekEE87NG/qKBrc2rfra3ZDNRfNGofp2AwLeQt/R5VlkmaWy09s4CvHNxBPmwS9Ct2ZLEbW4dIHV/H5o2r5+ecbsRwH03JwHId42qQm6CHgVWne2MENvewKXXvEaft8ePhQGCwP7kJ9wcyxRR1z0FNp1p3OMjxc+iEUBagOeVi/I1F0XModL4epAjLw1ZMmDFqpPbDLfOnh5P432GP7GqHV0kJotXQQWv1kGApaHQo6BaFVQWkw0Oyg3nQP8HjYq3HPig08dNHRODhFFvC3Prm2MOO4aXyUmXXu/Ky3tsSYdlAEJSuRMe0Bfxu2A90pg4BH5/ozpjKywkvzxg7+/faV/fZWpX6dEhzYxJIG1z+ymsNqK1mUS1zVVQd47I2tfP6Ont8zwLPfOo6qoAeppeeeZjuQzFrEUiY+XSnYFXbHs/jD3n4zG+3c/95vS1Lh18mYNoalUBcN8L0Bur6+f9Y0fvn0Wn7/8oeF43krULXECkX25holEAgE5c5eJ7keeOAB/uu//osNGzbwwgsvMHbsWG699Vbq6uo444wzPs5zFAgEe4oEi5rquP/59/ni3S/y6y8cjiRJWJaDBMiShIRb1euRJWoinkL1UXdusLFHk7Fsh98sPoqutMlBlT5u/usansot9vy6wi8WNHLvcxto3tTJ4ll1NI6pACDsVVm5vp07nllP0rB4bVMHh42pKCTM8ovBESEPhm1zWG0Ff/jKsUXdYY7j4OzjuQpDYrA80JHMFllK9q40W7q8md8sPmp/n+JuIQOaJA9oraTLUtkEsnDcDshMn4pCx3agxDZEg+FAv41hHhv2eUJaaLW0EFotHYRWPxmGglaHjE5BaFWw3xlodlBvQgM8Xh3UOWJsJV+6/yXuueBIutMm8YzJVadOxDBtutJZRoR9vPlhJ3c9u4H/+uLhTBkZIWVYSEg44Npy6gpeVcYBtsRSyJI7z2vZP97ls4eP4aL7X+a606fwP5ccU3DV2NKZwimjuXuCA5OW7gxPvt3Ck2+3FI499Y1P0bypoyjBBWDYNhIU3dNCXhW/pvLmh12FpFV+ntaYsLffdTX/74bZczU2LYfXP+js1/XlVWVUBxrHVHLKlJGFdUBLV5qasMe9/5QQe3ONEggEgnJnr5Jcv/71r/nud7/L1772Nb7//e9j5bzPKyoquPXWW0WSSyDYz3gUmeWrNnLTmVNJZC260yYhVcWnKSQMq+AZbdnQEk8T9Om8vKG9MIg8v2A7oq6KgEfm3/7rJe674EgWzhxLxrR5bl0bScNi6fJmrullPVjh1wjoCq9/EGPa6Ag/PudQvJprRxjyqvzkc4eiKz2Lwb+/vY3jDqkZcK6CJ6SQMvftXIWhMFgeIKArJA2rqNq8N+USVDQBHJvRER9xw0KRLFRZZnTEh2M7mGXw3yOfVN7WlSbgUQsVhbFug1FhX9kEsWRgMDU6sM87AIRWSwuh1dJBaPWTYShodSjoFIRWBaXBQLOD8sxpqKY62N8GLOLXufns6Xz74df5/B0rCwWCO7ozDA97qQl5uPmva/js4WMYFvYwf9kKLp4zjln11Vi2Q9CrMiygI8sSccMinjaJBjxuXlfCtYrPWvzknEMJ+TR0ReauZ99j/qGjuf/591m2oHEffDMCwd7TOUB3ty05LDm+HiieiXn7P99jyXENRc91cNjeneKog6uIpU26cw4zFT43zpDImji5hLGDa4VYoSvMHBctKprwqjISrvNNa8KgO2Py9rYuPjN1xICFIg4OKWuwsoX9w95cowQCgaDc2ask17Jly7jzzjs588wzufnmmwvHjzjiCK644oqP7eQEAsHeYdg2V546idufeY9LZo9HC8gYll2ogJIlCU2RiAZUOpImpmUxsy5KxupZ3DXUBPnsr5/nzvOOoKk+ysubOli9JVaYR5G1HMZG/by2qccOw68r3HvBEVi9CplkCSI+DSSJSr9O2KehyBIftqdYsbaN+uowutY/JPFBe4ph4X27+Boqg+UDurrToGJgF5X1pYIMZICWWKookPVhzKAm5MWzv09wN0jYFl5JIeLTcJAKs0MiPg1Jch8vF1QGDsjtj1+T0GppIbRaWgitfvwMBa0OBZ2C0KqgNOidsOodRJ7TUM0tZ08fdNbNqAofyxY0siWWZkc8gypJPL++jXtWbOCgCh93nX8EiYzJNZ+ZDBLEM+78LVlyixjTto1juu8lSWA7Dl5VQQK2daXxaApeXeHx1dt4fXMnV82dxM+ffJdLj68nnjbFDB5BSRMYoGDk8be2ccqUEczvNXsrX5CrAMNDXtKmXSjcqAj5aEukUZSe98raDrIEXlUhbbodYBK4HcBAS3dx0cT2bve+eMG9L9Iad22XZzdUc9TBVSQNi4Cn5yqdyFjc//w7fOuUiTRv6iDs06gO6Ptda3t7jRIIBIJyZq/W0Bs2bKCxsX8lkMfjIZFIDPCKgXnmmWf40Y9+xCuvvMLWrVv54x//yJlnnll43HEcvve973HHHXfQ0dHBzJkz+eUvf8mUKVMKz8lkMlxxxRUsX76cVCrFiSeeyK9+9SsOOuigwnM6OjpYunQpf/7znwE4/fTTWbZsGRUVFYXnbNq0icsuu4ynnnoKn8/HwoUL+fGPf4yui4u/oPzwqQo3/3UNC2eOJe1YeGSFjOl6L4e8GjUhDxnbQkPhg44uIj6djJlyF4zdGcZVB7Bsm9a4QSyZZVFTHb97cRML+8yjqA7q3LawkYe/cixdqSxhn4ZPdQMNCcNyq6P8GlnLwaNKbGpLcN0jqwsJsWvnTWJYSCeTq3zK2jY7ui1ezSXU9vUA12hA56a/rBlwsPx/v7iJH59z6D49n73FpysDVrzlbSJ9ZVBxDpCxLVRp4HPVZIlMGQSyvLLCbU+v5UtzxmPm7EIlQFVkbnt6LUuOb9jVW5QEJjtfMJj76kRyCK2WFkKrpYPQ6ifDUNDqUNApCK0KSod8wqo1bhT2WNXBXQe3E4aFKkv85vn3WXJCA6/lrNjebYnz2V8/z6/OnUHIqxX2VkFdIWlaGLn9UnfaxO9RqAro6LKEYdsYtkN10EPatOlOZzl58gjmTxtF1rL41qkT+MzPVzCjtoIfnDWNjqRB0FsagXiBoDcDFZTc9tR7TB1Z0a+DKuRVMRyHF9a3MTznRhM3LEZXeDEs8PW63cmSa8nbd26WKkuowKiIj0SvDudRER8KcP+io9jYnsSjysi5pPLdKzYMuA6QgLN+9TzgJpJuPns6oyp8/T5jLGnQGjfoSmc/8YTY3l6jBAKBoFzZqyRXXV0dr732GmPHji06/te//pXJk3c/KJ1IJDj00ENZtGgRZ599dr/Hf/jDH/LTn/6U++67j0MOOYQbb7yRT3/607zzzjuEQiEAvva1r/HII4/wu9/9jmg0yje/+U3mz5/PK6+8UqjeWLhwIR988AF/+9vfALj44ov54he/yCOPPAKAZVnMmzePYcOGsWLFCtra2jj//PNxHIdly5btzVckEOxXMpbFN06ewHV/fouWrgy/+sIM94Fch5UEOLbD+x1JtsbSRHw6HlVmdKWPhOFuq/+R88LOd3B98eixjAh7+fapE1EUmY6EQca0WbHOrT48vLaCa0+bwg///jaHjAhz0qThpLPuZsyyHVpiGWqjAX5/yTEkMiam7fDS++1s68pw14r1RYvF2fVRLj2+AX0fV3hH/DrXzp/Mf/zxjSJLoln1UX5w1rSyWRDGMybprM28PhVv27vSpLMW8YxJzf4+yd1AkxUeXLmRc48e289aKX+85LEdvnJcA9f86Q1W9PqN54cXU2L+7YOR7wDI9jnfrO0g5zaI+xKh1dJCaLV0EFr9ZBgKWh0SOgWhVUFJEfHvWcA4ljS46uHXuerUCXx77iR++vjbXHnqRC7NmFi2QzTgQVMlOhMGFX4Nv6awJZZCkSWq/B4ylo3jOIUu2G3daQIeNxEWN9z9Vdq0icfSbI+lOGpclL+8sZWkYbFiXRubO1K8sL6N255at9NAvECwP6jwa1x+gluokI8NJA2L+1/YwFdPOoQd3QbprEXScJNOEsXXT8dxeOvDGIeOqSRj2UiSW7zRnTa5/O+vcfPZxYU1WdtBkyWSWatgYegACcPEqyqc36uT68SJw/ju/CkDdpRVh3Qydo9d4TNrW/n2w6/zo3MOJZ426UpnieQsRK/+4xs826ez6pPU4Z5eowQCgaCc2av187e+9S0uu+wy0uk0juPw4osvsnz5cm666Sbuuuuu3X6fuXPnMnfu3AEfcxyHW2+9le985zt89rOfBeD+++9n+PDhPPTQQ1xyySXEYjHuvvtuHnjgAU466SQAfvvb3zJmzBiefPJJTjnlFNasWcPf/vY3Vq5cycyZMwG48847OeaYY3jnnXeYMGECjz/+OKtXr2bz5s2MGjUKgJ/85CdccMEFfP/73yccDu/N1yQQ7DcsG1piab5+UgN+j0Z7IkvIpxINekhlLbZ3pRge9jE8IuHXFUI+d5bWh+1J4mmTSSN13vggBsA9KzbwiwWN/HblRr5w9MFsjaUYFfER8WuEfSrHjIty6pQRPLlmO79+ei3fOnUi1/7pTe54Zn3Bax5gdIWPf7y9nV8+/R5+XeF3Fx/Ny++3F563OGdnVBP2sGZLF6MiXlLWvq0qjiUNrn90NYfVVrKoT8X5DY+u5sfnHFoWi8RYKstlD73K4ll1DA97C8e3xNLc+NgaHvrSzP14druPaVt8fuZYrv7jwIEsswyqzh1ZIpZI8f2zppE0eoYX+3WFzkSayoB3129SAki4ATlNlsj0Oq7JbmXkvjYcE1otLYRWSweh1U+GoaDVoaBTEFoVlDetcYNn17byhaPHMqbSy5WnTmRrLI1PU1AVidZEBk2WOKjCx78+7GRcdYDhYdeOLWvbyBKEfRqOA20Jg6BHQ5UlEoaJLEmosoRXVfD73ZnItmNz21PvFf5+LJUt7M3ygfhlCxrL4josODCQJYoKSryawsiIl5/8/R2ezBXhQi7pdNoU1rX0OElJksSkkWFu+usann+vrSgWccOZ01BlCaPPxdUBulJZfLqC7YBtO0S8Ktu7U9y76MhC51giY6IAoyt9VAb0wnGAnz7+DktPOKTofZ9Z28r6HXEW3LkKgCUn1NO8qaOf7bHQoUAgEHx87FWSa9GiRZimyZVXXkkymWThwoWMHj2an//853z+85//WE5sw4YNbNu2jZNPPrlwzOPx8KlPfYrnn3+eSy65hFdeeYVsNlv0nFGjRjF16lSef/55TjnlFF544QUikUghwQVw9NFHE4lEeP7555kwYQIvvPACU6dOLSS4AE455RQymQyvvPIKxx9//IDnmMlkyGR6tiVdXV0fy2cXCD4yDtz3wgamH1TBqVOHMzzkIZm1aEtkCHk1qoJeNrcn+e2qjXz5uHq2xtxKZI8qsyWW5mePv8N3508uzMtwHIevf3oCmipRHfSgKhIdCYO0afPqpg7uWbGBGbUVfPe0KVzym1e4au5Erp7rJWGYhLwasZTBF+5eVaiEmlFbgSbLLD2xgYCuksq63tYSgATTD6pgc3uSaOijL/T2RKetcYMn17Tw5JqWQR8vh8Vn2KuRNKyiqvnehLzaPj6jvUOWFf7w0iZuOmsa8V6BrKCu8PuXNvFvR9bu71PcJQoQ9Hl4fl0rNTkrje6MSUtXmqPGRctmsHzeDmpPH9sThFb7I7S67xBa3X2EVvtTDlodCjoFodU9QexVS49Yyt0LqbLEefe8xH9fcrRrlZa1iKeyVAc9eBSZtniaKSMjpE2bHd0GQa+CT1NJmxYJw6TCpxPyqnSnTYIeFb+ukjJMQEICWrozvLqpgyNqKwszmcGdQZQxiztOyuU6PJQRWnVpjRtccO9LRQUlI8Ie3tnWxddOOoRvnDKhcO8yLZu7nnmPc46sRZIgnnbHJIR0hW+dcgiWI9Gds/yUgI54hg5ZKpq9Fes2GBPxofS64Do47IinGR7yETeswtzHgK6yPZ7izmc28Oy6nk6s/IxRG5u+9O7UbRxTMegaQuiwfBBaFQhKm712Qrjooou46KKLaG1txbZtamo+XpOObdu2ATB8+PCi48OHD2fjxo2F5+i6TmVlZb/n5F+/bdu2Ac+tpqam6Dl9/05lZSW6rheeMxA33XQT3/ve9/bwkwkE+wAJFs4cy/3Pv1/olJpRW1kYrprImETDHq48dRI3PPoW/3h7R+Gls+qj3HjmNO545j0unD2OH/3tbb560gR++Lc1nH9MHbomEfGpjAh7yVg2c+qrmTdtJJIE2zvTfO3TbhXT6x/EGDcswMW/eZkbzpzKAxfOJJbKEvAotHRl+MLdq7j0uPE01lZimDZ+D2RMi85EtmCR+HHM5NoTnXalszt9vHsXj5cKQa/KrPpoUaV2nln1UYLe8jDBkYEzZhw0YNX5dadPRd5/p7bbSIAmSf185AMeBU2SyqpSe7Dv++P67yC0WozQ6r5FaHX3EVotply0OhR0CkKre4LYq5YePt29VjRv7mTCiBD/fvtK7lt0JLIk4dUVulJZVFliU1uSCSNUbAe8mkw8YyFLEj5NwXYc2hMGIZ9KTchDWzzD9q40WzvTHFFXyVcefIXWuEFTfbTobzfVR2ne3FnobMlTLtfhoYzQqktXOtuvoOS+C44k6NW46W9riscbNFRz45lTuf6RnljGmEofD144k45kloDH1Y/t2MiSRFXIg+O4jraqbKPKMiNzs7eK01MSFT4PN//1bR57sycWOKs+yvfOmMrR46u4oOngos705as2snBmf8vfSn9PAUzv5PJAdKYM3muJ75NZXYK9R2hVICht9mpHtmHDBkzTpKGhgerq6sLxtWvXomkaBx988Md1fkhS8VbFcZx+x/rS9zkDPX9vntOXq6++mm984xuFf+/q6mLMmDE7PTeBYHf4qANJfZrC8lUbuXhOHTWhSXQm3YonKbfQSxgmFV4fKcviojnj+NqnDykECVKGhYLDlFERtrSn+NapEzEsm2vmTSZj2eC4bf1tCYOQVyXs02jrzuD3qlQEdbyGgq7KDA95sRybX31hBt0pE3AI6AoSEkGPyh3nHYFXlcmYFu+3JbjxNy8XKg3zA1w/jplce6LT8C4qscuhUhvcJOYFTXU40G8w7gVNdSQy5THOXMa1rFhyQj1XzZ1YZBchSx9fEOiTRgIiPg0HqVANGMlVFZYTg33fH9fnEFoVWt3fCK3uHkKr5anVoaJTEFrdXcRetbTY3pVGwr1u5O3g731uA5+7fWWRrdrwsJcJI8KoikRXysTvURgW0FFkiaztFMbOSbhzjx3HfY3jOCy4YyWtcYNZuWvT0uXNQE+3yUOrNvY7r3K5Dg9lhFZdgp7+4cl88WtjbWXRLCxZgvZ4iitOmcA3T5lY6PDKOhajI77C7ElZkgnqCl4gDcQNC8dxRSQDOK6OenBoT2a4eu5EvnJ8vdstmYuRaBK88F4bP/r7u4Vnz6qP8t3TprDwzpVF591UH8W0et7Xo+78LutVFU786T8L/y5m5pUmQqsCQWmzV0muCy64gMWLF9PQ0FB0fNWqVdx111383//930c+sREjRgBul9XIkSMLx1taWgpdVyNGjMAwDDo6Ooq6uVpaWjj22GMLz9m+fXu/99+xY0fR+6xataro8Y6ODrLZbL8Or954PB48Hs9efkKBYGC2dKa46uHXP9JAUhW4+jOTuOkva1h0bB3RkO76TafdxV/Ep7GpI4llwwedSYbn7F6Shkx7wmBkyJurkNVo6coQ9mnIuT7+rrSJX1foSmf5zh/f4Pozp1AV8tCdNvFqEmGfiu04mLZDJmtj2Q5p08J2VFq63dbu5s2d3LNiA6dOHs5XTzoECVi2oLFogOuoiPdjCbjsiU6rgzpzGqp5ptd3n2dOQzXVwfKopupMGixd3lyYdda70mzp8mZ+e2Hpzw4Bd+OhSgP/CvIzK0odBbAGCVdJEmVjq2QyeDDOAT6OSS5Cq0Kr+xOh1d1HaLU8tToUdApCq3uC2KuWDls6U7zfmiDsU1nUVAdsKLqmAIyIeLFtB0ly6E5ZVAY0hod0LAcSWYtkxiLkU/FrCoos0Z02CXhUgl4VTZYZWeFj2YJGPKpChU+jpTvNj885tHCteijXbZJPfEF5XYeHMkKrLroi01QfLSomySeE73tuQ1GH10kTh3Ht/Mk8/15bwbo2YViMrfQy0K3OdODFje1U+PWCzW06a3HYqAg1Iff1imShyjLBgIoMdCQMujMmScONTwwLevj23Ek4OLlCERWvJvOzx98pjGWAnqRyLNnTJdm8ubPfZ+v9fMMq7vQSs7pKE6FVgaC02askV3NzM01NTf2OH3300SxZsuQjnxRAXV0dI0aM4IknnqCxsREAwzD45z//yS233ALA4YcfjqZpPPHEE3zuc58DYOvWrbz55pv88Ic/BOCYY44hFovx4osvctRRRwFuMi4WixUSYccccwzf//732bp1ayGh9vjjj+PxeDj88MM/ls8jEOwOsaTRL8EFe77IcQBdlrhozjhCXhUcqVAWqkjgURXueW4DL6xvL3hee1SZ0RU+EobbdZWvkM1jOQ5t3RkCXhVFdruxfvLvh2FaNttjabbGUhxRV8VPH3+Hsw8fw/JVGzn/mDpGVHi5/pG3eHVTZ6FKsXFMBf/v0mNZvSXGRb95mR9/7lBURS74Zo+ucL2x93VFbsSvc/PZ0/n2w68XBeTmNFRzy9nTy2aB6dfVnc4O8evlEQLKD2Xvu/GoCXnLZii7RG5+iK4SN6zCnI2grqJQHp8B3MVChmJveXL/LssS+1oZQqulhdBq6SC0+skwFLQ6FHQKQquC8iO/v1twVC1Br8pDqzbSWFvJhbPGoSkSVQEdRZLceVmWTVcqS8Sv4VMVujMmNg6xpEk0qOPTFJKGSSLjzjM2TJtkbkZXwshiWg53PruWLx59MK3xDJNGhvmgI8XcKSMYHfGydHlzwTmj3K7DgqFPZ8rIJYF7uqaThsXvVm3iO5+ZzNaunjni7fEMygDWtR2pLMNDCpbtFGZvtScsogEdo49lYFcqiyyBKklkeh1XZYnWZJqKgIaqyAVLXFWW+NkT7xSNejhx4jD+87Qp/PtRtSQyVpGF4aRRkcLz8sk6CYosgwdKiOURs7oEAoFgz9irJJckSXR3d/c7HovFsKzdrzuLx+OsW9ezWdywYQOvvfYaVVVV1NbW8rWvfY0f/OAHNDQ00NDQwA9+8AP8fj8LFy4EIBKJcOGFF/LNb36TaDRKVVUVV1xxBdOmTeOkk04CYNKkSZx66qlcdNFF3H777QBcfPHFzJ8/nwkTJgBw8sknM3nyZL74xS/yox/9iPb2dq644gouuugiwuHw3nxFAsFe0Ro3+iW48uzJIkfCTUpVBTxYtkN3OkvIqzEq4iVpWbTGM1wzbzJp0y485lVlDNvm4GiATe0pQn7Nta+RJaRcwqkq6CGWyqIrMmGfimWDYdrURLzUVvkxHJtLPjWeWNLkqycdwi+eXMtrH3Ryy9nTuWquh0TGIuzT2BZLcdH9L/PNkw9h2cJGutMmmuJazSC5VVwSff2x9w2jclWQrXGj8N1UB8vLE1uWpZ1Wiikfgw3kvsCt1qbf+SqyVAhylToWOx8s/3FUau8LbMADOHLxJlDLBeKEVvcOodXSQWj1k0NotTQYCjoFoVVB+ZHf311w7ME8/U4LF80ex21PrytKmjfVR7lk9ngCHpmQVyOeNpEkCHlVkrmgvu04OLZDUFeRJangrlET8qJIoKoaQS9cdepELNth9dYY//nntzi8toLFs8axvTvDH758DIZpl+V1WDD0CXo0Fty5qqhruq46gF+XeXF9O1XBng4aB5Cc/oUbwYBKyrRo6c6QzlokDZm2eIbj6qLMqq8mblgFa8NDaoKoDnRmTRwknNz7pkyLKr+X7pzlYb4gRAO+derEInvEgKZw6xPv8v9e21I4t1n1UW44cxrff2x14VjSsFi+aiNXnjqRxXGjkKzLd1lO7pUQ642YmScQCAS7z14luWbPns1NN93E8uXLURR3S2RZFjfddBOzZs3a7fd5+eWXOf744wv/nvc2Pf/887nvvvu48sorSaVSXHrppXR0dDBz5kwef/xxQqFQ4TU/+9nPUFWVz33uc6RSKU488UTuu+++wnkBPPjggyxdupSTTz4ZgNNPP53bbrut8LiiKDz22GNceumlNDU14fP5WLhwIT/+8Y/35usRCPaaj2tAuwQoksSOZIbKoMbIsJdE1iJhWDi5Z2QsG68qsz1j0Z02ad7cye9e3MQ3P30IjWMr2dqZxnacgrXgMeOquGb+ZL7/2Nqirixw5yK8vLGd6x5ZXagOPGliDd86ZQKOBB92pNjRbeA4DmnDwnHgzvOOoKU7DZLDsKCHZNZy7RRzvvBZ20HbT0GjiL+8N32yRL8qOOipFNvFWMOSwYQBhgG7lehK7vFSJ25b+CRlwEptSZZI2eURjpOBwa4+Jnu5mPgYEFotDYRWSweh1U+GoaDVoaBTEFoVlBfbu9K0J1wbs+bNnazeEmP66ArmTRvZr5MLCTRZpjttUB3UiaVMNrYlGVXhpSqg053OIHncDsZ8wUBQV2hPpIn4PCiSjOm4aWBJkmgcU8kfvnwsj6/exmUPvUrSsJg3beSgwXSBYH8T9KrMqK0oSgCPqfTx2wuPYkzUX9SxFfKqIEFLV5qAR811bTkggeO49p/5RNSoCi9ZCV5Y30Y06CnYFbbFMzSNi/Y7D8fpsZPNJ76ShoWsyzRv7CjYI8YzJrGkwdc+fQiLZ48rzO9q6cqw7B/v8v2zpnH1XLOnqFiTue7Pb/HEmpbC35rdUM35xx5cZCPaGzEzTyAQCHafvVo///CHP2TOnDlMmDCB2bNnA/Dss8/S1dXFU089tdvvc9xxxxWGPg6EJElcd911XHfddYM+x+v1smzZMpYtWzboc6qqqvjtb3+703Opra3l0Ucf3eU5CwSfFLGkgU/beR3t7i5yHNxEV8irYlqQMN3kViLjerd7NQVdkYlnDA6u9pPK2oS8KvOmjcSvKWQcixERDy3dGY6qq+LUKSPwajJZ2+b606eSsWziaZOgV8VxHHZ0Z4gGPdy2cAaO4zC6wsfqLTG60lmGBT1EfCoBj0YslSXgyb2mK+MGJJBImZZrKWC7lgKxboNRYZ+7UBXsMZosF6xQ+s4OeWjVRv5z/pT9fYq7hQIYDG7lUw5Lfq+ssOzptXxpzvii45bjsOzpdSw5vmGQV5YeGgNXyItA3N4jtFo6CK0KdsZQ0OpQ0CkIrQrKh01tCa7+4xuFmVt5u7IHVr7P5FERRlf68KgKcq8secIwufIPb/C90yczIuLDo/npTmdRZZmIz4NpWwRz9qj54scKvxfHcZBxu06NrI2uug4Z592zqjArqKk+iloGXaeCA5dExuSCpjocegpKNnekuPXJd/nqSYeQyvZ0bPl1iYzdt2zDIZ7OUunT6e5jZ6sDRx5c5TrZ5JJf46oDKI47yiFj2oXna4qMA3x1eTPvtsQBVz9fO7GBqaMjIFGYyVUb9XPzX9fwlze3F86iqT7K5Sc0FLqOHdw3DnpUfnzOoUWd7UGvyjV/fKNQKNwbMTNPIBAI9oy9WkNPnjyZ119/ndtuu41//etf+Hw+zjvvPJYsWUJVVdXHfY4CwZBnS2eKqx5+nUPHVAxqh7Mni5yEZeGVc/VHDrmqIncwsW077OhOs3prF41jKkkaGVJZC9txCHgU1u1IoUgSluMgSRKO4y4e2xMGFQGNhGEVKpZlGbyq6lqY5hZqqiJhWhaWDfGMRdpIYdg2lu0QDXgwbYeulElFUKelK80Vv/8Xt/zbdBRZQpZAkd1N2Y54muEh78fy/R5odKYMFs4cy719BvQWPL9TBhDYfye4m9i4QTltACufgarRSxEN+MpxDVzzpzeK/Ndn1Uf5/lnTyiaoKPhkEFotHYRWBTtjKGh1KOgUhFYF5cH2rjRX//ENnlvXRmNtZWF/t3R5c8ENI2lYVAdcK/hs1iboU1EVie+dMYVorz2fayjqIEsSGRM6Ehn8ukJ10EPWskmZFh5FxrBsHCDs03htUydX9wqcz66Pcn5THRvbklQFyruzVjB0iaWyBY3kC0q8mkJ1UOf6R1fz1Ns78OsKi2fVcey4KKYlMyLsJZW1kSULRZYJ7WRGZtq0imwJ06aFT1eR+tTVarJE8wcxrpo7sVDU0tKVZnjYy/ceeavfTK5r5k/m8hMPYUNrolAAs/i+l3j4K8cy9+fPFp47p6Gam8+ezviaYNHf+94ZU8mY5T27VCAQCEqBvS4UGzVqFD/4wQ8+znMRCA5I8sOIn13byisbO/jFgkag2A5nTxc5miTzsyffZckJh5C1bHemlgQeRSbt2AQ8GseMr8anykiyRNjR6EgYqLLMqAovtg3JrEXQo7oVSBIMD3lJ2xaq4i4MLcehtStDVVB3n5BbMGZNG0WWaYmn+ftbWzlx0nBueGwNv1jQyG1PvcWabd3ccvZ0/B6FgEflln87FHBo6cqQMEziGZOWrjRN9dV4dvIZBYMzkJ95fsG9dHkzjyzZfVvZ/Y1N/8Bb/pjc/+klhwUojs1NZ00r8oAP6grYDlYZVdQOFgDNd44K9hyh1dJBaFWwM4aKVstdpyC0KigPOhJGYS+X7+CSJYln17YWEuVN9VG+NGscq7fGOO6QGrZ1pQFY1xLnlMnDkXO/ZSf3i7Adh6Cm4DiQyGTxagoO0JXqma+cdWwypsXB1QH++5Kj6U6ZhH0aT67ZztLlzYX5iCJwLigFYkmD1rhBVzpL2KcR0FWShlVUTAIUEltf//QhbG5P4VFlait9yA5kcxfLfBeWDCRzLjb5/8UNE1VXUWR5t5xiLNvhsIMidBuWq6+c5WFHIs11p03ha5/OFmwTW7oy/PBvb/OV4+q59MFXi94nni42An5mbSvffvh1li1oLNLgYLNLAd5riRe+n2qRoBYIBIKdsttJrtdff52pU6ciyzKvv/76Tp87ffr0j3xiAsGBQn4YMbhez32rl8ZVBxgZ8e7Rgsawbb58XAM/+Mtqzj+mDp/HDV1kTHc7LUvuYtGjyGzuSBENasgytHRlGB7x4uBg5xaAXeksacPmyw++AsB1p01m+pgKbNsh4tfRFQUjZxUgAVu70lz5h9eZOCLEd0+bwtbOFDNqK1i6vJmL54zjyrkTaenKFGZ0+VSbqoAfwhLdaXfY8iE1QRTbwSijQEUpUR3UOXxsZb8NAri+3+Vie7CrLUg5mFnqQEqS2RJL9fKLt/kwZjA64qM8/ku4DBYAFSrde4RWSwehVcHOGApaHQo6BaFVQemzpTNFLNUzcS2/v/v9xcdw5aluYR+4M7oue+hVGmsrmDwywhsfxjjy4CoOH1tJMmsR8qj4VBlP0EMqa9EaNwj5VLyqjCxrZC3bnR0kSUgSZC0bXZHJ2DaG6bpopLIWX/rNyyQNi6b6KM2bO4kGykklgqFK3snm2V7dS098fc6ArjZJw6J5UwdA4T78j2/OcbuQneIrpgJ4VQWzj12hCvhUmXif4wr9738OkLIstsbSpLNWURHu/c+9z13Pv194blN9lCXHN/D0Oy30xT9AV9kza1sHTDT3nV060PeT7wQbVeHr974CgUAg2IMk12GHHca2bduoqanhsMMOy9mY9d8OSZKEZZXHwF+BoBRwLW566Fu99P++cuweV+z4VYWb/rqGRU11VIc84LidXLoikzZtbMfBcdxW/KBHASQqfHqhGjDgUYn4NGzHoTKgY/ocbv/i4WiyTDSk05nIMCzkWg+2xjMEPCqVAQ3DtPHrKg9cOBO/prCpLYnjuMPaF89yrxmKJDE6tzDrTpvomoppOzkLRAnLdvgwlmJU2CdmEuwl8YzJpceNx3acok1CU32US4+rJ54xy6IKzAYsx0aWisNAMu5gYaUMkqBZQMdhdMRH3LAKPvKjIz60XtWHggMTodXSQWhVsDOGglaHgk5BaFVQ2uQdOq6eO6noeNKw+NvqbazeEmPyqAiNYyqYNjrCH758LF5Npj2R4ZQpI/DrCrbtkDZtWrozRAM6qiwhSxIO7v5NlSUM27V2C/s0qgI6HQkjl/R1+Mfb23n1/U4WHl3L5cubCwmuRU11LF3ezFmHjd5P345A4NLbyaY3HQmDRbkZds/1saO9IPf7zfOVB17lrvOOYFtXT8GDZTvFCavc/cABEraFIg9sZdj3tqHLEhoKIyPeQrfwITVBNAcmjw5z9/lHFNkYprMWt/9zfdF7NNVH8Q1inZifpzcYg30/g3WCCQQCgcBlt2PIGzZsYNiwYYV/FggEHw9+fecy9OkKseSe2UoowJWnTuSaP71JS1eGX35hBqblsCORIeTTGBb0kDEtNrQlGR7xYtoOsVSWoEelwq9hWjYfdrqWGc2bO7lnxQZm1FZwQVMdS+54lZvPns7P//EWb+esBwMelY5ElpBXJeRVae3OMCyks60rTU3EQ0jTCHl7rA9x4Mo//ItvnDyBSEBFliUcE3DcIEvEpyFL7kJ1f9DXOqHcrAG60iYX3v/ygLZKF97v+oOXw/bW/b1IfDhAtfaosK8sKp0VwEAibphFHvBxwySkq2J2yEdEaLU0EFoV7Aqh1f3PUNApCK0KSpu8Q8d3T5OYVR8tmhuXty28b4DZfl+aNY5VG9o57pAaYqksEb9GMLd3kgCvKoNXI542sR0Hn6owLOgha9soQFVAJ5m16E6YzGkYxlEHVxHwaPzkc4eiKz3WqoePrSx0npb7dVlQvvR2sumNV1e44L6Xiu6144cFsG2HHz3+TmHGHMCwsAclP1LBtFEkq3+xRi6UIAEBWSHeJ7Zg2g6mLLG9O93rvuiQtR1aExk8mlJ0rxyeK/LNI0kSh42p4CePv1t0bvnurqRRbFeYJ+Td+Z1qsO8HBu8EEwgEAsEeJLnGjh0LQDab5brrruPaa69l3Lhxn9iJCQQHCrIsDdiWD+4CKZ21uHx58x63pivAd+ZNAiQ6EkbO29nD1liKkE/j1iff5aleQ1PzFX4PrdrI1Z+ZRFs8QzToYcqoML+/5BjimSyZrMNP//0wogGd60+fSsay6c55TYe8Co7jEE+bhLwapu1wyIgQiiwVFni24yABHlXhln87tOBT3deuJaCrtCXSRAPePfkqPxaGgjVAVyo7oJ95nl1Vj5UKGmDhJj0dpMJA4XwStBwCWTauFoO6OqA9xmDzOAS7Rmi1dBBaFewModXSYCjoFIRWBaVNV+5a8MTqbVx3+hSu+/NbhURX0rBYvmojN545ja50lkzWJuRTUSSJWCrL8ROGI8swPOwG0rtSJqZHwa8pyLiJLtujkDYsfJpCxrKJp02CXpWApqDk4vuqIjPcq3HzX9/msTe3Fc5tdn2U750+hYhfHxLXZUH50rWTe2ZjbUXRvXb5hUcxqtLPpycN59yZY4s6qAAyll3UvRUzTDSluIPKtB2QJdQ+STBVllCBmpCXTC5Rpspu8URNyMv61gRJwyJpyLTHM9SEvP1mekmyxClTRrBgZm3RuY2KePnC3av6fb45u2FxvLPvB8pjzSEQCAT7gz2eMaxpGn/84x8/iXMRCA5IVFliUVMdTfXRouP5pFMsmS20pseSxiDvUoy79OpZxEk5r3ZJgqqgh6xlc+28yfzta7P5ny8fw1+/Opvvzp/MQZU+rjxlIg4OtVF/zpYUWrtd7/jhEY/rAy/1THiVAEWW0BQZObd49KgS6azNlliKjoTB8LAXWSb3Oon2hPs5qoM6tg3bct70uiazPZbmuXWtVAa8DNzg/8mxK2uA3f3+9zdh385DVbuqHisldNzAVT6IlQ9klUvtWj7glu2zIcraTiFQJ9hzhFZLD6FVwUAIrZYW5a5TEFoVlDb5GTy3PfUeWzrSLDmhnkcub2L5RUfzyOVNXDRnHJvbk4Q8Kvc9tx7HtlEkCb+uEk9nXTtCRcbImgwPe/BrCsmsRUvcIG3ahDwqQa9KZ9JAV2QCHpXutEncsPCoCsOCOroi89fVW/nUhGE8dvksfn/J0fztq7M5/OAqYOfX5asefp13t3fz3o542VyfBeVHeJB75tPvtLDk+PqiuMjl//0ajmMzc1yUURU+qgM6oyp8zBwXRQU8ioyEO3Pco8pIkkRH7rcb9mlIEv2SW30Z6NG0adH7NuPgjnro/VzHcXh7axdHj6tiVIWPaEBnZIWPqaMjbG5PcnB1oOg9Z9VHueHMqbvswhrs+8lTLmsOgUAg2Nfs1cibs846iz/96U984xvf+LjPRyA44IgGdG76yxoaayv7WeA8tGojk0dFgD1vTbccG5+mkMrarkOgAxnTxnEcutMmybRFdUgn5HEvA91pk4BHLSzc8rMO8j7UmiJjYyNJ7oJua1eaiM+10kCCrOXO1Roe8rCtO41HU6jw6YS8KinDQpLhw84UqixTGdCwbIft3Rkq/Bojwh4SWQsjazM84mX8sACO7WDv4/kQQ8UaIKgr/SxS8syqjxIcxB+8FBnsF1AutkrgBtw0WSLT65gmSyIQ9xEQWi09hFYFAyG0WloMBZ2C0KqgNIklDV7d1Mns+ijPrmvjyw++wuJZdTSOqUBTZbpSDi+sb+OeFRtYcsJ4Lj+xAceBZNZCVSQk2S0uTBkWXo/mBtltt0hQkkCWXa26gfeeOXr5OemKLJEyLbpTJk3jh+FVFSQJUlmTv6/exisbOzjn8IN2el1+dm0rm9uTXHj/y6KzS/CJUR3UmdNQzTN9foe3/3M9R9dVMX/ayEJcxK8ryJJMS3can95jH9gdz+ILewtdXHYu1hFWZfwhD3HDoisXx9hTdFlClYtnctXXBNGA8TVBfLpCPG0R9CoEPAqOA8+ua+EHj71TeI8TJw7jB2dO5d2WeFF85/pH3uKGM6ftVFeDfT+we51gAoFAcKCyV0mu+vp6brjhBp5//nkOP/xwAoHiCoWlS5d+LCcnEBwIRPw63ztjKt9++PV+/uyL+gxY3d3WdBmQJZktXSmiIY3huptEwnG7uoK5KkBdlnl7exfja4L4dXcjBGBZsC2RIehVGRbykLFtsqaNrNjUhLykshbRgO4Occ2Y+DQFTZXJWjYdyQzDQ153GLjsemMHdIWUZTGqwodlOyQyJmGfRiBXTRw3XH/53p7XoyO+vbtAfQRiqZ1XLMZS5WENkDTS3HjmNK750xtFAblZ9VG+f9Y0ktk0EBj8DUqIwWyHbPaiFXk/sKupcvtn6lz5I7RaegitCgZCaLW0KHedgtCqoHRpjRvc8Ohq/nRpEzc8uppn17UW9nYnTBzGVadO4l+bOnLWp+8xaUSE1u40E0aGMS2HsFfFAbpTJn5dwa8r6KpEPOvacqqSTCJrkciYBDwaqayFIsPIsBfTcejOmCQzFkGviiLDvzZ3MLrST9KweOODGDecMZX//PNbXHrc+J1+jozpXinyHbfLFjSWRTGCoHyI+HVuPns633749aJEzuFjK6kKetjYliwcsx1IWyZhr+beq3JWuyGvG7gwTLswmxFc+8DC/Ww3Kzj6zvKye700/96prIWuKYS8ah/LX53WeJpbn+iJ48yqj/Ld06aQsrJceP/L/f7eFansTpNcg30/cxqqueXs6UKPAoFAMAh7FUO+6667qKio4JVXXuGVV14pekySJJHkEgj2kFEVPn50zqG0Jww2tCYKlT5LlzcXDTHd3dZ003aQJYmakBfDstmeyBS6tCQJakIesB1Sts246iCSBEGPSsKw6E5nCXnd7qqMbZHMWm6VoeEuLi3LcTdgaZOwV2F4rlKqM2EQ8mmE/R52xDNoqoxlg+3YxA0Hy3ZnWlQGdDyaQmtXhmhIR5ZBlxR3YKxsocpyIcG1rwMVfn3nl0R/mVRq22j86G+ruemsaUXdeEFd4ea/rmbJiRP29ynuNoMF3colGCcD1iCPOQhbpb1FaLX0EFoVDITQamlR7joFoVVB6dKVdmf3/fWtrVx2wni+fNx4YqlsYV937l0r+cLRY/n23Els60qjyhJH1kVJGRbxjInilfFqMt6gjg2kTZvWtInfo1Dpd/dMHkXBo8ikTXceVyC3f5NlCHtUNEUilkuSHVZbSdayqQxoXDd/Mhvbkjy5poVvnrzz65VH7bkilFPHraC8GFXhY9mCRlrjRiH+APDvd7zA54+qJRr0ADAy4sWnKrywvo1o0EPGtIlnTFq60hxXX41fV0jk5jOCO1+y0OX7EYIJUq//lwCfprjFuRkTr6ZgO2DZNpbtMDzk5eGvHFtYGwR0hfue28CZMw4a8L13p3B5oO+nOqgLLQoEAsFO2Ksk14YNGwr/nG+Pl6RyM7oQCEqH/PDfQ8dU0Lypg+cGsMPZk9Z0R5ZoT6SoDPjImGDndOpRZQzbzi3WHIys7doQ2pCy3ZBBft6WaTuYltupFfJqeDWFHV0Zso7bzeU4DjYS8YyFJNtUh9xF59auNNVBD0nDQpbcjjIARXFtNr549ypa425l90mTarh+/mQKy7zcQtRm/1TiyrJEU310wO+/qT7ar8qrVPFrCrG0xewf/V+/x2bVR/Fr5REC2tnw+N4Ve6WMg3ujHSggtz8SuUMFodXSQmhVMBhCq6XDUNApCK0KSpf8HJ3b/7me6aMr8GoyD67aWHT9e+X9DhrHVPDGhzGmjY7wzvZuxg8LoFsy8YxJPG1TFXCLFBOZLNGgB8OyaUsahL0qiqaA5O7tcts7PJo7k6gzmaHC78HyuEF0WZII6gqO7fDK5k7WtsQBN2A/mBVaU32U5s2dRcd210lEINhTIv7ipM36HXEmjAgVudt8/dMNzKmv4oiDq8iYdiGRNK46gAQkDBMHqXAf67ItPPKe3ZP7rkSkAY5ZtoMjS0T9HhJZE3DjJgGPyo1/XcNf39xeeG5TfZQlxzfw9DstA/693S1c7vv9CAQCgWDn7LUb2N13383PfvYz1q5dC0BDQwNf+9rX+NKXvvSxnZxAcCDQe/jvKxs7+MWCRoCiDdGetqYrQNDnYeX6NqaPCVMT8pDK2rTGDYJelWTWAgmCXrWnxb9PVCCWztKZyNKWyHDU2Co+TBlUBXVSOd/4mpCHtGmTMEyCHpVM1sbGoTrg4Sd/f4fH3twGuFXa18ybxKFjIgR0ld9cOJP2eIYKv86mtgSOA1afP27ZDup+mK2gyhKLmuqA4u8/bx1ZLsE4x3G47vQpXPfnt/rZKl13+tRCcUI5MFi1tkV5VJ5LgDnIYxai4nxvEVotPYRWBQMhtFpalLtOQWhVULpUB3VmN1Tz7NpWLnvoVS751DiuOnUi4M7ZCngUwl6N6x9ZzZNv9wS/504dzlWnTuKHf1vD2YePwa9bpLIWAY+GYdogwYiQh7Rpua4bGZOgR6Em7BYVtsYNIj6ViN911+hOZ/FqClnL5oX1nRwcDTB+WICr/98bgGsNf/0ZU/nu/75ZlOgayCofdj8gLxB8VHRZYsnx9UDPmiE/p2vV+nZqwm5RbXfGJJ7OcuSYSvy6SjLXySUBXlkh2+eenLUdvDtZb/QtArEZ+F5iAz954h0ee6MnznHvBUcwp6GGfzt8TGH2Vkt3Bllyz70v5TTHUyAQCMqNvUpyXXvttfzsZz/j8ssv55hjjgHghRde4Otf/zrvv/8+N95448d6kgLBUKb38N+kYbF0eTOLZ9UVhq2Oqw4wMuLdoyoeB9AkifqaICCTzrpLt94NlxI9iS3HgXjaJORVGR5y53cZps3wiJfaKj9px2JE2Esq67bkO477GkV2N3R5y4ygVyVr21xxygSWntRAe8K1t7As9++/8WGMGx9bQ9Kw8OsKN5wxhYxjocmKayuQOz8t56W9rwMu0YDOTX9ZQ2NtZeH7z1uM/PeLm/jxOYfu4zPaO1RZYkdXmiUn1HPV3ImFwbiJjElHIsPIsHd/n+JusTNLovzj5cBQsIcqNYRWSwuhVcFgCK2WDkNFpyC0KihNIn6dG86Yynf+9AbPrWvjZ0+s5WdPrC0kjxbd9xJLThjPFaccwuUnNpAxLQK6iq7J4Dh89aRDsGyHeMYk6NXwawqWYyNLEmZudrEkQcirEk+bSEjoiows4VrE2w6BXPC8O20S8Cg01lZimDbn3/siScOiqT6K7UB7IsOPzjmUeNoklsqSzlo8v76tn1X+njiJCAQflbZkhpERL/OnjSxaM2xqS9FYW8G2rjRBr0qlX2N4yIuNg5wPIPSKc6h9XKa0vgmuPv/a994h4Rbd9kUCTps+ks/OOKjXuSWZVR9lR8JgWywNuCMaRoQ9zKit6FcYc+OZ08jY/e/GsaRBa9ygK50l7NOoDoguLoFAINhT9irJ9etf/5o777yTBQsWFI6dfvrpTJ8+ncsvv1wkuQQHNHu6QOnqYwHhDiPuadH/06XH7vECx8HtjvJ7VBTFrWiKG1bBtlBXXNtCVZYwHcByN00OkDDcLq8RYS9py8KwbBwcNscSyJK7mSL3PI8ukcpamHbO3tC2SWRMqkMebv/ne1w8Z7xrpwFISMyorXT9qtOuV3xrPIMPqacit9daUmXn1jqfBBG/zrXzJ/Mff3yj6L/BrPooPzhrWtksNGWgJuTl+ffaqAl7yZg2SUOmpSvNseOryyoIpDBwUK5c6t8cBg+6SQhbpb1FaLX0EFoVDITQamlR7joFoVVBaVPp15g/fRSLm+owLJuDKn288UGskDy67an3OKK2kvd2JKkJe2hLGAwPeakO6OiKTNK2UCQJnyqTsdy5yLbjkDRMqv06kiyRyO3pHEBVJKr9Og6QMu2czbxKpV+lLW6w4r027lmxoZDguvwE10Jt6qgItz75L64/YyqaAlUBH69v7uyX4NoTJxGB4KOiKQpfvPtFfnnuDFRFpjvlxlNGV3h5Zm0L44eFSBoWWdNmQk0Q2aHf2AOFwbt9C/S5UWT7JLRsx+nXaa7JEhowtjqAg1SwTRxV4WNHd5ov3PNSQT9N9VFOnlzDNfMmY0PhuRIOH7QniYaKNZUfXfFsr87KOQ3V3Hz2dEZV+Hb1aQQCgUCQY6+SXJZlccQRR/Q7fvjhh2Oau7ylCARDlr1ZoIR3YQGxNxYRMjlP6lSWiF/D7LOSU2QJy7BIWA6y4oYEqvw6hm1DrktrayxN2rQwLQdFknAciIZ01mzpwrYddE1G1zQ8qgKmjSKDKstEgx5s22HOIcMI6ApbY2k0VUaSoD1hUBP2EPaqOLgDXLttB98A0QqTj+CnupfEkgbXP7Kaw2orWdSn4vz6R1fzk3MOLYuNngTISBxWW9FnEe5Fkfp7jJcyOwtklQPCVumTQWi19BBaFQyE0GppUe46BaFVQelTVx1g2VNreW5dG35dYfGsOu487wgUWSJpWLy0sYMTJ9bQnsiSMW260llURUKTpcIsZBnwqoprT5jOEvJqSDmnC68qowdc+8KW7gxhr4qmyCQzJgGPiirLbOlI0RJPM3/aSGbXV5MwLLbHUkSDOv/a3EnWcnhmbSvf+dMbNNZWcs+KDVw7fzLfmTeJlGER8mpUB0UniWDfEtBVaqN+Tr/tucKxBxYdxchKL8+828oP/vJO4fgXZ47hy7PH93uPLHve1avJkusqk0ORpH4FEzbuPSaZMdE1Bdtxu72CusKarSmWLWjssSvsStMaN3juvTamjY6QMW3iGZPmzZ2s3hLjmnmTad7UQdinEfSo/eJHAM+sbeXbD7/OsgWNQocCgUCwm+xVDPkLX/gCv/71r/npT39adPyOO+7g3HPP/VhOTCAoN3rP1urNrhYo1UF90OG/e2sRoQKW5CaWHAcypo0sw7CgO0drW1eakFfDryu0xdP4dA1NkXAkkJHJWDYRn0YYjURuw5Tv+p9+UAVI0Jk0+Nbv/8WNZ01DU3qWkqokYTgOoyp8mLZDMmtxZ26jl/+8ty1spMKvE/FpeHuvQnvbDLBzW51PgpbuDE++3VLkk9/38XJYZCZtC4+k4FEVMqZd8Cj3qApS7vFyYbBuPrc7sDwY7DzL5fxLEaHV0kNoVTAQQqulxVDQKQitCkqX1rjB4vteYvGsOq6ZN5lYKotlO7ywvqejanZ9NUeMreLF99uZflAFiiyh5WwHwz4NHEjbNgFZwavK2B6VpGHiV2VsWSJt2oXE1/CQh5Rp0ZE0qAzoGJZNWyJDddjDQVEfKcOkM5Ul6FE5enyUZU+uZeHMsYW5W8+ta2NxUx1Jw+Lq//cGcxqqRVBdsN/w6Uq/mVxf/5/X+P0lxxTZBYe8KooMhmOhSrnShtwNYG86q80+nVwWDkqfO4qEW0RRHfKSNCwUyXJniMsSR42t5L22BJlcBYYiS9SEvLz0fju3Prm28B5N9VGWHN+AYdmc9avnAXjoSzP7xY/yPLO21Z25J/QoEAgEu8VeN0rcfffdPP744xx99NEArFy5ks2bN3PeeefxjW98o/C8vokwgWCo0nu2Vl92tkCJ+HVuOHMq3/njG/08m284c+peLWosQMVhRMhL0rTQFZmMadOWMgh4VLd7THIXgflOfJucBYwsIdmupWHatAsWhz5NIZW16ExlyVo21UGdH/7boXSnTTRFJuzVcCRImzaSBMNDXjKWxYiIl2vnTcaBgk3h9q40Sx5axVEHV/KdUyf1syu0cauw9rXlTGcqu9PHY7t4vFQwsg47kklGVvqLjiuyxOaOJJFAeSyUd1aRLbHvk6B7g8XOZ4eUw2coRYRWSwuhVcFgCK2WDkNBpyC0KihtutLZgvX8yZOHc8cz7zF5VITjJwzjmHFRwj4NWQKvJnPy5OF0p00q/Bq6IpMyLDyaQtq0SKYsbI/btaXIktsxmrMqdOcou++TMi18qoKtu44ZIa/KsJAHyYFU1iaesait8uNRZVKGyRePPZhz71pVZEuYMXvS3yKoLtifdKWzpLM283rN5PJqCqZtU+HTsQFZspBl14nGJyuk8gmqXnaFe7qy6GtNKCMNOKcrZqWBYm1kLYfudIZhIS+6kiXoVZAkaI2nCtal+Q6v7V1p0lkL2+4Jw+5qndSdLo91kkAgEJQCe5XkevPNN5kxYwYA7733HgDDhg1j2LBhvPnmm4XnSZKopxMcOPSdrdWXwRYo27vSfO+Rtwa28nnkLa47bQqtCWOPBpBqQBqJuGGiqhKqLGHI7gD4dM4WI+TV3MSW4+o0aVi0xzMoikTQo9GSTFHh1/BqCopiI6HgOG4AoTroIagrpG2LmrCHVNaiO2US9Ko4joMsSby8sZ3pYyrY3pnijmfX8862bm45ezo+XSbgUXngwpnuhs6x0CiuwLJs12e+35DYT5j8sObB8O/i8VLBoyncsWIDk0dFaBxTQca06e5jkVAOKIBB/8rzfBJ0z4089z1D4TOUIkKrpcVQ+J0Phc9Qigitlg5D5Tc+VD6HYGjQdxZzQO8Jrzz9TgsXzR7HbU+v454VG/jFgkZ+9X/rCh0q4BY1Xjx7PJIEoyt97ry/jIXf43ZxabJExgLDckgYFn5dIZPN4lXdEHwya7E9mSHkVakJuZbxjuMme+985j0WNdXxk8ffYeLIMI1jKtzXGMWpYI9aHM4XQXXB/qIjmeWyh15l8aw6hoe9AIyu8OJXFbK24xbT0tNJLdM/QWWx5129Az1fAlq7M3RnTLozJp1JgyMPruI/BihMvu70qXz+jhdojRuA27G19IQGRoQ99G4S2xJL8+Sa7fzHZyYVjvXVX1/2ZnSFQCAQHKjsVZLr6aef/rjPQyAoe/Z2tlZHwuCpt3fw1Ns7Bnz8a5/OFtrZd3cAqYm7yQ/qKnHDYms6TdinFRaBci4BreB2kqVNm+5Ulqqgh4Dudmz5NAVVlpEA2wZJwbU/zP2NrO3Q3pWhJuLDccChp+MrY1pU+HUW3LGSpGFx7bxJXDtvMltiaQA+7EhSFajgB39ZzfnH1KFrEgGPimWDadvEug1GhX373HbGpyk01UeLNp95muqj+LTyCMbpslTYVN/21LrC8bxFgr6Pk4cfBY3+gSyZ8gpi6ZT/Zyg1hFZLD6FVwUAIrZYWQ0GnILQqKA0GmsX8l6WzCte82/+5numjK5g3bSQXzhpH0KPwnc9MwnKcQiIr5FHJWDZdSZNU1sKvKfiCuttFIkt09+rc8qoy6axF1pZI5p4b0BRURcK2XfvXgEd1kwASfGn2OH759DqWntjArU++y6iIt7AXy9NUH6V5c2fRMRFUF+wvArpS6ITM89y3jsO0nVz3Vg+qLGEBiYxJ1nawc/+8oyvNuOrARzqPfCKtOuTBo8qEfBrjqgNoUGSbGPQqpAwLryLxk88dSiJjFTq2qkM6Nz32Hk/2ivHk1wyJTM9kyebNnYOuk/Z2dIVAIBAcqOy1XaFAIChmb2drdaUHG5/tEk/3VNsNNt+rbxVhSJYwcP2lZQkiPg3bge1dGYJeleEhD5bjEM+6G6eAR6XCr+HgVvdJMtSEPK4lRsbt0EpmLaScV7yUKzgK+z3s6M4Q8moMC3owbBtNlnAUhZERH786d0ZhU2bYNqMiXhwJJo0MAw6XHV9P0Kti227yTJVtVFkmkrPy2NdbLNO2+/mAQ8+CtK9fd6kiAaMiPub3snrID8EdXeEtq5kVg33j5TY/RPDxIrRaegitCgZCaLW0EDoVCD4eBpvFvLkjxaKmOmQknl3XWuhKGRt1g+6aIiM7DrJkF4oO04a7x5IlybUOlMCvKWQsC0WG4WF3T9aeNIgGdIYF3QLF1riB36Pg1xQkGZIZsB0Hv6ZgWDayLHHpcfXc9vRaLp4zHgm48bE1hXNtqo+yqKmuMJ8LRFBdsH/x6/0LYza1Jxld6WdbV5qARy3cx0zL4c2tMaYdVEHcsJCxCHjcOMdHjSEMdE+UZQkVdy2QKMzkkhkR1khbFlavygsJ0GWZU6aOZMHMsf3sCjPZnvhOvstTlqSi68mchmpuOXu6sA4VCASCPUAkuQSCj4mIX+fms6fz7YdfL0p07WqBEvbuXIZBb3GVc1+v9IGqCF/81nEogCNLZB3wKgrJrDuk1QG2d7vJLr+mEE9lkSR3Bpdh24VZXNu60oS8GtGATsa08OsqSdNCAhwb2lMGXk0h4FEBG9Nxqwi3dWfQFBlVltzhybhe7w5udVXAo+JRFQzLfU9JBr+qkDCsQjdYUFfR2PdzFWyHfj7gRf7ZTnkE4wAcx2bmuKhrqZTKEvJp1FUHsG2nn61DKTOYgUP5fALBJ4HQaukhtCoYCKHV0kLoVCD4eBhsFrMqS1y+vJllCxr5yvHjMW2HaEBHkSQ6kgaPvbEVSYKpoyKkDYtg1I+uKmStLB5VxrBs4mkTWcrtj7IW27sy+D0KlX4dTZLI2g6O4xT2dR1Jg0q/TsCr0p0rnvRpClnbRpbhylMm8sSabVT4dH6z+Ch2xDMcVOnjzQ+7WLq8uWBfOLuhmuvPmLovv0aBoAgJ+hXGXP7fr/GHS46hOughY7rJYUlyuxXH1YTYnutgDPs0HBxsHLIf8a7mTvwqJn//3NGdRtcULMct5NnRnaUm5GVExFtYG4yq8NIaT1Md1Ae0K5w8KlI4ljQsHlq1ke+fOTU338sdK1Ed3L0xFQKBQCDoQSS5BIKPkVEVPpYtaKQ1bhQWKEGvSiJj0rypY8C5WmGfxqz6aJG3c55Z9VFaujL9jue90gerIuy9rLNtSFpWUZIp5FVBAsd2iAY9ZCy7kIhqSxkEPSrDcsfbEgYBj+omoST3vcO6QixlAArxtEnYp6FKErbsUBXQUWWJeMakI+EOX01kTEzT4eVNHUw/qAKvKlMZ0FEVGcexsfpUctuA6biL132JBDyw8n0mj4oUfMChZ0H67VMnDf7iEkOWZLZ1pVwbSKfHBnJ0ZOdWl6VGXzuiPKLq/MBGaLX0EFoVDITQamkhdCoQfDwMNou5eXMnjbUVXL68mV8saOTe5zbQvKmTXy6cwdZYimmjI263FrC1K0V1SMdBwrIhnTXx6yqOxy1wzNpOodtVkSV0WcK0HSzHLSBIGiYhj5rby7mFiEGPSjxjIksSHkVG0eALd79IbdTPoqY6zrvnRZKGxUkTa/jSnDr+eOmxfNiZwnHcc//ML57liLGVu2WPLxB83LQmjAELY/71QYzG2grSuN2KtgNZyyaiKzi5MtmuXIJJR+oplO11Y4vbFqq8exbJMu6Mx744QMDrOuTIkoUiywQ8EhLQlpvfFc+YtHSlOXZ8Nb/8v9U8uaal8PrZ9dVcenw9F97/UuFYU32Ui2aPx7Bs6mtCRX+vr1vP7s5nFwgEggMVkeQSCD5mIn69qMvqiv/5V7/W894bh1TW5Nr5U7jh0bf6DTH97mlTWHjnyn5/Q1dl3tsRx7adAasIoWdNJ8tuJ1fC6KmY9mkKactCliUypoVpOaQMi6BXJRrQyTo9YZBgzhYgXujCkknZFqMjPuI5e42+f9e23cWmqki0Jww8qsywsIfpB0VwHIfn17fxv80f8vPPH0Ygl3DrTdIwCekq+3pShwMsnDmWe5/b0G/mxqKmukKnWTlgOzY1IS8Z0y7YKdSEvFgDeJqXMsJaSTAQQqulh9CqYCCEVksLoVOBYO/pHXD26QPvUgrWY7zP0uXNLJ5Vx+KmOmQJjh4XpStlsq0rTcSnMTzsJWGYBL0aNSEPadNmR9wgoCv4VIWkaaFIEsFch5bjQFBXUPLFgTnhKkBAkjFVd1aXk9vvqYrEju40N589nRfWtxW6tmbVR7n8xAYW3LmSO887glc3dRZdnwezxxcIPml8msIX736RxbPqCoUxB1X68Goyq9a3UZXr5sonkk6ory7MIM/P0bLpdT8ruumZkI8u7OKGJw3yFCl3jslef8+vqzi2Q0WugDfoVQh4FBQJLmgay4KjasmYNl5NYVjQw9tbYyxb0Nivs13uE1QZyK1nZ/PZRUJMIBAIRJJLIPjEGKzLqu/GoT2R5Su/fYVbzp5eGGIa9ql0p7MsvHMlrXGj6PWz66t5fPV2bn1yLXeff8Quz8OyYHsiQ8jndmelTZuW7gwhr0pWcuhKZQl4NIaHPaRMC8OysR3oyhgEvW5SK226x2zbYXt3mqzpoKkyFX6NEWEvCcNiR9ydzYUMGdsmoCukDBPLhvU7Ehw1zkNrd4Zo0MPkkWEax1SwriXOrLoo2fyaLrcQ9esqMoMHYz4pHAceWrWRxtrKouqx5s2dPLRqI1eeMnEfn9HeoQDWTirO93Xy8KOgMHAl3WCWS4IDA6HV0kNoVTAQQqulhdCpQLB39A04LzmhfkAnjrz12AVNB3NB08EYlk2FXyPi0/iwI0VN2MPBUT/daRMJiAY8bOlMEfbprgUbIEkSluMU7ArjKRO/R8GryQUbNfd57jU2npvvoysyXlXGl5uTbNkOfo9GwANzp45gZl0VqixxUIWPs379PEnDIpbK0jimot/n7WuPLxDsC3yaQmNtRVHS9blvHYflOIyJ+gl4VOJpi6BXIeRVB7x32Qw81zsoe0jn/2UXQYaiRFnfx/o60DgOmiyhyhKKRKEARgLuXfE+/3h7R+G5J04cxrXzp9CeMNjW5Z7Nlliap95u4SfnHFp43u7GkfLsaUJMIBAIhioiySUQfEIM5tUOxRsHv67QGje48P6XC4/7dYVfLGhkwogQrX0GtV96fD0vvt/f2rAvvRd9Dg6O4/rES1JPm78uS1T4NbIWtHRnCPtUvFpx15cq92SgFEUqdHB1p7PkR2nIMoS9mmt3mDAIeVVs2x0IOzLipTqos7UjzcSRYWTJtTKM+DTGVQdIOha6VFxVZdkOiiSxrwujHZwhUXEu4wayRkZ8JHsNxh2ZC8SJYJag3BFaFQjKA6FVgUBQ7gwUcM53bAFFia7ZDdVcPHs8i+9/qTDrCty93XWnTaY65CGeMQn5VDyKO4OrKughkTHx6QpVAR2PLGHYDtncRitvM2+YNmnHtZ8PeVWqAjrtiQwBj0ZQV3Bsh4Rpk8hkqQp4yNp2IRGWMiyqAjphj8oH7clCEaVHlQv2iX3pTBkDHhcIPikMy+43k+vr//MaP/m3w4j4NBykgk1gyDtwoKBonlavp6TsDJLs6Xd8T1H7BChUSSqsAZzc/zKmhVdX+cpx4/napw8pJOYSGYsd3WnOv7fn+tBUH+XyExqK3nN340iw5wkxgUAgGMqIJJdAsJfsqiV8MK/2PPm5Wj5Voak+WljIgVsFuHR5M9fMm8S18yazvjVRqHy+8P6XWJbbVDVv7uz3WoBVH7Qzc3RV7v0hGPYSNyy2dqUJeTVGhr1kbHdOVzydxaO5NhmWbRUqA8NeDceB7bmur5G5jq1tXf27wgIetfC6aFBnS3uK7d1pjji4ipRpEVRVNEUuzCkbHnIrDPPk/eYdp2dhqGn7/vLkUZWdVpxfM2/yPj+nvUH6/+y9eZxcVZn//z53r7XXdDYIBDqQFWh2SYKyqCCLID+dCYyyjeIgoN+vCyqiqLiOjo4gM6AJMirofIeRGRdUEAcIENY4hNWErJCl02t1bffWXX5/3Fu3q7qr0wmydLfn/XpBum/dunVPdZ3u85zP83wewg23kZtu1WPSkkgy2ZFzVSKZHMi5KpFIJjuNNpyrsdoly+bymXctYOdgWJUxuzmBosBRB7TUPadrTjOtaZP3r3yUf73gSHKlCmlTj+zgQ3Gr4vlUfB9dUXE8n1zJJZNQSUV2bLmaOMr2PRSgNWVSqoTxWVNSIxXZKPZFSYeGqtCbt0lZemwpf+XP/wSEm+trtw00rOQCsCs+g0VZzSV5/Ri5n+IHwaieXFlLwxCMsiVMG433ClQY7slVk0eTIGhcydXArzegcTXYyKdWvy9E/c9rcfyAhK6xM1fGdn2KjsK6VwaZ3WTxn5efwMbdw/s7l/zocf7rI0vjuba3+0iwb4KYRCKRTHWkyCWRvAr2piQ8a421NArJRI9rihiVsQRhMDS3PY3r+1z+06fqnlvNuBv2fYcHa5571592ctx+ochl+2CMWHaFlVIKxYqH6wtMwmANAZoCugq6ElZ0BdXmxhUPoUB72qDs+vQWHFKmRtrUEAoYSmhr2DPk0JwyKHs+74msML567mLmz8ziegGeH1DxA3w/wPZ9hAJqtGtUtemofr3nd/C1RwE+uPwgbvzjhlEZ51ecNG/SZGpXAHWMDhsiYNgeUiKZpMi5KpFMDuRclUgkk52xNpyLjseN921gWWd77Mjx31cspW/Q4ZPvPJRPvONQbNcja+noqkJP3ubWi49hoFBhetbECwACtMjqrFQJKDseeir8zaiI0LrQD0IXDiEEihLGZXYloD+ylk8aKmlTxXZ9Co6LpalkDRPHD8IeXQgEYKiCv1v1GD15J66mvePRLQ3HtrSzjYc39jI9a8kNcsnrQqP9lD/837fy4zWbWTirKe7JlTI1fEaLS9V0WUFYkeibGvmyi6WF+xginj8Brh/gKdbwX3AR7jW4fkCP45C2Rld4Dddh1jPyz70ACrYfz03P9ynYLukmje//cT2/eWZXfO6yzjbOPHsxQgSj9ncGSsO/Z/Z2Hwn2TRCTSCSSqY4UuSSSfWRvS8Lb0wYnzmvngQaZNSfOa6c9HQYMmhra8tVmLFWbkCoC/vBC96jnm1oY/FSzCH/2oeO5KKqoKtguCzrScVaSaLDxoioCC+gT0JYKRatqdiCA64Pr1SztggBTVylVfHpLw+IWIhS3XLy4dF8QkDBU9mtJcNMFR5K2dAQBGU3FS+gIRdBfcMgmdJKGiuOPXkKmDY03I5yyfZ+2tMmZI34W3bky7RkD229s5zHR0IEygrzjEiBi64S845IxNMw3+f4kkr8UOVclksmBnKsSiWSyM96Gc9Ko78q3fbDEz5/Yyv95+6GUKy5PvzzAgplNpEyNkuMxLWMSENq9NyV0TFXB8wMSmooiRGz93pIyGCjamEmFpK7GNu5e1S8+ivMqro8XBFiaiqaEVVwpSyOpqziuR8pUSegKO3NlPvOuBXXVtJ8+fQFfv/v5uvtf3tnGhUvnctUdazl1fsdr9TZKJDFj7acoYnRiTNJQuf3SY8gm6//SBkEAQkQuMKGwlEnoWIqKR+QQEwQoIhSRK74Hilrz/DDZuN0a3aurzvJwHET8xPpNFxHARUvn8g8nddbYFbooAn777M5R10kaKi9158mVK7Sm9m4fCfZNEJNIJJKpzmRJoJRI2JUr88KOHI9t6uOFnTl25crjP+l1YG9KwgGakgZfP+8wTpzXXnfOifPa+cZ5hw2Xo9suRWf0Jo8gFLFuvn9j3fGqtUSVrjnN/P65XVx62xP0FcLeXjrgRo8HQehvHV5zeBlW9AMEw1VhSqSGuX7Yv2uoHF6hPW0gFBGPK21qqCqxHYbj+XieYNeQHT5u6VQ8H0NVwgzE6D7+duWjnHHDat71zw9yw33r2Z2z2dxbwPNH318VlzeWpKby3XtepCNr0ZE1aUkadGRNOrIW3/n9iyS1ydJaHgxCsbBq6VC1dZC5mJKpgJyrEsnkQM5ViUQy2akmLjZiaWdb3fd/fLGbg6el+MBbDuQ797xIyfE58oAWFBH2xcomQkvBqIgLXQ2dNXoLDrbnIwh7cKUjUas5YVKoePQUHIQQmIqC6/skdZXWpIHnBwyVw+ot2/PpydskzVDgCiLnjISuUnQ8UobO3PYUCV3ltEUzOHXBdM7/wRoWzmpi5YVHs/LCo/nllUs56sBWrrpjLUXHkxvkkteFsfZThCBO/l154dHcdMGR3Hj+kSRMnZ68jev7eAG4ftgyoRE+jTc5LdF4vVH2a64j6v5p8M1oAqA/79Cds+kvhv9u2l0IhewGz325r8SN971Ud2xpZxuWpnLKP93PuTc9zOn//CCXn9TJ8nH2kWDPv59GCmISiUQy1ZGVXJJJwdbeAp/5xbo6O79lnW189dwlzGlLvaH3MjhOE97BmlLzWc0JbljRRU/eiftRtafre3cNFit85PanuGTZXA6dkQkt/YKARbOb+O69f65rWryss42Losw6GG7cXv2+WuEF4eR2Ad+n7rUd30cBTEVQcmHIdskmNDoyJgXHY3fejv3ei27994WKR64UXitQw4VoruTGVhndOZsXdw1ywkHTCPBJm3qYZYjglg8cTb4cnpsyVPK2Sz4S0pK6St7x4gb0rh+gKOIN/wXVmy/zydPmc+1dz9Q1kV7W2caXz1lCb6HM/m/w5+3VMlb2WWOzJYlkciHnqkQyOZBzVSKRTHaqiYufvvPpusqKahz2xxe74x7JN9+/kcNmN7N7qMw/vC20o+/JO1iaSlNCQ1EF3UMlkqZOgKAnirM6MiYl1yWpaQTAkONRsCu0pkx0VdCU0AgC2F1wSBkqpiawKx4lxyNlatieTxAEtKdNNEVQdj38ANozFr15G0vXKFUqzLQski0WW3tLLJiZ5baLj6XoeBQclye29LNq9aY49pQb5JLXi7Es9l7pKzG7NcHG3YW646oCM6L+4Krw0BSFGdnGAuxYVViFwENtIHRZyuhKrrrnj7jYyIruAMgkNQxNjSu2UmZol7ilt0hz0sB2fUoVlZlZk28/WL+/U7VvrnXfKToel/zoca49cyGfP3NhWKXWYB8Jxv791EgQk0gkkqmOFLkkE55dufIogQtg9YZePvuLdXz7fUfEns1vBMkxmpwOPx4unkY2Up3bnmq4yMgm9NjTfdXqTXz//CPZMVhiVlOCK0+ex/95+yHkSi5NCZ2MpbFjoMS33nt4bDVRzbQbWeE1ngFQgQBEVOpPtEETBGQtnQDYFdkfzsxaOL5HwfFQ1HCBWax4FJ3hHl2256MIQUfWJGm0oqqClB5aEVaiNZwQkIkCtO4hm7SlMbPJolDx2JErk7F0ZmQtyl5ofaiw9zYBrxWmofOBlY/x/QuO5LOqwlCpQiah43o+H1j5KLd84Og3+I4kEkkj5FyVSCYHcq5KJJKpQG3i4kDJwa74PLyxN040XHnh0SgIHtzQEycvzm5JoiqCtKnx3PZBZjUnuOOxrbz3qP1pSirYFR+BQAgoVbx4w7xY8SjYLilTx/V9dEXB8X0CQkeNgu0SECYJZjLDvbeKtoewBKqhYigKmiLIVzxcP0AImJm1UAnjsECEtobrXhnk8P2aWbV6Ew9ukBvkkjeGsSz2Htncx8tPFbhk2UFo0Zohm9BJqCpOUL8z4PpB41KpMUgp6igxayzC5JX6kyp+gKUI0oZG3vHiim4FmJG2yNUIcLObEhhA1/4tFCpuJH5p6LrC6YtnsOLYOaNaVIyk6Hh85j/X8duPLg/vZA9DndWc4B/fezj9BYdcOUxgbkkab+gemUQikUwEpMglmfD0F5xRAleV1Rt66S84b+gfcEURcbbeSJZ2tqEI0bCR6onz2vn6eYcxqzlR95y0obKss43VG3opOl4cGE3PWvQVHPZrSfDIxl5Wrd7Ed/7mCLKWxh2Pbq0LREZWdH3k//2J7/9/RwDVsv9wVWS7PggoVDwQYKphABSv4YSIe3NVK7l25GxSRpiRVHZ9dhZCQSplqBQj+4yUocY2GRCuNyt+QH+hQsoMe2+VPQ8FgRcErN81xE3/8xJfOXcxM5qtODNrZyR2+eqbkxmdNFQOaEty9o0PjXpsWWfbKM/9iUoAqECjHLk3QzyUSF5r5FyVSCYHcq5KJJKpQlNyuIpiS0+Brv2b+dZ7D8fSVaZlTM46fCYXLT0Q2/WxdJXWpM63f/9nHt7YyyXL5tKRsfjI2zpRVUF/oULSVGlLG+iKoOL7FByfXSWbbFKLKrs8dEWh7PqxK0faUFEi444AyDkuAoEiRFwJogC+CKvBqs9LGip5x+UHD2zk4qVzef+qx+NqkpPnT+MjJx/MR0+dRwC0Rr2lpcAleb0Yq3f5qtWbWHnh0fzjb1/gwWivZf+WBHdcehwjNK4x9wnGsivcF1TAG/EK+hiCWgAowWhBTFEE3/79C/z6mV3x8VPnd/DxdxzKjgZtN/wxVhIbewpc/tOngLH3k/Zl70kikUimMrInl2TCkyvvuTPTeI+/1miK4OKlc0d5sFeFprLrcfV/jG6k+sD6Hj5959MMFuvtDn0/4PpzFrMsul61quvWhzZx8LQ0hiq48b4NFJ2wwunS257g6tPm88srl7LqotA7/YwlM+OKLgBTU3GjdZihwvRM2Kh1qOwSRElPCS0UrVw/wA+oa4AMsDMX+lPPzJooigiz/oKwkktVo4zDKOVQEQJdDYOrgAAv6vc1IxOKj7tyNp5HfPyIOc187T1LSOihzj7WIvWN/gWlANedvSj+WVRZ1tnGdWcvnlS/MMeaFd4YxyWSyYScqxLJ5EDOVYlEMhXpK4Z9kC//6VNc8qPH+dtb1nDMga1YemhT1pExEQLesWg6N6zoYtGsLGlLQwjIl11SpoapK1Q8n0LFo7dQQVcU2tMG+ZLLkO2S1FQ0JYyvBAI/CKhEQVsQBKiKQFFE2ANZhH2YveicsuujRBZvENCdsxFC8OG3HszFPxoWuJZ2tvGh5QdTcnxu+p8NbNg1RNrSpMAleV1pShp1+x9VjjqgBUUIjjqwNe7JdcOKLhQxWmTSxhCdFMZ3tBkPnz2LaKOOidGCmAq89dCOeBwrLzyady6agRjjwmWn8Wqith3FA+t7uHrEftJg0RklcFXPbbT3JJFIJFMZWcklmfBkrT1/TMd7/LWmLWXwtd88T9ecFi5ZOjcuNV+7bYDbH93Cx049pK7KqpYH1vfQk3fqAoeAsGfFNWcsIEDEVj6CgN58maHycBCydtsARcdja3+RT/y//+UjJx3MrObpLJ7dxM8vO57+YgXXC+gZKsc9uRwX+uzQejBjaWEFlxY2I1YVYnvC7sie0NKUsPGxCPt5FSseQoTiV0AowiEgpatxRRgitAwIgjAICwLY3FvguR055s/IApAwVIQi4h5dbWkztNsIRmdAK9F/b3QlV8kNhcQrTu7k6tPnx77aBdsNG0a7k2Mra7z3TfYOkUx25FyVSCYHcq5KJJKpyEi7tZ68w5beIk9s7efoA1qwXQ/VUDl8/2YqXhD2zjI0DC3sl9VbsGlNGiSNYSeMMEaCjKXhBcPW8YLQ8j2hKghFYLvVxEVB2lDDHl52KMOrikBXBEIolCs+u3J2XDFmKIIhx+XfLjmWvO2FThy6ym+f3cGTW/o5/7gDuOqOtRwxpwVLU2hKGqPs99tTssJL8pczWHT40i+f5Yg5LVxcs59y0LQUFS/gic19fPfe9UBYEf6zDx5DU7LeuWesCupGf49HHRNjn1u99lhJOCOPB4zeVK1aj3r+8F0KIViyX5Z1rwzSmho9h/7wQveoYyPbUQA8uL6H7iE7noc9eWeUwFWl0d6TRCKRTGWkyCWZ8LSkjNjObyTLOttoabBIeD1pShp88d2LufrOp7nxvg3x8Wol147B0eXntQyNaLRa9jwyCZMnN/fRkbWwXZ+87dKdK3P03FYu+8maUXaEpqZQdDz+8Xd/5taHNnPHh46nXPGwNIVsWufQaanY709VwmDJDyBvh5mDpYqHoSoEAfX2hBWP3oJD2tKYnjEpVDwGS+Hjphb6wSd0FdsLe3RVLQWDILRCFCKsGhMCVCUR2hpGwRki9I4vex66puB4LilDgyCsCgtPGV5qvhkGRp4XsHPAxtBHL3lf7isxLTt5FohVkXMkk8MYSiLZM3KuSiSTAzlXJRLJVKSR3doTW/tZu7WfG+/bQHva4FvvPZwZWYuS45FNqqQ0NeyR5UFryiCpq0BAKvo3oSqgCDyX2GYwZaiUXI9C2cVIGjhO2K8rY+koUZKh7fnhayQ0dFVhd75Mc9KMK7w0ReD5Pi4KQgjyZZeMpWFqCjsHS5w8fzqlih+7ggyWKuhRP6TrfvUc9z4/vPm+Jws0KYhJ9pZdOZt7X9jNvS/srjv+x0+8le/e8yIXL50bJ8Y0J3WyhjqqgirsJ85eZZmMEsSCMY7X0Lhr2GhEg+u4foCuCA7uSJMw1Lgnl6mpqA3utz1jsO7lwbpjI/d/ahksDe8n5cqNjJSHGbn3JJFIJFOZyeQSIvkrZXrW4qvnLmlodfPVc5e8KQ01ZzUnuPaMBXXl511zWrjqjrVjls5XyYzI/NMVle/c8yIdWYuOrElL0mBmc4Lj5raxpbfIN847LL520fFGZfQcOiPDf/1pO2fd8BCaopA0VAyG7XOEQhREgR/5RSd0FTfwyeoqs6L3b0euTEBkbRhE3wdhk2IhYHfexvejwi0BKaP+milDRVVDm4ySF4poA6UK2wdKrN3aj6WpfP3u5zn/lkfZ1FPA9QR520VRh+8veJO7Wpi6yo8e2cTqDb1052z6iw7dOZvVG3r50SObMLXJs5Ul+4NIpjJyrkokkwM5VyUSyVSkKWnw9fMO48R57fGxVas3ccVJnSyf105P3uGiWx/nPf/yMBu687guvDxQIqGrpC2Ngu2GloJCoey5JHWNsueze8hGCJiWDq3md0V28S0pAw+fpKGSTWqkDBU/COOzIBhOMuwrOCQMvW7jPQhAVRT6ig6+H2DpKr9/bidn3rCam/7nJbQaa3yAlKly3X8/w8uDJebPzNaNeywLtO0DJa64Yy2n/NP9nHvTw5zy7fu58o61bB8ovW4/A8nkpVakqWV7X4lPnjafWx/axFk3PMSKH6zh/SsfxfZ9Xhks4fp+2GYhgLLrM+jbw08WDb98VQhgb03+qj07q18HgO16+MDmnkK89ukr2GiKwPXrVxMC0IXCF85cGO8t/eaq5XX7PyOp7Wc6sqp0JCP3niQSiWQqIyu5JJOCOW0pvv2+I+gvOOTKLllLoyVlvGYC175mnm0fKNGTD73YR7J22wBLO9t4qEHl2Ynz2mlP119XEfCBtxzIjX/cED8naaisvPBobntoc5314bLONi6qyehpVOH1mV+s47vnLokbpAdBmE0kxLA1YW/Bpi1lMljx4ghIEXu3MgxL72FnwSZtakxLmzi+Hz+tN2/TnrEoVTwypkYmobN/a5JX+op84IQD+eiphzBYqqAqgrSlkaGmkfubvINkKIIPLj+IG/+4YVSV3hUnzcMYR8CUSCRvDHKuSiSTAzlXJRLJVGVWc4IbVnSxfbDM7ryNKgSPbe7jsrfO5ZozFjBYrJAwVBQEu4dsLF2lv2DTkgwFrIJdwdIUNKGSt12KjlfngBG5vAOhhXyh7KIlFQIfdhUiG8KUiRpVdA1Fvb4UAY7vY6oK+SiFUFUEm3uKfO6/nok3zau9EX//3I54TMs62+JEhKtPn0/X/s2jxj3SAm28nkA3rOiSFV2SOpJm4wSXRzb38fJTBT512nw+G1UTZhM6lqIwuylB3vFQRNhKwdIULExiD51oH+Ev7cdVvdTepuBU56gX9Tn3/Kiy0tCY05YkZWqxVfPufIm3HNRG3vHIRS0qZjVb7M6XaUoZ8d7Sf1+xlLVb+xsKXEs720I3nIhGVaVVGu09SSQSyVRGilySScP0rPW6VG1tHyiNWpiPZ8Vw9Z1Pc/j+zQ3FrFWrN7HqomNQhahbbJw4r51vnHfYqEW+GjUMPmPJTC5ddhBJQ8XzAx7b3MdRB7Zw0dIDgXD83UNlErrKv77/KCquz9ptA3UVXqaujLqfIAgDnSAIGx2nLY1pKRMleqxqh9GWMnB8n4LjIZSwgsv3vfgaVeLtqOiY4/mxNuX5gBAUHJekrmJlTcoVn4GiQ2vGxNIUdg2W2NhbZFZTgpaUwZCmYI66+JuDAsxqSnDmkpl1/da6c2VmN1uTqvRVbhtKpjJyrkokkwM5VyUSyVSmKWnQW3D40UObOP+4A3hsUx8337+Rf73gKAxdIETYP2ta1iRtalQ8D58w+TAIBMWKR0JXaTY10qZGwRm2ik8ZKq7nxn2QK17YGzmlq7RnDMoVn8GSQ0vKoOL5pAwt7M8VxXuqIsgmdYIAKp5H15xm/t+H30Ku5Ma9Ebf3l7jxvpeAUOD6/FmLOP8HawDIlz1st7FkUGuBJnsCSfaVpK6OuY+y8sKj+cffvsCD0WOHdKRZ9YGjqQT12bAVP8BqkChjAPaoo3vA90CJJK3ocgrDrjh7Q1VIVgVoikJ7WkMFWpIGXgCK8FAVhaZ0gqe2DpC2tLoWFcce1Mbvnh0Wm//4YjdXnNQJUPceLe1s48qT59GcHK7OakoaXH/OYj77i3V17T2WdbZx/TmLAXipOy9tRCUSyV8FUuSS/FXzajLPqgv5J7f0870VXUD94uOoOS3MbrK4YUUXPXknFpHa040XFCrQnjHZuLtAEAQMlirMakrwjoUz2DFYIgjC6rBVqzfRNaeZL5y1iK/f/Tz31XhYL+9s48Klc+nNjy6s93zq7sHxfXyg5HtkDJUmQ2HQ8dmdt8kmwoCqUBnuuVWww6bHWUsHAcVKmD01PWtScDxyJZdMQmOw7CIEKCIgbWoUazKU2tMmEPbsak6bHJkyo2u7gDJKOBvj29edACDwOaGznaLjMRTdf2dHmsAPCGTGuUQyIZBzVSKZHMi5KpFIpjqaCCtWf/DgRrrmtHDJ0rmUXI/2TAIhBIbqowjBYxt7cVyftx4yjUBVSJoqRcdDVwWuMlzNlU3o6IpCT94mFfVV9vwAov5aihImFObLHtlk2N/Y88Pey2lToy1loChhz+NcySVpqhi6GiVWCjRFoCkKM5sSlCoeKy88hqyl4QUB5/9gDT1RPJm2VIpO41QES1dZu7WfbEJnsLRnYzfZE0gykpSpNRRxjprTjCIERx3YykVRYsyMJiusahyxMfCarR6Umpqtml5de5uEI2gsiAWEtoyJyFrU8wN8P2B2i4Wpq3F1V8pUEQQ8tWUgfu7N92/k+LmtnLlkVn2C0JDNga3Juj2lwaLDl371HEfMaeHimnPXbhvgS796jlMWTOcz/7kuPn9PydwSiUQy2ZEil+SvmleTeVZt7ll0PK66Yy2XLJtbt/hoTRl86VfP8a33Hs7BHelR161aIw6WHJKmhqUq6EIwd1oqLmdHBAyVK8ybliYfWVd07d/M2m0DnP+DNfztsXO44LgD4tecljH521vW8PPLjh/1eqHwNLwMDALoHrJJWxpCAZf6xwBMFTRFJe94dT23XN9DESrFisfOXJmMpTMja1J0PYpO2AQ5Zer4foAXWSQKhhd/uhB1FWVtKQOX4Uqw2tWqxxvfNFABhFDYPlgiZWp4Abi+z45Bh9lNiUmVcS6RTGXkXJVIJgdyrkokkqmOADqyJm9fMJ2OrBXHZ/+7bYBjD2rjkY39nHroDJbs10x/0WFLf5GZ2QS6KpiWMggElNxQ7MpYWlxp1Z42KVY8uvOhRXzG0uKYydJUfBNyxTDZMB316BkqV8DSyRoqST3cXB8qV1CFCPsnK2EP5B2DZZ7a2h8nUVbt72utDAu2W9cHusryznZ+++xOvnvvegBu//vj9vj+yJ5AkpF0ZC3sijeqyrs3bzMja/H45r7485U0VH5y6TEkDD3ueRX2vfLjzz0Q7yO4Y72ob4NijvXoq6aRtaGmCDRCZ5y846EKLxKXBdMzFi/1FCg6HkUnrGyflU1wzIGtrDh2TvxerNnUx8ysxazmRJywvGBmlhkjxKmevMO9z3dz7/PdDe9vxbFz6r6XNqISiWQqI0UuyV8FL/cXGSq75EoVmhI6aUtjv5ZkLFiNRaPMs9rmnkXHq+sxAbDywqO55/nuhgJZI2vE+z7+VnrzZZoSOgEiLmfPWDq7h8o8+FIvFS9g7db+ONNpZF+LrjktFB2P7pzNss42/vDnnZwybwYQCldVoUpTBAFhc2LL98gHQZwVJSIhrFjxUNTGvxwqAQzkq+KWRdFx44ovEa0slZosw1pXAT+AP3fn0RSFlpSO5wf05B0yiVBsEw3Ssd7o/G4vAIWAjkwYoIYLUoWOjIUI9s22QCKRvH7IuSqRTA7kXJVIJFOVauKiqkB/3qlLWKxWaGhC8ND6Xu56ajv/cv6RmHr4u7C34JA0VXQlTAK0AxiIqq7a0gau71OseJiqgkholB2X1qRJ3vHoyZeZlrZI6JGwVQpTFjUFsokwTi14HpaqEgQBgjD+c/2A3TmbXTmbhbOzeH4T//kPJ7B2a/8ogeu6sxdjKILntg/WjXlpZxuXn9TJY5uHq28e3tjLss62Oqu0KrInkGQs9m9LcbKu1vVcP6QjTfdQiTNGiF87czaHzbIYcrw4gTZpNO6aFfrERNRsJtiMFsT2xOvhKFMVxKZnrdjxZnZzAgGsXt/D1+5+IT632nudIOB9N4cWoss62/jquUuY05aKzxtvP6uR5ai0EZVIJFMVKXJJpjxbegt89hfr6krhl3W28ZVzl9QJVo1olHm2p+aeSzvb4oy3kQLZWNaIAnB9WLt1gOlR9l/Vn3nx7Cb+d9sAazb2NbRGrC5+rrpjLQBX3/k0P/vQ8Xzxv58NHz9kxqh79AkXV2VFpex4cWbQjExYkTVYDL/HAF2DGVmLkuuxayi0LZyWNnGiwCtAULDDJscZSwttNFSFYsWjXNMotbpIPKg9Rdn140qubEIjis8YYbO9181eX0vcICAgwHZ9giggDDPFPISmyn4cEskEQc5ViWRyIOeqRCKZKlRFrbxdoSlhcO1dz/Dghh5uu/hYZjabPLG5nxlNCZKGylDZpeR4vNxX5OrTF+D5AbsLZaalLFRdxVAVShWPnoJD1tIwVAUhAlQRpg3myy4JQ8PHJ6mp+D7syJVpSuq0py0Kjke+GoMlNETUCyhXdEgaGpoI7Q6ThhZZzLv05B3aMiYHtCbJV8J4r1xxWbJfM//x4RPI2xXSlk7aUPnVuu0cMj3LwllNde4ha7cNcOltj3NDFJdC2Efpeyu6EEKM6nHdqB+1RFJlZM/1zbvzNKdMBIX4mKkpzO9IjxKdRq0fohN0aqq5ap5kKhrlBk/pKdukLbPuovvak2tkVXr13kbKS0H0mOcHkYWhT852MTWL4w9u5aKlB9bNtdsf3cI171oYP3/1hl4++4t1fPt9R8Tv23j7WabWuGZe2ohKJJKpiBS5JFOal/uLowQuCBcI1/xiHV8/77AxBauxMs+akgZfP++wUYLVSMFppEA2ljWi3qAfhRCCI/Zv5sb7NnB+FFjUWiMKATObEqMy7xbMzKII+PTp89FVhV2RLeHMrEWh4rEzF36fVzx0RUFVqOu1Fdq9i3hh5vlQ9DyCYHiN6AegKj6motfZGZqaguP7VHyfRGSP4Zb9eIwVF3qLDilToz1tUAl8dKFQdn167dCGo3ovbxaaItiRK+MFoVd4dfFZsF3ywmVmzSJcIpG8eci5KpFMDuRclUgkU4FaN44rTu6sc9gQArb3l9k+WA4rNMoVDmpPkS977Boq0+T6ZK1QiNqes8kkVNK6RjXTL1dyySY12tMmZdenp+CQsTSSuornB+Qdj7LjMiNj4QYBBcdFIELreYZjtICwV1a+7IKl0ZIyEAH05G0SRpSQCOzOl2lNW/T6LtsHnXhD/YXtOT544kF0D5b55m//zMoLjx7lWFKltjqkauH/Xx9ZiiLEuP2oJZI90Ze366oiM5aGBuy58xvxHoJHjbY11r5CMPxwu2UOi1/B8DX2xU55pJhV8QMMReD79dKcF31fe1QRYQLQwy/18o+/+3N8fGlnG1ecNI9gRDOy1Rt66S84sci1twnYI5E2ohKJZCoiRS7JlGao7I4SuKqs3tBL3nb5+nmH8ek7n65bGCyf186X3r0Y2/XZuDvPYKlCNqHTngoX67OaE3zjvMPY1FNgsFSJg4Oq4LSss420VT+9xiolV4EZ2QQbdw9nLAVBwDOvDPLp0+ezua/IJ95xaFghZbs0JXQ0VVDxPA7fv5mfX/YWcqUKzQmdnrxNb96mr1Bh4fQUiYxJwfHYOWSTsUJxqez6kde7RkpX8XyPkstwNmDUqysAfH+4f1a10quv4JC2NFQtQKmxxQiztKFguwQWWJqCkgi9s6sCWhXb9REKaKogqUHaCO03clFQ9GahAR2ZBA+/1BN76le9spd2tstfmBLJBEHOVYlkciDnqkQimeyMdOPoihIRq7SkdH737C7+d2t/fDxpqHzoxIM4ZUEHu4dsdE2Q0lVMTaFc8dmRs0maKglNJWtqlD0vjI8EZK0wIaDaQ9nSFECjOx/Gc6am0lewSZk6CT38OmFqqEDG1GKhCXQSuhJdQ6UnX8bQNAZKLlv7+jlsv2ayCZ2S43HSodOY05KgNW2w4pY1LO9sH3NzHEZXhxRHOnjIMl3Jq8D2fZqSJk9u7qtZM7hs6/dZPDNbd+4oO8HogFr72Kv0HNyXj69gtMilKwKFsGVEbR8xVRGs3dpP2tLj9dBA0WFGxhrVn6w7V6Y9Y7C5pzjqNWv3laoJ2CP3s06c187lJ3VyyY8eH/V8aSMqkUimKjK2lExpcqU9l2HnShUEcM0ZC/gs8Ep/CYC12wZ41/ce5Mg5zVxU04j3xHntfP28w5jVnKDouJQqHj99dMsoC8GLls5loOiQt91YGBurlNzxfVShcNxBbdiuz1Dkz3xQe4qC4+L5AUXHoyWlkjQ0FDXMyCs6PuWKh6kp7MqVcZoS/HTNFj544kEcNjON7QeogKKGPbgKjsfuvE3G0unImJS9sJdWf8klZWlMz9QLTQJQ1eFeWcWKByLMFrI9H8fz8YNQHMuYGilDpVDx4sUchI+lLY2kptZVfSUNlbLnUXA8klrN6vP1ML/eB3xAI+CEznaKjhf/LDo70qgB+DJgk0gmBHKuSiSTAzlXJRLJZGekG8fIHjeuF/DCjhwXL5sLCB7c0EPR8fjuvet5+uUBrjtrEbtyJZSkiU8QilaWxlC5gqoIEAqDxQopUyetq2HSYE3cpCkCTYMOI4zneqJ4LmWoBH5AOhHaExZdP66impm1KLoeu/OhHaICJE2dXKnCjKYEB7alcHyflKHiVDxMTaUtbbLiljUcOiPDZ941n3/6/YsN349G1SHL57XzxJZ+PvOf6+JjtXGzRLI3JDWVr939POcdtT8dWZN82aM5qZMxVFx/9EaB53vhZgfUVXI1XFo0OHcsAva+kitg7E3VxzYNi3V526Uvb3P8QW1s7i3Gv0cc18cLAk44uI2c7cY9/QBW3LKGb5x32KjrjkwKntWc4IYVXfTknbpKyqLjcfQBLaPEL2kjKpFIpioTWuS67rrr+OIXv1h3bPr06ezcuRMIq12++MUvcsstt9Df389xxx3H97//fRYtWhSfb9s2n/jEJ7jjjjsolUqccsop3HTTTey3337xOf39/Vx11VX893//NwBnn302N9xwA83Nza//ICWvmqoveq5cX2VVS7XKaCwyls47v/vgKNuJKqs39BIAlyyby433beCB9T1cfefT3Liii/5ipc5CsNY/+ao71rLqomP421vWxAv8sUrJf/3sTs5cNANdUbABxLCwVLA9pmetcB0mwDAU/u/P/8TfHjuHIw9ooS/vkElotKYMBosV3rVkBtOzJv94z5/5zKmHUCZcz3UXw35aVTtAAZhK6AVf8QL8qFGXGLHgUwSkTY2AsCoubWmoiiCIKr/SZiiOlVwv7NEVhFaLVYIgujahYAbhawiAIMwCLHo+uGH2n9LAuvGNRAAegqLj1vUOKTouGUPbJ9sCiUTy+iHnqkQyOZBzVSKRTHZGunGMrGIaLFb41Gnz+eZvX+CoA1v46KnzcP2AlKmSMjR8P6A5aeL6AQW7QlvKRBFhzFTtSawIgSLA9QMGSg5NCQOR0BkquwRBGJOVfY+UEfYyHLJd/CDA0lR0oaAqIr5mNeHQUhS0pEHZ9dgxZJO1tLDXcsUL+3sldALfpymlU3EDspbOt957ODsGypi6wvnHH0DJ9evi4+WdYXXIpbcNV4cs7WzjC2ct5OwbH6p7Xx5Y38On73yaG1Z0yQ11SUNG7udYiuBTp83nc3c9w+roc7d/S4J/v/Q4ghH7BAJQhUo8O2ssCBvmzSo1Hb/HSazVgUap0o1ENRi7l/iyznbyNQk+h3SkwQ9oThloqkLaUkmZKqoQXLDyUbZFCddVGgnKyzrbSBkqL3Xn6/bB6oYW3dvMMcQvOR8lEslUZUKLXACLFi3i3nvvjb9X1eE/Id/85jf5p3/6J370ox9xyCGHcP311/P2t7+dF198kUwmA8DHPvYxfvnLX/Kzn/2MtrY2Pv7xj3PmmWfy5JNPxtc6//zzefnll/ntb38LwIc+9CHe//7388tf/vINHKlkX6j1Ra/SKFssbags62yLF0m1LOtsI22En4GRthO1PLShl0uWzo2/f3B9D91DNilDpeh4Yz4vGV27usD/1nsP50vvXszn7lpXdz9PbO7njMUz2T5YImVqqAKSukrB8fCiyMfQFF7pLzFku3z01EPozpXpHrR5als/S2Y3AdCRNfnTywM8sH43n3z7oQz6HoZQ0TSYPsIO0PUD3MDHVBWmRf7vO4fCvlhNNRaD1fWfWq0Gq3jh2E2NtKnFgpmmQG++QqnikTQ0PC/AUwI8H6rRmxcZZFeDOVUJMxN9wFDqK73eTARgampoGVLzvUw2l0gmFnKuSiSTAzlXJRLJZCZt1m+ZrN02wNLOtlj8eWJrP3OGynzoxIMwNRXH9cmYYQ+ukuPx4s4cc9pS+EFAW9pAVQS+GyYDQvg7MZvUMJWwWiVhaPQWHNKmRnvKYKDk0JwwcDyfXTmbtKWGNvIVj8GSQ0vKoFDxGCq5JE2VpK7iBwGVwEcTCnbFI2tpGKrCE5v7OGJOC02Wzu4hG1URtKdNDFVBiRw7unNlfvX0Dm6+f2OczKlrCqoQPL65j8c293LDiq5hW7Uhm1+v21FnWVjlgfU99OQduan+OrA3Cb8Tme0DJa7+j6d5cMPwfs7v/+9yLEXhmjMWECBiccgXo/tsuX5ADh9D1EtMKo0Fqn2hQuONUlUZLaoB9Lsurh/gBeD6Pq8MOhzQlBhVfeYGAaYi0CJRWlUUmhMGXhAwpy1ZJ3Itn9fO5W+rF5SXdbZx3dmLKVZcTvvuaiDcc1p10TF8/74Nde9l7d7YZPpcSCQSyV/ChBe5NE1jxowZo44HQcB3v/tdrrnmGt7znvcAcNtttzF9+nRuv/12LrvsMgYHB1m5ciU//vGPOfXUUwH4yU9+wv7778+9997LO9/5Tp5//nl++9vfsmbNGo477jgAfvCDH/CWt7yFF198kUMPPfSNG+xfOXu7UBvpi16lUbaY43tcf86SUcLSss42vnLuEkpeuEwZaTsxkpGPD5QqpAy1LsCpZWln26h72z5Q5nv3/Zkj5rRwybKD0FRBS1LHUBWcwKcpoeP64Hhhdl5CU7FVQV/eRlUF0zJhBmBHxmR61kIVxALX2m0DrFq9iaPmtHDh0gMxAEOolGmcqGQpAg+VIceLs3qmZ0xs30NDoez6ceVW2lCxfS9epKUtjSAY7uFVqHgoCszMWuQdj5JTIW1pFB0vrAyLmqmqKsxssuJrVe/L9UF5s30KIxRCi4M9PS6RSN585FyVSCYHcq5KJJLJjqEqdTHfqtWb+N6KLiBMhly1ehPfP/9IgiCg6Lj8/PGtfOyUQyKr94CFs5sIgrBvseMGuMKLLAt1io6LpRn4PhTcMMGw5Li0pw0c1w/FrqhHV77skk1qpDQ1PDcgFMTyDhlLoy1l0F9yUBWBoSqh6GVoNCcN+osOSUPj6ANbQxFAE6QMjYSh4noB617uY1rG4qf/s5lLlx/Mdb98ri6ZM2morLzwaJ7c0j8qyfQLZy/irBtWj/n+DY3Rl1ry6tnbhN+JymDRGSVwASRUlX+650UujvZKoIGzYJwwK0gT7ne81oRV6HuHAiQ1Dc/3UIWHpijMbkqgRfdYixo53vQXHAZKFfK2y0DR4ZgDWkf15BooOuzXbPHvl70l2pdRKdgu2/tLlNzhu7tk2VxuuG/9qD2p6t7YP773cPJld9KKoRKJRLIvTHiRa/369cyaNQvTNDnuuOP46le/ykEHHcSmTZvYuXMn73jHO+JzTdPkrW99Kw8//DCXXXYZTz75JJVKpe6cWbNmsXjxYh5++GHe+c538sgjj9DU1BQLXADHH388TU1NPPzww1LkeoPYm4VaVQSzXW+UwFVlZLaYqWnc/D8buP6cxZQqw/2uErrCDx94ibfNnx6dt+dtlpGPW7rCPc/v4oqTOgFG9eS64qR5/PHF7rrnlF2P+17YzX0v7K47/sgn34YagG1A3vFQldCyQlcFighoTZuYqoLteeweCpdxP16zmctOPBhFgB/AwplZbljRxdz2FGfesJr7P7p8j+NxgYrvkTZULE3B9vy4QsvDR1VhRjas/tqRK5OxdFQtsjMMAAEdkU1hEIRVWrsiS8SUqWO7YfCmJHSCqHFyytRwRVjd5QU+AeC6YZ8vxwtFRDEB8roVwmaxds2xavNYiUQycZBzVSKZHMi5KpFMHiZ7dci+sjfjHSg5XBy5ejy0oZei43HVHWu59owFXPOuhezMlRBAueKzf2uSK06eR9nzSOgqZdcnVxpOKPSCAD8IHTOKtkc2ETpj5MuhIGVqCoqiYbs+ioDWlEGp4lGwHVpTYV/kHZH7RjWGg9ApQyjQljTwAihVPLwgjN083ydtaiR0lZLrkStWaE4ZpE2NXLlC2tQ4bL9mduVsFu/XTLniceSc5roE0a45zShCcMnSA7nohAPjjfjOaWm8IGhYxVXFMlQGi7Ka67ViXxJ+JyrdQ/YogQsAP+Cjpx46KkH5H5YfxPnHz6k7daxdgzFTZ30PMUZPrpHXEoQ9RfeGsPdoY0ZeVwEc36U5FVZ0ZhI6s5otgiDg2LltFCvDPbmEgMc39zF/ZhP9RYeio8SJzTdEIjvs2ZHogfU9vNSd5/wfPhofm0xiqEQikewrE1rkOu644/i3f/s3DjnkEHbt2sX111/PCSecwLPPPhv35Zo+fXrdc6ZPn86WLVsA2LlzJ4Zh0NLSMuqc6vN37txJR0fHqNfu6OiIzxkL27ax7eGQPZfL7fsgJXu1UCs4XnzOTRccucfr1WaLFRyXv3vL3DpfZwgruT5/1iLO/8EaYLTtRC0jvZCXdrYRBHDz/Rs5bHYzZ4zIutmVK1OueNx8/8a661TtC0eiATZQiSqlFKJeVRUP2xPoGlR8HyEEi2Y30TPkcOqC6RQdj4/cvjYOKpZ2tnH9uxfTNae57vqeF2YGQiieQRhYARgK+IE/ajXo+xCooESCm6gRogxVQSG0HAqi5hpCQCbKMvQ8l4wVCmQjq8R2522yCZ2UrlKI7kEIMJSweix4HSq69mWejvfqE6PeTCKZmsi5KpFMDuRclUgmB/saq0726pB9ZW/HmzQ0rrrj0bo+zPu3JggC+MCqR/nhhcfw7d+9wIMbekkaKh868SDevnA6G/sLQBhn/v6ZnXzv/C4MNeyJXHK82B3D8XympUPHjmLFo+h4ZCwNXVHoiyqwWpMGTtToOBvFXL0FJ7SQt0JrRMf18YMAU1PJmBpNpkbR9fAhFLgqHnnbpS1tYrs+uXIFVRG8sDPHsQe2omuCQ6ZnEMDFS+dy+UmdKEJQdDx2DZZHxZ4Ad11+AnPbUw37TkMYn/7q6R08vW1gyn6OXgv2Za725J29TvidqAyUGlf3FXwfXRF86d2Lsd3hBGVLV0YlxnhBUN9QPPrSp0ZcqlWZFHV4zTFi8TFyLbKvabdjnV9t/xD/F0BvwcXQ1XDfxPcp2C7pJo1v3f08dz+zK35uNXH6nud38p171tcdr92bGs+RaOR7PZnE0ImI3AOWSCY2EzqJ8vTTT+e8885jyZIlnHrqqfz6178GQlvCKkLU/0kJgmDUsZGMPKfR+Xtzna997Ws0NTXF/+2///7jjumvncGiw0vdedZu7eel3fk4e25PC7XuIbsuABmv6ipj6fHXA4UKF/xwDRcvncsvr1zKv192PL+8cilfOHsR373nRXryDhDaTly8dO4om8FlnW1cvHQuq1ZvAsJFxZVRlVa40H+K7YNhdVXa0rB0le2DZT5y+1N1AcDI647EIMxqhnBhZrs+SV2lORkGLUHUy2qwWGF6k4lA1L3G8s52Ll46F9v3uXjpXO5/abiKTFGGBbZqz6ukrqKpobDm1mhcoub97R6yCQJoSxkoShgc+QHsztuUqkMLwmbMQRBeUwjIOwGFikdCU2hKhD+LXUM2FRempU2EiBZ8keVh2NPr9avg2pd5Wi1UG7lU9IkL2CQSyeuEnKsSyeRAzlWJZHKwL3N1vKTDwaLzet/uG8q+jNdQFbrmhNUSl972BJf/9Cl+9+wunnllkAUzMvz9bY/zqdMW8Osrl3HDii6WzG7i3ud38XJfkdktCd46bxrf+dsjMFUFXRGjehBXtxxsz0cVgoylhZVhrh/FgEF8HwC5souoVnk5FUxVCePEUgUI+/34fsDOoTJ+AJamUnBccmWXtKmhKYIgCML4zdA45sBWtvYVaUsZdGTCXs1tKZO2lMFgqYKpKXRkzVHxLYTP7ys4fOHsRSyf11732NKaOHqqfo5eK/ZlrubGsX+cDPaQYyX/OhWfb//uRTb1FHB9Hy+aKroQVIIAP9qjq4q6Zb/m8xidK2BMMWtcxhPKxnjKWHWMhqrEvUjD8wKmZyw0RUEVoCkK0zMWKnDivGmsvPBobrrgSFZeeDRnLpmFKqhLnK7u+VT3pmDfHYlgWAyV7DtyD1gimdhMaJFrJKlUiiVLlrB+/fq4T9fIaqvu7u64umvGjBk4jkN/f/8ez9m1axcj2b1796gqsZF85jOfYXBwMP5v27Ztr3psfw1sHyhxxR1rOeWf7ufcmx7mlG/fz5V3rKV/nMXuYKlSF4BUq64aceK8dtrTwxkp2YROT97h0tue4KwbHmKo7PKNu19gxS1r+Oiph7Isuk7VduLMJTP57UeXc/P7j+JXVy7jipM70YTgW+89PFpszKQtY8SLjapX+aW3PcGHf/wkpYrH/24dqAsAqouRP77Y3fC+1+4cqNv8EYAiQgEqV3SpJikpAlpSOoYqMDTBzy87nlUXHc1vP7qc4w9u5Y5Ht+BUfG5/dAtLD27FD8J70ETjtZkATEWQisSptKmhqKF3dBCEglgQEDdG9fwAISBrhRaEu4ZsEGEvLiFgR65MEMCMrEVCVXD8MDAbie8HoQWHAgEBhvL6LrD2ZZ4qRO//Xh6XSCSvHXKuSiSTAzlXJZLJwb7M1b2pDplK7Mt4+4s2Fy+dy/KaOG7V6k0cPC3FFSfPY8GMLH9zyyPc+8IupmcsZjUlOOHgdo6e24qpKczMmqiKCG0RbZe0odGeMig6LkKBlDpcYTJUdvH8AEtT0TWYnjGxdJVixaMv72CqChlLI1eqYLs+rSkzThbM1iQXllyf6ZkwJgv8AE0VzMyYJHSVghNWdGWTOt1DZb5+9/OUXJ9zb3qY/+9fH+HHazbTU7A596aH+ckjm1GE4Mo71o4SuJZ2tvHklj5e6inwNzc/wuH7N/PrK5fFm/Rdc1q4quZ5U/Fz9FqxL3M1W5PQ24jMOI9PBCxNbbgv8pGfPsWnTpvPrQ9t4qwbHmLFD9bw0TvWEkQWnEKEIrEfhJVcllIjlkUbHnUJNLWbIL496twxvq1PzBlLKKt5kt/gGIxO5NWEwPb9uuqucuS4M296mo6sSUvSoCNrcnBHiqakzo8vPTaeUxctPZA7Ht1SNxf3tDc2suqrlskghk5E5B6wRDKxmdB2hSOxbZvnn3+e5cuXM3fuXGbMmME999xDV1foSes4Dvfffz/f+MY3ADjqqKPQdZ177rmH973vfQDs2LGDZ555hm9+85sAvOUtb2FwcJDHHnuMY489FoBHH32UwcFBTjjhhD3ej2mamKb5eg13SrGnbLkPv/XgPT53ZKbPyGa/VU6c1843zjusruw6bags62yLrQqvvvNpfvr3x/PlXz3LBT9cwzfOO4yrT59PwfZoSugkDYUtPSX+7ZHNrN06wCXL5tK1f3OcwbbulUF+s24HXXOaR1kbFh2POx7dwkVLD+SipcNe5QC3P7qFRzb2Nbzvnz/+Cl1nNVNdZgSEfbZ0RdCaNihXfAYjL3dLU3F8n0WzmvAiEervVj7K/BkZPn/WIi790eN84exFXP/bDVz3jkMAsF3oKYd9taalTRw/tBo0FIWhihc2MjU1UoZK0Q0tMoSApoSOH4lZKVPDxUdRw4aweceLRTDXD1CUUNwqOB67cjZpSyNrhAFbwfVoSxmUXZ/deZuMpdOS0Ch5HhlTp+RCwQ695bOW/pqnde/LPA0Ifyk2ysbSkLZKEsnriZyrEsnkQM5ViWRysC9zdSpUh+wL+zJeS9e46o7H+NCJB/GZdy1kx2AJgDWb+tAUwWffNR+EIB9VWHlBQFsqjEeLtkfB8UibavSfRtnz0IRC0tAYLFbwLUgZYdKhEKCpAlWAFyjkbJdyxaM1aaApgp6CQ8bSmJ61KNguu4cc0pYWx5wCSGgGdmRtOFi20bXQ7s0NwkRDQSiE5G2XaWmTD7+tk5LjcutFx6CpAl1VcFyfH3zgaB7f3Ee54o2KfZfPa+fCEw7kqjvW0jWnmb89dg433reBhTOzXP7Tp8Z8XwfHsKmDv75+cLXsy1xtTxtj2kOOTPidSNT+fJsSesPe5ge2pejN21x92nw+qyoMlcLPgiVAGBpDjhdXRaWNEVuZ0YJCA5wRxwBQxnh/fQ+U+v0mlb1Yn9Sc0Gj7wm1wXQGoQiAI4nGYWuiWs3F3IbYSLToK3Tmbg6aluPhHj8ei1snzp/HZdy3E8Z6N99VWrd7EyguPRkHU9Tlb3tnOhUvDOdqIySCGTkTkHrBEMrGZ0CLXJz7xCc466yzmzJlDd3c3119/PblcjgsvvBAhBB/72Mf46le/yrx585g3bx5f/epXSSaTnH/++QA0NTVx6aWX8vGPf5y2tjZaW1v5xCc+EdsfAixYsIDTTjuND37wg9x8880AfOhDH+LMM8/k0EMPfdPGPtkYb1G6p2y5hzf2snxee8PHT5zXTmrEAqZadVX1RW9K6LQkDdrT4WvW3otCwJfPWcy1UU+unrzDBT9cw43nd5FNGORKFTRFQVc88uUKv3+ul5vv3xhfW9cUVCF4ZGMvq1Zvouh4JA2V763oQgEerFmULe1s43NnLuL6Xz3LH17YHR8/Zf40PnfmQj5/1zPxfV+67CBMTaElZaAKKPgeqjK6bD9XcjA0jaaETkCYwaTrAscLM5hSpsaPLz2OwZLD+T9YQ0/e4ao71vLFsxYyGASofoBSI1j15MNAqOIHuIGPripQ0wlLVcDQwgy/XE0/rZLnMVgMxTBXBOhaWMFVjDKPfB+K3nCPrapNQMUP8H3YXQzFrRlZi5LrsStqmGxqCgKftBH18Ip8t98sXECMYaDkBhBIXyWJZEIg56pEMjmQc1UimRxMheqQfWFfxqsogq45zXz33vX8ZM0WVl10DENll0OmZ5iWNqn4Af0Fm+lNFgNFh6LjU/F8ZjdbmJoKgkjo0ii7HmYUaxXsCu1pk4rn0z0UJglWEwN3DNlkLI1sZC/YU3BIGSozMmHvrrztUnY82tMGjufTm3dImioJXQ1/2wZQdD1MPYwhVSHozdsYukrSUNGjipiC7ZFNaDzy0iD//If1FB2P5fPaOeuwmbSmTR7f3MctDwzHxgAzmxJUPJ8VP1hD0fF4aENv/Nh41mnlisfmngKDJYe0Nbxn8NfWD+4voSlp8PXzDuPTdz5dJ3Q1SvidKIz8+f7h4yeiCEb1Nh8sOrSnLa65a12cpJw0VP7jsmPIWNZevdZY1oF1jNOTy2fvK80DwtYTIy+kKSpuo3OFoATxskhVBH1Fm8Wzmyg6YQ9zIQRdc5pY90qOG1Z01fV+7y/YXHfWQjb3FuPjj23u46gDW/jkaYfycn8pnoc/HVH1VWUii6ESiUTylzChRa6XX36ZFStW0NPTw7Rp0zj++ONZs2YNBxxwAACf+tSnKJVKXH755fT393Pcccfx+9//nkwmE1/jO9/5Dpqm8b73vY9SqcQpp5zCj370I1R1WFD46U9/ylVXXcU73vEOAM4++2xuvPHGN3awk5i9WZQOlsa2Jli1ehO/vGIZX/zls3ULteXz2vniuxdRdr1RIljVJnD5vHY+d8aCKDgo01+scO1dz8RZLL++chkfWPkYP7r4WCq+T77skjJDn/Oq1V7JdXlpd4Hj5raxbttAfG0Is2WuPm0Ba7f2xwuEouPxs0e3cs0ZC6n4PruHbKZlTNa9PMgHVj7KdWcv4mNvPyQKGnR2Dpb4wMrHuPLkTj57xkK2D5QIgiAWzj77zk7eOX8m5WhsWtRDq+B4VDwwtLAfFwIypkbJ9yjaYbPilKFR/Sh/672HoyiC1qSBqSs0iYCyIrA94nFnLA1EWCVmojLoePg1izHXg758maakzsysRd7x2JELq8BmRGJXVSgzjbDfVyOq5fe5soOpa2Ez5SDMKPT9yAoRIs/4mieOKPt/o/e+dKCMIO+4BNG2XADkHZeMoSFzdiSSiYGcqxLJ5EDOVYlkcjBZq0NeLfsyXk0RXLx0bpzg+Le3rOGSZXNZdnDYg8r3oSVl8HJ/iY6MSUKHiuejqQqKEJQdj4ylkdRVyp6HVxN8CcJ4aqTrRVXMGrJdipFApkRVYpXAJ6WHglaxErpwZBMauqowUHRIGmEioaoIihWPfDm0v0+aYRwY+LCzUCZl6fiBz9/98NHYRnBZZxuffOeh9OYdfrxmM11zWmIRIqGrpC2ND6x6lG+cd1jd5rnthgFd1TptpOMJhAmhD2/sZe3WfrrmtHDjfRs4cV47X3vPEj79n+vG7I92w4quCSncvJnMak5ww4ouevIOQ1FiajXhd6LRyNFnW2+JhDF6IyEgFJeuOLmTq0+fT74czp0WS2ssXtVWS0UbBwo1Qpeo/ccjrNEacbw20bhRX6/6S406IIC9rXOtpvzsypUpOqGjTneuzImd7Qw5HklTo9UPwqRfEXDc3FY29hTqhxzAr9bt4Dv3rB91/SWzm+JKympidsUL6t77ZZ1tXH/O4gn5WZFIJJK/lAktcv3sZz/b4+NCCK677jquu+66Mc+xLIsbbriBG264YcxzWltb+clPfvJqb/OvmvGa9lYXpcmR5eQ1FB0P1/f5+nmHMViqkLddMpbGU1v6OeN7qwH43oougiCIM3og/AN94QkHcu5ND1N0PL567mLuXrejrroqYajMaUty1o2r+dcLjsKKFlNDdliVVKp4eAHMaUuyra/IOxbN4BPvnM/2wRJBEC7UL/jhGj7+9kP5zOkLKDmhuKSIUKipVL3QVYUj9m/mpr87iv6iQ2/ewdJVgsAnY+lcd/Yi1m4b4Ju/e5G/PXYOXfs3s2hWlp9fdjwv7Bii4BdRlSQArh9WbJmaQsEOl1cpQ40roGrFqpSp4gYuM7MJihWPoXIFVRGoQgBlIIkQw4FTtTrLJ+yxpYhwHgEUK+FyMGvpcQPkWtwoIJueNSm5Hq4f4LrQXw6DsXRkd1htpiyA5oRBsTIcsFlqKNpVbQmLlVBkK9jhuGrtCquL3DcaC8DQyI+wQ5AbcRLJxELOVYlkciDnqkQy8ZmM1SF/Cfsy3raUwdd+8zxHHdjKp06fT3curLRImiqrVm/k7CNmM6MpQdrUEAJ2D9lcfefTHL5fE58/cyFNSR2BYCiyHmxPGqQMFUUBx/PxAxiwHdKmxoysRbESuV5YGglDRVEEQyWXtKUihMDzYLcd2hZqiiCb0EhqKoUorkKEcdTuIRvLUGlLGQigv+iQMDWEElanCQHTMxY/vvQ4evM2qiJIm1psj/a5MxawZL8mdg/Z7N+a4A/Pd3PLAxs5ak7zqD4/1cqRalsBRYi6/YGlnW1cvHRu3KOrWvn1wPoetvQWx+2PNtU+f68FTcmJK2rVOvz4fjDq5/uJ//hfbv/g8Yjd9QKO4/ooApqTBn4AivBQFTF24msDgapODAtq/xl97liWhEH92Y3PDcY+dyyq4tn0rBU72BzUnkIBBkoOKVML+435frhmEqIuIbn6PlT7w9cysv9W0fG4/dEtXHvmQrb1DVd9rd02wJd/9Rzfeu/hE/LzI5FIJH8JE1rkkkx89qZpb1PSQBHsMasL4Nq71rHiuANImypf/tVzdededcdabljRxT+8rRMvCGILwdpmttOzVp3ABWEW3RUndXLjHzfw4Z8+yYdOPIi3L+zAihbig6UKSVPD1FTKTgXXD+jO2Tz98iBLZjexcGaWf/7bLsoVj3+650UWzmoiaSictmgGvYUKaVNnsFRBV8Hzoa/g4PkBs5sT7MqV+cEDL/HRUw/h1oc2xQJdtUoMwkqxr5y1iLzrYcd2f3tXv1Q9bddAhUBUaE0atKYMvCDAcX36hUmuYDMtpaGMaHoaNnsP7QqV6FqGqlB2ffKRAIgaZhYKBIoSltKXnTDzL5vQ0aIFpyLCICmAuqosH3CiA7VL0+pXQQB526UjpcV2hVURDvZ+sSiRSCQSiUQikUj+MiZTdchrwXjjrW7W5+0K15yxkM//1zOxdV/X/s305R0+esohlF2f7lyZ1pQJBKRNjR9dfCxZK7QnDIIwObJacSUUQcFx0RSBpiphomFA3M+r5Li0pQwqvo9d8UFANhFufu8eskkYKu0pAyFCkSyhqfh+gKEqJAyVoZJLJqHRkTEpVjx6C+HmedLU4mTE1qSB7fmUXZ+C7dKeMUnqKgXH5V//7qjY+WSg5PDU1oHYtn95ZzsXLzuQK24f7vNTu7ledDx+/thWvvTuRWzcXajbWK+N26uVXwADe+jTBVOvH9xUppHDz8oLjx51Xk8+bLXwjcj5Z6jskrU0Du1IEwQBA8Vhwcf3A3z2vofnnhJlxagvGn6LQriXsbfsrftMo3vTFIFKmBzsUxX2FLKWIKGp1G7jaGrY7mJUj7zOdi4/qZNLb3s8Pra0s43zjzuA7f0lLr3tiVH3IsXjN48gCNi9O2xvMm3atL3e/5NIJOMjRS7JX8R4TXsHSxVe6s7jAxdHGVsPjehjdfHSufgBLJjVxK0PbeLTp88fJYZVF8QX/PBRVl54NB9o8Ie6drFcJQDKFZ8zD5sVWy3szjlYhkKTpWPqYU+qfLS43z5Y4sM/fTJ+ver9/ezRLXxw+cHxwmHxzGYsQ0Eo0JEJG4TmndBXPW9X6M7Z/Nsjm7n69AX8yx/X8+VzFvP5u54Z1cPr/OMOQAOaVZWyIMpyDoMU2/PxaldzIrItZFjgEkB7xqRgu6iKwPUCUEBXFbxIYCq6IPBQFJiRtSg4HiXXJqGZ2I6HFwQEQbjASmpQsEGPfjP4ftixyw/jK3RtuL9XtaosbWrxvegjfqMYQsHFj7t+uX6Ax7AdI0Ahuj8hYFrajIUxiUQikUgkEolE8sbRqDpkvN7Lk5mxqmFGbtYnDZVVFx1DU0Jnc2+BpoROc1Knr2DTkjLZvzVJwXEp2h5NSR1DUSg6w10J82WX5pSGpYbOFwKB64eW/ilTI5MIq8Bqq0OqCYFpS4uTESFMPPQDGCg4pCwtFMkE0Ya4iGNGHzBVhYII+y4nNJV81POn6sJRckNL+1ypQhCEiYkpK/TKt3SVaarFaYtmsLyznYyl88wrA1xx+7BYtayzjYuiCi0I49trzliIHwQNN9ar1PbuGq+P11TrBzdVGcvhZyx68g6X3vYEf/i/b+XYua0AvNJbwAmCqB+5QBEeiiLQ2XvRqZHVYJVg1BcNv91jTy5B1IM86mvnBsHeJyk3eK2KH6Apgly5QsJQ6yq50obGjCaLjVHF2xFzmvnO71+ssxE1NYV1rwzycl+B//jwCWzuLcTC8u2PbmHhrKaG9yLF4zeP3bt3c+FN9wBw2+Vvp6Oj402+I4lk6iBFLslfxHhNe8sVj/f8y8PcfdVybn90y6g/yNU/vp9853y69m/mxvs2kC83bhdaFbEaiVnQeIGc0FV+smYzn37XArpzNrbr4wUBazb2cfh+zfxw9cZYUEsaKp87YwH/efkJ9OUdMgkN1wsYLFZ4x6IZzGqy4qyZD//0SS5ZNpelB7fRnDTw/HBxoyqC5oQBSbjmXQtxAp+/OXYOH1j5GOcdtV9scQHEGW1fOXs+y+ZOi+85CMIKNENVIttB4uAlm9DioAdCYcrUoORAz5BNa9pA+IK+skNLSmN6xqTselEWFOzKhdYXumJge5EloiCuxCq64b8VF1QtQFXDvmWFyrBVoqWFAhyECzUz+n7XkE3aHO6/5fsBtucjxLAw1lMIrTg0LUDToMMwKYyo4HqzGatZ7b40oJVIJK8/cq5KJJMDOVclksnL3vRenmo02qwvOh4F28XUFH6yZgsPbejlipM7mdVkce/zL3H4/s2cdGgHCUOlUHYxU0ZoCQhh0qIIex+7Ioh7JVuqgiLCapV82SWb0FCEwNRU+osOrSmDTEIj8KHs+nGFl+359BWd2B5RVxScKBZLGiqtSQNVhL9f866H5xNbnqlqaFHYky9TclxcP6A5qZM2wxhzqOySNFTydgVdU/jqb55nzcY+vreii5sfeImFs5q4YUUXtuvTktTDJNH+Mt967+FxbJ8rORzQlhqz59lIW7W12wZG9d+uMhX7wU0lagXwhKE2/BnuqU/byJ+v6weoQmGwZNdY942QhWr0pJxvYyhm3fE6IalWe/JdULQGx0f39YKx1yfVvZiAAEUI9FqBay+0rpGn6FElVzZqKVGt5MpY4ZlX3b6WP3fnAXjPETP51GkL+Nxd6+rcgZZ1tnHOOUt4/8pH2dZfAsLqrguXHhgL0COZKHsvf62Y6eY3+xYkkimJFLkkfxHtaWPMRemyqLksgBf4nH/cAdz60Ka6P8jVSinP92PxKm01NqqrilhjZXs1WkC5vs9n3rWA79+3nqtOPYR/+Z8NsW1g0lC59owFsU+xIgRrtw3wL7c9waqLj8Gp+JQrHm0ZA5+AbX1Fzlgykw8uP4iUqeG4Pg+91BvbNyzrbOOr5y5h3SuDzGlLsn2gxPRsuOj64rsXU6549A45pEyVtKlz5Jxm3nnZ8bRb+nAXUoibsitRL62S6zNYqtT1vap+D+EmUdLQSBgaBduNq6uaRNiVK62Aq4SZe9WKKk0RpFHpcUIBLMzcA00dsebzYWfRpikZCma12X/TMyZFN/w+mwi/L0SWGGlLQxvx20UIyEQBVNU2wxdhhdm0tEnZ9ePjbyYqjZvHyo04iWRiIeeqRDI5kHNVIpmc7G3v5anGWHb8tuszWKzE7iSrVm/i++cfyQeXH8SNf9zAd+5ZD4Qx5hfPXsQxB7TgBeDElvREPZU1iraLlTQwIrtCQShWlVyPguOFolMAJdulKRFaF7YlDVAEgRvaXQEkVJWy58WxnCoEioD+kkPWMhCIul7LKVVl0HbxA0HG0jAUBcd3ydse2YQOBBRsl1lNCXYMlrjy5Hn8n7cLBksVPvmOQxGKYMdAmVlNCXoLNu++8aG4qqvKuxbPoLfg8NVzl/DZX6yrE7pqe3NVeXFHjq81OHeq9oObKowUwG+64MiG543Vp63Rz9cHBgolOjIWtuujRj25xqo5yiom5eo3tVWQDc/eCwUqeqICuHt5bl1PrrFKyKKXdv2AYEQbCdcPMBSBoSnYrh/3LrU0FQW45swFFOwwObk3b6MB15yxgAAR9/VSCH/P3PKBo9nUU4j3y3766JZR8xOkeCyRSKYuUuSS/MV85KRO/CAY5QtcmzniB+yxkutjpx4S/zHuztks62yLxagqa7cNsCzK/GqUDbRq9SZWXng0CsS2gP/w46f44QeO5m+OnYPtenz13CUUHC/2XU8ZKq7v86OHN9dd7zu/f5FPnjafr939/ChRbEbWolxx6WhOcMaSmZw4rz2+VsX3mJYx6ctXaIkWbFlLpykRBgfpyAtd18JFyRW3r+U3Vx6FJpJ1YwkC0ITAFFBq8J4rUbTi+gFeg8I2IcCJvs55MFQIs6Gylh4vsjzfI2uoNBkquUoYUFXXZZoWCmHlKIjyfUANs/+qgtSOXJmmpM7MrEXe8diRK5OxdNpSBm7gDy/yAhiKrDZMbdhqw9DAiMS33cVh4cz2w4WYz977W0skEolEIpFIJJLXjr3tvTzVGMuO39QUntjaz3PbB+ma08IHlx9E2tRoTRl8+d2LKTkeBcdFVxWmpUKnD0WEm9UAJcclpZsEqkJgqJRdnwAoOR5pK6xaKZRdMlHMJADL0GInDF8Bu+KRt12aEjqmqoSOHYTJkSlTY8h2CdCYljKpBAGeG8QOICU3jLESukq5EgpjjueDUJiR1cmVHV7uK3LkAS1s6y8ysymB7frkShWaEgbbB8v8x5PbuPAtc7FdjytremxVWdbZxo7BMpfe9gRvX9DB196zhHLFZyiq9Hlqa31vrhPntfOldy9m5l9ZP7jJTiMBfKxE5KLjcdUda7n7quW4flD38y06Hs/vyEWfMZ2koeJ4sGZjL9OzodBV8X3ajSR29YLjCElj7x+4NOz6rdQca/TkugxgG0ZUjsFebKpG92wpYpR4pilij0k/HRmLnBaKWbOaLQDWvTxIWzpqmWG77MqVOXhamjWbeuvE9u+t6KLiBXU/p2WdbVx/zmI5tyQSyZREilySv4ievMMlP3qcS5bNrROvWlMGF/zw0XgB+8cXu+Mst5GVXFeeNI8Xd+TY0l9iaWcbV9/5ND/9++P58q+erRO6nt8+yJfPWcxXfvVcw/5eXXOaKVd8zj5iNp86fT7lik/W0tAFzG5KkHe82K4vzFQLqfgB156xMLZoSBkqSUOl4vt86d2LsV0/XoyZmkLF95mWMtmVt0kYYUDi+gEDpQpDxQrZpEHWEuRtF0WopAyVYsVDEaGHuiYEvTmbTb1FfvCBo+ktKKRSHojRiy5nxPcBoYA1PWNS8T00ReD4xOJRtZmwrgoMoVAmFBirx1OGGlVblWlLheLUULlCU1InqYeCkx8EuC64kaXgSBFL14irryqBH9oK1FRjVSu7NC2816rDQDWQUhTiKrC+vE1rWht+jcEymYSOaey5aaxEIpFIJBKJRCJ5bam1H3NH2oSNYKr2dEmP4SqxdtsAz20f5PzjDuC2hzZz430bSBoqHzrxIN65cDo+oQVYwXbJV1zSukap4lEou7SmDTRFxPbvAoGiRP2VUwa2H27mJ02NfNlFSWgkNJWEphKY0XsdJVWmdZV8xYtFsqqTh6UpZAyTfMVjx5BN1tJIGsOClqmraIQxlqWrFOxQUNNVhV25MilT55gDW9naVwztESsuJSes8BosVZiWMfmHt3WyYdcQRx3QGtv4V1ka9eeq2u3f83w3ZdfnxhVdHNyRBsL+0Mce2NpQyBqrP5pk4tFIAN+TLeHRB7TQnNTrfr5begt89hfr6s5/6JNvoz1jsnF3ASEEaUujKWGQ9z20EZaCY4lZQe1jtb/CquJUDQLq7QrHumCja0THdRgW4MbBBUxgqOaYT2jr3JO3SRgqXhC6EfUUKszMWHh+EPfpKjkelqbW922PKDoeN9+/se77q+5Yyy+vWMbm3kJdkvmXf/Uc33rv4XK+SSSSKYcUuSR/EblyhaLj1QlXACsvPLous+vm+zdy2Oxmzlgys04M25UrU/F8Dp/Twm+f3cnFS+dy60ObuOCHa/jGeYdx9enzKdgeTQkdzw/453v/zOL9mpnVZHHNuxYgRCgmhZYO4V/7aWmT9938CDes6GJ2xsQNAopu2BsqY2lx89+UGQYeAcN9pSBAUwW7hspUKgHphIamKrEFhB+A6wXstm3aUiZlz4v6XvkMlV1aM2Zc0dWmGZRdn52RODQtbbJ9oMQjm/pYtXoTR85p5t1HzGZn3xCkRy+6AqCnUMYywmqpQo1IhwpDRZvWdBLfh55i2ENsRnReT94hm9FHCWcBoUDVmrIoeWElV8ZQGYpErGxCZ0bWohjZDqZMjQJendhVtSvUtLBhsh0FWLmocfK0tInj++hC4AF+9L77AeTKbuz5HhCKb64PRiM1K4CKLOWSSCQSiUQikUhed0baj6288Og9nj9Ve7oYqjKma8iqC4/hhw++xPEHt/LZMxawfSD03Pj987uwNJUTD2mP481deZvmz+h6qwAApa5JREFUhEHK0ujNh3FSNqFhaSpFxyNXcodj05KLZagkdRVLM+grOFSMgISuYmkKJUWgRqLYUJSkmI2quQr28I53vuJiqiqZjBleN7Kmh7BiDAEpXcX3PVpTBrbr05t3yCTChMeevE1r2kQRYS+klKGRNlS6h8oUbJeOrInrBxScSkOHlqvuWMu33nt4fD8Pru+he8geV8iqFVezCZ32lBS8JjKNqh2rtoRQn4hctSUEeKk7T65coT1ljBK4AHw/QBcKc6elSJka+XK4V5NQlOEKqBqbwHEFqrGouUajvqH7sgVRYS8Sc2uEOXvEMYWwvmx61qLoeKjCQ1MUpmdCG8L+gsOQ7VJ0wr0zAbzl4FZe6i4AYe/zXbkyH7n9qVGVlV1zmhECLr3tiVG3NFUrcSUSyV83UuSS/EVkxwhuRmbyFB2Pj9z+FJcsm8sBbSl0TaHi+mwfLHP9r58naajceH4XTQk9rqrKl10UBAXb5Yroj/b3VnRx20ObuOWBjVyybC5d+zcDYOkKf3i+m6dfHmDhrKb4D7yI/h8E4frHUtXQlm9E9ovt+iCgI2PiB35c+TVUqmDpKrOaLEqei+N6KELgRdVRQUBsIZG1dPoKNhVPR68mGolw4REQVjG1pk3eesg0zlgyE1NVcHyPmS1pCEZXcilAS9KkWPHjKqrpWZOS67FryCZthcKYooQiEkCp4kXHBAM+WEpoX9GUCG0KPT/A82BnIbyer8JQuYyiRkJaxaPoeAgl7AdWdn1yUaYdRvhadVaJHuRr+oAhouapihoHYFUrx6LrEQQBQkQNYf3w/an7WUSLvbzjkjE0WcklkUgkEolEIpG8zjSyH9tTZcZU7ukyUHLGdA2peD7XnLmQnYNlCnaFuW0pyq5HxtLJWKEgVPI8DKGAqdFXcEhbKh2ZUBwqVTxypbCaK21pKGoYOyVNjaFyBUUIMoZKa9qgXAkFqKSp0pw0UIBCxcOuuPGG+EDRpiMTJij2ROcGarhxX4ysDTNmaH/YV3SwdBXXD0hbBooQ2FFM6/kBvh+QMMLHB8puLMj1FGyCYLiS7UMnHsw9z3ePSnKtMtK2brC054q/keIqhJ+vr593GLOaE6/uhyh5XWm0B1StHLpk2VyuPWMh5YpXZ0t4xe1reXBD+DP+zUeXN/y9IhRBX6HEzKZEjeAjCMaSnWoFrmhPQWO0G86eUBV1uOdXjfi1L0LXuHJ/zXWVEceqjNz3EMC6nTk0Rak7Nj1rcdMf1/OzJ14BQlvClRcezVFzWuL3F8LKyitOmkfRadxdbKpW4kokkr9upMgl+YtIGirL57WPKldv1B+r6Hj8aWs/Zx8+i6/f/Tz3vbA7Pr9rTjOtKZNzvj/cvLbqI3zrQ5voyYdLlavuWMt1Zy3ks2csjDPn1m4bYNXqTXTNaY4b2S6f187abQMs7kgjgISuUHJ9ijWNfzUNrKgnVFWMUYSg7AZ0D5Voz5j86wMvcd8Lu0kaKt8//0h2DpaY3pRgWkqNe1YRhOJPUlMJMBkqV9BVPcx6GyyiGzq6qtBTcGhN6gRRILFpoICmKLSlDVLG8DJKEApTth/QV7BJW8N9r6pVYdMzJiXPo1gJs/OqNhVChGPLWhpZJVzg+QHx+DRNYGqQzlq4vocKZC2LIcdjZ1Qlpohha0EhiCuzipUw+68qfvUUHDKWRkfGpOB4sRhW8YO4YepAsULR9hgyVbKWTsULqHgBOd9FAC0pA0XUrPCC6udKw/MDhLIvy0uJRCKRSCQSiUSyrzSyHxuvMmOqVgGkTZ0VP3i0zo6/I2Py511DXPaTJ0kaKt967+G0pKwoXhJUQxbXH06CzCZVZmTNOIbLJnSypoamiNAi39QQQbi5nTLCii3b8ym6HrqiYKgKSTO0G0xGPbyGSi5JU8X3A0xNoWgLihWPpK5SdlxUIah4PqDEcZWoCacUESZDhmJbGLvNbrLw/YCi62FqKoHroypAEFrt58thEmTX/s3Mbk4wM2vxv9sGGr53S6P+2bUkjbErbRqJqxD2fPv0nU9zw4quKfs5m8y0pw1OnNfOAyN+bkXH4+ltA7z/+APIl11y5QqaKvjcL56pE2CGxhA+daA5meDhDT10RD25hmyXnK4wq6W+h7kY8W/1C7/RSVBf9TXOFoMK7K0EJNg3UW2sJF6F0KawakXo+wGHdGSieR/25JrbnkIN4MgDWnn7opnYrk/KVNmvOcFZh8/koqUHxpWV3bkyM5ss3r/y0YavN1UrcSUSyV83UuSSvGq29hbYmStx+dsOxg+Chv2xjjqwlYui4KAlqTOzyWJbb4krT57HJ985n915m5Sh8uLOIe5+Zkedt3dtNtDlb+vECwIqrs/abQN883cv8nfHH8DbF0yna/9mbljRFVskHHVAC1969yLO+N5qzuuahSkUAiFIqKAoDfpOqcRVTFURaVZTgpLrcfVp8/nkO+eTL7tkEhoHTUtRqniUbBfXD6uSAgL8aDVVFZCG+0uF9oWv9BexKz4BoRCla4JpGRMhwkq1QV2nalgY2viFWX26MlzpZGhhRZYfEPu5pwyVsjtclh4EICLBLed6+J4XV5P5AbGQZRigKApDFS8OsrIJrWEfVzvqo5XQwn5edmT9mI0sCKsWijNjm0Ob1pSJENCc1IcruRyXtpQRV+mlLQ1BGAz6gR9bGLp+wI7BErObZOaeRCKRSCQSiUTyetPIfqw2FrvmXQtwXH9UH6WpSHva4OgDWuoqlarJl0fOaWb1hl4uuvVx2tNG5ERi4AdBnCg4UKiQNDV8f/Reuhu5WqRMLUpSVHHV0I2jGpNZukrgB6iqwPUFvh/+LJKGSiZr4gQBjucTBJCK4qmC4+FGLhmGqtAbJUq2pgz6i6FVYlvKIAhCF46iE7YDSOgKFT+gWPEo2h5YkWAXQPdQmQCTpqSOoSlkLJ3BosPW3iIfXH4QtuuP6slVTTitPWZpKi/tzje0IGwkrlZ5YH2PtFSboDQlDb5+3mF8+s6n64SuE+e1c/05i7nmF+u49/luAP7jw2+pE7iAuv7otfRXKmQ1nWWd7bGrTiah02Sow/sU0aSq3bcwNQXfiPrZRZacteKuAFDUMbWtUfOUve8NHgCjG0+MTSPJNwD+9YGX+PGj24Dwd9DPLzuexzb21Yl93bkyyzvbmTsthaWr5MseaUtld77EWw5qI+9E4nVCZ05bkn++90W29ZdGvd5UrsSVSCR/3UiRS/Kq2JUr85lfrOPTp8/nb25eE2e6pU2NbELnT1v763yBl3W28fmzFrGtt8T7b30MCH3eb31oE09tHeB7K7q49/ldo6whio7H2qj66xt3P88faqq/Ht/cx1sOauPAtiSbe4ssPbidrv2bmZYx8QM4ck4zdz+7k3ctmkEQCBwfjAYyTtWnXFGiBVcA3UM2mYRGQo/sDQmz8nw/IAgCTC0Uocojqr8dj7D6ytSYljGxPT8SuwwSZqiEbdiV56b/eYnrzl5ERzZcEokxVlxNCZOSO2xXmDJUSu5wNVoUg5C2NIIAhiLxyA+gWYGyElpmxDaN0fgDIBFAWQw/t9ovK2moFCuhT3w6ali8c7CIlwjvtVo1Vu1jVq0eq4pzfhDaPyZ1lVfKZYq2R9JUySZ0XukvkTIUZjcnyTsefXmHbFLH0hRcz0MAmiLoiJqsIiu5JBKJRCKRSCSS15WxLOirvZfPPWI2C2c1vcF39ebQaAO/6Hj8/LGtfP09h5G33TBusjQ8L0zWm5Y28fHRFEE2occuGtV+yIogtKp3fYqOS2syjKtCyzBBUlcpinCDXiHsS1x2XIQQpC2NvO2iKQJVDyu78mWPTBSnaYAdBPiBSr7s0pIySFt6mFRoanSkTQoVj+4hO64mU4UgV3Jx/bAPWFJX0VWB50Oh7NKeMUk5Gtv6S+iqYO22AV7YPsinTl/A+T9Ywz/+f4dz5pJZXLJ0Lo7ns19LgmdeHuSqO9bG8f/SzjauPHkev1y3ne/cs76hBWEjcbUWaak2cZnVnOCGFV305J348562tDqBC8J+5iOxdIVlnW2sHmFZ+MHbnuKOS4/F9evPrybDxt+MwHZ9Co5LxtJp1kP7waDmScHIp9Zew/cIRlR41dkK7kXVl73nU+po9IkWwAdPPJjzjz8wFvYsRWH+zCyaKmIxK2WGQt1IAc7xBDtzZS689fF4/p08fxpXn7aAnkJllBXoVK7ElUgkf91IkUvyqugvODy0oTe2L6hmut10wZF85Pan+MZ5h/Hzy46P/yB352zO/8EavvTuxfE1rr7zaf7fh9/CtXc9E2cJakLw6dPmo6kKuVKYBed6PrsGynzwxIP4P28/lG39RQw1bLwJ8Kt1O/jOPetZeeHRXHrbE2GT5AAuWjqXnz22lcUzmzF0QXNCj1cEIlKVHC9cQQWA7xPbNkzPmBSrva9MjWnpULDqLYSZcIqiUXC9uBEwhBl0CJieCQOJ3fkwkJjVFFaJlSoBlq5y/EFtHDGnhf6Cg0Aws8nE90es5CK8qOBexN3FQkEpbYZTt1rRVT0+I2tSrHjsGirTntbRoa4H18ysRckbrrby/WErw/aUgeP78bUCgjAoA7IJk6FShWwyfG9eGSiRVxQyCY3pGbPOSnFm1kIFBh2PtKmGjYwNlZ0DRfZvTeL5QST86UzPWpQ9j0KlKtwJPD+ge6hMR8ZCbVRaJpFIJBKJRCKRSF4zxrIfg7/OrP9GG/imprB9oMiQHcYtF936GB89ZR5vPXQaW/tK7NeSoFip70ncky/jR/2h4w30qA9Wde9cUcLYK2FqDJVd/KAa80XiV8VDiSq0ilHFV/V+Kr6HUFTsih8nFgJYqkIyspTfOWSTtTRmZS1cPyDvuCiKoC1tUIp6eVUFs8APeHB9H/+7bZCPnNRJNhEKYqctmsGclgR3P7ODnrzDj9ds5oLjDqApoZMrV1AEzJ2W4sbzj6Rc8Ybt0rIWN9+/EWhsQTiWuFpFWqpNbJqS9dV5L3Xn6wQuIP5M1rK9r8SXz1nMtXc9Uyd0HdCWBCGw3XBfJRv1Nu/O2zQnjTAxeIQFYSxQRfsGHuPqUvU06OslGGF7WPN6deezl/27ohNUwiqx2mNVCo5LgIgFvaLr0Z4yyMe9yRQ6MhYC2NhTpDVlYLs+RUehN2+zcFa2bv6t3TbA9/7wZz5yUicXnVBjYzi0L5Kc5LUkCAJ2797N7t27xz9ZIpG8KqTIJXlV5KISprRV/0fe1BR68g6X3vZEw+fVNqLtyTu83Fvi4qVzueaMBLlShbSpsWuojKEobO0vMj0bep3v35Ikb1foGbJj+z4Is+puvn9j7P9d/XfZwe1cdcda/vDR5Qy5XhRMEItU7SmDSuCjC4Wy69cJNLbvhYsVAe1R/6ndeZuMpdNWIwTpqoLthr7JIsrOK1W8WHjKWnpcoRUE4R+16r0rCjQldXqGHFKaQVrVKI94rxTAVFQchiuwiO6rusCr9sfKR9VVrl89U5ABytH5I+0KW1MmZc8ja6hkDZWc48VjBNCV6Dn+8HNmNoUC2a4hm6akUSOGhf8q0WCLFQ9DVcL7VARChBVw2aTJYKlCQlcZsl0+d9czfOU9i8kmdIzovfQDqWpJJBKJRCKRSCRvJHuyH/trzfqvjlmIsDfVg+t386t1O7hk6VzWbhuga04zX7v7BX6yZgv/+ndH4Xg++XKFaWkTRBgTJYxwk75guziuj6Wr+EFAT94hm9Riy/xSFD8lDJW87ZKxNAxVoSdvkzA0MqYWxoaqQsoMbdmEFVrXK4Chhf27iraHqghSeujmIQiTI4ei2D2lh7F7vuTSmjJQo1gNARUvYKDo8NZDOjjp0A4cL+xF9rtnd/Lkln7OP+4ArvvlcyztbOP84w7gyjvWcsJBbXz6XQv46m+eY+GsJrr2bwbA0lWO2L+FXNmJK0tgtAWhFFenFmNV5i3tbKuztnxkcx8vP1XgU6fN57OqElcvBX6ACMLPYfg598haGtPTJj7Uuei4flBfFdXAxvAvYWS1VNXysBHjvmaNAKeOOFYlb7vR74dw7yRhhHs7jTD14bsTQrBkdhPf/v2fufeFYYFxeWcbHzlpHpf86PG6OQjh3JL97t54du/ezYU33YNdGCTROhtdl9vxEslrjZxVkldF1go/Ot05u67UvCo0PTSi9BxGN6Jd2tnGo1v6+NPWfi5eOpcr71jL91Z0cetDm1i7dYBLls1letaKBJOAcsWnPWPGFVzbB8tc/+vn6ZrTzMVL5/KzR7fEPuDvWDidouOhAS2qSlmA7XtMN8Kqo6qgkzAEugYzshalikex4uEHMGCHwo6q16fYqIoAP+wp1RJlE2Wi98KOGg9DuAhKGWpcDVYVvaqLr56cjQe0pY1wsRR4IBpkBQXhgqQqILl+gOcN97TSFIGihMFLQCjipa3QZrG6cqraGGYSGu3pUBTbFWX02SKgr2CTMkOBr+x7ddVhikLdc9KWFleq5UoVsgk9TkKqLsEMVcHxfRKaiqO6BEGYjigEZKL7zFgaN5zfRa5coWfQZlqTFT9fVQSKEPTmbQ5oS43/YZRIJBKJRCKRSCR/EY2ql6Z6/609sX2gxNV3Ps3h+zfzloPa6MhaPLShl645LbywfbDOZv+MG1azf0uClRceje35FMouzUmDiu9TLA+LVkMlm6aECQgGixV8K+z35XgeFd8PrQQVQb5coS1tkjI1ciWXpKmiq6Gtu6qEnvVeEFDxA1zfR1cUdE3Qrhvh6zteLK4lDZXWlIFCtepEhPbyXljZYUVJnBXPJxm9XiahkdQ1+goOJ8+fzmmLZrJ7qMyd/3ACrhfQm7f5+WXHkzE1dg+VOXXBdKZHvYNMTWFrbxE36hs2kloLQimuTi0aVeb98cVurjipExhuSbFq9SZWXng0//jbF+v6dS2f185lyw+iKamjKQqq4qEoAp0Ae4SKpSkC3Q+Fo1oaVUuNqrQa63gNcSXXCMvDRpfal8qx6jys/pd3XHRDoz1lUnZ9VBEK1Z4foI1o3SCAih9QKLukjHAPKggC1r0yyEdPPYSPv/NQNvUUMDWFaRmTv71lzSiBC2S/uzcTM90cf12t7AKYNm1avJcokUhePVLkkrwqsgmdZZ1tXH3n0/z074/ny796ltUbelm1ehPfW9GFgLrS82WdbVxU04i22pj2jke38KV3L+Yff/dCXXPjqr/3jKzF0y8PcGXk7500VK49YwGH7dfMss52Tl80A0UR7Bosc9Wph9T9IV/a2VZ3zxUX+suhUNMUlb4XK2EA4LoeQoGkFvauglAcKjoeugYzsxZF18PzA3w/FJvKrk/SUOnL21iGFnqoq9ARWUNU+2hVq78SmkrJdXGDgNa0yVC5gqoIbNcnXTMTFQGWplBwPYIRdfK268eWiCXXqwtgUqZG2tTCZsaGSr/vE3ihvYWIGiHbbthDa0bGxA8CbC9sIF1b5VUVsfJR82Mn8FEU4nFUM4qylk4QEFk6qsyIbAt3D9lkEjqKFv7h9nzoGQrFt2r1V9HxcCo+W/uLzGhKsDNXpiWpkzBU/MBnc0+BaRmLgZJDR9Z6DT+5EolEIpFIJBKJpBEj7cemEoNFh+4hm8FSJUzoE+FG+bS0OWrMg0WHq+98mgfX93DRCQcyWBoWZlat3sSN53dx+6Nb6ZrTwiVL52K7fuyckdRCq8BixWMoEqhMVQkFKlWLY66mhI6ihpverheKP74VxnGaEsZu1bhLVQSaIuIYrRrzVa33Hc8noYf2iEkztEp0/bBPV8EOhYK0HvbvUlQgig2dKDY0NZWiE147aaoYalgpkoyqwDKmRlvaJFeqMFCqMC1j8jc3r+Gytx7EzKzF4tlhv7ai46EpgnWvDHLP8zsb9nEbaUEoxdWpQ6PKvJvv38hhs5s5c8nMeK6YmsK2viLXnLGAguOyK2djagqHdKS57pfP1vVh/5cLDqdlZgtBo/3/BpVVLqOrpUYJVOMIVwF7v1Hq7cO5EIpnoua/tKGhEiVT1yCUsGHFrlyZouMxZLt0D9l0Tkuxa8iu2yPZ2l/it8/u5HNnLOTynz4FhG1EGglcVfqLDmu39pNNhG0rmpIGg0WHnrxDrlypOy55fXAKg3zs9ifQdI3bLn87HR0db/YtSSSTHilySV4VdsXj2jMX8eVfPcv1v3qGr517WNhXKQgXBR879RA+d0b48RKRh7iHz28/upyS62EooU3gZW89GNv1+czpC/i7Yw/A9gOe2trP1Xc+zcfffgj7tyQ5uCPDnf9wQpghI4AA+vI2Lw+UOGy/ZnbnbaZlwua9/3LBUTy+pY8Nu4a48qROnnylj6Nmtcb37QcBQkBSVylUPAaKFZqinlFOZFM4MhXH9UAlQFOIs2mi4iQUiJyTh8dYFXKyUbPh3oJDJqFFAplgyK6QtjRmZC0c34NAIY8fT0bPD8WotKFS8b24LD8eP2H/L0UNg6C84+FHAVDCULFdjx25ErOaTDQlfDyosVQM7RltMpZG2lCjDCKvzhteCPCia+7KlZnVkmDNxl46ogy9jKHRnjUAEVkkCgqOR8+Qja4p9BUcfv9cH0EAS6KgxzIUeoZsfrxmC/e9sJukoXLJsrnMaAqbDysIVFWwc7DM1v4S1/3yOW67+NhX+Ql9bZgq5olyHBOHqTAGmHjjmGj382qR45g4TIUxwMQbx0S7n1fLVBjHVBgDyHFI9o7tAyWu/o+n66pGqkmXX7/7Bb707sXMak7Ej3UP2TwYbdRXN+WrFB2PK25fy/fP76IjY5G3XWZkQ9HpDy/sImEonHroDAxVIWmEFoKaIkAopHQFVdHw/dBKv1B00ZJKZP0eJjqW3DCmrtu/D8IKDktVSKXDZEcvCBMdM5aGrirsHrJJmjoEYSJnUlfxfY9sInx8Z65M2tJJGyqJtIIbnVe0PTJW+NrprEnRdfGDgJf7S/gBlCsenu/TkjR4dHMv3/ztn7ni5E665jRz8/0b+f75R/LMK4NxJZelq0zPmLz/+AP5yO1P1f0cxrIgnMri6l8TjSrzio7Hj9ds5mOnHkJP3onPrcb7N6zoioWZ//n4W7nmjAV88MSDYrvCjKXhiSDuUV73u9K3QQn3gRpVDdb2yxr0bEzVHH2NmnOq5ysMV4jtSQhr9Pzxzh3r2MieXKWKR0pX6ciYDJbCeX5gW4q+QpnHN/fx3XvXx89d2tnGFSfNw6t5E2p/ZzVisFSJW4ycOK+d689ZzJd++Vyd5eGJ89r5+nmH1f1ulLy2GOlmaVsokbyGyNkk2Seq2R29BRvX8/nWuUsoB/CFXz7L+ccdwK0PbaqzKqwGD//55DY+ddoCvn7383z01EP53H89U3fess42vnzOYj6w8jEOnZHhPz58AtfetY7P/OKZMa/1L/e/xKfuXDfq8Re253hP12wqns/B2YAi8NlfrBv1etXKsqLjccr8aVx75iI++4t1dRVo1Wve8+wO/uFt8/h0g+tU7/uAtiTXn7OEr939PO85av/4vUgaamzDWPvc5fPa+fK7F/OTRzbxdyfMbXjt689ZwkfveII/d+fj53zp3YvQhaDiD2fmVJczQRDwiX//X6ZlTL5w5kI++4t1PDjOPVz+toO59LYn4kyf6uvu16RS8LzYO35ZZzt5Z9imMKErvNJXYmt/kdnNSZ7a1s+S2U14fsCc1iRvO6SD7YMlILSxXLV6EwArLzyaiuvz4IZebrxvA0lD5XNnLKAtabA7b9c1eW3UqPb1ZqzPy1fOXULyDb+bV48cx8RhKowBJt44Jtr9vFrkOCYOU2EMMPHGMdHu59UyFcYxFcYAchySfWOw6IwSuGDYOq1rTgufvvNpbljRBcDOXJn+QoXbLj4WP/CZkU0wZFdIGRq/uWoZ9zy/i5vv38hHbl/L988/EktXuPGP6/mbY+bw9oXTMVWVVwZL3PjHDaPiruvOWsiOgTK3PLiRtVsH+N6KLr59z5/jr2/6n5d4//EHRtcc8fzOdq46pZOWlMGXf/UcDzaIWd+/6rHYyv+OR7dw7ZmL+NC/PcG0rMnFS+fygVsf58g5zVx/zmK++bsXuPuZXXX39+V3L0JVBLqisPLBjXWvsXxeO186exGHz2om57ictmgGz28fRAj4zboddTH08nntsUVd7f1/9dwl+yxmyeqSycXIyjxDU/jNMztHWedVE16nZUxuuuBILF1FVwSVAG64b/iznzRUVl10DN+/b33d5/HSEw7gAyfMbfg79PpzFvOhf3uCbf3hXkR1r+czI/Z6qsc/d9e6UZ/fkXskp8yfxufPWsQ1I65R3Tu5+j/+l6dfyQHwrsXT+dRpC7jmrtH3dt3Zi3j/ykdjwa/6O7/Z0Bhwqq0qwr52n4n2cmrv6/p3L+acw2fVVcUNFh1mN1sUHI87Png8GUvDDwJOXzy9bo5XGdlG5IH1PXz2F+s4Yk5Lncj1wPoerr7zaW6U/bskEskkQQRBo5wHyashl8vR1NTE4OAg2Wz2zb6d15yqL/mD63ti0eSQjjSf+cU6uua0sHZr/5i9uC5ZOpdVD22K/2103rLONj512nx+/9yuvbrWWI9X7+XMJbNY3tnG1SMWPiPPvfG+DVxxcuceX/O6sxdx3X8/u8f7PvvGh1gWBRi197enay/rbOOr5y7hM2Pc47LONr5w9iLe/k8PxMeWz2tnxTH7s3BWU8OF0/XnLMEQcHXNomi88VXfh9rrXHFyJzOyCUQQ4Av4/F3P1C+yOtv54rsX4RPgegF9eYfWlMEfXtjFrQ9t5uvnHcaPHto0SjS87uxFrN3ST1vaxPUD5ran+PIvnx1x7TauOHkeHRmTudPSo+75L2FP8/Tl3sKYn5dlnW18/dwl7DcJ+oTJcUwcpsIY4M0Zh5yrchxvJFNhDCDn6uvFVBjHVBgDyHH8JUz1WHUsXurOc8o/3T/m4ysvPJor71jLb65azrV3PcODG8JY98bzu7h19aZRYtIVJ3WSMjX68g6O73NQewpVEXz+rme4eNlcdg6W+fW6HQ1/tsvntfOuxTP4zC+eqYvPql93zWlhVpM15vO/du5ifrNuR9091d5bNaarfv2nrf1xLFn7eDVmrVZy1N7fdWct4gv//UxdDFdlWWcbX373Yt578yP05B2+9p4l/Obp7Q3vZ3lnG588bT4v95cwNYXWlEFTQuegfYjtavcfqrwZ1SW7cmX6Cw65sks2odGSNJj+OlrqT6W52mj+VefXqtX1ewX/ftnx/PMf1td99sfax3jgk2/b4x5KdX9mT9fYlz2S8fZ0rj9nMW/7VjjOlRcevcc9r5FzrzqvTvr2/eO+1vJ57XztnMUMRcnHzSkdU1XH2BdazFNbB2hK6HGV5c7BEjObEnzk9qdG2RmuvPDoUb8TAO75Pycyb3pm1PGRvNHzZCKwL3O1u7ubD/3b49j5ARQzjW/nUcw0uq5xyweOkXaFEslrwJ5rWCV/VQwWHV7qzrN2az8v7c4zWBwuJw8tHv43XmBesmwutz60iYLjhQ14929u+EcYwiy5jqxZ928jVm/oRVOVvb7WWI9Xn9+RNRmK7m9P5wLjvqbrBePed/Xrkfe3p2uv3tAbv4djPe569Tr0g+t7OKgjPWohUz3/c3etY6ji1QUb442v+j7UXidlanzurnUUXY/PjRC4AB7c0MMX/vtZdKGAAEWBv1v5KP/4uz/Tk3e4/dEtXH3afH515TJWXng0Ky88mq45Lay4ZQ2uH9CRNTmwLTlK4Aqv3cuNf9yAPsKb+vVmT5+X1Rt6GdqDr/VEQo5j4jAVxgATbxwT7X5eLXIcE4epMAaYeOOYaPfzapkK45gKYwA5Dsm+kytX9vi47fpcsmwu1961Lq72umTZXFaNELggjJtu/OMGnn1lkD+9PIAiBI9t6ovEsV6mZy2mZ60xf7YPru+Je+nUxmfVr7v2b97j8zuyVkNBqXpv1Ziu+nVtLFn7eDVmbXR/juc3FLiqz9s+WOYb5x0W3k/GHPN+HtzQS0/e4fKfPsWltz1BX8EhV9rzz6KW2r5otTywvodP3/l03V7F68nW3gL/99//xGn//CDvu/kRTvvug3z83//E1t7CG/L6k51qn65aPnTiQdw6QuACSJnaqM/+WPsY4+2hVPdn9nSNfdkjGW9Pp1QZ9qMZb89r5NxbvaGXsjv8/D291oPre8hXPE7/5wf5m1vW8HJfaQ/7Qs8wq9ni0tue4PKfPsUlP3qcu9ftoDVlcNP5R3LTBUey6qJjuOLkTtrTBq0pg5UXHl13PGmodT0Jx0LOE4lEMhGQdoUSYM9ZUp7ns7W/NEo0ufG+DfFC1Xb9UdesJV/26v4di6FSZa+vNRbV59uuP+5Cuvbc8e5rbx8feX+v5bWHj7l7XDjlSu4+3UOjx/NlL1p4ij0usvqLFfqKDpoi+NHFx6IpgoGiw+qXevmbW9YAcO2ZCzlsdhOLZmX5xnmHsXbbANf/+nl+8vfHjR0Yre8J+7y9gYz3eRkaJ0ieKMhxTBymwhhg4o1jot3Pq0WOY+IwFcYAE28cE+1+Xi1TYRxTYQwgxyHZd7KWvsfHTU2JY9sqI7+v5aENvVyydC7zpmf4zr1/5pKlc+PN+nzZ3eu4q/a8vY1J9+Xx6te1sWTt42PF1ON99gZLFfZvTezV/SQNlaSh0jWnmbXbBjj3iNl7PB+G7Qlt1xslcFV5YH0PPXnndbdQ25UrN6wWWr2hl8/+Yh3fft8RU75S5S+lUZ+u5fPa63pKVcmX3VHHxvqMjfs7dIzP/d5cu9Hj+7KnM95+VaPH9+Z+h88dfp/GE9SuPn1+3bEHN/QS8AJH1FSpLe1s4/YPHs83736ee1/YHZ+7vLONG8/vIjVOCwk5TyQSyURBilwTlPG8p1/pL5Iru+RKFZoSOhlLY3bLq3Nv31OW1NV3Ps3pi2fQPGIBWf3Dm02EQcN4jS3Tllr371hkEjp5e/TiptG1xqJ6L6amxPe3N+eOd197+/jI+3str10laez5PRj5+Hj30Ojx6jjGW0D2Fuy6svblne1ce9ZCzlg8gxPntdOU1ElqKjnbJWvpNCV0TpnfwTEHtI6qUhtJrsFC9/VkvM9LZpwgeaIgxzFxmApjgIk3jol2P68WOY6Jw1QYA0y8cUy0+3m1TIVxTIUxgByHZN+pVpI80EAwqfamGelqsTeb364fOn1ccNwB8fGMNX4s2yj+3NuYdF8er35dG0vWPj5WTD3eZ8/UlHiTfrz78fyA685ayPyZWQq2y2DJ4aXd+TH7atUm3t50wZF7vPYbIQT3F5w9Cgj9BUdu3u8FI/t0VcbYA2j02RvrMzbu79AxPvd7c+1Gj+/Lns54+1WNHt+b+61Su9fzagS11Rt6uXjp3Pj7hzb08qVfPhv15BoWuR6MEp6/eu7iPb7GazlP/tIefLKHn0Ty1420K5yAbB8occUdaznln+7n3Jse5pRv38+Vd6xl+0DYOHNLb4FP3fl0XKJ82j8/yNV3Ps2WV1kK3JN3xsySenB9D9Oz1qg/tNXv04bKsig4WNrZ1vAaSzvb6M7ZLKv5txHLOttwPZ+12wbGPGfpONdYWnMva7cNxPe3p3OBcV9TU8W49139ujtn170Xe3pvlnW2kdrDPS6LXnvk/STGEbkShrrX9zCy8WjtOGD8BeRIHtzQw5d++Sy/fmYnF936ONv6SnzmF+s443urueCHj3LmDav51u9fpOL742YFjSfmvdbs6fOyrLON9Bt8P68WOY6Jw1QYA0y8cUy0+3m1yHFMHKbCGGDijWOi3c+rZSqMYyqMAeQ4JPtOtZJk+QjLtKVRb5wXduTYr6W+v9PebH5X45Tac3VN0J0rjxl3LZ/XTneuDNTHZ7Xx6649PL87V2b5XsR01a9rY8nax2tjvbr762wjoSuj3quRr1HdpB8vxnxkYy+LZzfzzd++wIofPMp7/uWRUXsbVUYm3o4rKrwBQvB4CZdvdELmZKYpaXBwR5oj5rSQHGMPQNdG77mM9Rkbbw+luj9TvUajc8fbA6rdI9nTucuieVNlvD2vkXOvuidU+1p7mle1e0GvRlCD0UL+6gYtLCDc26m1YmzEazVPxtsHfb2fL5FIJj9S5JpgjOc9/XJ/kc+OUQp8zS/W8Up/cZ9fc6C0Zz9r2/VH/aGtfu/5Ptefs4Tntw9y8dK5o/4YV4OHO5/cxvXnLOHOJ7dx7ZmLRv3RX9bZxpfPWcJHfvoUz20f5NozF+3xWl8+Z/GYjz8X3cuq1ZuwgOvPWdLw9arnADy/fbDhedVr/vCBl8a8TvW+l3W2cf254Rhr34tVqzdx8dK5Da993dmL+LeHN4957a+cu4SP/OSp+Njyee1ccdI8VMEeF06GIrjipM5x76F6ver7UH3+589axNV3Ph0vuPZFIIPhRVK1d9tIv+2HNvRy60ObSOh7vnZCf2MDfI2xPy9fOXfJpCl93dPn/ivnLmGy5BtOhXFMhTHAxBuHnKsTi6kwjqkwBph445BzdeIwFcYAchySV8es5gQ3ruji3v97Ir/72HLu/uhyPnbKIezXkuAr5y5hRtaq6xu0dtvAHsWkXZFQNfLce57bybEHtdXFYVWWz2vnurMXMas5wdLOtjg+q/36ue2DzGxKNH5+ZzudHWm+cPbiMQW7Vas3xV8/v32Q66NYsvbxZZ1tXH/OEv7jyW2jrn/FyfPoyZf54tmj4/Xa61Y36Vet3sSVJ3WOeq9qX2/HYGlULNior9bIxNs9bfSfOK+d9vTrX52Rtfb8V2q8xyWNsbTGewD3PLeT60Z89lat3sSVJ89jeWf9Z/62hzbxlXMb/w69PtqfqfL89sGG5451vNEeyVjnVn9nX3XH2vjYnU9uG/Pc685ezNV3Pj3q+fe+sLNuzGPtH11x0jx8hivh9lVQq9JIRB6rgnVwnKrJ12Ke/KU9+CZKDz+JRPLmIoIg2LNfmGSvyeVyNDU1MTg4SDab/f/bO/P4Kqrz/39mv3sSsoc1mMgWxAgKmCAqLiguqD8XtAqCWktxqbbiLiru9dsqVq1U0bYibbVYq1ULipRFUBEUARFkVZYsZLvr3Jk5vz/m3sndErZA7o3P+/XScM+cmTnPzDwz55znPM9zSMf4vsaLMf+3uM3t798yCuc8s6Td7QOKD+7cG3Y3t3vMlycOw01vrMazEyoxZ9lWLNtcD4cs4NkJlViwbjduPrUcGgcEwjrAAAbAF9LgVERwAMABIs9BZzoMw1xJZhMFBDUDLcEw3DYJDklAYyAEgRew9odGPL3gO1xxUi8M650DuyRY3kQGM7CnKYQZ76zDL049Bsf1yEZzIIwcpwxNN1DvVfHFjga8snQrhvbKxv9dNBhgQJADvKqOlmAYHpsEpyzAF9bRHDDP75QFhAwdCi/AH9bhDca3XxF46DCg8IJ1HLdNgksWUO8LQpEk2EQeGgzYePPYsdfCZRMh8hzCOkO9NwRVZ9jbFED3bAe21nlRfWwu5IRj2yUe//uuBt1znACA7jl2fLu7Gcf3zMGflnyP60Ydg3vfXhs3aIgaqB7+9zeYOf44LP++DoVZdogCh1ynBFkUoOkMjX4VOU4ZK7+vR0UPDxyyhKZAGE5FQE1zCNPf+hr9i9y4//xBaAmoaAho1r2PMqo8DxNP7oOb31gNf4rk2M9fdQIUkY8LZZjIh7eOwj6fiucWbY47drQD180poV/RoelSW7Snp7X1PoQYoDKGkGagJRCG2y5BEXkoPAcZQH6us0PbcySorffFP/cROVyyYE2akBxHh64gA9A5cpCumpAcR4euIANAunqk6ArPR1eQASA5DoeOGKtmOm3loX7ikuPAACtvkEMW8NyVlZizdBuWbG6tGx2jBMM6vv6xEZ9t3YfVOxqtuqt2NODFq4bCofDIcSgIhnX4VR1umwinLGDtriaU5rnAwRwnBlQNOQ4ZId2ANxhGrlOBahgAAySBRyCswx/S4bKJUEQeHACR4xDQdOjMHGe6bSIkgUeDX4VDbh2/OiPja0kUIQs89vlCcCrmmFXVdagaAI4hoBoQeHMeYmifbvhxXwDvrv0R004rx86GAJoCYSgij9U7G7FhVxOmnzMAV85egTqvai3afO/r3RjcPQshzbDqvrJ0K/yqjpcnDmtzPPjRbaNxTIELALB6RwMuen65tS0635A4Bo3er+Jse9LxOpq9zUHc/vc1SUY6wBx3H6lcQ11dV7fUerG3OZg0B3BG/wI8cP5A/NgUgFMR4Q2autPNJkJH6ndlMKHcLQsQADQmzNmE9BAUQUmay7EBCAFoiSnPkgUwAM0HeD4JwL4Udb0GM+e8YsoNg8Gfoj90/7/X4aOYUIFj+ufjvvMGYVu9D35VhyLyES/RPFz32hf4rsYLwAzH+vp1I/Dwu+uS5oVmXFCBK176FHXeeANPVVkuKmNyckVpS1ffu7kag0qy2ryfO+t9uGv+2jb15LGLBqPnfr5n+5sHjX1XHIn9D5WD0dWamhrc8OfPEfI2gldcMEJe8IoLkiTipWtOREFBQYe3jyB+atDSkzSjeT+rJFr2l2AzZv8DjUfLwfzQpYqjGw2p4Fd13PzGakyuLsXkqlIzD5hdxC9PK4ff0GHjBDAGq2NQ6FYQMnRoOsBxgMBx0Aze6tDX+1Q4FdFMBMyZjdANBkXiUF2Wh+N75VjHsok8wsyAXRDgC5vh8166ZhgMxsAB4HmgrjkEl11ErlvGyL65GDuoCBt2NQPMQKLDohB56mPNuxxMZdjTHITHbrbfF2PsAgBNBxp9ITgVESWRzqw3rMMmS2CsVSZNNA/sjRj6XJGVK5LAQ2c6FElArktEn24OqIaRFI6Q58yVNSHNQP/iLMsIF9R1DOmZjR/3+TGoJAs6M3DLGeW4Z9zAOAPVlbNXYECRB43+IKrL8qyOHM/xUAQeDDqciojrX/sCvXId6N7NgVvnfYUZFwyCWxHhUkTMufZE61hzrj0RN7/yuXXvPTYJ3ZwyRJ7DOc8uSWngAlplaA8GIBg2MG5wMSZXlVoDo73NQQTDOhiOfj4CBQDjOcSueZIiE3EEQaQPpKsEkRmQrhIEkQ7sLw/1rAmVcXmD7LKAm8aU4dYzyxHWGRyyAA4cOI7hT0u+x6db9uHZCZUAtmLa3NW44ZS+uPXMcoAB3Zym4cqnanDbzIls3WAYUORBUNMBcOA5wG0ToeoGWoIaXIpkLpAMarDLIngO8CgieI5DKByGS7bFL4gUedgkGSHNQJ03ZC0cBWMwOMCn6ghpQDQwBs9x4DjAYGaeHpdNhCwKCIVDcMgShvfNRSCsgQGo7NUN9d4gQpqOnt3s8AZ1nDOoCJcN7YEGfwgPXVhhGbP+s3Y3vti2D79fuCnpmo8qy0sZ9SNK7NyFJyH8YKr5hxyHjDzX0cuxU+ix4dGLBuPu+ckLSx+9aDDl4zoMeA5JcwCNfhU8AwrcNoQ0AwKnQ+A5MJjzNUDsPwAYOsALSeWpVvFncWJrPyShAkv4h4GYidL4qZrEn+AA6Ck27lNDsMtKXDkPgOPjjyDxHCQA088ZgNvP7m8Zv0QOkDnzGYyW9cl1wjAMFHgUy8hV51XxzMKNePSiwWgOaua7xCYgoOrgOWBAsSfunVddlotJVaVxnmfR8lS6WlWWC7vYfnSdxoCK+84blNLQdv/5g9AUUNET7Ru59jsPup/th7s/QRBdAzJypRmJnbtE3PvJjxSNTb2rMYDpb34dt/JsVHkeHr6wAk0BFS5bjNGLg5V4MtGb5o6z+8GhiKguy8XSzfXWao+rh/fE9aOOwZ7mILIcErRIj4DjzI82g2kU8gY1uO2i2TnRzI+Lxy6hwK3Ap+rwqRq6OWQEwjoMxoExs0MuCECxx+zI10Y67RrHwPNAUcQA5Qtq8Ngl5LoU7GkMIqDqyHHK8NhE1LWE8GNTAD7mgRMM4Fo/zJoGMBnWOTRDx56WENw2EUUeG3yqjt0RuQrdSlwbCt0K/JqOvS0hc0WdwEPVDSAySDEYUOdT4VZEqy4zF+OhtiUEuyRgW60XZQVOOJw2wDAHQZoB8JFrqBtAMKzDJgrIcUrQdAZNZ9AjRrZubgUlOXaohgHdYLjhz1/gwsruVgzlv04ZjvW7m+Cyy3jw3+uwfMs+TK4uxbBeOejmkiEJPEJhA0/+v+Ow7Pt6yxPrlWWmW3ysZ1bUxd2v6nju483mar3zB+GYAhea/CqG9c45qCTOiTgkAX9dsQ0DSrLiBgm7moL4aMNezDh/ULv7EwRBEARBEARBJJK44NMwWJt5qP+3qQ51XhXHFLgsA8rmmhY0BzW8tmwrlsSMkU/vn4+7zh0AVTNQ2xzCnWMHRDyizPGbXRbAAZB4Hh67OV6MjWDilEUwg8EAIPAc/JEIINEFnHkuBYGwjnqvCpdNhEsWzEWdvhByneakeUswDEQ8UZgA5LsU1PvMKXybyCOsG+A4IC9ibKv3qXDIAmTB9Bpx2UU0+cORxZ02BDUD3pAGf0hHgUdBnzw7DAOQRRF+VYcscli/qxnH987GMx9txscJHicPX1iB+99ZF3d9q8py8eCFg3DerKVt3qPYvFp5LhmnlOfFjS2jY9BTyvMwa0LlUTNuxdIr14mnLzseDT4VzUENHpuIHKdMBq6DJFYfs9uY01J1Bo4DuKjViTMXTIcZS2m5ijN+MWuXpKpmHQ0MyQaxVIYyDqahK/kYycdO1QYA6CYrCCaUp2pbtNwm8vCpenT9N+ySgBf/twV/XrnDqlddlotHxw/GzWPKMf2c/pax2iUL+GJbA7IcEkKaAb8aWTSsGph+dn9MOjmIkGbAJgnIc8n4/cLv4hYqjyrPwwPnD8Sj/9kQ166o56rIJ5r24rFJIibMXoEnLjkupl2tC7DfuH5Eu/sDBzAPup/th7t/Z8IYQ22t+U7Nz8+35lQJgjh4yMiVZrhsIkaV56XsgFeV5VpJittyBXbJAvY2BzH9za/iOuMAsGRTHe57+xsM7ZOD3y/chFERV3+HJOCNldtR2SsnbiXN6p2NeOGTzZg+tj+mnV4e98FSwzokmCtLAmEdoWhiT2Y5ZgEwO+uGaQOCIgIujw1+TYduRA06DCHdPB8XMRJ5I+H9NM7s5GTZJRgxnlI+XQfHmwYqX2QAkO2UwRhDozeEvCwbCrNsOFnJhU8FnDYhrh/D85EVNzqwx2caq6JxgqOeYYDp6WX1rziutWPDAAYGSeARNgyrLOq55bGJ5io8Vbc6ZgCs5MQMgMsu45IXl6POq2JcRSHuHjsAWkyniuM4SAIHrz8MSZQgCRzu/OdafLatEQBwbkUh7ho7AEbEqy06aFIEHhozUNuiYp83hLMrinHrmf3gj6wiNO+JAV9Iw7rdTRjZNxfVZXlwKSLW/tCYZOC6//xBuHL2Cuv5u7aqFEKkkxNN4hwN6xH7HEZXB02uLm3TS7CqLBc76/2477yBuPftb+Lc5aOxtD37MeoSBEEQBEEQBEHEkios4csTh7W7T2JEFIHjMHfldgzt0w13nNPfym2zemcjJry0An+4shItoTCKsm1oCehwymJkvMdgMA5hw0BLQIeumBPWLo8NAU1HKBJqsCWgwaEIcEoCHB4F3pBmjXc5DnBGFlRqhrng0TDMsTPHtS4s9Yd1c7zKDHjsEuyigICuIxLxEHWR47ltojUm3esNwS6LyHcpCOkG9rSE4JAFOCQBDllASDPHki5FhE0SEAibsp3QOxu7GoK49YxjMfXUMtR6Q2aED4eMfb4QJlf1wY2jj4HOGMKagZrmEHbU+1HZK7vNiDGumFw9bY0to+EJowauA41W05EUemxk1DoMEvXxtWtPhE1KzgnlkHiIDNBjjCqMAQrHWXMlUTgAHB9jNIpslwGkzELFJ099tmVKYIiJBcTi/iR5lMUZrriEOgnEeYhFCBsMUiStBYs5Fg/gwsoSXHpST2sOzhfSwHNmGE2HLEYMWhq+9YZwUt9c1HtV7InkC4wuGh5QkhU3z+KQBdw7bgDuGNsfQVU3wzbaROzc58MZAwpx1fDecdF1BB7IcrQ/JyMLPPoVuVOGOqwqy4UsJN/rRFIZuaMcSA6+w92/M1F9Tbh17hcQJRGvTT2TwhYSxGFARq40YldjAPf/6xtMPLkPwFickSpqYNjV4MfM8YNT5mKaedFghAwdzS1akoErypLNdbjljHL8fuEmLImEZnj4gkG469wBmPHOuiRDw4wLKrBmZyM8dgluRYRf1eBXNWyu8WLcoEKzAx0TprDIoyCg69AMBsYixiEO0AyGkAbUh0JwKSJEkYszJokcB17gEdANuGwiWMQjyqWYgwXV0FEom15VzZFzaQaDIADds6KhGzRkuxQIHAedN1fT9fSIaNJ1CFzrhzVil4IkAoUeBWokF5c34sHltknIdykIG0bE4GSuroh2OngecCkSVN2AUxKgRWItx67K4TjzYx9dFeeMhJoABwzr0w0hTcfM8YPRPceGDbuasbPRj4KsSFzxSK9IZwx1Xh2SYEDJsePBCwejOWB25s0VTZHQFjbTCKgZhtWB7F/kxjkVRaj3qhAFDjZJgMEYeI4Dz/FwKiLGDCiEwHFmWAAOOL5XNv7+85GRY4owc5EyzBw/GJLAYfXORvztsx347aVDLDlLsu1xYT3cNgk2iceMd9aZ3mFLt+LZCZXggLjnNfo8v/H5Dtw1tj/uGTcQDLBc8TkADpHvlNV6BEEQBEEQBEFkJm2FJdwfsRFRFn9Xi2KPDVcO743Xlm3DS//bgsnVpTihVw5G9s3FuYOLoek6yvJdZthBu2iFr3fZREg8h0BIQ55bhqqZnlSm0YgHxwBNM8DAIPAcBJ6DV9XA85y5oDOkwSELcCsidMMcgwqRbUHNXKzosZl5thr8KuxyqwFLZywyNjcNaLmREPMhQ4cAs75NEmAXeQg8h6Bm7sdzHEKRNtlEAYpTRn0kh1c0jP+e5iByXDIYGHSDoVeOAwYD1v7YiHy3DX9ZsR1XDu+Nm99YjRN6ZeM3Z/fHlNc+x+OXHAcgPmLMqDIzt/O989fiwQsr4JQF1HlVeENhPDy+AmpETrdNigtP2FZOtccvOQ4lRyFHF3HwpNLHdbubcPagImyp9cXV1Q0GnUsOHwgkJqBoLU00KIWRbGRigGlhSnUQXkiomODJleD1xfj40H0MyZOqDIDfCIHn48MVRpsRi8RzEAB8trUeBR4zTKM3pGGnYWBAkQdeVYfA6RB5Ht2z7JAAFGXZYJMEy/jlVETUtgRxzSufWwuWR5Xl4oELBiV5Z1X2ykZpngsOUUD/mNznaljHpr3euLoczIXl+5uTaQyobUaGuraqFE0BFdhPuMIDNXIfqf07G9mVDUmi6XmCOFxIi9KE2I//8u/rMX/qyfihIRDnVRX1jKlp/hEPXDAIms5aY/YKHF5ctAnH9cxBWYG73XNpRmtvYcmmOgR0A7VNIUw7vSzOW8sX0rC7MQCPXcbrK7bhqhF9sLc5iEKPDT27OfBjUwAl2Q7wvBkiIagZlpFIEs1wgNHQgtFVadGQCXtbQvE5uQA0BUOQxNb8U9G6ftVcodYYiuwT8e4ReQ5hPeIxhUic8Ui5qgNORURLmEOOxCMEDiHOdGNmAPa0mMY2QYxfMRNF5DlogBU+IhrDXDfMsIG+qLcZY2ZyYKRescPFhDFsDmpwygIEiQPHcchxSBAFHkN7d4PODKiR/FUCx8Em8giGDbhsAtw2CTpj4MBQnGWDLPBY9F0temTbUZJth2YYyHGYhi6PTcJfpgyHTeQhMKDBH4bbG0JJlt00uEUMWB67qfrBsIF9/jD8qoFCjwKBj+RQ4zk0BVRMm7vaSlQ6qjwPT6boIGQ5klfP/fbSIZbhy2OX8PRlx8Mb1NAUCMMhC9aA7pGLBiPLIcMVWZGnimbesKMZa50gCIIgCIIgiK5BnVdNaeBavbOxzQgT0ZX+0TH5pJP7QGcMN7+xGrMmVOIXpx0D3WDIdSqQRA5NfhWSIEAzgD/+bzN+fsox4HkO+S4F/rCOel8IWQ4JIschyMwFkxzMhZ1+3cyVk+9WENIM7GkOwaGYhqewYcDjEGEXzAWY3pAGlyJCEmEtyjQYg8HM8aoiAk5ZgE/V0RgwFxy6ZAGKi4cvrKPOq8JtF+GUzMgmDkVEcyAMnuPgkgXYRB6ACG/EKGaXBIg8B91gsMsiWoKm54gi8MiyywioOtw2ER4bj3p/CFl2CccWucGDw93nDsCWOh9mXzMMPXPseOL9b1HnVePyaoU0A1l2CcGwjpsiEUSC2tc4d3Ax7vrn2rj7kWi4ai+n2p2RnGo0fkw/Uuljv0IPLv+jGd6uwKNY80/9C1wQGaBFouF47Obczb5ACB67kuLoXPI8DgA1VUN4oQ3jl9bq5cW1lrefhWr/OIDWcIUJ7UuFlUs9Mr/nlpNbYADWnI/BAJ7TIfA8su1m2o/nrjwBwbAOReSx9scmNPhCODOFd1YwrKMxoKJXxPDU5Ffx4Lvr0b/Yg4IYj8Ufm4J46N31uHfcQOzzq216TroUCRNmr4zT89g5zH9Pqz6ga5ZqAfXBzAsd7v4EQWQ+ZORKE2I//n5VR4MvnNLdN+oZ89A76+PybUVDy43/wzL84+cj2z2XI+GD2ewP48bXV2FydSkqe2ZbRqQttT7MfM9c+XHDKX1R5FGQ65LBcRwCqo6siKGEMZjhCuwSij02BHTT6KTrwG5f0MplFTJ0KzeXwZjVlpBhen6pOuCwRVy+I8GNY73ECtwKQroORTCNYP6wDoOZBienIsKliADXGsahwK2YnZPIiptY7yoWOb/Ac9AioR+AVmOWTzVDIjqk1sEEiwwmeB7WbyEmjCFgdsYckgBfWLeuiUMS0BzUTE8qnsPupkCc8aiqLBdPXDQY4YhHmB7565AEBMMaalqC+LEhgGPyXXBIIoqy7RhR2g27moLYuLcFDkkwjWAch2BYh6obZpxrmUdpvhMuRUJNSyiSv0xG2DDgDYSR61Sg6bpp0DMMvLt2N+Z9tgO3nXkshvTMgk0SMOfaE9HgD0PiOfTNdx1wmIZUhq9CTxuV26hPEARBEARBEARxMDTHhB2MJTqO5jkuyRMoutL/+xovlmyqw4STemH97mZU9srGTW+sxrMTKjFn2VbLQOaQBcyZdCJmL9mC/sUe7G0OIdelANDhDZpjU4XnrVw7hmIajMABLkmAT9MRCpuRQCLBPswFnAbQ6AtDtwE2iYdLNnM8GzrgN3RIgjnGZQxoDmnwqwDP63DJppHM9LgKwW0X4VFE6NFxeSRFAIss3gRnLuYM6wb2+cIo9NgQNgzUeU2Ps9qWIL7Z1YTKnjloDmpoCWr4ckcDXlm6FYA5N3DmgELsbQnCY5Mgixy+r/XBFQmN+H2tD7ef3Q+NwTCWxeT1jnp2xIbIX7KpDpNO7hN3r1IZrtoyXkbr13lVGk+mIY2BZJNTSDOftcT5rqW/ORVqJMuVLPAIhHX4Qzq6ucQ2DFSt+bR4DlBEHo2aDmZ5ZHGRv9E9UixL5pOPDbThOdaGoUxDNKceZ+kzeCW+UuSY1tsp5kDBFB5iHAA9oS4HwMd0+EIamgMa/GEdPlVHsUfB0//9Dgu/rbH2H1WWhyE9srG3JRRnuNrVFMTM9zbgX7+sssrqvCoWbqjBwg2t+8dyxUm9rHuVygCd55IxrHdOXFSoKAcbKvBw54VoXokgftqQkStNSOyMO5TUa0f8qo6b31iNf02rwo56P5yKCKci4MN1e7G1zge/qkOR+HbzICXitktWUlcA+N9vTsWD/15nxu+98gQ4ZQEumxmTm9OMyAoSBpdgJsxlzOxAMGZ6iRkGUB80QzVE82btbg7CY5eg8IAoAkUeG3yqjr2RcghmiIiwZnpsReNzc1yr4YmDuXIl6tkV9abKjXh8RQcUIc1MAsYB8IZVdJNkc18DqPWHImEVbQgZZrfBiHFdjxqvXLKAgKYneZxFByLFHpsV77glkoA2Gsoh6s1WHIm7HvUac9tE1DWHkOWU8OyESjT6w9YKl8mvfYHfXjYEksDHrCBiaPBrlkGQ41rjIQfDOgJhHa+v3B53n6P5sG6Ztxr/d+nxkKXW1U0MiHiEAdvq/Sh029DNKWP97mb0L3bjhF7ZOHtQIdb+0IRLX1xhDTyiAz+KQ04QBEEQBEEQRDrjsaXOHxMdR79/8yhoBku50j86JldE3jKKAVvjvJEAcyy7z6finnMHIKQbaAmYHk+SwKO7R4EOwBfW0eI1PaQckgCnLEDVDXjDujnc48whaDREIQAzVL/HXDAZChsIonVBJw+ARfJx+VQN/pBueWlpjMEfMQhEy/yajqDGIIkAx3Nw8gJ0gyGgMsgCD80wIAo88twKmoNhuGwi8l2yudhSFlFdlo8su4gf9gXw8tItcWPOVdv2YUiPbHz9QxNO7NMN/rC5cPLTLfV4ZelWzJpQidqWECp75WD62P4IRLzSop4d0XFmlJCWGMQt2XDVlvEySst+thOdg0NOnnJUxNTBBzkAKmMIhXUAHPwhHQ5FgAd8Up4t05DUOmdmGOZz5Iks6G5WdWthc2Q2JWUYxLifkX8IiDFGJdU0J2uiRrWgrkPkePAcBwYWl9e9rSMktsHGC0leX3HeZJG6msHg4AV8WdMYMaqbXqJrf2zCr8/uh9+M7Yfva33W9f3Lim34+NvapDZUleVC5Dms3tEAj12KhBNsm1j9TGWAzvRQgQRBdB3IyJUmpOqMt2WoquyVjYCqY8prX+D5q07APh/w3MebrWS6P+wLYNppZQCSY+JOO60cizbWxJVpuoHqslwrZ9Kv/7EGT/6/43Hv22vx3Meb4ZAFTK4uxaiyXGQ7ZHARDyafwcGe0D9RdTOPVaHbzM3lD5sd2Cy76VK9t8VcWRY1KjGYhiuJ52AwINrfZcz8mHI8kOs0O9t7mk3jl0s2O/4spmMQ+29F5K0kum6l9REXRdM45VXNmOJumwSbDAh8vCdabG6uqByNvjCyHGauqFgPtWiYh9hQjfkuBaphrsyrbw5h6z4/hvfthsfe+xYLv62FQxbw7IRKzF25PS5P1ZMffIvJ1aUQOR6baxpQGInJnKoTqEgC5q7cjspeOZhcVYqwztAnzwFZMGX/w5UnIMshwRnxRLNWCHIcVMZwYp9u6JFruqefNbAQ9T4Vthwzb9ew3t3wz1+cDL+qI8tOLt4EQRAEQRAEQWQGeS4Zp5TnxU22RhnWOwfZDilpbNMUCZ0eHXet3tmIyl7ZlnFrSnVfOGTTSPT5tn3gOQ5/WroFq3c0Ytrpx+CsgcUI6wbqvOaCSrcswCkJYAzwBjXwHAeRBxyigJaYHNPOSFSTXFFGSDNQE1lgaRN5hJkBiefB8yKYERk3G4Bf1xFQdbhspgeKL2I0E3gOuS4ZTQEVNoGHzJt5mL1BDTwPOEUBAd2AZphjdlngsS+SdysaAaVZ1a0c0DaRx1MfbsSijbVxBr4Cj4KPNtTgl3O/RGWvbFR0z4ozXFWV5WL1zkacPagQz328GZU9s5HvVnD5SyvavGdtGT1iDVdtGS+juPeznegcOCTPa7UVOvTpBd/i1jP6ozFg6oFmmAt0wzyX0tvK9HWKeHLx5nMUNnQIUeMXF/uHJRa0cUzzqIkTpaZnlQFfGJHwnmYNhyCAR3xoQg6AavgB3hF3ojjjV1snjyFq5Iqm19ANBoPjrChEVnsNBocsoL7Zj6mvf2m2Sxbw8sRhCOsszgMy6k35XY0XP//LKgDAG9cPb7cdifqZynOSQgUSBJEOkJErTUjsjC/aWHNAhqrYD060s/DrN7/C3OtH4LzBxXExcWsi8Xf/uHgLADMZ5dTTyvHL17/EnyaeiIffXYelm+vx2bZG3PHmGjx96fFxcYFdsoBXl23FfzfU4A9XnYAcvvVjzsDAR0L1+TXTbTrqbeW2mYl4bSLgkk1vp2gnOOqlZQBmvqZIJ9sfWe3lVEyDmCCY1yjWmFTkMcM31PvMWOOFbgVe1QwTGBsiMdqh0XXAp7WeF4jk3Ip4Zvk107iV5TCNXT611ZOryGODP8ZLy8xBpuPHpiBEDrhmjpnk0yELuG/cAFT0yMKWWh9kwQxTsc+roqJHNiZE4iGLHIdrq0ox9bQyaAaDIvAozjLP4Q2EMaJvLlTNwJ7mIIqybFi9sxEz39uAf0+rRpZDhsxzuH5UXzy3aLPlgZfnkvHclZXIsstmR4gx6NHVS5F+kDek4ZWlW3Dbmf2swVxzJG9WgVuhTghBEARBEARBEBlLW14Fo8rz8NCFFUn1dzUGrFxP004vw6iy3DgvruhYKzrOGzOgALubgrj/vIEIhg2ougHdMMfbvsjEtc4AOwcg4lUSnfRlgOVp0hIMg48YvryqbtWxiTxEDhB4M7JIdGa8JZLf2amIZnj9oIZuThmqbqAlkndZ4jnYZQF1kXzYAsfBbRdhEwTUekOwKyLyXQoa/Cogi8h1KgjrBnwx+b8K3ApagmFs2NWE28/qh+tG9YVmMLgUEYrAI2QYGNE3F2cOLMTXO5uSDFzXVpXijZXbUdkz2zJ4nTWwsN1IM6t3Nqa8l7GGq/aMlwcbEm1/JI6TU+UhIg4MjgOujRhIo/f/laVb8fLEYeDBxaXgqPVqsHNA9yw7vKoOgdfBcVxKzyrT6KNZ3lxGZJF0tixAT1EXhhofQhCtRifL3hT5h9TG+QRDg0NSYERSavAcB0UWkOyHCPC8Hd5wTPhSkY+3a7XlTRZjEDMA1LWE0BLS4A1paPSrqO7dLSl/17EFLnAGw/Wvr7GOd0KvbHTPtuOhCwZiS50/KU/WrAmVVl2/qscteo+lLf1M5TlJoQIJguhsyMh1lNnbHESDT0VzUIPHLiLHIaPQY0vqjP9x8RYc1z07yVC1N8ZQVR3zwamK6YzPWbYVV85uTeTpD+nw2CWUZNtQ06zit5cOgSLyqPeG0D3bht65Dlz1pxV48v8dh7vHDURLZPWWV9VQ06wipJn76wbDz0b2wf87sRdagmHsE3k4eECK8ZCKGoFckVVpLohW3iwGETzX2uXgONNLSzUM8AAKXTa0RA1gHEzjGMyVZgYDmkNmZz3fpSCkG9gbCQNY4Fas0IJuu2iFQox6axlyZO0OM408blvrPjLPJxjObHFhCqN5vgBzdVDUI63Oq8IhCwioGtbvbrY6CYUeG/yqBpHjwIFDgUdBvTcEb0jH59v24fcLN1nyRwcB81buwL3nD8SD/16Hj2LcyavLcvHw+MHYtc9vDa6inQkeQEmWLen52Frrw8nH2LFxTzOcigvf1/oAmAbQV5ZuxQm9sjHjggqIPIdpb6xOikefGF+ZIAiCIAiCIAgikyjJtuOpS4egwa/ix4YAAHM8dO6zSzCsd4415mnyq5aBCzAn39+eWoUH312XMkShwYDfLdiIj2Oic7yxcjuO65mNMf0L4VQkeIOa6Wkh8xB4HhwHZDskKAnGrHyXAh7moku/qqHQrZi5rzUd4HkEw6117RIPj6xANcxYaIyZYeiDmgGnLEAQAIUXEDYYdKM1xL4i8Gjwq2AMsCsi+JhZdgbTKMDAIAsC8pwyDADf1/lglwQMKM6CxHN47uNN+HTLPit/N2B6c23c3Yyqsly8PHEYGmLC8L+xcjumnzMAv1uwEddWlWLuyu2QBHOBJwfETaRHF91Oee3zpHuYaLg6WiHRYo2eseegcfKhke2Q8eQH31oRaEKaAYcsoNhjw/lDijGpqo81l9HoV+MNRhHLTyojEgAIvJJkjGr17UokeeozyZkqcr5wbG0WUzfBSNYWDIAIDk5JiDOIybKQZFCz2h31zooJTSjwHPLcCmSRh9suoSzfBR8zUNNszlXpDNAMA7VeDYUuBX+ZMtwyfCkiD54BV73yOXZG3oFREg1XAsdhUlUpGJIX2Edz6CVCnpMEQaQjZOQ6iuyo9+Gu+WuTcig9etFg9Mp1Wi6+u5uDaAlo8IU0nFSai0DYzF0FtCaKHNorB/edPxCPv78BK7bsazNeOA8Oqq7DKcoAL6DAw6ElYH4kj8l34p75X2Pa6eXw2GU0B8LgOSDfrUAzdNhFEfBwaAmGzZUrPIcGfxCSaBqD7IaOIICwBuwLtuahskXK7QCMSGhBl2IarFqC5gqxaEjBOq+Zu4sHrPxeLQnhGxQ+Ep4QZuxjkecQ1CL5syLXMeqpxJjZQeA4QBI42CQegViXddZahzGgzmcm1813KdBgJuNlDFZ7o95kmsHAmAGeFxAOm4MBuywg323DEIFHlkMyc5NxDD80+HFi7254feV2rNregMnVpShw2zB9bH9IAo+mQBhuRYQocNjdGMSE4b3w/KJNuOWMY3H72f2tjommG3hm4Ub06Oa0npdoZ8Jpl9DsD+P4XtkAOOualeY68UODH26bhEZfGMVZNnAcB7dNwthBRfCGNDhEHve9sy4pcW+q+MoEQRAEQRAEQRCZxK7GABZ/V4t3v96V5D0UO+ap86pxYyK/quP9dbtx3uASa0IeMMeg63Y1ocBtw02nl+O2M/vBGzLzMt9/3iD4IwapLIeEAo8CX0hDrS9shR5UDQPBSBh/LhLJROTNHEFMj4QhDOtwyqK1CNMbWRQbDT9fExnvuWQBADOPAyAQiUyicwxhQ4dLFiHwHLxBDbCZ49yApqPJb+YHE3kzD5jBGByyCJ+qIazrAMehJaChOMsGuyRA5jms3dWEO88dAE1n8Ea8xXgOMAyG0nwXdtb74XZI8Ngk+FQN4wYX44IhJdjbGMQxBW7MXbkdVw7vjZvfWI2Tj8nFE5ccB19Ix84GPwBg7Y9NCIZ1VPbKjrtPbRmujnRItESjZ6pnhsbJB0ehx4YHzh+Eu+evtRbuAsC5FYW485wBaA6a814uRYRd4uOiCgKRHO1I9qziAMAIAvz+84ZH83clGrXMKaQYsxiXuA1xnlVBQwfHx5vQDKQ2qtUFQ3Dako1iYcZgMAYOrXnngajBuTU0YVDTIUoiAMMK9Tnt9DJsqWnBJUN7mhGPYEYoYoyhKRQGON7a3xfS0KBp6JPriDNypTJc+cM6fv2Pr6x5xJBmoMCt4Lu9LSlz6HW05yRBEERHQUauo8Te5mCSgQswVzLdPX8tnr7seBR6bPCGNDz87nrcfHo5Jr36OZ6/6gT8+h9f4a0bT8aupgAGFnswa0Ileuc6cMVLK3DFSb1w1fDe0AyGBy8YhEZ/GLVeMy3n2h+bwHMcXl+5HdeM6ANZ4uC2iZahpNar4u5xg8CYacBRRB61TSEoMo8su2TlwPLYJCDyAbbLEjQDqGkJobcz8mHlEQnf1+oR5ZQBHzMNXZJgGsK4BO+s2DxaBszjc5wZb5sBVk4tOfL95GC6oWsGgyC0njPqsVUQCU8YNYKFdYaQZsAltYZ0bDWLmefKc8pxxjYNGhq8KnY3BzGwJAtNgbC5Go+ZAwnGGLpn2/H5tn3QDIbB3bMhCmbXRDcY9nnDGFSShZ65Ttxz7gCEDXOljc4Y/rt+L15ZuhWVvbJxbVUpsmwiJr36ubUK8IkPvm135UxsZyLLISOk6ggzwRx8MViGvW4uBY3+MDw2EVl2CapmICRwsEsCeubYUe9TsXBDa162WFLFVyYIgiAIgiAIgsgEooaKSSf3SRkeDzDHPLubg/CHtKRtf1y8Be/eVI37/vWNtX80v83zn3wfZwAZVZ6HqaeWWZ5IN5zSF2cOLIQvpMFjl8xQ/mEz5CADEFA15LtkMAY0hzQEVN0Mu+9RrFD5HrsIZySkYXMgDMY4OGQBYU2DLPDwhXX4QuYiUsBc+KkIQmR8bXqC8RxQ7FZgwJzAbg6YBi67JEDiOZgR/DnUtITgjuT2MmCGBAxFwh+GwhrKC934oSEAv6rDJgloDobhUgRkOWSIAgedMyOc5LlkhFQD/9u0G5U9s6HqBk49Nh9nDSzE7qYgZk2oRFm+CzzHoc4bwpTXvrCuYTT/d3RyvW+eE8VZtjbHo0cyJFqi0TMWGicfOr1ynXj6suOtiEZum4hdjQFc/MJyK0LO5OpSnH9cMepDIbgTjEM82khhxStJ5TyQFK4wSkKEQHAAggasfPGxWIarmJ1siM+9FT1f4nEBQJJFK8de7HyaxHGmYQrmouuo8UyJ5HlP5IY/f2n9e/2uJkwfOwAz31tvPafRd9Pv/7MxLvTjqPI8TK4qxdA+3TApols9u9nx4bq9SYYrReThV/U4I2R0jupADdAEQRDpABm5jhINPrXNTvbSzfXY51PhDWlQNQPLNtfj3nEDAbR+cDRmxHUGX544DP2L3HEfommnl2H1joa48zhkAX+/YSQEAeDAtebJsosocps5rWReQFAzENbDyPMocMkCbIzB4TFzXDXHxBDnoy5XMfC8uRINMM8BtK4o0wyGsA4rxre1EiZilMlzyRB5Dt5I55/jAVngEdIMcDA/+tHwhQVuBUFdh8BzUDVANYy4c3IAdB3Y6zM7E+6YuOEyn7y+JrqCLhTTC+I5DjkuGcXZdgQ1DUVZZliKBr8KTWcoy3fBH9bw1IfftXmv/3NztSkjgMv/uMIK7RA1UEbjIL/1i5OBiHypkhp/uqXe6oCk6kwUZNuh+FXsaQ6iJaShJaRZYQmH9c7BE5cch+IUIRW21PnabDuQOr7yT4UwAClx+VgUBoQPIEEsQRBHHtJVgsgMSFcJgjiSpMqdFDVUTDipV7v7bq3zoVeOI6ncr5rhA8fFhIUvcCvYUuvFddWluP3MfghqOtyKCIE3Fzr+48aREc8r09PKLvEIaQy1LSHkOGVz4p0BhiSg1qvCYzMNWR5FhDdi3HIpIrLsIiSehz+sR3Jbm9FNGGNw22QztGFIh8tmer0wAMGwgX0+c8Fm1KjWFNDAbOZcAscBhR7Tm2ufL4Q8pwKbJMCn6jAYg8EAu8ibBrFIbi5R4GCXJTz6nw34OCacflVZLm46vRyhsI4L/7DcKn/+qhOwfnczVu9oiJufiHJKeR6eunQIfv33rzBhePx9SZxcf3vqyZ02gd68n3HwT3mcfLgUemwo9JheV9vrfJizbCvqvCqA1mdgfGUJmBEz2RTpI2gGQ1yszSiGARYzz8NxgMpYktHJzMmlW/m7Yst94TCcSoq5oqR/AOD5pN5MdM6q9UQmWVChuM3cYs2RSD0Mqb2+bLyAfZHIRa3H5eANh/HghRUIhnUrHOgzCzfi/vMHYkd9a56tz7btw/lDinHPeQOwpdYHReTRJ9eJ859bGmfMis4XJnpmrd7ZmJSTKzpHde+4Abhv3EAEw3qHe04S+4cxhtpa8x2cn58PjqOOM0G0Bxm5jhL76zA1B8K4/KUV+NsNIwAALlmwcm5VleWipjkU9+GZ/tbXeP26EXj43XVWmZXAk+OslR1+Vcfzn2zCHWP749Pv61HgsSGkGQiFdfTq5oBhALW+ENx2M9Tgg//+Br86qz8CIgebENNhAKDqDE0B05gicrBiEmsasCcYzYdlGsaaInm9EkMLKgIPDgYE3gy7UOsNwW2TkC0L0ACzzG+WFUY8szTNNIpFV8L4dR0cD2zY3YyKHln4sdGP/sUe7GwIwG03wzPsbQpiV1MAvbs50CPHbnqY2SXLWFcbWTEUVMNQJB5f7mjAMx9tsrysumfZcM6zy5Lu09tTT0aOQ243ca5TFq17eEKv7JQd/eqyXLhkwUqeG9u5d8gC7jtvIC4cUoIz+he025mIrmQr8thQ51WR65Rx0fHd2+18ePYTP/mnHF9ZAhAEB6+qgUWMwgyAV9XAySIOLAo3QRBHGtJVgsgMSFcJgjhStJU76eYx5QBMA0975LsUfPVDI0aV5WJJwrjuo29rcFKfbnhu0WYs21xveTX8+dNtmDC8N+Ys24rVOxoxuboUJ/TKgU3kkeOUEdJ07G0KYs0P5qTxphofCj02OGQBNlGALALdnBIknoduMHjDmhlaXhGtMPkGM8BHcleHDQOawRCI5K1220TkuWVwDAiEzZCGDkVArlMGA1DvDSHbIQM2ES1BDSxi+Arp5qR2kduGOcu2YmR5vrWYsrosF/efPwhXzl6B43pk4dYzjoU/pIODjl+f1Q9TTy1DrTcEWeBR0xxErkvGj/vic/woIm/lBweQ0vOjJRjGks11mFTVp9370pljURonHzliDdLZdgkzLhiEGe+sizOszF78PaaeWo6lm+useSvGgOysmJCEsamrEkIQMgbInNnXSPS4CkADl8LElCtJrXVjrEzJPp5AKMGoBpheY5qhwxExRvsi3qEBXobEmWk0YhsZNeFFvbi8qgZeFvHNj03IdsgIaQYCYR19cp14+N1vk3K2P3LRYPx+wUbMX7M7rnzGBRVQNQ1TXzc9vxbedkqSF1ZURxNz4327qxn3nTcID727Lq5+Za9sFHhskEUe/Ys9Ka4I0ZFEDVqxxqza2lpMfH4BAOC1qWeioKCgM5tIEGkPGbmOEvvrELnt5nZP5K8AYOb4Cjz87npcW1WKN1ftxH3nDbKMWnVeFVf9aQWeu7IS94wbiJaAGfO7zhvCddWluOuc/vCrelwc8BF9cxHSDKsD7VN1cBxQnGUDb+hoUXXcfvYA+EIaFEmM7zAAkAUOPMdQ4LaZscBjVsMkr5cxV9IkIvIcQoYpnyAAEs/BJvJoCutWvq6syCoXf8QbzBnJ62VE4hs6ZAFBXcfg7tnYFQmfUNMUQq03iBxnFmqazU53NH/Z2QML8Ksz+5nHi2mbwHNwiALCuo6BJa1eVnNXbrc86VLdx2yHhJtONwdPieEFbzq9HNkO8x7aJAEzx1fg3re/ietEVJflYub4wbBJQsrkucN65+DUY/NTemG1xcGEbchzyZZxLRGKr2yGIYBsrqqM9kldNBFHEGkH6SpBZAakqwRBdDTt5U66cfQxAGAtFm1rYaIs8pj53ga8PbUKDyZM7n61sxEXHFeC82K8uUSOw89HH4Msu4TpY/uD44BGfxhOWbTGfwZjcCoizh5UBLvEo9Bti4QX1JBlFxHSDdR7VSu3ll0yI6qAM/Nk+UIaHLIAuywiZOhgzMzVE4gYuCSexz6vCmfEEyyotk7Fcxxgl0XU+8zFnPluBUEtEgLRZub2Cho6JlWVwhfW8eq1J8Jtk+CQBTT4QvjLlOHm+J8D7LIAwzDwY2MQAAfGzLHtiGNy8czC7+JyRldFFubGRieZXFUKj01CN6dsLb78fNu+/d6Xzh6L0jj5yJBokF50+2g0+EKYdnoZpp/TH96gDpdNADMAhQNOLsuDX9WtXOUCYoxO+3FkSRU6kANgg5Bk+Irm6oovaDvkocILCCWUCQB4XkBLJIyoQxFgE3k4eA5hAMHo6p52ms8DGNw9CxqDJbPIAfeOG4hfn21YZYrIQwbwsxG9MXlUX+u6+UIaJJ7DtX9pDW34w74App1WBqB1zsqv6pi7cjvuOXcgdMawY5/fWgzw+4UbUdkrx3rfRT3H/vbZDvz20iEpWk10NKqvCb946SO8eU9+nDFLcWV3XqMIIsMgI9dRwibySS7AUarLcq1wf1EPLp0xCADuGNsfDMAtY44FOIaHL6xAUDOsRKsuWYBP0yOdWgEFkbxeHGfm3xIF07AUVIGmoAqPXUShW7EMVF5Vt/JouWQBnKHDl/jljiHHLsGvAXv3k5OryGNDUI+EXogkvA3pBvxhHQYDGkOmV1aBy5ziCGrmygXADFeoGgZknrdCEgqCGUowmpzT0IHGoIpuThn5bgXggHyPAo43wxrW+1RU9szG/Kknwy4JePz9Dbh0WC/sbgqgMLIqqDkQRk1zEEVZdvxy7pfwqzqqynIx7bRyGCm6R9GObZZDRu9uDpx3XElcJ6CmJYQ+3RyWsSnfY4Na78M94waAgbM6JxwYJM7cDuCIJs9NRZZDTmlco/jKBEEQBEEQBEGkO+3lTlq+pR6jyvPa9CwaVZaLiVWl2N0UhF/VsbXeFze52yPHjv+u34trXvkMf7jqBGuBqF0S4FJE1HmDyHUpUDUDssBD4DkoPAcd0fEqgy2SX8cX0tDNIYOzieb4VuDhVER4gxo4DnBIAjjOzKkV9VphMEMgOgQBXsMMH+i2mWH4g5o5SuW5yCJUSYA/pIPnzIWjNpEHz4nQGVAbiYLitrVO+egG4NP0yDHM+QeDMeQ6FfjCOloiubtknoddElGcZUdzIIxCj4K9zUE89cG3uHhoTytndPRaRn9Ho5NUleVi5oUVKM13WeeO5hlr876kwViUxskHR6pwoYnXKJVBWuA5GAzYUuuz5mb8Kg9N01HsyGpNkbW/yGyGBsbHT2mKMEMlx8IANOga7Al1WeT/XMKJQgYz84Alnt/Qkzy5oim9GDPns3iOg8Rz8bm6Yo7DxfyNLvoRAUgCD0M3zHxdjEEzGCSeizPMCTwH3WBQJBE8z4HndIg8jyy7hJ+9vBI7G1o9LH/95lf4289HxBnqFdH0xhRFDle/tNIKFxn1VH1t+ba4KET03HccsWEH20N2ksccQRwOZOQ6SqiGgd9dOAhBnrfi8mY7JThE09DU6FfxwS2jAAC/u3Agghxn1cuym7G4bYaOfXprHip75O4xAzAYoGoG3LKAPFlAnaqj0W/uK8uAIgKuSCjBXU1BeOwSnDIgCkCxxwa/1mrsKnQr0IzU6Tp5mEm5DMbQAjMMjWEAtf4QPJGQhz5VR03EuFXgVuAP66j3qXApIuyygIBmxhFnDNgViT/ulgVzNVok55ahwQpbqBkMhgEUuhUEo+2KGLt43vwHM5hZxjjUeVWUZNtQ5LFBDYQRZMBNY8oBjkNxls10Cw9p5oo2RUBQNfDbS4dYH/3u2TY8vyg+xGBip7s4245zK4rijFPDeuckdQC65zohNgfR4FPBcWZnJ8epWPGogSObPLctSrLtR924lomkWgmWiZAc6UNXkAFIPznSrT2HCsmRPnQFGYD0kyPd2nOodAU5uoIMAMnxU6W9VACvLN2Kf99UjQffWRfnWQQABR4FH22owc1vrMasiKFF5Lm4id2XJw6zfl/xkplfeVivHLhtIsKGgWyHjLDO4Avp8NhNT6h9/iByHDbYJB6AhDqvCqciINchg+c56GEGv6rDpYiQeA6FbgUBXYduMBgGhxp/CB6bhCKPAo0xaIYBAwIYAwyDgTGznQJvTqYbkXIhsgiUj+Sa9oUj+X8iY3q/pqPJH4bHJpmT8Rwgijw0ZqDQrcCraqjzqnArIjgO8NjNMXpQ06EagE0UALuElmAYBW4bbjy1DA2+MGZNqET3bDsAhic/3BiX4ye6aFQzWFKIuqgHV+x9CWkGsuwSeubYDyqSyZGCxskHRlvhQh+/5DiUxNzHVAbpQFhHvlsBAyJGX9NT0a/GBwlkLNnOFV+mgYtMaUbWS4Nvo26O0BqWMO4YMSEIo8eQIwvQmdZaxiUcPPYY0WIW+9cIWek9WMwLXkyoa5XHpPngOc7U94S6AdXMzfXE+99iyWbzmjpkAS9PHIY+uc44I1e/Ijd+3BfEycfkojmkwRvU4bGb818TXlphGbgA0zgd9djyBjV67o8AtbW1+Pkf3kVWz/6d3RSC6NKQkeso0Y0HfByPe+avxbLN9chzyXj9uhG4M/I7yue3nwQf57DqRYmGuOsm+HHi05/hjP55uPe8iqT9o/We/nADFn5bF1f2fyli9z48vgL/t2AjbjmjH7p7BGiGDs1gUA1AjcTujq5s4QAEWauRTWemkStK9OMtioARZJbXldkRZ9aqNMDMzRXSjbiYykFNh24Ae/2m4SvqDSbynBW7WNOA3cEgshySlf8r2pG3SzwYA07olW19jGsDYTMcTiRMTjTpZ1Ek31dJlh0+Vbc+5KV5TuiGgZ65Drw8cRhCmoFsu4RjClxxhingwI1TsUlW04nOMK5lAn4Ad6fQq0cuGozk1NTpC8mRPnQFGYD0kyPd2nOokBzpQ1eQAUg/OdKtPYdKV5CjK8gAkBxE+7mT/JHQqLGGCqci4ovtDbgpkocKaA2blxg+L/Z3Yt7kVycNg8BzCBuA2yYAEYOQ267gx6Ygnvt4k5XfKzr5/PyizXE5v0aV5+Hm049BlkPBvf/6xjqvQxYwZ9KJ+Ntn23HTGcfirhTPxn3nDcJtf1+DBy4YhDnLtiZtnxTxqorm2kr8/fD4Cjy78Dv84rRyPP7+t7hkWA9Mm7vaimhybVUp5n22A/ecOwBhw0BIN2ATeQgOCboB+IM6sh0SeI7Di4s3Y+pp5ThjQCGuGt47zlMkGNahM4Zpb6y2DBy/OrMcN8WET4te16hRbOXWfciyS2kxPs3UcfKBeFZ11HnaChd651tfY9aESuu8qQzSBjOgGwL+8HG8blxxYg/84tSyuPfizPP7obpfMe55O8W7cvxgPP7+Brz/zV4AwLiKAvxm7MCUdWeOH4yH/r0OH+8nx5VDFvDKxBPxh0Wb4toWPcbD765LypM1c3wFbvjzF5aRaUz/fNx/3iDcM39tyrQVD/xrLT7b1hjXhhcWbcK8L35sbcOkE/GHj+PbMKosFzMvGoxLhnbHpKo+ls79sM+PmRdVoCWoWSEIV+9sxKufbsWtZxyLC55bZh332QmV6FfkRl1C3ryHLqyIzFsl3S6ig5Acrv1XaoNYT7DYnF0EQcTTfjZWosMI8ULcx/aJS45LSuwIAEHekfRRBszEkPe+vRZB3hzyPHB+Rbv1Hji/Iqns2uq+SXXve/sbXFvdF/e+vRYGgKABhHQDhgG0BM2VNB67mdfLF9axz2d2Ugo9ClzRmMWRcIUAsLs5iLBmeodFfwPm72ikBMMA6nwqGAPcdhE8D2gGs8I25DllcJyZkyscZtjTHIKqAT5Vt85lGMCelhA4Duid68SAYg/65LlQmu+K68jJdqlNL/csXkBIN6AZBiIOcqhpCeHSP67AUx9+hymvfYF5n+1AaZ4zLY1URMejAri7Db26Z/5aqKl3SztCaF+OdiKSphVdQY6uIAOQfnKQrqYXXUGOriADkH5ykK6mD11BBoDkIEyiuZNScUp5HnIjk/vHFLhwfK8clBe6MfrYfAzrnWPVe2XpVtx0ejm+3d2Ma6tKUVWWa5VfW1WK6sjvKEN75SDXrcBlE5FlE8GBhzekQeJ5fPp9PWYlTEhPri7FcwkGLgBYsqkOOgMe/Hf8XMDk6lLM+ngTJlX3xb1vf5Py2Xj43XX4w1UnJBm4otvnLNuKydWlbf6Ojv0f+vc6XDy0B+Ysbd2+LFK/f7EH97+zDiLPoyWoIaQbkHgeAVUzo8tIPEQBGN43D1fOXoFdTeZ4XxF5FHgU7G0J4S8rtkHVjDgjyB8Xb0GuS8G4wcWm8e+qE/DyxGEYN7gYwbCOB95ZF+ddQhwcuxoDmPbGaoz5v8W46PnlGPP0Ytz0xmrsagzsf+eDpL1wof/bVBd3H1MZpHWdw0P/XpekG1NG9Y0zcDlkAaP7Jxu4gMi78u21+H9De1pld56TbOCK1r337bUYWJKVfIz58fNkk6tLMSvBwBV7jAEpjnHv29/gD1edYJUNKMnC3W+vTUpVEj3Gby89PqkNN55aZunFX6YMx5ZaL1btaIzbf0nkXP2K3CjwKMhxyCjwKOiZ64BuMEya8xmmvv4lprz2BVbvaMD1o47Boo011v7RvHnnHVeCBb86BW9PPRkf3TYasyZUpoUXJdFqzKqpqbHSuQBmvq5b536Bic8vsIxdjDHU1NQk1SWInzLkyXWUaFH1uI9tgUdJmWzVm1AvlqWb6+GNrDw70HqxZXcLyTbNaPnSzfVoDmkY9+xSAOYKs0fHV0AzdNR6W/N/aXqrC3n0NWoYQH1AhVMxc2+FmWGFGIxFNYCmSAjCIrcSF06B8QAPhpvnrsZvLxsCUeDREjBXILltIq6PWRkTjQ08oHj/y0yyHDJqVR2WFSuGuoAfl7y0Cn5VxynleXjykuNQkmXD324YSS7aP1Ga96NXzaqO7ke5TYdC4vsmlqWb69GS8H5IV7qCHF1BBiD95CBdTS+6ghxdQQYg/eQgXU0fuoIMAMlBmBxK7qRUYejcNhHnDi5CN4eE+8YNtMLauxQBD11QgYaAipqWEPJdCr7b24LL/7gCV4/sjdP7FYLjzMglqm6gwGNLmtCu7JkdFwYxFqciJt3/aP27Bb7dZ6O97cs211uhGVP9jh37Tz+nP5ZsrsekFPWf+3gzQpphRWVRdQMORYRDMtML1DWqaA6EMefaE1HTbJpkV+9sxCtLt6KyVzaurSrFvgSDlV/VsaXOh11NwbgFpLuagpj53gb4I9FViIPnYDyrOoL2woUCiLuPUYN0rJ6qupFkRAIATWdxBq5nJ1Tud95r+jmt4d/2V/famGc9tjx2nqw9ve2oY/hSzNXtagxiymtfWGVVZbl4dkKl5YkZxbzHHKKzcTzHodBtw+odDXjikuMs7669zUEUeGSs/aEp7lzDeufg1GPzyaiVpoT9Lbh17hcQRAFPX1YZt012ZUMUBdTW1lrGsN+8+RUA4LWpZ6KgoKAzmkwQaQUZuY4SzYH4joA3mHrgklgvkZbI9gOtt7+y2HJvsNWAtWRTHZpDGniOQ7HHBt0wY4aLgggGM44yACAS0pAxMzGnyHMIhYH6oGn08tgkgDM9tXgO6FfoRpZDxt7mYOTjbgZDFHkO2Q4Fz0yoREsgDIfCwS4LqGsJIcsh4aVrhiGg6siyH7zhKT/bjia/ClVnkEUessBDlgQohh1zrxueZMwio9ZPl7Z0xNqeIQOv/b4fSI6jRleQAUg/OUhX04uuIEdXkAFIPzlIV9OHriADQHIQrRxK7qRUYehG9M1LMpaN6Z+Pe88biJBmgDFAkXjcPf8bAMDvFmzC7xZssurOu34EQlrygspUZVFSzQVE6+/3vbmf7YnnTfzdOvbX263vDWlwyiJaglEPLgE8gOc/3oy3Y0K73TtuAAb3yMKgEg9mTajE6p2NmPfZDvRPsSA1Mf9ZIu52wlASbXMgnlUdOcfRXrhQIP4+pjJIq23oRux7cXJ1KeYs24qbTy9v91yxurS/92pbOhmrU+3pbUcdI5UONyaURY11k6tLk3SmORDG5S+tABANo3oiQlq8Jw8HQOF5PH3pEMovl2HIrmwYIS9unfsFdNUHe7fW5WBRjy5d9cHf2IDcvhWQJJrWJ4gopA1HCY89viPgsgkHVC8Rd2T7gdbbX1lseWKnMqDqcCoidjcHI55cHDjdTHTrDWlw2UQ4JQG+sA7GmJWTyyYALnckX1ZQg8cmwqGIcSu22stTtbc5iAafiuagmZA0xykfdrjATI2rTRxd2tIRa3uGDLz2+34gOY4aXUEGIP3kIF1NL7qCHF1BBiD95CBdTR+6ggwAyUHE0xFjvERjmU0S8O7a3bj0xU9xxUm9UNkzu80FqgDgUAT41OSIKYrYdmaIVHMB0fr7fW/uZ3vieRN/R/ePtqGt+jaJh84M6AaDAQaBB55esBE9ujnx8sRhUHUDvXIc+PqHJlz+xxWWt0k0b9A5zyxJalti/rNYTinPQ56LxuuHwsF4VnUEqbyzoqS6j4k6JrWhG7Hvxag31L3jBrbbllhd2t97tS2djNWp9vS2o46RSodT7ZPoiRnFZRPxn1tGoSWSbx4GQ48cG/LcNrRE5t8qumdZc2g0D5aZmMau5Cn7aLmmmk4KUa+uxJCFHMdR/i7iJwfl5Erg+eefR2lpKWw2G4YOHYolS5I7Z4eCSxbi4nrXNIeS4nynqhdLdVkuXLJwUPViy7QUIfui5dVluZDE+JefUxFhF4EsuwSbyMMf1q0VJsVZNuSI5jkSw78qvAC3XUL/Yg9OKu2G/sWegzJSFXpsh7wvQRwOjv3olUNObZxONw72/ZCudAU5uoIMQPrJQbqaXnQFObqCDED6yUG6mj50BRkAkoM4MsTm7wqEdTz38WbUeVU89/FmTHntC/hVrd39a5pDGJVwP6MGnVT4QlrS/V+9sxGjYsbmqYiO3ds6blVZLlbvbGzzd+zYP9rmVPWrynLx4bq9OH/WMkyYvQLnz1qGLXU+XFvdF9XH5CHLLiHLJmHht3uxtyWIWRMq8fLEYXjvpmo8cclxyLZLcfnPokTzoCXmU2svzCSxfw7Gs6ojiHpnHcx9jNUxlyymfIZFgbOe/ag31P7eldFwmQdSN/ZZjy2PnSdrT28P5hjttcOZ8H5P1NNYEr3CqspywRhw7jNLcPlLK3DuM0tw7qyl+OP/tqCbU6Y5tJ8gUe+uCb99Cz979gPrb2z+rgMhmuNr79692Lt3L+X6IjISMnLF8Le//Q233nor7rnnHqxevRqjRo3COeecgx07dhz2sSVDx8zxg62P3fS3vsZ95w1K+vjZDD8euWhwUnl1WS4euWgwbIYfAPDgv7+JO15ivQf//U1S2ZylW5LqPjzeLJ9xQQUWrN8Tt80pCwjpQLZDRmm+C/2KPDipNBcDij3onuMAJ/IIG/EvvbDBIAo8dVCJjIQHMOOCZL2sLsvFjAsqMuaFaUt430RpfY9kRp6HriBHV5ABSD85SFfTi64gR1eQAUg/OUhX04euIANAchBHnlQGg/YmvjfuacHwvt0w7fRyjCprnfR/ZelWTDutLK4MMHNfCxyH+8+Pfze+snQrpp1ejleXbcXD4ytSPhv3nz8Iv3z9S1xbVZpy+7VVpXhl6dY2f8+MjP3vP38Q/rnqB1xb3bq9KlJ//a6muP2iFGfZ4VJEDCh2Y1ifbhhU4sG5FcWoLstDcZYNZfku9MixoyTH0aYRZFjvHPTp5sCsCZX46LbReHvqyfjottGYNaGScgQdBlHPqlQcKQ+5qHfWodzHbIeEm04vT9Kpl5dssd6LUc8mZoTbfVe+tWqnVfb4++vbrbthV1PK8th5sleWbsVNp5Un6W17x5g5fjB++fqXVtmGXU3tzun9+h9rrLJRZXkp9S1KrIdXVVkubjqtHBt2NScd99GLBpNh6yeM7MqG4syK/+vKtgxX7RmsonXWr1+Pic8vsIxk1/zhv1i/fj0Zu4iMgmP0tFoMHz4cJ5xwAl544QWrbMCAARg/fjwee+yx/e7f3NyMrKwsNDU1weOJj0H9Q4Mfq7bU4IQ++fBGkqpmOSQ4RMH67VIkuBUBNkNHkG8tN0MFmuX7YsIF5jtFCAn13LIABUBdwr6qoUNOqOuUBfjDGhr9YahhhhtfXwW/qlsfyV65zv3K3ORXKcYvkVG0p6d7GgPwhzXUtITgVER4gzpcNgG+kIYCtw0OSUBRBgzAfmjwQ9d84HmHqfORUAYuWYBh+CGITvTIcXR2M/fLDw1+KJoPwRRy2Aw/Qhkgxw8NfjDNB6SQAYYfXAbIAHTOvSBdJV09mpCuHjqkq5mhq11BTwHS1cOhPV0lWmnyq7jpjdVxodgcsoBnJ1Ti1WVbsTQm1N4p5Xl47KLBYIzh0y37MKDYA54HvCEdDlmALHIQeR4BVYdf1eGyiRB4wCYICOg6ZJ5HUDPixu0aY9AMA4ogwJcwpg9oOpr8Gtx2EYrAI6QZ8IY0uG0iHJE0As2B1vp+TUeTv3XsH9R1SByPQFiDXRKhGgbqW1TkOGUwxtAcCGPp9/V4ZelWK/xgVM5ZEyoPepxPcwWHxqHo6q7GQFJuuahnVToaEHc3BvDJd7UocCsIaQYUkYfbJuK/3+zBz0b2hsGAB/61DpOq+mDXvhac2r846V0pGH7oCe/QPFlACEBLivdqW+9bqzzynHoinlbNCXUVw49QwjHcsgARQENC3bDmhyQm14Who0WDVeaQBTz87nos3FCTdI1GlefhjrP7Y2eDH4rIY29zEOUFLvTIcaApELZSg3REeg/i0DhQXa2pqcHlT/4DjtweMEJe8Ior5V9fQz3cRb3brXOgdUVRwO3DPXjs451gjOHpyyqRl5dsDK+trcVv3vwKIV8T7N26xx1HC2sQRAFPX1aJgQMHUuhDIu2hnFwRVFXFqlWrcOedd8aVn3XWWVi+fHnKfUKhEEKhVvfo5ubmlPUAoEeOA3qffNw1f21cxzi6YuqNldsx/ZwBeHXZVlxTVYp7EupVl5mxrV9ZvAlTTyvHm5/vwDVVpaj3BaFIEoo9NthgGrd2RT7OxR4bJEPHjkhOLVkGRNFcncYA1LSE4LKJ6JnjgFfV8Oq1Jx30R5JyXRHpzsHoaVG2HTvrfSm3STyXERNxgPm+2V7Pkt430dVjmTD5A7TKkep9+MhFg9E7A+ToCjIAR0cO0lXS1c6kK8gAkK4eKbqCrtIznl6km64SrUS9kGINBn5Vx98+24EnLjkOwbCR0mgzHMA9b3+DJTFGhqqyXEypLgUHDi8v3RJ3r0eV52HqqWWY8trncMgC5l4/Aj80BvDcos1xOaui8wVzV27H/ecPwouLv8VH37aGoIo+M7OXbMHEqlIEVQOT5iy3Fq8+ctFgGIaBJz74Fr8+qx/ChgG7JIIDwAyGfI+CFxZtxh1n90e2Q8bXn3yfZOA61FCCNFdwYHSEribmvUp3o2Jxth3nVhQltbfIY8M9b3+DVdsb8OyESry5aiduPaNfm9/fh/69Lk4fRpXl4ZenlWHya59bz3FbdaPlv1+wEfPX7AZgesXNu2EkZrzzzQGdL+qZfvXLK1HnVePqzkhRd+ZFg7GvxY+mkIaWkIZ93hDuO28gQmEdS2LfD2W5eOjCQdhRH7DKOI5DzxwHirLtaWm4/CmQSd9V1deEO/7yFXL7VsAIeXHr3C+gqz4IsjPur7+xAbl9K6CkOIaZ/8uLG/+4EC/+HJaRjPJ9EekKeXJF2LVrF7p3745ly5bh5JNPtsofffRRvPbaa9i4cWPSPjNmzMCDDz6YVN6eFf+HBj9aghp8IQ1OxexcggMUgYdqGLCLAuxteHIFDR02vtUry2boqNfM/Z2SAJEBXt2AL6SlfaeGII4Wh6KnuxoDaAqELf3LsksoycCOZPR9Y3l62sSMmIhLpCvI0RVkAI6sHKSr9HykA11BBoB09UjRFZ6PriADQHIcCIeiq0Qrh+KFtLc5iAafanpYRLytGvwqnIrpaZUYgYUBcVFenKIA1WAIhHUEVB1ORQTPAQwAGCCIgC3FPEHY0CHxAngALQneXBxj8OkGZJ4HxwE8x2GfT4VNEiDwHASeQ66zVTbyvjr6kK7G0zpnFkY3pwKDGRC4eK9HpyzADrR6bcXoFQ+gKbYs8l5t632bWJ5tE6EDB1TXbRPN8x1gXRFAQ0yZxyaie44j/t0RWXhuE3nSxTTjUHW1Mzy5OrqO4sqyjGNR7678/HwydhFpBRm5IkSNXMuXL8fIkSOt8kceeQR/+ctf8O233ybtk8qK37Nnz59sZ4Qg0hHSU4LIDEhXCSIzIF0liMyAdJUgMgPSVYLIDA5VV7uCkSuxTmwow6iHV0FBARm8iE6FwhVGyMvLgyAI2LNnT1x5TU0NCgsLU+6jKAoUJZVTJ0EQ6QLpKUFkBqSrBJEZkK4SRGZAukoQmQHpKkFkBqSrrURDGUbDIIZDYbz48zMopCHRqZCRK4Isyxg6dCgWLFiAiy66yCpfsGABLrzwwk5sGUEQBEEQBEEQBEEQBEEQBEGkB6axS4Sm1sfl/Ur08gIAxlic0YsMYURHQ0auGG677TZcffXVGDZsGEaOHImXXnoJO3bswI033tjZTSMIgiAIgiAIgiAIgiAIgiCItCJq8IqGNIw1eumqD/7GBrgLehyUISwKGcSIA4GMXDFcfvnlqK+vx0MPPYTdu3ejoqIC//nPf9C7d+/ObhpBEARBEARBEARBEARBEARBpDXxRi8RmqodtCEslUGsLUNYKg6k7uHUIeNbekFGrgSmTp2KqVOnHtK+jDEAZvJBgiCOLG63+5A+JKSnBHF0IV0liMyAdJUgMgPSVYJIfw5VTwHSVYI4mhwNXW1paUGopQkQ7WChADgllPJvwNsEoam+3ToHUzcz6tjBNAYm6GAag24Y0HQ9rowJOsJ+L254cQGY6kegpRGO3BIw1Q9OdrT790DqHk4dSRTw5IThyM3NPaRn6KdOfn7+Adc9EF0lI1cH0tLSAgDo2bNnJ7eEILo+TU1N8Hg8B70f6SlBHF1IVwkiMyBdJYjMgHSVINKfQ9VTgHSVII4mpKvE4TL8953dgp8GB6KrHIuanonDxjAM7Nq1a7/WxebmZvTs2RM7d+485JdpOkHypDddTZ4oh7ri5qempyRH+tAVZAAOXg7S1QOD5EgfuoIMAOnqkaIryNEVZAB+unIcaV1NZ7rKPU8FyZaZtCXb4ehZputqV77fQNeW76co25HQ1Z/idcx0uqpcQNeRjTy5jjI8z6NHjx4HXN/j8WT0A5YIyZPedDV5DpWfqp6SHOlDV5ABOPJykK5mNl1Bjq4gA0C6eqToCnJ0BRkAkuNAOVhdTWe6yj1PBcmWmXSkbF1FV7vy/Qa6tnwk24GxP12l65h5dFW5gK4tWxS+sxtAEARBEARBEARBEARBEARBEARBEAcLGbkIgiAIgiAIgiAIgiAIgiAIgiCIjIOMXJ2Aoih44IEHoChKZzelQyB50puuJs/RoqtcN5IjfegKMgDpJ0e6tedQITnSh64gA5B+cqRbew6VriBHV5ABIDl+inTla0WyZSZdWbZDpatfk64sH8mWeec62nRV2bqqXEDXli0RjjHGOrsRBEEQBEEQBEEQBEEQBEEQBEEQBHEwkCcXQRAEQRAEQRAEQRAEQRAEQRAEkXGQkYsgCIIgCIIgCIIgCIIgCIIgCILIOMjIRRAEQRAEQRAEQRAEQRAEQRAEQWQcZOQiCIIgCIIgCIIgCIIgCIIgCIIgMg4ycnUAzz//PEpLS2Gz2TB06FAsWbKkzbr//Oc/ceaZZyI/Px8ejwcjR47Ehx9+GFfn1VdfBcdxSf8Fg8EjLQqAg5Pnk08+SdnWb7/9Nq7eW2+9hYEDB0JRFAwcOBDz588/0mJYHIw8kyZNSinPoEGDrDqdeX/+97//4fzzz0dJSQk4jsPbb7+9330WL16MoUOHwmazoW/fvnjxxReT6nTm/UlXDua5SUcO5VlJNx577DGceOKJcLvdKCgowPjx47Fx48bObtZB88ILL+C4446Dx+Ox3vvvv/9+ZzfrsHjsscfAcRxuvfXWzm4K6WoaQLqavpCudhykq+kD6WrXZsaMGUnjrKKiIms7YwwzZsxASUkJ7HY7Tj31VKxbt64TW3xw/Pjjj/jZz36G3NxcOBwOHH/88Vi1apW1PVPl69OnT8ox8i9/+UsAmSsXAGiahnvvvRelpaWw2+3o27cvHnroIRiGYdXJZPkOFdLVzJSPdPXIypfu/d2O0NtQKISbbroJeXl5cDqduOCCC/DDDz/E1WloaMDVV1+NrKwsZGVl4eqrr0ZjY2OHybG/fvnRlGPHjh04//zz4XQ6kZeXh5tvvhmqqh4x2VLNW48YMSIjZDviMOKwmDdvHpMkic2ePZutX7+e3XLLLczpdLLt27enrH/LLbewJ554gn322Wfsu+++Y3fddReTJIl9+eWXVp05c+Ywj8fDdu/eHfdfOsqzaNEiBoBt3Lgxrq2apll1li9fzgRBYI8++ijbsGEDe/TRR5koimzFihVpJ09jY2OcHDt37mTdunVjDzzwgFWnM+/Pf/7zH3bPPfewt956iwFg8+fPb7f+li1bmMPhYLfccgtbv349mz17NpMkib355ptWnc68P+nKwT436cjBPivpyNlnn83mzJnDvvnmG7ZmzRo2btw41qtXL+b1eju7aQfFO++8w9577z22ceNGtnHjRnb33XczSZLYN99809lNOyQ+++wz1qdPH3bcccexW265pVPbQrqaHpCupiekqx0L6Wr6QLratXnggQfYoEGD4sZZNTU11vbHH3+cud1u9tZbb7G1a9eyyy+/nBUXF7Pm5uZObPWBsW/fPta7d282adIktnLlSrZ161a2cOFCtnnzZqtOpspXU1MTd88WLFjAALBFixYxxjJXLsYYmzlzJsvNzWXvvvsu27p1K/vHP/7BXC4X+/3vf2/VyWT5DhXS1cyUj3T1yMmXCf3djtDbG2+8kXXv3p0tWLCAffnll+y0005jQ4YMiZsHHjt2LKuoqGDLly9ny5cvZxUVFey8887rMDn21y8/WnJomsYqKirYaaedxr788ku2YMECVlJSwqZNm3bEZJs4cSIbO3Zs3D2sr6+Pq5Oush1pyMh1mJx00knsxhtvjCvr378/u/POOw/4GAMHDmQPPvig9XvOnDksKyuro5p4UBysPFEjV0NDQ5vHvOyyy9jYsWPjys4++2x2xRVXHHZ798fh3p/58+czjuPYtm3brLLOvD+xHMgEyx133MH69+8fV/bzn/+cjRgxwvrdmfcnXekIvU4nMnUyLpGamhoGgC1evLizm3LY5OTksD/96U+d3YyDpqWlhZWXl7MFCxaw0aNHd/pkHOlqekK62vmQrh5ZSFfTD9LVrsMDDzzAhgwZknKbYRisqKiIPf7441ZZMBhkWVlZ7MUXXzxKLTx0pk+fzqqrq9vcnunyxXLLLbewY445hhmGkfFyjRs3jk2ePDmu7OKLL2Y/+9nPGGNd674dDKSrmStfLKSrHSdfJvR3D1dvGxsbmSRJbN68eVadH3/8kfE8zz744APGGGPr169nAOIWzn/66acMAPv22287XKbEfvnRlOM///kP43me/fjjj1adN954gymKwpqamjpcNsZMI9eFF17Y5j6ZItuRgMIVHgaqqmLVqlU466yz4srPOussLF++/ICOYRgGWlpa0K1bt7hyr9eL3r17o0ePHjjvvPOwevXqDmt3WxyOPJWVlSguLsaYMWOwaNGiuG2ffvpp0jHPPvvsA75Gh0pH3J+XX34ZZ5xxBnr37h1X3hn351Bo69p/8cUXCIfD7dY50vcnXemI54Y4MjQ1NQFA0vsyk9B1HfPmzYPP58PIkSM7uzkHzS9/+UuMGzcOZ5xxRmc3hXQ1jSFd7XxIV4kDgXS180knXU0nNm3ahJKSEpSWluKKK67Ali1bAABbt27Fnj174t4niqJg9OjRGfE+eeeddzBs2DBceumlKCgoQGVlJWbPnm1tz3T5oqiqir/+9a+YPHkyOI7LeLmqq6vx0Ucf4bvvvgMAfPXVV1i6dCnOPfdcAF3nvh0KpKuZKV8U0tWOky+T+ruHo7erVq1COByOq1NSUoKKigqrzqeffoqsrCwMHz7cqjNixAhkZWUdlWtxNOX49NNPUVFRgZKSEqvO2WefjVAoFBfetKP55JNPUFBQgGOPPRbXX389ampqrG2ZLtvhIHZ2AzKZuro66LqOwsLCuPLCwkLs2bPngI7x9NNPw+fz4bLLLrPK+vfvj1dffRWDBw9Gc3MznnnmGVRVVeGrr75CeXl5h8oQy6HIU1xcjJdeeglDhw5FKBTCX/7yF4wZMwaffPIJTjnlFADAnj17DusaHSqHe392796N999/H3Pnzo0r76z7cyi0de01TUNdXR2Ki4s77f6kKx2h10THwxjDbbfdhurqalRUVHR2cw6atWvXYuTIkQgGg3C5XJg/fz4GDhzY2c06KObNm4cvv/wSn3/+eWc3BQDparpCutr5kK4SBwLpaueTbrqaLgwfPhx//vOfceyxx2Lv3r2YOXMmTj75ZKxbt856Z6R6n2zfvr0zmntQbNmyBS+88AJuu+023H333fjss89w8803Q1EUXHPNNRkvX5S3334bjY2NmDRpEgBkvFzTp09HU1MT+vfvD0EQoOs6HnnkEUyYMAFA5st3qJCuZq58UUhXYf0+XPkypb97uHq7Z88eyLKMnJycpDrR/ffs2YOCgoKkcxcUFByVa3E05Ug1n5qTkwNZlo+YrOeccw4uvfRS9O7dG1u3bsV9992H008/HatWrYKiKBkt2+FCRq4OgOO4uN+MsaSyVLzxxhuYMWMG/vWvf8U9XCNGjIhLGldVVYUTTjgBs2bNwrPPPttxDW+Dg5GnX79+6Nevn/V75MiR2LlzJ377299aRq6DPWZHc6jnfvXVV5GdnY3x48fHlXf2/TlYUsmfWN6Z9yddoWuSXkybNg1ff/01li5d2tlNOST69euHNWvWoLGxEW+99RYmTpyIxYsXZ8yE3M6dO3HLLbfgv//9L2w2W2c3Jw7S1fSCdLVzIV0lDhTS1c4lnXW1sznnnHOsfw8ePBgjR47EMcccg9dee80ag2Xq+8QwDAwbNgyPPvooADMayrp16/DCCy/gmmuuseplqnxRXn75ZZxzzjlxq7+BzJXrb3/7G/76179i7ty5GDRoENasWYNbb70VJSUlmDhxolUvU+U7VEhXM1e+KKSrJh0pX7pfuyOlt4l1UtU/2tfiaMlxtGW9/PLLrX9XVFRg2LBh6N27N9577z1cfPHFbe6XCbIdLhSu8DDIy8uDIAhJFsyampoka2cif/vb3zBlyhT8/e9/3294Cp7nceKJJ2LTpk2H3eb2OBx5YhkxYkRcW4uKig77mIfC4cjDGMMrr7yCq6++GrIst1v3aN2fQ6Gtay+KInJzc9utc6TvT7rSUXpAdBw33XQT3nnnHSxatAg9evTo7OYcErIso6ysDMOGDcNjjz2GIUOG4JlnnunsZh0wq1atQk1NDYYOHQpRFCGKIhYvXoxnn30WoihC1/Wj3ibS1fSDdLXzIV0lDgTS1c4nHXU1XXE6nRg8eDA2bdqEoqIiAMjY90lxcXGSIXbAgAHYsWMHAGS8fACwfft2LFy4ENddd51Vluly/eY3v8Gdd96JK664AoMHD8bVV1+NX/3qV3jssccAZL58HQXpaubIB5CuxtIR8mVqf/dg9baoqAiqqqKhoaHdOnv37k06V21t7VG5FkdTjlTzqQ0NDQiHw0ftvhcXF6N3797WnHRXku1gISPXYSDLMoYOHYoFCxbElS9YsAAnn3xym/u98cYbmDRpEubOnYtx48bt9zyMMaxZswbFxcWH3eb2OFR5Elm9enVcW0eOHJl0zP/+978HdcxD4XDkWbx4MTZv3owpU6bs9zxH6/4cCm1d+2HDhkGSpHbrHOn7k650lB4Qhw9jDNOmTcM///lPfPzxxygtLe3sJnUYjDGEQqHObsYBM2bMGKxduxZr1qyx/hs2bBiuuuoqrFmzBoIgHPU2ka6mD6Sr6QPpKtEepKvpQzrqaroSCoWwYcMGFBcXo7S0FEVFRXHvE1VVsXjx4ox4n1RVVWHjxo1xZd99952V/znT5QOAOXPmoKCgIG6eI9Pl8vv94Pn4qTNBEGAYBoDMl6+jIF3NHPkA0tUoHSVfpvZ3D1Zvhw4dCkmS4urs3r0b33zzjVVn5MiRaGpqwmeffWbVWblyJZqamo7KtTiacowcORLffPMNdu/ebdX573//C0VRMHTo0CMqZ5T6+nrs3LnTmpPuSrIdNIw4LObNm8ckSWIvv/wyW79+Pbv11luZ0+lk27ZtY4wxduedd7Krr77aqj937lwmiiL7wx/+wHbv3m3919jYaNWZMWMG++CDD9j333/PVq9eza699lomiiJbuXJl2snzu9/9js2fP59999137JtvvmF33nknA8Deeustq86yZcuYIAjs8ccfZxs2bGCPP/44E0WRrVixIu3kifKzn/2MDR8+POUxO/P+tLS0sNWrV7PVq1czAOz//u//2OrVq9n27dsZY8nybNmyhTkcDvarX/2KrV+/nr388stMkiT25ptvWnU68/6kK/t7bjKB/T0rmcAvfvELlpWVxT755JO496Xf7+/sph0Ud911F/vf//7Htm7dyr7++mt29913M57n2X//+9/ObtphMXr0aHbLLbd0ahtIV9MD0tX0hnS1YyBdTR9IV7s2t99+O/vkk0/Yli1b2IoVK9h5553H3G639b54/PHHWVZWFvvnP//J1q5dyyZMmMCKi4tZc3NzJ7d8/3z22WdMFEX2yCOPsE2bNrHXX3+dORwO9te//tWqk8ny6brOevXqxaZPn560LZPlmjhxIuvevTt799132datW9k///lPlpeXx+644w6rTibLd6iQrmaufKSrR0a+TOjvdoTe3njjjaxHjx5s4cKF7Msvv2Snn346GzJkCNM0zaozduxYdtxxx7FPP/2Uffrpp2zw4MHsvPPO6zA59tcvP1pyaJrGKioq2JgxY9iXX37JFi5cyHr06MGmTZt2RGRraWlht99+O1u+fDnbunUrW7RoERs5ciTr3r17Rsh2pCEjVwfwhz/8gfXu3ZvJssxOOOEEtnjxYmvbxIkT2ejRo63fo0ePZgCS/ps4caJV59Zbb2W9evVisiyz/Px8dtZZZ7Hly5enpTxPPPEEO+aYY5jNZmM5OTmsurqavffee0nH/Mc//sH69evHJEli/fv3jzOCHWkORh7GGGtsbGR2u5299NJLKY/Xmfdn0aJF7T4/qeT55JNPWGVlJZNlmfXp04e98MILScftzPuTrrT33GQC+3tWMoFU7QfA5syZ09lNOygmT55sPUv5+flszJgxGT8Rx1j6TMaRrnY+pKvpDelqx0C6mj6QrnZtLr/8clZcXMwkSWIlJSXs4osvZuvWrbO2G4bBHnjgAVZUVMQURWGnnHIKW7t2bSe2+OD497//zSoqKpiiKKx///5JY85Mlu/DDz9kANjGjRuTtmWyXM3NzeyWW25hvXr1YjabjfXt25fdc889LBQKWXUyWb5DhXQ1c+UjXT1y8qV7f7cj9DYQCLBp06axbt26Mbvdzs477zy2Y8eOuDr19fXsqquuYm63m7ndbnbVVVexhoaGDpNjf/3yoynH9u3b2bhx45jdbmfdunVj06ZNY8Fg8IjI5vf72VlnncXy8/OZJEmsV69ebOLEiUntTlfZjjQcY4x1hEcYQRAEQRAEQRAEQRAEQRAEQRAEQRwtKCcXQRAEQRAEQRAEQRAEQRAEQRAEkXGQkYsgCIIgCIIgCIIgCIIgCIIgCILIOMjIRRAEQRAEQRAEQRAEQRAEQRAEQWQcZOQiCIIgCIIgCIIgCIIgCIIgCIIgMg4ychEEQRAEQRAEQRAEQRAEQRAEQRAZBxm5CIIgCIIgCIIgCIIgCIIgCIIgiIyDjFwEQRAEQRAEQRAEQRAEQRAEQRBExkFGLoIgCIIgCKJDmDRpEsaPH9/ZzSCInwzbtm0Dx3FYs2bNYR+rT58++P3vf3/YxyEIIjWnnnoqbr311iN+Ho7j8Pbbbx/x8xDET50D6fceLb0nCKJtOrK/TKQvZOQiiEOAXpAEkT68+uqryM7O7uxmEARBEERG8/nnn+OGG26wftNEOUGkNzNmzMDxxx/f2c0giC4BGaMIouvSs2dP7N69GxUVFZ3dFOIIQkYugoghHA53dhMIgiAI4icLYwyapnV2MwjiJ4WqqgCA/Px8OByOTm4NQRAEQRAEQXQMqqpCEAQUFRVBFMXObg5xBCEjF5HxGIaBJ554AmVlZVAUBb169cIjjzwCAJg+fTqOPfZYOBwO9O3bF/fdd1+cISu6+u2VV15B3759oSgKGGP44IMPUF1djezsbOTm5uK8887D999/b+1XWloKAKisrATHcTj11FOPqswE0dVoS48/+eQTcByHxsZGq+6aNWvAcRy2bduGTz75BNdeey2amprAcRw4jsOMGTM6TQ6C6Aq0911du3YtTj/9dNjtduTm5uKGG26A1+tt81ihUAg333wzCgoKYLPZUF1djc8//9zaHtXxDz/8EMOGDYOiKFiyZMkRl5EgMo329DIWXdcxZcoUlJaWwm63o1+/fnjmmWfi6kTDKz322GMoKSnBscceCyA+XGGfPn0AABdddBE4jkOfPn2wbds28DyPL774Iu54s2bNQu/evcEY63jBCSJD8fl8uOaaa+ByuVBcXIynn346bruqqrjjjjvQvXt3OJ1ODB8+HJ988om1PRqp4O2338axxx4Lm82GM888Ezt37rS2P/jgg/jqq6+sPvCrr75q7V9XV4eLLroIDocD5eXleOedd46G2ASRkUyaNAmLFy/GM888Y+nT999/v9/vaZQHH3wQBQUF8Hg8+PnPf24tHknF/nSfIIj2OfXUUzFt2jRMmzbNmrO99957rX5onz59MHPmTEyaNAlZWVm4/vrrU0bjWrduHcaNGwePxwO3241Ro0bFzfvOmTMHAwYMgM1mQ//+/fH8888fbVGJg4RMmETGc9ddd2H27Nn43e9+h+rqauzevRvffvstAMDtduPVV19FSUkJ1q5di+uvvx5utxt33HGHtf/mzZvx97//HW+99RYEQQBgDkpuu+02DB48GD6fD/fffz8uuugirFmzBjzP47PPPsNJJ52EhQsXYtCgQZBluVNkJ4iuQnt63B4nn3wyfv/73+P+++/Hxo0bAQAul+tIN5cgujRt6aPf78fYsWMxYsQIfP7556ipqcF1112HadOmxU2sxXLHHXfgrbfewmuvvYbevXvjySefxNlnn43NmzejW7ducfV++9vfom/fvhR+lCBScKDfScMw0KNHD/z9739HXl4eli9fjhtuuAHFxcW47LLLrHofffQRPB4PFixYkNI49fnnn6OgoABz5szB2LFjIQgC8vPzccYZZ2DOnDkYNmyYVXfOnDmYNGkSOI47MsITRAbym9/8BosWLcL8+fNRVFSEu+++G6tWrbLCC1577bXYtm0b5s2bh5KSEsyfPx9jx47F2rVrUV5eDgDw+/145JFH8Nprr0GWZUydOhVXXHEFli1bhssvvxzffPMNPvjgAyxcuBAAkJWVZZ3/wQcfxJNPPomnnnoKs2bNwlVXXYXt27fHfXsJgjB55pln8N1336GiogIPPfQQACAnJ+eAv6c2mw2LFi3Ctm3bcO211yIvLy/lQhTgwHSfIIj2ee211zBlyhSsXLkSX3zxBW644Qb07t0b119/PQDgqaeewn333Yd777035f4//vgjTjnlFJx66qn4+OOP4fF4sGzZMiuiyOzZs/HAAw/gueeeQ2VlJVavXo3rr78eTqcTEydOPGpyEgcJI4gMprm5mSmKwmbPnn1A9Z988kk2dOhQ6/cDDzzAJEliNTU17e5XU1PDALC1a9cyxhjbunUrA8BWr159yG0nCMKkPT1etGgRA8AaGhqsstWrVzMAbOvWrYwxxubMmcOysrKOTmMJoovTnj6+9NJLLCcnh3m9XqvsvffeYzzPsz179jDGGJs4cSK78MILGWOMeb1eJkkSe/311636qqqykpIS9uSTTzLGWnX87bffPoJSEURm055eHkifdOrUqeySSy6xfk+cOJEVFhayUCgUV693797sd7/7nfUbAJs/f35cnb/97W8sJyeHBYNBxhhja9asYRzHWd9kgiAYa2lpYbIss3nz5lll9fX1zG63s1tuuYVt3ryZcRzHfvzxx7j9xowZw+666y7GmNm/BcBWrFhhbd+wYQMDwFauXMkYM8eyQ4YMSTo/AHbvvfdav71eL+M4jr3//vsdKSZBdClGjx7NbrnllnbrpPqeduvWjfl8PqvshRdeYC6Xi+m6nnTcA9F9giDaZ/To0WzAgAHMMAyrbPr06WzAgAGMMbM/O378+Lh9EvvLd911FystLWWqqqY8R8+ePdncuXPjyh5++GE2cuTIDpSE6GgoXCGR0WzYsAGhUAhjxoxJuf3NN99EdXU1ioqK4HK5cN9992HHjh1xdXr37o38/Py4su+//x5XXnkl+vbtC4/HY4UnTNyXIIjDZ396TBDE0aM9fdywYQOGDBkCp9NplVVVVcEwDMuTMpbvv/8e4XAYVVVVVpkkSTjppJOwYcOGuLqxXiEEQcRzsN/JF198EcOGDUN+fj5cLhdmz56d1IcdPHjwIUUiGD9+PERRxPz58wEAr7zyCk477TQrvCFBEOb3T1VVjBw50irr1q0b+vXrBwD48ssvwRjDscceC5fLZf23ePHiuFBJoijGfR/79++P7OzspG9oKo477jjr306nE263GzU1NR0hHkH8ZDiQ7+mQIUPi8lmOHDkSXq/XCi0ay4HqPkEQ7TNixIi4CAIjR47Epk2boOs6gP2PLdesWYNRo0ZBkqSkbbW1tdi5cyemTJkSp6czZ84kPU1zKFwhkdHY7fY2t61YsQJXXHEFHnzwQZx99tnIysrCvHnzkuKhx07WRTn//PPRs2dPzJ49GyUlJTAMAxUVFe3GViYI4tBoT4953lyLwWJCKcXm1SMIomNpTx8ZY22GI0tVHtXbxG2pjpPqW0wQhEl7epnI3//+d/zqV7/C008/jZEjR8LtduOpp57CypUr4+odqs7Jsoyrr74ac+bMwcUXX4y5c+daebwIgjBh+8lPZxgGBEHAqlWrrHD5URLDbqf6vh5IaNDEiTuO42AYxn73IwjC5EC/p22RSk8PRvcJgjh09tfPba9vHf1Wzp49G8OHD4/blqi3RHpBnlxERlNeXg673Y6PPvooaduyZcvQu3dv3HPPPRg2bBjKy8uxffv2/R6zvr4eGzZswL333osxY8ZgwIABaGhoiKsTXfkaXSVAEMSh054eR70sd+/ebZXFJgsFTH0kXSSIjqE9fRw4cCDWrFkDn89nlS1btgw8z+PYY49Nql9WVgZZlrF06VKrLBwO44svvsCAAQOOjAAE0QVpTy8TWbJkCU4++WRMnToVlZWVKCsrO+RVp5Ikpfy+XnfddVi4cCGef/55hMNhXHzxxYd0fILoqpSVlUGSJKxYscIqa2howHfffQcAqKyshK7rqKmpQVlZWdx/RUVF1j6apuGLL76wfm/cuBGNjY3o378/AOoDE0RHkqhPB/o9/eqrrxAIBKzfK1asgMvlQo8ePZLqHqjuEwTRPrHf1+jv8vLyAzZCHXfccViyZEnKBdSFhYXo3r07tmzZkqSn0ShfRHpCnlxERmOz2TB9+nTccccdkGUZVVVVqK2txbp161BWVoYdO3Zg3rx5OPHEE/Hee+9ZoVXaIycnB7m5uXjppZdQXFyMHTt24M4774yrU1BQALvdjg8++AA9evSAzWaLS/RLEMSB054eX3PNNejZsydmzJiBmTNnYtOmTUnemH369IHX68VHH31khYuIDRlBEMSB054+XnXVVXjggQcwceJEzJgxA7W1tbjppptw9dVXo7CwMOlYTqcTv/jFL/Cb3/wG3bp1Q69evfDkk0/C7/djypQpnSAdQWQm7ellYgjDsrIy/PnPf8aHH36I0tJS/OUvf8Hnn39+SIPyPn364KOPPkJVVRUURUFOTg4AYMCAARgxYgSmT5+OyZMnH5SnGUH8FHC5XJgyZQp+85vfIDc3F4WFhbjnnnusCAXHHnssrrrqKlxzzTV4+umnUVlZibq6Onz88ccYPHgwzj33XACmofmmm27Cs88+C0mSMG3aNIwYMQInnXQSAFNHt27dijVr1qBHjx5wu91QFKXT5CaITKZPnz5YuXIltm3bBpfLdcDfU1VVMWXKFNx7773Yvn07HnjgAUybNs3S91gOVPcJgmifnTt34rbbbsPPf/5zfPnll5g1a1bSPFF7TJs2DbNmzcIVV1yBu+66C1lZWVixYgVOOukk9OvXDzNmzMDNN98Mj8eDc845B6FQCF988QUaGhpw2223HUHJiMOBPLmIjOe+++7D7bffjvvvvx8DBgzA5ZdfjpqaGlx44YX41a9+hWnTpuH444/H8uXLcd999+33eDzPY968eVi1ahUqKirwq1/9Ck899VRcHVEU8eyzz+KPf/wjSkpKcOGFFx4p8QjiJ0FbeixJEt544w18++23GDJkCJ544gnMnDkzbt+TTz4ZN954Iy6//HLk5+fjySef7CQpCKJr0JY+OhwOfPjhh9i3bx9OPPFE/L//9/8wZswYPPfcc20e6/HHH8cll1yCq6++GieccAI2b96MDz/80JosJwjiwGhLLxO58cYbcfHFF+Pyyy/H8OHDUV9fj6lTpx7SOZ9++mksWLAAPXv2RGVlZdy2KVOmQFVVTJ48+ZCOTRBdnaeeegqnnHIKLrjgApxxxhmorq7G0KFDre1z5szBNddcg9tvvx39+vXDBRdcgJUrV6Jnz55WHYfDgenTp+PKK6/EyJEjYbfbMW/ePGv7JZdcgrFjx+K0005Dfn4+3njjjaMqI0F0JX79619DEAQMHDgQ+fn5GDt27AF9T8eMGYPy8nKccsopuOyyy3D++edjxowZbZ7nQHSfIIj2ueaaaxAIBHDSSSfhl7/8JW666SbccMMNB7x/bm4uPv74Y3i9XowePRpDhw7F7NmzrVC/1113Hf70pz/h1VdfxeDBgzF69Gi8+uqr5MmV5nBsfwGjCYIgCIIgCIIgCCLCI488gnnz5mHt2rWd3RSC6JK8+uqruPXWW9HY2NjZTSEIgiCItOHUU0/F8ccfTzlhiSTIk4sgCIIgCIIgCILYL16vF59//jlmzZqFm2++ubObQxAEQRAEQRAEQUYugiAIgiAIgiAIYv9MmzYN1dXVGD16NIUqJAiCIAiCIAgiLaBwhQRBEARBEARBEARBEARBEARBEETGQZ5cBEEQBEEQBEEQBEEQBEEQBEEQRMZBRi6CIAiCIAiCIAiCIAiCIAiCIAgi4yAjF0EQBEEQBEEQBEEQBEEQBEEQBJFxkJGLIAiCIAiCIAiCIAiCIAiCIAiCyDjIyEUQBEEQBEEQBEEQBEEQBEEQBEFkHGTkIgiCIAiCIAiCIAiCIAiCIAiCIDIOMnIRBEEQBEEQBEEQBEEQBEEQBEEQGQcZuQiCIAiCIAiCIAiCIAiCIAiCIIiMg4xcBEEQBEEQBEEQBEEQBEEQBEEQRMbx/wGZUZ82CNJASQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 1750x1750 with 56 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.pairplot(df) # plot every column against every column\n",
|
|
"\n",
|
|
"# 'carat' and 'price' have a linear relationship"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:>"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.heatmap(df.corr(), annot = True) # what is the relationship between columns?\n",
|
|
"\n",
|
|
"# there's a strong correlation between 'carat' and 'price'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "4k8nJyFemMBY"
|
|
},
|
|
"source": [
|
|
"# Task 7: Conceptualize the Problem"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"metadata": {
|
|
"id": "gu4nQbmQm9z8",
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# 'carat' is a unit of mass and has a positive correlation with 'price', which makes sense:\n",
|
|
"# the larger the diamond, the higher the price.\n",
|
|
"\n",
|
|
"# Predicting 'price' is a typical regression problem. So let's use three different models:\n",
|
|
"\n",
|
|
"# Simple Linear Regression\n",
|
|
"# Multiple Linear Regression\n",
|
|
"# Decision Tree Regression"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "E9xy8hetm9wG"
|
|
},
|
|
"source": [
|
|
"# Task 8: Perform Data Split"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"metadata": {
|
|
"id": "Swr_A0p1m9r6"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"X = df[['carat']] # only one feature\n",
|
|
"y = df['price']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.33, random_state = 42)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(29622, 1)\n",
|
|
"(14590, 1)\n",
|
|
"(29622,)\n",
|
|
"(14590,)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(X_train.shape)\n",
|
|
"print(X_test.shape)\n",
|
|
"print(y_train.shape)\n",
|
|
"print(y_test.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "CCJo3OYWm9oQ"
|
|
},
|
|
"source": [
|
|
"# Task 9: Choose the ML Method to Follow"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"metadata": {
|
|
"id": "7UJWBSspm9lM"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"model = LinearRegression() # instantiate the model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "Dmo0wF-vnXzD"
|
|
},
|
|
"source": [
|
|
"# Task 10: Train the ML Model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {
|
|
"id": "AUVPWfp9nXvl"
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
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],
|
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"text/plain": [
|
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"LinearRegression()"
|
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]
|
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},
|
|
"execution_count": 38,
|
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"metadata": {},
|
|
"output_type": "execute_result"
|
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}
|
|
],
|
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"source": [
|
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"model.fit(X_train, y_train) # fit the model"
|
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]
|
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},
|
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{
|
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"cell_type": "code",
|
|
"execution_count": 39,
|
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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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"['simple_regression.joblib']"
|
|
]
|
|
},
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
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"# save the model for later\n",
|
|
"dump(model, 'simple_regression.joblib')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"id": "RYSfWcCcnXsb"
|
|
},
|
|
"source": [
|
|
"# Task 11: Test the Model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {
|
|
"id": "2ZDwzmMvnXmA",
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[6692.49012456]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(model.coef_) # the slope"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# The coefficient is positive. Therefore, 1 unit increase in carat is associated with\n",
|
|
"# more than $6600 increase in price."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {
|
|
"id": "ufa3Ch6inXcK"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# predictions\n",
|
|
"y_pred = model.predict(X_test)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.PathCollection at 0x7f8100363490>"
|
|
]
|
|
},
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.scatter(y_test, y_pred) # how close are our predictions?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x7f8100362320>"
|
|
]
|
|
},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 500x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.displot((y_test - y_pred), bins = 50) # residual plot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"mse = metrics.mean_squared_error(y_test, y_pred) # mean squared error"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1032.6823495276928"
|
|
]
|
|
},
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.sqrt(mse) # root mean squared error; this is our performance measure"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>carat</th>\n",
|
|
" <th>cut</th>\n",
|
|
" <th>color</th>\n",
|
|
" <th>clarity</th>\n",
|
|
" <th>depth</th>\n",
|
|
" <th>table</th>\n",
|
|
" <th>price</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0.29</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>62.4</td>\n",
|
|
" <td>58.0</td>\n",
|
|
" <td>334</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>0.31</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>63.3</td>\n",
|
|
" <td>58.0</td>\n",
|
|
" <td>335</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>0.26</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>61.9</td>\n",
|
|
" <td>55.0</td>\n",
|
|
" <td>337</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>0.30</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>64.0</td>\n",
|
|
" <td>55.0</td>\n",
|
|
" <td>339</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>13</th>\n",
|
|
" <td>0.31</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>62.2</td>\n",
|
|
" <td>54.0</td>\n",
|
|
" <td>344</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" carat cut color clarity depth table price\n",
|
|
"3 0.29 3 3 3 62.4 58.0 334\n",
|
|
"4 0.31 1 1 1 63.3 58.0 335\n",
|
|
"7 0.26 2 2 2 61.9 55.0 337\n",
|
|
"10 0.30 1 1 1 64.0 55.0 339\n",
|
|
"13 0.31 4 4 4 62.2 54.0 344"
|
|
]
|
|
},
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# next model: multiple regression\n",
|
|
"\n",
|
|
"df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"scaler = StandardScaler() # we're going to scale the features"
|
|
]
|
|
},
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"cell_type": "code",
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"execution_count": 49,
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"outputs": [
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"data": {
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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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"\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>carat</th>\n",
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" <th>cut</th>\n",
|
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" <th>color</th>\n",
|
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" <th>clarity</th>\n",
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" <th>depth</th>\n",
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" <th>table</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>3</th>\n",
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" <td>0.29</td>\n",
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" <td>3</td>\n",
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" <td>3</td>\n",
|
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" <td>3</td>\n",
|
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" <td>62.4</td>\n",
|
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" <td>58.0</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>0.31</td>\n",
|
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" <td>1</td>\n",
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" <td>1</td>\n",
|
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" <td>1</td>\n",
|
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" <td>63.3</td>\n",
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" <td>58.0</td>\n",
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" </tr>\n",
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" <tr>\n",
|
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" <th>7</th>\n",
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" <td>0.26</td>\n",
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" <td>2</td>\n",
|
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" <td>2</td>\n",
|
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" <td>2</td>\n",
|
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" <td>61.9</td>\n",
|
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" <td>55.0</td>\n",
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" </tr>\n",
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" <tr>\n",
|
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" <th>10</th>\n",
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" <td>0.30</td>\n",
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" <td>1</td>\n",
|
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" <td>1</td>\n",
|
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" <td>1</td>\n",
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" <td>64.0</td>\n",
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" <td>55.0</td>\n",
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" </tr>\n",
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" <tr>\n",
|
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" <th>13</th>\n",
|
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" <td>0.31</td>\n",
|
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" <td>4</td>\n",
|
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" <td>4</td>\n",
|
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" <td>4</td>\n",
|
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" <td>62.2</td>\n",
|
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" <td>54.0</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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" carat cut color clarity depth table\n",
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"3 0.29 3 3 3 62.4 58.0\n",
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"4 0.31 1 1 1 63.3 58.0\n",
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"7 0.26 2 2 2 61.9 55.0\n",
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"10 0.30 1 1 1 64.0 55.0\n",
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"13 0.31 4 4 4 62.2 54.0"
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]
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},
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"execution_count": 49,
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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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"features = df.drop(['price'], axis = 1) # all columns except 'price'\n",
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"features.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 50,
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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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"Index(['carat', 'cut', 'color', 'clarity', 'depth', 'table'], dtype='object')"
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]
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},
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"execution_count": 50,
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"metadata": {},
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"output_type": "execute_result"
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}
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"source": [
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"df.columns[0:6]"
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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": 51,
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"metadata": {},
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"outputs": [],
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"source": [
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"scaled_features = scaler.fit_transform(features)"
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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": 52,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"numpy.ndarray"
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"execution_count": 52,
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"metadata": {},
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"output_type": "execute_result"
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}
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"source": [
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"type(scaled_features)"
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]
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"cell_type": "code",
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"execution_count": 53,
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"metadata": {},
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"outputs": [],
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"source": [
|
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"# save the X array for later\n",
|
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"np.save('features.npy', scaled_features)"
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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": 54,
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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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" 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>carat</th>\n",
|
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" <th>cut</th>\n",
|
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" <th>color</th>\n",
|
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" <th>clarity</th>\n",
|
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" <th>depth</th>\n",
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" <th>table</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",
|
|
" <th>0</th>\n",
|
|
" <td>-1.208360</td>\n",
|
|
" <td>0.058916</td>\n",
|
|
" <td>0.058916</td>\n",
|
|
" <td>0.058916</td>\n",
|
|
" <td>0.462594</td>\n",
|
|
" <td>0.294839</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>-1.138663</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>1.104188</td>\n",
|
|
" <td>0.294839</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>-1.312906</td>\n",
|
|
" <td>-0.833437</td>\n",
|
|
" <td>-0.833437</td>\n",
|
|
" <td>-0.833437</td>\n",
|
|
" <td>0.106153</td>\n",
|
|
" <td>-1.052933</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>-1.173512</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>1.603205</td>\n",
|
|
" <td>-1.052933</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>-1.138663</td>\n",
|
|
" <td>0.951268</td>\n",
|
|
" <td>0.951268</td>\n",
|
|
" <td>0.951268</td>\n",
|
|
" <td>0.320018</td>\n",
|
|
" <td>-1.502191</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" carat cut color clarity depth table\n",
|
|
"0 -1.208360 0.058916 0.058916 0.058916 0.462594 0.294839\n",
|
|
"1 -1.138663 -1.725789 -1.725789 -1.725789 1.104188 0.294839\n",
|
|
"2 -1.312906 -0.833437 -0.833437 -0.833437 0.106153 -1.052933\n",
|
|
"3 -1.173512 -1.725789 -1.725789 -1.725789 1.603205 -1.052933\n",
|
|
"4 -1.138663 0.951268 0.951268 0.951268 0.320018 -1.502191"
|
|
]
|
|
},
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"X = pd.DataFrame(scaled_features, columns = df.columns[0:6])\n",
|
|
"X.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"3 334\n",
|
|
"4 335\n",
|
|
"7 337\n",
|
|
"10 339\n",
|
|
"13 344\n",
|
|
"Name: price, dtype: int64"
|
|
]
|
|
},
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"y.head() # y stays the same"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# save Y for later\n",
|
|
"np.save('price.npy', y)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.33, random_state = 42)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"model = LinearRegression() # instantiate the model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
|
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],
|
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"text/plain": [
|
|
"LinearRegression()"
|
|
]
|
|
},
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"model.fit(X_train, y_train) # fit the model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['multiple_regression.joblib']"
|
|
]
|
|
},
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# save the model for later\n",
|
|
"dump(model, 'multiple_regression.joblib')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 61,
|
|
"metadata": {
|
|
"id": "2ZDwzmMvnXmA",
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[1963.25110751 45.01046146 45.01046146 45.01046146 -71.28639623\n",
|
|
" -86.94439747]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(model.coef_)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"metadata": {
|
|
"id": "ufa3Ch6inXcK"
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# predictions\n",
|
|
"y_pred = model.predict(X_test)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.PathCollection at 0x7f81000b7c40>"
|
|
]
|
|
},
|
|
"execution_count": 63,
|
|
"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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XxUgdPUqLV2PZ9FsVc4F3NnLljakv8j4GMeRTzpInnx2fhdt7J2H2Bnm7OJN0rhTp/ebEZdy5aheWTsvGhGwN2iQcRKXqHKbPz0nHJxWuL22PiQwHAJeKG9pjHD0oOXHZo3s9WY5KuJoM+kHpadQ2dQaJa7484dPdlaWOHv3XzMEYdVOK1/vjSc6mobwx9UXexekk8hlnd3gqAFsPnkHNleAsRqd0xuJmC7eWSwooDCLwzp5qFFZq3VrZcbWtw2MBTFJshNn0gKeWzYapgLdmWU87GHO/5DIGMEa+rBwr9T35xxGd3b2diHyFQQz5jNSaE7UMYgKS8VL12SGdrO9bvr0Kg3sl+D0nJjk2EvsXjzcLNDy1bNYgAomxkVaPd62X4g5fVo6V+p78reSU0+0HiLyNQQz5jNQ7vKTYSCREc6YzEBmLzMlpr9W34KWPDvk1J0YF4A+/zEGkRcVeV7fEsEWnb7a5+3R+TjrenjXEaRCncvK8vcJyUna9lkPue8L9hcifeKUgn5G1n4qzv+ikKNsqzvvttY2F+iyneoy7Mk/O0eCv35yUvSWGpVd2HEVtU5vp30mxkXh1Rg7uGZSOewZlYA1UeGpLud3vn5SdhsIjF5y+TtebgZ2HtPj9J5Vmr9s1f0bOztNGXZckS+GogCCRt6lE0QP7xweghoYGCIIAvV6P+Ph4f3eH0HnRuHPVLodTSupwYFjvJOz7yb0dgYm6UgFmuTCeqqArxZxf9MHLU261+7pyfTAnF3n9krFyZ5XdAn8qAFMGpWPv8UtmG3LKSRBeubMK67+ulvWeGPtG5A45129OJ5EsUoau7bUJD1Nh+m2O/3i2doABjJ91V4cHzB5JnmTMJ7G3K7PxRzk6wrN/Ftd/fRJ/2NG5jDs/Jx27//1u/NvQHrKPY6y5MzwzCTsPnXdYoVgE8NkhrdWO4lKnfgortXhnj7wABuD+QuR7nE4iyWzdRVre2TlqA0ByaXjynztvugGFR3RuT68EEmM+yf6fLjutgdIiYw16XFQ4Glucr5xa/3U1YiO7obGlHR99exZ1V+XVQOpacwcAfv9JpazvN5Iy9eNOlWHuL0S+xiCGJLFX38V4Z7f2oaEAYLfNk5vLkRAT4ZO+knsKj+ig7haGVlcKygQ4KXVh5EywT7+tB94/cFpS2zf/eVz6gS103ROp5MRlqyXYctjb48nIlSrD3F+I/IVBDDnl6M6s652dKIp22wBwWuGVAkcwBjCdPDu25M0c1nl334SstO5WCbmemrKxdxy5x1fS9gMUfJgTQ05Jre/iqQ30iDzNmE+S19ezFWaH9EpEko36MJ4w6qYUm3sieWrKxt5x5B4/UPcX8vTScwpMHIkhp4qq5BU3I/InezsVL52WDX2zZ0cD0xOi8eqMHIdLp+VyNjUjdQd4R9K7HN9yGfaw3omyjv9//+02jMoKrO0HpOTvUXBgEBPinNWRKKzU4q/fnPRfB4lkeGxUH+ys1JldvIz5JBOyNbhz1S6PvZYxEAgPU2HOmT5Y//VJjx3b0dRM1zourowtqLoc397Ffvpt6ZKT8C81BdYIrJT8PQYy7nOlBpE3yJ5OOnfuHB566CEkJycjJiYGgwcPRllZmel5URSxbNkyZGRkIDo6GmPGjMGRI0fMjtHa2or58+cjJSUFsbGxmD59Os6ePWvWpq6uDgUFBRAEAYIgoKCgAPX19a6dJdlUWKnFnat24cH1+/HM1gqrEuJydvhNF6KgiVfbXZqrApAQEwEVEJTLdykwjM/WYO+LY/HBnFysnnkblkwZgBfyb4EQHYn9Xtzs8eUpt2LOLzLdPma6xKmZ/Jx0rH1oqNW+TN3VnZtl2vsdS4y5vneUvaXmOn0L3tlTjamDpF3oA2lFkrP8PcA3WzcEO2fXDl+SVeyurq4OQ4YMwd133425c+ciNTUVJ06cQJ8+fdCvXz8AwKpVq/CHP/wBmzZtws0334xXX30Ve/bswbFjxxAXFwcAmDt3LrZv345NmzYhOTkZixYtQm1tLcrKyhAe3vlLOHnyZJw9exbvvPMOAODxxx9Hnz59sH37dkl9ZbE7x+zdrRj/+K19aCiE6Eg8uH6/pOP9ucvqJMD2cL5xBZPlnV8wLeUl/wlTAf/f/UOQHKdGUZUOH1ecN6tkmxAdYVU3xdXXmT82C31viLW6A7VVQVeqZ8dnYd7YLFl3s7buhouqdFa/YwnREfjNqD6m47ddMyB35T/t9lOFzr2gWtracbXd9m+ncdpr74tjAyaht+TEZUl/s1iUz3VSrh3ujnTJuX7LCmJ+97vf4ZtvvsHXX39t83lRFJGRkYGFCxfixRdfBNA56pKWloZVq1bhiSeegF6vxw033ID33nsP999/PwDg/Pnz6NWrF3bu3IlJkybh6NGjyM7Oxv79+zFixAgAwP79+5GXl4fvv/8e/fv39+ibEGqcVc41/nF6YVJ/PPs/3zk93rhbbsCGR4YDkDYXbWsOvuxUHbT1zdhWfg5fn7jk/kkSuai7uhuutF6zG1wnRHdDffP1Oi+Ofr5PXmrC6uLjDgN1b+RqOBrqL6zU4qVth91apm309qyhuMfOiI0/phs+qTiHZ7ZWOG33pwcGY8Zg+QUHQ53Ua4e7ga2c67esnJhPP/0UkyZNwq9+9Svs3r0bPXr0wFNPPYU5c+YAAKqrq6HT6TBx4kTT96jVaowePRr79u3DE088gbKyMrS3t5u1ycjIQE5ODvbt24dJkyahpKQEgiCYAhgAyM3NhSAI2Ldvn80gprW1Fa2t1+dmGxoa5JxaSJG62qj8dJ2k4317ph4dBhHhYSrk56RjQrbG4R+v8DAV8volm/7IfV6pxclLV/FB6WnoGljxk/wnKTYC+xePx67vL1gF44kxEai72m4WwADWuRbGn2+j/po4q2Mlx0ZixuAMTMjWuHVxtxcoWPbByN5dtKte2VGFsDBYBWD+SqyVtT8bySb12mGvBpE3yApifvrpJ6xduxbPPfccXnrpJZSWlmLBggVQq9X49a9/DZ2ucxVLWlqa2felpaXh1KlTAACdTofIyEgkJiZatTF+v06nQ2pqqtXrp6ammtpYWrlyJZYvXy7ndEKW1DoQ7+2XVsSrtqnd7IfW3h9Qow6DiDW7fsTGb6o9MrxP5Cmvzujc6doyGE/prsai/6mw+T3OquBKCexdITdQcKcSrz22kmX9mVhrXLml07fYPE8W5XOP1GuHL7efkJXYazAYMHToUKxYsQJDhgzBE088gTlz5mDt2rVm7VQWOxCLomj1mCXLNrbaOzrO4sWLodfrTV9nzpyRelohxxt3IVJ/aAsrtRj2ahFWF//AAMYP7uid6LyRi+KilL/YMTFWbfp/YzA+Y3APhKlUDusgdb0DtaXrsbrWfWm7ZsCGr3/Cf3xSiQ1f/4Q2iUUGHSXl2tsbyZVKvM5YJsv6O7HWuHILsE5uZlE+9wXiSJesICY9PR3Z2dlmjw0YMACnT3fesWs0GgCwGi2pqakxjc5oNBq0tbWhrq7OYZsLF6y3pL948aLVKI+RWq1GfHy82RfZZrxb8eSv8fELV5wWlCqs1OLJzeWs3OtHB09JmyKUw1hIbuW9OR4/tq+5W8VWzh3oyp1VuGXJ53hlx1H8reQUXtlxFLcs+RwrdzpeEehqoOCtu+OuAZyc6QZvMa7c0lis3ArUonye5O0Cf86uHV03KfUVWbdOo0aNwrFjx8we++GHH9C7d28AQGZmJjQaDYqKijBkyBAAQFtbG3bv3o1Vq1YBAIYNG4aIiAgUFRVh5syZAACtVovKykq8/vrrAIC8vDzo9XqUlpZi+PDOhNEDBw5Ar9dj5MiRbpwuAeZ1Jjy1MmjNlz9izZc/2h3OlrNcm5RFBJB/qwb/sf2I07aBzt0qtlLbrdxZZbMOi0G8vknq4nuyrZ4H5OUlDM9MMk1jXWr0bj0XOUGSt6cbvDWFF8h8kYfk6Nrhr5EuWUHMs88+i5EjR2LFihWYOXMmSktL8c4775iWQatUKixcuBArVqxAVlYWsrKysGLFCsTExGDWrFkAAEEQ8Nhjj2HRokVITk5GUlISnn/+eQwcOBDjx48H0Dm6k5+fjzlz5mDdunUAOpdYT506VdLKJHLOeLdi+UPvLlvz3h0GEX/d+5PHh7IpcGzcd9LfXXCL1Cq59nItgM5k3WESpuvarhmw/mvHheTWf12NRRNvQWQ368FyqQFAcZUOz/1PhdnvXZiqM1DyBjlTCL6YbnCWmxdMfJmHZO/aofFTRWRZQcwdd9yBbdu2YfHixfjP//xPZGZm4s0338Ts2bNNbV544QU0NzfjqaeeQl1dHUaMGIEvvvjCVCMGAFavXo1u3bph5syZaG5uxrhx47Bp0yZTjRgAeP/997FgwQLTKqbp06djzZo17p4vdWF5t3KpsRWv7Djq1jGNSY7LPj2CuKgI7Dp6AX//1xlcae3wSJ+JPM14z/jAHTfis0Pn7a6oWzotG09utr+9wOWmNoz+45dO/5C/V3LSaSBhEDvbPfaLvqbHjCuRjl+4Ium8NtiotO2NAMYyAGRirW9J3aDXVtK5qwJppEtWnRglYZ0Y+Yw1ABz9AUqKjcQDd/TCW1+d8HX3iLwiMSYCIsx3Wbc1DF9YqcXvPjrsMKdLSsGv//ikEn8rOeW0X7/O643/nJFjem2po6YqAConIy6WIzKW/1apAClXBlvnaxwVAOwXvQzmvBRfC8YCf16rE0PBw159CWfznX/4ZQ5aJa6gIFKCOhtBiU7fgic3l+PZ8VnokxKLk5eu4s3iH5zmj0m58+2VGC2pX8Z2cmq7GH9vnQUgBhFYMmUAUuLUZgUnuxagPHiyFiUnLgMQkdc3Bfrmdryyw/kUQqBNNwS7QFz27EsMYkKQswQwZ3+AOv+wEQUvYwywuvi4S9/rqODXLRppI8O3aOJl13aROoICAClxarOqtZZ9HXVTCkbdZL479aQcaVMI7k43BMrmgkoQiMuefYlBTIiRmgDm6A+QlCRHolBn78639qq0fZVqr7ZJru1yT04adlZekJXz4spFTU6yrKuJtf6q9qtUoV7gT/Yu1qRccupL2CvOBTguKEXkS+pugfsT6Inl2lKnAPadkF53xbKWh7dri8jhShG/UBfqBf4YxIQQTxaisldQisiXWq8F3ligrYJfXQMFgyhCE6+2f4Au3y814JFa/dryolZYqcWdq3bhwfX78czWCjy4fj/uXLXLL8GCv6v9KlkoF/jjdFII8XQCmOW0U1JMJJ75ewVqm6QNlxMFG1t3vramR2Ijw21893XTb+vcSFLKVIEQEyG5CnZibARenZGD/Jx0v+xx5CjXJRA3F5TLn7k8gbTs2ZcYxIQQbySAGaedCiu1eOHDQwxgKKRZrsCxFyg0tTmum/Tpd1q8kD9A0orB34zMxOriHyT1r7ap/edaUCq8ssO3tUWc5boofZVNIOTyhFKBPyMGMSHEUwlglncbdU1teHqL4yWg0RFhaG7n0mwKLulCFB6440b0SYmxuvN1Z9foriMOjlYMLpmSDSEmAgnREZKnlHT6Fjy1xX7RPsD9UQ+pfyO6jvooeZWNP3fuDnUMYkKIJ/a9sHW34Wz/paTYCEzOScf7B0670XuiwDLv7n54dkJ/hIepTBftrhV/3d01uuuIg62pgrqmVqu6LVLICapcGfWw9TciTGX7dbuO+uz+97sVucrGHxVz6ToGMSHGnUJU9u42nP1RrG1qB393KVBFdQtDWBhwtU3eSOGom24wJcfamka4J0fjVr8sRxy6ThUUVmrx9JZvvV7iQO6oh72/EY5ycY2jPmWn6gJuc0EpgiGXR8kYxIQgVxLA3BkaB4DBPROwWXVaciEuIl9puWaAJj4KY29JxN7jl5xOy3QdEXA0jWBr7yIpnI04SPldjIkMx1UneTfu9MHVfjlS09iCGYN7KK7ar9JzeZSOQUyIkpsA5u7QeEZiDO7ufwN2fX/R5WMQecuFhhbsOKTFW7OGIDFWjeIqnc0gpOuIAACnS4LDfq6gK7nibpfj27upkPK7KCeA8dSoh7t/I4yjPkpbZaPkXJ5gwDox5JCxvsWfd7u24WPXmhmDeiR4tG9EnmK8iL+y4yiGZyZhybRb8eeHhiLdQd0NKRdtg3g9L6Ir478TYiKsjv/WrCEQoiPtFp+TekefEB1htxil8ffy7VlDPFZbxNWRBlt1dRwV25TClwX8jAsmnL3XgZbLEyw4EkN2ydk51xHjXetf9v7kiW4ReYVl7oKzEQGpF+1HR/XB55U6m9Mj1sm6bVbJupbLdKXe0f9mVCbeLP7B4UhLfk46Jv0ckLk76uHKSIM3cl18vdTZEwsmyHUMYsgmOTvn2pMUG4EVvxyI/Jx0fPPjJVxpdX2OnshXugYnjqZdpV60J2Rr8PKUbLuBgnmyrv1lugvH34w+KTFIiVVDEx+FCw2OV/HMG3sT+mu6O80v8VRtESl7qoWpzJN8PZ3r4q+lzty5238YxJAVdxP0gM66MPcP64U4dYRpaJdICaQGJ3LqLjkLFKSU3O9a0C4hupvd1wSu3/nLzS9xp+KslBGJNQ925hx5I9fF30udlZbLEywYxJAVdxP0AKC53YC1e37C2j0/ISEmAiP7cj6Y/GfJlAFIio3EKzuOoq6pzSN1SMLDVJh+WzrW7am220bqNILc37n65ms2H7d15y91pMUT0zD+HJEIhKXOoVgx198YxJAVTy8FrL/ajp2VFzx6TCIpVADS4tW4JT0el6604uG8Pk7zRKTeORdWah0GMHffcgOE6EjTrvCOeOp3bsmUAS4FCp6chvHXiASXOocmBjEhztbwMZcCUjAwBiot1wyY/ZcDpseNK4K6bpood6SgwyDidx8ddthm1/cXsev7i0iIjsBvRvXB3DE3oexUHWoaW5DSXQ2IwKWmVqTGRXX+2wNe+rgSk3LSZQUM3piG8ceIBJc6hyYGMSHM3vDxkinZThP0iAKdcXdnyx2e9VfbIQJ4dnwW+qTEIqW7GgaDiAPVtag8p0de3xTk/rys116OyJpdP0reObq+uR2ri4/jzX8et1vsUROvRmxkuNONIZ2+1tV2rNn1I54ZnyX5ewJhGsYTPLU3HCkLg5gQ5Wj4+Okt5Xj8rky842ConChQzbu7H/L6pmDR//sOgHWgYRxd2HrwDJZMGYCnt5SbBSRrvjyBhJgI3H97T3z6ndZmkL/xG/m/G46qVesaWmUfz56N+6oxb+xNkkdNgmUahkudQxOL3YUgKSsh/udfZxEfzRiXlCVdiEJe3xSU/HQJugbnowtPbfnW5ohK/dV2rNtTbTVCYdwBWuqO0f5Qf7UdpdW1ktsH0zSMMbHYUwX8KPDxKhWCpAwf10kcKicKJM1tHZi94YDzhi5SyvSqnFGTYJuGUfpSZ3eWuYciBjEhKNCHhYlcFcgjJL4kZ9QkGKdhlLrU2dfVhoMBp5MUyp29QZQwLExE8rm6Tw+nYfzPmKdoawpz7uZyFFZq/dSzwMaRGAVyN1qXUh6ciJyzHLnwJ3dHTZQ+DaM0XaeNUrqrsezTI36rNqxkKlF0lDOvXA0NDRAEAXq9HvHx8f7ujsfYW1Vk/LGWetdkPA4QOH+EiZTAmCOyZMoAvLLjqNnNRHd1uN/2COO0g3K4urnuB3NyFTlNJpec6zdHYhTEE0WpjNF/6zUDnhmXhb/tP4XapjZvdpsoIEzMTsMXVe5XjhYBLJmSjXsGWe8APax3IoavKJZcQ8YT5t3dD6NuuoGjJgrhzua6zGe0xiBGQdwtSuVq9E+kZMaRk4dH9vFIEAMAr+yoQlhY5xRM1981OblpRtERYWhuN7jUj4ToCDw7oT+DF4Vwd3Nd5jNaY2KvgrhTlMpe0hhRMOuaJ5LbNxnpQhQ8cbm3l2xZWl0rexTG1QAGAH4zqg8DGC9wZ+GEI65urutqwnYo4EiMgrhalMrd6J9IqSz3RLK3lFgue9O3xVU6d7ssWWJMBOaNlb69AEnjzWXOrkwHKXWZu68wiFEQV4tSuRr9EymVZZ5I11ywheOz8EHpabdL/Runb/efuIywMBW+OKLFxn2nPHMCEvzh3oG8qHmYJ3fztsWV6SC5m5OGGgYxCuJqUSomg1Eo0cSrzfJEbN1Za+Kj8My4LLy776TbBfKe9tM2BF3zcsh93tjN25LUG9H/+2+3mXY4Z8K2Y8yJURi5Rak6DCIuNXpuczmiQDdjcIZZAGMrF+xCQwv+9M/jHgk+/FUl2JNF0LyVA6IkchZOuMp4IwrAKjer643oqKwUzBjcA3k/76YuR6h9lhyJUSBHRam6FlA6eanJI8PmREryzp5qDLkxEWNvScNL2w473OhUyTw1OsBS9518tZu38UbUanTQA+95KH6WskZili1bBpVKZfal0WhMz4uiiGXLliEjIwPR0dEYM2YMjhw5YnaM1tZWzJ8/HykpKYiNjcX06dNx9uxZszZ1dXUoKCiAIAgQBAEFBQWor693/SyDkHFvkK7RemGlFneu2oUH1+/HM1srsLr4OAMYCkm/++gwclf+E7VNnhkl8ddg/sTsNIfPuzs64I1S90odCfDlbt75OenY++JYfDAnF396YDA+mJOLvS+OdTuACcVtC2RPJ916663QarWmr8OHD5uee/311/HGG29gzZo1OHjwIDQaDSZMmIDGxkZTm4ULF2Lbtm3YunUr9u7diytXrmDq1Kno6Lhe5XLWrFmoqKhAYWEhCgsLUVFRgYKCAjdPNbhxCTVRJxFA/dV2t4s4Gpe1vj1riNX0bUJ0hFvHlurmtDhJ7XQNLbIDB2c5IEDnKI+cIMTyRurB9ftx56pdiriAGvNV7AWsnl7mbOtG1FXe+CyVQvZ0Urdu3cxGX4xEUcSbb76Jl19+Gffddx8A4N1330VaWhq2bNmCJ554Anq9Hhs2bMB7772H8ePHAwA2b96MXr16obi4GJMmTcLRo0dRWFiI/fv3Y8SIEQCA9evXIy8vD8eOHUP//v3dOd+g5I0l1AnR3VDffM2DRyRSHuMwvGVlXoMoYvZfDnjtdY0Jnnn9krHmyx+dtn/lsyNmo05SphDcLZ5pydsre7xNybt5e/qzVBLZIzHHjx9HRkYGMjMz8cADD+Cnn34CAFRXV0On02HixImmtmq1GqNHj8a+ffsAAGVlZWhvbzdrk5GRgZycHFObkpISCIJgCmAAIDc3F4IgmNrY0traioaGBrOvUOHpJdQqAFAF3i8qka8kREeYXXQt75qNhfO8wZUCfZbTZlKmEDyZAxIsIwFK3c3bV/k8gUhWEDNixAj87W9/wz/+8Q+sX78eOp0OI0eOxOXLl6HTdRZ5Skszn8NNS0szPafT6RAZGYnExESHbVJTU61eOzU11dTGlpUrV5pyaARBQK9eveScmqJ58gczXYjCwvE3+3TvF6JA89ZsxxesrqtM3GU5NdX1gillNYstUgIHT+aA+GJlj694I1/F23yZzxNoZE0nTZ482fT/AwcORF5eHvr164d3330Xubm5AACVxR28KIpWj1mybGOrvbPjLF68GM8995zp3w0NDSETyHjqB3Pe3Tfh2Qk349PvznvkeERKFKYC7ujjPO8hPycdz47Pwuri42693luzhyJMpbJaadj1dWytZkmKjcRlB3k/zqYQXC2eaUuwjQQYR96UwpOfpdK4tcQ6NjYWAwcOxPHjx3HvvfcC6BxJSU+/HrHW1NSYRmc0Gg3a2tpQV1dnNhpTU1ODkSNHmtpcuGC9SdvFixetRnm6UqvVUKvV7pyOYjn7AZZq1E0pKKrS4ZXPjjhvTBSkDCJw8GStw8DCqE9KrFuvlS5EIbev86ROW2UVdPpmPPs/3zl9DXuBgydzQEJ5JCAQKDmfx11uFbtrbW3F0aNHkZ6ejszMTGg0GhQVFZmeb2trw+7du00ByrBhwxAREWHWRqvVorKy0tQmLy8Per0epaWlpjYHDhyAXq83tSFzjoacpUoXolDX1Iq5m8s9tiyVSKmefr9c0gobdy/Kci4slnk5GiFa0vc56qOnckB8vbKHrCk1n8ddKlEUJd+8P//885g2bRpuvPFG1NTU4NVXX8Xu3btx+PBh9O7dG6tWrcLKlSuxceNGZGVlYcWKFfjqq69w7NgxxMV1LhWcO3cuPvvsM2zatAlJSUl4/vnncfnyZZSVlSE8PBxA57TV+fPnsW7dOgDA448/jt69e2P79u2ST6yhoQGCIECv1yM+Pl7Oe6JYtgodSZUQHQGowFwYIhuMF2fLi0GHQcSdq3bJ/p0LUwFrHhyKewa5fmExvrazKYS9L451Gih1LZLpaql74+okwPZIQDBfSAOJJz5Lf5Nz/ZYVxDzwwAPYs2cPLl26hBtuuAG5ubl45ZVXkJ3dOQogiiKWL1+OdevWoa6uDiNGjMBbb72FnJwc0zFaWlrw7//+79iyZQuam5sxbtw4vP3222b5K7W1tViwYAE+/fRTAMD06dOxZs0aJCQkeOVNCCbGH2Cdvhmv7Djqdq0MIupkLyiwt7TYkbdnDcE9gzLc7lOgBQ6hWDGWPM9rQYyShGoQY1Ry4jIeXL/f390gCjofzMlFXr9kiy0+rv68xcf1i3d3dTd0C4NZvSVvXNADLXBQ4kiAEvsczORcv7l3UpAx/jJ+roAKmUSBJCEmQtJ0ak1ji52dsdV4dnwW+qTEmi6EALx+cXS0l5o/KG1lT6AFgSQPR2KCiDs5MUSBwnJ1hSd0V4fjSuv1rU3ShSgsmTIAibHq61V4DSJmb3BehffZ8TfjzeIfrPrI3A/lsTcVyM/SvzgSE4JcmZcn8rSkmAgsmZqN07VXrXZQT4qNwIjMZHxeab9oJdAZwPzb0B743/JzVs8ZAxypoyb4uW3pS+NRdqrO4UhFh0F0WmsjLV6ND0pP261M64ldpck3nFUZ5mepDAxigoAn905SqQAhivsmkWsMAKIjw/HM+Jsxb2yW1RTHZ4fOOw1iAOAXN9+A8dlp1lM2Pw/zd50+OXmpCauLj9sdwXntvoGI7BbmdIpDSq2NB4ff6LC4XTDvURNsQnm/oWDCICYIeHLvJFHsTETsru6GK60MZEge/dV2s83+LP/4p8RKK0iZGte5+aGjXI+ux+6vifNIXoO96rjG4Kn1mkHScZRSmTaUBVuV4VDFIEZB7GXQy/0lE6K7oaH5msORGwYw5ApHw/CFlVos+7TK4fdblkeXmiTqyeRWR8cqOXFZ0jFYmTbwscpwcGAQoxCOMujl/pLpOVVEXmRrGF5Kzpa75dE9uSrG3rFCeY+aYMPPMji4te0A+YbxAmA5ZaTTt2Du5nLUNbU6LPlN5A/GEUKpOVtp8eqAXw0iZVfpYN2jJtjwswwODGICnLMMegB4ZcdRLJni3t5JFJrShSgkxER45efGOEIoNWfrv2YODugAxihU96gJRvwslY/TSQFOagZ9YmykzYREV6lUnUm+FJxiIsOx/te3I7dvMoqqdDZX5LjKchheas7WpSutzhsFiEArMEeu42epbAxiApycDPoZg3uYfhm/+fES1nz5o+zXM17IGMAEt6ttHQhTqRAeprK7Iqer2MhwNLV12HyuK1vD8MGaQKm0yrRkHz9L5WIQE+DkXgCMv4zDM5PwYflZh6MyiTERUHcLMytIJkRHoG9KDMrP6N3rOAW8rgGy5d1oSqwaUHWOjhjvTIuqdFaBTpgKMHQJeDU2ljUzgZKIvIVBTIBz9QIQHqbC9NvSsW5Ptd1jz7y9J17IH4A1u37Exm+qUd/cjvrmdgYwIcIyQHZ2N2pr2H1Y70SnlXClFJFjAiURuYJBTIBz9QLQYRDx6XeON4H837JzaLtmwMZ9pzzaZwp8mni1SyMftgIdqXVcHBWRYwIlEbmCQYwCyL0AdBhEbPqm2mmC7+WmNgYwIerB4TcCAEpOXPZZMiMTKInI0xjEKITUCwB3sg5+nlhF1NDcjjtX7XK7TL9cTKAkIk9SiWJwrkORs5V3sOBO1sHPVjK2pxjDYdbHICJ/knP9ZrG7IOHJnawpcNVdbcd/zRyM9x8bgYToCNnfr0LniiJbjD87y7dXocPAnyQiCnwMYhSuwyCi5MRlrC46ximkEHHpSitGZaXgtf8zECpIr9JsnIZyFJ903feIiCjQMYhRsMJKLe5ctQsPrt+PNV+e8Hd36GexkeFIjJE/SiKVcWm0vZLp6UIUnrgrE+k2Sqk/OqqPpNeQuzM6EZE/MLFXoZj/Eria2jrw21/0xZ/+edyjx7VVE8hRwvcL+QOsHi+trsVfvznp9LWUVj2XiEITgxgFYv5L4Ot7QyyeuCvTYbHBrpJiI/DLwT0QHx2B1cXHZdUEsrfix9bjrJ5LRMGEQYwCSd0VmPwnNS4KM+7pgdt6JuL3n1SitqnN9JwmXo0H7rgR1wwiABF5fVOQ2y/ZFJz018R5rSgcq+cSUTBhEKNAcvMVkmIj8OqMHLyy46jdO3BLMZHhaO8woL2D4z1yda2GGxYGRIabBwQ1ja14s8tU04fl58wCFG8XhWP1XCIKFgxiFCilu1pW+yVTb8U9gzIQFqbCk5vLJX3PVQk7FpNt99/RC6XVtSiu0mGDjfwTy9VBOn0LntxcjkdH9cGEbI1PpnJYPZeIggGL3SlMYaUWL354CPrma5K/54M5ucjrl4wOg4gBSz5HG0dXvCohOgL1ze2uf//PK5vqr14/hieq6XYYRAYtRBTw5Fy/ORKjIIWVWskjKYB1kub/98/jDGB8wJ0ABjAPXox0+hbM3Vxut5quswDF1nYUvthmgIjImxjEKIRxRZJcxiTNwkqtx5f8ku+I6AxKl2+vwoRsjVWAsuzTI2ZbEWji1Vg2/Vbk56TbXY7vLDAiIgp0LHanEHJXJMVEhmPh+JsxIVvjcgBEgcVWNV3j6JzlXkq6hlY8ubkcOw9p7S7H5zYDRKR0HIlRCLkrkq62dWB18Q/YevA0HrijF5dkBxHjz0KHQcTvPjrssO0LHx7ClVb7+VNdAyPuLk1ESsORGIVwtYKqTt+C1cWcRgomxp+F/Scu28yf6cpRANMVtxkgIiViEKMQxkqrcnGSIPC4uiBIhc5kXGOi9vsHTnqsT9xmgIiUiEGMQhgrrZJyPTqqDz6Yk4vvX5mMD+bk4jGJmzEC1tV0Cyu12Fl5QdL3xqrD7e50bRkYEREpCYMYBcnPScc9OWn+7ga5ICG6G4ZnJiGvXzIiu4Uhr18ylky7FX9+aKjVCFtiTISpVoyRRogyrSKSm6g9585MALAKZLjNABEpHRN7FabvDXEApN2BU+DQN1+zuZzZXuVcAHbrvshZqZYYE4H5427GLenx3GaAiIKOWyMxK1euhEqlwsKFC02PiaKIZcuWISMjA9HR0RgzZgyOHDli9n2tra2YP38+UlJSEBsbi+nTp+Ps2bNmberq6lBQUABBECAIAgoKClBfX+9Od4MCV5Aok6PlzMbdpmcM7oG8nzeCtPWYkZwk3JX3DUR4mAr5OenY++JYfDAnF396YDA+mJOLvS+OZQBDRIrmchBz8OBBvPPOOxg0aJDZ46+//jreeOMNrFmzBgcPHoRGo8GECRPQ2NhoarNw4UJs27YNW7duxd69e3HlyhVMnToVHR3X9+uZNWsWKioqUFhYiMLCQlRUVKCgoMDV7gaN3L7JVlMNFBji1OEOn7dV58UVUpNwnx1/s1mQ4igwIiJSIpeCmCtXrmD27NlYv349EhMTTY+Loog333wTL7/8Mu677z7k5OTg3XffxdWrV7FlyxYAgF6vx4YNG/Bf//VfGD9+PIYMGYLNmzfj8OHDKC4uBgAcPXoUhYWF+Mtf/oK8vDzk5eVh/fr1+Oyzz3Ds2DEPnLZyhYep8JuRmZLbx0U5vrCS5/zb7b0ktXN3ObNxpZqjEEQTr8a8sTe59TpERIHOpSDm6aefxpQpUzB+/Hizx6urq6HT6TBx4kTTY2q1GqNHj8a+ffsAAGVlZWhvbzdrk5GRgZycHFObkpISCIKAESNGmNrk5uZCEARTG0utra1oaGgw+wpWfVJiJLdtbOFu1L7SMyFaUjt3lzN3XalmK1lXBWDZ9Fs50kJEQU92ELN161aUl5dj5cqVVs/pdDoAQFqa+QqatLQ003M6nQ6RkZFmIzi22qSmplodPzU11dTG0sqVK035M4IgoFcvaXfFSsSaHoHpTN1VhyMknlzOnJ+TjrUPDYXGYmVT11VMRETBTtbqpDNnzuCZZ57BF198gago+xdSlcr8z7goilaPWbJsY6u9o+MsXrwYzz33nOnfDQ0NQRvIDM9MQlJsJGqb2vzdFepi075TeOKuTLyzpxoqmBcaNP7ULpmS7XC3aTnsrWziCAwRhQpZQUxZWRlqamowbNgw02MdHR3Ys2cP1qxZY8pX0el0SE+/fidYU1NjGp3RaDRoa2tDXV2d2WhMTU0NRo4caWpz4YL1MuKLFy9ajfIYqdVqqNVqOaejWOFhKtw7OAN//eakv7tCXagAfPqdFm/NGopXdlgvZ55+W7rV4+luLnM2JusSEYUiWdNJ48aNw+HDh1FRUWH6uv322zF79mxUVFSgb9++0Gg0KCoqMn1PW1sbdu/ebQpQhg0bhoiICLM2Wq0WlZWVpjZ5eXnQ6/UoLS01tTlw4AD0er2pTaibkK3xdxfIgnH1UWJspNVy5iVTBuCdPdVW9V10+hbM3VyOwkqtfzpNRKRgskZi4uLikJOTY/ZYbGwskpOTTY8vXLgQK1asQFZWFrKysrBixQrExMRg1qxZAABBEPDYY49h0aJFSE5ORlJSEp5//nkMHDjQlCg8YMAA5OfnY86cOVi3bh0A4PHHH8fUqVPRv39/t086GBhXqHB3au8KUwGiKG8PqprGFrMRkg6DiDtX7bJ5DBGdIzjLt1dhQraGU0FERDJ4fNuBF154AQsXLsRTTz2F22+/HefOncMXX3yBuLg4U5vVq1fj3nvvxcyZMzFq1CjExMRg+/btCA+/vhz4/fffx8CBAzFx4kRMnDgRgwYNwnvvvefp7iqWcYWKcTUKeYdBvB5oSGWZeO2swq6n6scQEYUalSiKQbnRcUNDAwRBgF6vR3x8vL+74zWFlVqrcvLkWY+O6oPPK3VO32MVOnNf9r441mxE5ZOKc3hma4XT1/nTA4MxY3APN3tLRKRscq7f3DtJ4SxXqJy81IQPSk9D19Dq764FjQnZGrz886qi4iodNthIqHa0maLUJfFcOk9EJA93sQ4CXcvJPzP+Zux5YSySYrk1gbtU6Kx8axBFfHboPADgpSnZNneedlSfxVmFXU/WjyEiCiUciQlCZafqUNvU7u9uBLyX7xmAptZrePOfx62eM9Z5ablmwOy/HDA9blwSvffFsZLrsxjzl+ZuLrdbP8bWCA4RETnGICYIdBhE0wU1pbsa3/x40d9dCnjpQhQevTMT4WEq3JIeZ5VXJMREoP5qO+qvmgeDxiXRcqviGivsWr6Oxs06MUREoYxBjMIxsdc1D9xxo2nkwzKvKCVWjUX/7zsA1qNZ7iyJZoVdIiLPYhCjYIWVWszdXC6rhgl1stxEs2tdl5ITl6FrkLYkWm61XFbYJSLyHCb2KlSHQcTy7VUMYFxkbyVQh0GUPB1X08jRLyIif+JIjEI5K6BGjtU1WS9Blzs1xyXRRET+xZEYhXI03UHOvbLjKDoM18exjFNzUgIYLokmIgoMDGICSIdBRMmJy/ik4hxKTlw2u8haqr3CYnbu6FrmX87UHJdEExEFDk4nBQhbUxnpdpbfdhhE1Da1+bqLQceY0yJnao5LoomIAgeDmABgb5WRrZokob6k2rJYnDuMOS1SE3Tn3X0Tnp1wM0dgiIgCBKeT/MzRVIbxseXbq9BhEGXlbQQrTwQwljktUhN0R92UwgCGiCiAMIjxM2dTGcaaJPuOX+KSahkG90pw+HzXnBbubUREpEwMYvxM6lTGk++XhfQIjFwVZ+rtPvf4XZlmOS3GvY0AWAUyTOQlIgpcDGL8TOpURlNbh5d7EhpUAD79Tmu18su4t5HGYndqISYCC8ffjAnZGh/2koiIpGAQ42fOpjLIs7puGWApPycde18ci2fHZ0GI6sx5r7/ajtXFP2DUa/9EYaXWx70lIiJHuDrJz4xTGXM3l/u7KyFFp29GyYnLpp2/IQKXmlpx8lITVhcft27f0IonN5fjzzJ3ryYiIu9RiaIYlLmiDQ0NEAQBer0e8fHx/u6OUzsPncfTW75l4q6PJMVGulRrJyEmAmW/n8D8GCIiL5Fz/eZ0UoBIjFUzgPEhV4sF1l9tx/4Tlz3cGyIicgWDmADBvZCUo+SnS/7uAhERgUFMwJCzFxInMlzTXR3uoSPxEyAiCgQMYgJEUmykpHa/GdnbahkwSXOl1TPL1PP6JXvkOERE5B4GMQFCI0RLajfx1s5lwPPuvsnLPSJbEmMikNuXQQwRUSBgEBMgjPViHDGWvg8PU2HUTSk+6hl19cjIPvjs0HmUnLhsVTCPiIh8i3ViAsgDd9yI1cU/2HxOBfPS95dk5NCQ+xJiIgDArIZMuhCFpdOyWTeGiMhPGMQEgMJKLZZvr7K7N1LXi2WHQcTCreXYfkjn414Gj6mD0vHZIfvVdxNiIrDi3hwkxqpR09iCk5eu4s3iH6yWwOv0LZi7uRxrWQCPiMgvGMT4WWGlFnM3l9utEfPs+CzMG5uF8DAVCiu1+N1Hh1F/td2nfQwmiTHd8K+TdQ7bREeEY1JOOsLDVOgwiLhz1S6bn4+IzhGy5durMCFbwwJ4REQ+xpwYP+owiFi+vcpuAKMCsPXgGQDXgx0GMO7J65vstCZP172VSqtrHe4e7mgvJiIi8i4GMX4k9QK5/8Rlh8EOSdf3hjhJ7WoaW8z+K7U9ERH5DoMYP5J64Sv56ZLDYIekSReiJNd4SY2LMvuv1PZEROQ7DGL8SPqFj7kWnrBkSjZy+yY7XMquwvWl7MD1pe/2PgHL9kRE5DsMYvxI6gWSFWI9IzE2EuFhKky/zfFKoq5L2cPDVFg6LRuAdSipstGeiIh8h0GMH0m9QOb2TTbVKSHX1TS2oLBSi3f2VNtt8/hdmVbLpfNz0rH2oaFW2z1ohCguryYi8iMusfazCdkaLByfhY3fnER98/WVRxqL2jDt1wx+7GVwSIlV4/n//c7harBPv9PihfwBViMr+TnpmJCtQWl1LWoaW5Aad716MhER+YeskZi1a9di0KBBiI+PR3x8PPLy8vD555+bnhdFEcuWLUNGRgaio6MxZswYHDlyxOwYra2tmD9/PlJSUhAbG4vp06fj7NmzZm3q6upQUFAAQRAgCAIKCgpQX1/v+lkGqMJKLe5ctQuri4+bApiE6Ag8O/5m7H1xrCmAefF/D6GpzTObF4aqdCEKUMGt5dLhYSrk9UvGjME9kNcvmQEMEZGfyQpievbsiddeew3/+te/8K9//Qtjx47FjBkzTIHK66+/jjfeeANr1qzBwYMHodFoMGHCBDQ2NpqOsXDhQmzbtg1bt27F3r17ceXKFUydOhUdHdcv0rNmzUJFRQUKCwtRWFiIiooKFBQUeOiUA0NhpRZPbi63uqjqm9vxZvEPKKrSobBSi1Gv/RP/W37WzlFIqqXTsiVv1cDl0kREyqASRdGt8iNJSUn44x//iEcffRQZGRlYuHAhXnzxRQCdoy5paWlYtWoVnnjiCej1etxwww147733cP/99wMAzp8/j169emHnzp2YNGkSjh49iuzsbOzfvx8jRowAAOzfvx95eXn4/vvv0b9/f0n9amhogCAI0Ov1iI+Pd+cUPa7DIGLYq0V2C9epAAgxEdBfbWdtGA94bFQfLJl2K0pOXMaD6/c7bf/BnFwmUxMR+Ymc67fLib0dHR3YunUrmpqakJeXh+rqauh0OkycONHURq1WY/To0di3bx8AoKysDO3t7WZtMjIykJOTY2pTUlICQRBMAQwA5ObmQhAEUxtbWltb0dDQYPYVqNbs+tFh5V0RQD0DGI8Zn60BwOXSRETBRnYQc/jwYXTv3h1qtRpPPvkktm3bhuzsbOh0nRsSpqWlmbVPS0szPafT6RAZGYnExESHbVJTU61eNzU11dTGlpUrV5pyaARBQK9eveSemk90GERs/Mb+6hjyLGNQ0mEQUVpdi8k5GtOeR11xuTQRkfLIXp3Uv39/VFRUoL6+Hh9++CEefvhh7N692/S8SmV+ARBF0eoxS5ZtbLV3dpzFixfjueeeM/27oaEhIAOZ0upas1VI5F1Lp2WjqEpntUu4SgV0nUjtuhqMiIiUQXYQExkZiZtuugkAcPvtt+PgwYP405/+ZMqD0el0SE+/fiGoqakxjc5oNBq0tbWhrq7ObDSmpqYGI0eONLW5cOGC1etevHjRapSnK7VaDbVaLfd0fI5Jo77z7PibAcDmLuGGnx94bFQfjM/WmKaQSk5c5hJqIiKFcLvYnSiKaG1tRWZmJjQaDYqKikzPtbW1Yffu3aYAZdiwYYiIiDBro9VqUVlZaWqTl5cHvV6P0tJSU5sDBw5Ar9eb2igZ99jxjfiocMwd08/pLuE7K3UYnpmEoiod7ly1Cw+u349ntlbgwfX7ceeqXSis1Pqy20REJIOskZiXXnoJkydPRq9evdDY2IitW7fiq6++QmFhIVQqFRYuXIgVK1YgKysLWVlZWLFiBWJiYjBr1iwAgCAIeOyxx7Bo0SIkJycjKSkJzz//PAYOHIjx48cDAAYMGID8/HzMmTMH69atAwA8/vjjmDp1quSVSYFseGYSNPFR0DVwRMabWq+JOHhS2i7ha3b9iDeLf7AKdnT6FszdXM6qvEREAUpWEHPhwgUUFBRAq9VCEAQMGjQIhYWFmDBhAgDghRdeQHNzM5566inU1dVhxIgR+OKLLxAXF2c6xurVq9GtWzfMnDkTzc3NGDduHDZt2oTw8HBTm/fffx8LFiwwrWKaPn061qxZ44nz9bvwMBUeHH4jVhf/4O+uBLXWawa8V3JSUtuN31TbHK0xJgAv316FCdkaTi0REQUYt+vEBKpArhPzScU5PLO1wt/dCHpR3cLQ4qHtGlg7hojIN3xSJ4Zcx7wY32i5ZkBSbKTDujAJ0dI21mRCNhFR4GEQ4wfOiq6R59w7OAOA/bowvxnVR9JxGHgSEQUeBjF+EB6mwtJp2f7uRkgQoiOx9qGh0AjmQYhGiMLah4Zi3tisgK/i22EQUXLiMj6pOIeSE5fRYQjKGWAiItmYE+NHOw+dx7wPvgWvSd6TLkRh74tjAXQWGrRVA6awUou5m8sBwCzB1xjY+HN1UmGl1qpQXzoL8xFREGNOjEIkxqoZwHiZVt+C0upahIepkNcvGTMG90Bev2SzlUb5OekOR2v8GcDMtbHTuXHpN2vYEFGok12xlzxHp2/2dxcUSwXgkZG9sXHfKadti6p0TlcW5eekY0K2xu5oja91GES7hfq49JuIqBNHYvyotqnN311QpDAV8NasoZh4q7QRkk8qzkvKI3E0WuNrpdXSCvWVVtf6rlNERAGGQYwf7f3xor+7oEgGEUiMjcTwzCQkxTpfIn25qU1xF3upS7q59JuIQhmDGD9pu2bAl8cu+bsbilXT2ILwMBV+ObiH5PZKInVJN5d+E1EoYxDjJ+/uO+nvLihaalwUOgwiMhKiJbdXEme1hAJh6TcRkb8xiPGTzw6d83cXFMl48a5rasOdq3bhlR1HJbVX2sW+ay0he4X6lk7LZlIvEYU0BjF+0GEQcezCFX93Q3GMl+vpt6Xj6S3WS4/ttVfqxT5Ql34TEQUKLrH2g/0/XUZLu2c2JgwlGiEKS6YMwCs7jtpcemyrvdKLwgXa0m8iokDCIMbHdh7S4t8//M7f3VCceXffhGcn3Ox06bHRkikD8MiozKC42BuXfhMRkTkGMT60cmcV1u2p9nc3FGnUTSkID1NJXmWUEqcOigCGiIjsY06Mj+w8dJ4BjIvCVMCw3okAuPSYiIiuYxDjAx0GEb//pNLf3VAsgwiUnaoDANQ1tcLRAItSVyMREZF8nE7ygdLqWtQ2tfu7G4pW09iCwkotnt7yrdOkXqWuRiIiInk4EuMDSqsWG4hSuqvtbohoZNxTScmrkYiISDqOxPhASne1v7ugWCp0LpWGCKerkox7KhERUWjgSIwvSClqQla6Fqu71NQq6Xs46kVEFDo4EuMDUi/AoUSFztju0VF9MCFbg7qmNryyo8pstKVrsbqSE5clHZerkoiIQgeDGB84eemqv7vgV1Ny0vDNiVrUN19PbrZVTXdSjv3KtMYNEXX6FpsDW8ZpJ65KIiIKHQxivKzDIOKD0tP+7oZf7ai8YPr/hOgI/GZUJuaNvclqBZGjyrTGDRHnbi43jeIYKX2PJCIicg1zYrystLoWugbmaRjVN7djdfEPmLelDN8cv4QOg/SEIW6ISEREXXEkxsuYaGrb55UX8HnlBSTEROC1+wZKDkCMGyLu/+nyz3kyIvL6piCXewsREYUcBjFexkRTx+qvtuPJzeX4s4yRlKIqHZZvv54EvObLE0gPgh2riYhIHk4nednwzCTERPBtdmbZp0ckTS0VVmoxd3O5Vc0Ynb4FczeXo7BS660uEhFRgOHV1QfaOgz+7kLA0zW0orS61mGbDoNot2qv8bHl26tk5dkQEZFyMYjxstLqWlxjDCOJs/yh0upah1V7RXRW9XUWDBERUXBgEONlTOyVzln+kNT3ku85EVFoYBDjZUzslSYmIsxpoTqp7yXfcyKi0MAgxsvqmtrA8mvOdThJY+kwiDCIIhKiI+y2UQHQxKthEEV8UnEOJScuMz+GiCiIcYm1FxVWavH0lnLu/yhB6zUD9p+4jFFZKVbPFVZqzZZU22Ks4ttyzYDZfzlgepxLr4mIghdHYrzE0Uoasq3kp0tWj9lbUm1JiOkcoam/2m72OJdeExEFL1lBzMqVK3HHHXcgLi4OqampuPfee3Hs2DGzNqIoYtmyZcjIyEB0dDTGjBmDI0eOmLVpbW3F/PnzkZKSgtjYWEyfPh1nz541a1NXV4eCggIIggBBEFBQUID6+nrXztIPnK2kIVvMJ96kBIIJMRF47zfDEdUt3ObzXHpNRBS8ZAUxu3fvxtNPP439+/ejqKgI165dw8SJE9HU1GRq8/rrr+ONN97AmjVrcPDgQWg0GkyYMAGNjY2mNgsXLsS2bduwdetW7N27F1euXMHUqVPR0dFhajNr1ixUVFSgsLAQhYWFqKioQEFBgQdO2Te4QkY+y80fpQSC9Vfb8UNNo8P9qbj0mogoOMnKiSksLDT798aNG5GamoqysjLcddddEEURb775Jl5++WXcd999AIB3330XaWlp2LJlC5544gno9Xps2LAB7733HsaPHw8A2Lx5M3r16oXi4mJMmjQJR48eRWFhIfbv348RI0YAANavX4+8vDwcO3YM/fv398S5exVXyMiTGBOB3L7mQYzUQPBU7VVJ7RhYEhEFF7dyYvR6PQAgKalzaWx1dTV0Oh0mTpxoaqNWqzF69Gjs27cPAFBWVob29nazNhkZGcjJyTG1KSkpgSAIpgAGAHJzcyEIgqmNpdbWVjQ0NJh9+dPwzCSkCwxkpFp530CEh5lPJ0kNBHsnxUhqx8CSiCi4uBzEiKKI5557DnfeeSdycnIAADqdDgCQlpZm1jYtLc30nE6nQ2RkJBITEx22SU1NtXrN1NRUUxtLK1euNOXPCIKAXr16uXpqHhEepsKSKdl+7YNSJMREYEK2xupxYyBob4m6Cp2rjwry+khq56wODRERKYvLQcy8efNw6NAhfPDBB1bPqVTmlxNRFK0es2TZxlZ7R8dZvHgx9Hq96evMmTNSTsOrEmMj/d0FRai/2m4zXyU8TIWl0zoDQctP3fjvpdOyEdktTFI7y5EeIiJSNpeCmPnz5+PTTz/Fl19+iZ49e5oe12g676YtR0tqampMozMajQZtbW2oq6tz2ObChQtWr3vx4kWrUR4jtVqN+Ph4sy9/0+mb/d0FxbCXmJufk461Dw2FxmJqTiNEYe1DQ031X6S2IyKi4CErsVcURcyfPx/btm3DV199hczMTLPnMzMzodFoUFRUhCFDhgAA2trasHv3bqxatQoAMGzYMERERKCoqAgzZ84EAGi1WlRWVuL1118HAOTl5UGv16O0tBTDhw8HABw4cAB6vR4jR45074x9qLapzd9dUIzaK612n8vPSceEbA1Kq2tR09iC1LjOqSHLkRWp7YiIKDjICmKefvppbNmyBZ988gni4uJMIy6CICA6OhoqlQoLFy7EihUrkJWVhaysLKxYsQIxMTGYNWuWqe1jjz2GRYsWITk5GUlJSXj++ecxcOBA02qlAQMGID8/H3PmzMG6desAAI8//jimTp2qiJVJRknd1f7ugmI42k4A6JxaslyC7U47IiJSPllBzNq1awEAY8aMMXt848aNeOSRRwAAL7zwApqbm/HUU0+hrq4OI0aMwBdffIG4uDhT+9WrV6Nbt26YOXMmmpubMW7cOGzatAnh4dcLlr3//vtYsGCBaRXT9OnTsWbNGlfO0W9OXWpy3ogAAPXN7c4bERERdaESRTEoy5g2NDRAEATo9Xq/5McUVmrx5OZyn7+uUq2+fzB+OaSHv7tBRER+Juf6zb2TvMBYLp+k08SzhgsREcnDXay9gPsmydO1hkuHQWRiLhERScIgxgtY3l4ayxouhZVaLN9eZRYApgtRWDotm0ukiYjICqeTvCDUy9uPH3CDpHZda7gUVmoxd3O51QiWTt+CuZvLUVip9UZXiYhIwTgS4wV1IV4f5sj5Rrw9ayhe2WE9qvLAHTeiT0qM2VSRMYfIVoa5iM4Rm+XbqzAhW8OpJSIiMmEQ42EdBhEvfXzY393wK62+BYmxkdj74lhJ+S3OcojEn49ZWl3LGjBERGTCIMbD1uw6jvqrrHlS09giufCc1Bwi5hoREVFXzInxoA6DiI3fnPR3NwKCnLwgqW1DPdeIiIjMMYjxoNLq2pCvPKuC+ZJpKYZnJiFdiLLagdqdYxIRUfBjEONBoT7dYblkWqrwMBWWTss2O4a7xyQiouDHIMaDQn26o+uSabnyc9Kx9qGh0Ajm76E7xyQiouDGxF4PqmtqhUoFBOduVPbNu/smjLopxe3quvk56ZiQrWHFXiIikoRBjIcUVmrx9JZvbdY6CXZZad0drkKSs5WA1BVNREREDGI8wFGxtlDgaBqNWwkQEZG3MCfGA0J1w0dnq4a4lQAREXkTgxgP0Omb/d0Fn3O2asjZVgJA51YCHYZQHb8iIiJ3MYjxgNoQ2CtJiDafeXS2akjOVgJERESuYE6MByR1V/u7C1437+4s5PQQJK8a4lYCRETkbQxiPEATH/z1YVK6R8paNcStBIiIyNs4neQBxrL5wUwjRMtqP6x3IpyVdwlTdbYjIiJyBYMYDwgPUyGnR7y/u+E1ruxbVHaqDs5ydg1iZzsiIiJXMIjxgJ2HzqOoqsbf3fAKFVzbt4g5MURE5G0MYtzUYRDxwoeH/N0Nt6QLUXjirkyrKbF0N/YtYk4MERF5GxN73bT/xGVcae3wdzdc8savbkN6QrRppdEL+QM8tm+RMU9Ip2+xWStGhc5l2nKnqYiIiIwYxLhp34lL/u6CS4b0SsCMIT3MghRP7lsUHqbC0mnZmLu5HCrALJBxViiPiIhICk4nuekfR3T+7oJLvj1TjztX7fJq6f/8nHSsfWgoNBbTVM4K5REREUmhEkUxKOu+NzQ0QBAE6PV6xMd7Z+VQ2zUDbv795145ti8Yx0C8HVDI2cWaiIhCm5zrN6eT3PBeyUl/d8EtIjoDmeXbqzAhW+O1wMKT01RERERGnE5yw8nLV/3dBbdxDyMiIlIqBjFuOHW5yd9d8BjWayEiIqVhEOOiwkot9hxX5sokW05eUv6oEhERhRYGMS7oMIh48X8Dv8DdqH7JeONXtyExJsJp260HT6PD2T4BAazDIKLkxGV8UnEOJScuK/pciIhIGib2umDNrh+hb7nm72449c2JyzhyvgED0ruj5CfHexQZ82KUmIBbWKnF8u1V0OqvT4mlC1FYOi2by7iJiIIYR2Jk6jCI+Os31f7uhmT1ze1OAxgjJebFFFZqMXdzuVkAAwA6fQvmbi73ah0cIiLyLwYxMpVW10Lf3O7vbniF0vYx6jCIWL69yua2BsbHlm+v4tQSEVGQkh3E7NmzB9OmTUNGRgZUKhU+/vhjs+dFUcSyZcuQkZGB6OhojBkzBkeOHDFr09raivnz5yMlJQWxsbGYPn06zp49a9amrq4OBQUFEAQBgiCgoKAA9fX1sk/Q05Q4WuGMCp3TL0rbx6i0utZqBKYrLh8nIgpusoOYpqYm3HbbbVizZo3N519//XW88cYbWLNmDQ4ePAiNRoMJEyagsbHR1GbhwoXYtm0btm7dir179+LKlSuYOnUqOjqub6Q4a9YsVFRUoLCwEIWFhaioqEBBQYELp+hZKbFqf3fBo5S8j5HUgDIYA08iInIhsXfy5MmYPHmyzedEUcSbb76Jl19+Gffddx8A4N1330VaWhq2bNmCJ554Anq9Hhs2bMB7772H8ePHAwA2b96MXr16obi4GJMmTcLRo0dRWFiI/fv3Y8SIEQCA9evXIy8vD8eOHUP//v1dPV/3Kes675RGwQmwUqe/lDZNRkRE0nh0dVJ1dTV0Oh0mTpxoekytVmP06NHYt28fnnjiCZSVlaG9vd2sTUZGBnJycrBv3z5MmjQJJSUlEATBFMAAQG5uLgRBwL59+2wGMa2trWhtbTX9u6GhwZOnZrLr6AWvHNeXlkwZgJQ4teL3MRqemYR0IQo6fYvNvBgVOoM0pU2TERGRNB5N7NXpOnd0TktLM3s8LS3N9JxOp0NkZCQSExMdtklNTbU6fmpqqqmNpZUrV5ryZwRBQK9evdw+H0sdBhHbKs55/Li+Ysx9eWRUJmYM7oG8fsmKDWCAzj2Zlk7LBmA9QKbkaTIiIpLGK6uTVCrzi4YoilaPWbJsY6u9o+MsXrwYer3e9HXmzBkXeu5YaXUtapuUuTIpWC/q+TnpWPvQUGgE8ykjjRDl9d25iYjIvzw6naTRaAB0jqSkp1+/eNTU1JhGZzQaDdra2lBXV2c2GlNTU4ORI0ea2ly4YD1tc/HiRatRHiO1Wg212rtJtzp9s1eP701Kzn1xJj8nHROyNSitrkVNY4vip8mIiEgajwYxmZmZ0Gg0KCoqwpAhQwAAbW1t2L17N1atWgUAGDZsGCIiIlBUVISZM2cCALRaLSorK/H6668DAPLy8qDX61FaWorhw4cDAA4cOAC9Xm8KdPyhtqnNb6/timDJfZEiPEylyGrDRETkOtlBzJUrV/Djjz+a/l1dXY2KigokJSXhxhtvxMKFC7FixQpkZWUhKysLK1asQExMDGbNmgUAEAQBjz32GBYtWoTk5GQkJSXh+eefx8CBA02rlQYMGID8/HzMmTMH69atAwA8/vjjmDp1ql9XJiV1V8byamNC6yOjMoM6cCEiotAmO4j517/+hbvvvtv07+eeew4A8PDDD2PTpk144YUX0NzcjKeeegp1dXUYMWIEvvjiC8TFxZm+Z/Xq1ejWrRtmzpyJ5uZmjBs3Dps2bUJ4eLipzfvvv48FCxaYVjFNnz7dbm0aX9HEK2eprqPclw6DiNLqWuj0zahtakNSdzU08cE/WkNERMFFJYpiUNZkb2hogCAI0Ov1iI+P98gxOwwibn+1CHVXAze5NyE6Aq/9n4F2c19sbZZoxE0TiYjI3+Rcv7l3kgzhYSoU5Pb2dzccemu2/RU59jZLNNJy00QiIlIQBjEytXcY/N0Fm4w1YHL72k5udbRZoiVumkhERErAIEamQ2fr/d0FK1JqwDjbLNGImyYSEZFSMIiR6fBZvb+7YFWdVkphN7mbIHLTRCIiCnQerRMT7JrbOtDQ2uG8oZctGHcTcvumyCrsJncTRG6aSEREgY5BjAwrdlb5uwtIjInAgnE3y14Kbdws0dmUEjdNJCIipeB0kgzVl676uwu4vU+iS7VcjJslSvnOYNtfiYiIghODGBmOnq/3dxdQVFWDnYfOu/S9xs0S0wXbU0Xp3DSRiIgUhNNJEjW3deDy1Wv+7gYA4PefVGJSTrpLoyVdN0tkxV4iIlIyBjESvbrjiL+7YFLb1I7S6lqXNzzkZolERBQMOJ0k0e5jF/3dBTNcAk1ERKGOQYwEHQYR5+sDK2jgEmgiIgp1DGIkKK2uRSBtNpAUG8El0EREFPIYxEig0zf7uwtmXp2RwwRcIiIKeQxiJKhtavN3F0zu7n8D7hmU4e9uEBER+R2DGAmSuqv93QWT787qUVip9Xc3iIiI/I5BjASa+MBJoq1rasPczeUMZIiIKOQxiJFgeGYSorsFRg6K+PN/l2+vQodBdNiWiIgomDGIkSA8TIU7MgOnOJwIQKtvQWl1rb+7QkRE5DcMYiTqlRTt7y5YYcE7IiIKZQxiFIwF74iIKJRx7ySJhKhIf3fBRAVAI0Sx4B0REYU0jsRIFBYgxeWMvVg6LZsF74iIKKQxiJHIX7s+x0aaf0QaIQprHxqK/Jx0v/SHiIgoUHA6SaLbeib45XVf/eUgaOKjUNPYgtS4zikkjsAQERExiJFsVeFRv7yuJj7Kb6NAREREgYzTSRL9dLHJ56+ZzuRdIiIiuxjESHSu7qrPX3PqoHROHREREdnBIEaCDoOIk7XNPn/d9V9Xc48kIiIiOxjESODP8v7cI4mIiMg2BjESnK/3/SiMEfdIIiIiso2rkySoOFPn19e3t0dSh0FEaXUtl18TEVFIYhCjALb2SCqs1GL59ipo9dcDnKTYSLw6Iwf3DGIhPCIiCn6cTpLgxqRYv7yuCraXWRdWajF3c7lZAAMAtU1teGpLOVburPJhL4mIiPyDQYwEt6TF+fw17e2R1GEQsXx7FRyl+q7bU42dh857tX9ERET+FvBBzNtvv43MzExERUVh2LBh+Prrr33eh9rmNp+/pr09kkqra61GYGz5/SeVXNVERERBLaCDmL///e9YuHAhXn75ZXz77bf4xS9+gcmTJ+P06dM+7YetnBRvSoqNxJIp2TY3ebSX5Guptqmdq5qIiCioBXQQ88Ybb+Cxxx7Db3/7WwwYMABvvvkmevXqhbVr1/q0H8N6J/r09eqa2vD0lnKbhe7kBFRSAx4iIiIlCtggpq2tDWVlZZg4caLZ4xMnTsS+ffus2re2tqKhocHsy1PKTvl2ibVxEshWobvhmUlIio2UdBxfjyARERH5UsAGMZcuXUJHRwfS0tLMHk9LS4NOp7Nqv3LlSgiCYPrq1auXx/rijxENEbYL3YWHqfDqjByn38/NI4mIKNgFbBBjpFKZF28TRdHqMQBYvHgx9Hq96evMmTMe64M/RzRsBVD3DErHE3dl2v0eFaxXNREREQWbgC12l5KSgvDwcKtRl5qaGqvRGQBQq9VQq9Ve6Ys/RzTsBVCL78nGbT0T8PtPKlHb1G56PF2IwtJptpOCiYiIgknABjGRkZEYNmwYioqK8Mtf/tL0eFFREWbMmOHTvoSHqdA9MgxX2gw+e00VOpdZOwqg7hmUgUk56dx6gIiIQlLABjEA8Nxzz6GgoAC333478vLy8M477+D06dN48sknfd4XIToSV9p8kxtjr9CdLeFhKuT1S/bo63NPJiIiUoKADmLuv/9+XL58Gf/5n/8JrVaLnJwc7Ny5E7179/Z5X1LjInFOQpE5T9D4cUrI1p5MnKIiIqJApBJFMSjLujY0NEAQBOj1esTHx7t9vJc+OoQtpZ5LFjYSorth5S8HIjFW7feRD+OeTJY/EMae2KogTERE5Elyrt8BPRITSG7vneTxIKZ3Ygx2/fuYgJiqcbQnk4jOQGb59ipMyNYERH+JiIgCfol1oEhPiPb4MReMzwqYgMDZnkz26tYQERH5C4MYibyx9UCGFwIjV0kt6MetDIiIKFAwiJHo4EnPjkBo4gOroq7Ugn7cyoCIiAIFgxiJSk5c9ujx7rwpOWCmkoDOgn7pQhTs9UgFbmVARESBhUGMZJ5dxBWjDqyc6vAwFZZOywYAq0BGTt0aIiIiX2EQI1Fe3xSPHq93UoxHj+cJ+TnpWPvQUGgE8ykjjRDF5dVERBRwAms4IIDl9kuGENUN+pZrbh8rTAUU5PVxv1NekJ+TjgnZGlbsJSKigMcgRqLwMBVW/dsgPLm53O1jzflFJiK7Be4gmDe2MiAiIvK0wL2SBqAJ2RokxES4eYxULL4n20M9IiIiCl0MYmQora5F/dV2t45Rea4BHYag3OmBiIjIpxjEyOCJQm+sektEROQZDGJkOHnpqkeOw6q3RERE7mMQI1FhpRZvFv/gkWOx6i0REZH7uDpJAkc7PMuhQmfNFVa9JSIich9HYiRwtsOzFKx6S0RE5FkciZHAEzksGiEKS6dls+otERGRhzCIkcCdHJaEmAi89eBQ5PYLrA0fiYiIlI7TSRIMz0xCQrT8IncqAK/dNxCjslIYwBAREXkYgxgJwsNU+M2oTFnfk85NE4mIiLyK00kSzRt7Ezbuq3ZYsTcuKhzLpuUgIyGamyYSERF5GUdiJAoPU+G1+wbafE7189cf/+02/J9hPZHH/BciIiKvYxAjQ35OOv780FCkC+aJvhpOHREREfkcp5Nkys9Jx4RsDUqra1HT2ILUuChOHREREfkBgxgXhIepkNcv2d/dICIiCmmcTiIiIiJFYhBDREREisQghoiIiBSJQQwREREpEoMYIiIiUiQGMURERKRIDGKIiIhIkRjEEBERkSIxiCEiIiJFCtqKvaIoAgAaGhr83BMiIiKSynjdNl7HHQnaIKaxsREA0KtXLz/3hIiIiORqbGyEIAgO26hEKaGOAhkMBpw/fx5xcXFQqaRvztjQ0IBevXrhzJkziI+P92IPA1Mon38onzsQ2ufPcw/NcwdC+/wD9dxFUURjYyMyMjIQFuY46yVoR2LCwsLQs2dPl78/Pj4+oD5UXwvl8w/lcwdC+/x57qF57kBon38gnruzERgjJvYSERGRIjGIISIiIkViEGNBrVZj6dKlUKvV/u6KX4Ty+YfyuQOhff4899A8dyC0zz8Yzj1oE3uJiIgouHEkhoiIiBSJQQwREREpEoMYIiIiUiQGMURERKRIDGIsvP3228jMzERUVBSGDRuGr7/+2t9dkmXlypW44447EBcXh9TUVNx77704duyYWZtHHnkEKpXK7Cs3N9esTWtrK+bPn4+UlBTExsZi+vTpOHv2rFmburo6FBQUQBAECIKAgoIC1NfXe/sU7Vq2bJnVeWk0GtPzoihi2bJlyMjIQHR0NMaMGYMjR46YHUOJ523Up08fq/NXqVR4+umnAQTX575nzx5MmzYNGRkZUKlU+Pjjj82e9+Vnffr0aUybNg2xsbFISUnBggUL0NbW5o3TNnF0/u3t7XjxxRcxcOBAxMbGIiMjA7/+9a9x/vx5s2OMGTPG6ufhgQceMGsTiOfv7LP35c95oH32AGz+DVCpVPjjH/9oaqPUz94mkUy2bt0qRkREiOvXrxerqqrEZ555RoyNjRVPnTrl765JNmnSJHHjxo1iZWWlWFFRIU6ZMkW88cYbxStXrpjaPPzww2J+fr6o1WpNX5cvXzY7zpNPPin26NFDLCoqEsvLy8W7775bvO2228Rr166Z2uTn54s5OTnivn37xH379ok5OTni1KlTfXaulpYuXSreeuutZudVU1Njev61114T4+LixA8//FA8fPiweP/994vp6eliQ0ODqY0Sz9uopqbG7NyLiopEAOKXX34pimJwfe47d+4UX375ZfHDDz8UAYjbtm0ze95Xn/W1a9fEnJwc8e677xbLy8vFoqIiMSMjQ5w3b57fzr++vl4cP368+Pe//138/vvvxZKSEnHEiBHisGHDzI4xevRocc6cOWY/D/X19WZtAvH8nX32vvo5D8TPXhRFs/PWarXiX//6V1GlUoknTpwwtVHqZ28Lg5guhg8fLj755JNmj91yyy3i7373Oz/1yH01NTUiAHH37t2mxx5++GFxxowZdr+nvr5ejIiIELdu3Wp67Ny5c2JYWJhYWFgoiqIoVlVViQDE/fv3m9qUlJSIAMTvv//e8yciwdKlS8XbbrvN5nMGg0HUaDTia6+9ZnqspaVFFARB/POf/yyKonLP255nnnlG7Nevn2gwGERRDN7P3fIPuS8/6507d4phYWHiuXPnTG0++OADUa1Wi3q93ivna8nWhcxSaWmpCMDshmz06NHiM888Y/d7lHD+9oIYX/yc+/vcRVHaZz9jxgxx7NixZo8Fw2dvxOmkn7W1taGsrAwTJ040e3zixInYt2+fn3rlPr1eDwBISkoye/yrr75Camoqbr75ZsyZMwc1NTWm58rKytDe3m72XmRkZCAnJ8f0XpSUlEAQBIwYMcLUJjc3F4Ig+PX9On78ODIyMpCZmYkHHngAP/30EwCguroaOp3O7JzUajVGjx5t6q+Sz9tSW1sbNm/ejEcffdRsA9Rg/dy78uVnXVJSgpycHGRkZJjaTJo0Ca2trSgrK/Pqecqh1+uhUqmQkJBg9vj777+PlJQU3HrrrXj++efR2Nhoek7J5++Ln/NAPfeuLly4gB07duCxxx6zei5YPvug3QBSrkuXLqGjowNpaWlmj6elpUGn0/mpV+4RRRHPPfcc7rzzTuTk5Jgenzx5Mn71q1+hd+/eqK6uxpIlSzB27FiUlZVBrVZDp9MhMjISiYmJZsfr+l7odDqkpqZavWZqaqrf3q8RI0bgb3/7G26++WZcuHABr776KkaOHIkjR46Y+mTr8z116hQAKPa8bfn4449RX1+PRx55xPRYsH7ulnz5Wet0OqvXSUxMRGRkZMC8Hy0tLfjd736HWbNmmW3yN3v2bGRmZkKj0aCyshKLFy/Gd999h6KiIgDKPX9f/ZwH4rlbevfddxEXF4f77rvP7PFg+uwZxFjoetcKdAYClo8pxbx583Do0CHs3bvX7PH777/f9P85OTm4/fbb0bt3b+zYscPqh70ry/fC1vviz/dr8uTJpv8fOHAg8vLy0K9fP7z77rumxD5XPt9AP29bNmzYgMmTJ5vdJQXr526Prz7rQH4/2tvb8cADD8BgMODtt982e27OnDmm/8/JyUFWVhZuv/12lJeXY+jQoQCUef6+/DkPtHO39Ne//hWzZ89GVFSU2ePB9NlzOulnKSkpCA8Pt4oga2pqrKJNJZg/fz4+/fRTfPnll+jZs6fDtunp6ejduzeOHz8OANBoNGhra0NdXZ1Zu67vhUajwYULF6yOdfHixYB5v2JjYzFw4EAcP37ctErJ0ecbLOd96tQpFBcX47e//a3DdsH6ufvys9ZoNFavU1dXh/b2dr+/H+3t7Zg5cyaqq6tRVFRkNgpjy9ChQxEREWH286Dk8zfy1s95oJ/7119/jWPHjjn9OwAo+7NnEPOzyMhIDBs2zDScZlRUVISRI0f6qVfyiaKIefPm4aOPPsKuXbuQmZnp9HsuX76MM2fOID09HQAwbNgwREREmL0XWq0WlZWVpvciLy8Per0epaWlpjYHDhyAXq8PmPertbUVR48eRXp6umnotOs5tbW1Yffu3ab+Bst5b9y4EampqZgyZYrDdsH6ufvys87Ly0NlZSW0Wq2pzRdffAG1Wo1hw4Z59TwdMQYwx48fR3FxMZKTk51+z5EjR9De3m76eVDy+XflrZ/zQD/3DRs2YNiwYbjtttuctlX0Z++zFGIFMC6x3rBhg1hVVSUuXLhQjI2NFU+ePOnvrkk2d+5cURAE8auvvjJbPnf16lVRFEWxsbFRXLRokbhv3z6xurpa/PLLL8W8vDyxR48eVstPe/bsKRYXF4vl5eXi2LFjbS5BHDRokFhSUiKWlJSIAwcO9OtS40WLFolfffWV+NNPP4n79+8Xp06dKsbFxZk+v9dee00UBEH86KOPxMOHD4sPPvigzWW3Sjvvrjo6OsQbb7xRfPHFF80eD7bPvbGxUfz222/Fb7/9VgQgvvHGG+K3335rWn3jq8/auMx03LhxYnl5uVhcXCz27NnT68tMHZ1/e3u7OH36dLFnz55iRUWF2d+B1tZWURRF8ccffxSXL18uHjx4UKyurhZ37Ngh3nLLLeKQIUMC/vwdnbsvf84D8bM30uv1YkxMjLh27Vqr71fyZ28LgxgLb731lti7d28xMjJSHDp0qNnSZCUAYPNr48aNoiiK4tWrV8WJEyeKN9xwgxgRESHeeOON4sMPPyyePn3a7DjNzc3ivHnzxKSkJDE6OlqcOnWqVZvLly+Ls2fPFuPi4sS4uDhx9uzZYl1dnY/O1JqxFkhERISYkZEh3nfffeKRI0dMzxsMBnHp0qWiRqMR1Wq1eNddd4mHDx82O4YSz7urf/zjHyIA8dixY2aPB9vn/uWXX9r8OX/44YdFUfTtZ33q1ClxypQpYnR0tJiUlCTOmzdPbGlp8ebpOzz/6upqu38HjDWDTp8+Ld51111iUlKSGBkZKfbr109csGCBVT2VQDx/R+fu65/zQPvsjdatWydGR0db1X4RRWV/9raoRFEUvTrUQ0REROQFzIkhIiIiRWIQQ0RERIrEIIaIiIgUiUEMERERKRKDGCIiIlIkBjFERESkSAxiiIiISJEYxBAREZEiMYghIiIiRWIQQ0RERIrEIIaIiIgUiUEMERERKdL/D8KX8Y8MHpXtAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.scatter(y_test, y_pred) # how close are our predictions?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 64,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x7f810027ba60>"
|
|
]
|
|
},
|
|
"execution_count": 64,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 500x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.displot((y_test - y_pred), bins = 50) # residual plot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 65,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"mse = metrics.mean_squared_error(y_test, y_pred) # mean squared error"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 66,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1013.4172836449808"
|
|
]
|
|
},
|
|
"execution_count": 66,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.sqrt(mse) # root mean squared error"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 67,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>carat</th>\n",
|
|
" <th>cut</th>\n",
|
|
" <th>color</th>\n",
|
|
" <th>clarity</th>\n",
|
|
" <th>depth</th>\n",
|
|
" <th>table</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>-1.208360</td>\n",
|
|
" <td>0.058916</td>\n",
|
|
" <td>0.058916</td>\n",
|
|
" <td>0.058916</td>\n",
|
|
" <td>0.462594</td>\n",
|
|
" <td>0.294839</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>-1.138663</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>1.104188</td>\n",
|
|
" <td>0.294839</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>-1.312906</td>\n",
|
|
" <td>-0.833437</td>\n",
|
|
" <td>-0.833437</td>\n",
|
|
" <td>-0.833437</td>\n",
|
|
" <td>0.106153</td>\n",
|
|
" <td>-1.052933</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>-1.173512</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>-1.725789</td>\n",
|
|
" <td>1.603205</td>\n",
|
|
" <td>-1.052933</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>-1.138663</td>\n",
|
|
" <td>0.951268</td>\n",
|
|
" <td>0.951268</td>\n",
|
|
" <td>0.951268</td>\n",
|
|
" <td>0.320018</td>\n",
|
|
" <td>-1.502191</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" carat cut color clarity depth table\n",
|
|
"0 -1.208360 0.058916 0.058916 0.058916 0.462594 0.294839\n",
|
|
"1 -1.138663 -1.725789 -1.725789 -1.725789 1.104188 0.294839\n",
|
|
"2 -1.312906 -0.833437 -0.833437 -0.833437 0.106153 -1.052933\n",
|
|
"3 -1.173512 -1.725789 -1.725789 -1.725789 1.603205 -1.052933\n",
|
|
"4 -1.138663 0.951268 0.951268 0.951268 0.320018 -1.502191"
|
|
]
|
|
},
|
|
"execution_count": 67,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# next model: decision tree regression\n",
|
|
"X.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 68,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"model = DecisionTreeRegressor() # instantiate the model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 69,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
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"<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeRegressor()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeRegressor</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeRegressor()</pre></div></div></div></div></div>"
|
|
],
|
|
"text/plain": [
|
|
"DecisionTreeRegressor()"
|
|
]
|
|
},
|
|
"execution_count": 69,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"model.fit(X_train, y_train) # fit the model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 70,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['decision_tree.joblib']"
|
|
]
|
|
},
|
|
"execution_count": 70,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# save the model for later\n",
|
|
"dump(model, 'decision_tree.joblib')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 71,
|
|
"metadata": {
|
|
"id": "ufa3Ch6inXcK",
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# predictions\n",
|
|
"y_pred = model.predict(X_test)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 72,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.PathCollection at 0x7f80fb767c70>"
|
|
]
|
|
},
|
|
"execution_count": 72,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.scatter(y_test, y_pred) # how close are our predictions?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 73,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.FacetGrid at 0x7f8100279210>"
|
|
]
|
|
},
|
|
"execution_count": 73,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 500x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.displot((y_test - y_pred), bins = 50) # residual plot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 74,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"mse = metrics.mean_squared_error(y_test, y_pred) # mean squared error"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 75,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1188.278372165346"
|
|
]
|
|
},
|
|
"execution_count": 75,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.sqrt(mse) # root mean squared error"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 76,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Of the three models--simple regression, multiple regression, and decision tree regression--our second model\n",
|
|
"# returned the lowest RMSE value.\n",
|
|
"\n",
|
|
"# In the next notebook we'll continue with predictions."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"colab": {
|
|
"collapsed_sections": [
|
|
"ZSBjGiLtkL8Z",
|
|
"SYOM7cJ_kiY1",
|
|
"OZNxHMuSkiON",
|
|
"umeaYS-SkiGU",
|
|
"OTaEVKXAkh-B",
|
|
"HvFrMzIGmMOl",
|
|
"nNu-6-3emMH5",
|
|
"4k8nJyFemMBY",
|
|
"E9xy8hetm9wG",
|
|
"CCJo3OYWm9oQ",
|
|
"Dmo0wF-vnXzD",
|
|
"RYSfWcCcnXsb"
|
|
],
|
|
"provenance": []
|
|
},
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.10.8"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|