731 lines
606 KiB
Plaintext
731 lines
606 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "a3901bba-d66d-4358-89a7-50dc4b3dd91e",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd"
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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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"id": "a4713d33-c5a2-4f49-8aed-873069543bec",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>碳源</th>\n",
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" <th>共碳化物质</th>\n",
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" <th>共碳化物/煤沥青</th>\n",
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" <th>加热次数</th>\n",
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" <th>是否有碳化过程</th>\n",
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" <th>模板剂种类</th>\n",
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" <th>模板剂比例</th>\n",
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" <th>KOH与煤沥青比例</th>\n",
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" <th>活化温度</th>\n",
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" <th>升温速率</th>\n",
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" <th>活化时间</th>\n",
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" <th>混合方式</th>\n",
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" <th>比表面积</th>\n",
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" <th>总孔体积</th>\n",
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" <th>微孔体积</th>\n",
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" <th>平均孔径</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>煤沥青</td>\n",
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" <td>无</td>\n",
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" <td>0.0</td>\n",
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" <td>1</td>\n",
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" <td>否</td>\n",
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" <td>自制氧化钙</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
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" <td>500</td>\n",
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" <td>5</td>\n",
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" <td>2.0</td>\n",
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" <td>溶剂</td>\n",
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" <td>908.07</td>\n",
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" <td>0.40</td>\n",
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" <td>0.34</td>\n",
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" <td>1.75</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>煤沥青</td>\n",
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" <td>无</td>\n",
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" <td>0.0</td>\n",
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" <td>1</td>\n",
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" <td>否</td>\n",
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" <td>自制氧化钙</td>\n",
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" <td>1.0</td>\n",
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" <td>0.5</td>\n",
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" <td>600</td>\n",
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" <td>5</td>\n",
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" <td>2.0</td>\n",
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" <td>溶剂</td>\n",
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" <td>953.95</td>\n",
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" <td>0.66</td>\n",
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" <td>0.35</td>\n",
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" <td>2.76</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>煤沥青</td>\n",
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" <td>无</td>\n",
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" <td>0.0</td>\n",
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" <td>1</td>\n",
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" <td>否</td>\n",
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" <td>自制氧化钙</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
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" <td>600</td>\n",
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" <td>5</td>\n",
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" <td>2.0</td>\n",
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" <td>溶剂</td>\n",
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" <td>1388.62</td>\n",
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" <td>0.61</td>\n",
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" <td>0.53</td>\n",
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" <td>1.77</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>煤沥青</td>\n",
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" <td>无</td>\n",
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" <td>0.0</td>\n",
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" <td>1</td>\n",
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" <td>否</td>\n",
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" <td>自制氧化钙</td>\n",
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" <td>1.0</td>\n",
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" <td>2.0</td>\n",
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" <td>600</td>\n",
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" <td>5</td>\n",
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" <td>2.0</td>\n",
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" <td>溶剂</td>\n",
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" <td>1444.63</td>\n",
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" <td>0.59</td>\n",
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" <td>0.55</td>\n",
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" <td>1.62</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>煤沥青</td>\n",
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" <td>无</td>\n",
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" <td>0.0</td>\n",
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" <td>2</td>\n",
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" <td>是</td>\n",
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" <td>自制碱式碳酸镁</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
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" <td>600</td>\n",
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" <td>5</td>\n",
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" <td>2.0</td>\n",
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" <td>溶剂</td>\n",
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" <td>1020.99</td>\n",
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" <td>0.45</td>\n",
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" <td>0.35</td>\n",
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" <td>1.77</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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" 碳源 共碳化物质 共碳化物/煤沥青 加热次数 是否有碳化过程 模板剂种类 模板剂比例 KOH与煤沥青比例 活化温度 升温速率 \\\n",
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"0 煤沥青 无 0.0 1 否 自制氧化钙 1.0 1.0 500 5 \n",
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"1 煤沥青 无 0.0 1 否 自制氧化钙 1.0 0.5 600 5 \n",
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"2 煤沥青 无 0.0 1 否 自制氧化钙 1.0 1.0 600 5 \n",
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"3 煤沥青 无 0.0 1 否 自制氧化钙 1.0 2.0 600 5 \n",
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"4 煤沥青 无 0.0 2 是 自制碱式碳酸镁 1.0 1.0 600 5 \n",
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"\n",
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" 活化时间 混合方式 比表面积 总孔体积 微孔体积 平均孔径 \n",
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"0 2.0 溶剂 908.07 0.40 0.34 1.75 \n",
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"1 2.0 溶剂 953.95 0.66 0.35 2.76 \n",
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"2 2.0 溶剂 1388.62 0.61 0.53 1.77 \n",
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"3 2.0 溶剂 1444.63 0.59 0.55 1.62 \n",
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"4 2.0 溶剂 1020.99 0.45 0.35 1.77 "
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]
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},
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"execution_count": 2,
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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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"data = pd.read_excel('./data/20240123/煤沥青数据.xlsx')\n",
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"data.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": 3,
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"id": "b1a0903a-596f-4d6f-98b1-a668a26f4175",
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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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"(149, 16)"
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]
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},
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"execution_count": 3,
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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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"data.shape"
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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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"id": "359c9cc6-2694-46a6-9f18-6361e220542a",
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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(['碳源', '共碳化物质', '共碳化物/煤沥青', '加热次数', '是否有碳化过程', '模板剂种类', '模板剂比例',\n",
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" 'KOH与煤沥青比例', '活化温度', '升温速率', '活化时间', '混合方式', '比表面积', '总孔体积', '微孔体积',\n",
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" '平均孔径'],\n",
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" dtype='object')"
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]
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},
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"execution_count": 4,
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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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"data.columns"
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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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"id": "7ca6d610-060a-4540-bf1d-4f51cc2c55d1",
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"metadata": {},
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"outputs": [],
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"source": [
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"data.drop(columns=['碳源'], inplace=True)"
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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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"id": "24f58281-9f13-49ef-b44d-81d0644d6976",
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"metadata": {},
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"outputs": [],
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"source": [
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"object_cols = ['共碳化物质', '是否有碳化过程', '模板剂种类', '混合方式']"
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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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"id": "3368163e-85a1-4487-8078-be51cb5fb560",
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"metadata": {},
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"outputs": [],
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"source": [
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"data = pd.get_dummies(data, columns=object_cols)"
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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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"id": "92d5da6b-f714-4a78-9aa7-7cf9dff1d0a0",
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"metadata": {},
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"outputs": [],
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"source": [
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"out_cols = ['比表面积', '总孔体积', '微孔体积', '平均孔径']\n",
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"feature_cols = [x for x in data.columns if x not in out_cols]"
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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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"id": "e4946bd7-ae94-4981-82ed-66e2b496e035",
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"metadata": {},
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"outputs": [],
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"source": [
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"train_data = data.reset_index(drop=True)"
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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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"id": "e545ccba-07b2-4c49-bd48-f49b3892fafc",
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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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"(149, 40)"
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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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"train_data.shape"
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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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"id": "4109685a-4d5b-4c63-b4e2-eb9db3989d02",
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"metadata": {},
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"outputs": [],
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"source": [
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"import xgboost as xgb\n",
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"from sklearn.metrics import mean_absolute_error, mean_squared_error, mean_absolute_percentage_error, r2_score"
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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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"id": "2bbdcd34-16c1-43ba-b249-6c7d54db8ac2",
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"metadata": {},
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"outputs": [],
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"source": [
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"from sklearn.model_selection import KFold, train_test_split\n",
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"kf = KFold(n_splits=5, shuffle=True, random_state=666)"
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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": 13,
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"id": "42597842-1acb-4263-bdad-bfca7b11bcb5",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np"
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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": 14,
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"id": "94af2a3a-6f61-46bf-8cd4-2b7e0da8b2c4",
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"metadata": {},
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"outputs": [],
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"source": [
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"params_xgb = {\"objective\": 'reg:squarederror',\n",
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" \"subsample\": 0.9,\n",
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" \"max_depth\": 20,\n",
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" \"eta\": 0.01,\n",
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" \"colsample_bytree\": 0.9,}\n",
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"num_boost_round = 1000"
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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": 15,
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"id": "f17eadb3-4767-4eca-bbed-880bf9cbb7a3",
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt"
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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": 16,
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"id": "5bfcc8aa-f13c-4a7d-9d15-b79087e11017",
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"metadata": {},
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"outputs": [],
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"source": [
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"plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"] # 设置字体\n",
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"plt.rcParams[\"axes.unicode_minus\"] = False # 正常显示负号"
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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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"id": "db4dbc2d-534e-4a7e-b45c-ea25ab269502",
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"metadata": {},
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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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"MSE: 146052.1781, RMSE: 382.1677, MAE: 335.8072, MAPE: 27.62 %, R_2: 0.3237\n",
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"MSE: 457536.2053, RMSE: 676.4142, MAE: 524.2504, MAPE: 436.7 %, R_2: 0.4597\n",
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|
"MSE: 426986.1964, RMSE: 653.4418, MAE: 517.7005, MAPE: 28.25 %, R_2: 0.1735\n",
|
|
"MSE: 276509.2691, RMSE: 525.8415, MAE: 387.3172, MAPE: 32.43 %, R_2: 0.4786\n",
|
|
"MSE: 300204.7099, RMSE: 547.9094, MAE: 395.1222, MAPE: 314.87 %, R_2: 0.3381\n",
|
|
"MSE: 243884.6623, RMSE: 493.8468, MAE: 382.9586, MAPE: 1077.01 %, R_2: 0.6543\n",
|
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"MSE: 380516.2705, RMSE: 616.86, MAE: 528.3397, MAPE: 42.43 %, R_2: 0.294\n",
|
|
"MSE: 457352.6686, RMSE: 676.2785, MAE: 515.0433, MAPE: 547.78 %, R_2: 0.5355\n",
|
|
"MSE: 275148.3579, RMSE: 524.5459, MAE: 464.9701, MAPE: 48.3 %, R_2: 0.3033\n",
|
|
"MSE: 215299.6743, RMSE: 464.004, MAE: 385.4702, MAPE: 20.69 %, R_2: 0.4055\n"
|
|
]
|
|
},
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{
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"data": {
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"image/png": 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mZvDzn/8cn/vc56AoRnp88yAbOUEQBEEQBEG0OQVZwe4DMzgaT2NJJIBNq4YapiYSRCmb14/ivHUjLX8NDgwM4L777sM111yDD37wgzj55JNx3333wePx4P3vfz9+9rOf4aSTTsIpp5yC//7f/zu+853vIJ1OIxAI1H7yBiAprS73bRKLxRCNRjE/P4/+/v5WHw5BEARBEARBNISdY5PYcf84JufT4rbRaADbt6xrqqpIdCbpdBoHDhzAqlWrWlZ0diKV/m5W6lCykRMEQRAEQRBEm7JzbBLb7txTVGgDwOH5NLbduQc7xyZbdGQEQdSCim2CIAiCIAiCaEMKsoId948bpkDz23bcP46C3JFGVYLoeqjYJgiCIAiCIIg2ZPeBmTJFW48CYHI+jd0HZpp3UARBmIaKbYIgCIIgCIJoQ47GKxfadh5HEERzoWKbIAiCIAiCINqQJRFzYVZmH0cQRHOhYpsgCIIgCIIg2pBNq4YwGg2g0nAlCSyVfNOqoWYeFkEQJqFimyAIgiAIgiDaELdLwvYt6wCgrODmX2/fso7mbRNEm0LFNkEQBEEQBEG0KZvXj+LmKzdiJFpsFR+JBnDzlRtpzjZBtDFUbBMEQRAEQRBEG7N5/Sge/eS58LqZgn3i0j48+slzqdAmms+hPcAdF7GPHc5vfvMbrFy5sqE/g4ptgiAIgiAIgmhz8rKMXIHN05YgkXWcaA1P3Q28/Aiw74etPpKOwNPqAyAIgiAIgiAIojrxdF58HkvnWngkRMejKEAuaf7x868ByRkWFDD2E3bb0/cAJ7+LDXsPDQHR48w9lzcESL2zUUTFNkEQBEEQBEG0ObGUVmDrC2+CsEwuCdy4rL7nSB4D/u9m69/3vyYAX9jUQ++44w585zvfwejoKH7zm9/gTW96E26//XaMjo7iAx/4AFauXIk1a9bgc5/7HK699lps27YNAPCHP/wB11xzDZ577jm8/e1vx+23345oNAoAuO222/CZz3wGAPC+973P+vFbhGzkBEEQBEEQBNHm6AvsRCaPgqy08GgIojn84Q9/wJve9CY8+eST8Pv9uOqqq8R9DzzwAL797W/jK1/5Ci6++GIAwNzcHC644AJccMEF2LdvH2KxGD72sY8BAJ566ilcc801uOmmm/Dzn/8cd999d8OPn5RtgiAIgiAIgmhzSq3jiXQe0ZC3RUdDdDTeEFOYrXB4n7GS/d92AiMbrP1sCxx33HH45Cc/CUmS8JnPfAZnnnkm8nm28bR//3688MILQrUGgJ/97Gfwer3Yvn07JEnCxz/+caFg//SnP8U73vEOXHLJJQCAj3/84/jyl79s6XisQsU2QRAEQRAEQbQ5sVSxdTyWzlGxTdhDkkxbuQWeoPqJC4CsffQErT+XBY477jhIao/38uXLUSgUMD09DQB4//vfX1RoA8Brr72GqakpDA4OAgBkWUY8Hkc6ncbk5CSOP/548djVq1c37Lg5VGwTBEEQBEEQRJtTqmxTSBrRVMKLgb4lQP9yYOP7gD3/DsQOsdsbyMGDB6EoCiRJwquvvgqPx4Ph4WF2SOHyIv+4447D6aefjh/+kKWlK4qC+fl5eL1eLFmyBPv27St67kZDPdsEQRAEQRAE0eboA9LY1xSSRjSR6HLg2jHgQw8BZ/w39vHaMXZ7A5mYmMAXvvAFHDhwADt27MAll1wCt9td8fHvfOc7cfDgQezevRvBYBD33HMPNm/eDEVRsGXLFjzwwAP4r//6LzzzzDP4l3/5l4YeO0DFNkEQBEEQBEG0PaVKdpyUbaLZePza2C5JYl83mLPOOgu7d+/G+vXrkc1m8e1vf7vq4wcGBnDffffhq1/9Kk444QT8+Mc/xn333QePx4MzzzwTX/nKV7B161ZceOGFuOCCCxp+/GQjJwiCIAiCIIg2p3TcV4zGfxE9gN/vx09/+tOy2++4446K33PmmWfi8ccfN7zv6quvxtVXXy2+/uY3v1nvIVaFlG2CIAiCIAiCaHNKbeSkbBNE+0PFNkEQBEEQBEG0OVzJ9rnZ8p16tolu5wMf+AB+85vftPow6oKKbYIgCIIgCIJoc7iyPToQYF+Tsk1YRFGUVh9CR+HE34uKbYIgCIIgCIJoc3hxfdwgm3dMNnLCLDy9O5vNtvhIOotkMgkA8Hrtz7OngDSCIAiCIAiCaHN4QNpxAyEA02QjJ0zj8XgQCoUwNTUFr9cLl4v01mooioJkMomjR49iYGCg6qixWlCxTRAEQRAEQRBtDreRL+fKdoaUbcIckiRhdHQUBw4cwCuvvNLqw+kYBgYGMDIyUtdzULFNEARBVKUgK9h9YAZH42ksiQSwadUQ3C6p1YdFEATRM+QLMhayBQDA8gFWbJOyTVjB5/Nh7dq1ZCU3idfrrUvR5lCxTRAEQVRk59gkdtw/jsn5tLhtNBrA9i3rsHn9aAuPjCAIonfQz9heNkA924Q9XC4XAoFAqw+jpyDDPkEQBGHIzrFJbLtzT1GhDQCH59PYduce7BybbNGREQRB9BY8HC3sc2Mo7FNvI2WbINodKrYJgiCIMgqygh33j8No6AW/bcf94yjINEaEIAii0XDLeH/Qi0iAGVPj6RyNciKINoeKbYIgCKKM3QdmyhRtPQqAyfk0dh+Yad5BEQRB9CjcMh4JeNAfZGOIcgUF6ZzcysMiCKIGVGwTBEEQZRyNVy607TyOIAiCsA+3kfcHvAj73OAZldS3TRDtDRXbBEEQRBlLIuYCVMw+jiAIgrCP3kYuSRIiAaZux6jYJoi2hoptgiAIooxNq4YwGg2g0oAvCSyVfNOqoWYeFkEQRE+iKdusX5v3bVNIGkG0N1RsEwRBEGW4XRK2b1lneB8vwLdvWUfztgmCIJpALKUW22q/dj9XtlOkbBNEO0PFNkEQBGHI5vWjuPnKjRgMeYtuH4kGcPOVG2nONkEQRJPgCjYvsrVEclK2CaKd8bT6AAiCIIj2ZfP6UcyncvjkT54GAFx9zmp89LzXk6JNEATRRGK6NHJAU7ipZ5sg2htStgmCIIiqzOtsiqPRIBXaBEEQTUYfkAaQsk0QnQIp2wRBEERVZha0YjuZpYUdQRBEs9GP/tJ/pJ7t7qQgK9h9YAZH42ksibAwUtro7kyo2CYIgiCqMrOQEZ8nMoUWHglBEERvogWkqTZyUra7lp1jk9hx/zgm59PittFoANu3rKOslA6EbOQEQRBEVYqU7Qwt7AiCIJpNvCQgjXq2u5OdY5PYdueeokIbAA7Pp7Htzj3YOTbZoiMj7ELFNkEQBFGV2WRWfL5ANnKCIExQkBXs2j+Ne588hF37p1GQlVYfUkdTGpBGPdvdR0FWsOP+cRi9U/htO+4fp/dSh0E2coIgCKIqMwu6Ypts5ARB1IBssM4iywoSmeKANOrZ7j52H5gpU7T1KAAm59PYfWAGb1q9qHkHRtQFKdsEQRBEVYqLbVJRCIKoDNlgnSeeyUNRxUxN2WbFNinb3cPReOVC287jiPaAim2CIAiiIvmCXDT6i2zkBEFUgmywjYGr1wGvC36PG4AWlEY9293DkkjA0ccR7QEV2wRBEERF5kosimQjJwiiElZssIR5Ssd+6T8nZbt72LRqCKPRACoN+JLA2jE2rRpq5mERdULFNkEQBFERvYUcIGWbIIjKkA22MfCCmlvI9Z8nMnlyCnQJbpeE7VvWGd7HC/DtW9bRvO0Og4ptgiAIoiJlxTb1bBMEUQGywTYGbca2pmxHdCp3gtTtrmHz+lHcfOVGDIS8RbePRAO4+cqNFDDYgVCxTRAEQVRkVi22h/t8AIAk2cgJgqgA2WAbQ6xkxjYA+DwuBLwu9X7q2+4mNq8fxQ3v1BTud54ygkc/eS4V2h0KFdsEQRBERabVYvu4wRAAZiNXFLIsEgRRDtlgG4ORsg1oxfc8jf/qOtJ5WXzucbvoPdPBULFNEARBVIQr2yuGWLEtK0A6J1f7FoIgehhugw353EW3kw3WPlpAmqfodt63TSFp3UdSl49yNJZp4ZEQ9eKp/RCCIAiiV5lJsmJ72UAAkgQoCgvkCZYspAmCIDib14/i4T9N4Qe7X0XQ68b//cCZ2LRqiNQ5m8RSqo28VNlWvyYbefeRymotWxQo2NnYUrbn5ubw+OOPY3Z21unjIQiCINoI0bMd9iPkZQV2khLJCYKoQa7A2k0KsoI3rV5EhXYdxNViOlKmbNP4r24lmdMX26RsdzKWi+0f//jHWLlyJbZu3YrjjjsOP/7xjwEAY2NjOPPMMzE4OIjrrruuqKfv4YcfxkknnYTh4WF87WtfK3q+e+65B6973euwbNky/OAHP6jz1yEIgiCchPdsD4Z9CPu1UTMEQRDVSKvFQrYgI1eg1pN6MJqzzb5m5+QY9Wx3HXplO57Oi/cT0XlYKrbn5+fx4Q9/GL/97W/x9NNP46abbsJ1112HTCaDLVu24PTTT8cTTzyB8fFx3HHHHQCAqakpXHzxxbj88suxa9cu3HXXXXjooYcAsAL9iiuuwPXXX48HHngAN9xwA55//nnHf0mCIAjCHrOqjXyRrtheoERygiBqkNEFPCWzdM6oh0o2clK2u5dSBxn1bXculortWCyGb3zjG9iwYQMAYOPGjZiensbPf/5zzM/P42tf+xpWr16NG2+8Ed/97ncBAHfddReWLVuG66+/HmvXrsUNN9wg7rvttttwzjnnYOvWrTjllFNwzTXX4Hvf+57hz85kMojFYkX/CIIgiMYyu8AUE6ZsMxv5AtnICYKoQXGxTeeMeqgUkNYf9BTdT3QPpRtU1LfduVgqtlesWIErrrgCAJDL5fD1r38d7373u/HUU0/hrLPOQijE0mo3bNiA8fFxAMBTTz2Fc845B5LEenU2bdqEP/7xj+K+c889Vzy//r5SvvCFLyAajYp/K1assPirEkRnU5AV7No/jXufPIRd+6dRkGn8EtF4phfYbvpQyIeQjyvbtHAmCKI6GZ3tlZTt+hDFdoXRX3EqtruOVFmxTcp2p2IrjZwXyT6fD88++yw+97nPYdWqVeJ+SZLgdrsxOzuLWCyGdeu0mYv9/f2YmJgAwJRy/ffp7yvl05/+ND760Y+Kr2OxGBXcRM+wc2wSO+4fx+S8trM5Gg1g+5Z1NEaFaBipbEGM+RoMe9Gn2siTZCMnCKIG+jnBdM6oD24TL1O2Rc82bYB2G3yDik8BORojZbtTsZVGvmHDBvziF7/A2rVrsXXrVng8Hvj9/qLHBAIBJJPJsvv47QCq3leK3+9Hf39/0T+C6AV2jk1i2517igptADg8n8a2O/dg59hki46M6Hb42C+f24U+v0fMzaWANIIgaqFXtqn1xD6KoogAtNKANNGznSFlu9vgaeTLokEApGx3MraKbUmScPrpp+Pf/u3f8B//8R8YGhrC1NRU0WPi8Th8Pl/Zffx2AFXvIwiCWcd33D8OI8M4v23H/eNkKScawqxIIvdCkiRN2aaFM0EQNcjqlO1SSyxhnoVsAfwSXz5nm5TtbiWlXmdXDrMWXSq2OxdLxfbDDz+M6667Tnzt8/kgSRJOOukk7Nq1S9x+4MABZDIZDA0N4cwzzyy6b+/evVi+fDkAVL2PIAhg94GZMkVbjwJgcj6N3QdmmndQRM8gxn6F2CYo79lOkCWUIIgapEnZdgSuavvcLvg9xcv2CPVsdy0p9f1z/FAYABXbnYylYvvEE0/ELbfcgltuuQWvvvoq/tf/+l/4y7/8S1x44YWIxWK4/fbbAQA33ngj3vGOd8DtduPiiy/GY489hl/96lfI5XL48pe/jPPPPx8A8J73vAd33303nn76aSQSCXzrW98S9xEEYT59klIqiUbAle1FfazY7lPTyEnZJgiiFjT6yxm0cDSPCBvmcFt5jEZ/dR3cDbJykapsU892x2Kp2B4dHcU999yDb37zmzj55JORTCbx7//+7/B4PLjttttwzTXXYHh4GPfeey++9KUvAQCGh4fx9a9/HRdeeCGWLl2K559/Hv/0T/8EADj11FPxkY98BGeccQaWL18Ot9uND3/4w87/lgTRoSyJBBx9HEFYYaZE2eZztqlnmyCIWhQV23TOsI2YsV3Srw0AETUgLZ7OQVGonayb4BtUr1vElO0pUrY7Fstp5Oeddx6eeeaZstsvvvhi7N+/H3/84x9x1llnYdGiReK+q666Cueffz6ee+45nH322ejr6xP3ff7zn8cVV1yBQ4cO4a1vfSv1bBOEjk2rhjAaDeDwfNqwb1sCMBINYNOqoWYfGtED8GJ7KKzayCmNnCAIkxTbyOmcYRduEY8EypfsvIc7V1CQzskIqiGWRGejKIqwkfOe7emFLHIFGV63rbgtooU4+j82MjKCd77znUWFNmfVqlW44IILigptzrp163DeeedRoU0QJbhdErZvWWd4HzeTbd+yDm6XZPgYgqgHnkbOlW1uI6f+S4IgqpEvyMjrgjspIM0+lWZsA0DY5wa//FPfdveQzsngRoVlA0F41P/kYwlStzsR2h4hiDZn8/pR3HzlxrL5miPRAG6+ciPN2SYaRmnPNg9IWyBLKEEQVcgW5KKvaYPOPtVs5JIkiZC0GBXbXYM+FyXs82C4j41JPhqjYrsToWKbIDqAzetHcfU5a4pu++pfn0qFNtFQSnu2+eivBbKREwRRhUyuuNgmZds+YsZ20LjzU4z/opC0roH3a/s9LrhdEpb0q8U29W13JFRsE0SHoJ9ZCgCP7T/WoiMheoWynm0f2cgJgqhNOl9cXFPPtn2EjdxA2QaAiF9VtlOkbHcLvF+bX3OXRHixTYnknQgV2wTRIfDFy2CIXVgfeYGKbaKxzCaLi21N2aZimyCIypQq25RGbp+4qlgbBaQBmrIdJ2W7a+DKNm/dWtLPJs6QjbwzoWKbIDqEtLp4OecNSwAATx+aF8ojQTiNLCuYTTKlpDSNnFQqgiCqkSlxYtGcbftUC0gDQD3bXQjv2Q6WKdtUbHciVGwTRIfAbUUrBkN4w0gEigI8+iKp20RjiKVzKKhpwgOqm6JP3WXP5mXkSgKQCIIgOPqxX0Bx4BNhjWoBafrbSdnuHlLZUhs5U7anyEbekVCxTRAdAl+8BH1uvOXExQCAR/401cpDIroY7pqI+D3we9gFP+TXZrjSrG2CICpByrZzaMq2sY2c28upZ7t74OJK0EvKdjdAxTZBdAi8By7gceHstcMAWN+2oijVvo0gbMH7tQdVCzkAeN0u+DzsspEgpYogiApk8qXKNhXbdhFp5JWU7SAp290Gf78IG3k/jf7qZKjYJogOgSvbAa8bZ64cgt/jwuFYGi8eTbT4yIhuZGaBLfD0xTYAhHkiOQUeEQRRAb45zM8XZCO3T0wEpFWykfPRX6RsdwuVbOTHEhnIMgksnQYV2wTRIfA08oDXjYDXjU2rhgAAv6VUcqIBzCywHfShUPECL0yJ5ARB1EBMz1A36yhU0R6KoiBew0bOFW+ykXcPQtn2sv/z4T4fJAnIywpmkhSM22lQsU0QHQLf6Qx42dv2LWvVvu0XqG+bcB6ubA+F/UW3h3282KbFM0EQxnBle5FabGfzMvIUqmiZdE5GrsCUzIpztgM0+qvbSKlOEK5se9wu8V4iK3nnQcU2QXQIfPRXQA3MOPtE1rf9+5emy/rjCKJetBnbpcq2aiMnWyhBEBXgAWkDIa0NJZmj65RVuDXc7ZJE4VUK79kmG3n3kCyxkQPAYtVKfpQSyTsOKrYJokPQ28gB4PVLI1gS8SOdk/HEy7OtPLSGUZAV7No/jXufPIRd+6fFKCqi8UwnygPSALKRE90HnWech2eMRAIeeFwSAJpgYActHM0DSZIMH0PKdveRzBUHpAGUSN7JGDeAEATRdmRKlG1JknD22sX4yZ7X8NsXpvAXa4ZbeXiOs3NsEjvuH8fkvLaLOxoNYPuWddi8frSFR9YbcGV7UVlAmlpsUw8m0QXQeaYxcGU74HUj6HMjns5TSJoNtLFfxhZygHq2u5HSgDRAK7anqNjuOEjZJogOQUsj1962b1Gt5I/8qbtC0naOTWLbnXuKFsAAcHg+jW137sHOsckWHVnvwOdsD4aKi20+a5uUbaLTofNM4+CtTX6PS2zQ0fgv68RSPIm8sjbG71vIFqgvvkvgG1NBn/b/zsd/HYmRjbzToGKbIDqEFC+2PdpOJ1ezxydjXbPbWZAV7Lh/HEZGTn7bjvvHyerZYLSe7eJiu0+1kSep2CaaxaE9wB0XsY8OQeeZxsIzRvweN23Q1YFQtiuEowHFI8ES9DfuCkTPtlevbKs92xSQ1nFQsU0QHYCiKELZ1vfwDPf5cfKyfgDAYy92h7q9+8BMmdKkRwEwOZ/G7gMzzTuoHmSmQs92SN1pT1D/JdEsnrobePkRYN8PHXtKOs80lkxec2JxKywFpFmHz9iuVmz7PC7heKO+7e6gmo2cAtI6Dyq2CaIDyBUUcIFFr2wDwNnqCLDfdskIMLMXErrgNI5sXkZcVUhKe7b7VJWK+i+JhjJ3EJjYC0w8CYz9hN02dg/7emIvu78O6DzTWHjPtt/jFht0FJBmHRGQVmHGNocX4/PUt90VpIwC0vopIK1ToYA0gugA0rrRXn5v8R7ZW9YO4/88vB+PvHAMiqJUTCztFLhVyqnHEdaZUy3kLqlcUeFp5GRXJBrKN04pv23hGHDLW7WvPzNv++npPNNYeKCnX69s0wadZczYyAEWoHY0niFlu0vgynbQyEYez3TFWq+XIGWbIDoAbiGXJBY4o+f0lYMIet2Yimfw/JF4Kw7PUTatGsJoNIBKlxEJLC1406qhZh5WTzGtC0dzuYr/JyjsiGgKl94KuCroAS4Pu78O6DzTWNIUkOYIWkBa9WKbh6TRrO3uQJuzrZ0DF6s28mxeFq8LojOgYpsgOoB0llvyXGW7mX6PG2edwBaEv/1T51vJ3S4J27esM7yP/+bbt6yD20W7uo1idsE4HA0gZZtoEhsuA7Y+aHzf1gfZ/XVA55nGoh9VyZXtBVK2LRNPW7ORk7LdHWhp5JqyHfC60a9uqlB7S2dBxTZBdABcJdBbivTwvu1HXuiOkLTN60dx85UbMdxXXOwt7ffj5is30vzbBjOTNA5HA7TRX2QJJTodfp4pHas0Eg3QeaZO9KO/eLGdImXbMmYC0gCdsk09210B79nWB6QBwJJ+zUpOdA5UbBNEB6DN2DYutvm87ccPzIjHdjqb14/iO1dsLLrtG+99Iy2Am4BQtkPlxTYf/bVAYUdEowkvBvqWAJJ63gsOsq/Dix37EZvXj+L9f75SfP2pC96ARz95Lp1n6iRTNPqLzhl20QLSavdsA6RsdwO5goxcgSXilhXblEjekVCxTRAdQFpnyTNi9eI+jEYDyOblrhpVk80Xz7gdn4y16Eh6C9GzbaRs+2hmLtEkosuBjzwNKOz8h2UbgWvH2O0Ook/JXj4QJOu4AxSN/lKvW6kcnTOsogWkVbeRU89296DPNghWKrZp1nZHQcU2QXQAXK0uDUfjSJKEs9cydfuRLhkBBmhWKs7YhP30YcI8XNkuHfsF6JVtWjgTTUDOgU29BpCeBzx+x39EIqMVKFSsOEPR6C9Stm1jNiBN69mm12+nw9st3C4JPnfxmo9s5J0JFdsE0QGkatjIge7r2wa035sLTeMTpGw3g5kkW7AZK9tqsnCuAFlWyu4nCEdJ6zbY0nMN+RH6IpBSfp1BbBAXjf6iYtsqMdMBabxnm16/nQ7PQwl53WWBuJqNnIrtToKKbYLoAPjCpVJAGgD8xZphSBLw3OE4jsa6o58npV50ThrtBwC8cDTRNT3p7YyWRl6upnBlW1HKnQcE4Tj6Yjs115AfEde5NEjZdgaubAc8bpqzbZN0roCs+nc03bOdoddvp8M3pUot5IA2/qtb1ni9AhXbBNEBaGNUKr9lh8I+nLI8CqB71G1up1q5KIzhPh8KsoLnDnf+LPF2Z1oU2+WW3YDXJZwGZCUnGk6Rsj3PdnkcJqErsCnN2RmEjdyrzdleIGXbEjzsTJKAPp/Jnm1StjueSknkALAkwmzkU6RsdxRUbBNEB5DO17aRA8BbhJW8O/q2U+omQ9DnxrplbCNh7BD1bTeaamnkkiTR4ploHvpiW84BuaTjPyJRpGxTseIEmZzR6C/621qBuywifg9cNUL7qGe7e0gJZbt8g2VJP9nIOxEqtgmiA6g1+oujhaQd64p+2pTOPr9+GbOSP0MhaQ1FURTdnG1j6yKftU3KNtFw0iXv9wZYyRO6ApuUbWdIU0Ba3Zgd+wVoAWq0WdT5CBu5gZOR92wnMnlqy+ggqNgmiA4gla1tIweANx4/iLDPjemFbFeMyRK96j431i/nynbn/17tzEJW6xMcMghIA4AwJZITzaK02G5ASFqCerYdJV+QUVA3ewO6gDTKeLAGL5xrJZEDWoBaPJ2D0oBWC6J58BF5IQNlu8/vEdk9NP6rc6BimyA6ALM2cp/HhTetXgSgO/q2uZ0q4HVjvWojf/5wHLmC3MrD6mq4hZwtko37BDUbORXbRINpsLKtKEpxsU3Kdt3wfm1AVbZ95ISxQ9zkjG1AK8hzBQXpHF0fO5lqAWmSJJGVvAOhYpsgOgCzNnJAPwKs8/u29TbyFUNBRAIeZAsyXjiSaPGRdS8zVfq1OWFhIyelimgwZcq2s20kqVwB+o4bsuHWj35ihN+jBaRl8priTdSGh52ZsZGHfW4RXEl9250NFxmMAtIA/fgvSiTvFKjYJogOgO9UBzxmim3Wt/3Ey7Md39OjFdsuSJIk1O0x6ttuGFq/dpVi20c2cqJJlNrGHbaRJ0qKa1K264cr2z63Cy6XVKTQdfo1qZmIGdsmbOSSJOn6tuk13MkkaxbbLJGcbOSdAxXbBNEBZISyXfstu2o4jOUDQWQLMh4/MNPoQ2so6RI71frlakgaJZI3jJkEH/tVTdmmNHKiSZTaxh22kXMLuVuVBTN5GZk8va7rQYz98rjER/73TdI5wzRaQFptG7n+cfM0/quj0QLSjP/fxaxtspF3DFRsE0QHkLJgI5ckCW85UU0l/1Nn922X/t4nC2WbQtIaxWzSTLFNPZhEk+C2cX+/+vWco0/Pi+3FfX5IwoZLr+t64DZyv7o5LEkSQuo5nIpt84jRXyaUbQCI+Gn8VzfAR+RVVLb7yUbeaVCxTRAdQFrXu2wGPm/7gWcmce+Th7Br/3RH9sqlSn5vrmyPT8Q68vfpBHjP9mC1nm0KSCOaBS+2B1/HPjqtbKd5X6wHfapjg6zk9ZHRjf3i0LhA64iebRMBaYCmbFPuQGdTLSAN0GzkU6Rsdwzm3sEEQbQU3rPtN2EjB7ST9aG5ND5y95MAgNFoANu3rMPm9aMNOcZGkCq56Kwa7kPQ60YqV8CBYwtYs6SvlYfXlYiAtCrKdohGfxHNghfbA68DDj/teEBaXH0N9/k96A94EU/nqVipk0yJsg3wDboMKdsWEGnkJgLSAK23m5TtziaZMxmQRj3bHQMp2wTRAZgd/QUAO8cm8fEfP1V2++H5NLbduQc7xyYdP75GUarou10S1i1T+7YpJK0hmCm2+1SVKklp5ESjEcr2SvXrOUefnivbfQGvKGpI2a4PI2Wbb5hSQJoBh/YAd1zEPurgmz5mAtIAzW4eo57tjqZmGjnZyDsOKrYJogMQaeQ1iu2CrGDH/eMwMljz23bcP94xFmyjXvX1arE9RiFpDcFczzZTthOkbBONRJaBjJrPMNAYGzlvhYj4PcKuS2nO9SF6tj2lyjb1bBvy1N3Ay48A+35YdLPdgDRStjsbzdFn/P/ObeSzyRyyeZqp3glQsU0QHYCYs+2p/pbdfWAGk/OVdzsVAJPzaezukJTyUhs5AJy8XA1JO0QhaY3ASs82LZyJhpJNAIq6mBw4nn10WNnmYWhhv1unbNMmUj1wZVs/PUNTtumcAQCYOwhM7AUmntSK7LGfsK8n9gJzBy2N/gJQffRXBfWcaD+SNTJ6BkNeeN0szXEqQVbyToB6tgmiAxB26gq2Io5ZW1Gn2I+4oq+/6JzMle2JeSiKAolHCBOOwIvtRX2kbBMthlvI3T4gMlJ8m0MkRM+2F3nV8UPKdn0Y2cj5BAOykat845Ty2xamgFveKr6MFVgRbrbY5s4MwzR9vXq+fKP14yWaRq00ckmSsLjPj4n5NI7G0lg+EGzm4RE2IGWbIDqAtMnRX9xeVAuzj2sl+YKMbKG82F67JAKf24V4Oo9XZ1KtOryupCArmFOti9WVbVo4E02AF9aBKBAcYJ83KI28L+ARRQ31bNeHkY2czwwmZVvl0lsBVwW9y+VB/l3/KtqoTNvIS1+/evX8mf9gt5Wo50T7USuNHAAW97M1HM3a7gxI2SaIDkD0bHuqF9ubVg1hNBrA4fm0Yd+2BGAkGsCmVUPOH6TDpHW9SPqLjs/jwutHInj60DzGJuZx/KJQKw6vK5lP5aCoL5yBUGU1JSzSyGnhTDQQfbEdGGCf51NAPgN4/I78CK5sR/zacoiU7frQbOQGyja5YRgbLgOGTyxSsgVbH0Qsug7ALwFAjKSrhdazrf6NDdXzY8U/8zOUfdJu1ApIA3SJ5FRsdwSkbBNEm6Moii6NvPpb1u2SsH3LOgCssNbDv96+ZR3crva3Xqd0Coi/pFedz9umRHJnmVlgF+5o0Auvu/JrjS+cac420VD0xba/H+Is5qC6LWzkAV1AGvVs10UmX65sh9SchwVStk3B1ek+vweeKudiPWU924bqubqb6vKw+4m2gyvbIW/lTRZebE/FOqMlsNehYpsg2pxMXhZqo9/E6K/N60dx85UbMRIttoqPRAO4+cqNHTNnWz/2q7Qv++RlFJLWCGYW2CKtWhI5oFe2qSghGoi+2Ha5gEC/evucYz8iIQLSPFpAGinbdZFRnVj6OdshCkgrJ7xY3UTS4Q0C4cW6cDTzBlRtzrZ6Xt5wGbD1V8YP3vogu59oK2RZEe0D1WzkvBWQlO3OgIptgmhz+MIFqJxOWcrm9aN49JPn4sSlfQCA//mOE/HoJ8/tmEIbQNULznqRSM5C0ghn0JLIqwfycJUqV1CEikUQjqMvtgHNSu5gSBpXtpctPIu3P/7/4RTpJerZrpO0ULa1c3eIch7KiS4HNn2Ifc7T9n0RIDIi3BURk+Fo7LHcmaF7/R5+puRRtOxvZ9K662lVG3k/2cg7CXrXEUSbw0++Lgli3IMZ3C4JS9UQjRVDwY6wjusRY78MNhjeMBKB2yVheiGLIzG62DhF1RnbutExYd0iIEl920SjKC22GxCSxovtFa/ei0VTj+NS9yOIGaU5E6bhG8QBb7mNnJTtEmKT7OOpf8te5wtHgYO/15Rtk+Fo7LGsMF/IFpBXw0Xx8m+1B/SNAMtOBfqWMFWdaDv0749q4orWs0028k6Aim2CaHP0SeRWx1x18jzkasp2wOvGmsVMtR87RH3bTsGVbcNiWzc6xuN2iX5MGv9FNIyKyvacM88/dxDHpZ/HydIBDL/0UwDAFvcujCafp7TmOqDRXxaYf5V9XLQaeMNF7PNn/h/iFmdsA5qyDajn5XwG+NMD2gM8fuBDDwHXjjFVnWg7uMgQ8LrgqiKQcCHlKIkNHQEV2wTR5ogkcpMWcj2dbN1L5Sor2wBw8nJt3jbhDMJGzott/eiYp3/EblNHx5zhewXLMdWRGzlEh1BWbKsfnVK2v3EKvpf/BH7m/0e4MuxnDSGG7+WvA255m3GaM1GTjMHoLxGQRk6YYviGTnQFcPK72efj9yKeZEUUV6vN4HW7xPUyns4DL/ySbUxJ6jU0lwQkybEkf8J5RDiar7qjgSvbxxIZFGRqpWt3aPQXQbQ5vOgMeKzvjYV4anQHLnDSVWzkALB+WRT/secQnpmgkDSnmOXKNp+xbTg6Zgq45a24CwACwB8zlzTt+IgegyvYpTZyh5Ttwrv+FfL/+zC8UkFMa+BikuLyQHrXzY78nF7DaPQX3/hN0eachlwAYofY5wMrgPASYSWPHH0CQL+lgDSAqdupXAHzqRxW7Lub3fj6C4Dn/hPIpZw9fsJxaokMnEV9frgkQFaA6YWMCEwj2hNStgmizRE28iphGZXgu6P8BN5JpGr83jwk7RmykTvGdKmN3HB0DCMPNz6S/XBHuiaIDkEo2wPFHx0KSEuc+B68K/tZw/vmrthJac02MR79ReMCy4hPAnKenWMjo4DHB7xhCwBg1ZFfALAWkAZoSnhyflqzkJ/xQfYxlwTaIFC0ICvYtX8a9z55CLv2T5Myq4NfT6slkQMsk2dRn9q3TVbytoeUbYJoc0Sx7bFvI+/EEU3aDq/xnuC6ZcxGPjGfxnQiIy48hH3KAtI2XAYMnwjc8tayx35q6Bu4d2IRLujA1xbRITQ4IC2eKU8dVxTmtF3I5DHoyE/pPdKGo7/UjV9StjXm1H7t/mWAS72+n/wu4Mk78YbZ38CFSy0FpAFa33Z4//1AIQssXQ8cdya7U5FZH7e3dSrozrFJ7Lh/HJPzWrDXaDSA7VvWddS0lEaREjby2uu9JRE/puIZTFEiedtDyjZBtDlpg2RXs4Q7eIFTLY0cAPr8HpwwHAYAspI7RFnPtiHMZxv0dW6LAtEhNDggbSFTwLTSjwVoxUdecuOoEkXMNeDIz+hFuLIdMBj9Rcq2Dh6OFj1eu23VW4HAAPoLM9jkes5SQBqgBaotPfBTdsOG9wLekPaAXLKOA66PnWOT2HbnnqJCGwAOz6ex7c492Dk22aIjax+SNdY9eiiRvHOgYpsg2hyxcLERkBbs4AVOukoaOedkPm+bQtIcoaxnG2AjYniRw7/uW4J8YBGAznxtER1CgwPSEpkcDmMRdrrPEbd5UcDfZv8R0+5hR35GLyLSyHUbxGE/2/hN52SyDXN4ONqArtj2+ICTWCr5ha7HLQWkAUzZPk46iuGZPQAk4JS/AtxewKU+T4uK7YKsYMf94zD6n+e37bh/vOdfG9aUbUok7xSo2CaINkc/+ssq2riVzlMfUyZ+75NVK/kzh0jZrpd0roAF9XUy1KcrtqPLgfM+p3298mzg2jHkwszyR8o20RBkGcio7+uygDRnNtfi6jztIXdxcNTprhcQS9Emkl34nG2/gbINdGaGSEPgyvbAiuLb17FU8gvcj6PfZ22Z3h/04t2uR9kXJ7yVWdQBwKeq2y0KSdt9YKZM0dajAJicT2P3gZnmHVQbwnu2a6WRA8CSfq5sU7Hd7lCxTRBtTi07dTWC3g6es51lC7Zqv/f6ZaRsOwXv1/a4JET8JRf6jG4zIz4JePwId3AeANEBZBOsxxTA4xMF3PvkITw9rS5ZHLKR8xnxg1Kc3aDaed/kegaxdHk/N2GOtEFAmt/jEknvSTpnMHjPdrSk2D7hrYihD4ulGEbn/2jpKSN+N97lfox9seFvtDu4lbxFyvbRmDmrc69bopMmHH0cspF3DlRsE0Sbkzaw5Jkl7O/cgsjMCAyubL8ynaTFcZ3o+7UlSSq+MzmtfR6fAKDZQslGTjQEVb3OwoP33r4XH7n7SfyPn74EAMgvOKN+JVRle1BRN5PWXQwAOMv1LGLq5hNhnUyufPSXJElCrevEzd+GUEnZdnvxK4WFmi0+uNPSU67J/QmrXZPISn5hRwcAeIPsY9b5YrtauriiKPjl+BF888EXTD1Xr4+wsmIjX8xt5KRstz2URk4QbU49NvJOXtykTIzAGAz7sHwgiENzKYxPxHDWCYuadXhdBy+2FxmFoyWPaZ/HJgBF0YrtDtzIIdqfR8f2480A5pUQeCjfvMICET35BTyw71Wcv2FF5ScwAVe2I7JabJ+4Gfnf/ytGMAvX3EsA1tT1/L2K0egvgBUQiUyeNugAFntfQdkuyAp+mtuES30Poe+lnwHy17W08hqcMs2K8yfDb8Ymf0S7w8veO04r25XSxa9/5zooAP73r1/Ac4fjNZ9HAjASDWDTqiFHj6/TEAFpZpTtfhr91SmQsk0QbY5II69j9FdHFtsmNxnWL2fq9pjNeds085MhlO2QUbGtUxILWSA5rdnIO/C1RbQ3BVnBXQ/vAwDE1AIbAOLQUpW//p9P1P1e5cV2n6yeO6LLcTiyHgCwePqJup67l0kb9GwD2vWoE6djOE5yGsir/dPR44ruSqTz+J18MmaVPriSx4BXHjP3nIUcVh1mxfZDgXOK7+PKtoPFdqV08cn5ND78/T24+vt78NzhOMI+N7a9bTX+5a82QALfOtPgX2/fsg5uV+m9vQVfq4W8Jnq2VRv5VDwDpQ3mpxOVIWWbINocTdm2P/or2YFKQipXu2cbYH3bDzxzxNb4L5r5qSGSyA2V7enir2OHEPYzBYKUbcJpdh+YQW5hDvAVF9h5eJBQAuiT0kjFZ7D7wAzetNq+myWRziOADHyy+v4PLcLRRWfiuNheHGexV5ZgKIqim6BRqmzz1hMqtkUSed8I4PEX3RVL55CHBw8qZ+KvpIeAZ/4fsOottZ/zxQfhz85iSonid/KG4vscDkirli7OkQBcfe4abH3zKgyom7iRgKfsmjvSo9dcI1IiIM2MjZy9brIFGfOpnPgbE+0HKdsE0ebUZSNXe7ZTuQLkDlNs0ybtVOv5+C+LyjbN/CxmJsl63gfDBqNmFo4Vfx2bEDbyJKWREw5zNJ5GPxYAADElVHTfPJjSHcVC3cFAiUweg0iwL1xewN+P+SVnAQBWL+xlVl/CEnlZAb/UlCrbYjoGbdBV7tcGMJ9i5+Lf+t7Mbnj2fqBg4m+2724AwH2FP8dcRi6+z+GAtFrp4gBLGP+L1cNFReDm9aN49JPn4t53B/ED3z/jFOkl/Oi/v4kKbZWUhYA0v8eNgRC7XlPfdntDxTZBtDlpE0FhleC7o4qiJcR2CmYC0gAtJG3/VMK0PZFmfpYzs8Au1kNhf/mdXNkeOoF9jB0SxXaCFs6EwyyJBNAvsaIghnDRfdxWHpUW6g5TimfyGOJJ5KFFgCQht2wjMooHg4VpYOalup6/F0nrxnqVhnoGOzhDxHEqJZEDIuzz+eAbgeAgsDBV20qengee+y8AwH8U3izG2gl4se1QQJrZjS6jx7ldEk6d3ok3ucZxqfsRHDGZVN4LJC1OnxGJ5NS33dZQsU0QbY7o2bZhIw943ODB0p02D9lsz/aS/gAWR/yQFeDZw+as5DTzs5zZBbbAGwqVKNtyAUjNss9HTmEfYxOiZ7sTWxSI9mbTqiEsD7C2hlJlO6bayl8XytYdprSQyWtjv0LMjt4XjuBJRQ1Ge/mRup6/F8nkNUW1NCCNzhk6uI3cQNnmM97DwQBw0hZ24/hPqz/f+H1AIYPc0Il4RlmJWCpX3MfrcM+22Y2uosfNHQQm9gITTwLP/AcAYIt7FxIv/5Hdzv8mPYyVNHJA+/vS+K/2hoptgmhzxMxSG8q2yyWJHdJOC6VJWUjlXK+q28+YtJLXsyvfrehHfxWRmoPQ+5ey8Ci9jTzRYZs4RPvjdkk47wSm2JQq2zyR/PJT+usOU0qk8xgCL7ZZ4d4f9OL38jp228uP1vX8vQgvtn0eV9kIwWAHB3Y6znxlZTuuKtv9QS+w7l3sxvH7qlvJ9/0QAKCcchkACXlZERv1ABy3kW9aNYTRaKAs7IwjgeWfFG2IfeMU4Ja3Abe8lan1ABYhhrf95q/Y7d84xZFj62SspJED+lnbpGy3M1RsE0SbU0/PNqAPpeksNcGKfV7r2zanbNvale9ytNFfJTZyPvYrMAAMHM8+j02I8D0KSCMawcowe//L/v6i27Ne9vXJQ/W3eCQyeQxJ6jlDVbb7A178Xj6J3fbyo9S3bZFMznjsF6AFdlJAGjQbOT+n6oipFvD+gJcFowWH2Hn4lQqbP3OvCheG943vFZtQ3I4OwPGANLdLwvYt6wzvq5gufumtgKs4l1nsx7g87P4ehzv6+LqtFotp/FdHQMU2QbQ5KTH6y97bVYTSdFixbbZnGwBOXqYW2xPmlO3Vi8OoJooZ7sp3OTNJrmyX2Mh5v3ZoEdC/jH0emxCvq1Su0FO97USTSM8BAC5/i6Z2nbi0DxeeeVLR/fUQT5fbyPuDHuyR1yKjeID4JPVtW6TS2C9AC+ykgDQA86pl2qhnO8WVbQ/g9gInXcTueOanxs/19I/Zx5VnQxo4HpEAK9Ti+mJb9Gwv1Hvkgs3rR3HzlRuxuK94g3YkGsDNV24sDz3bcBmw9UHjJ9v6ILu/x0laSCMHyEbeKVCxTRBtTsZCOqURvFjtJOueoihaz7av9mmKz9r+05G4GDtTiYKs4GM/fgqV6sNenPmpKErl0V9FxfZy9rmuZxvovI0cogNIs42zhKTZyBUFcIUG2Repubp/xEJWbyNXe7b9HmTgo75tm1Qa+wVos4OTuc65FjWEdEy8vg17trmNPKBufJ78bvbxWQMruaIICzk2vBcARLE9n9I91uusss3ZvH4Ut73/DABANOjFDz50Fh795Lmm08XJOFIM2ci7Eyq2CaLNqddGzntrOykgLZOXxUXYjLK9fCCIaNCLXEHBC0cSVR/7rQdfwCMvHEPQ68YNF63DcF9xcVlxV76LiWfyyKu7D4Olszr52K/wMBBR/ya5BfgLcbEZ0UkbOUSHoBYjvEcbUEciBaLq/XN1Pb2iKEjole3wMADA43ahz++hvm2b8J5tQxs5KdsM3q8dHAT8kbK7eUBahBfbK7mVfLrcSj75FDD1HOAJAOsuBqAV6cXKtrMBaXp4i9qSiB9vWr2o+iZ1eDEQXiK+nEcYxzDAbidsBKSxYnuKiu22hoptgmhzRBq5gS3PDPykncp1zgJHPz7GzCaDJElC3a42b/vhP03hW79+AQDwhUtPwX978yr8ZNufA2A9aFZ35buFmQRTtcM+d/nfWyjbQ6zvL8iURSk2KV5bNP6LcBy12J6Vg+KmuVSOZQfo7rdLJi8jLytlyjYA9Ac81Ldtk7To2S4/b1NAmkqVsV+ATtkOqn27bo+WSv7M/yt+8L4fsY+vv0BsRHFlO5Y2UradL7YT6s/pC5joM44uBz7wX+LLp+QT8OfpbyIRWOr4cXUaWfWcBGgukFos6Vdt5DQ+ra2hYpsg2px0FVueGXhB1EnKNreQe90SvG5zv/d6tW/7mQnjkLSJuRSuvXsvFAW44s+Ox7veyCzR3DZdkBW88fiBnrGO69H6tX3ldybV8We8GNFZyftU10Syg15bRIegKtfH8lqxnc3LIiCtXhs5n0OszdnW8hn6g17skddCdnlZ3/b0/rp+Vi/BlW2j61WY5mwzuLJtEI4G6NLIA7r8DGElv1+zkhfyWr/2hr8RDzVUth0OSCs+3hIlvhY8dBPAgDuNLLyYnHP+uDoN/cQYqzbyhWyBwkrbGCq2CaLN4Sdg2zZyscDpnBOxnd/55OWVQ9KyeRlXf38PZpM5nLI8iusv0lJUwz6PCEvjwTS9RsV+bUBbGIWYzVYLSTtEyjbRGGSZ9bUCOJotDl9KuPrYJ3XayPlrdkhS206KlG0vMvBhduhUdgP1bZtGs5EbBKTxjd8OuhY1hLnK4WiAZiPvD+qK15Vns9doclp7Pb70G2DhKLt9zdvFQ3nRGzPq2XYwII3D30sRvzk1FrFD4tMBF1NkD1GxjaTqPvS4JPhMBuKG/R6Rn0J92+0LFdsE0cYoiqJTCmwGpHWgdc9KEjmHz9p+djKGfEEuuu/G/3oWew/OoT/gwXeu2Fj0t3S5JG1xku7NYnu6arGtC0gDtL7t+KSmbPf64plwlmwcfLb7kZJiW8zdrlPZZiqQUpZGDmj23cmBM9kN1LdtGjH6yyggTd34TXXQtaghCGW7ho1cb8vWW8nHf8o+7rubfVz/HpZarsJfv4Zp5A1RttnPiZixkQNAbEJ82i8xW/vEHNmgUxbD0ThkJW9/LBXb9957L0444QR4PB6cdtppePbZZwEA//AP/wBJksS/NWvWiO8ZGxvDmWeeicHBQVx33XVQdL1PDz/8ME466SQMDw/ja1/7mkO/EkF0D7zQBuzbyMP+zrPupW0ksK9cFEbY50Y6J+OlY9ru/X/um8Adv3sZAPC1y07DiqFQ2fdGVQVhvteV7dJwNKC82BY28kNi8UzKNuEovB/b7cfRVHFbx5wc0h4jy7BLPJ1HBCl4ob52gzobubr5diDyRnYD9W2bJl0lII2P/iJlu0bPdooXryW27HXvYh/H72ObTc/+J/taZyHXf1/MMCCtAcW2ev7vM61sa8V2SOHFNinbIoncorCymBLJ2x7Tq/f9+/fjgx/8IL74xS/i0KFDOPHEE7F161YAwBNPPIGf/exnmJ2dxezsLPbu3QsAyGQy2LJlC04//XQ88cQTGB8fxx133AEAmJqawsUXX4zLL78cu3btwl133YWHHnrI+d+QIDoYq0FhRoSEst05C5xUli3YrFx0XC5Jm7ethqTtn0rgk/fsAwBse9tqvGOdcQgLVwKKbHc9RNWe7QW12A6X2sgnOnIjh+gAeLEdiGJWfW1yZgp8s0xRFXB7JDK6JHJvSOtphWbffdF3EuD2A4nD1LdtkkyV6RkirLPXzxdVlG1ZVkTxKgLSONxKnpoBvn0mkE8Bi9YAyzcWPaxfzNk2Ckhz3kZuuWdbZyP3yym4IFOxDc3RZzaJnEPjv9of08X2s88+iy9+8Yu47LLLsHTpUmzbtg179+5FPp/HM888g7e85S0YGBjAwMAAIhE2yuDnP/855ufn8bWvfQ2rV6/GjTfeiO9+97sAgLvuugvLli3D9ddfj7Vr1+KGG24Q9xmRyWQQi8WK/hFEt8OTyN0u80FhpYhiu4NCrFI2x529YZSde+59cgK/ef4orvreE1jIFnDWCUP42HknVvw+UrbN2MhV5a+o2Obhe725SUE0CH2xvcDekzy4cDbrYmOOgLqs5IlMzjCJHNCKldmsCziOW8mpb9sMVUd/+TpvDKXj5NJA4gj7PFoekLaQzQsTRX9p8er2ACddrD7wKPu44b2AVOz+6Bc9280NSDOVRg4UKdsA0Ick9WxDP2Pb5N9RZUlEtZHHyUberphevV900UX4+7//e/H1888/j7Vr1+Lpp5+GLMs47bTTEAwGsXnzZhw8yMIfnnrqKZx11lkIhdibfMOGDRgfHxf3nXPOOZDUk8SmTZvwxz/+seLP/8IXvoBoNCr+rVhhbL8hiG5CFJ0mwzKM4FbfTrLu2enZ3jk2iXufZBfxh/80hQ/c/ge8cHQB/QEPvnX5G+GpslnR3+M92zOViu1cSlNCDGzknTjDnegADJTt4waZDXa+aPzXnO0fUTRju7TYDuqKlZVvZjdS37YpMiZGf6VyBchyj9ryuarrDRUl4Iu71cLV53EVbzbPHQQm9gIjpxR/w8gp7HYeugZ9z7aBsp1PA7Kz5+tEHT3bANAvpTAxT8V2Sl2jWVa2+9VZ2zFSttsVWyv4bDaLr371q7jqqqswPj6O17/+9fje976Hffv2wePxiKI8Foth1apV4vskSYLb7cbs7GzZff39/ZiYmCj7WZxPf/rTmJ+fF/9effVVO4dOEB2Fnd7lUkIdGJCWthgUsnNsEtvu3GOoTMfSeex5Zbbq9wtlO9nbxfZgac82V7VdXsCvjlziynZ6HgNudnHvpI0cogNQi20lEBWvzZWLWDDaXCoHBAfY4+pStgtVlG2++ZYvLrapb7smZkZ/AdqGas8x9wr7GF1RpkgDmhpdpmp/4xTglrcBP/to8e0/+Bt2+ze0Itxw89iryypxWN0WNnIzPduFPGvLAAAXe3wfUjg8n0ahVzdgVPgajWzk3Yc1r4LK9u3bEQ6HsXXrVni9XlxxxRXivu985ztYtWoVYrEYPB4P/P7iJNFAIIBkMll2H7+9En6/v+y5CKLbSVdRCcwS6sDZpikLmwwFWcGO+8dR6TItAdhx/zjOWzdScYa2ULJ6VNmeVTcZypRtfTgaXxgG+gFfBMjGsRRsBjfZyAlHUYvtgq9fFG+rhsN4+E9TrBgJRNXHzdn+EYlMrqKyzRW6WCrHbOT6vu3hNaVPReioNvor4HVBktiexUI2L5wxPcVc5X5tQF9sl/xtLr0V+Ok2QDY417o8wLtuFl9GxJxt3WN56wXAim1/n/Vjr4AY/WWmZztxBFBkdszRFcDsAURdKeQKCo4lMljaH6j9HF2K3YA0spG3P5aV7V//+te46aab8P3vfx9eb/kba8mSJZBlGZOTkxgaGsLU1FTR/fF4HD6fr+w+fjtBEBq8Z9tuEjmAjuyrtWIj331gBpPzlS8yCoDJ+TR2H5ip+Jj+QG8HpE0n2I541WJbTz8b/zWsULFNNAC12E67WUHg87gwGmULymIb+bztH5FI5zFUy0aezgHeAPVtW0DbIC6/ZkmShJC3x0PSeDhapSRyrhIHS9bXGy4Dtj5o/JxbH2T3q2iBn7rNY5cL8PBEcmdD0rSANBObJ9xCHlkmNs1WBNlx9npIWsqust1Pyna7Y2kFf+DAAVx++eW46aabsG7dOgDAddddh+9///viMbt27YLL5cKKFStw5plnYteuXUXfn8lkMDQ0VHbf3r17sXz58np/H4LoKtJ5e0FhekK6PrlOIWVhh9fsbm61x/VyQFquIIsFXlmxLZLIS4ttZiUfKhxjD+vVhTPRGNQiOulixfZQyIeBkO496oCNPJ7JY7CWjZxvvlHftmk0G7nxuTvU6zkPQtkuD0cDqijbRbhKPhbDFeaFbAH5gm48XoNC0vicbVMBabxnvX8Zc0kBWBHixXZvK7P2A9JYsT2XzCGT79H3VZtjuthOpVK46KKLcMkll+Dd7343EokEEokENmzYgH/6p3/Cgw8+iF/84he46qqr8L73vQ+hUAhvectbEIvFcPvttwMAbrzxRrzjHe+A2+3GxRdfjMceewy/+tWvkMvl8OUvfxnnn39+w35RguhEeO9yfcV25y1urPSqcwtVPY/rZRv5nGohlyRt00FQUdlmG6PRHEvEJWWbcBS12E5IrE97MOwr3hBzICBtIZPHIkmdalISVCWUQX4+oL5t0/DFvr+CG0vb/O3Rc8Z89WKbF679pediAAgvBvqWAMtOBS76OvvYt4TdrkOvMCcyBiFp2cotm1ZRFEVnI7egbPcvEzkgowH2/b2ubCdz9gLSokEvfKqTZIrU7bbE9PbJL37xC4yPj2N8fBy33nqruP3AgQN473vfi/e85z1wu9248sorceONN7In93hw22234fLLL8d1110Hl8uF3/zmNwCA4eFhfP3rX8eFF16Ivr4+DAwMiBncBEEwuLJttYdHDw+lSXVQiJWV0V+bVg1hNBrA4fm0Yd+2BGAkGsCmVeXJr5z+Hla2edrzQNBb3tNesdhmynYky1qBSNkmHEUttmMKKw6Gwt7i9yjv2a4rIK1KGrmqDCazBeQKMrwd0LddkBXsPjCDo/E0lkTY+a5SRkUjyeQqj/4COnPz11HmzNnIywLSACC6HLh2DHD72O7o6R8EClnAU5xn5HW7EPS6kcoVEE/nMcCDL8WsbeeK7WS2AJ5rFvGb6NnWK9spFly6xM8KxF4f/2XXRi5JEhb3+XFoLoWj8QyOGwzV/iaiqZguti+55BIoFXZ0v/CFL+ALX/iC4X0XX3wx9u/fjz/+8Y8466yzsGiRdlG76qqrcP755+O5557D2Wefjb4+5wIbiA7j0B7glzcA530WWL6x1UfTNjjRs83V4aQ6bsXVggWYVazYyN0uCdu3rMO2O/dAAooKbv6bbt+yrurCs5dHf00nzMzYHi6+XS22wxk2L5aUbcJR1GJ7VmaLxsFQibLNbeT19mxXsJHrFbp4Oo+hsNq3/cqjrG+7zYrtnWOT2HH/eFF2xWg0gO1b1mHz+tGmHgvfIK4U6hkW0zF68JxRyGvFZq2AtGCF5bm+sJakskKb0x/0IJUrYD6Vg/hJXt6z7VxRy/u1PS7J3DpFKNvLRdjbsIe9bnte2bY4hUXPkn612I71thW/XbG/grfAyMgI3vnOdxYV2pxVq1bhggsuoEK713nqbraI2ffDVh9JWyHCZupRttWANEXRFkLtjhaQZu4UtXn9KG6+ciNGosVW8ZFoADdfubHmgjMa7N2ANK5sGxfbrCe7ko08mGIjXJJUbBNOotrDZwqsOBjS28iTOSgOpJHH9cp2uHgzyeN2iaJQhEwJK3l7haTxsYelIZGH59PYduce7BybbOrxZGpsEAc7cBSlY8QnAaXARin2jRg+hG/4GirbFjBMJBfKtnMBaYmM1q8tGYwyK8PARj7gVovtHp+1bSUYthQa/9Xe9ODcBaJtmDuoKmcS8PSP2W1jPwFOvRyAwhb4FfqaegWhbNcx+kv/vclsQdj42hk788U3rx/FeetGbFkp9T3bnaL+O0XFGdsAkFQT3Et6Wrmy7UuyYjtBxTbhJKpiPZVjC0i9sp0tyMh6o/ADddnIk6kMBqAWHaWbSWDnhIVsobhv+2FofdtmCosGU23soQJzYw+dptroL0Bra+rJ1hORRL6cpYMbwDd8qwek1UZM2NC7tRoQkBazkkQOFCvb6t8jAnY8vR6QZtdGDujGf8Wo2G5H2n/VTXQv3zil/LaFKeCWt2pff8a+TbAb0HqX7ZtQXC4JIZ8byWwByUwB6AATiZWebT1ul4Q3rS5fONeCqwiKAiSy+bpVhU6CF9uL+qrZyI2VbXdqGj7ksJCVoCiKOWWDIGqhFttHcmwBORjyos/vgdsloSArSEh9rNiuQ9l2Z+fhcqllanCw7P7+gBeT82nN7SL6to8A0y8Cw2tt/2ynsDL20M550Q7VRn8BuoC0XrSR1+jXBoB4pkpAmgUiIlFfV2xzG3nWQWVbLbb7zPRryzIQL1e2Qwo7npmFLFLZgi0bdTfAWyusppEDemW7tzcs2pWm2MgJwpBLbwVcFU4qLg+7v8fJ1GEr0sPV7GSHJMBa6dl2goDXLRaH88ne6tuuqmwvqDbyEpstgoOs8ACwRJpFQVaEokUQdSHLQJqlhE+mVWU77IMkSULdjkNV6Gwq2wVZQSDHvlf2RwF3eaFQlkjehvO2nRh76DRC2a44+ovd3pMBafMH2ccqjj1N2a6v2ObFerGNnKX7N6Jn25SyvTDF+rQlF9C3FPBHAACeXBx96ki4XraSC2Xbjo2cZm23NVRsE61jw2XA1geN79v6ILu/x0nbVHhL4WpCpyxwUqp9vpk73L06/qtiz7aiVFa2JUlYyUfBrOYUkkY4QjYOHnN4KM1ek/y1yYvtOUUtGtLztkZxLWQrz9jm9Bspg6vOZh/bZN62E2MPnUaM/qqgbHMbeU8GpJlQtkXPdqWANJNEjGzkDQhI4z3bEb+FGdt9I4DbI+ZsS5kElg2w12gvh6QlyUbetVCxTbQZZEPV40QaOaCdvDtlgcMths1StgFdj1uPhaRxZbus2E7PszAfwLggUa3kx3vnAPRo4BHhPDxh3O3HEXVCEXdd8A2xmYKqbMs5W2OMEuk8FqnhaK5whWLbaPOtzeZt87GHla6aElgqebWxh05T65rV0wFpYsZ2lWJb3dyJ1KtsGwWk+biy7ZyN3JKyrQ9HAwC/GnSYmceyAbYRQMW2PZFhMQWktTVUbBOtJby4eCHftxToW8JuJ0R6uFPKdqcscOz2bNdDtEdnbQsbeWmxzVVtX8R4vIy6YDrew2alUkga4Qhqsa0EomWuC/4encl5tRYkG1byajO2OXzzrahYWX5Gcd92i+FjD40wO/bQaTI1R39xZbszrkWOMqfayCso24qiVJ+zbQGhbBv1bDfARt5nq9hmNnKkY6LYPtTDIWl83WMnxJbbyKcXMsgXqKWr3aBim2gt0eXApbdpX697F3DtGLudED089Yz+AoCwv7Ose6k6dnjt0rM2cq5sl/ZsCwt5BVVMXTAtd7Fiu1NeW0Sboxbbsr8fuQJTj7myLWzkqRwQGFAfP2f5RyQylWdsc8T5oKhYCQArNrHP26Rvm489jJYEapkde+gkiqLoerZrKds9dr5QFGD+NfZ5BWU7mS2gILPXfL02cuOebR6QZt0NUglN2TaxOcBt5KoritvIkYljeZRs5Pw9YcdGvijsh0tiL7Np9ZpOtA9UbBOtJzWjfZ5NGKtoPUpaXbjUH5DWWT3b3IrYTBt51Ghx3QPMVOrZrtSvzVEXTCMSe/8mOuS1RbQ5arGd97KFeNDrFgVaNKhT6/isbTvKdtqMss0330qKQr2VvE3YvH4UH/vLE8XXS/v9ePST5za10AaAXEER7vqKyra/s1xWjrEwBeTTACSg/zjDh/DC1eOS6r72GY7+EgFpThbb6pxtUz3bXNlWX5dqGjmUAlZE2AunV4ttWVa0dY+NYtvtkjDcp1rJqW+77aBim2g9iSPa59l4646jDUk7MPoL0GxJqQ5Y4OQLMrKF5hfbhoFIXU4ymxcX+LJiu1ISOUdVtpeCFeVJspETTqAW2xkPs5jqX5dFrR7BgaLHWyGRyWOoVrEdNLDhAm3Xt83J6qYBTMUzyLXASsrbnoDKAWlBb4/ayHk4WmQE8BhMfoA+HM1b9xhFw57thgSkWZgLrp+xDbAecom9To4LsuepNsqum+EWcsCesg0AS/vVkDQa/9V2ULFNtB59sZ2hYlsPH/0VqKASmEUo2x1g3UvrFo3NtJH3Ys8279f2eVzlF/iayjZTJxbJ7HHUs004glo8p9x9AIDBsGZPHQiyImW+Xht52kIaeWlbSZv1bXP0xausAAeOOReCZZZMTjt3V0wjF6O/eux8YWrsFw9Hq89Crn+OotdvAwPSzPVscxu52rMtSaJvezTArkWH5lJQ2mgTq1no379213tLKCStbaFim2g9iaPa55lE646jDdGSXZ3p2e4EZVt/jJUWbI1Am6vbO4vA2QW2EBsK+cqVFJM28oHCDNwo9J5SRTQGtdhekFhhoJ//bqhs2wxIq61sc6dLyflA37f9g78BDu2x/PMbQen774Wjzb+W6sd+VVJmQ70akGZl7Fed4WhAjZ5tJwPS1E2TiL/GMStKeUAaIBLJh71ZSBJzaPRiz7HexeiyGWgoZm2TjbztoGKbaD3xw9rnWSq29aQcspFzO3ZHKNvq7xz0uuu20lmhF23kFfu1gdrFdngx4PLABRmLMUfKNuEMarEdBxvvpX9t9uuLbd6zbTMgzbayDWhW8ukXgX0/tPzzG0E6V1y8vtiCYptvDlfbJO20yRiOYWrsl2rJrjMcDSi+ngmluCEBaSbV+OQMUFCLwIguS0ANSfPm4kKZ7cW+bW3Gtv3/+8URspG3K1RsE62nSNkmG7metEMjsEQoTQeEWPENhmZayIFetZGzxY+tYtvlFoumUWmm99KFicagFttzMiu2KyrbwkbemJ5tw9FJcweBib2s75Yz9hNg4kl2Ox/t1AL4+4+/l1882vxracbEqEpt9FePnS9MKNtxB5Vt/vrN64K3GhGQljBrI+cW8vDi4hBcHpKWifX0rG3+fqgnp4Zs5O1L/dtnBFEv1LNdEaeK7WAHWffE2K8mhqMBvTn6a0a1kZfN2AZqF9sAswPOv4oRaaZjku6JNkctnmdktvA2LrbzddnIk8kkIpK6oK8w2o6fDxayBeQLMjxuF/CNU8ofuDAF3PJW7evPWC/+nSClFlSnLI/i4T9NtUTZrjX2C9A2UVO5AmRZsW2Z7TiEsl2lZ9uhGdsAcxC4XRIKsoJYOsf+7g2cs13zmOOT7KPeQg6UzNp+HfYenOvJWdspoWzbX/cMq9fx5w/HsWv/NDatGoK7V95fbQ4p20RrKeSA5DHt60y8rRJeWw0PC6vXRh7uoIA0p6zzVulFZVubsW2wUKqVRg6IhdOoNNN7gUdEY1CL7WN5biPXXpvREH+PZqHUEZCmqOMmZcmtKeQl6G2xou/10lsBVwWNwuVh97eIlHpu33Acs9cfOLaAfJMTyfnmcKWxX4DmslKU4vTyrsdMz3aKp5HXr4NJkiRew1wx1wLSnFG28wVZXK9rjv4qnbHN0c/a7mllu0KxfWgPcMdFNbMhdo5N4h9/OgYAODiTxOW3/h5v/tKvsXNssiHHS1iDim2itSxMFX+tFNRZlIQsK2KcS73KdieF0rTKRq71uPVO0ciDaIbCBrPtk6wgqa5sa7O2O2Ejh+gA1OL5aI69JgcNRn/lCgqyXlURs6Fsu9ViO+uNAi7jZZDXrSX0C7fLhsuArQ8aP+nWB9n9LYKfN1cv7kPI50auoOCVGefswmbImNgcDnjc4FEcPeOGSc8DGdXxUK1nW/Q/169sA9o1bZ5f04Sy7czrQp/TUdtGbhCOBhTbyKOs57gni+1K656n7gZefqRqNsTOsUlsu3NPWbDc4fk0tt25hwruNoCKbaK1cAt5n64HjqzkAIp3/esvtjsnlCbdMhu5mtieKxTNrO1mhLIdLlncFXLa4rBasa32bJONnHAMVdk+nGbF9pDORh72ueFRbZEJqU99/JzlH8GL7Zzf2ELOMbcB1x42Tb0ytnox+9u8cKS5VvKMCEirfO52uSRxbu+E6RiOwFXt4JCmLhsgAtIcGP0FoFzZ5sW2nAfy9Sd+c8dHwOuC112jnKhYbOtt5L2rbHNnSsjn0bIhJp4EnvkP9oAK2RAFWcGO+8dh5Aflt+24fxwFmRyjrYR6tonWEleL7cgIK7JzC+xj35LWHlcbkNbNLA3UOQJLBKR1gPqYcqhP3Sp6NSGWzmG4z0Dt7TJ4GnlZzzZXtSVXRZstALFwGiEbOeEUarE9kWGvSf1rU5IkRINeTC9kEUMYi3SPt4I3OwsAKAQHqz6uP+jB4VhJjkN4Mbs+yTJrgYosBRSZ3d5CRNaFz421S/rw9KF57J9qcrGtG/1VjZDPg2S20DtuGBNJ5IBu9FfQWWVbjLP06gr9XBLwGGR1WIAX26aU+Jo2cq3Y7sWe7aTu/WucDXHMMBti94EZTM5X/nspACbn09h9YAZvWl1l45xoKKRsE60loSu2+Q4njf8CoPW/ed0SC+epg6C3A23kTS623S4JEb9BAnEXoynbpcW22q8dHKposwUgFk6jmMFCB7y2iDZHloF0DADwaoq9JktfmyJbQVYLBxs2cr9abCvB6otPw3GA0eXAtWPAGf8f+3rtZvZ1dLnBMzQPft4M+dxYvYQp280OScuYGP0FdJbTyhFM9GsDzgakAQbKttsLSOp11YGQtISYsW1CtzNhI+c928cSmbJRdt2OcKZ43RWyIVRluiQbwuyYLxoH1lqo2CZaCx/71bcE8Ku2QLKRA9AlkVex5JlFG/3V/kqCXqFpNv09FpI2U7HYNpFEDoiF01JpBsl0/bZEosfJxsEXlfNqGvlASXgff4/OqKPBkE8BeWujbkL5OQCAFK5RbFeaUODxAxHVfZU8VjzKqEUIZczrwRq12H6hyeO/zIz+AvTFdvtfjxxh7hX2sUoSOQDEUw4r28GSNghJcjQkzfSMbUUB5isp2yzQD+kYBkJescl+uIpa240UpZFbyIZYos7WroXZxxGNgYptorUkDrOPfUs1ZTtDyjag2cj9Dii8IiAtV4DS5mnv6RYp24B+cd39i0BZVjCb5GnkNovtyAgUSPBJBfgyMw04SqKnUC3hsjuADHzo83vK+n+5sj2d90P0S1tUt/vy7Oe4qyXtQ+udNezZDqvFdmnIZ4tIl9jIAWD/0QXITezVFKO/aijbYVUJ7Zmch3mzyrbJ4tUkZco24GhIGle2a4ajZWKsRRAQOR8Cse6LQZIkLBvozZA0zUZe6W9pnA2xadUQRqOBiskREoDRaACbVlXPpyAaCxXbRGsRAWlLAR8p23qcHIHFlQRFKe4Fb0da1bMNANFg79jIY+kc+Dp8oLTYFmO/ahTbbi9ktejozx11+AiJnkMttgs+tgAfLA3ug85Gni5o/Z4WQtIy+QKiYFZ1b6RGsV1J2Qa0Hu1E61/3iqKINOOQz43jh0LwuV1I5Qo41MSixczoL0C7HqVy3b+pCUCzkVfp2VYURQtIc7xn26DYztZfbPNN6Yi/xvFyC3lwEPCFiu/za6O/AOj6tnur2C5rnwsv1lR/AFi0hjlAS7Ih3C4J27esA1BejvOvt29ZR/O2WwwV20RrETbypdpJN0vFNgBkHFR49c/R7qE0qSzbDGiJjTzQOzZyPiYkEvDAV6pEmRn7paJEmJV8qHCs6XN9iS5DVaizHlZslzkuoCu2UzktvM9CSFoinccg2DXG11891MywZ5vT1z7Kdq6giLThgNcNj9uFVcPMLvxiE0PSzIz+ArRiu+eU7So28kxeRlY9fzqfRq675nudt5HXHvtVwUIO6DbM2AYY79uuFvrVjWhp5Oq6J7ocOP8L2gPO+ceK2RCb14/i5is3YiRabBUfiQZw85UbsXn9aNn3EM2Fim2itcT1NnKubJONHNBGfzmh8LpckqYmtHkojQj6aamNvPuL7YrhaIB5GzkASb34L5VmhbpGELZQi+aUmyvb5a9N3sM9n8oBwQF2owUbeSKTx5DEim1XjQRxPg4wbtRWwr83m3BEJawH/Tmdn+d53/aLTRz/JWzkNXu21TGLbX4tcoRcStuQqWIj59cclwSEK1qJraH1bBvZyB0ISBNp5DZnbANFAWkAenb8V9Ioqyav+xukZqpmQ2xeP4pHP3kuPvL2tQCA1y/tw6OfPJcK7TaBim2idSiKpmxHyEZeCrd7O2EjB3RqQpsr26JnuwXKdrSHAtJ4ONqggXoo0shD1W22AODqZxfzUWmaxn8R9aEW20kXU9+MXpvGyvac6R+RyOQxqBbbCJmcs220+eaPAB5VSVporZWcb1B6XJKYd7ymBYnkGWEjN6lst/m1yBHmX2MffX3MRl0BbiGPBLxwOWT57TdStrmN2xFl22QaedViW+3ZzqeBfBajqjrbqzbykH7do18L8w3wKrhdEt68ll2z03mZrONtBBXbROvIxLWdu/ASGv1VQtrh3mWuJrS7dY+rHa3o2dZso92/COThaIscUrbZrO32fm0RbY5abCekysV20cQAO8p2Koch8GLbZBq50flAkrSQtERrreQ81Vu/QdmKRPK0xdFfPaFszx1kH6Mr2GumAtqMbWdUbaBSz7ZzxbYY/VVrVFk1GzlXtgEgExc28l5VtouKbdVaD0DLUanBkghTv4/GMm0fhttLULFNtA4ejubvZ7utwkYeq/w9PUTKZNiMWTplgdOqOdtAbwWk8Z5tI6uulWK7aNZ2vcr2oT3AHRexj0TvoRbb8worCIaqBaSlcrqxQeZ7tpPJOAKS+v6uVWxXU7YBgKeZt7hvWxv7pZ0z1y7VlO1mLbrNj/5SN357QtmuHY4GaNecmmFjFuBFcHHPtnMBaeZ7tqso226P1keemdfZyNM9VSwappFbVLYBbcRXKlcQmyFE66Fim2gd+iRyQNe7Q8o2oKkETtmpO8W6l2qhjZx6tlUW1At7rTRyQCygRqSZ+l9bT90NvPwIsO+H9T0P0ZmoRfOsOkPbaCOoXht5LsYK4yy82szhCvTX2nwTIWmttZGnDSyoq4bDcEksMXoqYW0OuV3Mj/5S52z3ghOGJ5HXHPvFk8gdVLaNXr+OBqQ50LMNaK7GdEyEfKVyBcwlu/86zCkLSAOKhaekOWU76HMLW//ReHPe90RtqNgmWkdpsU0920UIG3mNhYtZ+GzTZJsX23XP2a5DHa2aPtxlzCyw37HMqqsoFpVttoAalWawYGc++dxBYGIv8NofgX13s9vGfgJMPMlu5zZMovtRi+2ZPFtwV00jT9qzkecTbNG64I5WtfUCemW7wutajP9qE2Vbp4r5PW68bpGaSN6kkDSzo7/4cSbb3GXlCBaV7f5almwLcGV7IVvQJkU4OGebF9t9NXu2q9jIAS2RPBNDwOvGcB+zQvdS37aRO6VoLbxgTtkGgMX9mpWcaA+c20IjCKvEebGtqgPUs11ExuGebX4Sb/cFTt0923p1dPlGS98aDfVSQBq7EJf1bGcXgIJ6kTZTbKujv4JSFrmFaQAj1g7kG6eU37ZwDLjlrdrXnzFvEyY6GLXYPppjxXYtZVsJDLBZshaUbd77mPQMoHJcFYM7XRKZPPIFGR53ycZnmyjbWutN8fGtXtyHA8cW8OJUAn++pnbYYb1oaeQ1lO0OcVk5gkllOy6UbSeLbW2Jn8jkMRDy6QLSHEgjN9OznUlobR4Vle3iWdvLBwI4lshgYi6F9cujxt/TZaSMeraLbOTmlG2A9W2/NLWAo/HeGp/WzpCyTbQOrmxH1MU5jf4qIm1yZqlZhLLd5tY9WzZyro5OPAk8/WN229P3WFZHaypZXcSMatErK2j4Rd0TrGmzBQB4A4i72IJI4XZBK1x6K+Aq3fdVe/VcHnY/0Ruoi/IjWabMGLU48GI7LyvIqPO4rSjbSLEZ8mnfQM2HlhYrZYiAtBYX22KhXvw+EiFpTVK2NRt5rZ7tzsgPcQQTM7YBXUCag8q21+0Sf2sR8udgQFpcHHMV3S4+yT76IpqgUkrJrO1eG/+lKIoYm1n0HtZnUSSnmevMBIvVvu0pspG3DaRsE62DL1C4OuBTT8RkIwfgfBo5L17bXdm2ZSM3UkeT1tXRItVMUSDVsJl2KgVZwaS6kJmYS6IgK9qYECsWcpWYdzEimXm4+MLKChsuA4ZWA7edW37f1geBZadZf06iM1EXl4czrNg2SiMP+dzwuiXkCgoWpD4EdN9nBpdabGd9tXRtVqwEvW6kcgXEUqoyqEcEpJlXnRpBqsK1Ym2Tx38JG3mNDWItIK29r0V1U8hr/cq1erZ5QFqt/meLRAIeJLMFLYeEF9t1BqQpiiI2oKoGpAkLeQVVG9CK8NJZ2/O9ocxmCzIKMiukg5WU7UKWfR3oRy1EIjkV220DKdtE60gcZh9FQBq3kVOxDTg/Aissiu32Vm1TRr1LtTBUR1UsqKM8UKYgK22/KWGXnWOTePOXfi0uxNvvG8ebv/Rr7BxTC+UkK0ZqzSDWE/exDTNPwkaxDQDH/lRyA12aehKRRs4cFQOhcpVPkiSxKRZTR4RZsZF70uz1nQuYe32LkCmj0MQ2sZEbjg2CfvxXc5XtQA1lWwSktfm1qG5ihwClALh92jqn0kMbYCMHDBL1HerZzuRl5AqsQKxqI68VjgZoNvISZbtXerbTWVl8XtyzXTKZx6SVXBv/1RubFZ0ArWiI1iGUbV5s6wLSemjkQyU0G7nDc7bbeIGjKIqm0vgsnJ42XMZUUCO2PsjuN0HQy1QzoDsTyXeOTWLbnXswWaIYHJ5PY9ude1jBzVW6sPkez2SAvYcDqcP2DkxfbIeXAMtOZYUMD6AiegO12I4hhP6AB97SHmkVMWtbLcqt2Mh9WfZYxWyxXS00sW1s5Oqc7ZJrxWq12D6WyLBAuQbDR3/VUraD3h4JSOMW8v7lgKv630QLSHNe2QZ0478cspHz55MkIFRtjVIrHA3QRvipxeXyAWaD7hUbeTLH/pYelwSfPhCXK9tcSOAb4TVY0k/KdrtBxTbROspGf6nKtpwH8nSS0GzkzrxNQx1gI88WZKhuqpbM2ZYkSSyuuy0krSAr2HH/OIy2sfhtO+4fh8yLbQs28nSQF9tH7B3c4X3a55IEfOgh4NoxIFplgUZ0F7IsFtsxJWw8kk6FK9szMrfExpll1wSB3CwAQDHp3Kg6DpAr2+k5IJ819XyNoFLORZ/fg2XqKKUXpxrvGMvkrI7+at+NX0fg4Wg1ksgBXf+z08p2sGSzyKGANDFj2++By1Wl3cqKsl1qI++VYjtr8P7NZ5h1HND6/U22q/BZ21Rstw9UbBOtoZDXThylo78A6tuGfvSXQ8p2BwSk6e1UlhX98GLNIgewDAAb6qi2OOmuheDuAzNlirYeBcDkfBoTk6oSYaHYzoVHAQB9WRsKXyEHvLJL+zo9zwpuj9/6cxGdSyYGvu0TR9AwiZzDi+1pdUQYANN926H8HADAZdK5wZVGw/NBYEBTnRZaN/7LcLGusmYp28RuRkia+dFfarGdK0DpZhebyXA0QGcjdzAgDdAs3k4r2yKJvObYLzPFtjZnG9CK7aPxDLJ5udJ3dQ2GSeRpnYV8cCX7SDbyjoWKbaI1LEwBUADJrS3qXW7Aq9oCqW9bqASO92zn2rfY5nYqr1uqaCGtSHQ5sFQXlNa/3JY62h/sTmXb7BiQfNy6si1HWLHdb6fYnngSyC2w9HMAyKdbqhISLUItlvMuPzLwGYajcXixPZeGtklrsm+7r8B+jrvPZLFdTdl2ubTNvBb2bfMi18jOu2Zx80LSMiYnaITVliZFAdK5Li6m+BSMqIliu0EBaWKzyOGANF68V+3XBkzayItHfy0K++DzuKAowJEeKBiTRtMEeL+2L6K1q/Dw0hpwZTuWzotzA9FaqNgmWkNCN2Nb38tE478EqUbZyNvYuldXKJxcAI6MaV8vHLGljmpKVncV2/wCXIt+WVUILRTbirqQGszbUPde/i37uFqXRl4aDEN0P2qxzcd5mSm251M5pi4Dpovtfpm9tnwRc46Xqj3bQFskkldTttcubU5ImqIopkd/6VuE2jlDpG7mzdvIeTEcddhGXlnZrtdGbiKJHLBlI5ckCct7yEqeNMpc4NdAf0S7Fps8x/QHPaL3m8Z/tQdUbBOtQV9s6+EqBdnI7Y3AqkInjFtJ1fM7H/sTs8ZxW2dq1lbvf7SaktXBbFo1hNFoAJW66yQAo9EABqG+9ywU2+4oU7ZDStL6e/fAI+zjCW/Vxv9ZGOVEdAnq/3nKxdxNQ+HKRceAvtgODrAbzYSkyTL6Ffb69EeX1HgwQ0sjr1AUtkFIWqqajbxJ478yOrtvrYA0l0sS5/iunrXNe7ZrjP3K5AtC4XfaRi5ev3yzSKSRL9T1vLxnu6oSn0traqwFGzkALOMhafPdX2wb2sj5ddQfAcLqtdiksi1Jkm78V/c7AzoBKraJ1lAajsYR479I2U6LZFenim2+uGlfJSFdIejHFBN72cfjzgRc6oLFxgK4W23kbpeE7VvWGd7HC/DtW9ZBSlmfs+0PDyCmqIu4mIXxX/ks8Orj7POVZ2t2Qiq2ew/1/zwhseKwWs92v01lW07NwyOxoiYYdUjZboPxX3yTsnT0F6DZyA/NpbDQQFeTvtg2kzPCQ9K6VtmWZWD+NfZ5DWU7rtvIqakUW6RM2XYsIE1Vtqv1bMdVVdsTBIJV5toHipVtABiNcmW7+4tFQ2cKL7YD/UBIdc+YLLYBfd82KdvtABXbRGuoVWyTsi12up2zkTuvbBdkBbv2T+PeJw9h1/5pFOT6wm5SakCaLWV74kn2cdlG7XWVsJ6OrS2uu28RuHn9KG6+cmPZeJmRaAA3X7kRm9eP2hr91ef34LCipjvzHj0zTOxhboTQImDxG8pGwBA9hFpsx8GKgSHTNvJo0fdXIxVjBXFcCSLSFzZ1WFV7tgGtZzvRuoA0oWwbnDcHwz4M97G/5UtT9amZ1eBjvyQJYnxiNYIdMB2jLhamgEIGkFzV+5Wh63/2e+Culuxtg4o927lkXSNWRUCa2RnbUpXfy8/P+9q6r5dmbSeNNsvS9m3kACWStxvObqERhFniVGzXQhv95VBAmsPjVnaOTWLH/eNFCdej0QC2b1nHijYbpOr5nbmyvew04NXfA7HXgLj1uc/RLlW2OZvXj+KV6SS+8PPncMbrBvGxv3w9Nq0aYos8ucDs94AlZTvkc+M1ZQgn4pC2wDIDt5CvfDPLbvCTst2zqP/nc+o4LzNp5POpHDA0wG40YSNPzx1FGMAsIlhRYzwVp+bmWxso25oyZrykW724D8cSM3jhaBynHBdtyDHox35J1QorFR6S1s7TMeqC92tHRgF3dWu4mLHtcL82oL1+y3q2AaZu+0IG31UbUzZyM/3aQHFAmiwDLldPzdrmbsPigDRuI+/XNr5NppED+lnb3e8M6ARI2SZaQyVlm3q2BU4X206OW9k5Noltd+4pGyV1eD6NbXfuwc4xC1ZiHbZ7tgt54PDT7PNlbwT6RtjnCevFttaj2Z3FNqBZPk8cieBNqxdpakpqDmLqdjXbXwl9fg8mFVacK1aUbR6OtvJs9lHYyEnZ7jnUYnumwBQtM3O2YxZt5Jk4U59jUsRUQQiYOB+INPIWKts1zps8JK2Rfdtc2TZ7veLXo661kYskcvPhaE4nkQMGr1/9eMw6rOSmRn+ZSSIHNJEFiphE00uzto1t5OqGsz+is5HPmH5OspG3F1RsE62B99JGqGfbiIKsIFdgRY9TAWlOjVspyAp23D8Oo3Kd37bj/nFblvJ0laCfqhx7HsinWMDW0GrtdRW3biPvdmUb0F3cS19bfOc8MFBTjdET8ntwGMxGXpgzWWznM8Cru9nnq96i/lyykfcsarE9pc7OrppGHlJHf1kMSMurxXbcZV7dLVMGS2kjG7lRzzbQnPFfaZ2ybQZ+PeragDQrSeSpxszYBgx6tl1uwK1O6agjJC1mJo3crLLtCWg5KyWztg/Nprp7FjsqbJbple2Q2qKViZkOfSUbeXtBxTbRGrjiWGYjp9FfAIpmIzrVs60/kSfrUBN2H5gpU7T1KAAm59PYfcD8LizHtrLNLeSjpzI7cj3Kdq1ApC4gXSlQiQewWLCQA2y+76Tasy3Pmyy2X3uCzdQOLwGGT2S3+RusbB/aA9xxEftItBe82M6ZV7bnUzko4jUzV/NHFNQZ8gtuC8V2sMb5oC1s5OrooArF9tqlbBO7scq2ubFfnFDXK9vmksgBTXXmKrST6K9nomh1ICQtYWbOttliW5LKZm0vUwPSFrKFypMAuoSqaeSBfrb5Lan3mQxJWyxs5FRstwNUbBPNR1E0Zbt09Jfo2e5tZauo2Da5eKmFftxKPaE0ZnuA7PQK2e7Z1vdrA44o2xWVrC6AL87L/s42i22XS8KsW7W6me3ZflnXr80tvY1OI3/qbvZz9/2wMc9P2Ef9P48hBEmqPm94IMgK8YKsIOM1/5pR1Nd3yjtg+rB4wFQ8kzd26/DRX8lplnnQAriqXGmTko//emUmKezeTpNRz91mlW1tOgYp27z/uTHKNnv95mVFc7TpQ9Jswo+5ahq5WRs5UDZrO+hziw23breSG9rI9QFpLpd2TTZZbHMb+RT1bLcFVGwTzSeb0E7yZT3bZCMHgLSqEvjcLrgcTCd1YtwKtyc59Tg92rxYi6cmkUT+Rvaxrp7t7reRp9RFV5mybSOJnBPzMTutK2GyX//lR9nHVWdrtzXCRj53kG3GTDwJPPMf7Laxn7CvJ/ZqvZVEa+HFthLGQNBbNZU54HXB52bniIRLdUOZsJHzsXZpr/k8Ar1ylzDagAstAiABimxpNI9T5AsysoUK72eVJRE/IgEPCrKCl4/ZL7CqwZVtsxulIbVIW+jWgDTRs318zYcKG3kDAtJCPrd4L5UlkmftvxZ4z3bpZIsizCrbQPVZ211ebAtlu5KNHLCcSM7XX9MLWeQL9tsGCWegYptoPlxt9EUAX8n4FT8FpAHaydfvkIWc48S4lU2rhjAaDaDSUlgCSyXftGrI8nOn7djIC7nicDSgLmWbLx4SmXzXXqR4+ml5zzZXtq3/3yV8TOHzpGeAXI3d9Fxa69deqSu2G5FG/o1TgFveBtzyVi3EauEY+/qWt7H7idajU7ar9WsDgCRJojCJK+o1w4SN3K0m7Wf95ottn8cl3ieGIWluj/Z+aUFIWqqo5cj4vClJklC3G2Ul54q5aWWbu6xyXeggUhTNRm6mZ7uBAWmSJInnjZeGpNVhI4/XspEXcpqD0YyybbDRuizaGyFpScM0cp2yDegSyc1t6C0K++B2SVAUVnATrYWKbaL5iCTyJeX3CRt5jyvbdnuXa+DEuBW3S8L2LesM7+MF+PYt62zNC7XVs330WTbP1B8FBlex27iyvXDUsrVTry50q5Vc/J3LerbVPnuLNnIAkP0DSClqkRSvYSV/bTf7P+sbARat0W63MDPZNJfeCrhKF7GqHdjlYfcTrUco26GqY784UbW/dR7qhq0JZdubZcW2HLC2mcR7aSu6XbiVPNH8vm2+MeuSqhe6PCTthaON2cgWAWkmN4i5st2Vo7/ScyJVu1bPdkFWsF/dAJldyNoKFq0Ft6fP8/F1wkZuPyAtUSsgLX4YgAK4feauJyU2ckA/a7u7rdDGaeRc2VbXxBZt5C6XhOE+dh6lRPLWQ8U20Xx4sR0ZKb+PRn8BsD5GxSxOhdJsXj+Km6/cCE9JQT0SDeDmKzfan7OtXnQCVtLIJ59kH5ep4WiAmhCsWjtN2q44XrdL/J26dfxXzTTykHUbedjvFSFpNfu2+XztVWdr/dpAY2zkGy4Dtj5ofN/WB9n9ROsRyna4prINaD3ds+qoMKTn2YzeKvh5sR20WGzzkKlK54O+1o3/0r+Xq40za/T4L3HNMpkxEu7mgDSuaoeGq86x3jk2iTd/6dd4bD8roO58/CDe/KVf2x6dWYkyZbvOgDRZVpDIcmW7QrHNrwGRUe26XA2DsY/Le2T8V8oosJRfA/k10aKNHNAnknf3ZkUnQMU20XyqKtvqCTfb28U2VwmcSiLnhBwct7J5/agI4Qj73fjBh87Co58813ahDdhUtkU42hu129wezXZlo29bm+PbhQtB6NNPSxZKNgPSAPYaOGy22Ob92ivfXHx7o9PIBc7lIBAOIMticRlTQhgK1+5d5e/RY7zY1s3orUQgN8c+sfj65gVFxfNBK5Vt4VKpbkFuvI3corLdzQFpJsLRdo5NYtude8omexyeT2PbnXscLbi1zaJSZdtez/ZCNg8ebF4xIM1KOBpgGI7bK7O2awakATobuZVimxLJ2wUqtonmI4rtpeX30egvAJqNvF2VbQ6/eGdyMs46YciWdVyPLfu8GPt1WvHt3Epuq2+7u0PStAV6ySWgjmI75PdgErzYrjL+K5sEXvsD+1zfrw00Lo08vLj4d4oexzb7+IxkorVkYuDW/jjM2shVZTvrYnN6gepW8kIOoQIrxt191l7fYvxXRWW7deO/kiZDJdcuYYv2l44tNMSqnBZp5GZHf6kBad1YbNcY+1WQFey4fxxG/wv8th33jzv2/xQJsP+TR1+Ywq7905DrDEjj7VU+t6vyGsVKOBqgs5FrG2Y8IK3aqNFuoGzzW1EMAtKs9WwDwBI+/ots5C2Him2i+YixX0bFNt/d7G1lW4zAcmjsF8dJNSFXkEUiaV5WioJ67FKxl7gS+Sxw5Bn2uV7ZBrSQNFuJ5KqS1aU2cpH67i1RJRbsF9t9Po9O2a6iyrz6OCDnmOIxdELxfXobueJgQRBdDvz1HdrXb/w74NoxdjvRetTNlazkRxZeDJmwkQ+oj5lP5dgcWqB6SJoajiYrErxhmzbyij3b6qZNovk2cl7khkrfyyUsHwgi4HUhm5fx6ozzieQZ3rNtefRXF7qHhLJtnES++8BM1QJSASswdx+YqftQdo5N4pEX2Hn9R0+8hstv/T3ue4a9F+zayPl1v2K/NmC92K5iIz8cS3dtWCmgD0hT1z25JKCo6ynRs81DGM0X24vJRt42ULFNNJ9qyjbv2ZZzQL53d+OEjdxK77IJnBy3UrrwdCJMTPRsm1W2j44DhSxbbA+uLL5PjP+yP2u7a5VtI9saoO2ah+0o23obeRVlW1jIS/q1AW0XX87XlZRriF7FWZgCPH5nn5+wj1psL7hY2JkZZbtoRF9wgN1YTdlWX9vzCCMcsjaWUNt8q2Qjb4Oe7RrXCpdLwmoRkua8c4xGf+mY3Kd+Yuz0Mlv81Fskcat66Ub4TJb9H700Yf3aCGi931XT04WN3KyyXW4jH+7zw+uWUJCVrrZCl2WocLFJcmkTe8hG3tFQsU00n7iJYhvoaXVb2MhNqgRmCYvRX/UXxqWFaEXVxwIV5z9XQvRrn1ZeuNU1/quGktXhGAay5FJaOq0dZdvvMdez/bIajlbarw2whYWkHpPTVnK96tkCuy9RBfX/OqEmi5tRtrUNsby5FHu12J5RIpX7TCtQ83zQQhu5lZyLRvZtWx395eS1qO2YepZ9nP6T4d08uKoWZh9nRDWrehKsCPvDixO2rOp806nq+8iujVynbLtcEkai3T1rW5YVsVElNsz0SeR8XWPHRk7FdttAxTbRfEQauUGx7fZo4R1UbDves81DdOqZs82ZKy22HbBcW+7ZFknkbyy/Tyjbdmzk3atsZ/My8uoCq+j1xS/iLq+28LFAyOepnUaeSQCH/sg+X3V2+f2SZKhwOIJe9WyB3Zeoglokzyns3G+lZ9u0jZwX27BRbNfq2W6hjTxVakGtwtoljRv/la5kIz+0B7jjIvZRR1AU212ibM8dZJu/E09qidGv7mZfT+xl96tsWjWE0WigYkyjBGA0GsCmVdbaHfRUs6qnFFaEyZmkLat6QszYNlNsm2zVqTCJgs/aPtSlxbbedSDewyIcTXcdFqO/ZmpOXeAs6WcbFVMxspG3GmtXHIKoF7mg2WCMlG2Aqdu5JJDt3ZA0zZLXGGXbiYC0MmW7FTZyoyRyTj3Kdq3FdQdjeHEHisPRqowQqkSf343DirogSBwBCjnAXZIq/erjzCIePb7c9s8JRFnR5HQiuV71JGW7vVD/b2YLrNgeslpsDwywG03YyGeVCI6vViQYoCnbFc5xQtmeYlkDNt4/drEyLpEr2/sbqWyXnrufupu5Wfb9EFi+UdwcdnDjty34xinlt6XmgFveqn39GfY6d7skbN+yDtvu3FP2LfyVs33LuroCR6tZ0FOqsh2SMras6nGhbFeYGiAXgLia22E5IK34vK+N/+rOglH/+hcZPZkqxbZSYNfHUO2NGK5sTyUyUBSl6mhAorGQsk00l4UpNvtYclW2qlJImvWi0yROBqSVWiqdsZFbCEjLZ4Aj4+zz0iRyoC5lu5tHf/H/e49LgtetuwTUkUQOAGG/B9OIIA8PAAWIG/zdq1nIOY1KJNernqRstxe82JbZwtqKjTxmVdm2YyOvFZjIlW05J4LYmkVSBKRZs5ErTgYQQjf6y+MqVnmf+Q/2gLGfFKm8IZ2N3OljaQmX3gq4Sl9X6u/l8rD7dWxeP4rPXnJy2dOMRAO4+cqNdY3QBKpb0FNg768gMras6okMex/0V9q0ShxlRaHkriyqlMLXfSWbrN0+/iul69d28c0VUWxHtAd6fIBfVf9NWsmH+1ixnSsomE12n3DQSZCyTTQXbiEPLwFcFRYHNP7L3ggsEzg5bmUu2QBl28rvfeQZtrgNDhmnvuqVbYtqE19EdKONvOKGRlK1E5rYMTci5PNAgQvTrkVYKh9hNsLSObMH1GLbyELO4QuKjMPFtl71zMwDuTTgtd8TSTiIWiTHlBDcLqm6PVWFF9tzyaypgLRCYhpuALOIIFJJkatAzZ5tj5+9bjPzzEJs8z1kh4phhwa8blEYHpeEhWwBk/NpUcg4gRj95XUbq7wLx4pU3tCnWcEgK6xQd3pjuelsuAwYPrFYyeZsfZDlipTgUy33Jy7tw9XnrMGSCLOO1ztCE9Cs6ofn02V920nVRj7gyeF0G1Z1oWxXep9yC3lkpPI6r5SAbvSX7nrd7cV2MmfQBqLv2dYTGtLOMcNraz63z+PCUNiHmYUsjsbTphxDRGMgZZtoLmLs15LKj6lgJ+ol0pUseXUS9qtqQqb9AtIKsoIsDwox83vrLeRGhTRXtguZ6oqXAd1sI+eBRGV/Y95nyFNPLcLVwilJVcbjJX3bmbj2f1ZV2eZhV07byOeKv25BcjRRAVXZjiGEgaBXU3iqIJTtdB6Kv7YbIh9n/98zSkScB83CzwdVJy708UTy5rYoWCm2vW4XVg6zEDqnE8lF65PHZUrl1Z9/Fhy4HrUn1ZfYj7/ENjj/ct0ILjltOd60epEjhTagWdWNSKs28rVDbls/L16rZ9tqEjmgm0SRA/KaZZzP2u7Wnm3DaQK82A6UZKfUk0hOs7ZbChXbRHPh1tJq1iKeSN7DPdti9JfDPdtOBqSVFtv1jv5K63qJTdnI9UnkRngDWuFmsW+7m0d/8cV5WaBSnTbykFrAHEaFkLSDv2fWwoHXVZw/C6BxNvJS1ZP6ttsHXmwrYVPhaAAwEGLv0YKsIO3hr5m5io+X1c2khLsfHre18yp3ulTdfAurG8iJ5r6ukibnbHPWNiiRXMzZ9rqZyrv1QeMHbn0Q2HAZ3C5JXN+6pm87vFhraYgsA5adyoQF3magQ1EU/P4lds79sxMa44TYvH4UN1+5ESP9xQ6eYJi9Bga99q7ZNXu2rSaRA+q6Ty38DWZtd6uybXg9ThvYyAFbieSLKZG8LaBim2gu1ZLIOcJG3rs929roL4eVbQfHrXAbOVco6lWB9cFdpsbHVEsi59js264ZiNTBpCol3ddZbHNle0IeZDeUFtsHfss+VrOQA41ztpQp2+bVAaLB6JRtM/3aAHv9chvugku9ZpgISEt5Bi0fHle2E5k85EqjkoSy3VzHRFooY+aWc40a/1V79Ff57V0XkhZdDlz0DfXz44APPQRcO8ZuL+G12RQm5tPwuCSc/jrrr0mzbF4/isc+da649n/lrzbgq1f8Obszm7T1nLxnu7aybTKJHABcLsNJFKNqsR1L58V8725CU7Z1f0ujgDRAuzZbuHbxnvx6Z7YT9UHFNtFchI28WrHNT7i9rGw3KiDNuZ5trvoeN6heDOtUgfVBITVTM3Mp4Kg6y7RasW0zkTwa6mYbeSVlW72Ah+zZyPnzvZrnxfah4geIcLS3VH+iRtnIeSHWIgWSqEKRsm2+n5o7UOKSWmxXUbZdKWbZzfqtFza8qFAUIF7J8twqZdtosV4Frdh2djO7bPRXeDHg1m2cjJ5SpvIGu3HWtqxeM7xB1t7k8Rs+bJeqap+6YkBclxuFWzevetlgEG6fOl41Z08trm0jt6FsA4YbrX1+j3ifVxpl1snw135RwGGlYjvMx39ZmLXdTzbydoCKbaK5JMhGbga+cDGrVpilEWnkK4bYhbvegLS0lSTyI8+wEVKh4eq757aVbbaIyOblInt7N1Dx71xnQBpXtl8rGCjb6Xlg8in2ebV+bUAXlNOg0V/DJ7KPZCNvH/TKtoUQH9Huoc7nrqZsuzMsJTznt/769nvcwvJccVMx3KKebYthmmvErG1nE8m5si02iKPLgcVv0B5w6W1lKm/XKdsAG1sKAL5w1YcJC3kds7StwJOpjyWy2rHlFmw9VyLToGJbtBAZJ5J3Y9+2oY28YkCadRu5GP9FNvKWQsU20VxMKdsUkNYoGznvq11wYNwKV7aPV4vtei1elhaNtcLRODaV7bDPA54b48RIMysUZAW79k/j3icPYdf+aRQq2VZtIpSw0h7Penu21YXzYcWgZ/uVXWzk39AJhpbKIkyEXVmmkNMWljzFlcZ/tQ9C2Q5h0KSNHNAlkssh7XmMzmu5FDx5VgTlA/Ysu6K1pNJ5TtjIm9ueUDGDoQKrF/dBklgb0PRC1rHjKBr9xdEXBfHJMpVXU7a7qNjm1mxv9aR3Ho521gn2zrdWGVaLrmPxjHZsdSvblXq2bdjIAUMbOQAsV0PSurFv21ZAGtnIOw4a/UU0F96zXbXYptFf6VKVwCF4QaQ4MG5lLsUWak7byE2Fwk08yT5Ws5ADtpVtl0tCf9CLuWQO86kclvQ3Z0TUzrFJ7Lh/vMguNxoNYPuWdXXPXeVUTC+uM43c53HB53ZhsqAW2/FJQC6w0S/CQl6jXxtojI1cr3guWsM+krLdPghlO2xL2T6WV4ttOceUxVJVUXVt5BQ33Pz1ZZH+oBdH45nKOQ4tC0irMF2gAgGvGysGQzg4k8SLRxNC8awXzUauHoeiFPevxyfLvkdMx+gmGzlXtr2hig95dSaJQ3MpuBvcr61nsVC2M4BXfQ8UskAhD7itlQJaQJrB98my9n9t10ZeQdmenOu+gtFQZKgYkMZt5BaK7X4KSGsHSNkmmgtXGKuO/uK7m70ckMaTXR1OI3dw3IrWs+2Mjbzi/GcjaiWRcyJqsW1R2QZMKFkOs3NsEtvu3FPWl3Z4Po1td+7BzrHyxaodUiK9WPd3VpS6lW2AOSemMABFcjGbP19s82J7VY1+baAxNnLey+uPaq8J6tluD+SC+L+2q2xPZz3aqCkjK7n62p5FBJGgtRnbnJqJ5Pya1sajvzh6K7lTaDZy9ZqVibFijlMamAhdhkimi5RtE8X24wfY5s+G46IIGxWsDWC4j72vWLGtO7ac9ZA07mIztJEnp9X/d0nb7DaLfta2jm6etV3dRl4akMZt5DOmn18/+svJthHCGlRsE80jk9CsnNSzXRVN5XVW2Xa7JFFw12PdS+cKYkOA28idDEirSjYJTD3HPq+pbHO1yZqyDejm+DYhkbwgK9hx/ziMLoX8th33jztiKTdcnKfn2VguoK5iO+zzoAA3ckH17x6bAFKzwOQ+9nWtfm2AFcT8mJyCF2CBqK63lmzkbYFuUyVut2c7nddGLhmFpKlK0IwSMVbjTNAvzgc1erYTU8ZW9gZh+rypg4//2u9osa0b/QWUW10NlO1QNwakcWu2r3KxrfVrN8dCDpT0bHv8EGO2LFrJs3lZ/F9HjEZ/cQt53xLAY/69DKBiC2E392xXTyMvUbZ5QJoNG3kqVxC99kTzoWKbaB7cQu7r06ziRtDoL6ESWFlAmSXkQJ8cX3C6JGCZ2k+VycviuO1QcSRVKUfGWGHYtxSI1LBW99lXMfuD7OLXjFnbuw/MVE1aVcCSWHcfML+jXQnDHjGuavsiFdNzzcBtoZmgupkWmwBe+R0ABVi0VlOVq9EIGzkvwIJR3QYMKdttgbqpkoYPWXhNz9kGdMV2Kqe9bgyVbfa+mVUi6KsU6lSDiHC6VFiw8tdVPtXUjWLhVLGgbK8WyrYz11hZVpAt7dku3cyqomx3V8+2Kih4Kwek8WL7rAbN1zZiWG8jlyTbIWn6gs3wvWQ3HA3QistSG7mapD4x333FdkptAzGnbKvFdj6lvc5qEPS5EVE3GMlK3jqo2CaaR8KEhRzQ7W72brHNVWOnlW2gOCTNLrwA7Q96i0JS4nVYyU0HpHEL+ehp1cPRAC0gLROzPFO0mTZys+ElToScGP6dhYW8vsUft0QmA7pi+wC3kJvo1waKbeSyXNfxCISyPaD11qZmWHAa0Vp0Y78AmJ6zDZQU28GBoucrQn19z6DPvrLNbeSVNt98Yc2e20TXhOHmWQ3WOjxrO1vQ3qfimlX6N6iqbHdRsc2V4goBaa/NJvHaLOvXPmNlE4ttfUAaYDskLZHWikO3y+D6azccDdCd+4vfw1zZPjyfdjwwtNWUjeKU5coBab4+wK1uhltQtxfT+K+WQ8U20TzMhKMBZCOHfs6282/RkJpCnayjT44X2wNBL9wuSeyc1mMlN917aDYcDWAbNx51UWHRSi4W8snGF2Tc6uXU46qRyhrspDvQrw1oo3zifm4jPwS8/Cj73IyFHNDt5itA1qENN6FsDwDBQUCqYHUlmo9aHPPxXXbmbDNle0B9vrnyB/JiW+mv30ZebfNNbyVvArKsCEuvFRcUV7aPxDKObCZmclqxLZRt7hzh7qOYQUBaV9rI+egvYxs5TyFfvzxq+7VoB61nO8t6d20W27Fq/dpAncq26k4pEVqWRPxwuyTkCgpT5ruIss2ybAKieazURi5JWoCpjfFflEjeOqjYJpqHmbFfQM8HpOUKMvLq7q3To78ATdmuZ4EzpxagfLGrLUTtP2faqrJtptiWJNvjv0wtrh1i06ohjEYDqKTTS2Cp5JscmMlqaNfnRWe9xbb62op51aLjyBhw5Gn2uZkkcgDwBgC3qm46ZSXnBVhgAHC5WjYTmTBAN2Pb45IsFSBRfR81V7arBKTNoI6e7YCJDIcmh6Tx9zKgWbLN0B/wYkSdsOCEus3bh1wS4OFqJz+njGxgHxNHWBiejpC/9wLSHj/QfAs5oNnIswWZXae5zd2kHZlTNYkcqK/YrjBn2+N2YalaMN79h4MNGYnZKsoC0vi61+UFPAab69x9ZqnYZs9Ds7ZbBxXbRPOIq8pizWJbVbYLWSDfeyeHtG4B1QgbediBPjm9jRzQdrnrmbVtqmc7uwAce559XiuJnGNz/FeRatZg3C4J27esA4Cygpt/vX3LOmPbnkXKbGuAduG2OfaLw19bM261mN3/EPu4+A2120f08P5bpxLJeQHGC7ImK5BEFfQztsM+SLVaQ3REQ+qcbZPKdj092zzDobqy3dw8AH2xXTTf2gSrF7Ni68dPvFp38aIf+yX+/7iNfOk6QHKxnI2Svws/B/G+1a4gW73Y/j2fr93EcDSAXVe5A40lktu0kWcaNGMbqDhne+fYJKZURfvrv3wBl9/6e7z5S792bEJHK+GiR1B1HBaFoxmdC3kiuaWQNBr/1WosF9v33nsvTjjhBHg8Hpx22ml49tlnAQBjY2M488wzMTg4iOuuu64oYv7hhx/GSSedhOHhYXzta18rer577rkHr3vd67Bs2TL84Ac/qPPXIdoaoWzXWHT7dNaZHpy1nTay5DlI0IE+OV6ACmXbjOpTg1RWLjo+Qw4/DSgysyaaCdsC7CvbokezOQvBzetHcfOVG7E4UhxQNhIN4OYrNzo2Z9vQQeCUjVxdzE271AUBTzg3ayHniHmrDiWS65VtAOgjZbtt0M/YttCvDVQISKvWs11PGnlAp6JXQryumrOJo08id1nYiNs5Nom9r84BAH6w+9W6i5eysV+A9jeIjGob7PHikLTuHP3FA9LKi+2JuRQOziThkoAzVjZnvraeor5tmwFpVcd+AXXayMvzevhIzFyheDPI6ZGYraJs81uEo0WMv8GOjVz0bJONvFVYWsnv378fH/zgB/HFL34Rhw4dwoknnoitW7cik8lgy5YtOP300/HEE09gfHwcd9xxBwBgamoKF198MS6//HLs2rULd911Fx56iKkdY2NjuOKKK3D99dfjgQcewA033IDnn3/e8V+SaBN4z3atIsnt0fpsnerZ7CB4MeT3uCwtoMziRJ/cHO/ZDnEbuQnVpwamAtKsWMg5NpXtZtrIOZvXj+KurX8mvn7LicN49JPnOlZoAzXSyOsMSOMtCkelkqLdrIWcU8FOaBv96C+g6QokUYUiZdvaDOwBnY1c5hsp1dLI67GRm2mVEY6J5ryu7ISj8eKldLO1nuJFjP3yGLSmhIcr9m0LZbsbA9IMera5hfyU5dHKynAD0fdt169sG7yPFMVRG3kzR2K2irJpAlzZLg1H4/AN8aT18V+kbLcOS8X2s88+iy9+8Yu47LLLsHTpUmzbtg179+7Fz3/+c8zPz+NrX/saVq9ejRtvvBHf/e53AQB33XUXli1bhuuvvx5r167FDTfcIO677bbbcM4552Dr1q045ZRTcM011+B73/ue4c/OZDKIxWJF/4gOI2HSRg709PgvTSVw3kIOONMnF6uobNsvTE31bOuTyM1SZ892M2zkeuL60Sp+jyPWcT3V08jrs5H3qUrVEWWg+A7LxbbDNnKudgZVNanJCiRRBR6QhrClGduA9h6VFSDj5WOD5sofuKCbs23XRl4rjRzQNnGapWybzblQaVTxIjaIjZTt8BKt8IobF9v1TMZoO4SNvDyN/Pf72abPn53QXAs5p2j8Fz8+i1M6qvZsp2bZWCoAiNQx+ks97zdzJGarKNsw4xvMpWO/OGQj70gsFdsXXXQR/v7v/158/fzzz2Pt2rV46qmncNZZZyEUYjt5GzZswPj4OADgqaeewjnnnCP6eDZt2oQ//vGP4r5zzz1XPJ/+vlK+8IUvIBqNin8rVqywcuhEO2DWRg7oTrq9ayNvRBI5AITUhVmyjj65Mhu5+rGu0V/qRSdQTaWxkkTOsatsN3H0lx59+nkj7JVaIItuseSQjXyJfBTrpZcQie+H6DaX3MD8q2yjZO6guSdy2kauH/0FkLLdTuiVbYs28oDXLVptFiR1g7ZU2VYUKLqe7Ugj08ibvIkj+j1NKtuNKl64sl0U6MlbNMKLdcp2sY1cjArsKmWbF9vlc7ZbFY7GKS62uY3cXrFtqMzz/9/gEAu6tApPI88lgUKuqSMxW0U6W7JhVmnGNifMlW3z71Gykbce23MHstksvvrVr+KjH/0oXnzxRaxatUrcJ0kS3G43ZmdnEYvFsG7dOnFff38/JibYGzIWixV9n/6+Uj796U/jox/9qPg6FotRwW2Tgqxg94EZHI2nsSTCEo6dVs/KkAvaAqTPRK9tD4//MhUUVgdc2a5n9NdcMgsAGAiyxTG3lDXURp6JA8f+xD43G44G2Fa2mzn6S89cKis+b8RIHPF39uk2cxwqtt/72IV4rx/AK7oblQJwy1u1rz9jooAOON2zzZXtAfaxyanRRBV0PduLLSrbAHufHo1nEEcYw0C5sp2JQ5LZe3gG9Sjb7HyQyOQhy4pxi0+TN3HSpRbUGjSqeOFuLKFsF3JM5QRYsd2vFtslyjY/13fl6K8SZfvwfBovT/N+7TYotn32bOS8Z9tQ2RYWchvhaECxdToTb+pIzFagKAqSuZLNb31AmhE2bOSL1b9PLJ1HOldo2NqSqIxt6Wz79u0Ih8PYunUrPB4P/P7iUJ9AIIBkMll2H78dQNX7SvH7/ejv7y/6R1hn59gk3vylX+PyW3+Pj9z9ZPNSHReOsWAryWUu8VgEZfReu4DpEVg2CTkYkNbvoI28ZrE9uQ+Awi7kVpKtbfdsqwnr6uK6WczpivtGKD6abU23WFpwJo187xlfRk6p8P/n8gCX3mruibgC7ZiNfK74eSmNvH2oQ9kGdOO/lHDR8wnUjaSk4kdW8ts+r/INRUUpbvUooq+5NvJkqSpWg0YVL1oaubqk5Jt3kou1bnBLcSVlu1sC0gp5NkUF0ALIVLiqffKyqLheNpvhCHt/TcWzWk+5xYC0qj3bIonchoUcANxeLa8nE2vqSMxWkC3IomUjaDYgzYaNvD/gEe9NGv/VGmwV27/+9a9x00034fvf/z68Xi+GhoYwNVV8cYnH4/D5fGX38dsBVL2PcB4ejFJqI2tKqiMPRwsNAy4TCwPRs917yrZYuDSo2HYiIK3cRs5HfzkwZ9tX4bRkJxwN0AL5ktNAPlv9sTr4gkhRgEQTlZdGFtsFWUFWtXyKBXohB2TUAqVOZXtuzbvxruxnje/c+iCw4TJzT+SkjVwuaEU7Kdvthz6N3KayDQCzvNgutZGrdssZRBD2eyyNFtOjt6xXHHHIN6syMSDXeMtmymJAWqOKl7KcEb7ZEBpmc+0rKNti4zdXKJpg07HoLdklyvbvX2LF9p+1sDAstpHzYtuqsl2t2K4jHI3Di8x0rKkjMVuBPhiwLI28UkCajTRySZI0K3kHW+47GcvF9oEDB3D55ZfjpptuEvbwM888E7t27Sp6TCaTwdDQUNl9e/fuxfLlyw2/T38f4SwtT3XktrqIiXA0QNez3ZqAtIKsYNf+adz75KG6Z5BahRedgQaM/QJ041bqUrbZBZenkUcc6G8WPdsVle0n2UcrFnKA9Y+51IWBheJKv7huppVcH8i2UElBs4l+Lq+4uPPeL8mlKb82CRdZC10lHy3gZBq5vmAvTSNPTrNinGgdJXO2rcKL7WMFtbjJp4C8Tr0R/dp9tvu1OaJvu9I4wMAA4FZ/hyao22VJxjVoVPGSKVW2RTia6iARyrZxsV2QFdH33dGIwlUCPMXuADFfu0XhaIBWbE8v2A9IS5jp2bZrIwe0c7+6QcpHYo5Ei/+eTo/EbAV8M93rluB1q++dtEkbeXqObZSbRCSSx0jZbgWWVkGpVAoXXXQRLrnkErz73e9GIpFAIpHA2WefjVgshttvvx0AcOONN+Id73gH3G43Lr74Yjz22GP41a9+hVwuhy9/+cs4//zzAQDvec97cPfdd+Ppp59GIpHAt771LXEf4SwtT3W0kkQOtLRnu2VWe5V0o3u2xbgVe4WcoiiYV/uKHZ2zXctGLpLILSrbLpduzqu9RPJmhqTNJvU9284WgnxDQ5L0lk/VjhYcYn+rOgj53JhW+nEMA8CyU4GLvs4+9i3RFt5mcDKNnPeOesPMpgioCxaJtbZYUAiIBiCU7ZDlOdsAEFU3/I7l/BAlo17d1oWj2e3X5vTXyqaQJO113gTXRLLWBqUBjSheykZ/cYsrD4zjynY2XrSBrg9p7IrxX/oZ2zoHxZFYGgeOLUCSgDNbqGwv5sp2PGs7IC1WtWe7Ths5YDhre/P6UTz6yXNx9lqm6r73zBWOj8RsBYZtIKJnu4KyHRyEOM9ZCEnj//eUSN4aLK2sfvGLX2B8fBy33norIpGI+Hfo0CHcdtttuOaaazA8PIx7770XX/rSlwAAw8PD+PrXv44LL7wQS5cuxfPPP49/+qd/AgCceuqp+MhHPoIzzjgDy5cvh9vtxoc//GHnf0ui9amO3EZutthu0eivllrtVbRiu0HKdp2jv1K5AnIFpvSX2sjrKUo1G7nBwjE9D0y/yD63qmwD2uvOYt92tAXjv/Q28oVs3lF7ZUp3cRd2WofC0QC2ADuMRThPuQn40EPAGf+Nfbx2DIhaUDv8Tirbc+wjt5ADgNuj/b6USN46dBb/mBIWThkriPdouqBzRMxpD1Bf39xGXg/9QRPZFE3MA9AmC1jbmOXFy7lvYMd62enH1VW8iNFffAMvoUsiB5hK51OVurh2Dna7JC1NvhtC0irM2OYW8nWj/eL12gp4z3YqV0BGUvOSnJyzzdsE6im2K7ia3C4Jp7+OjW6U1K87HcPJILWKbZcbCKkbNhY2islG3losreYvueQSKIpS9m/lypW4+OKLsX//fvzbv/0bnn322aIE8quuugrPP/887rrrLuzbtw9Ll2oF1+c//3ns3bsX99xzD373u98hGCyfTUjUT8tTHcXYL7PFdvnuZqNpudVehfdsNz4gzd7ihheeXrcknosr206M/jL8vSf3sY/R4+2FePG+7YRFZVvM1m1iz7ZuIa8ocNReWX3Gdv3FdsjPnncuK2nvI0kCPP6K32OIk2nkpWO/ONS33Xp0zoU4QnX1bM+nctr/sf51ozo3ZpWIsRpnAW0cYJXzQRNfV1bnbOtxuySsXcIK4GjIW1fxIpTt0p5tvZulvwfGf4kZ28XF9uMHWm8hB1hRx6/ZsYJa9Ddi9Fc9NvKSWdt6jh9if9eDM9aOuV3ha7CizbJaAWmArURyMWubbOQtwVHpbGRkBO985zuxaFH5CWXVqlW44IIL0NfXV3bfunXrcN5551E4WgPhwSiVaHiqY7z9beQtt9qrNMtGbndxw5XXaNAr1FG+y53I5JEvWC8OFUXRjaQy+L1FONqpNo4Y2gLY5vivZtrI55PFIW5O9m0bzuXlls+wM8o2wDYJ9P3hlnHSRl469otDieStR/2/SSp+SB6fZYUWKCm2+f+xgY18RokYq3EWMKdsN2/8V8posoAFavagm0SM/hI92/ycotsYjdQa/9UFxXbOuNhuh3A0Du/bns+rrxkLxbaiKJWV7XRMO1/312Hv9lc+969Qi+1XZ7uk2DZa89QKSANsJZKLnm2ykbeExvhUibZDH4xSSlNSHYWybXJkUwsC0lputVdJlya7OkzYV5+SUDr2Cyje5U7YKA6zBRncMGCo0thNIufYHv9V/0gzq8yV/CwnF6HGyra6eeSAss3s6exzO68DQSNs5KRstx8l/dp2ksKj+veoULbntAeINPJ+B5RtE+0yYesLYbskbdrIOaZ+HxNoEzQqBKQBWrFdpmyrxbbDYZAtgReuOhv50VgaL02xfu12GFE13MdErZmces22EJCWyhWEs6+s2OabKP5odVW2FlXCMbmyPTGXRs7Gpn67YdgGUisgDdA2xi3YyBf3U892K6Fiu4fYvH4Ubz2xPKSoKamO3L7L7by1aMHor5Zb7VXKFi4Oo7eR2+kH5sX2gK7Y9nlcooCzo5Kks9qF03CTQSSR2yy2I/YC0qJNLrZlWRF/X153ONnLaHhxd9BGLkmStplTz+xcrmznFiwlrhrCVc4yZbt5CiRRgTqTyAFrynafv75+WVNKcBM3cdJ12MgB5wIgxegvjwkbeamyXefmb1thoGxzC/lJI/0YsBEA6DRc2Z7Jqv9XFpRtnkTudknlrzknwtGAqjbyxX1++D0uFGQFk3Od33ucNHKmCBt5NWXberHNbeRT1LPdEqjY7jH0A+3Dfjd+8KGzmpPqaDkgrfnKdqNmkFollStZuDgMD0iTbfYDz+ts5HrqCUnjv3PRCAxx5yww8xL7fPQ0y88NwL6yHWhuQFo8nQff/+AXR7tBdkakjFoUeN9XyEYvvAG8kK9P2dbt6td7DqiobPPUaLKRt4yiGdv2CmF+HppL5rRNmqKebTWNHBH0+es7p0ZMKdvN28QxbAuxgBNTJADd6K8yZVvnZBPjv0qUbfXYuyIgzaBnW1jIT2i9qg0Aw+p15ViGF9vmA9J4VkGf0bx6J2ZsA1VdTS6XhOMGWa5TN1jJ+USYIH/fFPJaon3VYtu+jXx6IWur1Y+oDyq2e4hEJo/nDmsnsHROxlknDDU+1TGT0HqvzdrIeXJptnnFdsut9ipVU7kdQL8jbacfmBeepcV2PbO2DYtAztP3sI99I1oKp1VsKtvaBkJzFoJz6ki1oNeNQVUFcXIkjqHt1EFlG9D6tutSqtxebTRNvSFppGy3L3pl26bqZxyQNqc9QK9s1z36y4TTpYmbOIajgyzgxBQJoGT0l6Loim3dBl4FZTvUlcq2FvTbLuFoHK5sH01bV7bj1cZ+vfYE+2g1DLOUQPVw3G4KSePrHpFGrl/vVrWRq+8rC8r2orAPbpcERQGOJbK1v4FwFCq2e4inXp2DrGgn24Ks1Kc+mYXb6bxh8708LbCRA9oM0v6SRVlTrPYqXCUIeBrz9nS7JDFWzM4Cp1KxXU9yd9Uk8qd/zD6WjFOxBFe2F44Csvld3WaP/uLhcwMhryiInVR8DDdyHC62eSJ53cFuTiWSC2U7Wnw79Wy3Hn3Ptl0beUjb5JN5sc03WOSCmLM+66SNvE2U7XTOYPPMAqY2Dywch9/jYhvredWqWhSQxpXt0mK7CwPSfGyjcCqewYtH2Rpm08r2ULYXqz3bh5Pq+iKXBEy2k1Ud+3Xw9+qDrG1olyEm0RjndXRTsa3ZyNX3L99g8AQAT5XzoY00cpdLEv36NP6r+dS3zUt0FH98hS06/nz1Iux85jCyeRlzyZzxCAcn4WqiWVUbaImNnLN5/SienYzjmw++AAC46q2rcd35r2/aXMdGp5EDLCQtncvaWuBw9TVaokTV0/9XlkQ+d1AtAiUtHC1+BJh4EoDCLjYDx5v/AX1L2HPJefa8feXZBUY4tRg1y5xuI0MbieNkGjnf1NCd+hd4se3MYpD3bNe9SeDvZypYvYnklUZ/URp56xHKdrhuZVtRgIwngiCgbbCk5wGFba7Nos8BZdvEhiJ/XaVmWN6Au3HX1/qVbW2UmaIotgLqAE3ZDnjdmqrtDYuik/0wdaM6cYRtgrjYMXdVQFq2WNl+/AA7t75hJGI7k8BpuNgymVT/rxUZyGcAb+0sGm3sl/o+0l+nZ/az26aet3+dBrS1X4VwTJFI3gXFtshQ4e9fM+FogFZsL5hXtgFmJT8Sy9D4rxZAxXYPwYvt0183iF0vTWMqnsF8KocVjf7BVvu1AW30VyED5LPVd/kawJxu/NJIv79phTbQ+DRyQC1qF+wVcvPqQrNc2bY/a7ss6Ocbp5Q/KLcA3PJW7evPWFA83V52gUoeY33bJovtZo/+4q+7ImXbyZ5tsZOuqhqKoinbduaXG8A3CepXtnn/bZ3FdqXRX0LZnmJuBxcZvZqOA8q23+NGwOtCOidjwdXHim2+waL2NCakMPLw1N2zbWpDMTQESC5WxCSnzYeC2qDquEQT8HN2QVaQzBbEe9cqRaO/jMZ+AUzxl1yAUmCqv1p8842/ZD2jAtuFkoC0x19qLws5oPVsTyzobswlTRXbidIZ20bX6WzC/nUaqDn2saHF9qE9wC9vAM77LLB8o/PPX0JZW5eZcDTAlo0c0M3apkTypkOrix5BlhXsOagV2wPNTFm2OvYLKN7Za+Ksbc70glZsLzTZ3sYLokCD0siB+sZ/Ve7Z5qqPDWU7W7LBcOmtgKvCws/lYfdbhS96LfRt9zfZRq4lvftEH5eTPdvlPWILbEMLcMxGrhXbdR634zbygeLbuQKpaFZjosk4kEYOaOeiBPqKnpcvRufBrid128jNOF1cbi3AqMFW8lSpDdUiAa8LXjfbSK5nQ1FM0PC4jJPIAcDt0Tbc41pIWlcp2yXFNg9HO6tNwtEATdk+siADLvX9YDIkLVbas92I63QNG/mKQT5r23ywm2meuht4+RFg3w+df24DytLIMxaV7eS06RYAAFgixn+RjbzZULHdI7w4lUA8nUfI58YbRiJagmtTim01AdrKDr/by/pWgJZYyWd1yrYdpbYe+MKlkcp2PX2181x9LUsjd8BGzn/nDZcBWx80fvDWB9n9VuELPQuJ5E6l9Zql0T3bZZsavOfLEyhK0K0HkS5c7+K5xqLLNJUC0txeIDjIPqe+7dagTyOvYyySyFYAD9WbYx/VYntaYa+luudsq4Fi8UweslxlkdukPACxeea193tJklSXI4lTZCPnGwylxTagm7Wt9W2HRNtJNyjbagHoC+FYIoMXeL/2qjZSttW+3UQmD4XnoJgMSSvr2W7EdVofkGZQSK4YYhb9mYWsCGyri7mDrFVt4kng6R+x28Z+wr6e2MvubxCpHPt7livbtYptdTNPzlnajF6sJpKTst18yEbeI3AL+WkrBuBxuzAQaqJil7DRsw2wE04+3ZJie1qX1lh30WCRZtjI+ck9ZcO6J5TtkLGN3FZAmik7pAtAHSMrhLJtvtjmi/hUroBsXoavQaF1HF5sR0Nesc5wMjiozLYmwtGGtcHedSKU7XqP2wkbuSxri5FSZRtg1tbULCsQlpxk/+cQ9tAp2wMh+6ozf5/OyGrxwDdYRLHNFG/DYCcL8HOcogCJbF58XUYT8gAURanbRg6wv8n0QrYul5uhjdyoVad/GTCxpyiRXFyLuqHYzqrebG8Iu9UU8tcvjdhukWgEfX4P/B4XMnkZBXcQHsybLrb5hkz17AMJgHm1tQxeaCoyczWWFJ6RgBdDYR9mFrJ4dSaFdcvqzEQwssIvTNVnhTdJeUCaeq0rDfMsxRtgrZbZBDvHlW4kV0DYyKlnu+mQst0j6Pu1AU2F5Iv7hiJs5BZ6tgGtb7sFNnK9st2UxHYdmWYo2z77Vt+KaeRc9bGx21zWsw2wBSsvkPqXA8tOZRs2RoqJGYSybd5Grl9UNKNvm4fPMRu5QwqxjrK/c5ItCJ0KRwMcVLadsJFnYhALP6MFjL5vm2g6imrfZ3O261e2ZwpqsZ2Ns5m1arF9rMCuJfUq2wGvW2y4VS1O+Tmqgcp2Ji+LDbl6iu16HEniWMScbXdlGzmgU7Y1G3kjHDwtgyvb3lBbWsgB5mbgVvK8Wx1RljWpbKvFdtEmU3ixZmt2eYBlp9V3nfaGAKlE6S1hhVOztrMLwBu2VL7frhXeJGWb32YD0gDtmm2hb5sX21NtbCMvyAp27Z/GvU8ewq790yhUcxB1EKRs9wh71GJ7o1psN3WkkVC2LQbFtGj8l6IomFloXbGtpZE3bi9MG7di7XeTZUXXV+zgnO1SezMARJcD79gB/OdHgMVvAK78CVDI2p/jaUPZdrskRAIexNN5xFI5sUhpFPM6G3kizZRmZ5Vt9v8dLFO2nbM5asq2UzbyOoptbif2BIwDgIQCSTbyVqCk5yGhvjnbABANsu89ltO9P9Pz2oxttWfbbgCYnv6AF8cSGebgGazwoCZs4ujPC3bTyAFnWmUyed01q1qxbTBruyvnbPtCIhztz9ooHI0zHPHj0FwKOZcfAcC8sp0xmLMdXQ78zfeB/3s++z//0EP1XacliW20pmZZ8dm/rOwhK4ZCeOq1efshabLM+rIf/GxRfkAZWx9kmwcNImU3IA1gbrS5g5qTxARL+tvbRr5zbBI77h/H5Ly2GTAaDWD7lnVNGbvbSEjZ7gFmFrJ46RizN21cwVYHA+ripCnFtp3RX4BzPZsWSWTyyBW03bRE03u21YWLp/HKttUFTiKbB99o7HdyzrawQ5acktJqcFXfEnYRtnsBB2wp24C2GG3Ge2VOt5ERtLkhUo2y3vhKycF1EGqnNPJKY784NGu7taTYRkrWE6lLneWbx7MZaI6o9JxwbswqEfg8LkfaQEw5eJpgI+fnBZ/HVde0DP77OKJse2op23zWtk7Z9jt/nmsZatG6ZzKD54+wwom7CdsJPms7DfV6ajIgrWz0F4fb54ND9V+nAd3o1wbM2n5lF3DbucBPr2KF9sDxwDs+U/Kg5kyfEZvfPHPBbEAaYCuRXFO2M9UzJ1rAzrFJbLtzT1GhDQCH59PYduce7BybrPCdnQEV2z0AV7XXLukTfbZR9QI7n8pW/D5HkAvaxbeCjbyibaRFNnK9qg00197mVB9eLcI2rXtcefV7XGU2d0cD0jhOFoNc2bZYbEd1s2gbDR/9FQ15tZReJ9PIK/ZsO6e+9InwPad6tutRtiuM/eLQrO3WUcjDlWPndndooK6nKnJq8Y2V9JwIAJxBBBEHVG1ApwRXOx80YRMnnSt5L9vEVMJ6DXhAWtXRX4Cxsu11/jzXKhJxVix9+devitveddNjbVcocIdWShTbFnu2S99LfJqDU+1I/uobrabHfx3aA9xxEfs4+zLwo/cBt29mwWe+CCuyr/4DcMplxdb3viX1WeFNUjZNwGxAGqBLJDevbIv2AVkpapVsNQVZwY77xw07/fltO+4f72hLOdnIe4A/Hizu1waAgVCTlO3kDButA8nwxFXVNiJ2N5sbkFZabDdT2c4VFKEcN1bZthdKIyzkBmFG9aTaiotOabEtkm0tuiKMEGNnjrCEI5OBYP1iY6rxyrZ+9Bf/OzrZs122qdEIG7nPaRt5Hcp2pbFfHFK2W4fu/9UbrhEIVAO+eRxL5djGSuz/Z+/P4xw56ztx/F1Vus9u9THdcx8+8HjGY3wMdjDGGEgGsA04CcTgsAuxWZwDyG+XsElIjLO78HOyAZJsArFzEDDmJoAhOARjCDYG29gz9nh8zn309C21Wreq6vvHc1RJKkl1t9St9+s1L/VIarVaLVU9n+d9nSKqBvr+XlSTXUKdzCNlpjaTHa88ZbYNjpk2eoJTDjcTZUVFVdYP253SyBmzrQ2fTNpfdLo5t8K4/+AUdi3lkBCAkqpZIhgz9+mbL+kZKSwbuorseVpOI286/7Nh22RQV1dEOh/7TTPbrMrrO78PzBwi8nZBBC55F/CaP9aO/+kNwAcPAg99CvjRx4Bzfxl40186Z+i7oNS8YcbWuhEzMnJ6zrYgIw8FRB4uN5OvYMRjW5xZPHp0oYXR1kMFMJUr49GjC7hyR+/ZMsxgwGyvAfyiya8NaEyA5wFprGYpPkp6NnXoJhs5WaBvT58922zYZv2jfnq2WRI5AIS99Gzb7EJuF44GaDLyfLlmWaLEPdvNLE0nSaJVsGG7XrI0wLnB/JiBqqoN1V9OutDboSX91EvPdi/JyNsy22woGgzbvoOqDopqGMl43NFDpWPtmG3q2VaT/PPkFNwu01FGTlldDzdxDDu2bfQEa/Yfe8e3al1riIhIqha6aLRBypjtap4PFqshII0xc1EQL2wRWj5ELzJzI1RGnpfpsG0yII1ZJ1pk5OxvHnWL2TY3bJ9cLLWuNfRVXgfuJddN7SeD9oZLgXd+Fbj+r1ptjYGw9rktLXo+aAMGG2ZMiWXGs81l5AuWfiZPJO8h37bZ3u9+7gcfDNurHDVZwYGTWQCNzHbar+ovHo7WKCE3Ixv5zxP0YOCzZ5sN2xuHyQHdz+ovJg0UBMoSeIS4TT9wx2GbXqeo1hdO7WXkzILgwrAdimknsbx5KXnahbReMyhUZdTpwmE4FuKLaDcXoeVmi4Knw7ZTGbkfzDZLjR7IyH0H79iOOa5GapSR6+wHdCG6gJQHzLYZGfkcCWPyAEX6Wd4izQOnnwSe+Vdg/xfIjRZ6gp2mkVf0G8TVLMgZXDCWFIeTRL4LcHab5YeUqjJUg17lfgBj5mJ02C6h8f2sZ+Z6AYzZXpLpedwss93Os11iw7ZL/nSmamyz0TqZjkASBVTrCmaXm4bGT+0G7rqGVHc1qyJP/wK451fb/1wuzTbvg7YLWVG5/cJeQJp1GTkAjPH6r94ZXMeTBuGlDu7XixgM26sch84soVJXMBQLYvuoxh7wxYnnzLZx7ZcZ2ch0mZ4IVsizzXxBharsW5iEFjQjQnCp99gIUZusqTZsty6OwwERIYnW4liUJBpWfwHuysgBXUia+UTylE/J/cyvHQqIiARF7tl2s3+WV42wQBZPZOQubRKwBYcTz7ZZZrswC/TpQr9voevYdpJEDuiUWqWq9rdenuUbNQuqF55tEwFpqqxJbO1A7zltQr2Qw6+Ij+Gfs+8B7r4G+Op/1c6VhTkybNx1jXGPsA5O08jL9JwliQICZd3xRGxjg+K+bRKSxgLS6jo5er9hJl+GAAVRgRzDS6oxK9orzBwbtnN1+pkwEZAmKyoK9PzRVkbulme7y0ZrQBKxfogMXi1S8hvvJpVdRuhW5WVDmm0XjGAAtA0nSwFpMaaesfZc2cDaS8z23m0ZTKYjbWPpBJANlr3beqtGzwoGw/YqB+/X3jzcMLyxxUm+UvdW2sRqlpqGbTMnnQKTYvktI6dDz+ZMVHsuPkncSrz2yzu/NmCf2WYyZyNmWxAE213bhqFwiqLt2roVVMLrv2ww2w6qccyAS8ijQQiCoHmfXfIy6sP3Iiz13YM0ctc8mGzBJVeBms1FKme223iC2ftKrmr3HcAfcGbbWcc2oG3+5Yo6GfnCEQCAAhFLiLnIbJuQXUtBjeVzIiXXy8JVFTj7NPDQJ4F/fhNee98V+PvQJ9t8Iz2nm+gJdppGzmu/Al1qvxh41zZltnXnOjc3Fv3EeDKCCLSsFx48ZnC/XsBYknxeFmrmmW19dk1LQJpnMvL2eT3ctz3f9Nwvehup7DLCLQ+Q29vBR2abrb0EQVfzaiUgzUYaOQCMp7RE8l6BJAq4/fqdhrexqeX263c6al1YaQyG7VUOI7820DgseepF5cx2IzNp5qSTBx12/Q5IWyYnzcl0FAHRX992W4bXZXCJsouebUDXtW1xMDXs2S4tACplOtwaBu0w2w49jWbRHD7HQ+xqsisbYpW6wsnbWChAmgI4I+F+QFpVVhr8nJYRSoKfau1KybtVfwUjWvLtIJHcX+iZbZdk5PlKHQrbWFk4TH5MMA0VYuuAYBOmmG3Afh6A3nN68Gvkul/8M/DnO4DPXAX84KPA8YcgqnUcVibxQPqtwBv+wvixug0XcJ5JwZPIg5K5zTvWm0yZ7YCkVbIV+nTY3rstg60pbRBolpH3GjPHme0aY7a7D9usYztsVKHHA9JckpGzjdYOeR2bhplv24wE3uSoo/dsK96+F/WhsJwIsxOQZnXY5p7t3lBZMOzbNYlP33wJQlLjQD2RjvRUuKBdDNLIVzFUVcXjx8mOY3PXY1ASEQ9JKFRlZEs1x4udtmCebcYoUjDZyNlc2dC3LQAIRVNAHb7LyFklQiYeQjwcQK5U8823zSR5njPbdOGplzKZQac0csD+YFqiv3fDJgNjSaLDhClyA5zZti4j99qzrTHb5LMY1w0HpZrseFjQs0bRoER9dvTT59YiCZosFCC796GAzWOLKBKGo5Ijg1lzoI0ZdKv+Aohvu5IjDOTYebae6gA2QP82OcSRcUlGrqpAJZAi27TzZNguSGT4dm3YNqt0SYwDc89bzwMwkn3XK+Qfwxv/L760eD7+54N5vHX9Brx2U/M3CIDhmbUVTtPI2QZxOCDqbD/mmW2AKK2qdQVFH/NR3IQkCvifr90EfA8oq0GouuGuF5m5dDSIoCSgyBh4EwFpbTu2Ac2z7Vr1V+eebUCz+RkmksfHACkMyBXggjcDuRPA0unuCjl+HlTJRm3cu+TrYnMNZ70K1OkAbKX6q7pMlF9Ba77nmaXeYbYZXr9zAgFRQFVW8eF95+PiTcPYuy3TM58bJxgw26sYZ3JlTC9VIIkC9mwcarndl/ovHpDWuFA2Ixt5yxUvI1/4HJA2X9CGbbZAs1NnZQcNCxcPwRNgLS5uWC97O2Y7xRkma++pluAuwH2/NqBjtq3LyD33bLPXlm5kEN8+uc2NRSgLVAoFRHLyYhL9SNq9zQyQjTzGfDhWhJhgODqiW0Aa0OjbHsA/NHi2nb3/QgGRb9QVBJpNQgeAZdHdYTtpJo0c0Fgyq8y2Gc/p3lsxLZGhNRKUyBCRGNfCx4Y2m+4J1jPbdgLKGLMdCUq6QMsOx2zObOu6tj1oXvAbr95GXvuS0Dj09CIzJwgCRuJhlC30bLet/QI8kJHrQg7bgMnITy0Y+M3TG4Bxun7c83bg1gdJtVd6Q+efKwU1y5HF4DGraGkG0Ss4zQSkRdLaccICu81k5L3k2WZ4aWYZxZqCWEjCe6/egSt3jKyKQRsYDNurGkxCfuH6VOMQQ5Hi9V8eltu3SSMHNNlI8yKInZwuO28zucJnz/aiwbDtlm+2G8o+ebb1CbBW0E1Gbjdsx7Bn283aLwYnzLbnAWmaZxtAg2/bjUVoy2vMw9Hc82szsM+N4+fNFj4VmyFp3QLSAC2RfCAj9xc6z7Ybyip2TFoWEg3X50SycHXNs21VRm51E8ek57Sho5f1BF9wA7nfxTebGy6gebbrimpZ6QQ0hnpqx+wOxxTObJ/hV62G+i/UCgCAcIRs9pw/kcQXb70CD3342p4atBlGkyGtD9xEQBrLYWnZtFJknYLIZRl5BwthR2Yb0FL4h7cSY7TZKi+ffNul5rBSdo4LxtuHC+ohCLYSyfUy8l5L/99/kswsuzekV82QzTAYtlcxnmB+7c3GB8A0Pcl6y2wzz/aE4c37dk3i1edpJ+aXTSS1kxOXEvnr2W5gtukCbdkiU2sXWkCatx9NfWK0lQNud8+2XRm5wSaDm7VfDA6YbbsyS7Mwkui7uQgtNcvWPEgiZ2A/wzGz7TSR3BKzPeja9hMq/dssqc6rvwCdAgWNnd1ZlZxH3GK20zwgrZuMnNXK2XhfLZ1uuqL1fFCixwS+eRYIA0Mbydf506aHi2hQ4tkkdkIgWUAaGbZNBFryNHJtw5PnU/Qxs80G1ppEsma2ZGI9zcyNJsJaH7gZz3Y7GXk5B9ftSCZk5IzZPrtU5iQFRymr+ciHtlj72Wzz2eNhmwWktTDbZiTkDDYSyZmMvFxTkO8x28Z+WlN88eahFX0eXmAwbK9i8CTyLcYHQOYN9Yyxqxa1g2UHWdmROe1AX1dU7eQUogyFj57tmqzwk0omFuK+2WWfmO2KkXfZA7ADvKJqMkAz4Gnk7TzbNv3NhmnknjLb5odtxmTlbMoszYIpTIZ0/tW4WwwxDLrM2Qnag2E74XYiuR0ZuaqaZLZtBlkN4Aj1QhYAYbbbZUBYARu2F5VYw/XzIItXQ6+pDbDjQb5c61wJyQPSbCgmZp4ll6EEcN0ngfV7WmThhsfMFGWydaxxN5AWCfu5FGXObEsm08ipjHx5modQMaVVvwakAeC+55pIhhkjNWEvYTQRRpkFuVkYtls2rdhQG0oAdvM5mhHuftwfjgU5aXA628TMLx4jl/FxINyodOkKv5jt5vOxlXA0hrj15xoNSbwGsdd820+eyAIAXr5paEWfhxcYDNurFMVqHYemyIGq3bDNu0m96tpm7GEg2na3TlFUHJnVhmnWcQ1A+556GZD9YZaZhFwUyOuToGFPyx6HYzGU6wYMrwfgvY6wNsh1l5Fb97jLispTqxs2Gbz0bFdypqRzgPa7yorqqafQqFbNrrfeCC076ewE7UEIjGvMNpeR2xi2q8uk51j/OEZgg8HAs+0rZLoRUg0kyaDmEGxgnJejDdfPyWSxHXc5IE1RuyhOEg4UE2eeJJev/ABw2XsMPactAUuAdnuumRnvDCeNC5zZDpqs/kqMA4JEPpv0GB+n59l+DUgDwAfWCvVse71h7hSjiTCKqvmAtLaebbf92oApGbkgCO2l5GzYHt5q/Wf7LSNnn1+2sWCJ2bb3XMdSvZdIXqjU8cI0+XtfvMm9wNZewWDYXqU4cDIHWVExmY5g/VDU8D6MTfBMRs6GpeQ6QDCWUp3OlhqY1WyxqtUchXQ7kj5JyVnH9nAsBFEUNM+2Tzvufnm2JVHgUnWzg5ysqHyI7lr9ZWFzQi8Ba/RsU+bVTRl5JA0EqHTOpG87EhQRpHUUXloush1k5G7IK1tq5dgiyQNmW2PkV1BGzlhtMQgEY+3vN2C2VwRKifxNVStMTgewz81cvfF8N02Hbbdk5OGAiJBEjp0drSVs4LTKbMt14Oh/kq/PeS25NPCcGtZEcmb7lKUf6YTZ5tVfDcx2B8+2KGmbnrT+K7oKAtL4sE2Zba/P4U4xmghpfeAWPNstChGeRO7igMSO+3JTCn8TmJT8ZMuwfZRc2hq26aZBwWsZeZuANDPhaAw2ZOSA5tvupa7tp0/noKjARCqCiXRv9NG7icGwvUrxxInOEnJAF5Dm2bBNhxmDcDSGw5TV3j5GfHaKqhtoAiFS3wD4JiVnHdvMQxj3PY2cJbt6/9HkIWkmQ3HyuoVY+zRyk35GHfQ/vyGFnTFCbsrIBcGyb1sQBPOhSA6Qa6r+AtyVV7ac3IveychZsJtjRt6JjFxf+9Vmsw/AwLO9QhBpIJDUyU9vAeyYtFAVtQ01AGdr5NziloycyK5NMMFcMTEDWLGfnHmCKDkiQ8DkxW3v1vJ5BrRhu5yzFCyatKFIYmBDf1KqaHLkbmqkVGP9F5MDO96cW0mwYZsOsL0uIx9LhrXqLzNp5O082253bAON7G6nru22w/YxctnLzHatidmu2GC22aaWxeT0Xqz/4n7tVSghBwbD9qpFN7824COz3cGvfXiWJHi+bCLJpWwLBd0BwOeQNM5s02E7GXZpaDCJEq/+8v5EbVWizGTO8ZCEoGR86LAzlDLWNhIUIerDZBgj5KaMHNB823ZC0mwECJkFq/7SM9tcXulGQFoLs+1dGnncLUWIExm5mXA0QFfRNGttKBrAEaQq+ZtK8SFXHi+tbw3Q/c3P1MiCPBF2r95OX5fVFuy8J1etvX8P/5Bcbr+mYypx0ajBIZLSmLGWkLX2MPX7tAFjtkdBf8dAFAjFO3wHtERyWv8V5cN2HzPbVIrN2OJ+kJGXVRc8217IyEVJUzaaCElrKyPPbLP+s/kA609AGrf08WHbCrNtb2NAn0jeK9hP/dqrMRwNGAzbqxKKoppitj3vD+a1X8ZJ5IDGbO8YS2AkQQ4A88t63zY74PrEbFPP9kgTs+3XsG3YN+0RrNZKdfNrA7qebQsMSZnv8OpO4qpqTpJoB1zCaH7YTvrQtW3s2Xaves7PNHK2SeD4c+OGjLxTOBqgDUX1kq9hjGsach3BOq1KirvDiDWcz3R/8zmFebbdO6YmzTQUBKNa77UVKfnhB8nljtd0vJvhcRPQ2O2ceSm5tklqI42cqrGGQT+j8bHOShJA69qmQW5uVhyuGKgUu0RDx2I9zmyPJsKajLxeBpTOQan5dp5tL5htQDv2mxq2m2TwC05k5P4w221l5FZsNey5WpS892LX9oFTWQADZnuAPsKRuQKyxRoiQREXTLb/4PLFiVcBaXkTMvIZbdgepozeYtEgJK3qE7NdaGS2WfWXXxUJXEbuA7NtlU3gw7YuLbsZdqq/WhhXgAw9dXoC7aCMsAXObJvv2k573LVdrsmcIWpgtl2UV5aaT+4FL4dtlzYJHMnIs/QxhjrfLxQn3abAwLftF3QL6EjSHUasYdjWBeIt0uqvePNQ6gCmA8Ws1n+Vl4BTj5Gvt3cetrXFetMyjoWkWWG2zcji24CFeg6rbNg2sTnaltnuZxk52TxioWP94NnmMnKgK7vNe7bberZdZLYBU8f+TRmSz3Bqoag1hcg1baPJ0bBtTZptFVrPtoOAtFUiI59eKmMqV4YokI7t1YjBsL0Kwfq192wcaiv3BTRvaC/IyHeMJZCJU2Zbn0jOmAG/ZORNzHbCZ2a74lPPNmBdopzlzHb7RateRm62JksvI+dgrHYw1l2SaBU2mG22uPbqs8JYbUkXyge4GxxU5Jsa9PHZ59PCpoNZxN1KUecycg+ZbUA3FA0SyX0BVSoU1DCGkh3C6yygoV2DbrCoYggFRJAIBxotKg6hKXi6HA94SJrJYfvYT0hKd2YHMNy5H7jU/HnmT856/ZeTTArGbA+pOma76w9sZrbp8aKfmW0qI2fDdq/LyIdjIdRF3cZ5l5A0LY3cBxk5YKpre+MwOXbkK3WtVSd3inyGApGOqsq24MP2gvXvtQB3AtJWh4ycVX6dty7pWmtEr2EwbK9CmPFrA7rFSana8X62wWTkSeMDXq5Yw9wy2VnbPhbnA+7CsgGz7bOMfDjWOGw7rjAyCb+qvwBtkWaWfbQiI6/JKmfpu8GwL5b7tV0MR2PgAWnmh0wnab1mwP3a0SAEnQTTG2ZbJAsrmZ5oX3rA8WM3g/fTO04jp8O2HRk5Z7ZN7JTzTuQBs+0L6N/TrY5tQPuM6mXkKoDdwlHXksj5zzIru7ZaK2dSQg4YKFX4k7MhI3eQScGqv1IylRObOWazNQFltmOsvaCvq7/IsLqskLVDrwekiaKA4XhEq//qymyTv03Kj4A0wFTXdiQoYR2VRHPfNvNrD20BRBsjDhtgq8tAzbthVKvua/ZsW6n+Ysz2Au+sN4Nek5Gv9nA0YDBsr0r8woRfGwDSdJFTrikN9UuugXu2jZntw3NkgJ5MRxAPB5BJkJNUA7PNPds+M9uJRs+2X8O2IcvrEawy20xiqE/LbnnMkARGIHVlfSgMK2zM9LXaBV/o9U5AGvdrNw0eMbfk2CDvrQ2YxZbKi8DRh7QbnvsOcGY/6fbNnnD8cwBd9ddKppEzZttM2rWTTuQBrIMN22oMmQ62FCtoCPykf3NRqeJG6Set0leHMC275u8rs8M2DUfbcW3Hu6mq2ppmzOBERu6g+itZp0OXmarGJGO26bC9GgLSqIy8wIbtHme2AebbNheStswD0po92x7LyLus/TZRdvvkIhu2Hfi1AbI5K9C/Xck7drtUYwFpzcy2lWGbveaqtulhAmNURp4v171Z+1vE/pPkua/mYXt18vVrGNliFS9RH/TLN3cetpPhAASBZFEtlWrusqmKopORG3u29X5tAHzR1eDZZomUflV/tWO2fa/+8iON3JpEOUv/Ls0DoR6CICAZCSJXqmGpXMN4qntfYsmoW7zQ3YJgG3aY7Yi3AWlZXvvV+Nq6ymzXZDwc+QDwBMg/hsIccNertf9/1AaL3IS4W8FuYd2CS1W7By/poa/+6ga7ncgD2ANntmM8H8Mp0tEgNmAWw5U8lFqJMwnXS4/gKfFNwJkUYa2GNjv+WaZl11YUE4vHgYXDZKG/9aqOd63KCmSF2HTaM9v+pJGzxXq8boHZZtVf1TxQya+qgLQlhbyWve7ZBmjX9kIYQN40s+1L9RdgKiANICFpjx9fbGW27SSRA+QcExsha5DivGZ5cBmtMnL6e1oJSJOCZHOgnCPP1WSYbCoSQDggolJXMLNUweYRd6w8diArKp4+Rc4HqzWJHBgw26sOzPuwfSzOu6LbQRQF74aI0gLxzUBoe/LV/NrEk8ue70LBSEZug9myAfazMyvk2fZTRm6VTTAjIwc0liRnkgUuVckGQyOzTQM/3E4iBzRmuzAHyOaeY9pjGXmO1341fmaj3PvsTs/2B6q/DUVofm9Rb70YAG682/HPAXRp5E43CZgEXJWBasHa95oNSAMGzLbf4Mx29/OUWaSjQTwc+QC+E/4IxCc/x6/PYAmfzL4fuOsa4FO7XflZpmXXVrIAjlAJ+cbLu1ofSrpjdguDmt5ILpdOm66yS5lJV28DxmxbGrbDSS2PZWlqdQSk0eNTXu4PGTkAjCXCKDEZebX9sF2uyajK5O/cohIpsmHbI892FwtRS9e2k45tBp7y7V1IWqm5uo8HpFkYtgFNSm7huQqCoJOSr6xv+8WZPApVGfGQhHPHLbD6fYbBsL3KwP3aXVhtBs+6tlkSeWyE7L4ZgNd+jVNmm8nIV8izraoqZ9UzTWnkhaoMRfG+g9dPZtsqa2p62LYYtmPs2aZDj9sd2wA5OQkSANX0cKVtIPjNbFPGxwWpV7km41vKVfjx1V82vsMtDwAXvc3xzwFcrMwLRskmAGDdt20lIM1qkNUAjqDQv80SYlxF5BRBScQfKL+Lmtp47OS5aC5uJvE0cjeZbSt+bXo8CEpCawgqY7ary6Y/M270bEerbNg2uUHK2O38mdXFbMvktewLGXlSLyNvH5Cmt9El9Kn+9arWFOO6jJyFY3aRkfNhmz5/J7VfDD50bbfYQOwEpAHOE8lX2LfN+rV3b0xDcjHEstcwGLZXGcyGozE0JLi6Ce7X7lD7NdsoIx/pxGz7ICPPV+qoyWSgbma2ARdYOhPgaeQB7z+aUYtSX6MeaCOwhZvZrm1jz7aHMnJR1B43b05K7nX1F096b/Fs0w0RF5QVbFMl3JIH4P57jcvInS6eBcG0nLAFtpjtgYzcD1SWyXlqSY25FpAGAD+JXou3VP/M+EYXN5NMBybygLQuw7YiA0d+RL7u4tcGtKHUcFM2FNMkvSYTyfWebbMtEgzs+B2uUn+r2ZwNVv+1NMWPc34pyDwBlWEv1clr2RfDdiKkdW13kJHnuV+7KdWfHWMhmAuitAILMnKABqSpqo7ZtikjB7SNAw8TyRtk5KpqLyANcJ5IvrSyzLYWjuayDaHHMBi2VxHqssLfuFaHbdcZuy61XzVZwYl5cnBnwzZjOBaKVe2EzzzbPgSkLdIhPxaS+CImHBD5bpsfIWmG/mWPwKS+LKijG8wy21a7tktGC0cvZeSAzrdtLiTNCfNjBhqz3cjyucn4lKhqQkyMkVoUADj3V4D1e8jn1MUwuribi2e2iLMakmaJ2R6kkfsJNmxXAsmO9ZRW0XhsIo+rqO6zJexzOZUt45HD89w/3QK+idOFdZraTwaXcBpYf0nXn887ettJlVM6KbkJsOOblRYJhkpdgQjF+rDNvLD5M/z3KPVAWJNt0GF1sU4928395z2IUb2MvMOwvdzOr82G0UgaEF1es3AZublh+0y2hHphQRtanWQz2BxgraCkTyOvlwGFnivtDtsFu/VfK8xsr4EkcmAwbK8qPHc2j1JNRioS4ANsN2j1X24P25QxbFP7dXy+iLqiIh7SqhtYAni1rmiMmI8y8vkmvzZAvC1++rbLRpJqjxCzyGwvmfZs97iMHNAlkptjtp14Gs1A82w3ycjd8j4DKNHHCAxtBLa8ilz5sjcCtz4IfPCglmLsAngauRv2C55IbkFGrqrWqr8GzLavqFOfpxyyKJnsglQ0iHk1hXJ4FFi/B/dt+hCeVrdhOTji2mbS/Qen8Ntf+AUAcs646e6f4ao7f4j7D0613pn9zOpyR08sTyHf9ipA6p5bWzJSA+nBBlmT9V+xkMQ3la3mUlRqMoawDEGlQ3rM5Aapntmm56KarKJatzbs9wx4zzbZyOwPZttcGjlrFmmp0PMqHA3QpZF3HrbHk2GEAiLqior5k8+TKxMTROFhF3zY9sazraoqV5rFQpKOTBI0gsks7MrIUysvIy9U6nhhmvzug2F7gL4Bk5BfsmW4UerTAZ55trsw23q/NusVjoUCvPKKd237GJC2aDBsA9oJxqws2gm4ZzvgZ0Caud+Lbch0k31qLLDJgDS/q78Ay8w222BYrtRRl91fDHJmu+m1jbrKbOsUBAX6eyfXE6l2IOz48fWI63x9jv3mdmTktRIg02OIGRm52aFoAFcg0oq5kUB7n6gdDEWDOIsRfOPV9wO3PogHk9fhzdX/hXt/6buubCbdf3AKt93zBOb0uSIAzubKuO2eJ1oH7nBSU5F0kpIf/hG5NOHXBvQd220Gc4v1X4IgaD50i2uBal3BiEA/m9GMqc0CADpme6qBoS/1q2+bep7Z8Novw3YR3QPS8pV2SeQe1X4BjU0UHSCKAjYORwEA2dMvkCvtJpEzeMxsV+oK2B50NCTpwtGS1rvBbT7XsR5gtp8+nYOiAhOpCCbS3Ztr+hmDYXsVwWo4GuChF7WLZ7vZr80wEicHgPkCPQD4WP1lxGwD+kRybxcBqqrq0si9/2haSSOvyQq/n9k0ctM9282pnPWqxkp64dkGLDPb+kWGF5su7fzwLMSuWldQczjkF/XS0zwdCtooT5wiEhR5MJXzrm0mI7fAbLP7CpI5WZ7ZoWgAVxBZJsP2y9Sjrj4u+/wsVgRAEKj8VUAs6rzaRlZU3HHfIRjpNNh1d9x3qFFSLgg6i0Ib1URlGTj5c/K1Cb820PRZNoKd+i+bjQvlmoxRgX7erGyOcmb7DIKSiBC1E/iRjeI6VJX3bBfVMEKSiICL9givMJoMoUxl5EqnYZt5tiNN534mI3c7iRzQKZq6b7Kyru3K7BFyhZNwNEBTZ3g0bOs3lGJBSefXtqH0sZFGDvSGZ3utSMiBwbC9qmA1HA3QB6RVu9zTIuZeIpdtEi4PzzTWfjEMx+liqdjMbPvn2c40peMyKa/Xnu2qrPCmlrAvnm3zrKle+ZBsPuE2IRmxJrnmjCtbODI5lCCZYyXtwCKzHZREPvh6Uf+V46qBxvdeTM8QO2R8uEVBkjXlgEcdoopK8g4A4KGX5tp7Ws3A1rCd1b7XTDe3maFoAGfIngDOPAmc2Y9IhSzSz6kcAs7sJ9dTttsJmjePl9sxcjbw6NEFTOXaL0xVAFO5Mh492hSqxGSe7TZxjj8MKDVgaAuQ2W7quRiGSurB67/MycgB64okhkpdwQjosGBl2OZp5GTjj4dB9uOwLVcBKqMvI+zLZrkbyMS0gLRysf0aa5me83zr2AYsKZqYbxuLLiSRA54HpDG1F9+UsRuOBjhOI59dQWabJZGv5n5tBudnoAF6AlO5Ek5nSxAFYI+FXSIWyOS6jDx7jD6x/YY3t2O2M4zZ5jJyFpDmPbPd3LHNwHZzvR62y1WNufTjZM0WamYWN+z9kYoEutYzWJUjtsjIuV97zLqkyiwYo2ty2AYI81Ooyp7Uf7HNrubqr1BARFASUJOJx6ubqqAdarLCk/bjFbpbL4U0CZqLuP/gFO647xAPZPv/feUA/uLfn8ft1+/Evl2T1h/QjozcSjgaQ2IMyJ0YMNteQddxzY4gUWUZuOvV2n0+arHerQnNgZ8sZyPeTm5tAWb7aFvul+gSvsf82iZZbaApydgItphtk3VmTajoZeRWAi2TdKNveRqQ64gFJWRR68/6L9qxDRAZ+UgfdGwDIINeMAqoQLm4jHb6D8ZsJ1s82z7IyKvLJK2/QwAbG7YjyyfJFU6SyAHPZeQsPyXaUvtlY9i2uTHAerbnC1XUZMXVoEqzGDDbA/QdnjieBQBcMJnijKUZpNwMSNMxF1z6c+yhFuZCVdWWjm2GlvovdsCtlwDZ22GX/czhFhm5P7UkTEIuCuCSOi/BmW0T8nguczZR08PeU2Zl5KVmGTlPIvfIrw2QABUAyFsYtm0yP92gDwQ08sNbDbIzgj7lN1Jhfu0Jc6yvBTBPazMD2NbTagZ20sit1H4xDBLJvcWNd/POdPau4+8+lzqw000ZJMxrmnCB2WZMkOX78fqvNsyThX5tBrZB2p7ZZp7tM4DJKi+7jQu2ZeSJcaJeUhWgMIOYT3YtT0DDxRQxiDoCfeHXZhBDRF1YLbcnNNoqRPwISANMdG0Tz/ZQmW4uOWa2WcL3nOnPjxW02EDY7xdxKCO38FwzsRAClDiZW/af3T6bK+PsUhmiAOze4HJtXA9iMGyvEtiRkAMuB6R9ajdw1zWUqaAf+lKW/P+uazizMbtcQb5chygAW0Ya91IzzcO2Ppmx6q2UnP3MkTaebc+ZbV2AleDyEGQEdqAvVOtdu1XNJpEDukWbRRl5lFWl8I5tD4ftpE5GbvIElbbpaewG9tkTBGOJPq/FccD4sO+VRAFBHo5mg2XuAFueVjOwk0Zul9kGBonkXuGit+Gnr/my4U0/fc2XXenAbma2l3X9wE6xd1sGk+kI2h2ZBQCT6Qj2bmti+XjSvcEmTu40MPc8IIjAtqtNPxd2rmjr2Wascb2kDURdYPW4DZC60bqiYgT0s2klY0OUNDvP0pSu/qsPZeTULicHyNDnR3WnWwhEyLBdLxfa3meJf4589GwHwoBEw9u6qJo2ZWIIoo4RhW5ouTVsKzVPLIwtypSyCzJyuWIp20gUBYwmmG/b/2F7/0lyXDpvXdISQdivGAzbfQ5ZUfHI4Xn84FmygH65RTkGX5wUXRggdMyFBrqw1jEXzK+9ORNDuCl1u2XYDoR0B1xvpeQLRWNmO+7bsE2TyH06UbPFjaISKWAncE9xUw+0ERz3bPMkco/C0fSPrdRMy6+YzNJtGTmr/UpFgoYSff2miF3o1QMCD0dzd9i27WntBjsyciu1XwwDZttT3H9wCh/7t+carmMd2B/7t+fsqR6awJVaRfc925Io4PbrdwJAy8DN/n/79TtbP8Od3ldHKKu9/hJL7GCx+ZjZjGBEY7xM1n9ZPW4DJGcEAEbtyMgBnW9b69ruS2abyshlkdZ+9YmMHACCUTJsy5X2w3ZXZtsLGTlgumt7UyaGDcIsJChQgzHnwaqhGBCkRJAHUvIWNR+XkdtgtoMxLdzT4nNlUvKVSCTff5Js0L18Dfi1gcGw3de4/+AUrrrzh7jp7p/hxAKRMX3se9YWLXomoBu72RUXvQ245QHj2255gDMX7fzagMGwDeh82yvDbDOf0rLH1V+c2Q7487G0Er7FPMVmmG2rDHB7z7bFhZsVBHR+5WWLXdsuD9vtar8YtCA7+++/hp30pTPkSpfD0Wx7WrvBjoycMdtWZOSdGMgBHIGpHubUFHIqWcQeVdbhaXUbZtQ05tWUPdVDE4Z05zNZUfn73i3mZN+uSXz65ktaamom0hF8+uZLjDMJeECagWKCS8jN+7UB7ZjZltkGLNd/aWnk5o8zbINY82xbVCMZdG33ZfUXZbbrEmG2+0lGHo6SgVbtmEZOe7bbysiHvHhqpru2U5EgLoiQTdxKcpM79iju23Y/JK3l81uhyhA7zLYg6KTkFuu/GLNt9ZzsAhizvRb82sBg2O5btPNGzuUrlryRbIFf1y1M3EXrW6ydXxvQhu15/bDtU/1XO892nHvJvB22G3qQfYAkCjwxutsgl6M+5ZQFGXm5pqDahTEn92uSVLFFqVe1XwwJa/Vf7Pdym9nmw3ab19YNxqdhQ4P9vi4z27Y9rd1gR0bO7qtbBDIV0Lf2n8Yjh+dbBzs2KAzSyF0HUz2cxQjuqr8JAPCkei7eXP1fuKry15jCiD3VQxP0aeR6JYgbMnKGfbsm8dCHr8VNl28CALzq3FE89OFr24f/tQtIUxSN2bbg1wYMmDEjpGgiuUlmmwdbWrDJVGjOyKjdYZt3bZ9xRcGzYqC1XzWJMtt9NGxH43TAq7UfthnRkGoetr2UkQOmu7YB4KIYeS5LkQ3u/GwePGYt5dsMtM1v+no6YbYBIM42BiwmkqdWRkYuKyqePkXO0VYCnfsZq18ovwrRzRspgHgjX79zomtydDQo8bTjbKnmnAGIj5GUY7kK7Po1YOEw2VnXnYQPzxrXfgEaq7yoryKzIyO1iGpd4YmbLZ5teoLJ++jZ9gvxcACVerXrRotWTdV92E40dFLXMEJ3T9uhNSCNycg99GwDZBE884zpRHK7PbTdwMIJ0zFjiT5jfJww2yXDjm13h23maT2bKxsemwQQBrDF09oNjmTkQwC0hHT95uRkOtKYkD5gtj2DnjmZFMii+JQ6CkBAFUHD+9kBG7bzlTq3RgUlbVPRLUiigEu2DOOLj52EIAidz7NMRt7MbE8/TWSfoQSw8XJLP7/UvEFpBLvMtoXNxApjtu1UfwHaMSh/lifG92UaOWW2qwIZtiN9JCOPxQmZIdbbf/Z4GnlzpoiXAWmAaRk5AJwbmgcKwLQ0CVe26T3s2mZp5LFmGbmdgDTAdnr6GN349ltG/uJMHoWqjHhIwrnjNtj8PsSA2e5DuOmNFAQBaVb/5YZvO71BYwwvezdw64PABw9qJ34Ah2fay8gZq7ywbCQj947ZZjJpSRQ4g8mQ8InZ1jzb/n0s2YDb7XfLlszLyCVR4K9ZN0miqqoGMnIfPNuAVv9lktnWLBfuvg/a1X4xMMbHySK0QTXBZeTuDtu2Pa3d4ERGHh0yn5A+6Nn2DHo1w0aBsC8n1dbPt2XVQxP0ypszWTIAJcIBTwInWbjQXLeFKtvEKWeBuu68xiq/tr4KkKxV+mlpxh02xy3Wf9kJSKvUFYRRRUIgr7V1zzZltpfO8I2DvuzZphLsqth/zHYiSY6vAbnU9j5cRq4nY2olEsAHeOfZZsf+SndV0yaQTdKT6jp3fraH9V8taeROAtKAxkRyCxhPkmPYrM8yctavvXtj2vp6oE8xGLb7EG57I9M0+IkNVI5QLZCuWgAYu4D4SQIas1mqyjhNF0FGwzZjlfOVOpeo8QOQhzJyJlsfjgUhNn34/UojZ7+vv8y2uaRrK2nkgPmu7aqsgKl5I80yci8924CWhGuW2bYRIGQG3VQDbjA+Rb6TLnomIwdselq7gS24qnnSt2oGlNmWw0PmE9JZGnklB9T897CtZuiTvDcK5PN9StVY0LZJ3hYRlETE6XHkTI4O2y6EoxmBD9vdanMiQ1pwqJ7dtlH5xcDVQKEOS7g0lZGzzbUu4JWNFo5v5ZqMUZZELoWty2A5sz3Fz0V9GZBGJdgVof+G7XSK/M2CSgdm2yggjUnIBcm+/LkbLMjIx+vkff58dcSdn+3DsN3as21XRs5YeHvDtt/Mttav7ZEiogcxGLb7EG57I9NuBj/NvUAuY6Oaj0SHI3NkYM7EQy3eaKAxkXmxQJ8P82x7GJC2yIft1ufkXxq5/8M273Bmg9zpJ4DPXkcuddDSyA0GQoPv0bq2O79m5arm6Y4GJeJj9MuzbZPZdl1G3s2z7ULPO3tvZQJl7i/0YtgGNE/r39z0cgCAJAL/+aHX2Bu0gcYFiFkpOWW2n8uK5lVAkSFigQEG9V8uQ1M9qLphmywQHakeDMA+p6cXybAd78T+OsBoUgvzVDoFu4mirmubWhSqReDEI+Rri+FogD6DoROzzVhjk57tqB3PttIYjmZVQcCfY78HpNFhG2R46ac08nRqCAAQUcuG72NFUfnap2HjSi8h96qqlOd1dDnuqyqSJaLgeKrg0gDn4bDdGpDmlNm291zHU1RG7rNnWxu2h3z9uSuJwbDdh7Dd99kGQ3TAdCX4aYZWu4xfYHhzJ782QLr/2MDLE8nZAchDGTljtjMGGwAJn9LItQos/z6WsWbp3oEvAcd+AjzV2IfLBkJDZtvgezRJYuf3FDvpBEQBQUkkjKRKF1uxHmO29R2+bTYl7KCbZ9sdZpt874RAF0iRNKk38QiSKGDfrgkIAiAr2u9oC4GQVm1iVkpOme3ZetTU3WfyZbJgbB6KBnAN+3ZN4h9/bTMiQg2yKmBKJQtER6oHA7DP6Sk6bLtR+2WEkTgZrOqK2v3cyZgnZlE48VOSa5LaCIycY/lntzBjRmAy8qUzZBOzC/gxu1Q33UxSqcu6YdvG8Zpt+FXzSIlkU6w/A9LIsF1iw3YfMdtDaTLQRlA1fB8XazLY26HBYleizLZXEnJAt/brctwvziNQL0BRBTyeSzhv1gG038tiwrcZsPVWS0CaU8+2xefKmO255UrnDUMXUajU8cI0+X3XSu0XMBi2+xKMJWgXQgRYYwnSTd2kjjBLh+2x8w1v7uTXZsjEyfNpHba9C0hjgWydhm3PPdt1f3u2AcJsb8AswrNPAWf2A898g9xw8Ovk/2eeBLIn+EmYeyKzJ8htbb5na4Ac9LupJdrWfkWGyJDlJewy26V6200JO+jm2Y6GnDPb7HUeB10gJd2t/TJCUBJ5tcj0kkNZNvfuWWO2U0PmBgCuAhokknuKa9cRBmUKI9ixbhhfvPWKzkneNsCZbZ1n2wuEAiL/WV2l5PGm8D29hNwGK1g2U/2VWg9AIEO9CXkpO7ZXZQUVEy0S5HkoGBWojNxOoGU4wZUrowo5Z/RlQBr1bBf7kNkORshaLCjImMu1EhrMrx0Qm4IGvQ5HAzRVU7dN1oWjAICzGEa+HsCsG7JoLs32wbPNmW1/ZeSM2KorKr5/6Kzj6kUzePp0DopKCMF1KWcZHf2EQRp5n2Lfrkm87bKN+MrjjRKxieaEXRPQd207Bh+2X2Z4c6eObQat/oseMH2o/ppfNq79AnTVX1UZiqK2eLrdwsqkkUt4OPIB4GGQfwyFWeCuV/P//o2yE0oQOOffhoCgRAbNZhTm+Pf8OYCv4N7uzDZj81v82h4nkQONzLaqdl30DtfOYpdwBIGSBPWZr5ONrYNfB/bcBEAlu8tDmy0/je6ebao+qDkISKOv86hKh22Xw9HaYTIdwUy+gqlcGbs2pO0/UDhF/k5m6r/qFR7cs+fcrZhML5hPSB8kknuL7HEAwGl1FOesS+DKHS75K3VgnyMmI080Jyi7iJFECLlSDbPLFZy7roMElL+v6PHNgV8b0DFjnc4VUpAc45bPkvqvLraceEiCKACKSjZJzZyHKnXZfhI5Q3ISqCxhqD4HINKfAWk0jbykkvVDPzHbCGoKp4VcFljfyFQvlzW/dkPQoNe1X4CuZ7uLhXDxGACSRA4AJxeLXCJtG17KyPXDtqrqPNsOA9IsPFfW0MHwvnueaG3o8ABrUUIODIbtvsaLlCV+1xVbcOnWYYwnyaLRqu+NM9u+DNtURj5uLCMHNHleK7PtoWebsovNtV9AowyxUK231l+4BJ5GHvCT2ZbwsdpN+MPglyAYjiMErxDpQbljsC39fjGAr236I+D57p7tFmabDTle+7UBjdmuFcl7q4uEa+KfLsd3aNafSm3P+g0GAMBHLXRBU3DPdpthO0Y3e4pOmG16cs9Q9sgrv3YzJtIRHDiVw9lc+6RbUzDr3QN0A7kAKZrG7dfvxG33tMr9DVVAPJF8MGx7Ajpsn1LH2io5nKKV2fbueDqaCOPIbIFv1raFXjGRP0sqByEA266x9XNLZmTkAGkBWT5L6r82XNLxroIgIBUNIlusYalcMzWsVBqYbZu2n9QkMPc80vVZAJv6k9mmORgFtf9k5JCCkCFCgoJsrvX4ytLpW4IGfZGRm6x9pMN2LrwBKAInFoq4dIvD5+VHQFpQIqHCKlWS2GW2LcrIWUNH84qPNXS4aetpBksiXyv92gwDGXmf4vh8AU+eyEIUgN997Tl488UbcOWOEVsBM2yR75jZrhaBRbKYMvJsK4qKIyaY7WEqI1/kw7b31V/zHQLSwgGRv65eJqVqzHaHj6VbXmFVBY7+BO8+/j/xR8Evth+0X3s7sm+6C79TfT9+r/5+qL/2zwD799rbjb/nlgdwbP11ALrLyMstwzaVQfnBbIfiQIhu5JjwbatvvQs1lfxttE+ZtsGAG++29TSYjJxV8DUj3hxiZwOMFR+W/R22J9PEM90ppMwUrMjIWe1XJAWIIk9Ib5YTG3qFWSL5ICDNG2RJU8Updazt5pJTsGGbSaG9kpED4DaJrjJyvWLiyI/I15N7DENEzaAlYKkd9L5tE2CeXLP1hmW9Z9vuBim1tMQr5DPXl8M2lZEvK+QY3k892xAEVEVynM4vZVtuZuFoybDPHduAeRk5HbYrSaIsOzHvcHMX0AbY0qL5FgyTaNgsY+c0QQKC5jJGWsA2uiq5xnpBA8iKar6hwwOsVWZ7MGz3Kb69n5w8X3nOqONuUtfSyOdeAJfTGuxyn86WUKkrCEkiNg63D2fKUGZ7vpnZ9lBGzgb7kUTrwCMIgq7+y90kaj1MyciteoWbh3O5Bjz9NcLG/st1OC/3MBRVwNHExfQb2BhJDw07rsXM5jfiu8oVeCj0Kgi7bgTYv5YUXe1woiXbdmG2m2XkjFH0Y9gGgKT5kDRhz9vxOeEG4xtveQC46G2Wf7ysqPw1as9sO++fLdPXOVWjmxk+ychZBdhZp8M2X3SZUA7QcDREhvhV+3ZN4g27Jvj/RQF48H9c07p7P2C2vQUdtk+qYxhqs7nkFM0hjonmIcFFjNLzRXfPNmO2Z7R+bRsp5ABQkxXUZLIQ7sqgsvqvnDeJ5JWa4lxGTo9F8Sr5zDlR8KwYqIycDdt9xWwDqNN+8Hy+dajlHdvNzHbRh2Gby8i7HPcXiWcbma0AiIzcMbg8XtU2FlxCw2aZPhzNbqp7ZAgQ6PqLKQ7a4NGjC+YbOlzG2VwZZ5fKEAVgtxNbWR9iICPvQ6iqim/uJ3reN1+8wfHjuRaQxiXk7ZLIybC8bTTekYFnUm4uI2fso4cBaQsdmG2AsCO5Ug3LPjDbLSfq7AlNynTgXnK5/15gYg+RcI2cC4zuMH5QNpw/8Xng+MPAzz6jVcEEInhm/Dr87tErce36LfiTM79NmJBL3gU88TkiPYyPIbfIZM5Nr018jHiFWCjH5EVA/gwQH0MqQn4XswFpsZWQkQNAYgKYf8lcSNqRH+O/4FtNVwpAB/l9N+hfn3Yd5uy1cSONPFmjjK0PAWkA8WwDbjDbFmTkjNmODjVcfVYX0qaoJK36nPEmhU2zt3YAd6Fjtvd6zGwzeNWzDQAjjNnOm5WRzwAzz5Kvbfq1S7rshq4ycl6t1dH/o909Ym3jvVJXMOokjRzgKptIiRz7nSh4VgxURr6skNev34ZtJRAF6kCh0GrVY57tVIuM3Edm26RnOzq+A4CKEwsuDNtSgAyx5SxZf9l9fxtAy1wIOPdrA6ReMJoha7HCnGaRM8BM3ty52Oz9rGD/SfKeOW9dkmchrRWsrd92leCZM0s4PFtAKCDiVy5c5/jxXJORd0siN+HXBvQBaf5Vfy10qP4C/Kn/4p7tZhn5p3a33rmyBHzrNu3/8TFygE1OkkC5cJKcHA58kdz+i38GHwqjGeCK24DLfgu/eCqPo0eewZSaAT54kPQMCwJw6btJim0gjOxpwvqmmofB9Abg958B/nwHUFsG3vr3QGYbEAgjFZ0CYMGzHWqWkXtc+8VgltleOAJ89b8gABVlNYigJEJSKsDIDvK3sMnqsJyERDhAqs8MEOeebQcBafR1jlfoZkaHk7GbYGmjZ11LI7fHbAOah5eFQL00s9w6bOuHogHchaI0ysg98mw3H6eSHi7qRhNMhWVSRj77HACVhFJteoWtn8nUQKIAhNocMziYjDxncdg2eZ4j1V8O0sgBviEQKpINz/7s2SbHliWZMtuh/hKNqsEoUAbKBsM2O4e32DH8rP4qL7UPMa2VuU1ieMN5AJ7HSTeGbYCoNNmw7SIaAtKYWsuuX5shTomPLonkzUrY3cIR/GHgXny8/g48rW5vez838CSVkK+lyi+G/joiDAAA+BZltV93wbgrYV0as91ld74bunZsd/drA9rA2+rZ9iYgTVXVjtVfAEntBjT/khco18kBONy8K37j3cQT3AmFWeDs08CL3ydVXE/8C/CTv9SpAXTsa2kBePUfAPERvgNfrMpAIKydzASB/B/aJowh8xqMACPbyNeLx/j3sFC5bnLEFjafy8h9ZLaBzsx2eQn44k1AaREvBc/HZZW/w+zoFeS2K36bbFKk7SlMNL92+88x82U66Z8tVWVIkBEpMxm538x2yVn3aZgO22Zk5NyzrcnUVFXFGTpsM68YOx41YJBG7h2WpwG5ChkiptRMq1LGJTR/lrxkUJiMfLZrQBo7ntHPwJZX8mOlVWgL9aZ0aCMwGblZZpvJyE1uvJerdWRAz8tO0sgBBArkGFyVFdRkc9VjPQPq2V6qk9fPz0YRNyDQRPJy0aD6i3m2m9eafqaRqzLvMm9B9gQAFQglMLmevN/PLpVRqbuwaeNRSFrRSEbudNg2mUi+d1sGk+kINwzeKP0EvyQdwo0SaZgRQM7bvKHDRbBwtLXm1wYGw3bfQVZUfPsA2cVzQ0IOaMFM+UrdWSiCCx3bgDbwajJyb6u/8pU698C1ZbbpicbTYbudZ/uitxFPsBFu/RHwocPA+x4C3vk14Pq/Bi64AfoIrwY0BXmZYU15NVW7gXCYDdtH+VVm5Yjcs81l5D5WfwHdmW1FBr7xXvLeTkzgHzf+LywjjsUI/ezpNhjsINul9gvQ/Y2qsu2BtVQjFT0CFBLE4tPry5jtck1xppyxlEaeJZc6GfliscaVI1edQxYl7HjUADYUlRZJvsEA7oGy2mcxAhmSZwFpzUO8lzLy0SSTkXdhttmincGmXxvQLCGmBjp9QJqJkCeN2Tb33hcrWQQF+rgxm2okuvEnFGYggTxW34Wk0UEwy5jtPhu2xTBRG9ZK7Xu2W9PIfZCRhxKaF7kd2UIl5BjehpFEGLGQBFXVqv8cgad8W+uv7oaiUUCaExk5oCkMuiSSS6KAj1+bxi7hCHYJR3G99FMAwPXSI7hQOIpdwhF8/Nq0rbDlTpAVFU+fJpvlF2/y8D3ToxjIyPsMPz86j+mlClKRAK45350FM2MCVJUcWG0xDtWidtDrVvvVZdhmnu3FYpX0WrMdv1qRLBhEd09kC5SViIWktgsYVh9T8HDYLvHqLzN7YCIAhTDQ8VHyb4LKzS/9L8CZ/Y2VVAy3PACsv5j/N2qCNc11Y18zdNhe0A3bUXNyRE1GTn9nNmwnfBq2uzHbP/zfwAvfA6Qw8Bv3Qv15EMBJzATW4wJAe8/bRK5L7RegMduyoqJSV2yxJsVqHRMCZSIS61z/DLVDJCghEw9hoVDFVK5sn820kkbO2G+djJyx2mPJMHauJ8cTQ2Y7Okw2I1SZvBd9UgCsCdBh+4RCPtteV38xeJlGPhrX0shVVW3PNEsBIBAB6tROYdOvDVhIIgeIXYS9n5enu76f+XHbZBp5sEwW9uVACpGAzc92fAwQJAiqjElpCafkYRSr9Y5qn54DHbZzNfJe6+ql7zEEInTYLhda3sf6nm0OVfVHRi4IZAgt58hGq5H9iQ/bWyAIAjZnYnjubB4nForY3mWt2RVx95ltWVFRpU0JsVCgMSDNCZj1rouMHACu+d5rcQ2rMaX79yNYwnfDf0z+8z0Ar7BeY9oJL87kUazKiIekVvvWGsCA2e4zsBTyN+6eRNilPuZQQOQ7sbbZp/kXAahEUmTAmuWKNZ7Yun2ss2d7mA7bikqZv7Dug+mBlHyhi4Qc0Hm2PRy2K83+ZT3iY5qU/LLfAtbvIZLXrgyl2HTZ9LC0VqqTT66jjBzQMdvH+FUsTGW5i1qioWe7WtCkYr3AbD/9NeChT5Cv3/z/gI2X8tfgrERP+jo23w6YjLxTMnMspC1y7PoZyzVFG7Z9SiJnmGC+bSchaVbSyA0C0phfe/1QlG/2HZ4ttCoFRHHg2/YK2WMAgFMKWRSmfQpIS3rKbJPPbaWuGAd7ZU8AZ54km59MKSGIZOg+8yTfgLCCkr6jtxtESav5M1H/lTJp/2EI0WG7FHIwcIkS2QAEsDlIPt/9ymznaRp5LNhfPFYoSo6JQbXSskHOPNsN2QfVZUCh9/OS2Qa6d22zc/DwVgDgTTcn3WS2i+4lc+tbRRpl5E6ZbTpsm2HhddZEvXMQgKMa005gEvLdG91nzfsB/XVEWOOo1GX829MkeOqGi91lXIZiQZRysv1hm/m1x15mGGJxeI6wSJPpSFcPXVASkYwEkC/XsVCoIhNPkOAuuUoO8k0pw07BmO1Ow3bch2G7Y/VXegMQjJOAqMt/Cxj/Sx5gZoj4GBnGDdLF9TDjB851kzrTk5x+8NT7u5bL9bYL67J+4ciGm0BUsw54jXbM9ulfAN/6HfL1Kz/Ia70Y83NSpXLjxePtg1tMgMnIOw0ekiggHBDpgr7ON6OsoFitY1zIkv/41LHNMJmO4NDUkrNEcjsycgNme8NQBFtGSBvCcqWO6aUKryfjSIwBy2cHieRuQxeOFgtJrm0WN6M5NdlLz3YsFEAsJKFYlTGXr7Sy6EbhlqoC3HWN9v+PWmOQWkIluyG9gTRQ5E4BGy/reNekxTTycJUMIRUnwzZANgDzZ7A5kMVP4SwMckVAPdsllZyPI30WkCaFCAESQwVzy5WGDatlI882Gz6lMAn78xLdNlrZJj9V2G3O0GHbjZA0DzzbbLNMEIBwQNTOaY6HbQvP9aK3ASPnAHcbKGya1I9uQevXXnsScmDAbPcVfvT8LJbKdUykInjFtpHu32ABjuu/mF97vI2E3KRfm6G1/su7kDRLzLYfaeRGi9BSVktiHtrSEGBmiPQGEtx164PAZe8hlwZBXmzY7rS4YQNhSxo5A5ORLx4nicMgagmWqt6JJWELx0hI0nZkE2P2+yatggVilbMk1RQgg/eX3knYp/P2Aa/9U3539hock+n3VZYc7Xqzz1s3Sa3et20HpZqsY7b9lUZrXdsOmAYrMnIDZpsN2+vTUYQCIrbQBZmhlHzQte0NGjq2vZMIBySxYej1UkYOaInkhl3bncItbTJIjBkzJSMHLNV/seNbtxYJhigdtqsRh+sRugG4XsoCcBYG6TvkGqCQ43gRYXMp8b2GYBQAEBEqLfkD3LOt/xzpJeRen6t513Y3z/ZWAMDmDPldTsy7OWy759lm5/BYUCJyfe7ZdktGbnJj4LnvNPyXibwUJ0GmHaAN20OePH6vo8+OCGsbTEJ+/Z5J12UYbNi2zWzPPk8uu/q1O0vIGbSQNHrg97D+i9d+NftJTz8BfPY64PQT/ETjpWebpZG3VH8BQPY4uYyPNcrqO6FNurgefIirtQ/f6iojT20kC0e5Qnq22dUmwnaYTz0alLQEaL8k5ACRwEn0dVmeJgP3l94J5KeA0fPpYllb1DLWbL4iaF3VDqTkXVUDFFyBYOP9pygqlZHTQBufar8YXOnatiIjN2S2yc9eP0QWYjuoZ+wlo5C0Qde2N9Ax22mPksgZ9Mcqr4ftEZpIbjhsdwq3vOUBrpixAksycsBS/ZdVGXmsRo4p9YhTZpscSyfpMaqv6r90KdklhBFlQ1Q/IUQ2Hwmz3ZisnzfybPsRjsbQSUauqg0BaQCwiTHbi24M2xYHWBPQwtHo6+nWsG0lzK2UBR77J/I13VxWAcyoaUzVHTLsBihU6nhhmmyWrMXaL2AwbPcN8uUafvAs8ZW6lUKuB2e2bQ/bz5LLtsM2ZbZNBiNk4qy/tLlr2wSzZRGL7Tq2D3wJOPYT4Kkv86E072VAWqeU2abdW7fQHL5lhK5p5FIAGNpMvjYKSesQttOwcORJ5D7VfgFkE4L6BfGV3wS+/JvA6cfJoHbTF1tCS7Tgt5qO0T9m+8eb8WwDOgWCjUUo28RZB8pGJP1mtsmA66hrm/0d6mWg3qVmiVd/DfGr9J5tADrfthGzzbxvg2HbNSgykD0JwNuObQb2OY2FJM/9gRqz3a06s3N+hllYl5Gz+q9TXe9qNSAtUSPHlHrEZhI5A2W211H1TV8x27RjWxVEVBHou3A0AFwKHqUycj0Mq7/8qP1i0HdtN2N5hmx2CCKQ3gRAk5Gf6FUZeY28njwU1q2ANCvP9T//AigvAiPnAh98GhCDEAXg1yt/iqfz7lr4ZEXFlx49AUUFMvEgP16uNQyG7T7Bvz8zjUpdwY6xOC5c7/BDaQDGrJn1ajWgVjKRRG5NRp6Jk+ez6EP9Fxvoh+OhxkCbZ75B7nDw69hYfgG7hCOIFsz1lVqFqmrDrr/DdvfwLZaY3THQyKD+y0zXdlm/cFxmw7bDhZtVsJC0qQPAS98n6b1v+xdgZEfLXdP6YZv9LRbsM9tmPNuA9neyM2yz71nHmG2fA9JcZbaB7htuBtVfmmebDdtEYWPIbA9k5O4jfxZQalCEAM4i41ntF0OaHnsCooBHDs87q7Tsgo4yckDLz1i/B7jukxbCLY1R9JLZjnZXI+mRkMkxRbFb+8V/MNkAHFXJoNBXAWlVotpTAjEAQt91bAPQhm2h2jps0/eCMbM95P1zi3Rgttm6KLURoGn4LCAtX67ztYttsKR1FwPSSlWaRM5C9NwKSNPLyJUOPfVzLwI//wz5+g3/fyAYAYbIRsWEkMWhKfcIrfsPTuGqO3+I//VdQsYtFGq46s4f4v6DU679jH7BICCtT/Ct/eRE+ZaLN3giUXIkI597kYS+RIc1CaYONVnh/hnzw3Y7Ztv9YZsN9CPxkHGgTWEO1/zo10hVwjQAuFuJAKCBVTaUkbOTytAWV39ut/AtVVW7y8gBXUjaMX6Vma7tkj4UjsnIDd5DniB7gpyYAk0BWVf+LvEIZ09ojD0F+51yxZphCrtV5Ex7thmzbZ3xYZsomox8pTzbDoZtUQJCSaCaJ1Lydhsycl3bkKPMdqUuY4b6ENcPkefCqkcMmW0uIx8M266BSsjz4XVQSqKnw/b9B6fwJPUHLpXruOnun2EyHcHt1+/Evl3ubzSNdZKRA1p+aRu23AAA2GBJREFUhhQiSppL39053LILylaqv9jPByylkVfrCso1uevgmJKzAADVqRqJMtsZmQ7bHirIXAdltmWJHFv6rWMbAPdsNzPbNVnhWTKGw7aXtV8M4Q6ebZ5Erq2LoiEJY8kwZvMVnFgoYncsbf9nM7a4ukwsZsFI5/ubADuHcwWE2wFpqkw2nNv9bf79j0mS/Hn7gHNeR64b2gIsHMEmcQbPujRs339wCrfd8wSatznP5sq47Z4n8OmbL/HkeNyrGDDbfYCZfBkPv0R8GG6nkDNoAWndpHAG0Pu1DTYCjs8XUVdUxEMS1qXMLTBaAtKYT9mDgLQGZtsw0IYcLmqqhP8T+X3Xfz6gLaAAf5ltoLNEuViVUaesUEepc4eu7U5hO8Yycp8825/aTVKBj/2k8fqf/hW53mDjhX1O8pU6FIMUdqvIcs92Nxk5ywywzviUajKiKCMlUFmdz55tVv21XKlzlsQWIiZ82/rbaKjadI4sHsMBkVtFmJ1leqnSyuLx6q+BjNw10GF7IUjee+kutgm7YAu8ZksMW+B5waiMMGY73+HcaSI/wyzYcTpiOiCNysiXz5LNqA6IhwJgqnsz7HZKoZ+3hDvM9rBM1jmGNWq9CurZliU6sPa5jHxW9z7WB8I2pPr3ioy8KYmcwTUpeSStrQddkpKXmjfLOLPtULEaCJMNaaA9E//ifwAv/jsgBoFf/j/a9XSzYpMw68qwLSsq7rjvUMugDYBfd8d9hzxVHPUaBsN2H+A7B6agqCRYYMuIuYAxq2CBNbaYbQt+bbOsfKZl2KYHkar7w/ZiUcdsdwi0eUv1z/Bt5SrXfz6gJZFLooCgUZLpIg1I82TYbi9RZsNgSBKNGXcGAxm5mbAdYxm5T8O2jaRgtruvqkAxTqRXdmXkiqJqnu0uTF885IzZ5qx2KOHcG2YR8XCAvxemnfi2u/WtApqEPJQkWQLQ/NobhqL8+JOKBDGeJAPPERreyDFgtt0HDXickYhlwwtme6UWeF1l5C6DL9bNdjnHx8jiWlVI8GMHiKKgq//qfqwZUrPk+1xitsNKCQkU+ysgjcrIa5TZ7ksZOQtIExqZbVb7FQ1KjesSPwPSeBOFwSZrGxJis1shaYLgum+bp5HzYdslZhsA4h3S0+Ua8O9/RL5+xX8DRs/RbqOv3yZhBqcWS6ZtJO3w6NGFjrYxFcRW9uhR9+T5vQ7Lw/bc3By2bduGY8eO8eve//73QxAE/u+cc7Q/4sGDB3H55ZdjeHgYH/rQhxoSj3/84x/jggsuwOjoKD7xiU84+01WMb51gMi/3rzHO/mno+qvrknk1vzagMGwzXbsvKj+WtYx24DB8KRtEHhV/cXl1AGDj6Qic2bIi2GbS5QNpHtM5pyKBjtvlBgw22YWbTzsZyWYbRtJwZGgRLoxAeQiVJ6ZP6PVhlnAcrUOtu7vKNGHllxq17PN/do+d2wzTNKQNGdd23TR1YnZ7lT7Rf3aDDwkrdm3zQaH4jz57A3gHHTYPgPy2noRkLZSC7xRKiPnliePwdVAZrucRVHLaTBV/2UykbxeQRJkmJFSDo/Z4QTfTFsnLPZlQFpNpMx2Pw7blNmOoNGzzd4Diabu+obqL6/RSUbO1htN66JNw7T+qwdD0hrSyBVZZ3tyIHdnYNkJRonkj/0DMPcCuc+r/6DxNmpP3BEg3/fclLN19kze3Hne7P1WAywN23Nzc7juuusaBm0AePzxx/Hd734Xi4uLWFxcxJNPPgkAqFQquP7663HppZfi8ccfx6FDh/DZz34WADA7O4sbbrgBN910Ex555BF84QtfwIMPPujKL7WacHSugAMns5BEAW+6yLthe8iJZ3uGMtttO7at1X4BHZhtlz3b1brC0zaZdB1Pf6XxTvExyLFxzKspFKoyFA+kL+VOCbNLZ0iPpxj0pCOZDXJG0j3Nr92FRWEnu3KW73qbWbStqGe7AeaTgvnGFJLaJhCrZrMAtpERCYpd2RDGbNtZhJZrsi6J3F8JOcOEGyFpXEbeidmmmwoNtV9s2G702zHf9kvNvu3YCACBMIEuptCuadDNwhMKGcq8YLZXaoE3mmQycp+Y7ebqIDNgUvKciURyE1kbAPjmaE2VEIy5wHDSjcAJYaG/mG0qI6+J5H3Qz8M282wzUmzZqPYL8JnZ7nDcb6r9YuD1Xz04bJfoOTwWlBoDf91gtts918Ic8ODHydev/ZPWwZ7KyDeL5DPtVEo+njTnbTd7v9UAS8P2b/zGb+Ad73hHw3X1eh3PPPMMrr76agwNDWFoaAjJJHnTfO9730Mul8MnPvEJ7NixAx/72Mfwj//4jwCAL3zhC1i/fj3+5E/+BOeeey7+9E//lN9mhEqlgqWlpYZ/awGsW/uV54xiLOldZD5PWbY6bNfKmnTYA2Z7vlAlB36PPNtMQi6JAllkzL0EvHA/ufHl7yKXGy5D7fcO4CzIgcyLXXc2bIcDHfzaQ5sbOp/dQieJcs6kpxihuFahRZ8vW7R18unyhaOkaCdwP6u/bCQFMy96rlwHMlvJlTZC0rI8HK27fzXG+tBteLaLehm5B5s1ZjDpRkiaGRk5r/3SFhNncu2YbbL518JsSwFt0TJIJHcHdNg+UiNMmBee7ZVa4DEZeb5Sb8je8ApFLiO3cC7gIWlmurZZInmX8xwdtueRQsTK4N/2B9NhG4t96dmuCP3v2Y4JFZRrCn/9ecd2c1f9Sni2m4/71SLJIQDay8hdGbZZIrnbzLakbSBIIUc5Dhw8kbyJ2X7w/xAZ/sRu4OW/2fp9Q1sBAMPyPMKo4tAZZ/PV3m0ZTKYjaKeFFEDWBHu3+fD+6RFYGrbvvvtuvP/972+47umnn4aiKLj44osRjUaxb98+nDhBTqwHDhzAFVdcgViMvPEvuugiHDp0iN/2mte8hktT9+7di1/84hdtf/bHP/5xpNNp/m/Tpk1WnnpfQlVVXQq5t4tk2z3b8zSJPJLWhi0dVFW13LENACNUmletK+Tg5FH1F2POh2NBiKIAPPRJ8vuc9wZg11vpnQ4jHInyvlY7IVXdwDzbHZPIdYmbbqJTQFquRF6fbjJnAC1VWN06WxVdt3esniVXCpI/u+UMLCn41geBy95DLj94UFucGn2L/vdyUP+VLZnzawPOmO1SbeVl5O4w20xGbsKzrZORn86Sn9k8bJ8zThZxLcw2MPBtuwlF5ozqi1WyuPKC2V6pBV4qEkCI+ln98G2XmtOMzcBS/RdVJHVZC8h58tmYU9PcWuMItCVhnbDYX2nkVTZsU2a7L4dtlkZOzklMpbFs1LENrIyMvPm4z9Rk4XTLmoEx26cWS84zGpg02wvPtlvhaAxsk7ige65nDwK/+Cz5et+dxoRNLMPX2BuFWTx71tmwLYkCbr9+p+Ft7Ph8+/U7+Zp6LcDSEXLbtm0t1x06dAjnn38+Pv/5z+Opp55CIBDAe9/7XgDA0tJSw/cIggBJkrC4uNhyWyqVwpkz7asp/vAP/xC5XI7/O3nypJWn3pc4eHoJR+YKCAdE/PKF3so/2eKnWJVRbUpy7Qju177AMIl8drmCfLkOUQC2jMRMP2xU541dKFR1u5vuMtvasB0iIWRPfYnccPX/AEZo9sDCEQiKjATd3V2uOOxuNEC5rpNTN4OdVDzwawOdA9JM1X4xNIWkdevZLulYoGiVnrzjo8Rj6CcsJgXz4LeSs/ovxmybeW2dMNulah3rBPr6rjizXbL/IFbSyA1k5Buame1xwmyfmC+iJjcd8waJ5O5h6Qyg1KGKQbxUIgs6L4Zt/QKv+Uzk5QJPEAS+OTy/7L1vu9TJctQOaSojt8Rsdz7P1ZfIsD2vpowVWVZBme11wgJOLBQ970d3DZTZLgt9LCPXBaQB2qYRU6Ul9My2ouiyMXyUkTev/XgS+daWtee6VAQhSURdUTHl5JwDeCAj1w/bLoajAa3PVVWB+/8nIZB2vgXY+krj7xMEXUjaLJ4/m0e9+ZxoEft2TeJ3rz2n5fqJdGTN1X4BLvRsv/Od78Q73/lO/v+/+7u/w7Zt27C0tIRAIIBwuHHhGolEUCwWW25j17dDOBxueazVjm9SVvt1O9c1Huw8gH7nMleqmZesM7/22PmGNzO/9uZMzNIJWRAEjMRDOJMrY75QxSaPh+1MPAQ8/Fekf3D7a4CNl5GTSiAC1MtA7gQS4QBypRqWPWC2K7UOw7aHtV9Al4A0K8N2U0hat0WbftgOlajsya9wNAfgzHa5pv3ONuq/tNovE8M2fV8UbchUi1UZOzmzvTKe7XUpF5htKzJyymyrqto2IG0iFUE8JKFQlXF8vsCZbgADZttNUAm5mt6EapEsis1YJ+xg365JfPrmS3DHfYca3msTHvZsA0RKPpUr+8JsF/V1iWaRsiAj76JIYqjnZxAGMIeUK8z2M8txXAhgQljEizPLnvejuwY2bKOPh22dZxtQtWG7YuDZLmfB8/39GLbZcb9eIonaEj1fdlgXSaKADcNRHJ0r4ORCCRuHzRM9LXA7II1vlgW09axbDSHNMvJn7yPVpoEI8Po/6/y9Q1uA6YPYHpjDj6oKjjWfE22AbYG86pxR/NplGzGeJMqitcRoM7g+wY2Pj0NRFExNTSGTyeDgwYMNt+fzeYRCIWQyGczOzrZcPwCBrKi4j6aQv+Xi9pJWt0A8ywEslevWhu3Z58jl+AWGN9vxazNkEmTYXihUgCir/vJGRr4tvAQ8+Xly5dUfIpeiCGR2ADPPAPOHkaCbPV4kkmtBYZ1k5Ftd/7kAEA22D0izwr42s7wsVK1dzzbb4Y0ERYhFn5PIHSClzzdYv5VcaUNGnmO1XyYGj04bIt3QKCNfKWabDLpnnVR/mUkjZzJyymznSjU+nDB2nUEQBOwYT+CpUzm8NNO0sGC5AQPPtnPQYbuaIOxqKNClRtAh9u2axOt3TuDRowuYyZd9WeCxRHI/hu1yc3WQGTBFixkZuUlmW6We7SzSxILlAPcfnMI3fr6Mu0LQVDjQ+tF7mgmjaeRFtZ9l5NowGkYNs1Shwc7dDWnkLFslGHfHZ9wNeta3vKTVW7VJImfYSIftbx8g73nbxwAuzTZI+LYBbgMJ6pltt2TkujTyWhn4/kfI/3/p/d1tiPT2ixI5YAE4NJV3PGw/doy8V/btnsCbfZhjehmOz3gf+tCHcO+99/L/P/LIIxBFEZs2bcLll1+ORx55hN929OhRVCoVZDKZltuefPJJbNiwtv8YevzsyDxm8hWko0G8+jx/BpB0jCWSW5DCsWG7HbNtw6/NkImTA/lCoaZ5tj1itq9b/jogV4HNv9QotRnZQS7nX+IDz7IHfjLm2TbcFfeJ2S51CEizxGw3BaQtlWoNlX8M5ZWs/XIApjJ58mQWT+Tpzn72OFFCWAAPSDPDbHdIjO+GUqWGcbCAtJX1bGeLNftJwzaqv1jH9mgiZKga4fVfzb7tBH0fFgYycsegNphijAx8Q91qBF2AJAq4cscI3nzxBly5Y8RzJmWEd217LyMv1mww20xGXpgB6p03BMx6tlVqsciJQ+afhwFYP/qUSvy/PMwR3vajuwbas11UyYZLX/ZsBzXVTwxlzbNdNvBss2HbD782QJhsthmg79puk0QOkM2bXxwnz/OLj57ETXf/DFfd+UPcf7Bzz7wheHe1O5WBjFiJ6QPSXJeRLwA/+1ty7E2uB676YPfvpfVf5wQJg+80kbwmK9h/MgsAuHzr2glCawfHw/aePXvwkY98BA888AC+//3v433vex/e9a53IRaL4eqrr8bS0hL++Z//GQDwsY99DK973esgSRJuuOEGPPzww/jBD36AWq2GP//zP8ev/MqvOP6F+h2youKRw/P4mwdeBADs2zWBkBvhIybAGDbT9V/1CrBwhHw91o7Ztl77xZChQ8hCoeJZ9ddCoYoMlvCKhW+SK67+H413YL7t+ZcQ555tD9PIm0/UlWVtwe+xZ7tT9ZcpjyU76eVOkQ5WeoJWVOPHbuzYXsnaL/O4/+AUPv8zMjz85MU5vO1LJ1CHSKwGLBnVJJiMPG0mII0x2zYC0sTSAkKCDBWCYYihH0hFApyJs81um5GRNzHbZ9qEozGw+q+2XdsDZts5KLOdj5Bhe7hbs0EfYpQP234EpNnwbMdGiJQUIB76DjCbRi7Q89KSNGT+eRiA9aOfVcnG5RiykKCdL7zqR3cNlNkuqH0sIxcl/v6I6rq2mWe7IY2cJ5H7GGRq1LXdhoS4/+AUbrvniZYMGqaSsDxwe9az7UFAGtsYyJ0EfvTn5OvX30HaYrqBMtuTKlnHOE0kP3RmCaWajHQ0iHNsKFtXGxxPcTfffDPe/va341d/9Vdx0003Yd++ffh//+//AQACgQD+4R/+Ab/7u7+L0dFRfOtb38Kdd94JABgdHcUnP/lJvPGNb8S6devw/PPP4yMf+YjTp9PXuP/gFK6684e46e6f4Wf0xPIfh6bt7cZ1w+kngM9eRy4p0la7tudoEnk43dYLyhaxtmTklNme1wek1Qok3dYlLBSr+K3AvyGoVID1lwA7rm28Axu2517kvqWCh8x2pNnXzsLRIkOt3YgugQ1BRoyjJWY7PkqkZVCB7AlEgiKCEmGUjFgSLiMPSZpEi3mOehDsJK6XxdcRwGmFPOefd2hTMIKV6i8u9beRFxAskpNnKZjR/G4+QxAEXSK5zcAaM2nkTdVf3K+dNh622SZgSyL5wLPtHuiwvRAiqgozm0v9Bk1G7i2zLesbHKzUbQmCJiXv4ttOmawBFWnORl5yNnSx3vN5pFFXRUiCilG0qlfc7kd3DTVCKBQosx0N+Rzw6RZYIrlQ0Q3bBp5tPzu2Gdj6jx37FcUwOJapJIw0ELZVEvph20ChZxXeBqSx9ZMKyGVg415g96+b+176OqbLZDPOKbP92DEyw1y6ZdixzWQ1wNZRQVVVbN26lf//4x//OLLZLObn5/FXf/VXiMe1XZQbbrgBhw8fxr/8y7/g2Wefxc6dWhz8+973Pjz//PP4whe+gKeeegrr1q0M69ILYAv55gChxULV3m5cNxz4EglOeOrL/Cpe/1U0OWxzv/bLDJPIS1WZyzjtDNss4XVhuarJyAFXfduVpXm8S/oP8p+rP9T6e3Bm+zDiIe+Z7RYv46K3SeSANmwb1UpZGrYFoSEkTRAEXdd262M3MNuMQfSzY9sCOp3ET6jkOX//4Z9ZOonnrFR/dZD6d0OkTF7bYmRlX1vHXdum0siz5JLKyNuFozHome0Gq8Mgjdw90EXxtEjO70NmjiV9BpZxwuS3XqGhwcEqg8pD0rox251bJBgCJcL0LQedDV2s91yBiBkMAQAmhFYW2+1+dNdAme28TN7XfclsAw0haWzTiAWkNXq2faz9Yog0qZqWzxI1mSABaa0GmKkk2sGWSoIN20rNFRujYfWX04C07AngzJPAwuHG6y9/DzC1n294dsTQZgBAoLqEFAqYyVcw70Cpw2T8l231cVOmh+HLFtzExATe9KY3YWRkpOW2bdu24Q1veAMSibUrM/BkN84I7AN5Zj/wzDfIdQe/Tv5/5klsCZCTp2lmu4tf+8gcGYoz8RCG49algxn6PYvFKgniEOkizUUp+dXZbyAplFAYOh84b1/rHUbPJZdLpzAUIiceb4ftphO1x35tQFf9ZcCaWpKRA9rzNFH/1U+e7U4n8RMqGSLS5VOWTuIas23es12syVAsHgfiFTJsV6Iru5k5kSIDr+1Ecr2MvB3D0FT9dZoP28YL9c2ZOCRRQKEqY3pJt7DgzPasZS/+ADrIdR7KNSWQ19SL2q+VxkjcHxm5Xn1kOWSO+bZp53k7JHnWRofznKoiUCbrhWLQ2dCl70efNvBte9WP7hpoz3Ze6WPPNqAbtqsGzLaBZ3slZOSM2WbroqFNgKRtBJhVP1hSSQSjVLEHLeXbAbQ2AV0auVNm+1O7gbuuIf/0+Nf3kes+tbv7Y4TifP21d4g8r2en7G0uqKrKw9EGfm2CPtW7rC54shtnBP6BfLU23BTmyP/vugZ/8OyvAbDBbHvg1wY0b998oUpY07DLIWmVPG4of5v8jEt+z7jfOZbhJ5WNClEXeCMjbxN648ewzfzAtcbfS1FUPmynzLJRzfVfHSSJDX2x7P2Y6M1hu9PJ+ThltjcLM5ZO4nY826qqdbKbRaJCXttabGWHbdeYbaXO2aQGKIq2GGtitps7thlCARFbMmSR+ZLet802fVRZW1wOYB1Lp8lrKIVxpk4WlEOr0bOd1J2rPERJV/tlOWTOZP0XD0jrxGyXcxAVcnsl5Gzo0vejM9/2uiZm24t+dNdAZeT9z2yTY2RMqGgBaRXq2Y4YebZXgtmma7826yKz6gfLKgl98JhDMHUaCUijm8NOh+0b7wbENrYSMUBuNwMakrZ3iJxH7UrJj88XMbdcQUgSsXuDN/bHfsNg2O4BeLIbZwTDDyRliMQAHrjgfwPo7tXimH2eXLbt2Lbv1wZ0MnK2gGEHJJdk5Opj/4QhLOOwMong7rd2eCJESj5ZJ4sUL6q/uGe7RUZ+jFx6OGzH2zDb+UqdE4imZORAS/1XpxqZUpX51EUds92bMvJOJ2fGbG8RZkyfxFVVRY6nkXcfPiIBiTscrPq2U3Xy2tbjK9OxzaB5tm0ex0IJQKCfDyMpeSUHfjwzGZAGaE0JDYnkUlBjbga+bftg8sWhTciWyPvW9LGkj8AC0haLVdRl75QQDUnGVmGy/ottkFbrCt8EbgELR1OjEIPO5d2sHz0fIptc75W+g90CCV/9zSu39G7tF8A3/nJ15tnu02GbhmhFUEGhKqNUlTVmO7zCMnIekEuP+7z2qzGJXK+SMIJtlQT7XR2GpKmqytsEGmTkYYcD6UVvA255wPi2Wx4gt5sBXWdeECUbzHaH7cephHz3xnT/Kj1cxmDY7gF4thvXjC4fyNltbwZgUkZerwDz1B/iQcc2oMnIF1joTIgdcJ0FNwAAaiWoP/0bAMDf1d+M4UT7xTgbtseqJwF4JCOvr6SM3NizzTZdokEJ4ebgtnZokpGnOnRts4XjiFQkbCXQswFpnU7izLO9RZwxfRIv1WRU6aLcjIxcFAXOmFhNJE/XyQJBTa7sgpUz20s2A9IEoXMiOQtHC8aAQAg1WcF03sSwTY9PLw0Syd0HH7Y3cyXHapSRD8dCEAWiPFnwkN1mn31bC1gmI1/qLCNPhAJ8Y8/ouA2AD9vzasr8uaEL9u2axK9dsxcAsFGcxx+u3w8AeOilud6t/QK4jDxXJ+e6fme20xJ5/84tVzpXf/kqI28Kx2yzLtKrJJrP1ez/tlQSLiWSV+oKJzCiXgSkAdDGOhvjHU0k3yqSz/chu8M2DUcb+LU1DIbtHoBnu3FGaEny1n4qD0gzM2zPHybywHAKaLOI5zLycXsy8gxl/PKVOqp1xd36ryc+B7E4i5PKGH4QeFXnxQvt2h4pk4Wjb9VfqqpL3Nzi+s9kYMN2c1UGsxNYYqL0XduKgmS4vYyc/c6jAj2gR9LEm9+D6HQSP0mH7QyWINXMvTfZaxuUBNMsFfdtW+ypzsh0gbBCHdsME05l5IAuJM1gEdBU+3U2V4aqEqn4SIfMiHOMmG2g0bc9gD2w49fQZk3JYSJ9v98giQLfHJ710LftjNmmMvIuzLYoCpzJbCslp5+JOaQRdqOalObJMGk6AFxR+hFeETmB2NzT+PGj1poefEWNDNuLNSoj71dmm3q2R8NkE/jkYhF1usmR6BMZOaCpJNj5hmEiHcGnb77EnkqCDdsFZ55t/bk7Fgq4F5AGEOtTYhxYvwe47pPkMjFuLQeHyshH66TB5KWZZVQs2tYALYn8si0DvzaDhe6IAbwCW8jfds8TLbc52o0zQjMjFEoAoSgQH0O6ZKH6a/ZZcjl2vmESuaKoOOKQ2U5Hg5BEAbKiYrFYxTrm2XYqI69XgIf/CgDwafkGJFOxzvenzHaqSBaOXni2SzWdpJpheZombooNiZtuQz/EqarKvYCWksgZ0ptIQijtndb8fwbMNj3xjLCalx4NR2NgJ/E77jvUIIVOpDOoqsMIVReJvG3yoq6PpW1khEx7L+NhCXPL1pntUZUM29IKD9uTtH5rbrmKSl22x4jx+i8DGXnb2q9Ix+oRXv/VwmyzRPIBs20bemb7JfPp+/2I0UQYc8tVzHtY/2WrY5shTYft0gJhY0Ptz3upaBBL5Xp7Sxlntl2SiRoEOInFeXwZ/xMIA7gfUF+Rte5T9wN02F7qe882eT+MhOvAMnB0jpAlggDE9e+3lQxIY+tXqpzjm/tN2LdrEq/fOYG//P7z+LsfHcbOyRTu+72r7K+hmeLOIbPNzt2hgEiei1sBaQD5fH/wICCFyB/t0ncDctUagUFJnUjhFFKRAJbKdbw0s4wL15uXuS8Uqpxou3TLgNlmGDDbPQK2kG/eJXa0G2cElkQ6vJ1cVvPAu/8dSG+wVv3F/dovM7z5dLaESl1BSBKxcbjLMNsGoihgmC7M5vX1X04D0g58EVg6jXJ0HF+Tr+7IegEARkgieTx/DIBWh+EmyjWDRRTbvU1v9LQfmQWkyYrKpc2AzWFbCpKEUABYOKqr/mofkJZBllzRo35tPfbtmsRDH74Wf/Ar5wEANg1H8dCHr0VojH6e2N+sC7IWar8Y2KaIJc92rYwhkM9LYGiD+e/zAMOxIEL0+DazZJP9Y3LCisGw3Vz7letc+8XAPNsz+Uojkzfo2nYOPmxvsaeU6SMw37aXieRFXUCaZUSGtFTlfOcqUS1ro52MnDB8REbuwjKyQ55MXZXwgepv40cv9KDCRFHIxjKAokr+/v3LbJPjZCZI/ubH6LCdCAcaNznYsL0Snu3yElE2MrVRB3udJAp47QUkTyVbrDojq1zybDNZviQIeOTwPNSyyzLyQFgjvwTBulKQMtvC4nHsnCDnRauJ5Kzy65zxBFf7WMbpJ4DPXkcuVwkGw3YPYd+uSWwaJge82169A1+89Qo89OFr3Q0HOfMkubzgTcDWV5GvaQ0YC2paKtUaO2eNMMOY7dZhW1ZUfOcp0uW5LuVMFsx924WqTkbuYNiW68BPPgEAeHbbu1FFsHstWYYMUsFqFkPIe8JsV1j1V8Bg2PbQrw0AMd3CTR+SlrOQlt0AXUialkbe3rOdVrLkih71azdDEgVcv4cMrmeXylBUVfc7HzX1GDkLtV8McS73N//+U+miuqwGEUm2Vi/6CUEQdL5tp13bRjLyxtovM+FoABksxmlP8mGjRPJB17Z90GFbXeWebQAYpYGeXg7bjmTkgqCx213qv7giqR2zTdUec0ghbLWCzAgd8mQ+u/Mf8S3lKvzdgy85/zlug7LaAFACrf5yycPuO2hA2hAdthmzndL7teWaxi6viIx8SbOmRIc1pVMbbB0hRM/UUrl92J8ZuJBGfv/BKbzzH34OgHyOf/PuhyDUaX5J2AUZuRtIbyTKRLmCy0fJZ99qSBr3azthtQ98CTj2E+CpL9t/jB7DYNjuIaiqipOL5MP39ss34codI+7XXbBhe/3LgT03ka8PfBFQVc44VGWFp2O3BWO2xxuH7fsPTuGqO3+IO+8nt59cLOGqO3+I+w923klvB1b/tVB0adg++DVysI6N4hejNwBA9923UAxIkXCZ7cKUx2nk/g/bAUnkjKM+JI2xr5aZqIw2eHbs2aYsTUqmO+WJ3me2GTYMRRELSajJKo7PFxq96iZgZ/CItvHWd0I1Sza9zqoZRMIr7xqaSDlMJDcjI6fMttax3XnYBvS+7YJ25YDZdga5xmumyvGNJHcDq7P6CwBGOLPdozJyQEsk71b/1aFFAkBDQJr7w2Xjmuetl2xASBLx2LFF5/WnbkNXQVhGCOGA2NGy0tOgzHZKIn/zozpmm4MdY4Gug66rCOs8222SyI2QiYeQCAegqsCpxWLX+7eFw4C0+w9O4bZ7nmioBkxAe+/8+0vuNOw4hhTkG3IXJ8k51vKwTZnty6z2a9PcBpzZT2YSAHj6q+T/Z57UVFJ9isGw3UOYzVdQqSsQBWDDcPcFomXUq8D0QfL1+kuAnTcQn878S8CpxxAPSQjQEwUbtNo+zgJNItcx2+yA0ryQPpsr47Z7nrA1cPP6r+WK8+qvU48D3/kg+frK38FMmSwSMmYWfzQkbbs4hUJVhuJyOqqWRq77SPo0bAMaa1qqGjDbVodt9nx1MvJOPduJepY+id72bOshigLOpQPaC9PLDb+zGeg922bBKtoKFobt+iJhsKYx3BNeQq1r22Yieac08qaANK1ju3uLg2Ei+SCN3BlypwBVAQIRZMUhAEBAFBr9n6sIXEae957ZjgZtbpzRTWOz9V9GiiQAOhl52h1mG9AFPF0M7P51eqWAkaiEX7uMPO+/7TV2m3ZsK4EIVIj9KyEH+LCdpGnkJxbIcNrQsc1qvyJpQPJx81avaLKwLhIEAVsou31szsmwzTzb1gPSZEXFHfcdQvOKMSGQ81NRDeOj332xdxL3qZT8vBD5Wz87tdRd6UpRrsl46lQWAHC51STyT+0G7roGuOvV2vm9OE/+f9c1hrkO/YTBsN1DOE4PbuuHoghKHvxpZp4hgQnRYXKgCieBCwi7i/33QhAEPlh1DElbOEyqmkJJnnDa7oAC8OZb3HHfIcsHlAYZuVPP9o8+TnaipRBw+S28oiWTMDNsk5C0bQLZMGiuyXIKNuQ2Mtssyde7JHKGmMEgxwZkK1JnAA2SarZo61T9Fa/RE3gfDdsAcO46svnzwnTesozclmebeuuLFmwM9Rx5v85i2JtjikVM0JA0+8x2Bxl5E7N9xgKzzULSGhLJE/T9OEgjt4eG2i/ynh2KBXsz5MoFcBm5p9VfjNm2+VlmMvIu9V9mme05Ne1a9RcPeLr1QeCtdwEb9wJQgYc+gfddvQOiAPz4hVkcPG2galkpUGZbCZCBrhc2NG2D+vnjAnn/1mSDJPKVCEcDGjdZLZIQW0fI78XW17bggNl+9OiC4fkuSZntZUQxlSv3jmqDhqRNqGchiQIWizXTtq+nTuVQk1WMJcPYnLGY1WSY20AhBsjtfYyVX30NwHFinhwMLL9JzYKFDax/uRaicPE7yOUz3wBqZXMhadyvrSWRtzugMKiArQNKJk7YgkYZuQVmm0tTngQOP0iuEwPAwhEkFw5iA2bNMdujJCRtu0gqESyFVJkA8xMZy8i7y6Wcgtd/6QY5zr5a9VgySfXCUV0auQGzTReOMTZs95GMHADOW0c2f17UM9vZkyQXoAvsebatM9vqEpGRz4sr69dmmHRa/8Wki12YbVVVcXrRioycHFsahm3GbBdmAZM7+wPooB+2V3k4GgCMJr1ntsvcs22X2TZX/9XVs82rv1KNaiynYAFPoghc/ylyrn7uO9g892PcsIdI4P/uRz3EbtOObVkix7X+HrbJcTIqNG4WNXRsr0TtF9AkI6eqSpPD9mbKbB+fL3S5ZwewYbuUNXV+12Mmb3yuS4K8d/JqtOP9fMfQVgBAcOkkto+SjQqzUvLHj2t+bcubqh1yG3DLA+T2PsZg2PYDJpP1mGyHyV5ch96vzbD1VaSuqZwDnv83Plh1ZLYN/NpmDxRWDygZ+nwaAtKqFphtLk25hvSCA2Q3+q5X4/ap38bDkQ+YS0ykzPYOOmwvV0wktltAuc482/QjWSsDeTIo+SEjj4VbO5wdy8hLC0hRqdRSqd4iReIbDBW6W9zPzHZyEpDC5D2WO9n1e9nw4TWzzVKHF6XeGLbXOfVss0VXF8/2UrnONyXWp00w2+OU/Zgvcm8xfz/KVeDof9p7vmsZ+o5truRYnX5tABjzJY2cfPZt121xZtusZ9vgWFOv8o0tkkbu0YC57kLgyt8hX//bh/DbryTD9vcOnsVLMw4bSdwCDUirS+QY40oN2kqBBqRF1Mb3b6Nnmw7bfiaRA7oeahWYfoZ82ab2qxksJO3YvANmmzP5qrapaxLjSWMbE5OR5xHteD/fwdZvi8excz153c0mkj9+zKZfuy1Wz4i6en6TXobJZD02bG/yitnmw/Yl2nWiCFz0dvL1/ns1GXknZpt3bGvDttkDhdUDSoYuYGxXf3WqFAGpFDE3bBPP9hachQAFyy4y24qi8gU+P1kzViiU9OXExhLJ9fJ428N2OMkHlXSJyBWrsoIKG2IomIw8VOlPGfl5dNg+OldAVQGXX5kJSePhcxaGjxj1aRYtpKpKy2TYXgr0xmvrnNnulEaepfdJcwl5Jh4y5aOcSEUQD0mQFRUnFigDEowQywkA7P+Cvee7lmHAbA+v0iRyQMsXmS9UXc/0YChVyTHUVho5oHm2uw3b3LNtsA6gvlUZInKIu1P91Q6v/jCQ3gzkTuK8Z/8Gr9+5DqoKfPpHR7z7mVbQNGyvBs92SG08Nqd6QUYeiGjruOVpcmmShNhCZeQnnDDbUkD7nQvWfNt7t2UwmY6gmedlzPayGsVkOoK923zewGgHto7JHscFk+R8e8gEs60oKk8it+zXZoiPkTR0ALj8FmD9HqJ47LO1oREGw7ZX0CfrHfwaue7g1zsm67Fh2xMZebWoyb/1zDagSckPP4DNQfKhMsVsj13Ar2p3QGEQAFsHlBHD6i8LMvIO0pR3qP8H31KuMjdspzcDYhBhVDGJBVfrv/RDKB+29b4kHzyO8XBrQJoj6SeVvkeXT4KFszZLyUs1GRFUINXpSbDPDqjr0xEkwgHUFZpIbsG3nbUjI7fBbAcKZGGyFOqN15YN2zP5Muqy0uXeBugoI9eqvzS/trnNPUEQeN/2qaPPa8duhX4eXrh/1aSi+gZ9xzbfuFu9zPYItTzJitr5/OkApRr57NsethmzXc51PI+mOrRIMAl5XhyCCtG9gDQjhOLAm/4v+fqRv8N/v4hsUn5z/2mcdOLBdQtVcu6qiatHRi7JJYR0+R4NzPZKycgFobEeSwxqloguYErRU4sl1Oyccxhs+rYlUcDt1+9suT7Jme0Ybr9+p/vNQ3bBMoKWTmPnOHlfm5GRvzS7jKVyHdGgxId0W1BlAALw2j8l+Q0fPKgdt/oYg2HbK+iT9diHszDXMVmPy8gzcfefz/RB8iZOrNPqPxhGdgCbXgGoCl5Z/CGADsN2vUrSywHi2aZod0ABtCIPOwcUNggvFqtA2GZAWovfktVcyQ0/oyOkAJctbRenDAO/7KKkYyojjCVgEky2y+gxOgWk2Ru2twIAxOxR7vlqTrYtVRWMCvQgHohomyl9AkEQeGXUC9PLluq/cjaqv4z+Rh2hqggVybBdCPeGH34kEUZAFKCowKwduW3YXPUXH7ZNSMgZzqGJ5Nd877XasZtZT8q5VZOK6ht0w/Zi0XogYL8hFBD5sdIrKXnRKEjTCsJJbWjpwG53ZLbpsJ0VyWfR817p836FBLmqMl72+J/iVTsykBUVd/+kB9htGpBWpcN2X8vIaUCaUC1ylQbQnEZOmW2/ZeSATkoOYGgzIJp7rdclIwgHRNQVlZ8XbMFBSNq+XZP49M2XNOQbsOqv3ds3Yt+uSfvPy20kxoFAFFAVXBgn67OjcwVuYWmHxyir/fLNQ/bDWI/9hFyufznZWBcEkuOwCjAYtr1CB/myUbJesVrHLA1W8YTZNgpH04N2bl+avR+A2r76a+EITSJPAOmNDTfxA0qTrGwiHcGnb77E1gFFG7ZrUII2q7+4x0YE3viXwPo9kGPjmFdTkESB+9O6YoSEpG0Tplxltpl3OSgJCLCDlI+1X0BrQFpdVpCvsARhG2yULiStXdd2uSZjFHRoio/5wuC7DRaSRhLJt5IrTdR/acy2heovxmybTcIvLUJSyDGlHO4NZlsSBWe+7XYyclVtYLZPZ8ljmwlHY2DM9ufXf6RDKqrU96movqBeAWg4H4Y22woE7EewRHJbG0kmwEMlnciVeUha+0Tyjp5tKqNdFIYAwFtmm+ENdxJL1anH8NGNjwEAvvTYyZUPlaIy8opAjmmO/i4rDcpso1biNXYAkNCvj5hn228ZOdDIbFtYF4miVv913Ilv22HX9r5dk7hyO3mMm/Zuws0vJ6/hxol19p+TFxAETvKM1KYwmghBVYHnz3YmuVzxa7NslG2vsv8YPYrBsO0VLCbrnVwgu1zpaNB6+rMZGIWj6XHhWwEpjNHiYewSjiLXrl+T+7XPNxyO9u2a5Ae2/3b1dnzx1ivw0Ievtb1zN0wHPVlRsaTQE0B1GVAsyIGYrHfrVcDeW4BbH8QLN/0UZzGC4VgQolm2nXVtC1NY9mDYbmAIfB+2G/3A+kVWg2fLLPT1XwZd26qqolSTMSrohu0+BPNtvzhjvv6rXJO5msHKZ51JFE0n4edJmN+CmkAgbH7o9BoTTnzb+goY/TGgktdYaB2zvcHKsE3rv75avbL9sTuU5D3eA3RA7hQAFQjGgPiorUDAfsQID0nzpv5L69l2MNSZCEnrmEZOme0FkM+iZwFpDU9oPXDtRwAA2/f/Ba7ZSHJO/umhY97/7E7gwzb5u/e1jJwGpKFW5JtGQBOzvVIycsD2sA0AmzMsANNJIjn9nW0O24C2rrr63DFsjNI1VtiB5NorMCn5oubb7haSpk8itwVV1Q3bV9t7jB7GYNj2BU3D3PGfttyDHQQ8q/06w5jtS4xvjw4BF1wHAPhV6SfIFtssFrhf+2WGNyuKylMf3/GKzbhyx4gjL0ooIPKD/XxdJyexwm6f+Dm53HwFuRQELFTIczIlIWfgXdtnXR62ydAQNqz92uraz+mEZmabyZwT4YDGtluBTlLNFm566X1NViErKkaYjLxPh20tkXy5IcWzU1UUW8CKApAMm9/IiNP7lszKyGma/bSa6alFIBu27THbVEYOtbGVgKlXpDAQjOK0hY5tBmYJODyzDJWpkPgpUtB+zr2/Dtz/h4S9HcAYunA0CIKtQMB+xBgP9PSW2XYUxGWi/ovJyCt1hW8Gc9Bhe16lMnI/mG0A2HsrMHkxhMoSPh77EgDg848cww8OTeNb+0/jkcPzkD0KpmsLWv1VBh22VwWzXWxgthtl5FlyuRLMtl5GbjKJnMGVRPLYKLl0MmzrrXksd6QX7XO6kLSdfNhu79s+myvj5EIJokBk5LaweIw0uYgBYNMV9h6jhzEYtr1EfIz4H9ZfDLzpE9pu4A8+Chx7uOGunoajlZeAuRfJ1+2YbQDYQ4LS3iw9jGKxzUGJd2wbD9unsyVU6gpCkoiNw+78LjwkrSJo8k4rw/bJn5HLza/gV80XyOJv2Mrijw/bLjPbdebDox9HVfV/2OYSZfJcbCeRMzCWN3cKw/S8rZeRM4aGy8gT/TlsMxn5sbkCqslN5MrKksYAGGBRFzxnWlUBbUOkYFZGvkSSyM+qwz0lb5xMMWbbhn9OnxCul5Lr/NoALAekAYT9kEQBhaqMGSVFj917gOs+SY7h8XHg4pvJnX/2d8A/vBaYfcH677AWoB+2YS8QsB/BGEGvPdvOmO3uieSJUIAL11rySZbJsD2r+shsA8TCcf2nAEHE5In78JbkcyhUZdzyucfxgS/tx013/wxX3flD3H9wyp/nA3Bmu0SH7f72bNP1mlzFSFwbDY7NFrRNDF791T8ycgDYMqpVO9qGQxk5oK2rUtGglj0U6Rdmu/2wzVjtCyZTjb3sVsD82hsu0/KZVhEGw7aXSG8gSXq3Pghc/lvAf38eOOeXAbkCfPE3gKmn+F1ZsuZmLzq2pw4AUEmfdqehZsdrUI2OIyMs44LlnxnfpwuzfWSOMPRbRmKupSsOx1mlSk2XSG4yJC0/TQdXAdh4Ob96kQ7b+iCQrqDD9kZhFuWSe0mo5ebQm+I83UwQyN/MB8SZjJw+F6ZssD1sJ8bJyVtVsFkkJyd9QBpjS8bE/ma2J1IRJGki+dGcAiRp+GCHkLQsD4uyxvLFDbrQO4J2bE+rwz21CHTEbAONUnIGXe1XTVYwvUQe24qMPBQQuQXmxVJaO3Zf9h5y+fsHgbf8LXDTl8nC6+zTJDTtic91VDKsSeg6tgF7gYD9CMYIzuW9kZGz4yaz/dhCqruMXBQFnkLdkkhOme1ZhZyLPa3+asb6lwN73wsA+EDl7xFG4+t8NlfGbfc84d/A3TRs95KCyDKC2trzm4++xL/+o28e1DYxePXXCgek1aydO7ZkmGfbiYzcvWE7rR+2e5nZXjzGh+3nzubbVhpyv7ZdCTmwqv3awGDY9h6BsOZtDoSAt38O2PxLZKF4z43A/GEAwHEvmW3u17648/1ECcvn3wgAuLZi4FmUa1oS+XibYXuWMM7bx9xLVG+o/wpZrP86SSXk4zt1ElSbzHZiHBUpAUlQEcm7V//DmG1+ol6kC9XkJGHyfEC0iTV1zGwLAt993iTQ+ik9s00HxnV82O6NtGyrEAQB5xqFpHXwbWdtvrac2TarqmDDNjK9xWzThHD7XdsGieS6cLTppTIUlQQO6uWQZrCDJpK/NJNvPHbrU1HP3wfc9lNg+zVksf3t3wO++l81dv30E8Bnr9NCKdci2jLbq1tGrnm2e5nZ7i4jB7SQtBZmmw7b03U2bPt7bJGv+SPMIoNt4jR+O/CthtvYKHDHfYf8kZTTNPKiwmTkfbykDoShUruMXG4kE87myvjAPT/jmwsrE5CmG0pPtFoxO2Er7do+vlBsOzB2hcNhu1yTec1rKhrUzlm96Nlm65jscWwfiyMkiViu1HFq0ViNxv3adsPRVBU4SpntVejXBgbDtv8IRoF3fAlYt5uctD7/FmBpylsZeTe/tg7qRSSV/FXqE1Dys403LhwBlBqpiEhtNPhu4Mgs2TncPuaeDCTDh+2Krv6re+8fAG3Y1knIAR2zbcWzLQhYjpMdv2ThmPnv6wLm2eYycjao+SQhB1qZ7SU3mCgqJV+vkKEvbyQjZ8N2oj+HbUAXkjadb0hhb4eczbAoxmZV6oq5haRORt5LjItjZtsokbyh9os87mQ6akmmD+h827NdGJDkBHDzvwKvu4NYWw59E/jMVcCJnwEHvkQkcU992dLPXlXQ1X7ZDQTsR3AZecF9ZltRVC0gzQ3P9tLpjoqMtvVfNI18SibHPd882xSPnqnjT6rvAgDcJn0bbxB/hnuD/xu7BVIFpoIcWx492t7K4xpoz3ZBJa9VLx1nrUJWgSKTwwuNm0UqgGEQgkMVpAbiwnNkTxDCSE+wPHsfcGY/uT7bnfhYPxRBQBRQrSuYtptgH6ee7YK9YZuRDQLLauHMdg8O20xGXpxHsF7khMKhqdbKzeVKHYfOkHPxZVttbsLMvQgsnyWZKxv32nuMHsdg2F4JRNLAb34DyGwHsieg3nMj8gtksPWW2e7g16aIb9qNA8p2BAUZlf1fabxx9jlyOXY+IBq/dY5SGfm2UfeY7UycnAAW9DJys55tNmxvahy2FxizbWXYBlBMbQUADJVcZLZrTTJyn/3agN6z7RKzDfDBc7xOhj69jLzFs81OZH2Ihq5tzmwfa3t/FhZl1b+qZ6dN1X/xgLThngrumaTD9vRS2R7L0FFGPmTLr82gMdsmji+iCFz1QeA93yebj7mTwD/tA578PLn94NctLQhXFRY1GbndQMB+xGiSycjdZ7YZKwa4VP1VXTbuq2d3M6psVFWdjNxnzzbFTL6M+5XL8YD8coQEGX8a/Dx+STqEG6WftNzPc1Bme1ntf8/2o0cXUFTJeiiG1vdvWiDHxHoo7W9N56d2A3ddAzz699p1hTli4bnrGnJ7FwQkERuHiaLq2JxNC6DDNHK2/kmGA2QTuJcD0iIpTb2Q1XzbhwwSyZ88sQhFJZYtplqzjGNUQr5pr29qTr8xGLZXColx4De/CSQnIcwcwmekO5EUK3wh6hqKC9rCv5uMHORk8W0QGYf01Bcbb5xhw7axhBzQZOQ7XJSRZ+JkKFkoVEi/N2DOs10rkcUu0HbYtpRGDqCa3g4AGKuctPR9ncDTyAMrOGwHWRo582y7MGzT5z9cIUOfkYx8mA/b/c9sv2Cy/kurQbL23gsHRJ6DYMq3Tau/ptVMTw3bY8kwRAGoKyq3c1iCkYxcx2zbSSJn0JhtCwGMGy8FllhnsapJLS0uCFcNamXCUgDA0JYG24RVpUG/YUwnI1dd9vHrN9gcDXWhmLaQ7lj/xZht3cZeJU8yZwDMs+ovn5nt8WQEGzCHe+XXoqwGMCkQv+j10iO4UDiKXcIRbMAsxpM+LNrpZ31Zpsx2Dx1nrWImX0aJbhpE0XpcHqbDdjnoI6sNADferQXjctDPlhggt5vAFiYlt+vbZjLyWoFvslhBQzga0NsBaYAuJO1Yx0Ry5te+3C6rDazqyi+GwbC9khjeAtz8DdRDaVwqvoh/iP41AmrdXc8fY7Uz2037bP4zfA2qqoTQ7NPA9DPaDYzZbuPXLlbrOEOlodtH3ZSR0zqVQlUXkGZiMXxmP5G9J9a1DK52h215mHRtr6uf6nJP8yhxZpvJyI+RSz9l5E3hWy0nBjugzHaqRF4rvRyxVJUhQUZKpSecPg1IA7Rh+/h8EdUUDbTryGzb28gQBMG8b1uuAcszAHovjTwoiRijDKAt3zaXkes921l6m72ObQaWNTGTr7QGQ3WCSwvCVYEcPTYG40AsY3tzqR/BAjcrdcXVxgpAO0/oN91sg9nAOtV/Uc92w+eAstpKMM7rrnwNSAOwd1sGD0c+gH8M/V9EBO01HsESvhv+Y3wn/BE8HPkA9m7zIcSLDtt5mfzd+1lGPp6MaEFvggGzzWTkfoejXfQ24BaDDCGAXH/R20w9DKv/YvlIlhFOASI9Z3doG2kH9jlKR4OkNlKmGxq9yGwDupC0zonkjv3aigIce4h8PRi2B/AM63bix5f/LYpqGK+QnwT+9b8BB77onufPgoScQYyN4AGF+rv336vdMNuZ2WYS8uFY0LI8uxMaAtKYZ7tqgtlmlV+b9rbInhaK9oZtcexcAMBGuXO4jBUwGTk/UbMkXx+H7XYBaW54tmOFkwDUhqCdUk1GBnmIUAFB1CRafYh1qTCSkQBkRcUxZR25culM28RUu55toNVb3xbL0wBU1BDAApI9twicoHKzKTv1X2HKrOhl5A2ebfvMdioSxDjdCDhsRkrO4NKCcFWAH7+2kI5tp80GfYRYKMA3tuaX3fVtu9KxzcBC0joy21RGXjIYtmnncCggQvBTUgxAEgUc2PsXqKmNrwN7GjVVwoG9f+FaG0pH0J7tJaX/Pdt7t2UgS0QNEDWQkWcos50cWknLl9h0aR6bnTLbguAoJI19jlKRYGPeSMg9YspV6ELSGLN9arHUsPlWlxU8eSILwIFfe+YQeT2DMVO5Uv2KwbDdA3hSOQ9/XHs36pCAZ75BqmQAdzx/fNg2/yZOR4P4ukx3mJ76CiDXyT/W1d2u9suDcDRAG4gXC1WdX9PMsP0oudx0RcPVqqrygDSrw3aADtsZ5LQFvkNU9J5tuaYxQ2xn0QewIa5UlaGqqm32tQHpTYAgQpJLGEO2pWd7VKDMZGyEdKj2KQRB4Oz2s7kgTcxXtaGjCdyzbWPYZgv5rsM2DUdbFIehQkTUSVWQB+Bd20t2mG2jNPIsv40FpNkZtgFNSm7Kt90Ra/T02lT7lV0jtV8Mox4lkjNmO+bGQGei/qsTs12PkKHDb1abYc8b34vHXvcVw9see91XsOeN7/XniVBmO1cnr1WkhxREViGJAtaNkk3vWJOMXAAwRJltgQ2cfiI+RqyX6/cA132SXCbGLSniGLNt27MN6IbtOcvfutRQ+0WH7VCyd9c+uq7tdCyI9dTi+pzOt/3sVB7FqoxkJIDzxm0y9Kxfe/OVpLFplWKNrgZ6CycWivhk6DMIgC6g63QB6obnzwaznYoG8SNlD8qhYaAwAxz+oS6JPNa2+9mLcDRAG4jnC1WoIfrY3WTkqto2HG2pXEedBjNZqv4CEE8OYVodAgAoc4ctfW87lOu6NPLcSUBVgECEyN99AgtIqysqqrLSeGKwi0AISBO54hZhuqVnmw/bfezXZjiPpnW+OFPoGpLmpAaJ/Z0K3QLSaO3XDMjiqdcYF0eJ5EZp5LrqL01Gbs+zyULSuiaSNyM+BsQY6yPYWhCuCjTVfnElxxpgtgFdIrnLwzbbYHNloEutJ5edZORGnu3TvwAA1AU6XK7gceWXdpDPGnPGq03X+wI6bGfpsN1Ldh07GBkaAgBMxBo3cyfSEfz6hXTttRK1X+kNwAcPArc+CFz2HnL5wYOaQsMEmGf7xELRfp4CD0mzLiPXrHmB3g5HY2BkD9085SFpZ7RN7seOUQn5lmH7eRyrvF+bYTBs9wCOLxTxgepvQxGaD9QOPX/5abpzLQCTe0x/21AsiDoCeH5sH7niwL2mksi96NgGtGG7UldQk9iw3YXZnn+JSFMCkZbfnfm14yHJ8mIhEQ7gqDoJAKjOvGDpe9uhIY1c79f2UZ6nZ0uKFVmTkTvtxaVS8s3CDEo1GTWZbCyUqjJGwDq2+zeJnOFcuqv7wnQeyGwlV7ap/+Lhc7aYbSojr3RhtlnHtkqZih5bBLJh25Zn2yiNnKpMClICeeqVtZuMapvZTm8APvAU/Y8K3PRlywvCVYHmjm2u5Fi9rIUejNmedVtGzphtV2Tk1LO91D57xDCNnHbhSmUSirRSzDYAznYWAmT4KwRH/N/cojLyXI28Vr22qWkZQcL+/tHrt+KLt16Bv/qNi/HFW6/AQx++FtvjdPMotgLDNgAEwtqaSBDI/y1gUyYKQSBVVbaCOQFnMnJqoyPMdo+HowHA0FZyuXgMUFWdb1tbezv3a8vAsYfJ16vYrw0Mhu2ewMmFIr6lXIWjb/228R3sev4Yqz12vuZ1NgHGZj4+9AZyxXPfJf2xQOckcspsuxmOBpDFBTupL4MuoLtVfzFWe/0lLdIUHo6WsL74iwRFHKPDdn3mRcvfbwTmxWsZtn1EQBIRoq9xsSa7k0YO8JC0LSIJ62K+7QYZeR93bDPwru2Z7vVf2kaGHc+2SWZ7iSTAT6lkYdRrlTSTnNm24dnmMvLW6q+ZGjk+DMWCPPTPKhizfcRKIjlDOK4pNZanLS8IVwV0HduAPn1/bTDbI0xG7nL9F/dsuykjN8Fsh5dPkbXEmf3A9EEAQCh/kid/r1itHWU7n1x/EwDgxcTl/m5uqVrzwEKt/z3bAPiwLdaKuHLHCN588QZcuWOE+N95LkZ/5quEAxLW0w1Yx4nkNobtnH5NxTu2e5jZHtoEQCDv8cIcdq6nw/ZZct5VVZUnkV+2xeYGzNQBoJIjG+gT5gnBfsRg2F5h5Ms1PvxNpJjs0SVG04ZfG9CGgBfFbcC6XSQ18bF/IDe2GdpVVeWebTdrvwDiiWUhaXmVvkZ6VssIJ3ThaE3gw7YNpkUQBJySyMlcnXdn2NZk5Cs3bAMaY5ItVjmL4njYpsz2dokM20yeToZtxmyvhmGbfC6OzxdQo13sRvVfNVlLKe7I9LVpJNCYbXMy8jPyEP2+3loEsmOdK2nkqsoXgmfKZNBZb7fvExqzfXyhiKqu29g0ktT+sTxt+zl0hJttFV5gscmzvcZk5GMJZnvyRkbuSv6CPiCtjaSWebb/fv7dxMp216u5xU2US/hu+I/xmeJ/X9lau0AYcnwCABCrzvm7uVUvg6kPWT91P3u2AQBBetw0qrZi0umVkJG7hC0skXzepm+bqfAK1j3bDQ0v5T6QkQfCmt1E17X9/Nk86rKCkwslzOQrCEoC9mwasvczmF97yysBqbdyZdzGYNheYZygNQSZeAjx4UnC8k1eBEj0pBEdti+LOkMXYxb82oAmb82VasAesmvMujWRNZadzeYrWK7UIQrAZnpAcxMs3Twns2HbJLO9+YqWm+yGozHMBIlnXVp0ybOtr/5iC9UVGLZZSBobgAQBSEYcHgDp77GVMttMkliu6j3b/S8jH0uGkY4GoajAGZEOWwbMdk6X7Jvq9Noe+JJhIwEPSKuZk5GfpsN2rzEukzyNvGzdP9csI68VSZ4EgBMlOmzbDEcDSLp8PCRBVlR7DEiCLP7Z38B1tHlv9ARqJZLzAaxdGXmSMdseycjdZLbrZaC0aHwXmkb+J9IHSGOEDowOqENa8Vo7JUk+b/GqdbbREXQDKa/M6rHjrGWE6NqtZjCMluiw3cfNIWzYPmZ32HYkIzditntYRg40dG1vycQQC0mo1BUcmy9wv/buDWn7yrk14tcGBsP2iuMkHbY3ZWJaCMR7fwzs/jVyh/PfaE8Wpaq2wtEAjc0MLJ0Cxnei4W1y8ueGCeksTGhTJoZwwP0TDhuMF+p0E6KTjLy4AMxRP/XGVmab+XXs1pPNhYnfLZw72pYVsAI+bAd0zDY7yPkINsixgKlUJGg/9IKBysg3gbB8ehn5CFaPjJwkkhNG9IUa3TxYPEY6JHVgLF8yEkBAajr8Zk9ocs2nv0quO/i1hs8b70Pv5tmmaeTTLCCtxxiX8RT5HFfqCn9NTKM5II3JG8UATtA1jN1wNID8LXeMs5A0G1JyxmznXWS26XtDPv0kqge+BgCoHvgq5NNPOmurcBvZk+QylOQMmJOMgn6EZ2nk1Driymc5ENY28XPGG+iM2Y7WFklopwH+ZPSvVrzWTqDDdrpunW10hCpZ86hSCDIkBEQBweZjer8h2GnYppsyfc1sO6z/ciIj11d/Vejap5eZbUDXtX0Moijg/AnyfA9N5fH4cSoht+vXlmvA8UfI16vcrw0Aq5u37wMwZntLhh7kmAzq4ncA+78APHsf8Mb/q+04mkXuFKnpEAPAxC5L38qG7b+ZeRdwT9ONpUUiJ2P4KDloeJVEzjDSPGx3CkhjlV8j5wLx1pqKRdr7OmJz2F6ObkA9LyJQLwL5s0Bq0tbjMFRqvSUjZwnRrvTiUhn5kJpDHCWdjFzRMdurI6353HVJPHZsEU8tJfF6QSKs0fJZTYoFINep9stIjskaCShiVxDFhtk08ml1GIKwwkFGBogEJYzEQ5gvVDGVK1vb+IoMkctagZyw9bVfOWe1XwznjCXw1Kmcvfovxmwvn3X0HBpA3xsSAFEFIADB0jyEu6/R7vPRnNF3+gs29NOObWDtycjZecX9YZucJ1zbOEttIGuEpdNETdd8c1jEnwY+h/eI9+uuFQCoUCFAgMpzPlYSgSFyfE2qeaBWBoL2N9osgTLbSoCszfqe1QZ0w3aTjFxVdTLy/mW2tzqVkTtII2fMdqohIC1t73n4BUb66BLJnzyRxaEzS3hcl0RuC6efIOfwaAYYv9CNZ9vTWPkj5RoH+9BvzjQN05t/icjwKkskoMwqGKs9foHmwzEJNmTdEfwgGdYbYJyQzpPIXQ5HY2CL8ZkqXbB1kpFzCfkrDG+eX3bGbIcjUZxU6YA4/5Ktx9CDyQMTal4bHHzs2GZgfmA2bLsSaBRJ8d3gzcIMP+GUqjJGuGd7dQzb51E29LnZspb22yQl71j7dePdBp83Cvp5M8VsV/Jc+XFWHUYsKEHwMdneLHgi+ZLFkDQ9G1DJG9Z+OR22NWbbBgOSZDJy94btA3v/AjWVLOb1gbwAUFMlHNj7F679LEfIHiOXVEIO6AIB15iMfN7lNPJijTLbbg11PCTNgNmuFpG677fwngAZtIuv+ADtOb4YuO6TmE/txIyaRiW8Ap3LTYgmMqio9FzlVU6CEWrk2KAEyHGs7/3agDZsV5uOe9UCt+r0s4x8c8Yps01Va44C0gL9EZAG6MJeG+u/HjkyT8JgAVxqd9g+RiXkW69q23C0mrD6f8MeB2O2W4ZtUQT2vIN8feBe6w/M/drWwtEAbVH01eovkSR0IzQlpPMkcpfD0RgYWzBTocNINd8i0eVo06/N4JTZTkYCOKJSttKFYZvJyIfKJEEa8XEg5M3r2AnxcKOM3BVmG9DVf2ld2+VqXVf9tUqGbZZIPp3n8vnm+q+OycwXva3r540ttDt6tqmEXA6lUELEnUAlDzBpt2tbCmqLwnJOl5I7hDNZd5htlkhuj9l2NyBNVlS878AOvKX6Z4a3v7X6Z3jfgR2QFeeWFsdoqv1qCARcI8w2k5HnK3V+bHcD5aqL1V9AY0iaHoU54F+uh/Dcd1BFAL9b/T2cvewPGnqOv3nZ53FV5a9Riq5z57k4QCIaxLQ6RP7j4gZXV1D2V5ZWE7PdJiCN+bWlkHbs7UMwz/ZiscaHX0vQy8gtWAgVReWVlH0TkAa0dG3vpMP2gZNZAOQcbnsTlfu1V7+EHBgM2ysO5tk2DBXb8xvk8vCDHSs6DGHTrw1oQ9ZypY4aX8CJTZeN8KpjmyETJwuYqZJuwVYz2J2sV4HTvyBfb2oNRwN0nm2bB4l4KICjKmWv3Bi265TZLtO/8QpIyAEt5ZYNPynXhu2tAIAtwjTylNkWqksIC1QKvUqG7XPpsH18oYh6WvM66ZEtdalU09dZGYBtiHRMI8+TTZtqjCyEo6HePMw76trm9V85rgZRIkM4u0Qea4NTGfk4OY4dnl22HuCWpLYSlzzbjx5dMNyQYE9LBfnMPnrUurTRdTQN2w2BgGtk2E5FAghR766bUvKiviLSDRjVf80fBv7hdcDpx4HIED4YugPfUa4kHcG6nuOKrKKKYE/YUxLhAKZB2TWvQgmNQDu26xI5jq2KYbtdQJpeQt6DKimziIcDGKPKk+MLNthtxuorte6NODrkK3V+vCae7T4LSMudAuQ6n1cYpnJlXHXnD3H/QYufu1pZs3sOhu0BvEZdVnBqkewgtjDbAGHHtrwSgGoteVYfjrbBOrOtT0leloaofGwPcN0nyWVivGFAqtYVnKS/B2OE3AYLSJsuAhDoSc1ISn72aeKVjQ4Do+caPtYCrWQZsdGzDQCJSABHade2O8w2YejjRSrnW6Fhm3U4s+HHNSaKdW0LM2TRBiBSITKsejDhn8fOY4wmQhiOBaGqwFyQKh+a6r9yxQ6ebQA4+mNyGYxqyhZB4ontTOrf0bNNme1KhATPxYK9ymxrieSWoU8kp8x2WUpCVlQERIEvqOxiy0gcAVFAsSpbf368+uusKwGKM3ny8+fVFHKqdp7IIo4ZNY15NdVwvxVFm47tVCRAunrXAARB4OeWORel5EzN4h6zTa0uL/w78U+e+DkZtBePkr/fb/0HjsSIl3up1MgCVmouD/4OkIwEMUOZ7fqSn8x247C9qmTkzcP2KghHY2D5SLZ828EoEKSEkgUpOfv8hAMi+cxU+oTZTk4SNYNSx48ffxK//+X9LXc5myvjtnuesDZwn3qMrNMT64DR89x7vj2MwbC9gpjKlVFXVIQkUdex3QRWvbX/XvMLt4UjhPGRwjRN3BoCkogk9YYuBsYa5GO49UHyf11C+omFImRFRTwkYdzhIrcdeBp5saYdoIxC0k6yfu1XtN2BXSyQA59dZjsRDuCIq8M27U9dpkm+K+DXBrTgnapMhn9vZOTktY/XyE55Pdr/tV8MgiBo7Dbz9DfLyEsdPNuKQtLHAWDfncAb/xyQIoAqc5aUM9vVDvJUyu4U6bDdq4tAd7q2lzizvSyQjb6JdMTxYBeURK42spxIzmTkcrVtrZIVjCfp64QR/G39Bn79SXUMV1X+Gmcx0nC/FUVTx3ZujdV+MTAp+byLzLbrMnLGbFdywI8+DvzL9UQuvP4S4JYfAGPncTUCy9pgqND++V5htmdUMgTWshYVgE5AB9KaSD53rlSyrTTaBaStgtovBseJ5Cx010JIWkPHNqALSOtxZlsUgTSpuv3KDx6G0QTCrrvjvkPmrUysX3vrq/paKWEFK3+kXMNgfu2NmWj7iqUL30IOgPMvavLobmCs9sRu4m+0AXZQyJZqDfIxCIKWmE7BJOTbxuKeBTGxYXu+UNWG7arRsN3Zr12py9xDOBK3tzEQDwdwVKEy8sVjJBHZAdiwHc6zYXuro8ezi3iTt9e1YTvDhm0tIC1Gh215FQ3bAHj916Gyrv5Lh46e7cM/JPcPp4Hdv07e5zuvJ7dRZQtntjvKyMmwvRxizHZvLgI1z7bFgDSgUUZOme0sZX2d+rUZzqEqncNWfduBsMYAueAh3bstg8l0BAKAMUGTLm4VplFFAALIa7l32wovhKsFoEjrl1jHdqf3+yrGKGe2e1BGzioGWf0QALz4fUCukGDWt36G1zGy+i+WtcGgDdsrf2yRRAELIhmA5JyPMnI6bFcEKiPv0U1NS2gXkLaKmO2tbnVtF8xXzTV0bAM6ZrvHh22Ar0djxfYbWZatTGvMrw0Mhu0VRdtwND3CSeACuuDe/wVzD+zAr83AFke5UvdBkoejeZREDmhhZvlyHUqI/pxmZltViRQOaB+ORlltSRSQjNiT1ybCAZxFhpxklbqjjltZUVGTyW5gcImyQis0bMfCjYsFt5ntDcIcCiXCYiZlcvJW4/3fsa3HueNkI+iJJXoSLc41vE+znZKZH/sHcvnyd2reuYveTi4Pfh2Qa5zVKnVitpeIZzsfJOx6ry4CHXm29TJyymzP18mQ7dSvzcASyV+y07XtYv2XJAq4/XqiUJoQtMVMSihhlIYM3n79zpWXabOO7XAaiA6Rq4pdMgpWKbSubfdk5CUuI3doC/nUbuCua4B7395624mfAn+7l/83FSU/K9/EbPMN4h5gtgEgH6QDkJ8BadSzXRFXkWe7XUBacfUM20yxdMLpsG1DRs6Pg/0SkAZwpeUmYabrXU1ZmaoF4NTj5Ottr3LyzPoKvXGkXKNo6dhuh4upd/Pg10mwQDe4MGyzg0KzV8sIXoejsefD1pJygP6cZs929jhZ3IrBtl71eerXHo6F2qsJuiARDgAQMBWgMry5F209DqAtWkQoEJdW1rPdzIC6xkYlJyBLYQQEBZECGQSTcpbcllgd4WgM51Jm+8AstD5SHbvNPdvNw8ficeAF2md72Xu067e/hqTTF+eAlx7QebY7ycjJgjMXID+/14ftQlVuWcx3RYOMnDB00zXyeOuH3JFTbxslx5mfH1nAI4fnraV9M9+2SyFp+3ZN4tM3X4KNUqMs/ZLkIj598yXYt2vSlZ/jCLxjW6v96ri5tIoxQoft2bx7zDbbYHM81JmoGGTgzHYbGXkveLYBYDlElERiwc/qLzpsg/yte+W1cITQ6peRb6Uy8mO267+sD9tcRh4JEFKoXwLSAJ6/sdnEsG3KynTiZyRgLr2JEzFrAYNhewXBdtY2dRu2t14NpDaSReXz/9b5vooMnNlPvrYRjsbABq2siXqEI7Os9ss7ZlsUBe6xrtCqjRZmm6UbTu5p2y3OmO1M3P4gmaB+9lOC8/ovNmxPYAGCUiNhFMmVWTjHwo0LMNfSgwUB1SRZgA+VT0NRVAwrWQCAlFhdzDar/zq5WITCNk10vm1t+Gh6bX/xWQAqsP2axmA/KQDs/jXy9VNf1nm2u8vIFyTKbPfoIjAWCvBNPcvstoGM/EyZLHrdkJHff3AKd37vOQDAizPLuOnun1lLXXWR2WbYt2sS50TJMS+vkt/xM28c6o1BG+D1MDzBFh02l1Y5mIycNV+4AcZsO948M1ExyMA92y0ycspsB3tjCVkOk2NdsNh9IHANdNgug8nIe+O1cATu2S40ZgStKhk5GbZn8pXO59F2sMVsk5+TjgbJ+0alm+V9xGzvCMyjHT1lycq0Bv3awGDYXlGYkpEDtHOb1oAd+GLn+869SA6UwbijlD+2CLYmI/e2G5r5tssi/TnVJmb7hC4crQ0Ys52x2bENEM82AByF85C0MmUItgdmyRVDmwFxZYaj5uAdN6WfytBWAECmehrluowR6j2VGAO4SjCaCCMTD0FVgaUITfvVJZIbeljrFeCJz5GvL7+l9UHZ4vf5f0NMpaE8sopq3aBnXpE5sz0vkhOfa4FKHsB21zaXkWvVX8eL5DPtdNi+/+AUbrvniZZByVLqapIO2y4x2wAARUGsTI4Tjyvk2C4uHHHv8Z2CD9tGzPbaGrZZGv6ci8x20S1muwGdKz1ZM0kzs80aNHpFRl6JkU3bYDVrTv3nBqiMvARy3OnVTU1LYMO2qpCARwZ99VefIx0L8rXNiQUbUnInzHZUV/sliEDI2zWzK6Cbp+eGyXugeTxm/zdtZVqDfm1gMGyvKLiMfMTEB46lkr/0g86+pDNPkMvJPY6GNh6Q1oXZzharWKCL0m0+DdtF0MV0O2Z7c/the5E+VyfDNvN6H5bpoOhg2GbSwG182F6ZJHKgNSDNTemnOLIdADAhT6FQkTEqEOlvILW6ZOQAcC71+k5JuhA9EH++FpSie20PfZvIxJPrgfPe0PqAkxcDo+cD9TLih7/LrzbclS/Mkl1zQcQ8yEDay4tA275tzmxr1V9HC+SY5cSzLSsq7rjvkPPU1aT7zDaK85DUGhRVwGPKy8h1PTVsN3ZsA/rNpbUlI9c82y6mkbtZ/RUf61rpCeiZ7WYZee9UfwGAGBlCWaUbOm5+5jqhxoZt8rfu5eOsaegVgfqQNMZsrwIZOaALSZvzZ9huCEjjEvJkfzC7VKEXKc/i72/ayc/ZDBPpiHkrUzmn2VzXkF8bAHqzgHUNIFes8d2uTRkTi8PRcwhje/LnwFNfAV75fuP7ueDXBrRqom7MNmO1J1IRzvh6BdZdumw0bJeXgJlnyNcdmO0FF4Zt9ns+V58k23rzh20/FltAbRNnAQUr5tcGvGW2A6Nk2N4kzGA2X8EIyLAtJlYXsw0QKfnPjy7gSH0MFwBcRp4v17gyr+G1ZcFol72byMabIQjAnrcDD/wZAk9/BSHpd1CVFRSrMoaaRTFUQo7EOhRq5ETeq55twAGzrZeRU2b7TCXS8Jh28OjRhY7PRZ+6euWOkfYPlHDXs00ei+QdzCGNF1WaF7Fg/9jjOpo6tgF91d3aYrZHXE4jV1WVb6658nlObyAVnlKIHF8ufTdhMpuaRjTPdpOMvMeY7WQ0hBl1CJuFWfKZ8+M8Softgkr+1r1asWgJUpBk3ii1Rt8282yvAhk5QAiuA6dy9uq/HHm2g0CZblz0g18bIH/zcAqoLOGX11fx2g9fi0ePLmAmX8Z4kkjHTYdzHn+EqCYy24H0Rm+fd4+hN46UaxCM1R5NhM2ni5rp3GbDtgO/NqCXkXf2nGl+be/lMMyzvaTQBYFeRn7qMfIhHtqisUoGWKAewowDpoV5tg9VaL1T/kxrWJtJMIaAJz2u6LCtvQ8lUUDcxcVDcHQHAGCLMI3pfBmjrMIovvqYbVb/9XSpMSCNsXzxkIQQW6SefZp0w4sB4JJ3tX/Q3b9OLo/9BNtDZOFjyGwv0WE7Oal5PHuYcVnHuraXLNZ/sYVKYRaok+E4p8aRigSQjNgf7EylqZq5H5eRu1hFRP+2Z9VhHFXp488faX8u8BuLBjJy5tleYzJyxmwvFmuoywZ2D4uo1BUwMYVrm2ddKj0BLY28ldnuneovgJyTp8Hq9nyq/6LDaEFZRcw2YByStopk5ACwhTLbx32SkTekkfdT7RdAjg1sA3XxGCRRwJU7RvDmizfgyh0j1low9H7tNYbBsL1C0CTkXfzaelz4ViAQAWafBab2t94u18jiHXDObJus/vIjiZyB1X9lFcpc6ZltLiG/ouNjuMFss2F7CQkoMTpw22SYmPdtIygDtpLDtq76aygadLcznf5em4VpzC8uIinQE/kqSyMHgHNpSNqjWXoyzZ0E5LpxMvNj/0guL7i+4yYRhjYDW64CALxZ+ikAoFAxSCSn7CdS67lFYVV6tlkaOa2bUiFgGRHHfm1Taapm7seY7eVp94bhJdJzOq1mcFIdh6IKQDVvqe/VM1TyGvs1tIlfvVZ7todjId6eseBCSBpTQAH+DnXt0sh59VePBKQlIwFMq+5125sClVkzZnvVDNv6kDQAUBSuHlpNzDYAe8x2nK75bHm2A7phuw/C0RiG2bB93NnjHP0xuVxjfm1gMGyvGI4vkA9513A0PaJDwMveRL7ef2/r7TPPEpYnnCYyDQcwG5DGmW0PO7YZ2IC8WKPDSsOwzcLR9qIT2MJn2MGwHQmKfDevPkRfZ5u+bbZomVRWntnWe7Zd78Ud2gwFAuJCBcrZQwCAKgL9s7trASyR/MlsFKoUJl3suZOc5dO6NnPEEgIYB6M1Yw/pxX2D8mMAKgpGzDZbaCYnOLPdK75KI0ykyXBs2bPN3jdVcgyoBpNQITru2N67LYPJdMR56irbOKkVW7Ml7IIydlNqBhWEcAaUYekFKTnr2I4MaRJ/QPeeX1uebUkUkInT+i8XpOQsHC0oCQhK/i3b0m3TyHuP2Z5Vh8h/fPNskw3jvEKH7R7e1LSEYBOzXckR1SAw8GwDGrNdWgRkc2nmzIbREJAW6aO1D2O2sw6G7eICcPYg+XrAbA/gF04umKz9agbr3H76qyTFWA8Wjrb+YsfBC2mTAWlH5/yTkWdY6EzzsC3XgVOPk683mWO2R+KtkjmzEARNYl1O0Z5Am77tUk1GDGUMqVlyxfDKBaTpFwuu1X4xBMKYE8mOcHyWvE+z4nB/BIRYRCYewmgiBBUiKgmWSH6Mb1xxlu/Alwl7MPYyYMsruz/wBTcAUhhblZO4UDiOohGzrZORFzmz3bvRHI492xQlkWxwOGW2JVHA7dfvBOAwdTUUB0KUuVh2ybe9RFQLZymDd0xhAY29MGyzjm3t+EUCAckic60x24BW/zW37JzZXilLCGO2SzW5of2AV3/1iGc7sRLMNvVs5+vkNerlTU1LYMM2C0hj4WjBuKHVoB+xmQ7bU7kSfy+bRmQI/GzAXpsuaPBs6wPS+gWMBKKWOFs49hAAlax3VlkLjRn0xpFyDeI47djeYnXY3v4a0sNcWgRe+PfG21wKRwPMMduyouLovI/MNpXfzlbpsM082zOHyNfhFDB+QcfHWKA928MOerYBcF/ocoIN23aZbUXza0eHW4YIP6GXG3uxOJ4LklCnsexTAIAlccj1n9ErOHecnEgXwzTIavFoo6RWVbVgtMtvMbfpEB0Czidp5W+VfoJirbOMvMx7eXv3MM+STXOlmrXO0yZWIC+Q448bHdv7dk3i0zdf0pK6mkmEzKeuAjrftjuLf4UO29NqButSYRxnvu1eSCQ3qP3S+3xdV8r0AZhve94FZptZQvxmTxMRbaMur5OSM/tTpEdk5IlwADOM2fZ52M7J5L3dy3YdS2j2bBdXT8c2w1gijFhIgqICpxYt5oVIAXIuBkxLyRs82+U+lpE7YbZZ5dcaZLWBwbC9YuAd21Y82wCp87qIyElbOrdPU2bbYTgaQLoIASIXKxst6gGcyZZQrSsIBURsGHa+yO0GJiOfLtMFAAslO/lzcrnxso51Z4qiYrHonNkGgDj1N+didHHpQEa+uQfC0QBAFAQEKGNXqyvd640sgg2eW0skNX45sHpO3s1gIWmnBbqDu3iMD9vpaIjs8s49T9gC9nk2gz2/AYD4tkslAzbYgNmOBnuX2U6GA1wlYklKHkpCzz0vKuQ4un7IfhK5Hvt2TeKhD1+LL956Bc6fIIui//7688wP2oCu/ssdZlvJ0WEbGWwdiWshaT0hI2+fRJ4IB3yVPvcKRl1MJC/VVkalIokCkiyjRJdIrjHbvTFgJiP6gDS/PNtkDbdEme3V49mmazm6mcCzGGKr53wtCIIz33bMvG+7XJO57SId68OANEAXkHbcfgYJC0dbg35tYDBsrwhqsoIzWbKbZpnZBjQp+YvfB5ZpP3OtTBhewBVmOxkOcKlkO3b7MA1H2zoSs5ZIaBOsTmWq0iQjZ8N2Fwl5vlznA6RTZpvVf82H6bA995Ktg1CvDNv3H5zCVXf+EHX6+jx8eB5X3flD3H/QvWTXfIxIqscV8p5dDqwO/5cRWEjaC1UWoHcU2ZIumZmx2nvebs27teO1WJZSGBNySE8/0np7Xhu2V4oNswJBEOx1bYtiw2JlTiYLRKeebT1Y6uord5C/4YszFhsHeP2XO4t/gaoWCuFxjCbDOMYTyXth2G6fRL4WWW1A37XtXEbONs5WQqrc3LWtqqrm2e4RZjsZCepk5P6mkWflVSoj58P26mO2AW3tzVSmlmAhkZx9bgQBSIQCfTps0+N6Zcm0dL4B+Wlg9jkAArD1KlefWr+gN46UawynF0tQVOJ3GkvaYFjHzgc2XEqCl57+Krlu+hny/9gokN7U+ftNQBAEpKiErN2w7Wc4GtCh+usEG7Y7h6PNFwjDkAgHHO/Is0Ty2eB6AAIJEbGRClypK9go0A2TFRq27z84hdvueaLFN3s2V8Zt9zzh2sBdTmxu+H8ptLpO3nqwkLT9y/R3XDyGHGW214tZ4LnvkOsv+y1rDxwI4emh1wEAtp66r/G2WklLjU1N6tiw3l4ETtKQNNuJ5ACmq+Qx3JCRN+P8CXJ8e3Ha4rDtZv1XZRkSC4OLr0MmFsIxlQ7zC0dXvv5r5jlyqQsMyjZnFKwxjNJz+1zeDRk5eV1X4rOcjDBmm/w9q7LC3269wmw3yMjLWUI+eA2a1p2tUWa7x4+zptEckLbKar8Ytoy6MWx3X/Oxz00qEoQoCv0ZkBaKaZvHdqTkT36eXI5sXzUhe1YxGLZXAFxCnonZr1fSd24DunC0l7sWOsUqitqFpB2Z86/2CwBCARHJcADLKj0ZVPJA7jSQOwEIIpGRdwCTkDtltQFt2M7LklZ1Y0NKXqquLLMtKyruuO8QjJbq7Lo77jvkiqS8mmoMfyuHRhw/Zq+CycifWB4iVywe40zfxXPfIhtjm68EJnZZfuxDY28EAGyff7Cx3516ehGMA+GUxmz3OOPCme0lm4nkAHIqUdeM29m87AKuUpi2mCqur/9yCjqwL6lRROJDyMRDpP4LrP5r1vnPcAK2ANNVUubWaO0XA6uqdCONfKUC0gA9s00G/oouKK2XPNtLiKOs0vea14nkco0cwwFka2Qt0OvHWdNgMvLmgLRVNiRtpTLyY7Zk5PS1MMFsN9R+Af0ZkAY0SsmtgpGCQX9mhV5Ebxwp1xhsdWw3Y9evAlIImH4amHpKC0dzwa/NkOoSkqYlkfvDbAMkpGgZzJepAkceJF+uu7DrwWt+mXVsO1+Q82G7XAdGzqU/wPqwvdIy8kePLnRkFFUQxvHRowuOf5bS9PtVI6t32B6KhTCWDOOkOk6uqCxBLswhgDrOPfE1cp2Zui8DZId344gygZBSBp7VsdtcQj4BRdUt0HuccdESyS0G1ejCBHNqHBOpCAIeeIPPHSfHt5l8hW+YmIKbAWm6ju3hWAgjiRAqCGEhQN9fKxGSlj1BzjvHHgJk+rocfgA4sx848yRq88cAAENrrPaLgTHb8y7KyFfis5xqYrYrNW3YDvWIF5+w74J/ieRVbUDLyausZztEByLGbDPP9iqVkZ9wxGx3XxexTSqt8rMPA9IAXdf2MXP3Z+eHM/uBuRe076XnB57zsUbQG0fKNYYTdmu/9IhleDIxDnxRC0dzwa/NoNV/GS8WmIx826h/u1WZeAhlkFolAMBLPyCXXfzagMZsZ1xgWphnu1CpAyPnkCttDNuVWk1LIx/a0vnOHmAmb45NNHu/TogmM1hUtY2ZamTU8WP2Ms5bl0AFIRTDZCCKF0/hteITiJRngPgYcMH1th43Fg7imzL1PT31Ze0GtsBMrW9gn3p9EWjLsw00yPByiLsWjtaMZCTIveAvWJGSu8lsL2kd28OxIA+LPCPSwLaV8G1/ajdw1zXAZ9+kXVdcAO56NXDXNfj1h4gCI71Gme0x7tl2L418JWTkrP6LeU/1tV+2lXkug52PZzBErvB62KZ+ZlWQUAP5m/T6pqZpNAekrVoZOVm3nlwsoi4rXe7dhLj5gLSG2i9Ax2z3kYwcsN61zc4Pd71a62mv5Pn5AZ/a7cWz7FkMhu0VANtJ2+xk2AaAi99JLp+8B5h9lnzt4rA91IHZLlbrnBHd4ZOMHGDSPAG1AP2Zhymzvbn7sD1fcI/ZZj62ZYfDdrA0h4hQgwIJSG90/LysYjxpbkAxe79OSEWCOM6YXgBDas7xY/YyWP3XXJAMREOl0/hN6T/IjZe8y3ZnaTws4V8V2st99MdaAjmTkScnG2q0en3Ytt213SAjj3vi12Y4l9oCLEnJObPthoyc1X4NIxMP8WH72Eomkt94NyA2p2NTu4kYwNe33g5AO4+sNfDqr0IVikMbzkpaQriMnDLbrParVzq2ASAoiYgERf+Ybcr6qsEYWCtCL70ejrBGAtImUxGEAiJqsmr93MOYbRM5Pexzw5ntSr8z2yaH7RvvNmgH0s4PuPFu155aP2CVHB36C67IyAFgx2uB+Lj24Q3GtQWeC0g3pZDqwVjtTDzEvd1+gIWkVST62rFAqC7haACwyIdt95htMmzvIFfaGLYTpVMAgEJ0ApD8X5Tu3ZbBZDqCdvyEADIM7d3mfFc7FQ3gBAt1ArB16XHHj9nLYAMa22C4vP44rpKegSqIwKX/1fbjxkIBnFTX4cXQTrJjzPxQTEauC0cLB0QSytLDmEiRIdk6s62TkcPbYZsF3r1oZ9iu5DRJpl3QjZSzyGAoFuLVhS/VV1BGftHbgFseML7tlgfwUPRaAGvXs802RGRF5WFxdrGSlhAuI+ee7ZVLRu+ERDiIGb8SyamMXA2QY040KPUMy+8YzQFpvPprdTHboihgE62stRySZiGNnGVXtDDbuvNXX4DZAM0y2xfeCIztNL7tlgfI+WMNYTBs+wxVVRsC0mwje4L4tbdfo12n1Fz1Q7BFktFC4Qjza/soIQeIZxsASoLu5ybXm0pgd5PZZp7t5bKO2V44AijGneTtkCrROp+Y/6w2QOqNbr+eHBCblwrs/7dfv9N5tVv2BMbyz6KkahszW+d+vKr9O2xAe65MTsxvER8CACjn/EpDRZJVMCnpjyKvJVc89RVyaVD71etJ5IDGbM8XqnwhbwoRH5ntccZsW5CRh1MAXYw7ZtqoeuGsmkEmHuQhj89Wx8jtvVD/BUC/pGD2o7Xq2Q4FRL5hPe9QSl7sAWY7zzzbPVb7xZCM6BLJXeq2bws6iMps2O6D46xptAtIW2UycsBBSJoVzzZjtmNBQFH6PyAte4L8Ht3wo4+RGQWAtprsrWOGn2jWgA3gMRaLNcKGAtg47GDYNvI7yFXih2D4qDOZbrqDjPwoq/3yUUIOaAmvRUEna96011QCu5vMNhu2C9U6GfSlMCBXgNxJS0Fnw1USfFRKOK9rs4t9uybx6ZsvwR33HWqQU02kI7j9+p3Yt2vS+Q/51G5sBrBZd8SJ1BZdfb/2Gs6jMvKDpQwQ0t6i0ivsBaMxsAH6B+Iv4VbxM+SENv2MJidPTq5oerFVDMWCCAdEVOoKZpYq5rMswo2e7Q0eebYB4PwJG4nkggAk15FQmOVpILPN/hOgMvKz6jCujoW4wueIwmTkR0j9l9/sWnyMLM5rJWDHtWRhvnQaiI8hWzoGYO0y2wAwmgghV6phdrnCU+3toLyCNX7cs12uNzyXXqn9YkhGAv51bdPaL1nSmO1Vg+aAtOLqlJEDwBY6bB+3PWxb8WwHaF0t683rs2E7tQEQJDJn5KeA9Ib29z38Q+AnnyBfh9Ok8uuSdwFPfI6fH9YaBsO2z2Af6olUxJkM68a7gW/exusnGiAGgLd82v5jU6R4QJoRs81qv/xLIgc0Vjqv6lgsk17nBa+YbVEkUvKZQ0RKbmHYHqmSRXQ1aZ/pdAP7dk3i9Tsn8OjRBczkyxhPEum4Y0ab4ca7oX7zNgi69yt/ZJfer72GdHUKVydOIVDU2FoZIqToCGHzYyO2GG4eBlSPAef9CunsPvAlPpAhtX5F04utQhAETKYjODZfxFSubH7Y1snwNmDWU2b7HMpszxeqmF+uYCRh8hiSmCDDttPFP5ORqxlk4iEEJcKaniqNQYUAobpM6r8S410eyGWkNwDnvB549tvAub8MvOJ9ZDEWCCNXfBEAfLUZ9RpGE2Ecni1gzmEiOfs8r4R0m1UWaQFpCn0uvcVSJcIBXUCaP8x2nQ7bvfZaOII+IE2uExsMsOpk5IBm5bQtI68VyHsh2P7c05BGzlhtMQgEvNsc9gRSgKy1s8fJv3bDdn4a+MZ7AajApe8G3nAnaU4SBPJ/en5Ya1hFR4j+gCsScqCrX84NP0SngLSVSCIHNFZ6SdF9WFkwVBcsFD3ybAM637Y1OedYnSzC66mVHbYBIim/cscI3nzxBly5Y8S9QRug79cfGN+2Wv07n9qNz9X/AH8Z+nt+lQgFuPsaR2mcjN0qVOrARW8nVz79VU2qrGe2+2DYBrREckv1XzoZ+S9Lj3s6bMdCAWzK2EgkT9KMAieLf7kGLJPGgrM0jRwgKp8KQqjG15P7rZSUnLE7iXGyoKILKdb+sLaZbZpInndHRh4L+c+PaMx2Y/VXrzHbibCPzHaVrOPqIjlurcTfxTPoA9JYJg4ARIZW4tl4CtvDdjhJBmagK7ut9WwHtXwlqFpdbz+hW0iaIgPfuIVs/I5fCOz7ODkfMMWV7vyw1jAYtn3GSTZsOw1Ha4DYdOkO2snIVVXFkVmy4PQziRwA1imz2CUcgVLTMQVH/7Or91dWVMwukQXPifkiZIfpsA1p5IDm25570dLjrJPJgCSn/a/98hsC5bIVlVyqbWPZVgluvBsyGhekDWy+zTROtrArVmXCbEfSZHHJuo6XpjTPdrA/FoGTaQshaay/s6Atcm6QfobUwjOe+v/PX2dDSp6gMu9lB57t5WkAKqqqhAUkuYScBXDl4/TYsRKJ5IC2yZPQwjkVReXnjbWaRg4QGTkAzBecDdsrKiPnQamNAWm9lr6diAS0gLRy1nkoYSfQpO6qRIbtVSUj1wekMU9yOE2YzVUG5tk+vlCAqlpYEwqCaSl547BNzx1KvbG2s1/QLSTtJ58g6/FgDPj1z3Zk/NcaVt+np8dx3K3aL4D4HhLjxEvhgR+Cyf+ah+2ZfAWFqgxJFLA54++wfeFXXonvhMFtLwDIwa6D9/f+g1P46LefQZnK337/Kwfw5//+vCM/stazTSXCduq/amWMquRkFlEseob6EfExzGMIp9QMvlx/Df548jHEy2dXr3/norfhP6ZT2Pfw21tvu+UBYP3Fth42ThfcxWodqhSCcOFbgV98VrvDM19Hafz3AACRPmG216Us1H8ZKAIywpLn/v9z1yXxg2dnLNZ/ucBsU+XODIahQgvdGqbD9nx4A0aBlUkkBzjrznvFAeQrdbD9zNSaHrYZs+1URk4G3RWRkbdhtnstjTwZDmAJMdTEMIJKhWxSWbB0WQIbtml2TL8cZ02BB6QVtXC02OrzawPAhuEoJFFAuaZgJl/h5yFTiI2QTdQuw/ZSuYYNmMVE4Tkg+5x2w8GvA3tuAqDatpT5DhaStnis9bZjD5NQNAB4018CY+f59rT6AYNh22e4JiMHiGfigwc980PomW1VVXm1xWHKam8ajiLk8+52+frPQPr27yAo6FOLdd19Td7f+w9O4bZ7nkDznuXZXBm33fMEPn3zJbYG7oRORq4oKsSRc8kNx38KnH4C2HBJ9wfRMXAjpx4AcL3l59FXSG/ALZnP4skzBQAC3vWrt+NlY5FVLStin3NFFSAKKhQIEFvejdYQo+89RQUq88cRWX9p47B98OuIXHQNdglHsDIZ99bBEslNMdsGeRV++P/Po1VuL1qSkdNjixNmmw7bU2oG6WgQAYkcc1lY5HRgA84HVkZGXi0AVbr5kNSGbVZ3Ew1KPTeU+YnRJB22HaaRl+iAuzLMtqakqclKTzPbgIB8YASZ6hmiuPB42K4IjNnurdfCEXhAWlGr/VqF4WgA6WffMBTFiYUijs0VrA3bcXOJ5LlSDU9HPgB8u+mGwlz/BcSyz1OzjLwwD3z9t0gV6Z6bgIvf4ftT63WsoiNEf8B1GbmHfgjmtZMVVZNLAzjKar98DkcDgPAlv4Ffl/+38Y1N3l9ZUXHHfYcMRxt23R33HbIlKWfDNgAUa7LGbMsVYP8XOn8zk8Ee/iG/aujIfau6BoshFouCjUb/X3v3HiZXXeeJ/33q3pfqezrduQCdECBtCBkwGEZEUZCMkCDquiKs8zA/cIBx0N+zv6yjq0Rm1jDw7IA4i7iiA46A7jheMCoRgYiCcbIhENI019CQhHSn71XV1V338/vje76nTlXXvU5d+tT79Tx5kq6q7pykuqrP53xuTS6HpQNtAFi16lSMq+04rA7gy9H/B2MtZ4lqlDKy+caSRc//OgfY/bepDwhO4vJ9n8Iv3V/BrqNL44ee3rPtLyDYrsK8ikzWadPlXxsPFF5y2GpeZvukoV8bSJaRH1O0gL4WZeRyxZKzGXAlfx7MLrBfGzBktssNtrXMdi1mMBh/1gVCseTqr3oLtt3aQFdHj7ihkn3bERlsi9egtcrIDQPSZCBpwbVfUtlD0oKTWR+S0M6dPx+5GaqS/j1iSBKV2FJWdfr6L0OwnUiIi9+BUaB7HfCR/1mbY6tzzGxXUTgW108mTclsV5jHaYfLYUMkloBvIQqvVk4mh6NVe8c2ICYXtzc5gKjo+VWgQlwzWrz3b//IdM6yVBWibHX/yDQuWNtd1HF4nDbYFKBfnUD46HNobXFBBJEq8PwPxA+peBSw2wG7R+xAj0dFNu7VXy/6eraF3KXwViFLEgGLnaBk0bb8VFzu+g6OBWIAFKw87yb8zUWnlHWRwW5T0OS0YyEax9SH/xe6n/hC2lYC8UM8qtrx01P/OzIUsdedZGa7uD5LWSmQfC+onNN7W2FTxHaGiUAYvYVkQbwm9Gwb1n7J0nEgGWyP6Ou/Rqq//kteRGhdnvL3yg0W7Q1cQg4A3VrPdrnTyGu5ys9ht6HV7cBcOAb/QrRuV3+1anNUZhQ5JK2CE8m1fvAQtMy2pcrItXPTWChZIm3RzDYggu0/vC76totSQM92IBSDqgKHsUZUDOgD0gzKaCmrOpnZ9p8AYmFxHvOne4HXfyPW3/6nBwF39ZNwSwGD7So6PrMAVRWlYN2Gk6Z61t7kxEQgjNn5KFZp77dyONpAlYejSWrLMozPtMPTfQra/vyvsvaqjwcKyJIV8TgjRVHQ6nbgWXweSE9kx8LASz8t7uvlKIW3EmOwbak+txxOXd6BYwHxA3l6PoK4zYVy/+XNLhFsT675KLqvPzv1Qo3mo5G/x5beD5b5N1WHzGyPB8KIxhNw2vNkzVqWQW3pxeuhdnw/dBH+tuOP6MMUlAr2/3ucdpza3YKRySBeOzlXWLAth4bNTwGxCOAo4X1f258+qnbpw9GAZCD3erQLUGxih+vceEo5d8XNGYJtg1k5HK3BM9vLDJltYytWsWq9yq/NowXboWjdrv5q04LtcT3YrmBmW9uzPQ/x/FqqVcJpSATJTS8WXPslySFpb5Wa2c4RbPtDUSzDDP7VdQcUPdDWkjJZkkR1raVHfH9E5wHfcdHT/8TXxH1/8Y9A34aaHl49Y7BdRcZ+7VJ/6FZbhxZs+w1D0t6UZeQ9tbmCpXpX4MKxb+L2Pz8PH3/36qy96r3ewvpvCn1cula3A58P3IxvuL8DRc2w71yxAYNXAivOFUG03Zn83X8C2Pv1xZ+zlK5ylqDFnTwpefHYLC5Y22PuirE6s2doFM8fndU//t4zb+HXh8fKGs4HAM1uO6aCQDASM7yLyx/eyR/itejxLEVPixt2BYirwMP/8TbOXN6Wc8/7nmM27Ir+M44GRcXAI1MfxCltDnz5mA1b2zN+iinW9bZqwXYAF67ryf8JzV1iRUwiKgLTjtXF/6UpZeTGzLZ4vzsZhLb/9KgoJa9FsJ32d/rk2q+mpXFRuVJkGXk4lsBcOKZXhxVL3y5Qq2C7yYkTvhD8C4Yy8joLMGW5+3iiQ9wQKKOaJB+tjHwBFiwjN+5/9h8Xv1u6jFybSD5VbGZbe//Pldn2TeNB151YpUyIAWiRefEzoAIDjatCUUQp+cTLwI8+DczPiKq6d10lzsMpKwbbVXTUzEnkVZK+/isci+t959Ve+yV1tbgQgRPTWqlitl71zad1wuO0IRTNfPVQgcionT9Q2g+SVo8Dj/ouxHVbL8Omx65c/IAb9mYPnE+8AOz9uj44qxplsLW2Z2gU/3bguP7xtd/bj/52T9mBZ72q1HA+AGiR67/CcaB98VYC//jbmAq1LZmMy+PDY/r/09d+MQwAWb83Uv9fZTCu4Jg/Xvb/az5n9nnx+PBJvD5e4ERyRRFZX//x0oNtQxn5JmPPthZ4TwcjwOo1WrD9JnDqnxf/d5QqW2Z7npltQGSiW1x2BCNxTM5FSgq2o/EEYtpckVoFdcaJ5Mky8vrKbMtg+4QMtstp3chHG5AWVMV5h6WCbZvNkL18R9xm8TJyAHh7cr646hOZ7c8WbMciWPGbG9BhexszSjs6P/MLoG1FxQYaV02nFmxPaJPVO08Dtt1T3falJai+3i0tztRJ5FUiT5ZkWeCx6XkkVPGDbZm3Nm8SsldxKpi7D+4nB4/nDLQBYOe2wZIzq3L913xUTkYvYt95yzLEm5fhsDqAW+PXQ1mxqezBWfVMBkjGQXtAMvDcM1TBkr8aqORwPiCZ4QpGYsmtBDfsBd79V8ANe3HraT/EGLqXRGZbfm+k/1dk+t6IJ1R87RcvVez/NZ912q7tV8dKWf9Vwsm/qupl5GPoTu3Z1srIZ+YjULvWihurPZE8kLuMvL3Bg20A6Nay21MlDkmTJeRADcvItYnk/oVo3a7+kj3bx6NaaUslM9tasD2f0DLbS+B9tihySJpfC7YtXEYuz8cD4Rhm5qN5Hm2Qq4w8kQAevRkdY3/EnOrBrs5/ALoGKjrQuOLkYF9nWvzygS+Ji7wWHuxrBma2q0hOOzzVrEnkVdCWltk+IoejLWupWSm87HefyRFsv3YygJ2/eAkA8NFNK/AfacPS+kzIqMor6bNoL37feftKjPyXP+HKe/6E9iYX/v6G/7k0r3IWIF/gqUAESJcO9lmmpLySw/kAw4UebUpxyveNomAuLk7+6j3jUshFif/vx4fwyxdH8c7sAo6MB/V9v5mU+/+aj3H9V8FZkHLWf81Piw0HAE6qnfqFRiD5PhiNqwh5T0UTUP1d2/ky2w1eRg4APa0uHJ2eL3kiucwk220KXPlmGVSIMbNdr6u/vNo08qPRNnG9u6LBthiQFtCC7Xq78FA2ZzOAqeTr28KZbY/Tjv52D0Z9Ibw1FUx5j80pV7D9xK3A4R8joThwU+QLcLYNmnfAtfKNszPf/rO/Tv7ZooN9zVD0u+Xk5CQGBgbw1ltv6bcNDQ1h8+bN6OzsxI4dO1LWojz99NNYv349enp6cNddd6V8rX//93/HqaeeihUrVuCHP/xh6f+KJUKWX69eQpltWUYuT57kJPKBGkwilzrzZLYXInF87pGDCEUTeN+6Htz1yU145osfxA9v2IJ7PrUJP7xhC5754gfLLjWVwfakvWdRZhFfGBIZxxxCCScARQyaWWpXOYtQTOBpFZUczgckg2hj1suo1gOVCpXvewMA5sJx/PJF0fueK9A2KvX/NZ81Pa1w2BQEwjGMFbKmDChv/ZdWQu5T2hGFI2X1l8dp1ysX/M2niBurvf5LXkCQU9c1Pq7+0sm+7YkSJ5Lrr2WnvWYXuOVFd/9CTK8Wq7dgW2a23460iRtCs3pQbLqIOA+aS1iwZxtYnL20cM82kMxuF9W33WLo2Taugtz3LeCP/wwAePqsW/GHxEZ9eN+S9rH7xcyhTJbS+rIaKerdcnJyEldccUVKoB0Oh7Ft2zacd955OHDgAIaHh/Hggw8CACYmJrB9+3ZcffXV2LdvHx5++GHs3bsXgAjQr7nmGnz1q1/Fb37zG9x666149dVXTfuH1RtVVZdmGbmWmZCZbTmJvFbD0YBkRmc6mDlTcNvul/DayTks87px1yc3wWZTYLcpuGBtN67ctBIXrO02JYMqg+1AKFZSeZDMWFjuqniaSgee9ajSw/n0zHY4c7Bdy1VBxSj0Ob9y0wrcd8252HVVYdNOS/1/zcflsOE07UJjwaXk5az/0krIxxWRRTEOSAOSLTUTrlXihqk3U0/8Km1uXPze2ptyczKzzWC7R2u3mgyUltleqIMLZ14tWEjJbNfZe4scvulHM1SHVgZdqey2FsT74+L7eym06xRFlpFLzdbNbAPJieRF7dqWFyASseRKr6GfAL/5kvjzh3biQMdlACyyAnHjJ8UA30yuf1LcT1kVFWx/6lOfwqc//emU2x577DH4fD7cddddWLt2LXbt2oXvfe97AICHH34YK1aswFe/+lWsW7cOt956q37fd7/7XVx88cW4/vrrcfbZZ+Nzn/scfvCDH2T9u8PhMPx+f8qvpWRiLoyFaByKAqzqXDrBdruhVwswTCKv0XA0IDmFdzpDZvvRF97Bj/7vMSgK8I3/vKmifeUy4AmGM0wiL4AMiDx1tq/UbJUOPOvR+QNd6G/3INslHQViAFipw/lSerYzSE4vru8r6oU+55/afAr+4ux+/OfNp1T0/7UQxlLygpST2dZ6Jk8kxMluZ0vmYHvM1ie2H0SDyQC40hJxIDgh/sye7ax6WuSu7RKD7ah4jdfywpleRr6QXP1Vb5ltt8MOl8MGQEG8Rbv4M1fCa64QWs+2DLYtt8bSlXZ+Z+EycgA4tUdmtosItp0ewKUlnYKTwMjvgZ/dKD4+/7PAhf8v/AvitWuJYDtFEfOJCECR/1P3338/brnllpTbDh06hC1btqC5WXyzbty4EcPDw/p9F198sV76dP755+O5557T7/vgB5M7YI33ZXL77bejvb1d/7V6dQlTXWtIlpCvaG/SfiAsDR1aJmVWKwvUM9s1DbYNU3gN3poM4ss/PQwA+NuLT8d7Ty9gNU8Z5NX+9KFfhZLleJb7QZ2m0oFnPbLbFOzcJvq00v/dpg7ny1JGrme2XfX9XlPs90al/18Lsa5XDEl77WSRme1S9v5qn3M83gEge2Z7KqSK9V9A9UrJg5OAmhBBftp8CpnZTj/eRiQz21MllpEvRGq/xk8fkBYyrP6qw4vEslw30qQF25Xata0F276oCKLqvYKoaMbMtmID3BXcp1gHTu2Su7aLXP8lL0o8/wPgR9eIuTuDVwJb/xFQFL0itM0qwXaLtvlkxTnAFXeL3y082NdMRZ2JDQwMLLrN7/en3K4oCux2O2ZmZhbd19bWhhMnTmT8PON9mXzpS1+Cz+fTfx07dqyYQ6+5pVhCDqSu/poJRvRpjbXs2ZYnmP5QDNG4+MEfjsXxuR8eRDASx/mndeGWD62r+HHIgKfUYHte+7y5UBT7jkxVbIJyrdVDgFQLWzf0475rz0Vfe2r2tq/dU/Z6Kj2zneV7L9nnWd+Z7VK+Nyr5/1qIM/u0YHu8yMx2KVk2bcf2aEJcbEjvgU7ZzFDtieSyLL65B7Algw1VVTE7z55tSfZsl5rZlkMQa9luZMxs66u/nPV3IU+2doU8MtiuUBm5tmfbF7dqsG04T/V0iHVgFiaHFh8tJrMNiIuNAPDMN0Qp+anvBa76jv5+KGeMWCbYzrD5pJD5RGTCNHKHwwG3O7VU1+PxYH5+ftF98vZMn2e8LxO3273o71lK3l6CO7aBZBng7HxULyFf0e6paXlqR5MTNgVIqGIieW+bB7f/+hUMveNHZ7MT91y9CY4qTG2VP9jnQsUH23uGRnGrNi39yEQQV9//J0vvnJYB0m27h02fCl/Ptm7ox6WDfdg/Mo3xQAi9XpGlLffCggy2F7JktkN10OdZqFK+Nyr1/1qIZBl5AImEClu+v1NmtoMTovTaVsRzogXbJ9EJr8cBZ9r7Wspmhq41wJt7qzeRXJare1NLyIORuL4XmtPIyw+2ZZVKbTPbyWnk8ppwPbY/ySFpQVcPuoDKBNuJuL4hYFZmtpfA+2xRjMG2hdd+STLYngpG4A9F9YtLGc0e1SaQK2IIHwBABTpOAz7wd0BwHOgQAyv1zHaur7fUpG0+sepgX7OVHTF1dXVhaGgo5bZAIACXy4Wuri5MTEwsul1+Xrb7rEjPbC+htV9AamZblpAP1LCEHABsNgUdTU5Mz0fxk4PHEYurePCPbwEA/umT56C/vSn3FzCJDLaz9c1mI/cKp+ex5V7hamTnaqGWAVItyeF8ZpIXuzJ976mqqu9+XyqDe0r53qjE/2shTu1ugdOuYD4SxzuzC/m3S7QsE6WYakIE3GmTu3PSymDH1K6MJdlyfsVUMAKs1jLb1Sojl4HMorVfIqvtctjEpoUG190qe7ZLLSOv/WtZBguBUAwOu3hN1nNmO+DUWsgqEWxHk0mhmaj4+6yX2TacQ1l8EjkAeD1OdLe4MBWM4OjUPDaszFE2n20F1uxbwPe3iT9rK7DkrCPr9WxTscp+t9y8eTP27dunfzwyMoJwOIyurq5F9z3//PNYuXJlxs8z3mdFx5Z4GXkgFMMb47WfRA6IYNWvZZPv2PMq/um3rwEAPnRWLz541vJcn2qqZBl55uxiJoXsFb5t97ClS8rNngrfiOTk3Uw929G4qn//LKVJ90vle8Npt2HtMi27PV5A37bNDrSUWNYqy8jVrkXD0QDjZgZjGXm1Mttyx3bqxQPjJPJaraqqJzKzPReO6SXYxZCv8ZqWkRsGpdbr6i8AaNV2bfsc2kW4SvRsa5PIVSiYiYrnZCm9zxbEOCDN4sPRJJndzjskrYgVWD5tQJp8/VDjKvvd8qKLLoLf78cDDzwAANi1axcuueQS2O12bN++Hc8++yyeeOIJRKNR3HnnnbjsMjEK/+Mf/zh+9KMf4fDhw5ibm8M3v/lN/T4rWrJl5IYrci8cmwVQ2+FoMiscyxCMPvXKOPYMVWggSgbJMvLCdv8CjblzmsynZ7Yz9GwbS8uXSmZ7qVm3XPRtvzpWYN+2t4S+7ci8XqZ4Uu1K2bEtdaYE22vEjdNVWv+lB9upa79k6ST7tYU2jwMurfy/lFLyuigj1zLbwUhcnzVSjwGmHFo6rWjZ2EpMI9d2bItSa3ExyXpl5IbMdgOUkQPJ9V95h6QVsQJL9mwzs01lB9sOhwPf/e538bnPfQ49PT149NFHcccddwAAenp6cPfdd+MjH/kIli9fjldffRVf+cpXAADnnHMOPv/5z+Pd7343Vq5cCbvdjptvvrncw6lLC5E4xrUdm0st2HbabWjRfpC8eFyUxqxZVpvMdq6ssFTNrLBeRl5EZrsRd06T+eSJd6bMtjw5d9iURT2+ZI4zepN92wWR2d9iMttaVi5ib0YATejKWEauDUibiwCdpxnWf1Vo5ZGR/Du82TLb1m0LK4aiKOgpo5Rc37Ndw+BWBrGACLiBes1si+OckMF2RTLbInGiGgJSTx3+X5TF2LPdIJntVV3i+fzDaxNFDKzNvgIrFI0jok3ut8yANCpZSbUNatpV8+3bt+PIkSN47rnnsGXLFnR3J/vobrzxRlx22WV45ZVX8L73vQ+trclA7etf/zquueYavPPOO3j/+99v2Z7tYzPizdnrcSzJq/0dzS4EIwv6SfyaGk0iLyYrXI1eztYSVn814s5pMp/MbGcKtuX0YstlW+qIzGy/VkgZOZDMbBcTbGs7tgPOZQAUfQ2jkT4gbT4COFxA+2pg9m0xkbyY3vBSBDJntuWaSO7YTupudeOEL4TJQOmZ7aYaDiV1aBfdg4b3m3pc/SV/Jo8ltJ7bkE+UfTtNnOOilZEnHOJruuy2qgxkraqUYNv6me09Q6P41z++DQD408g0/pRvYK1cgdW2Ejj3M8DBfxXv14YVWLJf26YArTV87VJ9MO07oK+vD5dffnnG+wYGBjKuDQOAwcFBDA4OmnUYdemooYR8KfawtTU58c6s+AHjctiwsqM6A8jS1VtWWPbNBiOxwqYSI7lXeMwXypihVyCmMFtp5zSZL9mznaGMPFr7TJjVyfVfb4zPIZ5Q8/eXy8z2XDHBtsjKzdjFhcOulsXBa5eWMZ2PxBGKxuHpWiOC7ek3gdPeW/jfVYoCerZJkJntqWDxwfZ8HWS2AXEekBJs1+GANJmBn4p6AEcTEFsQF7i6Mp9/lkQrI0/YxXmQJYcAppSRWzuzXdLAWrkCy+4SE7nPu07s2DZM5pbtNF6Ps6BzQ7I2C75L1J+lumNbajcMdxjobqnZG0e9ZYW92jAWVYU+/TkfuVc4W6ANWHPnNJmrxZW9haEephdb3SldzXA7bAhFE/rwy5z0zHYR5d0BMRxtXBHBdqbMttftgFObDj0VjADdVZxILld/sWc7r+T6r1LKyMUFtVq/ntPXF9Xj6i+vnKMSiScrO8yeSK5ltmNaZtuSFUQNMiCtrIG1DrcItIGMK7B8nEROBgy2q2Cprv2SjL13tRyOJrPC2cJQBUB/FbPCHqcNMibONKgqm60b+vE3F69ddHtfu8eya7/IXPqe7WgcibQTAZnZrscBRlZhtyn6RPLXCunb9mqv6aIy2yLYHlPF+1lXhmnkiqLoK8Gm5wwTySu9azscEL3hQNbVX5kuDjSqHq84EZ8oo4zcU+tg23DRXVGgX+SpJymtXd4SqkkKoX3fx2zion6zFUuEG2T1VyUH1nI4Ghkx2K6weELFIW2KdyyeWJIrnYzDUdwOW83+DTIrDGBRwF2LrLCiKMm9nqHidm3LH9DvXduNez61CT+8YQue+eIHGWhTQYwneAtpVRXzzGxXhSwlf328gInk+oC0IjLbWrB9PN4BIHumWB+SFgwnJ5JXev2XzGq7WgF36sBMWUbOk8ykZGa79DLy5lqXkRsy226HrS5b4uTqr0AoVvHMdlQvI7fg+6yxZ7sawxZrpJKtiTKzzbVfBDDYrqg9Q6O48I6n8LwWbH/vmbdw4R1PVXU9Vbn2DI3i14eTx/vzF07U9N+wdUM/7rv2XPS1p5aK1yornJxIXlywPXzCDwC46Ixldb9XmOqPx2nTK9iCaX3bIX2gkgVPAuvIuuXFZLYNq78KXculTVJ+KyKGPWXKbANAd6thSFq3IbNdyfVfMoBJy2oDwCzLyBfRe7ZLKCMP1cHqLyB1onK9Bpj6Os5wzHCBy+RzlYioVIzaxAWUJkv2bBuC7ZHf1+44KqySrYl+bcc2LzoSYOKANEpV0tCFOlOv/4atG/px6WAf9o9MYzwQQq9XlI7XIlht9TgAX3ETyQFgeFQE24Mr2ipxWGRxiqKgxeXAXDiG+XAc8CbvSw5U4tt7JZ3RK3dtFxBst2h9zYkoMD8NtBSwLUHLbL8ZFu8RnVnKsrtaxEn/1FwE6Dg1df1XpSaS68PRFgfbPq7+WsSMzHbNy8jTKtzqkazCm0vJbJucmdVWf0UUC/Zszx4F5qfE79JrvwFOvABABZq7gY5TanV0pqvkwFo9s+1hsE0Mtisi39AFBWLowqWDfXWbzaz3f4PdplRlvVc+Le7i13/NhWMYmRR9X4P9DLapNM0uO+bCsUWZbX0vr5VOAuvQGdr6rzcngojFE7nX/zhc4kR1fkr0kOYLtuMxPaB9Jy4GFGXLFMv1X9PBKq7/0ndsZ8psy55tnmRK5QTbsk2k5mXkTcYy8vp8b0nJbMs5CWZntrVgO6zIzHZ9/l+U5BtnL75tfgr4zvuTH3/NV73jqTDZmnjTQwehACnnu+W2Jvo5II0M6vPy5BJXyaEL1WKFf0M16D/ci+jZfkXLave1edDd6s7zaKLM5IWe9F3b9XJybnWrOpvQ5LQjEk/g7UImkhdT1hocB9QEVJsDU2hHi8ueNcDRB6QFtRLlakwkz5HZZs/2Yp3ahYeZ+SieeX2iqLkn9XLxzJihq9d1V8YBafGWEnbbF0ILtkNasF2vJfUl+dj9gC09B6d9r9oc4n6LqVRrYrJnm++DxGC7IuptH3QprPBvqAa9ZzvDvuNsWEJOZpAZlUXBdp2cnFudzaYk+7YLKSUvZv2XVkIebepFAjZ0ZunXBpK7tqdksC2HpFVyInkgc7AdisYRjiUAIOcxN5I9Q6PY/r+e1T++9nv7i5p7slA3PdvGMvL6fG8xDnNd8CwTfzB7GrnWsx2CBTPbGz8JXP9k5vuuf1Lcb0FbN/TjmS9+EF/+yFkAgFWdnrIH1spp5Ay2CWCwXRH1tg+6FFb4N1RDKdPI5XA0lpBTOVrcWrCd1sIwz2C7atZpfduvnSxiInkhJ/9asL3gEb3e2fq1gbQyciC5/muq+pntGW3tl8OmoIXff/rckzF/6kVpOfekkIBb79mucVDnTZtGXo/cDjtcWjtHwNkjbgz59AniptC+1oIMti37fW5L+93a7DYFHzxLvN/6FmJlt0cme7bZrUuN8iqqsnrbB10KK/wbqqGlhGnkzGyTGeT6r2CWMnJLZVzq1Jl9WmZ7vJDMdhEDm7RS84BLC7ZzZba1+2YWlZFXMLOdJdiWJeQdzc66XA1VTfnmngBi7kmukvJ4QkVEqxSo9T7nlNVfdVpGDiRLyQNqE+DQ9kWbWUqu7dleUMXrznLvsy3LgNZeYMU5wBV3i99be8XtFtfXLr5fAqFY0Rtm0nEaORnV7zvmElZv+6BLYYV/QzUUu/orFk/gFa3klJltKoee2V40IE18XOuy00awThuS9npB67+KyWy/AwCYdYjsXGeOYWPdLTnKyCu1/ivLgDT2ayeZMfdEXjgDah/UGcvIPXVaRg4Yqs3C8crs2tYy20HVgj3bANC+EvjCEHDDXuDdfyV+/8KQuN3iWt0O/fsnvRqlWOzZJiMG2xVSb/ugS2GFf0Ol6VfRCwy235wMIhJLoNXtwCldzfk/gSgLudorGE7NbNdL2WkjME4klxnIrFqL6dkWme1JRVQO5Sojl5lt30IU0XjCsP5r3vzhUICYlB6cFH9Oy2z79Enk7Nc2Y+6JvJCmKLUfSrZkMtuVnkiu9WzPJSxcRu5wi286QPzuaJxBrvJ8dyzHhbJCcBo5GbGZoILqaR90qazwb6ikYsvIZb/2+n4vbPw/pDLIzPZCema7TgYqNYIV7R60usW+87emgnrwnVExmW0tOBhTxYqwXMF2R7MLiiKS2DPzETFHo+MUYOYtMZG8zeSLosEJACqg2MU6MwO9jJwnmKbMPQlFxAWcJqe95mX5S2H1F2CYSB6KJSsv5kzcta2Vkc8lxP8H32etpb/dgzfG53JWpeQTT6h6AobBNgEMtiuuXvZBl8MK/4ZK8Ra5Z/ulE2JHJUvIqVxZe7Yj7NmuFkURE8mfPzqL104GcgfbrYZVRKqazBxlopWRH493AAC6WrKfsNltCjqanJiZj2I6qAXbXWu0YPtN4LQLi/xX5SEvFrQsA2yp32OzMpvDHdv63JMxXyhj37YCkUXLNfdkPip+rtTDa9k46bvWWfZckj+To5XJbGtl5IGEuADGCiJr6WuTme3Sh+oFtEnkQGpFCDWu+n3HJFoCWvQf7PE8jxQ4HI3MIqc9L+rZjnIaeTWdUehEcpnZjoXEhORsVFUvIz8abQeQvyy7q5oTyefGxe/e7Du2O5pYRp5r7omUb+5JPa3xsymKPoV8Ohgpald4NemtXaFY6gUus2hl5IG4CKLq4UIImUeWkZeT2ZbD0ZqcdrjqdHI/VRe/C4jKoPeHGa5kZqOqqmHtV3tFj4usr9mduWebme3qKnjXtrMJcGuv+1xlrQszQExkVY6ExUW5rjw7q7tbRE/l9KKJ5BUItmXg0ro42E72bDObA2SfewIAO7cP5p17Ui+v5T1Do7jwjqf0Heq/eelkUbvCq8lrDLb1zLaZA9JEsO2LW3QaeYOTr9WTZQxISw5HY/EwCQy2icrQmiXgyWTMH8LMfBR2m6KfoBOVqlnPbGde/VXrVUGN4sw+LbNd1PqvHCf/suS1qQvjCyLrmS94XZzZlhPJR/IfU7FkZjtDsG1c/UXC1g39eOaLH8QPb9iCez61CX+2ugMAMO4P5/1c+dquZV+w3BWenukrZld4NbW6xfeeGJBWiWnkItj2x7TMdh1UHZB5+s3IbIc4HI1SMdgmKoM+jKWAnm2Z1T59WSv7vKhszVnKyOf10lO+vVeD7NN+e2oeoWiei26FDGzSSsjVtn59d3a+zLbcwz01l1ZGXon1X3PZM9tc/ZWZnHty5aaVuOEicSHkpwffyVuKLS+c1ernhRm7wqvNmzIgzeRgW1X1YHtWC7b5s9xa+trEru1yppHrmW32a5OGZ2NEZZAToYORGBJ5TjhksP0u9muTCVqyDUjTe7aZ2a6GXq8bbR4H4gkVb04Ecz+4tYCTf204Wqy1HzHtPSXXNHIguWtbz2x3nFK59V/6ju2+RXfJAWlc/ZXdh9b3or3JiTF/CM++MZnzsQs1zmybsSu82lJXf2nfo2Gf3mtdlmhyaNZsVPw9LCO3FpnZngpGEI4VNosnHdd+UToG20Rl8Gola6oKzOfJanE4GpmpWbvQM2+oqognVH3fM08Cq0NRFL2U/PV8peSFZLa1MvKwRzy2yWnPmz3Ty8jntWDb4RIBN2B+37bcE97au+gun/b3c/VXdm6HHVduWgEA+MnB4zkfW+uWEDN2hVebDLYD4RjgbgOczeKOQlbu5ZMp2GYZuaV0NDv1oWaFtHpkkuzZ5vsgCQy2icrgcdogh8nm27X9kj4cjcE2lU9mto092wuGCz7c/1o965bLieR5gu2CMtsnxEPcItjuLKD/ubtVC7ZlGTlQuYnk8kJBa67MNk8yc/nEeasAAHuGxvT+zkzka7tWpcpm7AqvtuSe7ahYr6dPJDdh17a2Yxt2N4JRUXXCi5rWoihK2X3b7NmmdAy2icqgKErySnooe7DtD0VxdFqUsa1nsE0myNSzLf+sKNDX9FDlndGrTSQvdP1XAcG2z9EDINmPncuiAWmAYUjam3k/v2Cqagi2UzPb4VhcDw65+iu3s1e244zlrQjHEvjVi9kHjCUz27UJ6OSu8GzLyRSIsttcu8KrzZv+89jMXdtaZlt1NestHgy2rUfu2h4tcdd2smebrVwk8GyMqEzJieTZg+1XRkXGa0W7p6CTZ6J89NVfhsx2KJIsIVeU7Pt7yVxnFJzZlmXk+aeRT9lEAJOvXxtIBttTxmC7Euu/wn6xJxxYNCBNnmDalOSQKspMURQ9u/3vz2UvJV/QLp7VqlQ5165w+XG+XeHVtmhoqdfEXdsRkdlWHU36TR4OorQcmdkudUiaT9uzzTJykvguQVSmlgKC7eETPgDs1ybztGgn4JFYAtG4CLLno9rJObMtVXWG1rN9dHpeH2qVkZ5lyzWNXGS2T6L4zPbMfCQ5qFEvIzcxsy2P290GuJpT7vIZJpHb6ij4qlcf3bQSdpuC596ewZsTmSsi5utgz3a2XeF97R7cd+25eXeFV5tXmwA9l57ZNrFnO+EQ3/s2BXDZeRptNctlsF3irm0OSKN0vPxMVCZ5JT2QK9jWh6O1V+WYyPqMQ5PmI3G0N9n0QI9De6qrp9WNrhYXpoMRHJmYw4aVWV7nMssWCYgsmasl9f7oArAgJju/E+8AMF5Qz7YMtuMJFf5QVEwDN5aRq6roLSiXXkK+eO3XzDwnkRejt82Di9b1YO+rE/jJwePYcdlZix6T3CxQ29fz1g39uHSwD/tHpjEeCKHXK0rH6ymjLenTyLUNITYz139pa7/iWma72eVgBZEF9beVm9nmgDRKxUtyRGUqpIxcD7bZr00mcTlscNrFiZ7s1V6og0xYo1qn9W2/OpajlNztBZxagJ3p5F/2lTqaMBZ2AyisjNztsOvvQ3rfduepgGIHYgvm9KsCOYPtWW0SObM5hfvEeasBZN+5XevVX0bGXeEXrO2uy0AbSLYw6BtC9KGEJrwGtDLyuF0EY9yxbU197eJiCgekkVkYbBOVKWWvZwbReAKvjYkyQe7YJjPJoFqWm9Z6oFIjk+u/Xitn/ZdfCwjaVmBGy44UktkGMgxJszuT67/MmkieZTgawEnkpZA7t0d9IfzxyOKd2/L1zKCucG6HDQ7tQsBcyLBr25Rp5KKMPGoXwVgT+7Utqdyebb8+II3vhSTwnYKoTC15gu03xucQiSfgdTuwqrMp42OISiG/9+bD4qS81quCGplc//V6vonkudZ/af3aaFuBmaAWbBc4UDHjkDSzJ5LLYNu7eO2X7Nnmju3CeZx2bD9H27mdYVDafB1ltpcKRVEMQ9KihjkJZpSRi8x2zCaCMVYQWZMMtifmwohp81AKpaoq/NqAtHZeeCQNg22iMumZ7Syrv4a1/drrV7Sxv4tMJU/Cg7KMnJntmpHrv148PotHX3gH+45MZSwNzjkdOaAF295+zGhl2YWUkQNZ1n+ZPZE8kCuzLf5e9mwXR9+5/dLindshvp5LkrKOU77ewj4gMl/eF9Yy2xEG25bW3eqG3aYgnlAxORfJ/wkGoWgCES1A5+ovkhhsE5UpX882+7WpUvTMdnrPNk/Oq+7YtDiRn5yL4PM/egFX3/8nXHjHU9gzlNYrKjPbmaYjG8vItWC7q8jMduqubTmR3Owy8sWZ7dl59imWYuOqdqzrbUUomsCv03Zus1KlNCnBtrsNcGqT88udSK4F6xGFPdtWZrcpWO4VMzOK3bUtL5jZlOT3IRGDbaIy5ZtGLjPbXPtFZpOZlWA4tWe7yckf8tW0Z2gUO/79xUW3j/lCuOmhg6kBd64eUv87AADV26+XkRfaA92dMdiWZeQjBX2NvNizbbpcO7eTA9L4ei6G17hrW1EMr7kyg21tGnlYC7Z5UdO6+krs2zZOImclI0kMtonKlGvPtqqqemabw9HIbPJ7T56U63t5ObinauIJFbftHkaGgnH9ttt2DydLyr05MtvaxORw83K9FLGszLYsIx9/GTj+XEFfJ6dCerYZbBftqj9bCZsCHHh7BiOTQf325MUzBnXFWLRrO9echGLowbbIevJ5sa7+EieSc8c2ZcIzMqIyeXMMSDvhC8G3EIXTrmBdr7fah0YWl96znezxZCasWvaPTOc8IVMhTtj2j4j92frarIyZbdGz7XOIzLHLYSv4hD7jgLSOUwAoABLAgX8p6OtkFYsA81Piz5lWf8me7Sb2bBert82Di85YBiB1UJpsD2HPdnH0MnL5M9nkzPYCGGxb3XJt1/ZJf4mZbU4iJwMG20RlSk4jjy+6T5aQn97rhcvBlxuZq8Ule7ZlZlucXLKXsHrGA4WdjOmPy5bZTsT1YGDa3gMA6Gp2FVyK2N0qM9thYPYocOJ54ORLoowWAF7ZDZx4Qdw+e7Sgr5kiOCF+tzmApq5Fd+s928xsl0SWkv/k4HHEEyoSCRWhqKhu4Ou5OPo08lB6sF3mrm2tZ3tBFcG2hxdBLEtOJC82s+1jZpsyYPqDqEzJaeTRRfe9dMIHgMPRqDKa3bJnWw5IEyfnzIRVT6/XU9zjZFZ4YQaIhQGHOHFHcAJQ44Biw7gq3i8KXfsFJKeWT89FgG+cvfgBIR/wnfcnP/6ar+CvDSB5caClF7AtvnDI1V/luWT9crR5HBj1hbDvyBTOPbVDv4+v5+Ikq820n8n6Ba4yd21r08iDzGxbXqk92ywjp0yYaiMqU3IaefbMNoejUSXIk3CZ2V6IiqCbJ4HVc/5AF/rbPciWf1YgsiTnD2jZ4KZOwK4F2MaTf204Glr7MBsSF006i8gSd7eIrzk9HwE+dr/IQGdic4j7izU3Ln73Li4hj8YTeskuV3+VxuO0Y/smbef2weP6HAaAr+ditaa3dum7tsvMbGt7thdU8T3O58W69My2v7hp5D5tx3ZbE3OZlMRgm6hMsmQt04A0rv2iSmp2cfVXrdltCnZuGwSARQG3/HjntkHYbdpHimLo2zaUkutrv/r1IWfFZLa7tDLyUDSB+bM+Blz/ZOYHXv8ksPGTBX9dnTzWDP3aMpsDcLdsOT5x3moAwGNDoxgPhAEAbocNNhunGhdD/kz26wPScuy2L4aW2Q4kxEUwvs9al8xsn/SFoaqZxl9mJld/tTGzTQYMtonK1KKV8s5FYilvyr6FKI7PiB/OzGxTJbToA9LSppEz41JVWzf0475rz9VP0KS+dg/uu/ZcbN3Qn/oJ3gwn/zLr5u3HjFaSXUxmu8Vl1+dCTM0ZhqRlzbkXSWa2Mw5HE8fr9TjgsPO0olTnrGrH6drObTkojSXkxUu2dqVntsssI9d6tucSLCO3Otn2E4knUjc85MEBaZQJfyoSlUn+YFfVZLADAC9rWe1VnU3s36GKaNa+9+bD6dPIeRJYbVs39OOZL34QF60Tw80++e5VeOaLH1wcaAOZe0hlGXnbSsxoJ3ddRZRkK4qSumu7ZZnYh71iE2DT3n+au8XtpZjLntme5dovUxh3bv/bgWMAGNCVImXPNpB8vYV9QCSY5bMKoJWRB+JaGTnfZy3L5bChp1VcVClmSBp7tikTBttEZWpy2iGr/Izrv/R+bZaQU4XIaeTMbNcHu03Be9Z0AwCicTVZOp4u095fQxn5zLy2RqvI/md9SFowArSvBL4wBNywF+jfKB5w2e3i9lLk6Nn2aWu/OtmvXTa5c1uWQMcSKvYdmUruaae8Fu3ZdnsBZ7P4czml5LKMPK6VkfN91tL6SxiSpme2GWyTAYNtojIpimJY/2UItkc5HI0qS2awF/QBaezZrrW1y1oBAG9OzGV/kAxYjeu/Aie0+1bowXZXET3bQHL9l75r2+EWPeJ92nTyiVeK+nopcvRszwSZzTHL8jYP1hsu0I4Hwrj6/j/hwjuewp6hMgd8NYhFA9IUxZyJ5FoZuV8LtrmSzdr0ieRF7NqWF8n4XkhGDLaJTOBN7xED8BIz21RhzXrPNgek1Yu1y1oAAEcmgtkH6+iZbWMZuRZst63Qg9diy7JlcD6T3mMog+2xw0V9vRR6z3bfortkzzYnkZdvz9Co/rPDaMwXwk0PHWTAXQA5IC1gXMepv+ZK/P9TVSAqgu3ZGAekNYK+tuIz2369Z5uDIimJwTaRCVrcqRPJI7EE3hgPAGBmmyqnRe/ZTs1sNzv5g75WTuluht2mYC4c0ydKL6Jn2bRssaoayshLz2zLx08tCra1MvJSg21VNfRs9y662yfL3pnNKUs8oeK23cMZ75OXbW7bPcyS8jy8hsy2fsHLm+ECVzHiEUAV76++mPj6LCO3NpnZZs82lYvBNpEJ9CvpWrD9+ngA0biK9iYnVnY01fLQyMKMmW1VVfVg2+PiW3utuB12rO4Ur/kj2UrJ01cRhf368CUxjby0HujkgLS0IL93EIAiAmaZoS5GaFYEG8ZjN0hmtnmCWY79I9M5T+xViBP//SPT1TuoJUj+PE6oyQuQZe/a1rLaADATZc92I9B7tgvctR1PqPo5IHu2yYhnZEQmaE3LbBuHoykKd6RSZST3bMcRiiYgkzjydqoN2bd9ZCLL5GOZZQtOAvFYsoTc04EFuBGKJgAUt2cbALpaxPTcRatq3K1A91rx51Ky2zIb6GkHnJ5Fd8tp5MzmlGc8UFgGrdDHNSrj0NKAvv6rzF3bWr82bA7MxcQXb+JFTUvrK3JAmrFtge+FZMR3CiITpA9k4XA0qoZmbcd7PKHqU1ABZlxqbW1vniFpzT2AYgegAsHx1H5tLavttCv6HvVCdbWIE7xFZeRAeX3bcqhUhqw2wJ5ts8jdvmY9rlEpiqL/TA6k79qeKzHY1iaRw9miz8bggDRr628XFUqjvlD2+RsG8mdws8sOp53hFSXxu4HIBOnTyLn2i6qh2XCyNzknSoddDlv2lVNUFWt6kkPSMrLZUkvJA8l+bZmV7mx2FV0VIzPbiwakAYZg+8WiviaAvME2e7bNcf5AF/rbPcj2rCsQpa3nD3RV87CWJH39V/qu7VIz21qbh+psQjgmKk94UdPa5IC0+UhcLw/PRV/75eH7IKVisE1kglbDNHJVVZnZpqpw2G1wO8TbuAy2eQJYe3kz24Bh/dfJZGbb26+XZJeyszrrgDSgvCFpOYLteELVV+Mcn5nn8K4y2G0Kdm4bBIBFAbf8eOe2QV5MK4DXk7YhJNNu+2JomW1V7usGp5FbXZPLrpeDF1JK7l/g2i/KjME2kQmMPdvHZxYQCMXgstv03k2iSpFVFVNzIsBq5glgzcnM9juzC3rJ6SLGk39DGfm0HI7WUvwJmxyQFgjFENGybzqZ2Z58HYhkybhnIwMUmR3U7BkaxYV3PIWTfnGh52u7h7kPukxbN/TjvmvP1ftFpb52D+679lxs3dBfoyNbWpKtXVp7jfzeDfuL//4H9M9JOJLPi8fB91qr6y9iIrme2W7izBRKxe8IIhPI6adz4bi+I3Xd8la4HLyeRZUlM9lTQWa260VXiwsdzU7MzkcxMhnMXOGSKbPdtgKzJU4iB0RGxaaIKcwz8xEsbzMEbK3LgZZlQHACGH8ZWPXuwr+wvmM7ufZrz9AobnroINLz2HIfNAPD0m3d0I9LB/uwf2Qa44EQer2idJwZ7cIld21rmW23F3C2iHLwwFhyYGChtMx23C4y2x6nDTY+H5bX1+7BK2MBnCwksx3ioEjKjJEAkQlaDFfRZQn5u1hCTlXQog1Jk5ltljbWnqIoenb7zcls678Mme2ALCM39GwXOYkcAGw2RQ/S5feD4aBK79vWy8jFMct90JkKxrkP2hx2m4IL1nbjyk0rccHabgbaRUofWgpFKW8iubb6K24XF7B4UbMxyL7tojLb7NmmNAy2iUzQqgU8wXCcw9GoquSarwn2bNcVff3XeLb1X4YTf78ckGbs2S7thE32bcup5ilK7dvWg22R2eY+aKp33vTMNlDeRHIt2I7axYRqvs82hr4idm379TJyBtuUisE2kQla3eLNNRCO4WV9OFp7LQ+JGgQz2/VpjRZsZ81syxP/2aPA/KT4c9vKlGnkpcg9JK3E9V8y2Nb6XrkPmurdosw2kLoBoFjanu2oTQRfHr7PNoTSerYZbFMqBttEJpABzzszC3hnVlwBPavfW8tDogYhM9vs2a4va5fJ9V/Zysi1E/+JV8TvdjfQ1KlnpEsNtrtbxedNa5UOKWRm++RLQCLL4LZ0sTCwMJNyzNwHTfVOvwCeKbNdUhm5qFCRwTbfZxtDn7Zru6Bp5CFOI6fMGGwTmcCr/WCX65dO6Wpm3w5VhZw+zmnk9SW5/isIVc3QuyynI6ta0NvWDyiKHmx3ldCzbfy86UyZ7e61gKNJlMROv1nYF5TD0WxOoKkTQHIfdDbcB021lhxaagy2y1j/pQ1ICzPYbij9ehl5MT3bnD1NqRhsE5lAZrYl9mtTteiZbZaR15VTuprhsCmYj8Qzn6i19CJlm3LbSgDATFCcsHWU3LPtBpCljNxmB5a/S/y50CFpxh3bijhe4z7odNwHTfUguWc7arhRBtslrKbTysjDinh98X22MciNDrPz0exrHDWyZ5uZbUrHYJvIBK1pVzI5iZyqpUU76YvExV7lJievqtcDp92GU7rFmqCMQ9LsDqClJ/mxVuJadmZbC9IzDkgDiu/b1vu1l6fcPNifeSYF90FTPfBm6tmWwbb8ni6GNiAtBK1nm5nthtDmcejVYvmy2xyQRtnwrIzIBHIYi5Rxry5RBTSnfe81uXgNtV6s6WnFmxNBvDk5hwvX9Sx+QGuf2HsNAG39CEXjmNeyJx2lDkhr1TLb6au/pGKDbVly25oabH9/31sAgPet68HNHzid+6Cprizasw2U2bMtg20ts81guyEoioK+dg/enAhizBfCgLbSMRMfM9uUBc/KiEzgstuMBaE4s4/D0ag6WtLKGWVZOdXe2l5tSNp4tonkhgC2baW+9stuU0ru++vO1bMNFL/+S/ZsG4LtuXAM//Z/jwEA/urCAe6DprqTcxp52A+8/cfivqDWs73AYLvh9Bew/ktVVfhDDLYpMwbbRGXaMzSK9925F8YRSJ/49j7sGSqhL4yoSOkD0VjeWD/W9sj1X9l2bfcZ/txvWPvlhKKUFrTmHJAGAMsHASiilDZQQDnt3OLM9k+eO45AOIY1PS14/7plJR0nUSVl3LPt9gI27SLWwX8t7gtGxGs4qIpAij3bjUP2beda/7UQjSMaF2eBLCOndAy2icqwZ2gUNz10cNGb8ElfCDc9dJABN1Vceiab08jrR97Mdqsh2A4HMFvm2i8gmdmemY8gkcgwBd3VAnSfLv58soDstsxsa1n4RELFg398CwDwl39+GmzMZFMdkqu/5sIxqDNvAyeeB0YPAaqYbYFXfw2ceEHcPns0/xfUMtvBhDaNnO+zDUPPbOcItv0L4qKO3aYsqjYjYr0hUYniCRW37R5GhtNZqBBTeW/bPYxLB/tYWkkVkz4Jn+WN9WONltk+4QthPhJbXOJvzGwf/ROm13wIQHnBtuz1TqjA7EI086C1vrOBqddFKfnpl+T+gmk920+/NoGRySC8bgc+ft6qko+TqJJkz3Y8oUK5Z+PiB4R8wHfen/z4a77cXzCaltnm+2zDKGTXtnHtV6lVSWRdzGwTlWj/yHTOsiIVouxo/8h09Q6KGk56AMeMS/3obHHpwe6bE4ZS8tmjIqMWNfQAvrYHyughbFDexFpX6e8ZLodNL6HN3rddxJA0vWdbXBj4l2dHAACf3Lx60WBIonrR4rLLTXXwfeTeZPl4OpsD+Nj9+b+g9lqdS4jXM4PtxtHfln/XNvu1KRf+pCQq0Xgg9xqIYh9HVIr0snGeBNaXtctaMB2M4MjEHDas1NZlfePsxQ+cn8Ll+z6Fy90AjgJAnkxbDt0tLgRCsfKHpKmqYc92L94YD+APr09CUYC/vOC0ko+PqNIURUGr24FAKIapgY+i/foNqZls6fongRWb8n9Bbc92IC6CbQ8vajaMvvb8Pdu+ea79ouyY2SYqUa/XY+rjiErBnu36JkvJUzLbH7s/Q6ZNNKREVTt2n35bWX9nckhaOPMDZGZ78nV98FNGCzNAQpxEorVX79W+ZP1yfYc4Ub3KuGsbJZb4aqu//HGWkTcaGWxPzoURiSUyPoaZbcqFwTZRic4f6EJ/uyfrj24FYrDG+QNd1TwsajDpPducRl5f9CFpE4YhaRs/KTJqGXw08vcYPWVbWX9nV4u2aztbZtu7HGjpBaAC4y9n/0KyX7upE76IDT957h0AwHXvPa2s4yOqBtm3PReKAS3LgNZekcXuOVM8wNUibi+EFmz7GGw3nK5mF1x2G1Q1e6VismebwTYtxmCbqER2m4Kd2wYBLL5WLj/euW2Qw9GoopjZrm8ZM9spbGm/lzcgDTDs2p7LEmwDhr7tF7M/Ri8hX47/c+AoFqJxnNXnxQVruss6PqJqkDMF/KEY0L4S+MIQcMNe4IKbxQO61ojb84nHgLh4LfljcvUXT58bhc2mYHm7uIB5MkvftpxGzjJyyoTvFkRl2LqhH/dde65eZiT1tXtw37XnYuuG/hodGTWKRdPIGWzXlbW9ctf2XOoqLj3Tdg5wxd3AinMwo3RiSm0rO9julMH2fCHBdo6+bS3YTrQux/f/+DYAkdXmtF1aClo9yfVfAACHG1AU4KwrAMUmvvdn3sr/hbSsNgDMRMXXZAVRY+lvExPJs/Vt65ntJo7CosX4XUFUpq0b+nHpYB/2j0xjPBBCr1eUjjOjTdXgcaSe9DU7+bZeT1Z3NsFpVxCKJnDCt4BVnVqvs8y02V0iADjvOnz8zscxthDTg+VS6ZntbGXkQFHB9li8De/MLqCz2YkrNxWQCSSqA3rPttZPq2vpAU59L/DWH4CXdwN//re5v5AebCvwR0WOimXkjWV5nl3bMthmzzZlwsw2kQnsNgUXrO3GlZtW4oK13Qy0qWpsNiWldNzD8sa64rDbcGq36NteVEouM20AoCgY187pO5vLO2HrKijY1iaSn3wJSMQzPyYggu0DU+Lrffo9pzCjR0tGa8YBaZrBK8Xvw7/I/4VksO1qQUgbkMUKosbSn2ciOQekUS48KyMiWuJk37bdpsBl59t6vVm7LMOQtDSRWEIPCrrKzGx3tYrPn8rVs929FnA2i0Bi+s3Mj9Ey2y/OemC3Kbh2y6llHRdRNcl984FMwfZZV4jfj+8H/CdyfyFt7RecTViIiAtTzGw3lr48u7Y5II1y4VkZEdESJ/u2m5x29tPWoTXL8g1JA2a1/mqbUv4JW0Fl5DY7sPxd4s/ZhqRpwfa42oG/2NCH/vamso6LqJpSppGna+sHVr9H/Pnl3bm/UHQBAKA6mzEf1YJtZrYbSn+eMnI/y8gpBwbbRERLnMxs8wSwPq3Vgu1cme2ZeXGy1tHsgq3MNhQ5YG16PgJVVbM/ME/fdswvVn9NoAPXvXegrGMiqracZeRA4aXkUXGRTHU2Qb6cmNluLH0FBtucRk6ZmBZs33LLLVAURf91+umnAwCGhoawefNmdHZ2YseOHSk/+J9++mmsX78ePT09uOuuu8w6FCKihiJ7tnkCWJ/WLMvSs20gs9AdZfZrA0C3VkYeiSUQjGTpxwYKDra7elfh3FM6yj4uomry5spsA8B6bZ/90T8CcxPZv5CW2U44mvWbOLugschg+6Q/lLpVQuPXvseY2aZMTAu2Dxw4gF/96leYmZnBzMwMnn/+eYTDYWzbtg3nnXceDhw4gOHhYTz44IMAgImJCWzfvh1XX3019u3bh4cffhh79+4163CIiBqGDLa5Y7s+rdV2bY/5Q1mzbLKMvKvMtV+AqHTwOMWP99y7trUhaaOLy8gjC0F4YgEAwEcu2MT2BFpyWt0i8AlkC7Y7TgFW/BmgJoBXfpn9C0XERbK4XQRcTrsCJ2djNJRlrW7YFCCWUDEZDKfcF4sn5220ebgNhBYz5d0iFovhpZdewkUXXYSOjg50dHTA6/Xiscceg8/nw1133YW1a9di165d+N73vgcAePjhh7FixQp89atfxbp163Drrbfq92USDofh9/tTfhEREdCsZVkWInHsOzKFeIYr71Q77c1O9GjZ5jezlJLLndgdJgTbANDd4gYATKWdGKboHRT7hoPj+uRx6XcHXwIAhOHEpeeeacoxEVVTa64BadL67eL3l3OUkmuZ7ZhdzCxgVrvxOOw29Hozl5IbL+awjJwyMSXYPnz4MBKJBDZt2oSmpiZs3boVR48exaFDh7BlyxY0N4vSm40bN2J4eBgAcOjQIVx88cX61fLzzz8fzz33XNa/4/bbb0d7e7v+a/Xq1WYcOhHRkrZnaBS/f12UQL49PY+r7/8TLrzjKewZGq3xkZFRviFps1rPdleLOSdrBa3/cjUD3aLlS5aSxxMq9h2Zws9+L34eh909cDG4oCUo2bMdzf4g2bc98ntgfjrzY7TVXzEts812ncbUl2X9l5xE3uyys+KBMjLlu2J4eBhnnnkmfvCDH+DFF1+Ew+HAZz/7Wfj9fgwMJIeqKIoCu92OmZmZRfe1tbXhxIns6xe+9KUvwefz6b+OHTtmxqETES1Ze4ZGcdNDB7EQTaTcPuYL4aaHDjLgriP5hqTJoLjTpMy2DLancgXbgKFv+0XsGRrFhXc8havv/xMSWqb77YiX30e0JOXt2QbECrzedwGJGPDqY5kfowXbUZvIbHMQZWPS13+lBdvcsU35mBJsX3PNNThw4AAuuOACrFu3Dt/61rfw29/+FolEAm63O+WxHo8H8/PzcDgcKffJ27Nxu91oa2tL+UVE1KjiCRW37R5GpoJxedttu4dZUl4n1uYZkjajlZF3lrljW5LB9kyBwfboq/8XNz10UM/aLFNmAQAnYm28cENLkh5sh2O5p/LL7Ha2UnJtz3ZEYWa7kekTyf2ZM9vcsU3ZVKTeobe3F4lEAn19fZiYSJ3wGAgE4HK50NXVlXKfvJ2IiPLbPzK9qJzNSIUod9s/kqU0kqoqX2Z7Rs9sV7GMHNCD7cg7h1Iu3Mhge1ztAMALN7T0yDLyaFxFOJbI/sBBrW/7yFNAKMM8IC2zHbGJYIs9240p265tH3dsUx6mBNs7duzAI488on+8b98+2Gw2nH322di3b59++8jICMLhMLq6urB58+aU+55//nmsXLnSjMMhIrK88UD2QLuUx1Fl6eu/JoMZg1a5Z7v6ZeRiIvnqxAk0Ifm90otZAMCE2sELN7QktbiSk6Gz7toGgGVnAd3rgHgEeP3xxfdrwXaIme2GluzZXki53b+gTSJnsE1ZmBJsn3POOfjKV76CJ598Eo8//jhuvPFGfOYzn8GHP/xh+P1+PPDAAwCAXbt24ZJLLoHdbsf27dvx7LPP4oknnkA0GsWdd96Jyy67zIzDISKyPDkZ1azHUWWt6myGy25DJJbAidmFRfebXUbeXWhmu7UXIXcPbIqKs5TkLBQ9s40O/TZeuKGlxGZT9Ox21vVfAKAoyez28M8X36+VkYchXlPs2W5M2Xq29TLyJq79osxM+c649tpr8dJLL+HjH/847HY7rr32WuzatQsOhwPf/e53cfXVV2PHjh2w2Wz43e9+BwDo6enB3XffjY985CNobW1FR0eHvoObiIhyO3+gC/3tHoz5Qhn7thWIK/HnD3RV+9AoA7tNwWk9zXjt5BzemJjD6q7mlPtnajUgDcBC97vgOfE0Bm1v4/n4OgBArxZsT6jt+uN44YaWmla3A3PhWO4haYBYAfaHfwJef0Ls1Xa1JO/TMtsLYGa7kfW3iwF5o74QVFXVtylxQBrlY1rP9u23347Z2VlMTU3hnnvuQUuLeKPavn07jhw5gu9///t4+eWXMTg4qH/OjTfeiFdffRUPP/wwXnzxRSxfvtyswyEisjS7TcHObeL9VEm7T368c9sg7Lb0e6lW1mZZ/xWLJ+DXgoGuag9IA9A+cC4AYFB5W79tmeIDIMrIFYh+RV64oaUmuWs7x/ovAOg/B+g4FYgtAG88kXqfFmzPq8xsN7LeNjHUORxL6NlsgAPSKL+qLITr6+vD5Zdfju7u7kX3DQwM4C/+4i/Q2tpajUMhIrKMrRv6cd+15+q9ZFJfuwf3XXsutm7or9GRUSbZhqTNaidrimJedqTgAWmAPiRt0CaCbQUJ9CAZbAO8cENLk75rO19mO6WUPG0qeVS0fQQhgi1mthuTx2nX23OMw0n9HJBGebDBgIhoCdu6oR+XDvZh/8g0xgMh9HpFBpKBUf3Rh6SlBdsy+9ze5DTteetuEYHBXDiGcCwOtyN7gPDYRA8uB3CWchT9rQ6E56bhVOIAAEdbL+7bfg4v3NCSZFz/ldf6K4E//jPw2m+AWBhwaOtpI6IShZlt6mv3YCoYwZgvhPX9YgVxsmebwTZlxmCbiGiJs9sUXLB2ceUQ1ZdkZju1jNzsSeSAGNbjsCmIJVRMByN6v2G6uXAMtz0bwsWqG81KGM989jQMHW0BfglE3V343Rcv44UbWrKKCrZXngd4VwCBE8CRvcCZW8XtWmZ7Li5en1z91bj62jx46YQ/NbOtVU0ws03ZVKWMnIiIqNHJzPZEIKwP1QGSpd5m7dgGAEVR9MnmU3PZS8nv+90bGA/GMGI/DQBgP3kY53SEAQDO9j4G2rSkFTSNXLLZgPXbxJ+HH03ervVszyXE65Nl5I1LtmyN+ReXkbd5mL+kzBhsExERVYHX40SvV5SmGoek6Wu/TMxsA0CX9vXk1093fGYe9/9hRBzbaX8mbhw7DMydFH9u5dBSWtpa3SJALiizDQCDV4rfX/01ENcuiGnBdiChlZE7eercqPplsG3Yta33bJt4sZSshe8YREREVSKz20fGk33bZu/YlvINSbtzz6uIxBLYsqYLq9e/R9zIYJssRJ9GHsozjVw6ZQvQsgwIzQIjvxe3aXu2AzEts82e7YbVZ1j/BQCqqnIaOeXFYJuIiKhK9PVfk4ZguwJl5ADQ1Zq9jPzg0Rn84tAJKArwlcsHofRvFHeMHQYCWrDtZbBNS5u30Gnkks0OnHWF+PPLvwASCbEODICPPdsNr69NZrZFsD0fiSOWUAGwZ5uyY7BNRERUJWvkkLRxYxm5NiDN5Mx2d5bMtqqq+B+/HAYAfPzcVdiwsh3oHQQUGxAcFwE3wMw2LXmtxQxIk+QKsJd/CUSSF8V8MfG12LPduNJ7tuXsDYdNQTMrHigLBttERERVslau/8qY2a5MGflUWrD9yxdHcfDoLJqcduy47Exxo6sZ6F4n/nzsT+J3Btu0xBU1IE067X2ApwOYnwSOPKnfPBvVgm0GVQ1LBtuBUAxz4VjK2i9F4TBJyozBNhERUZXIMvK3JucRiycAVG5AWjKzHdZvC0Xj+MfHXgEA3Pj+tViulUUCAPrOFr8ntMCEwTYtcSVltu1O4KzLxZ8P/R/xu8ODhZgoF2Zmu3G1uh36OrkxXwj+Ba79ovwYbBMREVXJyo4muB02ROIJHJ8RvaDJPdvmnrDJsvSZYHI41APPvoV3ZhfQ1+bBDRcNpH6CDLYlb5+px0NUbW2lBNtAcir5G78VvzubsRCNA2DPdqNLTiQPGYajce0XZcdgm4iIqEpsNgUDPaml5DKz3VWhaeRTWmZ7IhDGvXvfAAD8t61notmVdoKYHmy39pp6PETVpq/+KqaMHADWfABwtyWrPFwtmI+IYJu9uY1NVgON+UPJHdvMbFMODLaJiIiqaK1hSFo8kVwd02F6GbnY6S0HpN39xGuYC8ewcVU7Prpp5eJPSAm2bcDUEVOPh6jakqu/igy2HW7gjMuSH89P4vTYawDYs93ojLu2fQy2qQAMtomIiKrIOCTNtxCFKlpB0WFyGbnsI5yZj+JH+4/ih/9xFIBY9WWzZRjm09oLtMrS8QTw4v8x9XiIqk0OSIvEEwjH4sV98vrtyT9HF7AdfwDAnu1GZ9y1LaeRs2ebcmGwTUREVEXG9V8y6+z1OOC0m/cjec/QKD5677P6x3/308NQAfzZ6g6cP9C1+BNmjwInngc6Tk3eNvQT4MQL4vbZo6YdG1G1yGAbKLKUfPYo0LIMcCQHCG6z78O7lBE0TR7m66GBZe7ZZrBN2bGjn4iIqIr0MvKJOcxWoF97z9AobnroINQM9z1/bBZ7hkaxdUN/6h3fOHvxg4OTwHfen/z4az7TjpGoGuza/uP5SBxz4Ri6W92FfWKG10MX/PiV+78D/6LdwNdDQ+rTerZHfSG99YeZbcqFmW0iIqIqWqOVkU8FIxiZDAIwr187nlBx2+7hjIE2ACgAbts9jHgi7REfux+wpV9/1x5jc4j7iZagknZtZ3g96J0XfD00NLlr+6TfkNluYu6SsmOwTUREVEUtboeeHXnu7RkAQJdJ/dr7R6Yx6gtlvV+FyMjsH5lOvWPjJ4Hrn8z8Sdc/Ke4nWoJK2rXN1wNlIcvIp4IRTMyJTQ/MbFMuDLaJiIiqbG2vyG4f0ILtTpMy2+OB7IF24Y+zpf1OtHR5PSWu/9KJ10FCzTBUkBpOe5MTHqf4nnjjZEC/jSgb/iQlIiKqsjU9om/7jXGxa7vTpJ7tXq8n/4OyPa5lmZhIvuIc4Iq7xe+tveJ2oiXK6y4hsw2kvB6OvOd/4LA6gGmlg6+HBqcoCvq1ieRBbfc6B6RRLmwyICIiqjK5/kvqNKmM/PyBLvS3ezDmC2Xs21Ygeg4zTiRvXwl8YQiwuwBFAc67DohHxM5hoiUq2bMdLe4TDa+Ho69O4LqnB/BnK1rws/YMO+qpoSxvc+vzNgBmtik3ZraJiIiqTK7/kszKbNttCnZuGwQgAmsj+fHObYOwZ9qzDYjAWtHuUxQG2rTkyZ7tQLGZbUB/PSxE4wAUOF2FVY6QtcnMttTGYJtyYLBNRERUZWt704Jtk3q2AWDrhn7cd+25+tRcqa/dg/uuPXfx2i8iC5OZ7dJ7toF5rVzY47Kbcky0tKW/t7Z5WChM2fG7g4iIqMr62zzwOGwIxRIAgNHZBcQTavaMc5G2bujHpYN92D8yjfFACL1eUTpu1tcnWiq8pUwjTyMy20Czk8E2JSeSA0CLyw6HnblLyo7BNhERUZU9PjyGmGHX9T/86mV895kR7Nw2aFrm2W5TcMHablO+FtFSZUZmO6RltpuY2SYAy9uSwTb7tSkfXoohIiKqoj1Do7jpoYMpwTYAjPlCuOmhg9gzNFqjIyOynrJ6tjUys+1hZpuQmtlmvzblw2CbiIioSuIJFbftHs44KVzedtvuYcQTmR5BRMUqf892MthuYrBNAJZ5UwdH8v2acmGwTUREVCX7R6Yx6gtlvV8FMOoLYf/IdPUOisjC5J7tQLjI1V8GC3oZOU+bG92eoVFcde8f9Y9fGQvgwjueYkUSZcV3DSIioioZD2QPtEt5HBHlJsvIy+rZZmabkGwBGvOnvj+zBYhyYbBNRERUJb3ewvb0Fvo4IspNH5DGnm0qA1uAqFQMtomIiKrk/IEu9Ld7kG0BlwIxfOf8ga5qHhaRZclgO1BOzzankTc8tgBRqRhsExERVYndpmDntkEAWBRwy493bhvkPmwik8g92+FYAhFtr32xOCCN2AJEpWKwTUREVEVbN/TjvmvPRV97aql4X7sH9117rml7tokIaNEy2wAQLLGUnD3bxBYgKpUj/0OIiIjITFs39OPSwT7sH5nGeCCEXq8oHWdGm8hcTrsNHqcNoWgCc+EYOltcRX8NvWebZeQNS7YAjflCGfu2FYgLpmwBonQMtomIiGrAblNwwdruWh8GkeV5PU6EouGS+7bntZ7tZma2G5ZsAbrpoYNQgJSAmy1AlAvLyImIiIjIsvRd26HSdm2HOCCNwBYgKg0z20RERERkWfqu7RJ7tjkgjSS2AFGxGGwTERERkWWVu2ube7bJiC1AVAyWkRMRERGRZZWzazuRUBGKipVhLCMnomIx2CYiIiIiyyqnjDxs2M3NMnIiKhaDbSIiIiKyLDkgba6EzLYsIQdYRk5ExWOwTURERESWVU5mWwbbLoeNQ7CIqGgMtomIiIjIsrweJwDAX8Lqr4UIJ5ETUekYbBMRERGRZbWWUUYe4tovIioDg20iIiIisiyvCWXknERORKVgsE1EREREllXOnm1ZRs7haERUCgbbRERERGRZ5ZSRz2vBdjMz20RUAgbbRERERGRZchp5oITMNnu2iagcDLaJiIiIyLK8bjGNvJw92ywjJ6JSMNgmIiIiIsuSme2FaByxeKKoz9VXf7GMnIhKwGCbiIiIiCxL9mwDxQ9J06eRO3nKTETF4zsHEREREVmWy2GD2yFOeQNFlpKzZ5uIysFgm4iIiIgsrdRd2/rqL5aRE1EJGGwTERERkaWVumt7gZltIioDg20iIiIisjQ5JK3YieQMtomoHAy2iYiIiMjSZGa72F3bes82y8iJqAQMtomIiIjI0lpL3LWt92wzs01EJWCwTURERESWJgekBULRoj6PZeREVA4G20RERERkaeVOI29mGTkRlYDBNhERERFZmt6zzQFpRFRFDLaJiIiIyNJaS81sR7lnm4hKx2CbiIiIiCzN6y5x9VckAYCZbSIqDYNtIiIiIrK0UjPbIZaRE1EZGGwTERERkaXJ1V/F7NlWVTXZs80yciIqAYNtIiIiIrK0Vr2MvPDVX9G4inhCBcA920RUGgbbRERERGRpyT3bhWe2ZVYbYBk5EZWGwTYRERERWVope7Zlv7bdpsBpVypyXERkbQy2iYiIiMjSZBn5fCSul4bnsxBJDkdTFAbbRFQ8BttEREREZGlyGjlQeHZb37HNEnIiKhGDbSIiIiKyNLfDDpddnPYWGmzLxyXUBPYdmSo4I05EJDHYJiIiIiJLiydUuJ3itPfZ1yfzBs57hkbx1z94DgAwHYzi6vv/hAvveAp7hkYrfqxEZB0MtomIiIjIsvYMjeLCO57SJ5H/t5+8mDNw3jM0ipseOojpYCTl9jFfCDc9dJABNxEVjME2EREREVmSDJxHfaGU27MFzvGEitt2DyNT3lvedtvuYZaUE1FBHPkfQkRERES0tBQSOH/l50OwKwom5iIY84dw+PjsosA8/fNGfSHsH5nGBWu7K3HYRGQhNQ+2h4aGcN111+GNN97A9ddfjzvvvJPrFYiIiIioLPtHpnMGzgAwORfBDVpvdjHGA7m/LhERUOMy8nA4jG3btuG8887DgQMHMDw8jAcffLCWh0REREREFlBoQLy6swmXrO/Fp99zCv7TeasK+pxer6ecQyOiBlHTzPZjjz0Gn8+Hu+66C83Nzdi1axf+5m/+Btddd92ix4bDYYTDYf1jv99fzUMlIiIioiWk0ID4zk+co5eExxMqnnljEmO+UMbycwVAX7sH5w90mXegRGRZNc1sHzp0CFu2bEFzczMAYOPGjRgeHs742Ntvvx3t7e36r9WrV1fzUImIiIhoCTl/oAv97R5ka05UAPSnBc52m4Kd2wb1+9MfDwA7tw3CbmPLIxHlV9Ng2+/3Y2BgQP9YURTY7XbMzMwseuyXvvQl+Hw+/dexY8eqeahEREREtISUGjhv3dCP+649F33tqZnxvnYP7rv2XGzd0F+hIyYiq6lpGbnD4YDb7U65zePxYH5+Hp2dnSm3u93uRY8lIiIiIspGBs637R5OGZbW1+7Bzm2DWQPnrRv6celgH/aPTGM8EEKvV2TAmdEmomLUNNju6urC0NBQym2BQAAul6tGR0REREREVlJq4Gy3KVzvRURlqWmwvXnzZtx///36xyMjIwiHw+jq4tAJIiIiIjIHA2ciqoWa9mxfdNFF8Pv9eOCBBwAAu3btwiWXXAK73V7LwyIiIiIiIiIqS817tr/73e/i6quvxo4dO2Cz2fC73/2ulodEREREREREVLaaBtsAsH37dhw5cgTPPfcctmzZgu5ulvgQERERERHR0lbzYBsA+vr6cPnll9f6MIiIiIiIiIhMUdOebSIiIiIiIiIrYrBNREREREREZDIG20REREREREQmY7BNREREREREZDIG20REREREREQmY7BNREREREREZDIG20REREREREQmY7BNREREREREZDIG20REREREREQmY7BNREREREREZDIG20REREREREQmY7BNREREREREZDIG20REREREREQmY7BNREREREREZDIG20REREREREQmY7BNREREREREZDJHrQ+gVKqqAgD8fn+Nj4SIiIiIiIgagYw/ZTyay5INtgOBAABg9erVNT4SIiIiIiIiaiSBQADt7e05H6OohYTkdSiRSODEiRPwer1QFKXWh5OT3+/H6tWrcezYMbS1tdX6cKhC+Dw3Dj7XjYHPc+Pgc90Y+Dw3Dj7XjaFWz7OqqggEAlixYgVsttxd2Us2s22z2bBq1apaH0ZR2tra+IJvAHyeGwef68bA57lx8LluDHyeGwef68ZQi+c5X0Zb4oA0IiIiIiIiIpMx2CYiIiIiIiIyGYPtKnC73di5cyfcbnetD4UqiM9z4+Bz3Rj4PDcOPteNgc9z4+Bz3RiWwvO8ZAekEREREREREdUrZraJiIiIiIiITMZgm4iIiIiIiMhkDLaJiIiIiIiITMZgm4iISDM7O4v/+I//wMzMTK0PhYiIiJY4BtsVNjQ0hM2bN6OzsxM7duwA59FZy+TkJAYGBvDWW2/pt/E5t5ZHH30Ua9asgcPhwKZNm/Dyyy8D4PNsRT/+8Y9x2mmn4frrr8eqVavw4x//GACfayvbunUrHnzwQQDA008/jfXr16Onpwd33XVXbQ+MTHHLLbdAURT91+mnnw6Ar2mr+uIXv4ht27bpH/N5tpYHH3ww5fUsfz344IN1/f7NYLuCwuEwtm3bhvPOOw8HDhzA8PCw/kOdlr7JyUlcccUVKYE2n3NrOXLkCK677jr84z/+I9555x2cccYZuP766/k8W5DP58PNN9+M3//+9zh8+DDuvfde7Nixg8+1hT388MP4zW9+AwCYmJjA9u3bcfXVV2Pfvn14+OGHsXfv3hofIZXrwIED+NWvfoWZmRnMzMzg+eef52vaol588UV861vfwj333AOA52NW9OlPf1p/Lc/MzODYsWPo6enB+vXr6/v9W6WK+dnPfqZ2dnaqwWBQVVVVfeGFF9T3vve9NT4qMsuHPvQh9Z577lEBqCMjI6qq8jm3mt27d6v/+3//b/3jp556Sm1qauLzbEFHjx5VH3roIf3jQ4cOqa2trXyuLWpqakpdvny5euaZZ6oPPPCAevfdd6tnnXWWmkgkVFVV1Z///OfqNddcU+OjpHJEo1G1ra1NDQQCKbfzNW098Xhcfc973qN+9atf1W/j82x9X//619Ubbrih7t+/mdmuoEOHDmHLli1obm4GAGzcuBHDw8M1Pioyy/33349bbrkl5TY+59ZyxRVX4LOf/az+8auvvop169bxebag1atX45prrgEARKNR3H333bjqqqv4XFvUf/2v/xVXXXUVtmzZAkC8d1988cVQFAUAcP755+O5556r5SFSmQ4fPoxEIoFNmzahqakJW7duxdGjR/matqBvf/vbOHz4ME477TT84he/QCQS4fNscaFQCPfccw++/OUv1/37N4PtCvL7/RgYGNA/VhQFdrudg3cswvjcSnzOrSsSieCf/umfcOONN/J5trBDhw6hr68Pe/bswTe/+U0+1xa0d+9ePPnkk7jzzjv129Kf57a2Npw4caIWh0cmGR4explnnokf/OAHePHFF+FwOPDZz36Wr2mLmZubw86dO7FmzRq8/fbbuPvuu3HhhRfyeba4Rx55BO95z3tw2mmn1f37N4PtCnI4HHC73Sm3eTwezM/P1+iIqNL4nFvXzp070dLSguuvv57Ps4Vt3LgRjz/+ONatW8fn2oJCoRD++q//Gvfddx+8Xq9+e/rzzOd46bvmmmtw4MABXHDBBVi3bh2+9a1v4be//S0SiQRf0xby05/+FMFgEHv37sVtt92G3/72twgEAviXf/kXPs8W9u1vfxs33ngjgPp//2awXUFdXV2YmJhIuS0QCMDlctXoiKjS+Jxb01NPPYV7770XjzzyCJxOJ59nC1MUBeeddx6+//3v46c//Smfa4v5h3/4B2zevBmXX355yu3pzzOfY+vp7e1FIpFAX18fX9MWcvz4cWzZsgU9PT0AROC1ceNGzM7O8nm2qDfeeANvvPEGLr30UgD1//7NYLuCNm/ejH379ukfj4yMIBwOo6urq4ZHRZXE59x6RkZGcPXVV+Pee+/F4OAgAD7PVvT0009jx44d+sculwuKomD9+vV8ri3kkUcewaOPPoqOjg50dHTgkUcewc0334zvf//7Kc/z888/j5UrV9bwSKlcO3bswCOPPKJ/vG/fPthsNpx99tl8TVvIqlWrsLCwkHLb22+/jW984xt8ni3q3/7t33DFFVfA6XQCWHxOVm/v3wy2K+iiiy6C3+/HAw88AADYtWsXLrnkEtjt9hofGVUKn3NrWVhYwBVXXIErr7wSV111Febm5jA3N4f3ve99fJ4t5owzzsB3vvMdfOc738GxY8fw5S9/GR/+8IfxkY98hM+1hfzhD3/A0NAQXnjhBbzwwgvYvn07/v7v/x5Hjx7Fs88+iyeeeALRaBR33nknLrvsslofLpXhnHPOwVe+8hU8+eSTePzxx3HjjTfiM5/5DD784Q/zNW0hl19+OYaHh/Htb38bx48fxze/+U0cOnQIH/vYx/g8W9SePXvwgQ98QP94+/bt9f3+Xetx6Fb36KOPqs3NzWp3d7e6bNky9aWXXqr1IZHJYFj9pap8zq3k5z//uQpg0a+RkRE+zxb0+OOPq4ODg6rX61U/8YlPqOPj46qq8jVtZX/5l3+pPvDAA6qqqup9992nOp1OtbOzUx0YGFDHxsZqe3BUtr/7u79T29vb1a6uLvWWW25R5+bmVFXla9pqnnnmGXXLli1qU1OTumbNGvUXv/iFqqp8nq1ofn5edblc6ssvv5xyez2/fyuqqqq1DPYbwdjYGJ577jls2bIF3d3dtT4cqgI+542Bz3Pj4HPdGEZGRvDKK6/gfe97H1pbW2t9OFRBfE03Bj7PjaNe378ZbBMRERERERGZjD3bRERERERERCZjsE1ERERERERkMgbbRERERERERCZjsE1ERERERERkMgbbRERERERERCZjsE1ERERERERkMgbbRERERERERCZjsE1ERERERERkMgbbRERERERERCb7/wF+7LTqNHobrwAAAABJRU5ErkJggg==",
|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"MSE: 0.0565, RMSE: 0.2377, MAE: 0.1623, MAPE: 30.73 %, R_2: 0.7346\n",
|
|
"MSE: 0.1443, RMSE: 0.3798, MAE: 0.2874, MAPE: 154.87 %, R_2: 0.801\n",
|
|
"MSE: 0.3168, RMSE: 0.5628, MAE: 0.4358, MAPE: 43.0 %, R_2: 0.4067\n",
|
|
"MSE: 0.1148, RMSE: 0.3389, MAE: 0.2794, MAPE: 29.47 %, R_2: 0.597\n",
|
|
"MSE: 0.1082, RMSE: 0.329, MAE: 0.2451, MAPE: 125.28 %, R_2: 0.3208\n",
|
|
"MSE: 0.0987, RMSE: 0.3141, MAE: 0.2595, MAPE: 338.62 %, R_2: 0.6563\n",
|
|
"MSE: 0.1457, RMSE: 0.3817, MAE: 0.2933, MAPE: 40.45 %, R_2: 0.3009\n",
|
|
"MSE: 0.1538, RMSE: 0.3922, MAE: 0.3011, MAPE: 441.83 %, R_2: 0.4244\n",
|
|
"MSE: 0.1302, RMSE: 0.3609, MAE: 0.2923, MAPE: 46.21 %, R_2: 0.1553\n",
|
|
"MSE: 0.0737, RMSE: 0.2715, MAE: 0.2209, MAPE: 22.16 %, R_2: 0.6708\n"
|
|
]
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"MSE: 0.0334, RMSE: 0.1829, MAE: 0.1388, MAPE: 28.81 %, R_2: -0.1911\n",
|
|
"MSE: 0.0604, RMSE: 0.2457, MAE: 0.1958, MAPE: 1278.96 %, R_2: 0.6126\n",
|
|
"MSE: 0.0646, RMSE: 0.2542, MAE: 0.1992, MAPE: 41.7 %, R_2: 0.3841\n",
|
|
"MSE: 0.0459, RMSE: 0.2142, MAE: 0.153, MAPE: 38.47 %, R_2: 0.563\n",
|
|
"MSE: 0.0213, RMSE: 0.1459, MAE: 0.1258, MAPE: 216.58 %, R_2: 0.6774\n",
|
|
"MSE: 0.0332, RMSE: 0.1822, MAE: 0.1545, MAPE: 1355.85 %, R_2: 0.7458\n",
|
|
"MSE: 0.0534, RMSE: 0.231, MAE: 0.1976, MAPE: 63.72 %, R_2: 0.19\n",
|
|
"MSE: 0.0217, RMSE: 0.1474, MAE: 0.1131, MAPE: 1044.2 %, R_2: 0.7267\n",
|
|
"MSE: 0.09, RMSE: 0.3, MAE: 0.261, MAPE: 76.62 %, R_2: 0.058\n",
|
|
"MSE: 0.0616, RMSE: 0.2482, MAE: 0.1984, MAPE: 44.34 %, R_2: 0.3462\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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84x/HF7/4Rfznf/6njf+dc0hQEwRBEARBEARBEH1jz549ePzxx5FMJgEAN998M0KhEDZu3AhJknDllVfiPe95DwBgaGgITz/9NJLJJP7whz9gfn4ehw4d6tuxk6AmCIIgCIIgCILwEbFQALv/+RxT992xdxaX3PhAx/vddOmZWLd63NTvtsp73/teTUwDwLPPPovDhw9jbGwMAKAoCrLZLAqFAmRZxmc+8xncddddeMELXoDh4WFUq1XLv9MtSFATBEEQBEEQBEH4CEmSTJddv/J5SzCRjOJAutC0j1oCsDwZxSuftwQBWXL1OAWJRKLm8jHHHIMzzjgDt956KwDWE55OpxEKhfC9730Pv/vd7/D0009jaGgI//mf/4nbbrutK8dlBgolIwiCIAiCIAiCWKAEZAkbN6wBwMSzEXF544Y1XRPTzXjLW96Cffv2YceOHYjFYrj99tuxfv16qKqKbDYLVVUxOzuL//mf/8G//Mu/WA5CcxMS1ARBEARBEARBEAuY9WsnsPni07E8Ga25fnkyis0Xn97zOdSjo6O466678G//9m84/vjj8d///d+46667EAwG8d73vhfHHXccXvCCF2DTpk34wAc+gMceewyFQqHzA3cBSe2nnDdBJpNBMplEOp3GyMhIvw+HIAiCIAiCIBYMVUXFjr2zOJQtYOlwFOtWj/fUqSTMUSgUsHfvXqxevRrRaLTzD7Rgof292z1vZnUo9VATBEEQBEEQBNHAtslpbNq6G9Np3fmbSEaxccOanjuWRG8IyBLOOmFRvw9joKCSb4IgCIIgCIIgatg2OY3Lt+ysEdMAcCBdwOVbdmLb5HSfjswfVBUV2/fM4M6H9mP7nhlUFU8XDRNtIIeaIAiCIAiCIAiNqqJi09bdTROfVbCgqk1bd+MNa5b7uhy4W5Dz7y/IoSYIgiAIgiAIQmPH3tkGZ9qICmA6XcCOvbO9OyifQM6//yBBTRAEQRAEQRCExqGsubRks/cjGJ2cf4A5/1T+PViQoCYIgiAIgiAIQmPpsLmUaLP3Ixjk/PsTEtQEQRAEQRAEQWisWz2OiWQUrbqjJbCe33Wrx3t5WAMPOf/+hAQ1QRAEQRAEQRAaAVnCxg1rAKBBVIvLGzesoUAyi5Dz709IUBMEQRAEQRAEUcP6tRPYfPHpWJ6sFXfLk1Fsvvh0SqO2ATn/vedXv/oVjjvuuK7+DhLUBEEQBEEQBEE0sH7tBH7z6bMRCzHJ8ILlw/jNp88mMW0To/Nfj6ec//07gZvOZV+JjpCgJgiCIAiCIAiiKQFZQoWnTlcUtf9ib8ARzv/ioXDN9Z5y/nfdAjx1H/Dwrf0+koGABDVBEARBEARBEE2pKirKVSaoj+ZKfT4af7B+7QSue/eLDZeXue/8qypQmjf/7/Cfgae3A/u2A5N3sMd45HZ2+ent7Hazj6WaH/t10003Yd26dTjvvPOQTCaxfv16TE+zWdyXXHIJrrrqKmzZsgXPf/7zsXnzZu3nHnjgAbzkJS9BMpnEBRdcgHQ6rd12ww034JhjjsExxxyDn/3sZ+48n20Idv03EARBEARBEAQxkBTKVe37o7kyFEWFTC61Y0pVRfs+Ggy47/yXc8CXVzh7jNwR4P+tt/5zn5sCwgnTd3/ggQdw9dVX45prrsEVV1yBD37wg7jzzjsBAD/96U+xbds2fP3rX8fpp58OAEilUnjTm96Ej3zkI7jtttvwvve9D5/4xCdwww03YNeuXfjIRz6CW2+9FccffzzOO+8868dvERLUBEEQBEEQBEE0xSioq4qKTKGM0Xi4zU8QZsgbntfZXLmPR9J/jjnmGHz605+GJEm46qqrcOaZZ6JSqQAA9uzZg8cffxzJZFK7/913341QKISNGzdCkiRceeWVeM973gMA+PGPf4zXv/71mpC+8sor8dWvfrWrx0+CmiAIgiAIgiCIphQqSs3l2fkSCWoXKJQMzv98F0rpQ3HmFFvhwMPNHem/3QYsP9Xa77bAMcccA0liDv3KlStRrVYxMzMDAHjve99bI6YB4Nlnn8Xhw4cxNjYGAFAUBdlsFoVCAdPT0zj22GO1+55wwgmWjsUOJKgJgiAIgiAIgmiK0aEGmKA+fkmfDsZHFCoGh7obglqSLJVdAwCCMf6NDEDRvwZj1h/LAvv27YOqqpAkCc888wyCwSAWL14MAEgkGn/vMcccgzPOOAO33spC01RVRTqdRigUwtKlS/Hwww/XPHa3oVAygiAIgiAIgiCa0kxQE87Jl3Tn3zNhb4klwNBSYMULgXO/yb4OLWXXd5GpqSlcffXV2Lt3LzZt2oTzzjsPgUCg5f3f8pa3YN++fdixYwdisRhuv/12rF+/HqqqYsOGDfjpT3+Kn/zkJ3j00Ufxta99ravHDpBDTRAEQRAEQRBECwrlxpJvwjnGHupcqYpCuYpoqLWI7AnJlcAVk0AgzBzuMy4FqiUgGOnqr33pS1+KHTt24Etf+hJe+cpX4rrrrmt7/9HRUdx11134yEc+gksvvRQnn3wy7rrrLgSDQZx55pn4+te/jssuuwyhUAjnn3++FnDWLUhQEwRBEARBEATRlGKlzqH2ips64NQ7/0dzJUwkYy3u3UOM4lmSui6mASASieDHP/5xw/U33XRTy58588wz8fvf/77pbR/+8Ifx4Q9/WLt87bXXOj3EtpCgJggPUVVU7Ng7i0PZApYOR7Fu9bj7YxQIgiAIgiBMUqx3qOdIULtBs1J6TwhqwjIkqAnCI2ybnMamrbsxnS5o100ko9i4YQ3Wr53o45ERBEEQBLFQaRB+5FC7Qr5U51DPL8zRWZdccgkuueSSfh+GIyiUjCA8wLbJaVy+ZWeNmAaAA+kCLt+yE9smp/t0ZARBEARBLGQKlXrhR4LaDfK0UeEbSFATRJ+pKio2bd0Ntclt4rpNW3ejqjS7B0EQBEEQRPcQoWSiBY1CydyhPuzNrY0KVaX1ohXceL4sC+ojR45g9erVeOqpp0zd/7rrrsPExARCoRBe/epXY3qanDaCMLJj72yDM21EBTCdLmDH3tneHRRBEARBEAT0ku9lwyycipxUdxDPq8SjcpxuVIRCIQBALpdz9DgLDfF8iefPDpZ6qI8cOYJzzz3XtJj+zW9+g89//vO4+eabcdJJJ+Fd73oXrrzyStx88812jpUgfMmhbGsxbed+BEEQBEEQbiGc1InRGKbSBQolcwlR8r10OIKDmaLjWdSBQACjo6M4dOgQACAej0OSKNi2FaqqIpfL4dChQxgdHW0797oTlgT1O9/5TrzrXe9qGVFez+OPP45vfetbeP3rXw8AuPTSS3syXJsgBomlw1FX70cQBEEQBOEWwkldMRrDH58+inmvzEwecEQo2YrRGA5miq6U0i9fvhwANFFNdGZ0dFR73uxiSVBff/31WL16NT72sY+Zuv+ll15ac/nPf/4znve851n5lQThe9atHsdEMooD6ULTPmqApX2vWz3e0+MiCILoGft3Aj//AvCGfwZWnt7voyEIwoAIJVsyFEFAllBVVO/MTB5gxPO6YjSGB/elHDvUACBJEiYmJrB06VKUywszNdwKoVDIkTMtsCSoV69ebfsXzc7O4lvf+ha+//3vt71fsVhEsVjULmcyGdu/kyAGgYAsYeOGNbh8y86W9/n0+pNoHjVBEP5l1y3AU/cBD99KgpogPIaYQx0LyxiLh3Fkrkgzk11AONQrR9nzOONiKX0gEHBFKBLm6FnK94c//GG87GUvw5ve9Ka297v66quRTCa1f6tWrerRERJE/1i/dgKbLz4dY/HaQAShof/wNAWSEQThM1L7gKkHgamHgEd/yK6bvINdnnqQ3U4QRN8RJd/RYACLEmEAlPTtBuJ5nUiylj43HGqiP1hyqO3yne98B/feey927drV8b6f/exn8fGPf1y7nMlkSFQTC4L1aydQrqj4+1sexAlLEvji+aegXFHwnht3YMvv9uENa5bj1Scu6fdhEgRBuMM1pzReN38YuO7V+uWr0r07HoIgmqIJ6lAAYwm28U+C2jl5Q286ABydL0NVVQoSG0C67lD/4Q9/wN///d/jlltuwbJlyzrePxKJYGRkpOYfQSwUSlVWVrVyLI6zTliEVz1/Cd571nMAAJ+6fRfSOeqHIQjCJ1xwPSC32NeXg+x2giD6jkj5joZkLEqw0VluzUxeyIjnVZR8l6oK5nkZODFYuCKoM5lM08b3Q4cOYcOGDfjUpz6FF7/4xZibm8Pc3Jwbv5IgfEmxwj5cI0H9rfmZN70AqxcncDBTxMa7Jvt1aARBEO5y6oXAZfc0v+2ye9jtBEH0HRGeFSGH2lWEQz2eCCMaYus+2qgYTFwR1Keeeiruvvvuhut/8IMf4MCBA/j85z+P4eFh7R9BEM0pipOWQVDHwgH824UvhCwBP35oCj95ZLpfh0cQBEEQxALDWPI9zh3qWer3dURVUVGqCOc/gPE49aYPMrYEtaqqOO6447TLTz31FM4///yG+33sYx+DqqoN/wiCaI7uUNcmM55+7Bguf80JAIB//NEjOJQt9PzYCIIgXCexBBhaCoSH2OXoKLucoLwIgvAKWsl3UMZ4nBxqNxCbFAAQCwUwJsLeaKNiIOlZyjdBEJ0RH7CRUONb82OvOxEvmBjB0VwZn/vhI7Q5RRDE4JNcCVwxCYwdxy4fs45dTq7s62ERBKFT41APcYeaBLUjjII6EpQxzgU1lXwPJiSoCcJDCIc6GmycHRgOyvjGhS9EOCDjF48dwn//8dleHx5BEIT7BCNAMcu+r+TZZYIgPEORSpNdJ69tUsiQZQlj9LwONCSoCcJDFHlZVTOHGgBeMDGCf3jDiQCAf966G08dmcf2PTO486H92L5nBlWFXGuCIAYQIajLuf4eB0EQDRQN4k8PJaOpI04wuv4AdIeaSr4Hkp7MoSYIwhzNQsnq+btXHY9fPHYQf3z6KN74zV+jVNVF9EQyio0b1mD92omuHytBEIQrqCpQzLDvSySoCcJrFAwO9UiUCeqjuRIURYUs08xkO+RL7DmNcUGtO9S0UTGIkENNEB5CBH/Uh5IZCcgSznvhCgCoEdMAcCBdwOVbdmLbJCWBEwQxIJTzgFLh38/391gIgmhAc1OD+tisqqIiW6j087AGGjGKLKY51Hyjgkq+BxIS1AThIYRDHW1R8g2wk9jmX+9pepuQ15u27qbyb4IgBgPhTgNMXBME4RlUVa0JTI0EAxiKsAJXSqS2T75UW/JNKd+DDQlqgvAQrcZmGdmxdxbT6dZjs1QA0+kCduyddfvwCIIg3Ef0TwNU8k0QHqNcVSH250Vgqt5HXezXYQ08xlAyAFrYGznUgwkJaoLwELqgbv3WNDuDmmZVEwQxEBSMDnWO9VQTBOEJRGkyoAemjifE6Czq97WLcP1j4VqHmkLJBhMS1AThIdrNoRYsHY6aeiyz9yMIgugrxbThggpUaDOQILyCWJdIkr7ZPx4nh9opmqBuSPkuQ6GWvYGDBDVBeIh2c6gF61aPYyIZRatcTQks7Xvd6nH3D5AgCMJtjCXfAJV9E4SH0MZ5BmVIElt5kEPtnPoe6tE4hb0NMiSoCcJDFE041AFZwsYNawCgQVSLyxs3rEGARlkQBDEIGEu+AUr6JggPUT8vGdATqcmhtk++rI8iA0BhbwMOCWqC8BAlE6FkALB+7QQ2X3w6lidry7qXJ6PYfPHpNIeaIIjBoVgnqMmhJgjPIMZ5GivntERqcqhtk68r+QaMYW8kqAcNEtQE4SG0Huo2oWSC9Wsn8JtPn43TViUBAB941fH4zafPJjFNEMRg0eBQk6AmCK9QaDLOcxEFaDmmWBdKBlDS9yBDgpogPITWQx1q71ALArKEFaMxAMDKsRiVeRMEMXjU91CToCYIz9Cs5HuMC78ZEn620cZmGQwUmkU9uJCgJggPYWZsVj2iDEuc9AiCIAaKmpRvUMk3QXgIUfIdMQjqRUPkpDpFCyUjh9oXkKAmCA9RrHQOJatHnOTESY8gbLN/J3DTuewrQfQKCiUjCM9SaOakxkUPNQk/uxS4gVLbQ00O9aBCgpogPEJVUVGustmDnULJjIi+JnKoCcfsugV46j7g4Vv7fSTEQqI+lKyc789xEATRQLOS70V8bNZcsaIZAYQ1hEMdq0lPJ4d6UAn2+wAIgmAYT0pRCw51lBxqwgmpfUBuBoAETN7Brpu8A3jhRQBUIL4IGD22n0dI+B3RQx0IA9USUCKHmiC8QkHLdtHXJcPRIAKyhKqi4uh8GcuT5k0AgtGuN53S0wcPEtQE4RGKBkEcDtjooaZdYsIO15zSeN38YeC6V+uXr0o33ocg3EKUfA8tB9L7KJSMIDxEsYnwk2UJY/EwjswVMTtfahjhSXQm32a+N6WnDx5U8k0QHkEEkgVlCUErglqUfJdIUBM2uOB6QG6xtyoH2e0E0U1EyffwMvaVQskIwjPoPdS1LvQ4zUx2RKHJ2KwxCiUbWMihJgiPYGUGtRGt5JscasIOp14ILD6x1pEWXHYPsOK0nh8SscAQDvXwcvaVHGqC8AzFJiXfgKE8mdxUWwiHOtYkPZ2e08GDHGqC8AhWZ1ALYtRDTTjkt3uO1FxW1ObXE4TrVMtAhYeQDZGgJgiv0azXF6DRWU4RVYXGjQqxSZHKlVGp0ppukCBBTRAeQRuZZdGhjlDKN+GAbZPT+MTdUziiDmvXHVLHcEhN4hN3T2Hb5HQfj47wPSKQDACGqOSbILyGNoc62NyhniFBbYtmDnUyFoIkse9TeQomGyRIUBOERxAOdcSiQ62nfJOgJqxRVVRs2rob01iEvy19Srv+buUleEXx33EAi7Bp625UhWVNEG5T4IF3wRgQTbLvyaEmCM+gtaPVO9Q04skRYqPC6PwHAzKSMR5MRs/rQEGCmiA8guMeair5JiyyY+8sptMFAEBCKmjXJ6UcSghBBTCdLmDH3tk+HSHhe4RDHR0BwnH2PQlqgvAMhRbtaGMJMeKJhJ9VVFXVHepwXdhbnJ7XQYQENUF4BDE2y7JDzQU4hZIRVjmUNYhozBu+n2t5P4JwFZ7wnZcTeGCKvc5UmkNNEJ5B76GulQzjJKhtIyoSgdYbFTQ6a7AgQU0QHkEr+bbpUBfJoSYssnRYnx06Ks01/b7+fgThJn/8y9MAgD+ngM33s379x/YdoN59gvAIrcdmkaC2S94w5jTaojd9dp56qAcJEtQE4RHshpIJQZ2nHmrCIutWj2MiGYUEYNTgSgu3WgIwkYxi3erx/hwg4Wu2TU7j5l89AgDIqnHkEQEABKsFXL5lJ4lqgvAAxSa9voBBUJOTahlRURgOyAgG6p1/3kNNz+tAQYKaIDyCnqRpNZSMUr4JewRkCRs3rAFQ71DPgweNYuOGNQjIUpOfJgj7iEC8hMRGZmURR05lgjouFQGAAvEIwgMI8deq5PvofAmqSu9TK+SbjMwSUG/6YEKCmiA8QrHFSasTxpRvOqkRVlm/dgJXnnNinUM9h+UjEWy++HSsXzvRx6Mj/IoIxBsGCyDLqnHkwFoLYihSIB5BeIRWc6hFaXJFUZEpVHp+XINMvsVzCuihZJTyPViQoCYIj6D3UNsbm6WoQLm6QAT1/p3ATeeyr4Rj0vkKRiU9CCoiVfCbT5xFYproGiLoboQ71HOIIQ+2kIyj2HA/giD6gz7eqVYyREMBJHhCNYk/axRaJHwDBoeaSr4HChLUBOER9JRvqw61fv8Fk/S96xbgqfuAh2/t95EMPKqq4qePHmgIIgsUUv05IGJBIILuNIcaMeR5yXdMKkGCUnM/giD6gz7Ss7X4myFBbQmxSREjh9o3kKAmCI9QsBlKFg7IkHiLq6/7qFP7gKkHgamHgEd/yK6bvINdnnqQ3U5Y5i8H5/D0TK7GoQYAkKAmuogIxBsSPdRqHDkeSgYAMZQoEI8gPECrkm8AWJQg8WcHvYeaHGq/EOz3ARAEwWiVpNkJSZIQDQaQL1f9PTrrmlMar5s/DFz3av3yVeneHY9P+NmjBwAAS4M5wLgfkz/anwMiFgQiEC98K3OoM4ijwEu+AVb2TYF4BNF/CpXmJd8ABWjZJd9itjdgDHujsVmDBDnUBOER7I7NAhZI0vcF1wNyiz1AOchuJyzz091MUI+oWQDAIXWU3UCCmugy69dO4EVL2WfXnBqDChl5lS0m/+1tz6MefoLoM4qiolRpvdlPo7PsIQR1u5LvuWJFWxcS3ocENUF4BLuhZMACmUV96oXAZfc0v+2ye9jthCWePZrD5P4MYlIJQYUFQT2lLmM35lP9OzBiwTAWYKFjangYAFCUWM/0q1cP9e2YCIJgiHUJ0D6RmhxqaxTbhJINR4NaZU4qRy71oECCmiA8gh78YcehFqOzfFzyTbjOz3cfBAC8ahVz/lU5iCl1EbuRHGqiFxRZZcRsNQYAyIs+6lKuX0dEEATHWPUWbbI2GR8iQW0HreS7iYEiyxLG4iEA9LwOEiSoCcIjFNuUVXVCiHBfl3wDQGIJMLQUCCXY5UiSXU4s6e9xDSg/5f3Tb1zNFkVqdAxHVeYUVnMkqIkeUMgAAI5UmJDOiT7q8nyrnyAIokeIsNSgLCEYaCKoyaG2Rb7E13tNHGpAn/FNYW+DAwlqgvAIesm39belKBvyvaBOrgSumATGV7PLS9ewy8mVbX+sqqjYvmcGdz60H9v3zKCqLJB53W04Ol/Cjr2zAIBXrmSvHyk2hgzYZkV5brZvx0YsEBQFKDJBnVWZQz2vcIe6nO/XUREEwekUljpOoWS2aNdDDVDS9yBCKd8E4RFET43VOdSAXjZUqCyAku9gRF9sFzPschu2TU5j09bdmE4XtOsmklFs3LBmQYce/eKxg1BUYM3ECJYGmRstxceQk7lDPT/Tz8MjFgLleQBscyuLOADoo7NK5FATRL8RDnWzNGrAkEhNws8ShQ6CmmZRDx7kUBOERyg4CiVbICXfAiGoC+3HZG2bnMblW3bWiGkAOJAu4PItO7FtcrpbR+h5fsb7p9948jK9Xzo2hnJ4BACg5FJ9OjJiwcDLvVUpqI3MyqnCoaYeaoLoNyKXpdW6RHNS50j4WaHQZmwWYBxHRqFkgwIJaoLwCMUOH7DtEOVYxQUjqLl71UZQVxUVm7buRrPibnHdpq27F2T5d65Uwf/+5TAA4JyTlxsE9TgqkVH2fYF6qIkuw8u9K6EhACzVNi96qCmUjCD6TqFD5dwiLvyyxYo2XovojD6HulUpPQslI+d/cCBBTRAeoeTC2KwFk/ItHOpSFqhWmt5lx97ZBmfaiApgOl3Q+ogXEv/7l8MoVhSsGo/hpOXDNQ61EhkDAMjF9u4/QTiGO9TlkD4iKw82NoscaoLoP4U2adQAMBINaSOeSPyZp9BmbBagh5JRb/rgQIKaIDyCk1CyBVXyXa0AVcNJhrtc9RzKthbTdu7nJ372KCv3PmfNckiSVCOopVgSABAqpvp0dMSCgY/MKgV0QU0l3wThHQpaKFnzdQmNeLJHnj+vLXuoqTd94CBBTRAeoVNpVTuEq51fCIK6fqFdSDW929LhqKmHM3s/v1CuKvjFY1xQr13OrtQE9SikxDgAIFzJAsoCeD0R/YNXQRQCCe0qCiUjCO9QrLQvTQbITbVDodT+eR2j9PSBgwQ1QXgEbQ41lXy3p0FQNy9NfsHEMIK8FK0ZElja97rV4y4enPfZsXcWmUIFixJhnH4sK+82OtShuOH56BD6RhCO4CXfOSmuX6XNoSaHmiD6TaFDry9Ao7Ps0GlsluhNp5TvwYEENUF4BLETbMehFh/KYsSFr6lfaOdTDXcpVqr40M07UWkROCZk9sYNa7T+r4XCTx89AAB4w5pl+v9dCOr4OBKJOOZF2W2egsmILlIUgtrgUKs0h5ogvEKnkm+ABLUdOm1UaK4/lXwPDCSoCcIDVBUV5SoTfzQ2qwP16b91LmpVUfEPtz6E3+6ZQSIcwGffdBIWD4Vr7rM8GcXmi09fcHOoFUXV+qffePIy/QaDQ52MhZAC72ltUU5PEK7Ae6jFDGoAyIlQMir5Joi+0ymUDCBBbYd8h1Ay8ZwWygrypQWwrvMBwX4fAEEQujsN2A0lE2OzFkLJd51zZRDUqqri83dO4iePHEA4IOP697wYL3vuYpxz8nK85uu/QlCW8L33vQTrVo8vOGcaAB7Zn8aBTAGJcAAvO2GxfoNBUI9EA8ioCayUZsihJroLL/nOqDH9Kir5JgjPoM2hNlHyTQFa5uk0hzoeDiAclFGqKJjNlbAyHGt6P8I7kENNEB7AKIQp5bsD5TrnyiCov/mLx/H93++DJAHXvPM0vOy5TDSOxFgKaUVRF6yYBvRy79ectFQvNSsXdPESG8NILISUyh3qJuX0BOEavOQ7pTBXelEirJd80xxqgug7hUp74Qfo5ckz5FCbRrjOrXqoJUnCuCj7nqPndRAgQU0QHkAEkgVlCcGAfYd6YfRQN3eov/Pbp/Dv9zwOAPiX89bizafo5dxxQ1lVrtR8bvVC4Ge7ebn3mibl3lIAiIzwku9E7W0E0Q24Q320ygT18mRUT/kmh5og+o6ZULJFQxSgZQVVVVGotB+bBRiSvsn5HwhIUBOEB9ACyWy40+znFlDKd31vZSGFrbumcNXWRwEA//D6E3HxS59Tc5dIUIYwpXMLtB9pz+E5PHFoDqGAhNeetFS/wTAyC5KEkWgIaVUI6lSvD5NYSHCHerbCBPVEMoq8ynuoSVATRN/RQsna9FDT2CxrlKsqqjwwNdqihxoAxhOsso42KgYDEtQE4QHM9Cm1Q5RjLYTwCqWuFPTgoYP4+G0PQVWB95z1HHz0dc9t+BlJkpAIs8iI+eLCdKhFufdZJyzGSDSk36AJajYuayQWpFAyojdwQX24rDvUedFDTSXfBNF3ih16fQEKJbNK3tCaRxsV/oEENUF4AOFQR2061Aul5Hvb5DS++T8P1Vz36JPPoFxVce6pE7hqw8mQpOb90fEIe44WqkMt0r3PMaZ7AzWBZADrN89wh7oyP9Oz4yMWILzk+0iJLRwnkjEq+SYID6H3UJsLJVPV5qMqCR1RRh+QJYQCrfNcKOxtsCBBTRAeQPRQ23eo/Z/yvW1yGpdv2YlynpV8i2TgEYktvM85eRnkNmFjC9mhPpAu4KFnUpAkNn+6hjpBPRQOIs0d6ur8bC8Pk1ho8LFZh8pMRLOSbxLUBOEVrMyhLldVZBfg+dUqQlDHQoGWBgBADvWgQYKaIDyAEMJ2e6hFsIVfU76riopNW3dDBRCTigCAgyovUcY8JABf/smftL6kZoh5jzmfPkft+PljzJ1+0apRLB2O1t6Y56KZC2pZllAMJQEASi7Vq0MkFiK85DursjnUy0cMoWSVAqAsvPcqQXiJogmHOhoKaMGf1O/bmbyJMnqAHOpBgwQ1QXgAIYTtCmq/j83asXcW0+kCACAOJqgPqEwAJqV5qACm0wXs2NvaURUOda7oz+eoHT/j/dPnnLy88cY6hxoAKpGR2tsIwm3KBaDKFopZxBEOyhhLhJEXghogl5og+oyW79Km1xfQxR+NzuqMyLppt0kBGFK+6TkdCEhQE4QHcKvkW4xi8BuHsgXt+xgX1AchHOpc0/vVI3qo5xfY2Kx0vozte1gv9BtNCmo1OgoAkIvpxvsThBtwdxoA5hHFSDSIoUgQBYShqLwMsn5EHkEQPaVg1U0l8deRfLn9DGqBmEN9dL7c9WMinEOCmiA8gNOxWSIpsqqoKFf9J6qNZcp6yfcov1xCGOWG+9WjO9QLS1Df+6dDqCgqTlw2hNWLE413EII6Pq5fF2XiOlhMdf8AiYUJ75+uhoagQMZwNIShSBCAZEj6nm/98wRBdB29eq6Dmxonh9ososUv1mZkFgCM8bFZNId6MCBBTRAeQHOoO5y0WhEx7B77sex73epxTCSjkADEwE4uh1TdUR1BDhPJKNatHm/xCNB6vOYXSMp3VVGxfc8Mbrx/L4AmYWSCJg61xL8PKEVyCYnuUGDVD+UgC8AbjgaRiPBNL0r6JghPYCaUDAAWkUNtGq2H2mQZ/dF5Sk8fBEhQE4QH0HaBO5y0WhEJyhBhkQUfJn0HZAkbN6wBoPdQz6mxmqTvjRvWINAm5VsI6oUwq3vb5DRe8ZVf4qLrf4ddzzLhcssDz2Db5HTjnTVBPapdFUmMoqLy12I+1d2DJRYmvOS7FGRVE8PRIMJBGeGAjIJI+qZZ1ATRV8yEkgHU72sFrYe6k0PNXf+KQunpgwAJaoLwAMKh7rRj2QpJkrRycT861ACwfu0ENl98OpJBVt6dRxgZsMX4l9Yfg/VrJ9r+fJy7X37voRbjxUSIm2B2roTLt+xsFNW5Rod6JB5CBix5mYLJiK7AZ1AXAtyhjrDyxqFokBxqgvAIukNtzk0lQd0ZvYe6vQSj9PTBggQ1QXgAbWyWTYcaMAST+VRQA0xUn7acnbhziCA6xEq8z1oZ7PizCTE2y8cp38bxYvWI6zZt3V07XqxJyfdINISUyoQOCqluHCqx0OE91HlJd6gBIBEJ6EnfJKgJoq9YDSUjQd2ZgslQMoBmUQ8SJKgJwgM4DSUDjLOo/VfybUTiPb0FRBAa4iKw0DmNOh72v0NtHC/WjIbxYpUiUObBTzG9/zwZD2nuPznURFfgJd/zEquEGI4yhzoRDiKvlXxTKBlB9ItKVUGFb76a7felAK3O6JsUnQU1zaIeHEhQE4QHMDvrsR366Cz/OrAANNcqp0aginnJJgR1IuL/Hup2Y8Oa3k/0R0syIJ5L1DnUJKiJbsBLvufBchCEQz0UoZJvgvACxjGcZku+qTS5M3kLglrvTafRWV6HBDVBeAA9+MP+W9LvPdQafJGdRwRqJMmuMyGoYwvAoW43Nqzp/YRYjo4Csv7aG4kFkdIc6pR7B0gQAu5QZ1ThUHNBHQ0aSr4pYZ4g+oVxLdGpek4Iahqb1Zl8ydzYLAAYj7PKHdqo8D4kqAnCAzgdmwUYe6j9XfItkn/ziABRLqhNiD6th9rHDrVxvFgzJKB2vFiel34b+qcBIBkLIa1SyTfRRbigTiu1DnUiEkSOSr4Jou8IQR0OypDbTNAAgHHe65stVFCu+nwN4hBRRWiqh5pK6QcGEtQE4QF0Qe0klGwBONSKAlSYa5VXw9q8ZEs91D4eP2EcL1aPWA7VjBdrEkgG8JJvUCgZ0UV4yfdRhVVLiB7qoXAQebBFJJV8E0T/0BK+TaxLkrEQxGmF3NT2FErmKxLFRgU9p96HBDVBeACnc6iBhZHyLcQ0wFK+5bj5km/RQ+1nhxrQx4st4jvbguXJKDZffHrteLFWgjoWQoY71Co51EQ34A71bEUIat2hzoO3JFDJN0H0DSvhWbIs6YnURjd1/07gpnPZVwKAcWyWlR5qEtRep/OsGYIguo7TOdTGn/W1oDYssAsIIxAf5RfMO9R+F9QAE9WxUADvvfEBrEhG8W8XnoZ1q8d1Z1ogxHJ8vObqZEwPJavOz9KJgnAfPjZrpszKuzWHOkol3wThBfRsF3PrkrFEGDPzJczOGcTfrluAp+4DHr4VWHl6Nw5z4LASSraIUr4HBlonEYQHKLriUIuSbx/3L/EFdl4NQ4WMoCVBLRxq/5Z8GylX2biTJSNRnHXCouZ3auFQR4Iy5uRhAICSI4ea6AK85PtQRQhqkfIdwCFK+SaIvqOVfJtcl4hgsvyRvUD8GQASMHkHu3HyDuCFFwFQgfgiYPTYLhzxYKDNoTYRSkYO9eBAgpogPIC7oWQ+dmC5Qy16LANx0UOd6vijCe5Ql6sqShUFYQf96oOAqb78FoJakiRUIiNAFRRKRnQHXvJ9qFQrqBORIAqih5ocaoLoG1ZKvgG93/d1217feOP8EeC6V+uXr+q8Ce5X8mXzFYn6HGoam+V1/L2iJIgBQeuhdhRKtgDmUJfZAjuHKIKyhGDcfCiZcTd4IbjUolyv7Wsq1zzlGwCUyCgAQDLx3BKEZbhDnVVZyveIKPk2pnxTDzVB9I2CBeEHAONDTPz9z4n/DMj1fh2rmIIcBC643q1DHEhEKJkph5pvUqRyJVQVtavHRTiDBDVBeICS6KE2uRPcjAUxNosvsAtqmAnFqCGUTG1/sgkHZYQD7CNvfgH0UZuqemjhUAMAouy6YCnN0tUJwi2UqrY5llXjCAUkbeNnKBJETgslo5JvgugX2qas2ZJvLv5+l3gdcNk9ze902T3AqRe6cnyDSsFCb/oon0OtqEAmTy61lyFBTRAegMZmmYTPoM4hgkgooAvqagmoFDr+eJwnfecXgkNtpi9fE9TjDTfJCSaoJahAkVxqwkV4uTcAZBHHcDQESWKBeSzlm0LJCKLf6D3UJh1qXp4807Tfl+SGIF8yn/IdCsgY4e0wNIva29ArnCA8gNWd4GYsDIeaCeo8IsxtDg8BEn/OzAST8edovujjTQeOuR7qFPvaxKGOxeJ66a24H0G4AS/3VgIRlBHU+qcB5lDnVZpDTRD9xnIPtTGROrFEPzePPgdY8UJgaCm7foGjp3xbC3ujWdTehkLJCMIDCBHsKJSMCyd/91BzQa1G2OaDzMu+80eZ6Bte3vbH4xH2kTe/EBxqSyXfow03JWMhpJFAHEV+v9XuHySxMOEOdSXIRrPVC+ocqIeaIPpNwUwOhwHNoZ4rMfGs8s39UAx4/72skiwY6cqxDhJWUr4BlvT91EyOkr49DjnUBOEB9HmPLjjUfu4P1hzqsH6SN/ZRdyAhRmctCIe6w2KoUgJKbBZwM4d6JBZCSk2wCyZS1AnCNHwGdUkI6khIu8lY8q1SyTdB9A27Y7OO5krA3EH9huIcIEkkpgFUqoo20tJMyTeg96aToPY2JKgJos9UFVX7gHVlbJafHWpjD7V4riwI6nh4ATnUouqh1WJIE8mS/hwaGImGkAEX1DQ6i3ATXvJdDDBBPdRQ8k1zqAmi34gcDrMp38aZyWpmyvBAWdePbVApVPSWPLOl9NrzSj3UnsayoD5y5AhWr16Np556ytT9f/3rX+MFL3gBFi9ejG984xtWfx1B+J6S4QPWnVAyP/dQi5TviD2HWgsl8/GmA6djybcQydEkIDfeJxkLIaUO1d6XINyAl3zn5TiA2pLvaEhGQWKCWqqWgKr/N78IwovYnUNdrqoozDyj31DMdJzCsVAwrj2sltJTD7W3sbR6P3LkCM4991zTYvrw4cN461vfiosuugjbt2/HzTffjHvvvdfOcRKEbzGmcrsyh9rPKd/aHOoIwg2COtXxx2OaQ+3j54jTseRbiOR4Y8I3AIzEggZBnXL56IgFDd/8ykmsAkLMoAYASZIgRxL6fcmlJoi+YLXkOxYOaGXMeaOghkqJ/RytfzoU0CYbdGJMK/mmsVlextLq/Z3vfCfe9a53mb7/zTffjBUrVuDzn/88nve85+ELX/gCvv3tb1s+SILwM8JJDMoSggES1G3hDnVtD/Uo+2pCUOs91P53vTqmfLebQQ0mctJU8k10A14COic1OtQAEA7HUFX5YpMENUH0BSvzkgXCTS0f3V97A5V9A7AeSAYA4wm24XiUSr49jaXV+/XXX4+PfvSjpu+/a9cuvPa1r9V2YdatW4c//vGPbX+mWCwik8nU/CMIP9PRSTTJghibVRIp31GHPdQ+3nTg6D3ULU7cuVn2tYWgTlIoGdEteMl3Vm0uqBPREM2iJog+I8Rfy3NIE4SgRqZOUJfm3DqsgUYbmWVhvTdGoWQDgaUV/OrV1samZDKZmp8ZGRnB1NRUm58Arr76aiSTSe3fqlWrLP1Oghg0NCfRwkmrGaIsq+jnUDJjyneo3qG20kO9EBxqkyXfrRzqmDGULOXy0RELGh5KllGjAIBhQ8k3UJv0TQ41QfQHreTbgvgTglqem669oUjmGKD3UEctOdSG9HTCs3Q15TsYDCIS0WPyo9Eocrn2J8fPfvazSKfT2r9nnnmm7f0JYtDRdoGdOtTBBeBQl40p39ZDyRaSQ12qOi351nuoVeFmE4Qb8PLPo9UYgEaHejgaRE6lWdQE0U+shpIBuviL5A7U3kAl3wB0h9rsyCygNj2d8C7Bznexz/j4OA4fPqxdzmazCIfDbX8mEonUiHCC8DvCobZy0mrGwuihZoK6oEYwUi+oTbiocdFDvRAc6rLJlO82DnUKTFAr+RScvToJwgB3q2arLRzqcBA5KvkmiL5SsLE2GU+EIUFBvMjX/iMrWfk3CWoAuuFhRVCL9PRsoYJyVUHIQdYO0T26+lc588wzsX37du3ygw8+iJUrV3bzVxLEwKELH6c91OznK4qKctWnLnWzOdSxUfbVlEPNfma+6ONNB47eStDJoW6e8h0KyCgGhwEAao5CyQgX4SXfMxUmmht6qCNBFKjkmyD6ijaH2mTKN8AE9TiyCKplABKw6Ln8wUhQA/Zc/5FYCDLPaKSyb+/iiqDOZDIolxvj3N/61rfi/vvvxy9+8QuUy2V89atfxTnnnOPGryQI3+B2KBngY5e6acq3lTnUbOG+IBxqhz3UAFCNjAIA5GLKxSMjFjzcoT5SYqJ5pE5QD0UCrpd8VxUV2/fM4M6H9mP7nhlUFZqLSxDtsCP+xuJhLJd4i9DQUn0sIwlqAIZQMgvPaUCWMBoXs6hpdJZXcaXk+9RTT8U111yD888/v+b6xYsX45vf/Cbe/OY3Y2hoCKOjo7jpppvc+JUE4RsKnUpzTWIUToWyguGoo4fzJnwOdV6N2Ez5FiXfPt1wMKCPzWpV8t0+5ZvdNgqUAbmSB8oFIOTHFxXRc7igPlQWDnVtyfdQ1N2S722T09i0dTem0wXtuolkFBs3rMH6tROOH58g/IgeSmat5FsT1CMrgDBrGyJBzRChZFbGZgHAWDyE2fkS9VF7GFuCWlVrd3afeuqplvf94Ac/iHPOOQd/+tOf8MpXvhJDQ0N2fiVB+BbNSbRQVtUMSZIQDckolJUF4FBHDCnfBkGtqgAf09cM3aH26fNjoGMrgQmHOhhLQklLkCWVjc4KLXf5KIkFCS/5TinNQ8lYyTfPW3FY8r1tchqXb9mJej/6QLqAy7fsxOaLTydRTRBN0OdQWyv5nhCCengFEBlh35OgBqA/pzGL673xRBh7Ds9TybeH6Uln++rVq/GmN72JxDRBNKGjk2gBUUbk29FZhh7qcKBOUKvVjrMuRRDIfHHhlHy3XAyJELc2gno4FkGaRmcRbqKq2uI6q8YRkKWGgJ6hSBA5PlLLiUNdVVRs2rq7QUwD0K7btHU3lX8TRBPspnzXONQRlsNBgppRKFl/TgGaRT0IUFQcQfQZEfzh1KEGfD46S1X1OdSqwaEOxQGZl4x2KPteUA51u42aalmfCxpvHkoGsDCUtCoENQWTES5QmmebXwDmEMNQJAiprqqkJuXbQQ/1jr2zNWXe9agAptMF7NhLY+EIwoiqqp2DLZtgdKirwxMkqOuwMzYLMMyiJkHtWUhQE0SfKVTcSfkGdDfSlyXf1ZK2EM8bU74lyXQfdUKkfJcqDa0rfqPY7nVlfJ7Ec9eEZCyElHCoCykXj45YsPCFtSoFkEOkodwbYD3UeRdSvg9lW4tpO/cjiIVCqapAnCKtuKnJWEhzqOciy0hQ12EnlAwwzKKmkm/PQoKaIPqM6HV1Oofa+Bi+dKgNC+ualG/AtKCOc4daVXXB6UcqVUUrYw03E9Q57shFk4Dc+nU3Eg0iQw414Sa8MqISGgIgNQSSAazkO6/yHmoHJd9LTSYzmr0fQSwUjGsIK5v9AVnCCpmdK9LBxUCEt3p2aMdaKGhzqC2Gki0ih9rzkKAmiD7j1tgsAIhwQZ33o0PN+6fLCKKCYK1QNCmojWVWfu6jNm4WNC35NhFIBrCS7xSGan+GIJzAA8nKQfa6auZQJyLGkm/7DvW61eOYSEbRKqZQAkv7Xre6ddsDQSxERCuaJEHPKzGDqmI52IbtEXmRIZQs4/YhDiSaQ21xvaf1UOdobJZXIUFNEH3G1VCyoI9LvnkvZVFiC+2aDYjYKPvaITgrIEtaWbyf+6iNgrqpQ21FUKtCUKdcOjpiQVNkm17FAKt8qJ9BDXCHGtw1dtBDHZAlbNywpultQmRv3LAGAbn1ZACCWIgYR2bVZxy0/8E0YmAtFAfVRVTyXUfB5tgs6qH2PiSoCaLPCPHrTg+1KPn2oVjkM6gLEILacEKyMIs6EWYL+PmSnx1q9vcPBaTmYsGsoI6GDCnf5FATLsAX1gWZva5alXznVPY+Vx3OoV6/dgKbLz4do7Ha37M8GaWRWQTRAjsjswAA2WkAQEpN4EhRJkFdh+MeahLUnsXWHGqCINxDuIlu9FCLkuaCH/uDDTOogbrkUQuCOh4JYGbe5w51uUPVgyao25e6jsSCSKkUSka4CC/5zmmCulnJdwB5PodaLc23LNk2y/q1EziQKeCqu3YDAN68djn+z7tOJ2eaIFpgZ2QWACCzHwAwrY5jdr5MgrqOgt2Ub17yTXOovQs51ATRZ9qmMVtE7CYX/ehQc6dKE9Q2eqgB3aHOFX34HHE6vqZMOtTJWAgZcqgJN+G9lPOIA2ghqMN6yrdSdOZQCzJ5vSIlEJBJTBNEGwp2w1IzUwCAA+o4E39h3jJUKbBxjQucvM3ndSzBKmxypao/KxB9AAlqgugzrs6h9nXJN3eoefqvXUEdM4zO8isdg+7yPOXbRMm33kNNgppwAe5UZRED0LzkW5YlqEEmuFUHPdRGUoYwn4MZGpNFEO2w3YqWYSXf0+o4ZuZLukMNkEsNg0NtsYd6KBJEKMA2Acml9iYkqAmizxTcDCVbAGOz5tVmPdSj7KuJsmTNofa1oOavqVa74DZCyRQKJSPcgJd8p9XWDjUAqGF2u5OxWUZSeX0ReogENUG0xWnJ90F1nAVoBUJAkG2ekaC2X/ItSZKe9E191J6EBDVB9Jli2Wb4RxOEy+1Ph5oLasWZQx0XDrWfS77L7pR8D0eCyEi85DtHDjXhArzkO1VlKd7NHGoACHBBLTkYm2UkXeNQF6GqqiuPSxB+pKBlu1h1qFnJ9zS4Qw1QH7WBvIP1np70TaXzXoQENUH0GXfHZvl/DnWuacr3KPtqxqGOMEcs7+dQso4l3+YEtSxLqITZZoVUTAGKDysfiN7CN710Qd3coZZ476VcdcdNTuX1RWi+XEXWx3PoCcIp9h1qQw81CeoGxLrDTgitPouaHGovQoKaIPqMu6Fk/i/51nqo7aZ8L4geapMp3/H2Kd8AoPLNCklVgBItiAiH8EX1TIUL6khzQR2MssoIWSm7EmaUqluEUtk3QbRGq5yzutGf5Q61ugiz8yVWCRLhORylOTcPceBQFFU7N1st+QZoFrXXIUFNEH2m6Oocal7yXfGh+yoENXeowwFngtrXY7MqHYLucuYcagCIxoZQUHlZLgWTEU7hJd+Hy+x93KrkWwhqAK70Uae5Qy3SvQ9mio4fkyD8ip7ybWFdUspp54iD6hhKVQXzpSoQGWG38/f+QqVoGGdqNZQM0JO+qYfam5CgJog+04051L4cm2WYQx0KSJCNY29io+xrIdOxLDnOQ8nmfVzy2baHuloBinzjwYSgTsZCSEEkfadcOkJiwcJDyQ6VhKBu7lBHI1FUVP76ddhHraqqlvK9ejET6pT0TRCtsVXynWUJ3wglUA6xMu/ZuRKVfHOMrXiWnX/os6hJUHsTEtQE0Wc6uokW8HXJN3epcmqksZRZ7IBD7bgLnogsBIe6Tcm30cUXvedtGIkFkVZpFjXhEvz9mVba91AnoiEtLwEOR2fNl6qoKCyE7PnL2OKeHGqCaI2ocrMkqHnCN0ZWYDzB3ruzORLUAiGow0G51hAwyViCeqi9DAlqgugzupvoxtgs/6d85xFudF5DUSDIFuidyr7jC2JsVps2AiGKIyNAoLmYMTISNTjUJkLfCKIt2hzqOCRJH2NXz1A0qLV3OC35Fv3TkaCMYxex9HByqAmiNWJT3tJGP59BjZEJrTz56DwJaoEIJLPTPw1QD7XXIUFNEH2m0CmR2QJi7rA/e6hFyXe0+XNlso96QTjU7RZDJhO+BclYCBlyqAk3qJSAChOyGTWGoUiwpVMzFA4irwqH2lnJtyj3Ho2HsGyYPeahLAlqgmhFwU4omeZQr9Qc6pn5EsAT+1Fc2KFkdmdQC2gOtbchQU0QfaSqqChXWSmiGz3U4uTn55LvvBpG2IGgjoUWQA91u5Jvi4J6JBZCigQ14QaGdow5xDHSIpAMYOPt3HOouaCOhbFshFWyUMk3QbTGVrYLH5mFkRUYjzdzqBd2KFnBwQxqwOBQU8m3JyFBTRB9pGRIfXQ15duXJd/Moc6hSQ81YHoW9YJwqNuWfM+yr2YFdTRIoWSEO/DNrmowDgVyy/5pABiKBF3roU7l2QL0RcG9ePn9l+IU6Ukq+SacsX8ncNO57KsPsSX+RCiZoYd6Zr5kSPle4CXfdmd7c8a0ku8yG0dGeAoS1ATRR4qG0mx351D7UCyWmUtVQKR5KbNJh1pL+fZ1D3WblG+rJd/xEIWSEe7AF9TlINugaSuoo0HkXC75fkP5Xowc2I4LAvfhUKZIi1LCPrtuAZ66D3j41n4fSVco2Ml2ESXfwyswTj3UDWg91DZGZgF6yrc2jozwFCSoCaKPiJNWQJYQDFDKd1uEQ61GXOmhzvv4hKT3ULtQ8k2hZIRb8JLPoiao25d8F9wo+U7tQ/jQwzhZ2ot18/cCADYEtuN5yh5kn/wDkNpn/7GJhUVqHzD1IDD1EPDoD9l1k3ewy1MP+uq1VKzYcKiNJd81DjUJagAo8I1uuz3UsXBA+3tQMJn36BzxShBE19BOWi6404D+Qe1Lh7rEXKocIhhrWvJtUlBrc6h9+BxxTKV8W+ih1kPJUi4cHbFg4TOoizJ7PbUv+Q7gWbjgUF9zCi4EcGEEUPlbfpGUwd2RfwS+x+9zVfvPDIIAAFxzSuN180eA616tX/bJa8nyHOpqGZg7xL4fWYnxBKsAO5orARG+IVta4KFkJWcl3wBzqafSBczOl7BqPO7WoREuQA41QfQRrTTXhUAyQN9NrigqKlWfudR8UV1Ai1Cy2Cj72imUjJdb5ctVVBV/lnyaKvmOj5t6rGQshBSo5JtwAe5Q5UwI6kTEpZLvC65HFew9L/LExVdFCgIXXG//sYmFxQXXA3L9a5afQ2R/vZZElZtphzp7AIAKyCEgvkifQ00OtUbeYco3QLOovQwJaoLoI/oManfeisadz0LFn4I6p3YYm9XBRTXOvc370clHh5TvnNVQshBSKnMYVHKoCSfwku95iTkr7Uq+h2pSvh0I6lMvxJdX/kfTm/5wyheAUy+0/9jEwuLUC4HL7ml+22X3+Oq1ZHlsllbuPQHIstZDPVsTSrawU76dhpIBNIvay5CgJog+4uYM6vrH8VXZd7UCVNkJJI+wox7qaEiGxC2qnE+DybSSbxfmUI/EgkiTQ024AS/5zqpMUA9F2qd858EWj1WHY7PmCrXvc1GXcsbD/ww89ANHj00sdJrPUR90tLWJWfFnmEEN6DOT0/kyKkF+/ihmgQUcBKjNoQ7bX+/RLGrvQoKaIPpIsWxj1mMbJEnSxKavBLWh5DPfcmyWOUEtSZLmUud82kddcjHlOxYKYF5mJXtSeR6o0ImcsEmRvTezKpsFPdKx5Jvdr1JwJqifKSWQ4iIeI8fgYOIkFNQQAqgAP/4g8ItNgOKzih6iOySWAPFF+uXFzwOGlrLrfYT1km99ZBYAjMbD2sb1UYW9j6EqjhP7B5m8Vde/CTSL2ruQoCaIPtI2PMomvkz65gnfKiQUEWreQ21SUANAnPdR+3V0VtuSb4uCWpIkSKJkD6Ckb8I+vIcypcQAtC/5DgVklGW2EK86FNRPFJL4l/K72YXFz8PPX3ErXli8Dj8ZfRe77jffAP77Pc5Ky4mFQXIl8J479cvrvwJcMcmu9xGWQ8lEyffwBAA2uWQ0xkdnlYKAxM/ZxYUbTFZwODYL0AX17HzZlWMi3IMENUH0kbbCxyZiR9lfDjVbUJfkGACpRcn3KPtqQvAJQZ3z6eislr35SlXfcDApqAFgKB5FWjh8VPZN2IWXfOuCuv2gESXI7ld1kA6sqipS+TKGJbYph9gYlo1EUUQE3wpdDJz/XyxI6bGtwI1vAjLTtn8XsUBQDZvV5RwQjPTvWLqE5eq5upJvABiLM0F9167p2rLvBYobPdRj1EPtWUhQE0QfEaK3aa+rTaJ+HJ3FHeqyzBYuTZ8vSw61GJ3lV4e6xeuqkIbWQWpBUI/E9GAyGp1F2IaHEs1UmPPczqEGADXENnHUon3nuFBWUKooGJW4KOeCGgAOZQrAaRcB793KyninHwKuP5vNFSaIVlSK+vc+LGGuKipKfEqI6ZGehhnUALBtchrPHGXn7f+49wkcLDEh+NvdT7p7sANEwYUWv/E4pXx7FRLUBNFHuuJQB31Y8s1LMUu8BLR5D/Uov+8cCzFrQyLCR2f51aFu9boS7nJ4GAi0FzNGRqIUTEa4AHeoZ8psUdjJodYEtQPRksqzheeYxMvGjYI6W4SiqMBzzmIpzYufD2SnmFP92P8H7N8J3HQu+0oQgkpB/96Hs5XFhixgxaEWPdQrsW1yGpdv2YlyVQ8gm1NZtcl/bHsI2yYXZhWIO2OzeBk9OdSegwQ1QfSRYjcc6rAfHWq2oC5KQlA3c6gNfb4dxnNoDrXvBXXd82Sxf1pQ41BTDzVhF17ueajMKk06CWopzDZxJCeCOsd6DZcE+WPExrB4iAUmVRUVM2JhOr4auOznwAlns8+bWy8Gtn0aeOo+4OFbbf9+woeUjYLafw61cTPelKBWFLYRBaA6tBybtu5GfZb3HJigHkIOm7buRlVZeGnfbqR8UyiZdyFBTRB9pKXwcYAo0SpUfCQWNUHNFuJNQ8kCISDEXdQOok841L4dmyU2alo51LFRS483Eg0hQw414RS+0TVb6RxKBgBymN3PDUG9SNYFdTAgY/EQ+yw5mDGIo2gSePM3gDXnA1CBZ3aw6yfvYGXgUw8CqX22j4XwCTUOtbPAPC8ihF8oICEgmxgLNn8YUCqAJOOBIyFMpwuNd+GJ/QkUMJ0uYMfeWVePeRAQFXFOHOok/8ycmS/ht08cWZAbE16l/fYwQRBdpVDuRiiZD0u++YK6AN5D3er5io2yALMOfb6xkOih9tGmgwGxUdOw8WDToU7GQkipJKgJh4g51MKtajOHGgDkCKuKCFTytn9lWpR8y3NAFdprf9lIBIezRRzKFgAk9R/4P6c1Psj8YeC6V+uXr+qc00D4mJoeav8KatPjnUQg2dAyHJxvfk7V3vM8HJC97xYWlmd717FtchpX3bUbABvn/a4bfo+JZBQbN6zB+rUTrh0nYQ9yqAmij4heJdOzHk3gy5TvkhDUbUq+AdPBZH52qCtVBRW+a92y5Ds+bukxR2JBpEChZIQDlCpQYiXfc2ocQ5FgR/crGGWbOIGqfUEtHOoRVQ8lA4Blw+yz5GCmWPsDF1wPyC2EvhxktxMLG9871Hyj36zwEzOohyewlL+v6pnjUyKGwd7Lre7nZ5w41KIv/UCmdiPiQLqAy7fsXLB96V6CBDVB9JHujM3yYw81OwnnwfqHWvacmxTUoofaj2OzRDor0OR5yvEyO6s91NEQ0uRQE04whDdlEevYPw0AoSjbxAlVC8ySsUEqzwT1UJ2gXqolfdcJ6lMvZAFlzbjsHnY7sbCp+LuH2vJGvyHhe93qcUwko6jfKpszONQTySjWrba2qesHxEaFVUFdVdSmfemANrNjwfalewkS1ATRR7TxRq72UPtRUDMXINep5NusQx32r0NdNJT6hwMulnyDQskIB/Byb0UOo4iwKUEdjrHXnIwqULUXwpPKlSFBQbzK598aSr4B4KCp0lMTfaTEwsFY8u3DlG/L450MM6gDsoSNG9YAqH3XCEE9jDw2blhjrjfbZ+ihZNYE9Y69s0370gUqsGD70r0ECWqC6CN6aVU3Sr791EPNHWq1TSgZYN6hjvi3h1pUPQRlCUGXBPVILIQMOdSEE3ggWTnERHKnQDJAF9QAbJfWpvMlDCMPGfzzkAfy1cyiriexBBhaCsQXs8vDy9jlxBJbx0D4DKND7cM51AXLDrUYmcVmUK9fO4HNF5+O5Um9rDvLx2adfXxswfb75q32pnPM9psvxL50L0GhZATRR4T4sfoB2w5flnzzxfS8wku+WwrqUfa1g4sa97ND3a7qwa6gjgb1sVkkqAk78JFZpQDbmOkUSAYA8VgMJTWAsFTVNtWsksqVkZS4ixhKAEG2Kac51PUl3wCQXAlcMQnc+2Xg/muAF5wPvPGftZ8lFjg+76FuOSWiFZpDvUK7av3aCbxhzXLs2DuLex47iPntTFxPRP13zjWDqqq6oLY4Nstsv/lC7Ev3EuRQE0Qf6cocaiGofTU2iy2m59VOgtpsDzV7jvzsUDcNlHFU8i0c6pSDoyMWLLzkuxgQDnVnQT0UDWrJ/nadwFSujFFw0WN43S/VQslauDrBiP55UpojMU3o+FxQ6yXf1nuojQRkCWedsAifftNJkKIjAICjR2dcO85BolhRtBgIqz3UrfrSBRKwYPvSvQQJaoLoI90NJfNTyTdbTGc1h9ppDzUPJfOTi88pltvMNs+LUDKrKd96KJmaP2o7IIpYwPCS77zMXkdmSr6HIgEtN8GucEnlyxiVagPJAGApd6iPzBVRqbb4rIwMs6/82AkCQF0PtR8FtYXSZFVtKagFoYCMFz13FQAgk16Yfb7GbBPTvemcVn3pxssLtS/dS5Cg9ilVRcX2PTO486H92L5nhtL/PEqh3IVQMj+OzeKCWiv5dpryLcZmFf1Xftadkm89lExSq74M4iG6DH9P5iQ2PmfEhEOdCAeRU4VDba/kO50rYRRCUI9q1y9KRBCQJSgqMDPfIvAswlw1EtREDT1wqPu5htMEtRnhV0gBYk78cOve6FecvJrfP4uplP0xeIOKKPcOyhJC9dkmJmjWlw4Ay5NRbL749AXbl+4lqIfah2ybnMamrbtrUgFp+Ls30XqobcwlbIUvHeqScKiZq9WQXi0QC2azDrUPx2a1rHpQFL1c26KgDgdlSKEYimoQEanChLlw7wjCDLyHeg58Hq0ZQR0JIq+VfNt3qJNSY8l3QJawZCiCA5kCDmYKWkhZDZpDnbX1uwmfYnSouxBK1u81XKFiISxVuNOxcSAUa3m3iaVLAbCxWTf/4Rlc8foTHR/nICEEtZ0Z1ALRl/7RH+zE3Y8cwIZTJ3DNO19EzrRHIIfaZ4jh7/UR+zT83Zvo4sd9h7rowx7qbNWkQ92hz1frofZzKFn9c1RMQ5taaXDqzDISCyENCiYjbMJd3gxP+zVT8j0cNQhqG/N+i5UqcqWqwaGu3UhqG0wGAFHhUJOgJgzUONRzrrbAeGENZ8mh1sq9V7a/X4SdOxIo4L//8OyCq5rMl0QgmTPzJCBLOH4Jey7HE2ES0x6CBLWPoOHvgwfNoTYJd6fmVXfmUIuxWb50qFv1UAsRbEg6tsJINISUSsFkhE14KFlaE9TmHGpR8q3YKK1N58sAgLEmPdQAsHSkQzAZOdREM4wOtarUXnaAV9ZwWiiZmR7qJgnfTeHtE3GpiAOpOfzmiSNODnHgECGxThxqgS+rEH0ACWofQcPfBw9N/HSh5DvvK0HNHOoC3En5TvBd4lJFQblVINGA0rLkWwjquL0k0GQshDRoFjVhE+5Qp6pMxJoLJdMd6lLeet9+OscE9ZIgd7dbONRNZ1EDuqAuUA81YaC+n9+lPmqvrOF0h9pMybeYQd2hFD2sz5RPII9bH9hn9/AGkkLJwnPaAbH+8VUVog8gQe0jaPj74CE+EN34kBVEtFAyHwlFXu6Z0xzqDoK6km/rGsTDujvmN5e6ZdVDTgSSjdp63JFYSJ9F3WHOd1/ZvxO46Vz2lfAO3OWdqQhB3dmhjgRlg6C2LlqOckG9KNBCUGujs1p8VkT450l5HlD89TlBOKD+3GKzv78er6zh9HWJFYe6Q8l3MAwE+Xsfefx890EcmXPH2R8E3OihFkTIofYkJKh9BA1/Hzz08lz3HOpYyI8l32xBnEcE4YAMSWrRNxRJQhsk0cZVCgdlhALsfjmf9VEXWwXK2Ez4FoxEg8gMgkO96xbgqfuAh2/t95EQRvj70YqgliQJlQC7f7lgvew6lWPp3WNNQskAaEFkB1sJlIjuqlHZN6FRqXu9uORQe2UNZ2kOdYeRWTXwio8zJoIoV1X8cOezdg/RPn3acM1b6UvvQJRvlhfIofYUJKh9BA1/Hzy6E0rmw91LLqhziLR/rmRZH3XTwUUVGw/zRX+dlFpu0jgV1EaH2muCOrUPmHoQmHoImLyDXTd5B7s89SC7negvRdaGcajE2jZGTJR8A0A1wFLBKwXroiXFe6iTLXuoO4SSBSNAgOcN0OgsQlDvUNsIzGuGV9ZwlkLJsqLk24Sg5mXfG05i5+hbHngGqouBbqbo04arWI/FHIaSAcY1nr/WLoMOCWofYRz+Xg8Nf/ceVUVFqdo9QV30y4etqmqCuqBGOo/yMNtHzYPJ8gul5NuhoE7GPBxKds0pwHWvAa57NZDjYTfzh9nl617Dbif6C3eoZy041ABQDbIQs2rRRigZL/keVri73MKhbtlDDVDSN9FIg0Ntvb+/GV5Zw2mC2koo2bB5h/oVqyKIhwN48vA8/vB0DzZnjRuuj9zOrpu8vacbrnkrz2kHfGma+AAS1D5DDH+vX0zT8HfvUaroH4buzqH2WTmQIQCGOdQdnitNUKfa3s2vo7NaVj04Lvn2cCjZBdcDcguBJgfZ7UR/4YI0y+dQiw2tTihcUCs2BHUqXwKgItFBUM/Ml2o+j2ugpG+iHuFQy7zKwsVZ1GINJ1qSBL1cwxXKLdqG6inO6RvXpkq+2eZUTJnHuaey/8ctO56xfZymMW645mfYdfNHerrhKkLJ3HGoRU6OT9Z4PoEEtQ9Zv3YCpx87CgAISMAP3v8S/ObTZ5OY9hjGhMZujM0qV1V/jEgzCOoCwp2fK4sOtX97qOtLvnkybMxeueBILOjdULJTLwQuu6f5bZfdw24n+oeqaiXTWTWGWCiAUMDcZ54aYgJctVFWm8qVEUcRAZW/x+sE9Vg8pAmXw60Ckijpm6hHONRiYoJLPdSC9WsncMxoTLv8z+ed3NM1XMFsKJko9w4P65Uc7TBsTr1z3bEAgLsfmdLG23UND2y4utpDLaoQW20CEn2BBLVPmeN9oVUVeNGxY1Tm7UHEh2FAlhA0ubg0g/ED2xc7mDxBtRqIQIGMcCdBLVKsOwhq//ZQd6/keyBCyQjvUc4DChO1WcRNl3sDgMQFtZ0k5VS+jFHwctxABAjFam6XJEkLeGo9i1qUfJOgJjiaoF7EvrosqAEgW9Q3escT4Z6u4fRQsg7iTwskMyn0DYL6RatGceKyIRTKCu7aNWXzSE3igQ1XS6PIOiBME1+s73wECWqfki3oO36ZQpd3/whbFFoJH4cYH88Xs6i5Q60E2GLYtEPdoc/X9w51F0q+9VCylM2j6yKJJeyfIL4YGFpaex3RH3i5tAoJOUQsCWpE2CaOVD/71wTpXBmjxkCyJtMBOs+iph5qwoCq6oI61h2HWlVVZPL6eWn/UeuvfSdoY7M6nWutJHwDemp+aQ6SJOEdZzKXeiHMpHZ3bJaYQ00OtZcgQe1TMgX9w3iu4C/B4BfEh6Gb/dMAIMuS5uL6YgeTL1YqmqA220Pd3qEWPdT+m0PdxZRveDSUDACSK4H3/UK/vOolwBWT7Hqiv3B3txIaggoZwyYTvgEgEGYOtVyxUfKdLyHZYmSWQBud1XIWNfVQEwaUCqByISNKvl2aQy0oVhSUqgpOkZ7E90NfBKZ6O+KpaNqhNjmDWlD3Xnrbi1YiHJAxuT+Dyf3tz9eOSSzRf7+43MMN14KLgpocam9CgtqHqKpa41BnSVB7En28kftvQ21OoR9SILkzJebRupbyHRYOtb9OSlrKt8tzqJOxENIi5buUBaoerHypGkRR7ggbe0T0H95/XAoyh8qKQx3grlagYt2lS+UMJd8dBXUrh1qIACr5JlCb8N2lku8M7ym+IHAfXhbYjROm73b18TthemyWlZFZQMN7aTwRxhtPXgYAuPWBLoeTJVcCa/9av/zcN/R0wzXfpVCyno8dI1pCgtqHFCsKylX9TTZXJEHtRVqON3IB8aHtix1MnqBaltnCN9yp39ysQx0RPdT+en803ahRFFdKvrUeaqDj89sXjC7i3MH+HQdRC59BXQwwcWx2BjUABKPsNReothlt1YKGku8mdJxFTWOzCCPGGdRaKJl7Kd9I7UNx3x9xsvQkzg/8BgBwRvaXPR3xZLodTZR8D5vtoW58L13Ew8l+/ND+7o+wPPIX/ftStqcbrnpyuhsl3+wxFBU1a32iv1hoZCIGhfqe6Sz1UHsS7QPWhbmE9egpkP4T1J0d6lH2lUq+DVdm9DJFm4J6KBpEFQFk1BhGpDwT6InFTg/XXYwu4tzh/h0HUQtfQBdkVr5txaEOxZgIDynWHOpyVUG2WMFooEPJNw8lO5Tt5FCToCagO9SBCBAWFTsuOtTXnIJVAO42aL1RNc1GPAmu6u5mZsFsO5rDkm8AOOv4RVg1HsMzs3n85JFp/NUZx1g9XHOoKnDoMf1yj1P73eyhNgabFSrVzkGtRE+gv4IPMYZZALX91IR30II/XEh9rEfvsfFByTff/S/JVnuoU23vFucl375zqJtVPgh3OhQHQlFbjxuQJQxHg0hrwWQeTPo2LpLK82xOKtF/+N8lJzEBYkVQR2LsZ8KKNYdalM0mNYd6tOn9TJd8e7Eig+g9wqEORoEw/yx0s4f6guuhSLXnuJoovZMv0J3hevbvBG46l321SbmqaOM2O65NrIaSiefL8LksyxLe8eJVALpc9j13SB8dCfR8g8xNQR0OyFq+oi+qEH0CCWofUu9IUyiZN2kZHuUCxh6bgYc71CWJbdm7NodaONR+eI4MlLQ51E0EtU13WjAS9XgwWf0iaf5Qf46DqIVXDsxJwqE2X/IdjjFBG1ELzGUySYoL6iVBXo7bsoe6Q8l3hH+ekENNAFqmB4IRtkEJuOtQn3oh/vfVt7a+/dEfAt88GfjeBcAjt+vHAwC7bgGeug94uM3Pd8C4ZmjrUFdKwDyvArLcQ137XvrrM1ZBloAdT83ijp3P4s6H9mP7nhlN2LvC4cdqL/c4E0ELJQs7l12SJGmmSdEPpolPoJJvH1IfQkahZN6kZXiUC4geG1841FxQF0XJt0uCOi7GZvnOoW6yUeOWoI6FkJ738CzqetEzdwgYP74/x0LocIc6q7IqEysOdSzOFuEyVOYOmqywSOWYoF4cmAeqaNNDzR4vnS+jUK42iggq+SaM1DjUouTbxR5qNFZNKaoEWVKBV30KeOo3wL7fAnvuYf/CQ8DxrwFOfBPw6B3sBybvAF54EQCVBaeNHmv6dxvXDG3PtSKQLBDWw9k60WIE3fJkFCevGMEj+zP4xG27tOsnklFs3LAG69ea7NFux6E/sa+jzwFST/f8/awFvblkoERDMvLlqj9ME59ADrUPqRfQc0XqofYihW6mfPNFoZ/mUBfBnKSO/UJGQd3G0RIp3/O+7aF236FOxoJIgZftdSip7wv1rsMcOdSegC9e04oQ1OYd6mjCMOqmbF64pPMlAMC4JBzq0ab3G4kGtYqeQ81cakr5JoyIHuqgsYfa3daSw+oIiio7P/126A14RF2NfHgRcMYlwN/+D/DRB4FXfxpIHst+95/+P+CuDwPzR9gDzB9hPdfXvQa45hRLv9sYSCY1mduuYSz3bnc/Iy3eS9smp/HI/sb314F0AZdv2Yltk9PmHr8dh3azr6tewr72qYc66kLKN2DMyfGBaeITSFD7kMZQMn85cH6hKE5cLs+hBoxjs3wgFnk5XUEr+e7wfImFc7VUO+KkDj2UzF/vD+111Q2HOhpCRh0kh5qSvj0BT/lOKdYd6qF4VBMXVkprhUOd7JDyLUmS3kfdLJiMHGrCiDinhAwOtYWNHjNMq+N4WF0NAHh2yatxXulf8H9P+7E+4mn8eOC1nwM+tgt45SdQ12UNgG8ky0Hggust/W4928XlQDKg9r3EN7uriopNW3c3vbvYDt+0dbfz8u/D3KFetY59reR7OvoxX2LC140eakDfMPfFGs8nkKD2IfU91CSovUlTJ9ElolrJtw8+bLlDnYfJHurwECDx+7Tp8/V9ync3eqhjId2h9qSgrnMd5inp2xNwN2i2yoTrcMSCoI4Etfe+akNQD6tcCLd57Yuk76bBZDQ2izBiLPnuRg81WLBsAqzCYnhkDICEfekm5ylZBl73BeDvftX8gS67Bzj1Qku/W1TOdQwkEyXfZkdmAQCfKQ+1qm1M7Ng7i+l0641vFcB0uoAde2db3qcjxoRvIaiBnr6nCy6GkgHGNR451F6BBLUPEQJ6iC9asj7rEfUL3Qwli/mpHIgnqOZVLqg7neglyVQfdULrofanoK6Z1+1ayXcIKdXDoWSijC/G58OSQ+0N+EbHbJm9h62UfCciQeS4oC7mLQhqHkqWqHYW1G1nUYu+z3Kup44W4VG0km9DyrfbgrpQRgJsIzk5yl63UykrY+PsL+21Xt+ODrXFhG8ACCWguelczLYcV1eH2fs1JTPFPoOkALDkJH0jpIfJ/aafV5NE/GSa+AQS1D5ECOqVozF+mRYBXsTYq+Q2/kr5ZguJHMIATG5AmBDUwqGe91vJd7OwOxdLvtOedqi5eFr0XPaVZlF7A/53OaIJavMOdTwU0DbTCjnzjlI6V0IEJYRVLpLbOdS85PtQM4c6YujhJpea0BzqCBDulkNdRkJir8XxcRb4tb+doE4sAeKL2feSDKx4ITC0lF1vEc2h7nSetVPyLcsNLRRLh82FDJq9X1NEwvei57K/W4twtG5Rriqo8JJ11xxqUfJd8cEazyeQoPYhYv7mxCj7AKKSb28inES3diyN+Krkmyeo5lSToWQAEB1lX8041KUqVAvjeLxMVVFRrrL/S3dSvoO6Q+3JULJ6QU0OtSfglQOHy7zk24KglmUJRYn9nBVBncqXkQQXOlJAX0Q3QR+d1URQB0JAkG1Ok6AmUBFjsww91EqZjZFyiUyhgmHuUC9ezAT1wUwB5WqLirPkSuDy37LvVQW49KfAFZN6z7UFdCe10wxqXvJtxaEGGoLJ1q0ex0Qy2tAFLpDA0r7XrR639nuMiHLvpSc1PYZuYwyHjbowNgugkm8vQoLah2S4gF7BHWqaQ+1NNCexCw61v8ZmsUXxvCIcajOCWjjUqZZ3iXGHuqqo/iiNhz6DGqh7nnK8/8yNUDJ4OZSML5AW8VFZNIfaG/C/SxbWU74BoMRH5pWsCOpcGaNaINlo2yRiLZSs5SxqCiYjOEaHOpTQry+751Ln8nlEJGaMjI8uQjggQ1FZ6nVLjKOryvPs+GxQqJgMS7VT8g00vJcCsoSNG9Y0vat4x27csAYB2WSSeDPEyKwlL2Bfe5yLIDYpZKmuFcsBvqpC9AkkqH2IKPGmkm9vUyw3CY9yCV992PKS7znVZMo3YK7k27BgyPskmKxoKP9qOjYr7mCXH6KHepBKvg+1HZ1G9Aj+d8kihkhQNldlYkAT1AVrPdSjaJ/wLRDlpE1TvgEanUXoGHuog2FA5ptDLs6iruZ1oSdHh7GCVxu27aMOBNkxAY7GeOmhZG3Os0pVDyWzKqhF33lRP8b1ayew+eLTtUoRwfJkFJsvPt35HGpR8r2UC2rxfu7R6KxCSX9O244is4CvqhB9AglqH5LVHGr24TpfqjofOUC4TqGLoWSi/6ngB+eVL1TmFLZwccuhDgZk7bH80kctnPaALCHYhVCykRpBnfKeWK0X1JUCuYr9plrWxgpl1bhldxoAqgF2LqsUzAuFdK5kcKjbv+7FQr7pHGqAkr4JHWPKN9CVPmqFv87UQAQIhLRqw7Z91EBTsWoVreS73Xl27hBL6pYCwNAya7+gRbXH+rUT+NWVr9Uu3/CeF+M3nz7buZhWFN2h1gS1eD/3tuTbrf5pQF/j+aW6zg+QoPYhYg71RDKmXTdHSd+eo2i2V8kGYvfSF85rWQhqkynfgCmHGqjto/YDWtWDcTGkqq72UKdh6Bt0OYzHEYqiL9KGlgFhvnCbo7LvvmJYOM8hhhEL/dOCSoCJFiuCOpUvIynx12cnh5qXfM8VK83PlVTyTQiMDjWgi1iXSr4L5SrCVXbOU/lji2rDjknfoqfbweeyqTTqLC/3HloGyBZFYptqj1g4gCAv7V67MumszFuQfob9bQJhNr8bMGyQ9VZQu5mXI9ZBRXKoPQMJah8iHOrFQ2GttI7Kvr1HN8dmCZFe9EMCpHC3qmwhbqoHKTbKvnYQ1FrSt082nJr25RezzE0AXBmblUMEJZW/Zr1U9l2aA5taCrZoG+IJt9RH3V/4e7AaiKGCoKVAMoHCQ8GqRXNltYqiIm2h5HsoEtTGTDZP+uYL8B6O2SE8irGHGnB9FnWmUMYQDySTokx8WnaoHZR862Gpbc6zdvungY4J2yLbJOdW1ZgIJFv0PBYwaDyGXpV8C4c67KJDHfJRFaJPIEHtM1RV1XbYR6IhDPNFAjnU3qOboWS+6q/hPdSZCg8lM7PLK1K+O8xKjmsnbx88T2ixSSNEbzAKhGJNfso8I9EQAEl3qb2U9C0WaHKI/V9FKSIlffcX/ncpB9lrxk7Jt8JFi2pStGQLFagqTJd8A51mUZNDTXDKhpRvwBVX2EgmX8GQxAU1r7JZOSYEdYdZzBEXBLUZN9WRoG7/XhJl0a6dkw/XJXwDPR+ble9CNaI2NssPazyfQILaZ+QM/dLD0ZDmBtDoLO9RaFae6xIxv6R8q6q2UMlU7fRQd3KofVby3XQGtTsJ3wDbgAjIEtJeDCYT5XuRYZboPLSUXaZZ1P2F/12KQfaaseNQS2IjyGTw09EcG2G0OMDvb+K1v4wHkx1qFkzW4wU44WHqHWrNFXbPoU6AvwYjtSXf+492eP27UfJdMbEusTODWiBEf4v3ktjkdk0o1vdPAz0PGSyU3O+hjvjJNPEJJKh9huifDsoSoiFZcwNodJb36OYc6ohfUr6rZa1cOd0FQZ2IuFxe1mea9lBr/dPOEr4BQJIklvQNQzCZVxALNLFYSghBTQ51X+FllQVZONTWBbUmFMrmBHUqz86DlgR1u1nUlPJNCBp6qF0u+c6XNYcaDT3UBajtgiDF+8TBxo+pHmptBrWNwDDxXmrhokfddqgP7WZflxgEdY9DBrvRQ01zqL0HCWqfIZzo4WgQkiRpfWEZ6qH2HD0p+R70HmpD0Eu6wgW1qZJvaw71fHHAnydO25JvFxxqABiJBpFWPTiLWogdsViikm9vwP8uOcl+ybfMRYtU7tBDyklxh3pcNhdKBnSYRU0l34SgwaG2ttnTiUyh0uBQL0+y12a+XMXRXJu1nAhi7HYomVbybcehbv9eEg513g0zQKkCR/7Cvm/mUPesh9p988RXo1F9AglqnyHCx0ZibNFCJd/eRZ9D3cWxWYO+e8kX0KocxHyFfVyZCiUTPdSdHGq3A1D6TNNNGk1Qj7ryO0ZiIaTgQUEtFkeiPFcLJaOS777CF87zEhPFYpPXCjIXFnLVnGhJc4d61GTKN6AnfTd1qGlsFiEQDrVoQwiJMmv7fctGMnk9lEwIv2gogCXDTMC3Tfp2JeXbSsm3k1Cy5mJWbHK7MqHk6FPs7xWMAmPHmT4Gt+nm2CwKJfMONmqvCC+TMTjUADAUpVAyr9Jdh9onu5eiZ1IkqcLG2CxVZT21TYj1yaGuKip27J3FoWwBS4ejWLd63JURIZpDHWomqN1xqJOxEDKqh0PJhPtADrU34JtaWbD3sJ2S72CE/WywYtah5hvLKn9NmBHUw21mUfd4Ad4Kq58b3fqcWdC0cqhN9vd3IlMoY0jiol04zmBJ34ezRTx7NI+1K5PNf9iFULKODrWqAlle8j3soOS7xeaUqyXfIuF78Ym1473E+qBXPdTdENT8sWhslnewfGabnJzEpZdeiieeeAKXXXYZvvrVr0JqsVgFWOr0hz70Idx6661QFAXnn38+Nm/ejFjMWdos0ZwM35kfjjCHeoSX19HYLO9R7EIZkMA3Kd+8jE41pFNb6qFWq2xxERluejfNoS73bsNp2+Q0Nm3djem07oRNJKPYuGEN1q+1sUAxoPdQG15TObdLvkNIeTKUTAhqLn4SFErmCfiiNaOw9/CIjZLvUJS93oJVa4I6oZgX1FrJd9NQst6WiDbD6udGNz9nFjRd76GuYKXmUA9p1x8zGsOuZ1ImHWoHgrpTtkv+qP4c2BHUYXOhZK6UfGsJ32tqr+/x+1m47W6OzRLrIHKovYMla6xYLGLDhg0444wz8Ic//AG7d+/GTTfd1PZnvve97+HPf/4zHnzwQdx333149NFHcfXVVzs5ZqIN2TqHWnylUDLvUTSTpmkTcTIsV1Ut9X0g4YJaCeoOtamS71CMjU8C2pZ9x3n5aa5HDvW2yWlcvmVnzSIXAA6kC7h8y05sm5x29PhtS77jzkPJAGAkFvRoKJkh5RvQU77nDzFXhegPfNGaVpgAseNQh2LsbxpSOowN4qTyJQRRQVSxF0rWEPzU55Rvq58b3f6cWdBogrq+h9rFlG/NodYF9YpR9v5pO4vahcTxQqcRT6LcO74YCEWt/wLNoW4u+jVB7UYb1qEmI7OA2vdzD84N4jk1VV1nEnKovYelv+7//M//IJ1O4xvf+AZOOOEEfPnLX8a3v/3ttj+zY8cO/PVf/zWe85zn4JRTTsH555+PJ554wtFBE60Rglr0UIt+Neqh9haKoqJU7aag1h9zoF1q4VAHmbsVCcptK2I0JMlUMJlwqOd70ENdVVRs2robzU7f4rpNW3c72gBpuknjdihZLOTRULL6lG/eQ10teas0faHB/y6zVSGorTvU4Rh7vYVVc4I6nSsjCYOoiLYokTWwlI/NKpQVrXVKo4+hZJ0+N1QAn7/zUTxxaA57j8zjiUNz+PyPH+3q58yCpt6hDjnvWzZS20OtC2o96duEoG4hVs2gzaEOtnBTncygBnpc8i1GZrVwqNWqa2Fy7ehKD7Vf2vp8hKWV/K5du/DSl74U8Thzi0499VTs3r277c+cfPLJ2LJlCw4ePIinn34at9xyC97whje0vH+xWEQmk6n5R5hHlHbrDjVbvDQsEIi+UjSU6XQzlAwY8A9c3pdW5YI6bGXzQYRwecSh3rF3tsExMqICmE4XsGPvrO3f0ZuUb4+GktWnfIeiupCaO9SfYyK0v8tMxb5DHU3wcCaTgjqVL2NU4qIimqztn2xBLBzACD+2Q/XBZH0cm9XpcwMADmeLeP03fo3Xfv1XeP03fo3Dc036wDlufM4saLreQ10xCOoR7foVYhZ1j0LJWpZ8OxbU/P9Unmcp3HW4VvJdLQMzj7Pvl9Q51OEEIPG1RA82ybojqH0SPOsjLAnqTCaD1atXa5clSUIgEMDRo60XVZdddhnm5uawfPlyHHfccVi9ejXe+973trz/1VdfjWQyqf1btWqVlUNc8GQ0Qc0dai2UjHqovUTRMM4q2gWHWpYlTXwOdI8NT/muBoRDbeGEJMRUm7LkuNgN78Gmw6FmvZkO7teMYrPSsi441J4MJatP+QYMfdQkqPsG/7scKTMBYk9Qs79pVG0tFI2kciXdobbwum85OksI6koBqJRMP54bmP08iIZkDEeDrUt1bT4uUUdDD7X7Kd/NSr5XjplwqLUZzw7mUFc6lXw7FdT6/6mZmBWi03HK9+yTrDoplACSdTpCknraR62FkrnYQ6051IM+GtVHWFrJB4NBRCKRmuui0ShyudY7c9deey1GR0fx9NNPY9++fahUKvjkJz/Z8v6f/exnkU6ntX/PPPOMlUNc8Ggl33U91FTy7S2EkxiQJQTN9ATbQAj1gXaoeV9aJaCXfJvGTMl3hAvqHqTgi5JSt+7XjOYl39yJcnEOtTd7qOtKvgFK+vYC/O+iC2rrJd/xOPubxqUiSiY+z2ocahuCukFsGjdpXBJOZjH7eXDjJevwyFXn4MZL1rn6uEQdmkNdJ6hdm0PdvuT7yFyp9TndFYe6Q8q3U0EdjACBMPu+maB2y6E29k/LTdYNEZH03X2HWnP9rRgCHYhoo1EHeH3nMyyt5MfHx3H4cG1iajabRTgcbvkzN998Mz75yU/i2GOPxapVq3D11Ve37buORCIYGRmp+UeYRxfUIuWbBLUXKZqZ9egQXyR9c4e6IrPFi6VQDxOCWsy8nHejX6sD61aPYyIZRasOcAkshXfdavvhYQ0l36ralbFZWsp3MQNUPfLZUp/yDdAsai8gUr5VJgjsONTxhC4s5uc7L4DTuTJGYV1QL9WCyeoc6kBQH93XYba921j93OjF58yChjvUf9yfx50P7cejh/nnn4sp380c6mQspGV+tHSpXS35bnGuzQpBvdL279Cd9MbNKXFOdtxDLQT1khc0v12bLd/997Nw26OuOtR6yXdDiCLRFyyt5s8880xs375du7x3714Ui0WMj7f+YFYUBYcO6eV2Bw4cQLU6wAt8j1PfQz3Ex2fRHGpvUejiDGqBL3ps+MKgHGCC2lTCtyA6yr6acah7EEoWkCVs3MDCUeoXu+Lyxg1rHM2JbUj5Ls0BCv+/xdxK+Q4hAz113bLA2L8TuOlc9tVN6lO+AXKovQAvqcwijnBAtjUmMBjVhUVurn2Jpqqq3KF2UvLdZnRWj4PJjJ8b9TT73OjF58yCRVFYGTGAy77/CD52y0P43N1PAgDy8+6UDmcLZSTAX3+GzzJJkjr3UbsQSqYlUncKJbMzMkvQ5r0UC7Nzl+OS78MtEr7rj6EHJd/dDCUDoAXcEv3F0mr+Va96FTKZDG688UYAwJe//GW8/vWvRyAQQCqVaiqUX/nKV+Jf//VfcdNNN+G6667Dhz70Ibz1rW915+iJBjJ5MTYrxL8Kh7pMu1geopszqAXiA3egxypwh7okCYfaRg+1GYe6R2Oz1q+dwOaLT8fyZG255fJkFJsvPt29OdTiZCvc6UCEjRJzgZFoCBUEMYdY7e8wy65bgKfuAx6+1ZXj0WhW8i2SvmkWdX9QFG2jI6vGbbnTAAA5gAJYJVwu114szBUrqCoqknYE9TBzqJv2F/dxdJb43BiN15bLt/rc6PbnzELlZw8/pX1fFK9HsOc4P59xPI6sUK6iVKlgWBIl38M1t3fso9bGZs3ZGgelqqpW5dS55NsFh7pJyF8sxD4jnJd8i4TvFg51D9/PhS4I6khN8CwJai9g6ewWDAZxww034KKLLsInP/lJyLKMX/3qVwCAsbExPPjggzjttNNqfuaLX/wiMpkMPvWpTyGbzeKcc87Btdde69bxE3U0pnyzr+Uq+6DspoAjzNN0XrDLiL+14xNTP+F9aSVR8m2rhzrV8i6uzrw0yfq1E3jDmuVY84VtKFYUnHpMEj/60MtdcYwaSr6N5d5mxo2ZIMlH8qXVBIakvLlgstQ+IDcDQAIe/SG7bvIO4IUXAVCB+CJg9FhnByYWRlFjyTc51H2lPA8xrCmLGJbbFdQACoggihKKufYL4FSOnQPHZRdDyYC+js4C2OfG7HwJn/vRJE5eMYJ/essarFs93vJzQ3zOfPzWh3DnrimsX7sM//ddZ5AzbZOqouLffvIw3sgvF8E+B3Mq24SJo4hNW3fjDWuW236Os4UK4jC89gwl34Ah6ftoh5JvqOzcqV02h3H6SNOS72JWF8EjThzq1mJWnJMdlXxXisAMH8/bquS7h8n9HWd72yAUkCBLgKJy0yRmPZuCcBfLZ7e3vvWt2LNnD/74xz/ipS99KRYtWgQALd3P0dFRfPe733V2lIRp6udQJ8JBSBLbrMwWKiSoPULT8UYuEw26U/JdVVTs2DuLQ9kClg5H2y7iXEcIaoktWtwOJdP6tcpVKIoKuUf/L8XgBESCsmvPZ8NGjcv904C+SZdSE1gpHTHnUF9zSuN180eA616tX77KQS+bUtX78Wp6qHnK9zylfPcFXk6pSEEUELYVSCYoSVFAzXYU1Ok8E9RLgzlAgcUeajMl3/0b5SkqaU5cNoyzTljU8f4BWcKJy4eBXUAyGiYx7YAde2dxNDMHRIGKKqMKLvzAzk1RqYyD6Rx27J019bdpRsZY7i3JDVVFK7WS7xYJ7aE4WGG/ytqlLApqY95K07VihjvwkZEG99wSWml6m1AyJ5vcM0+wGdORZOvwtGjvHOp8p6A3G0iShGgogFypSg61R7C1Xbx8+XK85S1vcftYCIcoioq5kij5Zn9aWZYwFA4iW6wgWyhjyXCk3UMQPaLQbLyRy4gADCehZNsmp7Fp6+6aOagTySg2bljTm7JBPtuzKEq+7YzNMtFDraqsr10I7G4zZwgJdBy+YkAT6eJ1lXM34Rtgi4JIUNaDycwkfV9wPfDjy/V+bgDCuYQcBM7f7OygjIuimh5qGpvVV7j4LIeGgLyEoYj991dJjgJVoJRvX/Jd41BbFNTLeCjZoUwRqqpCMlZ1aAvw/gnqTF0FmhlEkNVcD6tw/MihbAERifVPC3ca0Eu+ASCOgqNxZJl8mVX9AEB4uKGqSBfULRLFZZmJ6NIc32Bcaun3G6ePhJrllWT2s692E74F2uZU43s55kZlnTHhu1VlVi97qEvuj80CoAtqGp3lCbq3mid6TrZY0dpmjCdcfRY1nVC9gtan1FWH2tmcwm2T07h8y84aMQ0AB9IFXL5lp+N+MVNwh7pgx6GOjbKvbUqSo8GAdr7tVR81oC+MARfCVwzo6fFNSr5dJBkLIY1E7e9ox6kXAq/+dPPbLruH3e4EIagDETaWRSDmUM8fZv28RG/hi9VSgG2+2O6hhj46r1zoIKjzTPTYCSUTG86lqqIJc40+9lALMtx9H7Hg9Mf5JkYvRgP6maXDUUTAnn/Rzw8wcV1V2UkkjqKjcWSZQsUQSDbUcLveQ91GtDsIJtNKk1udZ5/eXvs77NI2lMyFkm8t4btFIBlgeD/3ouSbnXvc7KEGfDIa1UeQoPYRon86HJRrnDyaRe09tNLcbjrUDlK+q4qKTVt3o1kjh7hu09bdqCpdDroTghp2Sr5H2dc2DrUsS4iHepf0Lch2y6Gu1o1jE2I37q6gHomFkFItCOojjwP3/VvdlS6+9pslfAN6KJlSsR6eRjiHL5gLAfZacVLyXdYEdfuRQEIIj9gYmxUJBjCeYGLpYMMs6t45Wq3QW7rMb0yIqoBejAb0M+tWj2PlEBPORocakDDPXernDKuOxpHVONRNSqpFD/V0Og+l1bnXweisghZq2UL47fklf2yHm0pt2ifiLlTW4bAIJGuejg9Ar2DrsqCuKqqWwu12y6UvJrn4CBLUPqJ+BrVALGJIUHuH3syhtr97uWPvbIMzbUQFMJ0uYMfeWbuHZw6e8p0XgtrOHOp8+97cmFtzLy0gnCb2e917XxbrR550yaEeiQaRAXcpOoWSlQvAf1/K5rdK/LgCEWDFC1lJthC9TmiW8A0AwbD+f6c+6t7DZ7zmJSGo7TvUSpCJFqXYXiiIHuohhb8mLL72lw63mEXd51AywFjybcGh5gJlnhxqRwRkCZe/nCVbF9Xa51+cn6541QpHfeqZQhlDECXfjS7wsuEIArKEclXF4bkmwXmAQ0HdxKFO7QOmHgSmHgIOPsKve4ZdnnqQ3W6VdqFkIT1It2x3HNSh3exrq5FZQM82yIzrL7cd6kjIhc0HwjV60zBI9ARdUNf+WcUOdbZQbvgZoj90nPXoAmL30s7YLLN9YE76xUzBFwU51UEPdTHDyn3l5mI8EQngyFxvHeqMYXPLzRT2Un0Ptehv7kLJt2mH+mf/xBZi8cXAu38IfOtVQLUI/O3PAKi1Jdp2aZbwLRhaxo5x7mDrESpEd+CL1XmJzS2vPzdZQQmyx+gkqFO5EiQoiFftCeplI1H86UC2MZjMEyXfzTfN25GI9H7D0K+89Fj2mVeVaz+zinIMUFN4+bFxR4+fybcv+Q4GZCwfiWJ/Ko9nj+a1VPoahFC04SIXmoVnNQuULOecBUq22ZyKhvXzdK5URTJm0XQo54HZvez7dg51j97PxvO72waKE9OEcB9yqH2EcL3qXQAq+fYeDeFRXUArB6pY3+U12wfmpF/MFJpDzcowbaV8Q21b1tXrWdRAbQ+1o534OsTrKiwCZfLuh5IBvOQbJkLJdt8FPHA9+/5t3wKWrQVLoQUrxXdDTIvHAmoTvgU0i7p/8PedmFnupORbDXFBXWoRyMRJ5coYRg6SaE4RrR8m0YPJWpR8eyCUzErJd0L7fKPzv2MqzBWeWDyqXfVXp6/EqmWL2QUbrrCRTMEYSta8T1kEk7WeRe3Aoa40Kfm+4HoWHNkMOchut4rYLCg19nmHA/rUC1tC8chfAKhAbLx99VOP3s+6eSK7PkVErIeKNtZ4hPuQoPYR2WLzcrBhCiXzHL0Zm8Xe3nZCr9atHsdEMopWH/8SWNq3k34xU/Ae6nmVCeqwFUEdjABBPnakXdJ3uPc91MaSb/a73RHzDb35XSv5DiHdyaE++jRw10fY9y/7KPC81wNyQHeR3expblXyDdAs6n7C/y4ZlYlhJyXfkhgh1EEopPJlPZAsPMTK/i3Qcha1B0q+xaa4lY0JMcmABLULVNgmS1XWX1PxcBCSEL9lh4I6bxib1WIs1YpR9vrc31JQuxBKZtzoP/VCFhzZDLuBkm3eS5JkzDWxcV7UEr5f0DrhG+jZ2CzxnLqd8A0Ye6gHy6GuKiq275nBnQ/tx/Y9M93P4ukRVPLtI/STbb1DLXqoqeTbKzTMC+4CTvprArKEjRvW4PItOxtuE6eojRvWdH+uqRDUig2HGmAu9Vy+raCOaT2GvTsp1VeL5EtVJGP23TtBQ8p3Zop9nZ9x/NhGkrEQntAc6ibCuFoG7ngfe95Xvhh43Rf022Jj7PpOvddW0AR1s5JvmkXdN3jJd1px7lBL3HmTKu0d6nSujFEbgWSClrOoexRi1A495dv80k1U4OTKVSiK6rpLtqDgDnXFUPI9myvx+c9wwaGuYHmbUDLAmPTdyaF2kvLdSfzxWdd26bA5FQ0HkC1W7G1yGwW1mWPocg91vtSdhG9A/zvZqULsF30fxdpFyKH2ES1DySLkUHsNPU3TmyXfALB+7QQ2X3y6Xj7MWZ6MYvPFp/d0DvWcKlK+LZ6UtFnUqZZ3SRgWnL0iU6h3qN15b+qVD/xvJkTkvu2uPL5gJBZERjjUzZ7bX/4L8OwDQCQJ/PX/AwKGzyRRguuqQ90i5RugWdT9hP9dZqtMpDpyqCPs9SaXWwgJTipfwqgkBPWo5d+zTISSZVs41H1K+VYUVZslPWJh80041Kpqf4QiweEOdUXSHerZuZKjMmsjmXz7UDJAT/ref7SDQ23jWMSGbLR+XZJYwj5HJX790hc4C5TsMLLKUdK3mZFZADs3AayqQOne+0L0UHdFUPO/k52cnH7giVGsXYQcah+hJ4DWhZLxyxnqofYMwqHu5hzqmAvlQOvXTuD4JY/jTwfYTvJ3//ZMvPy5S7rvTAPsJFdli9o5JQSgYn0DQhPUrR3qOF9w9nJOa71D7UbJt8LHc6zEYcSPPALkQloPOvb8kqWyQgXii4DRYx39rpFoXSiZqurldY//Arj/Wvb9ef8HGHtO7Q8L17Bd77VV2pV8J0hQ9w3+dzlaYSLViaAOCkFd7SCoc2WcBOszqAWi5Lt1D3V/Sr6zxQpUbgpaeR5joQAkib1F54oVzbEmbMAd6rJBUB/NlYAl9kWskUyh3DaUDNB7qFuWfLfpT+6E2HBpGO+UXAl89GHgy8vZ5XffCcSS9jMwOryXYk5Kvg9bdKgBJuxdbosSaD3UXRHUg1Py3WkUqwQ2ivUNa5b3Zn3ZBeiT1UeIBNDGHmoam+U1ij1xqN1JgEwb+n3XrEj27sOurJd2zlXDAPL2Sr6BDj3UvZ/TWt9D7UbSt5h1eX/0Y8CWuhvzR52lstZRE0pWLTHhHo4DmWngRx9g1595GbDmvMYfFq5hN3qoW6V8AySo+wF/3x3RBLX9ku8AF9TBSmtBraoqUvkykpL9km9NUGeLtSXSfU75Fp8ZkaBsqVJHkiQkwkHMFSvIFatA80piwgzcoTYK6tn5EvvsA2rOWXbI5MtIaKFkLUq+OwlqN8ZmNRN/Skn/PjriLFDS2Odt3IzliDYsy/kvxTl9jNeSDoI6GAaCUfY3LXRPUOsOtftrvUGaQ21lFOtZJyzq3YG5CJV8+4hsK4dalHxTD7Vn6EkomTY2y9mHbSqnv27merkpo5V2SpirstewpVAyQBdvHnOoG0u+nQtq8Xf+WOlDUBtSWfm+sN1U1jqSsRDmEUUVhvAzpQr88P1A7giw7BTgjV9q/sNi4eJmD7WW8t2s5JuXJVIPde/hJZ2Hy2zx7WRsVijGFuEhpbWgLpQVlCqKox7qxUNhSBJzVGbmDSJCvLaqRc2pdIX9O4GbzmVf26AnfFvflNBmUfcweNGXlJkgKKHWoVZDLpV8FyoY6uBQi5LvbKHScB4BYBCrdsZmtSj5Nj6eHHI+nUG8l5Ry0/eSeL1a3mg+/Gf2NbEUSJgQZT3YJOtmKFlkgMZmeWYUaxchQe0jtB7quhPuCI3N8hzGUQrdQnOoHfTNFcrVmpNaT/vwxeIkFEexwgSh7R7qNuXF8VDve6gbQ8mcP6+ijWCr+grgsl80v5PdVNY6WE6DhLQxmOy+fwOeug8IJYC33wiEWoxU60oPdbtQMu5Qzx/uaq8c0QQtlEykfNt3qCMxtggPKa3F7NEcE8Djsv2S72BAxuIh3kdtLPuuKRF1cQG+6xb2vnn41rZ30zNSrG9KDNEsanfgDnUR+uu4XFVRlPlnnRs91B1CyRKRIEbj7Pc3DSZz0EOtr0uanGeNbTXt0rPNYOwPb/Jesl3ybbbcW9CD0VnCZe9uKJn339eeGcXaRUhQ+4hWDjWVfHsP4VA3La1yCe3D1oFQNLrTQI9fQ8KhDsXsp6KbKfnuo0Pt5kLXWPUgNQw8c/ejXszBzat8YfnADcCvrmbfv+XfgMXPa/3DXe2hbiKo44sBSICqALlZ934n0Rn+d5lDDAFZau58mSTMHeqIWmg5ZkV8Xi0J8s8Om2Wc2ixqo1siB9hmEeB8AZ7aB0w9yHINHv0hu27yDnZ56kG9bNWAKPm2sykhqnAomNQhTQQ1AOTgXFAXK1UUK4reQ90ilAzoMIvaUcl3m3VJu7Yaq8iyXtLe5L0U421Ylku+zSZ8C3owOqubPdQRLZTM+yXfnhnF2kWoh9pHZFqMzRqiOdSeo5djs5z05wrHR9DT15DoRwvH7ZfImwkl60MPtdiYWDoSwdzhikuC2jCDOrGE7b4Xs6z8OhAEMvvtp7LWIUZ8hcBfD3+8kX194UXAaRe1/+Gu9FC3SfkOBFkQW+4Im0U95M5zQJiA/12yahzDsSAkB85WNM4ERhxFzJcqDdMsAJbwDQCLAvNABfYF9XAUk8g0zqKOjrBUYKcL8GtOabxu/kjbnINMiwo0M2ijs3o4GtCX8PLkImpnm88pYYwDjgS1OCd0cqgBVvb96FSmedK3K6FkzUq+23zG2iEyDJSyTd9LcbtrF7MJ38ZjALqa3J8v09gswEOjWLsIOdQ+QjjUDWOzDILaLwPUB52G8UZOaNGDp4eS2f+wrXeo54o97MMXgjoUR0k8X5ZTvkfZVzMOdY/6C1VV1RZPy3kAkuWd+CZoo9iCMktlffH72A3HvgR4/73AFZPseqek9mFodhInS3sxCsMCMrkKeNF7mrprNXSjh7pdyjdAs6j7QbnAAusAZBF3lPAN6D3UMamI+RYbe2n+eTUm2S/5BtrMonZrAX7B9SzPoIb2OQf6+d1+yTf1UDuEO9QFtXaNlanynuKyfUEtKhCGJPMO9f5Uk37TsANB3S6UrF0VkB3aCH/Rb2z5nHz4T+zr0jUmj6H9+C436O7YrMFJ+Qb0Uaz1GzY9HcXaRcih9hEt51AbTsCtdvaJ3qLPoXbhQ9bYg7fydO1qNz5sU/UOdS9Lvku6oC5m2fNVPxO7I1Yc6h65N7lSVdvYEoLa7ZJvAMzxAoDh5aznzWmQjOCaUxAEcHcE2hgfAED6GeCmN7Hv26WId7OHulU54tBS4NBuSvruJYZF6hyiWBVxdt6ReClrDEXMFipAsvE+KS5Kkg5CyQC95LvBoXZrdNapFwKLT6x1pAXv2AI8/00NV7ea4mEGLZSMqtScwR3qfJ2gTlX5ZQcONatAUDuOzQI6JH07KPnW5lA32+jvtGlplTbvJT3l24IZkE+xKiwAWPJ8cz8j1gddFNTdDCVza5JLL1m/dgLLfvIYnp7N40OvOQGvfN4SrFs9PtDOtIAcap9QqSraorzeCYgEA5oQoT5qb6DPobb5FjTRgxdzIeX7aH0PdT9KvkPx2nJmK2iCOtXyLnG7IzpsIvqng7KE8QQrHcyV3Qsl06oe5g6wr0PLHT92DQZ3raGC10yKuNs91NWy/lpp5Z7QLOrewxfK5WACKmTHDjVCTETEUWzZeiIqaoYUvki3LahbzaLuweisOy4D/vKzhqv1lG/rz6MYDUihZA7RHOrav0GqzEvAS/bHZmXyZURQ1tto2gjXlWPteqgNI6ksUmw1hxrQqzJ6Iai1km8L50WR8D2yUm8rMnsMXSz51lz/LrT3uTXJpZdkCmU8Pctet+9/5fE464RFvhDTADnUvsEolIeaLFyGo0HMzJd42Vish0dGNKPo1KE20YMX/eRhAGw+cVVRbX1oiZ5EQW9DyQw91OVu9lD3dqSM7jQFXRXzxfqy+OxB9nXYZUHdzl277B5gxWntf97YQ91kBqlljAuyTiXfcwed/S7CPPw9VwqyBb6ThG8AWiBYTCphvsUISPZ5pSKu8AWyU4e6foSLm6nAiSVAKM4+5044m702D/+ZlcB+/+3Aqz4JvOazLAwNrVu6zCBCycihdggX1DlFH+NYqiiYLfM1l40ya0GmUNbdaaBtybcYndW0h1r8XCXPphrI5s+ZpkLJXBfUje8lW+fFwxb7p4GebJCJ/0O0mw71AKR8C3ZPsb/3ytEYxhLhDvceLMih9glC6MRCAYSalMVqwWTkUGtUFRXb98zgzof2Y/uemZ72lzvuoTbRg2fsUyna/MBt6KHuW8q3zefLVMp3b92brGGebMxF56hh00FzqJc5fuxWKKoQwxb+LkLkKAZn2QliMRSMAYEWYkProT7s/PcR5uAL5WKALfCdzKAGAITj2rf5XHNBm84xURJQ+fvJbg/1sOihri/5drHnMrkSOJGXdh//WuCD9wOfegpY93fsuv/9GrDlAq11Q2zEOeqhJkHtDC6o8wr7nJlIstfJ4SL/mzj4PMvkK0iIQLJQvK0QFiXfB7MFlKt17qQo+QYsC3y9h7oXJd+txazeQ23hvGg14RvozdisbvZQuzDJpddM7mdrsbUrXerF9xDkUPuETuVgwzSLuoZtk9PYtHU3ptP6jvBEMoqNG9b0JBih6HQO9SlvB575PRtXVA93CaOGDYJCWUHcxmbg0XnmUI/GQ0jlyn2ZQ62G4ijxRUPY6vMlFtSlOaBaYYnPdfS6vzBjGG/nrkNteE1Vy7p4HO7C6zmxBOnAGJ4qj6G49m+w7uj/Zz5FPBQH5BAT1PmjtQtAO5hJnxWbCuRQ9w5eRpmX2d/Xccl3UK+sKuSa94emcmWMiv7pYFQrE7eKKPk+MldEpaogKDap3R6zU+A5AonFrFIjOgy8+WvAqpcAd/098OSvgG+9Cnj7d5ApsPe3k5TvXk4y8CW8h3qeO9QrkjE8PZPD4SIXS456qMsYMjEyCwAWJcKaO34gXcCqcX2zCcEI21RXKux4ok3CBlpQ0M4hzRxq8TnrkhBqU5oes5PybUdQ93BsVjcEdUTLyRmcku9HuUO9doX51+WgQA61T8hqI7Oan2yHeSBMT3tgPcq2yWlcvmVnjZgGgAPpAi7fshPbJqe7fgyO5lCrKvCLjc3FNMDm7QKQZUnrnbe7gylCflaNsRN2P+ZQVwP6otjyBoTx5N9iF1r0FxYrSk+qFIzhgbbTTJtQ4+KLXmGZj4xym+RKfOl5/43zSv+CnUvfZi1FXJLc7aM245wIoT9HDnXP4H+XHNhnh+OSb1lGSWKl2KVc8wVwKl/CqMOEb4AJloAsQVWBI3OGthe3QskEIjiwfiPqlL8G3v9LYNHz2EbVjW/Cq4/+EICKlbk/NZ3q0I5eTzLwLdyhnq+yc8bEKNt4OVAwONSKPXGTyZeRgBiZ1V5Qy7LUOphMkmwHk+lhqe0cardSvlu/l2xtNGsjs2w41F3toXaw1uuAWA/ZrUDsB7pDTYKa8ChG16sZQ5pD3cOxRx6kqqjYtHU3mskmcd2mrbu7KqwURdUcV8sCUVGAuz8O3H8tuxweAla8CDj7C4DEH+vPP9HuHnGYAilSvleNs5N3b8dmscVANWgU1BZPSoGgvhPeIlXamL7ZiwWnGI8yEg1pCwfXU75FuXdiKSB352M+kYgDkNj/x2qKuJuzqDslfAPkUPcDvoE1JwlB7bwgriQzAVMqNC9lTeXKSErOEr4BJliWDoukb8PGq9sL8NwM+9ps02vpC4C/uxc4+W2AUsYHct/Cv4f+A8c+fbs+1cEkiR5PMvAt3KGe44JaiNoDOcNnrM2y70yhbGoGtWAFF/PN+6jtbfyYG5vVi5Rvi61QuVl9JKLZhG8AiHQ/5Tvf7jl1SHTAHOpcqYI9h9nn88k+LPkmQe0TOjrUVPINANixd7bBmTaiAphOF7Bj72zXjqFk6HmyFEpWLQM/+gDwh/8HQAI2XAt86knmDr7qE8Bbvsnu99v/Axz+CwD9A9dS6ZQBkfJ9DHeoe1ryzR3qCl9ESxIQCtgIsOrQRx0JylpgWy/6qDPae9VQ8u1CD5TWRhCSDYFk3eufTvLS03TexiaLm7OozaTPih7q3Awr/Se6D/+7ZFQmOhw71AAqvFqlnG8uqNN5Q8m3A0ENtJhF7aZDrap6W0ZicfP7RIaBv74RePWnUYaMtwa2Y8lfuJCum+rQjgSFkrkDd6jneMn3RJK9HqdzAMDPTXYFdb5iKPk2IaiT7ZK+nTnU0bYl390PJbNc8i3c6dFjO7r7NWgl310U1CUamyV4bDoDRWWhjyKnwk+QoPYJegJoix7qCIWSAcCh+tRWh/ezg/HDz7RDXS4At70XeOQ2Vsb7VzcAZ1zCXEGRknzGe4ETXsdO+nd+CFCqhg9cezuYukPNBXUf5lCX+SI6EpQh2UmE7iCoJUnqaR91xhhKFnIxlMxY8p3lbQvd6J/miLThjJ3XhJuzqM309sUX8QoOFcgdcf47ic7wv0tGYQsnNxxqIairxTY91C6UfAPAMuFQZw3BZG6mAhezQJWXk8dbCGqAfb7/+isIgb2/JRG4JqY6XPea5lMfDFAPtUuIHupKbcl3uqBADfE+ZptJ35lCGQmp8wxqgRid1X4WtbVjKXoklMxyyfeh3eyrlXJvoKdjs7oSSibGZlUUqGrvQnXtMrnfv/3TAAlq39DZoeY91Au85Nvsrlg3d8+E8AnIUtNE9gZK88AP3gH8+W4gEAHe+X3WY1ePJAFv/Xd2onr2AWD7fxhmUVtfSKmqqqV8r+In736MzSpzhzps5rlqhhBv7ZK+ezintetjs4IBvbS5iwnfIhwp48ShdrWHuo2glgO6aKFZ1L1h9kkAgFxh7+Nm4xytogRbC+pCuYp8uWpwqEcd/a6lfHRWzSxqTQS0/iwxjdjYCcVrEsybUXzrf6Gs1i/Ia6c6tEOfZLCwN9Qdw6umshX2t1g+EtX2sxVNUNt1qMsYEj3UHULJAMPorGaCWghyqw51uznUrgtqEUrWKKjF7zf9ej38J/bVSiAZUCvquyRI2yanO8T4dxLnfy8j+qdP9mH/NECC2jfofZkdUr4XeMnXutXjmEhG0crnlMDSvtetHu/aMejjjUy8/fIp4Lvns7TX8BBw8e3Aiee0vn/yGOCcL7Pvf/klPFfaD8DenMK5YgUV3ksuSr57+vrhglr0Tdqe2W1mFrUW2tN9QW2cJxt3NZTMkPKd5T3Ubs+gNuCs5HuUfXXVoe6w0NP6qElQ9wS+yF1RZuXIjsdmAVCD7HNIbSIUxDlwTHbLoe5yyfe86J9u405zjp7wNpxf+ufmN152D5sN3wYq+XYJ7lBnKuzcHQ8HMMbHZ1SDQlDbS/rOFCr6HGoTDvUx7QS1EOQWHOqqoqJcZef7toLaQmp4W8R7qckxivOi6co6OwnfxmNQylo5v9t0d2yWvoYchLLvSS3h23/90wAJat+QNfRlNmOIeqgBMFd444Y1TW8TInvjhjVaT203qBE+zdi/k6W4PvFL9vXZHcxlfc+dwOpXdf4FL7oYeO4bgGoRV8xfCxmKrZJv4U5HgjKW8PLHUkXpXaIk3+kXyb62R4xpgjrV8i5ayXcvQslEyncsZG/eZguKxoTWXjjU/DMlY6fqxc0earPOyRBPUp4nQd01UvtYT+/UQ0D6GQDA85QncbK0F4uzj3Xs9e2Eyp1cpYkLKCYSLAny25wKaq2H2lDy7eaYHeFQJzqn8Dd/j5k/R1EomQuoqia6MrzkOxoKYCzONhZFa5II07RKJm81lEzvoW4o920zkqoVRkHW4KYqSk9DycT5uFRVUKmfs12PqhoSvk+ydgzhIWjvoy6NzupKKBlfIwYPPIQgX6t6PZisUK7i8YPsOfZjwjdAgto3ZIt6X2YzqORbZ/3aCWy++HTtRChYnoxi88Wnd30OtTaaolVi9a5bWIrr7ZcCBx9hSc2X3A0c82Jzv0DigWWRJE4s/wnvD9xta/dSCOqxeBhDEX2jpmeLMu5QF4VD7VhQt3GoRcl3D/5v2Zo51O6N7Kop+e5FD7VW8t3vHmoTKd8AJX33gmtOYT29172ahSgCSKh53B35Rzzn9jd37PXtSIj3hpYbXTnxebXYJYd68RBzHh8/mMX2PTPs/WnsuXRaIipGZplwqLOFMmbUEcxgVH/vjKxgYXsmZr+Lku98udqT0YC+pFqGKLPPKeyzLxoMYFGCbzZLvE3MtkNtLPnuLFpF/3ahrGB2vlR7o41QshpBXb82Kc9DazHogaA2is9cp7XL/GEgPwtAspbwDbAJGKLsuwt91KqqdmdsllgjPnyrIenb25tlfzmYRUVRMZ4IYyLpv0AygAS1b+jkUIvre5rS7GHWr53AZ96k72ZeeMYx+M2nz+66mAZ0h7pmF9jo7DxyG7uukGIi4NxvdBYL9SRXAutZ6ffHg7cjPPu45eM8ygPJRuMhBGQ9uKtnwWSi5BtCUHev5DvRS4e6ydgswHnSd23Jd/dTvo091JYDUdzsoTaT8g3QLOpecMH1rKfXgOgxVU30+nZCDjNXTm6SpCwCFN0o+d42OY1P3fEwAGAqXcBF1/8Or/jKL/GLJ/nvVcpa+a9tNIe6syDO5Cs4gEV43/iNwGl/w65cc77p2e/xHo8G9CWGkuAi2GdfJCRjLMG+z2uC2noPdbFSRaGsWAoliwQDWuXYVKquXNlGKFmBb8iGAzLk+go98RkrB4GgS2JICNnSHKDUnvsiQRniEAqdqrdEINn4aiAUa3/fpsfROm3cKca+Zscp38Y14qM/ZNdN3oEXBp7CWulJVI86q/7pNiKQ7OQVI/bCZQcA501NhCcQi/ThSAuHOkIl3/UIRwMAxobCXS3zNlLjJApaOTdzB4FbL2bfX2UxCOe0v8Gjv/geTp7/HV7y8D8Cr/1fNpfZJEZBDQBDkSBypapWDdF1+KKZLVTKCNt1qEW/btseauFQ967kezga5MnlzOzKlSo1lQBWEa+raEDVy5qHut9DXaoqKFYUazvwXemhJoe675x6IbD4ROZQ13PZL4AVL3L08AEuNAKV1iXfSYdjs7ZNTuPyLTtRv0V0IF3A3936Zzwp9EQxC4QciIt56yXf8VicOdMAmzVvcva7GA1YVVTkSlVXRpgtOAwbKCUEIUnseR1PsEqGnCoEtfWUb7EuS1gIJQPYHOzD2SL2p3I45RhDGW2b/uRWFIxjF+sxlnu7JYaM/8fSXE1vNpu8EcRcsdK5HerxX7CvwyvsHUd0BMigK4LaGDYatbt+ETRbI84fxs34FBABcPM/WV8j9pDJKXZsfi33Bsih9g2dHepQzf0IYMZQJtXLsBbNSTSeuJo4Oxp2nR1Jwg9XfhIZNY4lmUeB3/67pR8XYVMidEX04ffMoeY7/QWw39/Nkm/hUHcsL3MBUfKdjIXYwkHM3HTYRy16qEfUDKAqACRT7pddEuGA5iJYTvruSg91J0HNZ1FTD3VPUVT2IpEs9Py2IhBlzptcaSz5TvMN0iHVvqCuKio2bd3dIKYBVvCqQsY8uAvmdAFuoeRby12IhnRBnZky/at6PRrQl/DXnBKIApC0MY5CUM+Db27YmEMt1mVJmYt2k7OUV2rBZK0causl3z1J+AbYZpDMN3aa9HrrSd8dzotP/Jx9tTn/u5ujs0TVWTggI2h3SomgzRqxrAbwxCu+4ezxu8yjPOHbryOzABLUvsEYdNSMnouhAWBmziioe9d/UmiW8n3qhSyttRkmUlxbUYovx6bye9iFX12th3eY4Og8W6COckHd800Z3ieZV3komdOU7zblxb3qoS5V9IA4Mcc55tLILrFRkyzzhfrQUksVCVaRJEkv+7aazdCVOdSdQsm4oKaU7+6SWMLmfgNQpAAeUVez3l8XNndCESYUQkpjEFMqzz7PE1X+erAhqHfsncV0unXarwogo7okqLWSbxOCWlSgRYO2BDUArfqlF5MMfAl3qFVeFSAEn9hwzlbZVzs91FobkCxKvs21eGmzqI/WbTAJQW0plEz0+jZzqMVnrItiSJJMBZM1bYUylj/PPMGum3mcXZ560Fr4oZuz5eto6/pbpc0a8fzSP2P/sW91/ju6RLmq4LEDIpDMnwnfAAlq32AMOmqGuL5UVTwfXtArZuf1Eq5eOvfFdrMea3D+9oyGZNyhvBKPJ18OVEvAjy8Hqub+r/Ul36JtoCd9+Kqq7Tjn4FbKd7tQst70UBtDAcUmV9ylpG9R8j1c5uN4upjwDTA3T/xN7n/iiLWwI82hzjT0z1nGrHuSIEHdE5IrgXdsAQCUYstwXulfcEny/5nq9e1EKMacuyiKDQvtVK6MCEoIqXyj1IagPpTtPDpnThPUDhfglhxqQ+ioCBrMTlsKRtMyMMihtgfvoVZkJpxFcNciHl6XrnKH2o6g5n9fLeXbZMn3Ch7uNFU/OkuEmlko+S4Kh7pZVkk3HGrj4zV5L8XaVW4Zww+Viv4Y172aXW8l/LCLPdTuj8xq/X738rr+8YNzKFUUDEeDOHY83u/D6RokqH1AsVLVF9MteqOGwrrQphMqY7ZfJd+t5lAnlui7pYtPBFa80HSKayvYB7mEH6/6JBOWUw8C2z7NxnHt39n2Z7WQn3gI2L8T/3TkUzhFerI3s6grBWiJqmoPSr4jvXGoRSXJUCSo9exrO/EuCeqEcKi7OIN62+Q0XvGVX2ojhTbetRuv+MovsW1y2twDiB5qqG3/LqawmvKdn9USqIkuwatBCpFFACTEYu4sooSgjqPYcB5L5csYFf3TctC0KDGydLhzT3QWLgnqHN/4MuFQZ40l30JQV0v6Y5hA+4yjUDJ7cIdaCQiHmp2PhEOdqvC1ly2HWvRQmw8lA4CVY+x91TCL2k7Jd7uN/q4JauEON4rZWDuH2s0WOTdH4dUhRK7jQDJB9kDt5dgYUvIYZtQRTwtqrX96RdK3gWQACWpfYHRXW4UaybKk3UZ91IyaHuoeLjKahpIBzMF5zefY90tfALz/XtMprq0QZdKHMQ6s/wq78oH/p41caIcI+RmNh4Fdt+CkwkO4IHBfb9oGDEmpQlDbDiUT5cUecKhrSjc5+ixqZ7+7xF9X8ZIo+e6OQy1Cm+pLYw+kC7h8y05zojoQ0gWPkz7qSklP3+202IuNARJ/z81T0ndX4X3q86FxAK0rp6wicaEQQ6nhcyidK2NUMvRP21i4rVs9jolktGW3twSgFBCvW7d6qE2Ekhk/N4JhfZPVQtk3zaJ2CP+cqfIxjkJ4ih7q2TIX1DZ6eYVDHVMtOtSjLRxqIcgtOdTtSr67JajFvOzWJd9Nz4tutshpY7PcD/TKl9hz6ppD/eiP2dcwP+aJF+FTq27GASzS/n5eROuf9nG5N0CC2hdogWQG16sZYlFDs6gZxh7qXrr2Wl9NM4FY5jvK0SRbEJpMcW2FOOnHclPAkpOAY88CwD94d/0A2HEDsON6YNetwJ57a/6dMvtT/E3gZ1i7/7+Bh28BAGwIbEd85hHrfUpWEYuSQASFKntNOx6bVcm3HHUjFptOXeJO1DhNnLa9YhYQrQSxAi9p7sIM6k6hTQCwaetuc+XfbvRRGxdinWa3yrKhj5qSvrsKL6ufC7Kya7cEtRiLE5OKDcIwlS9hFM5GZgVkCRs3rAGABlEtLh+3gm9UOXG0SvNayJWpHur6jBRj2bdJEhEKJXMEF9QVXvIdqRPUR0r8NW4j5TuTL0OGgohqcnOQc8woc6hn5ku15y7XHWqTORVWaZNG3rbkuyk25UxPeqhdENTzR/RxWWd9iH3NHUEwzOeRV7y7UTY5xV4/fk74Bmhsli/o1D8tEA41BZOxD2mjgOltyjd3qJt9yIpdUpOhJJ0Qu82bnnwn8GST3/WTT7T82U8AQAjAg/p148jgvY+8F3iEX9GtMQ1CUIfjtfOV7RAZAVsO8/JiIaoMxHrlUDd5r8ZCLoWSCYehIEq+3XeozYQ2TacL2LF3Fmed0MF5i40BmWedzaIWC71QAggEUVVU7Ng7i0PZApYOR7Fu9XjtJmNiCRMhNIu6u3BBfVQWDrVLY5pCTCjEUWgs+c6VsdLoUNtk/doJbL74dGzaurvmtb48GcXGDWuwfM//APvhrOdSuNPBqCk3UpzjR8TnxshK4MDDlhxqEbw4T6Fk9uCbsRWth5qdj4SgzlbDQAC25lBnCmUMweAymxSuI7EgEuEA5ktVTKXzOGEJfy2FWzu/rdDDUj3SQ91pozmxBAjF2VrhOS9nXzP7rbfIRVuXnTtF76F2wbvc+V3W5rHiRcCJbwR+/a9AbgaRMfY8edWhrioqdk+JGdQkqAmPI/pvOi1axCI+Q4IaM/O1TmUvy+DaCkQhqIV75xARMLJ50Wdw+dGv6wEe9YwcY+hrZUwdnMaEOlNTOalpEzkInL/ZlWNsihDUobjec273pCTLTFQX0y0FtXBvup2AmzWGC3HcDiULC4e6CzOozYQ2mb6fG7OoDc7JtsnpBhE0wUXQ+rXc0aNZ1L2Bl3wfldgCasgthzrMHLk4ijhYbCz5TrogqAEmqt+wZjk++8OHcdsfnsVrT1yCGy45k23OPOvCAlwkfMcXmypN10u++efGCH89Wyn51nIi6PxvCz51oiJxQS2qv0IBRIIy5hUxh9peD7XWPy2HTFemSZKElWMx/OXgHPYfbSKobYzNaj6HWnzOulyyayLlu+V5MbkSOOF1wJ+2Aie9BXjph5jgtFrV14OxWY5LvpUq8Icb2fdnvl8PMpw/jGiQfX54tYd675E55MtVxMMBrF6c6PfhdBUq+fYBZh1qcTKmUDI9kCzMZwPOlyoNY1i6RVuBqAlqd3byxEn/3tBrWvcc/d2vgY8/Clx+v/av+oHf4OXF/4NzS19q/jMORnmZoqQL6lK1zc65WWLtg8k096bL7w2x+TVieK/qoWTOfrfYqAnlRMm3+4LaTGiT6fsJQe2kh5ovxOakmLm+bppF3Rt4BcARlb3v3Cv5ZoI6KpVqzmPlqoJssaKHkjkU1AAr/xYlitFwQK90aCMCTCMc6kTn/mnAWPLNn8dhPjora6WHmqd8UyiZPbhDXdYENTt/S5KERYkw8tocansp3wmR8G0ykEywgs+irumjFiXfSpnlTJhAG5vVzqHuFPxolTYJ26ZKvlNPsa/jx9tvketBybfjULK//BRI72Ofa2sv0NtEqiWM8NnlXi35ntzP/rZrJkbatqT6ARLUPiDbYQa1YIh6qDVEINkx4+xkpKq9m89Z0BzqNr1KrglqueZ3MuS6r42k8+WmE1kUtUcfiNwNQCjWOhXdClrSd6rpzQmXZkF3Qt/80t+rMRcdagkKAl0U1GZCmyaSrNS6Iy72UD89FzTX102zqHsDrwA4qLDFqnsl37pDbRTUaRGgKDnroa5Hzx0xiFA3UoEtjMwCDHOKNYdazKI230Md79EkA9/Ce6jLdQ41AIwlwphXnTjUZQwJh7pTFkQdK7mgrkn6NrYRmOzpFuKvp6Fk4XYl3zzXpJXzqqrADO9jGz/B/jF0cWxWod0oMis8wFPLX/RuliMRTmifhWPI8N/lzZLvSS2QzN/l3gAJal/QrC+zGSPNFgcLFBFItnI0ppUx98q5b5umqTnUbvVQsw/yQrnKeouGlrJxXOd+s+1YLjEyqxger7l9Uj0Os9KYo1FephC7/OGE8x5qoGPSd7xHJd8NThPcKflWVRWlioIxzEESZf2JxtJ2p5gJbdq4YY25nWghepz0UPMyvdlKa2fC2NdNs6h7BE9Rn66wz7GRLpR8G6tJUjl2DlwS5JUtLglqIWAzxk1oN0pERcm3iUAy41jMEScl3z3KifAt3KEuSexvYBRJ40aH2lYPdcWxQ10jqANB1p8PmBfUfRmbJcRs61CylufFuYNsnSDJwNhx9o+hi2OzRMp31IlDfeQJYM8vAUjAme/Tr+ebcWNqCoB3S74f4YL65BX+TvgGqIfaF4hFOpV8m2eW91AvSoSRiASRLVQwV6ygO4OGamk5NgvoWsl3oaywnqMrJoFAmJVHnXFpy56jo3yBWkwsBz72CPDlFQAUXFb6BEYXLcfPHIzyMoXRoa646FC3EG9tR3S4SEMvJPRycycJ4+I5Wiql+IMuYuN1ukCn0CatX7kTWg91yv7BcFdhTswGbsOhbIEc6l5Qzmt/l/3lYQBVF0u+WSlrRCpjvqDnYKTzbANwcSAHVOGeoOZVX+J9y365iyXfJhzqmrGYUQcl35HetLX4Fu5QF1Fb8g0wQb0PzhzqxSKUzKJoPWaMC+qjTWZRVwqmj6f9Rn+XU77b9FC3FIoze9jX5Cpn5zptbJZHe6j/8G329XlvrN04SCwG0vswomYAxDzpUCuGQDJyqImBoFkZaTP0OdQulXzv3wncdC77OmCIku/xRER7Xnq10DAXSuZyybc4KQUjeghOm54j4VCPxsJAOKb1+i2Sspgt9qDsWywCQvH2GxBmEc/nb/+96etViNpyVdXmOXeDTJOxWdpOvIMdZl1Q8/LpLgSSGVm/dgK/+fTZuPGSM7XrfnrFq8yLaUAXPW70UKudBfXS4ageSkY91N1DbFYEwjhQZAtd90q+9b9zMa+7WsKhHpd7UPLthqDOzbCvJnqotU0441hMUfJdSJsWTL0KXvQt3KEugjvUxpLveBg51dBDbTGPhaV8i5Jvmz3U6XpBLZK+LZZ8eyzlu+Um9ywv917koNwb0AV1KQso7p77C04FdWkeePBm9v2699fexqtbRqop9rs82EO9bzaHbLGCcFDGc5dae10PIiSofUCz2bbNaLo4cMKuW4Cn7gMevtWdx+shs7zke9FQWNu575VzX2jXE9w1h9rah61wqEfj/DXFnZRxKYO5Yg968DWHOq4JXNsp34Be8n30qaav17ihJKubLnVGS/l2N5RMbNIsE4K6C/3T9QRkCa89aalWSiqC/kzjSg812/1WIsPm+rppDnX34eXeSCz9/9n79zhJzvo6GD9V1ffuuV92ZmcvGq2uuyvtIqFFN4OMsS0DwlixsXF4nWCE8xPxG0jeEF7sJFh+HQjOLzZx3liOhGM74RcwhhgsHBZscZWQEELX0eq6F+1tdufe0zN976rfH8/zfaq6u6q67t2z0+fz2c/M9vT09PRUVz3nOed7Dgp8XjfIHmqN/6VrJoR6SISSDQfy44yWbxFameTn5iBqsxyMzhTMHGipQZ0wOZyjjip48ZIFKdRacw81wJxuRVKoNVXc1ynWS94t3zRDPb9WZjkRBJH07XaG2o5QR5fy3dHyvcIVaj/z00DzeF01WNu37Vy6Ezz/JdZOMjLLEs2N4OeOXH0NAFDpQcv33Hm2nr12ehBx5dKnm5f+b7gN4LaH2hehXjsNnH8aOP+MXjI/92X2//NPs69vAdDinyzfQHTVWRWrWaVamVmwgeAJtUvVlRTqkQy3UvHd0DEUUK6pqDVCtheZ9FAnvJyQ6XitGXbvTY7XuCIjwTc4wlRw9MVxsKFkZNfbqfANmQgINWFigCkzixuVDvdsQRAz1HwhduNVewG0z3UTxFw3EepyXihOfQQMUqhzk6bHuy9IEuoKIy6Nsq7MrlFolxZcyjegX1NrDU24QAIJMSo6t3yvm1TtsSfH3SAObd90/e8r1B7BSXJZI4Vavx6NGGeoAVe272pdRanW8BxKNjmQhCJLqKsaFguGcxolfTsm1BaWb02LoDar/b3k2PI9erm/5xBLsjE4IHDbd8luk6ITNE0PI7vpA6z+04gMc7dkG2xDuhKis84rKOH74DaYnwb6M9SXBPQeamcz1L4s35+5rv22zSXggbfo//8d8+CnXoJu+U4gx61w0Vm+LRRqUqcl2bXtywop/jOqdRWqqkF2WFtAis8IKdREqCX2HDfKdYxkw5nRBdDcQ+1HoXZxvGYTCqp1NVyFWqT1GhVq/wtdeo2mZH4M5aJIA2CYGEji1HKxeTHnBIH0UDNCfcWuadx/4Ab8m6+80ETsB1Mx/P4vXq9b0VPDbPHUqDLiN7zb+8/uwxzcTt/ITIjKu8AUagANJYN4o4RaRQ9/yvMNwKzKF8QBEepsIgZZAlSNvXdTcaVZVdM0Rz3SbRAqvgNCXbJwoA3uBJZfdaFQ89qsvkLtDZxQl4hQx5oVahUyKkgiiQoj1A7+toC+HvOqUMcUGVODKZxbK+HcWhFTQ6nmx3FI7kX7SCv5q25C9CWEZfk2If0dN5qDsnwDbKOguBR4MBnloniqzTrzBHDheRYud/gftn+dH1/p2hqA3gwle+H89kn4BvoK9SWBQqWlUsMCtIj3dUG9+0FAbl0c8ZOtHGNf3wJYplCyXEJUJkWd8t124SJCnRz0tkgzgXFn1M0O5ipfoA6RQs2VlB0Ku/CF/loZeqj12iwPFyUXx6tuiQzvwrRuknegW779EGr2vSKUrBsKtWtCHcAMNSkKqUHceXAaD/7aG5u+fMOe4ea5bknSk777c9ThgCvU1RQ7Z0gSkEsER6hVnl6sGmZD10o1xFFHUuWkJCBCLcuSeK+KpG+yiKp119ZegU0+Q53pPENdMBkTYTdQddY5Rz8y21eo/YE7Wkoaex1ba7MAoCRR0rdzhZpyNUYUfv70QFr16izD8ehaobZQU4lkSkpThkEgcGD5Nr0uappOqP1avpueRzgKtacZalKnr/tFIGNSQ8kt3+nqCoDeq83SNE2vzNrZJ9R9bBEUTKp4zJALYob6+vcA9zxs/rV7HmZf3wKgGWpjKFlkM9RWoWQBz08DzRdHyz5HE5CFslWhnoyxi3Po1WtCoU77q81ycbxmQq6VUVVNHGPG92o6gJ/bFkoWJaHOsUXkQsEluaAZ6lrRu/26JSyHNhfpWHni1Gr7eEKOz632k77DAX9dK5xQ5xIxx84YJ9B4/6qxnmitWMMQiMRI+pxzACB1nYgPSxrnv48Xi2itpNcCOlGorUJHheXbmULdT/n2Cb55UlTbLd+jnFBvimAy59VZ5FoaJkLtwZ02Y5b0LTqeXVq+W6+zxnNsQBv9AkRkG9W2a0DGroe6MM9eY0kBRvb6fx4hVWfpyekuCfXGAvDCV9jnN91jfh8uciSq7Jrfawr1+XwZq8UaYrKEq6Yu/UAyoE+oLwk4nVPTLd/b+4JarjWwyXc9R7MJsdEQmeXb6iQbAqFWZAlxhV0E3Zxw22aouZIyIfFU5bBfKzFDnRWhZAk/tVlNMF8UZEjBCUmh3qjWRfjrYNAKNT+mxrVoUr6NmBxkiqFrhTo5yMYbAO9z1C2zfXm+OD20axij2QSK1QaeOdPy2GSH7xPqcMCV/804U4mDtHsDADih1mrNM9RDkiGQrHXe0AdEMBlVZ8myv6RvCiST445mUnXLt5VC7WyGmsIDK3UV9bAzMC5FkEKttivURKg3VFKonZFYQF+PDQmF2j352DnMzsHnjV3UQqF2aPm2VKhDmp8GmjcPWt5L6YRNpgmp08N7ACWAfAZRnRXsuKJnhfqpvwDUGjDzRmDnG8zvwxsCEhWuUPdYyjep01ftGPDX0LKF0CfUWxyaphm6bZ2Fkm1U6lCNaZBukZ0AFEMAR2qIhf04SCztBVAgWVyRMJiKRZ7ybTlDXQmeUAP6rJcbQr26yVNzhULN/rajglCHnPRt2kPt8aScnWDHJ++wxfAe0+OVFpx+6qvsQAunhCI3/e0z8SBmqBsANIwRoR6IcIY659HyLcuGfnCPc9QWhHooE8ct+9iC49HXlpq/J9tXqEPFBpsPLsSYTTGwQDIOiYiCIWgwX6xiWCR8B2P3JphXZ5Gi5UGhpkCy7Lgjxa9gFUrmklBnDLb7zb7t2z2EQk2EWj+HD/O/jUj6rrpQqMmBIHkLJQOAmWG2yXTOlFA7I/d0nbUm1AHPTwOArOjX5Zb3UtpOoaZAsiDmpwHD+zngGWovoWSNOvDkn7HPW6uyjODXsVhpGYDWc5bvF8juPbM9AsmAPqHe8ijXVNQ5Oe6sUOsX1A0/ttbBnc0n19wU8JE5YGjG+2NGiBVDIJkkSb3TQx2CQg0AKZGW6fyEmxeW7+aU7xGw5xi6y0H0UGetNyCcYmiGHZ83/Br7/1V3mh6vpBQXQzoORCBZOgbJsJAmy3ep1vC80VWpqxjEJhLgGx0RKtSeU74B/3PULZZvQajTcdy2jx2zbYS630UdLnglWV4eBqCPGgUFOcnIg2yw1a6VahiWwiHURGTXjWGefmYuxfy0s9CqdbPaLMC15TsRk4VbKczgxUsWXKHeJEJt2OCNKTKGM3G9i9rNDHXJXygZYKFQi1AytzPUFpbvVEjEKGluTc9wElqtq811YIChMstnwjch5WODzAbkOnNVm/XK11kuQmYM2P9u6/vx84esVpFDqecs38+f216BZECfUG950O61LOkKmxVScUVUD234IUQrJ/guu6T/X9o6lo4lvvAfzbKLH71ukdVmdQolC5pQ85O5G0vQqrB8N/dQD6k85Tt0y7dRoab0UR+nq1gSmLmBfT7/DPt/C0QoWUjqjdVohrED26ttq1JXsYMCyVLDQDzl6XG8wHMoGeC/i9qOUF/BFOqnT681b5b1u6jDBU+wXpHCsXzLSaZoJbWyODesFWsYphnqSBRqH5Zvo0LtAHozQKtCzTcENy4yVcsB+nPUPsCvSRsN9hq2Xr9HM4Yu6poLQk0p3xoRavdK8C7TGWqXKd+dQsnCUKiNj9tm+dafR9sGkKjMCkqh5s8h4NosOj+5Svl+goeR3fBr9tfxREaMv4xJ62Jd2SuYO89eywPbJJAM6BPqLY91wyJdcmAfCySY7PUfsI+7j7A3tFoD1l73/ngRw9hBDSBSy7eqaqJKpi38IyxC7dLyXak3hP14ON2sUGfVAmKoRxZKpsYyqDXY7rTvORyaRZp/znQBmk1GpFC3EAzjfJVX23el1uhKIBmgE+qljap7hd1PF3VTbztTGNYNhHrPaAa7RtKoqxqeOLWif58g1Ivuf2Yf9qiVhcqzpLHzWNCW71iKEYUMKtisNNBQNayXQ1SoW2eogWBmqB3XKlGQYcvrmJ1gTQWa6nhzKBtBk8ElC65Qb9TZ+bpVdRzJJlCEF4Wa/X3TRKg9hJLt5CnfhUpdd1LQ4zgMJROW79brbJcIdTImi4mINtt3kJVZQHiWb6rNcmr5XnwFOPldli3yxl/vfH+qM8U6qg3V3yhngFhYL2OxUIEsAfun+5bvPrYI9ARQZyqAvtvuYwb29OPs495bgbEr2OdLr3h/vIhhtHzj3FN46w8/gOukE5Hs2lcNYTDRKdQ8jMbhDiZ1UMuS4bhKj4AcCSPY8OdwcAJOqGuGWX3foWSj+9iFs14CFl9q+3LYCrVVWq8sS2Jx5jWYrFJXMYk19p8IO6gBtjElSUBD1bDCnQ2O4aeL2rj44YtHo0ItSZJu+37VYPvO9hXq0EA2eiWB5TpTVwJXqPlsaEqqYKNcR6Fcg6bBEEoWgeXbTyowdVA7tnxbXONlWR/tcGj7DrvJ4JIGn6EmhbpVyR3NJvSUbw8z1EmVf48H4ppJxISbTKjULkLJNE3rbPmOmFBLkiRs303XRVU1VGYFZPkOoTZL0zT3oWQ/+iz7eNWdLOulE/g5hLJt3FSjhok53j99xWTOWwf3FkWfUG9xOE34JghC7Yc8nn6MfdxzCzB+Fft8CxHqZSOhfvYLGFv8Ie5Wvh+JQm0kte0z1NSpG5Ll26FCTYR6OJPQ625kRXQhjkrrkfVQVyW999LzDDVBloHpQ+zz80+3fTkr0rbD+d3s6u2IzHtWqOtqVzqoATY/SG6PSLuoafGTyLHjE82EGgBuu5IT6uPL+veJGeq+Qh04eNCblp3EKxepYq/WPgPpB7wLN4MKNip1cb6aUDghCVyhtrF8e7GICst35w5qwMbyDbhP+g65yeCSBleo12sWhDqTQEmEkjlP+WZ/Xw2JBjVbeKsYmh5iP/uvnzqLx44vo0FhXw6eS62hgd6ibU4w2ugPnVC3v5eIjDVdFwvzbHNDjgHDAVRmAaHUZlUbqv6aOiHUlQ3g2c+zz62qslpBCrXEXrtemaOeO8eez3bpnyb0CfUWh0gAdagCUACXZ8vuxgIPhJCY5XsLEmp15TQOSidwrXYCeOF/AQDuUh7DztLLjGitnQ7tZ9OMrCwBsdZuVnHhCtYiQxd+pz3UND89nDGxGILthoZv+Wa77FWZ7fibvl5eQLbv80+1fSkdtkJtszCmHWyvYUGVegM7umT5BoBxr0nffmaoTepcWgn1rTzp+8X5dZGdIHqoK+tNSdF9BABOqF8spPC/5y4AAB56dh63f/pbODrnTEXtCE4UMqhgs1rHGv+bj4dGqM0s3z5CjDyGkrVZvgFgkAeTOSbUfYXaM0ihFqFk7ZbvTbJ8u+mhLteRQhUy+Ga7h1Cyo3PzOL7IlOgHvn8S733wcfzTL/E1mQNCbczuaMsqEQp1yKFkJs/TGNgpQIFkw3sBJSD3Swi1WcYQ2I4K9bmngAfews4no/uAy3/S2Q/ha7IJmRPqHqnOosqsA9sokAzoE+otD/cKNbufZ8su2b0n97OFy/iV7P9Lr3p7vC7g46/8Er6W/Nf45affJ1SqUazjv1X+JfDAHcBnrgvtZxs7qNtm3kOyfCfFDLVTyzcn1K0LOL4AHEc+gtostjioSGzXPRkzeb28gILJzBTqpD9S2wnkCjGzwPrtoq7UDAp1hAnfBM/BZH5mqE2siKRWUt3beC6Ja6bY1x8jlTo5CMS4ktSvzgoUc6+w68D5erOadSFfxr2feyoYUp1gQTwpqcoVau44kqMMJfOhaLkIJWuomnADmVrnB7hCXXBXndWfofYArlBXwM4trQr1WDaBkkYKtbuU7wHQxp6k10g5xNG5edz7uafa7L5nNrgzbbPzpg8pm5JkVucZEaE2eS+lzSzfIpAsILs3EMoMNb2miiyJdH1LPPt5YPk19vlN9zA3nRNk2IbxpLzBf2ZvWL5fOE8K9faZnwb6hHrLwyroyAoDQqH2SIiIUO+5mX0kQr34MqD1RiBCJ/zh4EdR05ovhkL8lGPA3Q+G9rMtK7OA8FO+XVq+RWUWgVsUR6VCuJbvRg1Q2eOX+Y6/r4RvI0ihvjAnFkiEsBebdgp1xsza5gKVuooJYfmOdoYa8FGdFcQMtYFQtyrUAHDbFYy4/OA4JzKSZJij7hPqoNBQNfzg2WMA9EAyAl0Z7nvomH/7t9HyXa6Lv/mwFA6hDr42ix+HDhRq48a3KaEWlm9nGxXkUOvXZnkAV6grmjmhblKo3RDqck2vzErknJMpsPfcfQ8dg9k7ip5Lo1zo+J4TzSMxuX3juksz1IChi7pqolAHFUgGhFKbZQwkMxUD1k6zjf3zzwDP/aV++9R1zp2SXKEel9lr1wuW75XNquhD398n1H1sJRSsOiotYLrb7ganecL3nlvYx9F9ACQ2A1lctvqunsJXGrfh3dXfNf1a7f1/D1z/ntB+tt6pbGIBColQ0y6vUzvQqmGGugkiAGM93FAyw2KkLLFFAdW9+cbwXiA9ypLpL77Q9KVsIlyF2i5AUMyKebwgVuoNTIKT0i4q1AvrHi3fXmaoReYAu2g3VE2c15oJNdsIesTYR01J3/0u6sDwxMkVJCvsGrCE9nOYBmA+X8YTJ1favuYKwvJdxqZhhnoQYad8B1Wbxa+TDhRqOmek4rL5NcPlDDVt3EWRF3JJQW2wawaYQh1XJCgtI0hj2QRKHlO+s2Bk3a3d+4mTK5jPl02/tqmxjae0VsYTJ+zXZpaVWUBXCTWFkjVdF5cpkCxAQh1CbVbJKuSN8JnrmCPygbc0W83/4p3OnZI9OEP9Ag8kmx3PBt7w0OvoE+otDjFDbTZfZQJh+fZyQa1ssMohQFeoExlgeDf7fIvMUa9stCcRk7heqoW70KATnqniSrujIaV8u7Z8t81Q6xUNoc5Q01yrpKCssucemEItSYY56mbbd0aoN+H2UJu9VzNiJ97jDHWtofdQd2GGenKAWR3dK9Rk+favUBtdN0ZCfWR2DDFZwpmVEk4v89nGfhd14FgolDEuscXUojZsez9f4JbvtNQcSpZT+fkzNMt3ACnf9Yp+nndBqC0XpgN8htqh5Tsb8jnukkVdP2YriLdXS4Er1GT5djVDXUOOCLXLQDK799ImD0iTJQ3La2u2j0NrA7PfKzpCbR1K1nRdFJVZW8PybbpJATAnpGwhhDl1SpLIASLU3bd8UyDZgW2mTgN9Qr3l4Vahph7qdS+W73NPAloDGNqtk2hgSwWTVeoNFCp1LGuD0GiOEkABGSxoQ9hQgl2Mtf98iwtXvapfhFPBnohoh7Ti2vJtPkM9KhX8pcR3Ar0OiSwq9YA6qI2wItQ+bdedQJZvs8WxaZqpG1Q2kJE4me0CodZnqF2SJWH5XnP/Q0UoGVuQkfU3k1AQNzgacskYDu9mP+dRsn33u6gDx+RACuNScwe11f18gSvUafAZ6hILdEo3wq3N2qw2UKfaQ6+KFqnTckx3Z9iAVHHLkS6j5dvByJWozeor1O5gGA+qIGGa2jyaSaDoMuW71lBRrDZ0y7dLhdruvVRCAqrGVPSplP3fm9xrpmqqSfhjoEgQobYJJaProqoCqyfZ52Eo1I1K2yiYV3SszLr+PcA9D5t/7Z6HnTkl+abciMY2MnshlIwCyQ5us0AyoE+otzw67mC3gIi3J8tu6/w0QRDq3g8mW91kr9eSPA6MXCZuX5MGcHvlj7CenAz154sZ6rYkTcPCLKSUb6d2ID3lu3WGWrcXhWr5JkIdT9vPnHtFB0Id1mJTKNRmoWRxf4Q6VWHW5aqS1ftHI8SE15RvY22W2wwGsdBjF26z+WkCzVE/Srbvfhd14DgyO4pphS2mzAi1BFbtc2R21N8P4jPUaVSwWakjX6xhEAaLrQOi6gbGzWrh7PKqaIkO6jHmlumA9U4ONFKo6yVHLg+aoe4TapfgCrUqx6FCNiWeo7kEiryHWq04U6jpmpCjUDKXKvCR2VFMD6VgdiRpkFHkFvQ3TCVM7qHD3vLdvHEZONxYvtfP8cqsOBN2gn4OFs/DC+g1ddfD7HKdw9dkQ1oegNZUy9otUAf1dqvMAvqEestj3a1C7ac2S/RPtxJqSvrufYWaqnNmMg1Iiy+L22fAFjqhEkU0h380wViZJQeoxsKL5ZtmqK0t36WaQa0JGlUi1BlU6xavlx9Q0vfCi/rPApD12QXdCXaLY78p3+kKI4rl1ITHZ+cPnlO+ifyodVfdrQDarIhOCPVjx5ehqlp/hjoEKLKEaYX9TZbQvClIC/5P3LW/bfbUNbjlOyNVsFFpYK1Uw7DEj53kYHBVOhxxRRYqk5ij9lqb5SKQDDBuwlkQ6niKZUIArJ+3AzIhVwNesiBCrbDznBnxzCYUVGV2bKoOz2XkWhqN8fNmwh1pVWQJn7hrPwC0kWoJEIq5Uref6aa1QZvyrmldDiVruS5SINlIgJVZAFtz0WsfUHWWrY2ekJ3QR/yG9wI7D7FrU9bhdZyfR+KoI4eSECC6hXyphtf5WFXf8t3HlkPHC24L6H4Ft7VHjTpw5kfscwokI2why/fKJlNfb06eAqABg7uA5CAUqNgrXQw9rKUsFNeWkyyFMgU8P81+Fnubu+2hbkv5NoSSASFWr9R0Qk0W+USQhHpgGsjtYOMLF+fEzRlDbZYWQmK93eZX2ieZz1V7g1Cvl+vuglHiaYAvUl3bvi0ItdmGxeHdw8gkFCxvVvHShYLB8t0n1IGhVka8zoiElm1Omp8aSuH+992AOw9O+/85baFkVQyTQk0jBAFjoHVUykgC3JwrRCDZmKO762MiNuRhcIbfuTOhDrsa8JIFtwGrMrsmminUkiQhkWGWbclhKBkdT2NxnuvioYP6zoPTuP99N2BqqNn+PTWUQnaArydM7NRGCIW69TpbKwIa3zgPeBRNwA2hFpVZAdq9HTwPL6DnnLJTqIdmgDd/jH2+8zDwwW8DH5ljtztBIiPOh2PSetdDyY7xuqyZ4TRGsvauiEsRfUK9xVGwSQ42g2fL94XnWDdwagiYuLb5a0SoV18Haj4DZ0IGEeo3KPzEvOuNQmHfJ50PvZ9T76FuVajDm1Nya/leK9kr1MPYhAzV/aaMU4gZ6ox9KrpXGIPJzj0lbiaFWtXQ1unpF+VaQ6jttgq1x1A8ItS1dLgjC1YYTMXEpocrlVqSvFdntaR82ynUiZgsrMY/OL7ENlSAPqEOEqT2Kwn8yT0/CYCd5z7/wZvxyMfeGgyZBvQeajFDbVCoA56fJrRVZ9HiW2u4CqByq1B3tHwDwCB/XdfPdXy8bL+H2hu4Qt2QuUJtcT1KZNhxITk8JsjxMBLjhNplKBnhzoPTeORjb8X7bt4DADhy2Qge+dhbkc1xQt2B4FtavolcSjIQz3h6bh3hoIdaWL5FIFkIhDrg6ix9hroDzdrkY0eDM+x6GEu6+0F8c24M610PJaOE7+u24fw00CfUWx52QUdmyHmtzaL56d03t/ckCtuKpltyehTLnFBf2+Bq+q6bxIYAI9QhW76tCGJIlVmAgVA7IImapomU7zaFmlsLZUnDCELsoqaU77BmqAFgJ7d9G+aojeEhQR8HtDCWJCCXMJmh9hlKNlBnylc90x1CLUkSJj13URvmqN3AQqEetiAft+1jJOaR15Z0S12fUAcHei2zkyjyhd1YNolb9o35t3kbwRf2SamOYrmCfLGGoZAqswiUeyAs34ksIxmAO0WrSDP8AVm+AUPStwPLd7IfSuYJNSLUpFCbE+p0lp2LZK3OgkY7gASRYYWfMz0o1ARFlvBT17CNwvVynb3niKxW7Y9RWhu0bfQbz7EOZv49wfgc1eY1Cl0Xy9UWQj0aYMJ36/MIqDqr3CmUjECVdxQw6BYZPdum2wq1Hki2/ezeQJ9Qb2lomiZIjWUKaAsGhOXbLaG2mJ8G2Il2i9i+VzYrADRcXnmJ3WBUqOXzoVu+LQliiIQ67UKh3qw2UGswC2ObQq3EBKkelQrhVWfRbno8q8+cd7oouYVJMJksS/qOeMAzhiJ8JhmDbEIu/KZ8DzU4oW6x2kYJ33PUbhXqVkJdtFaoAX2O+omTK6imOaGubXa0Q/bhEESoc5POrMpeYVDK6uUNrlCT5TscQi2um6RQS5I3i6hbhdqV5btzdVbYORGXLLhCXbexfANAJme4fjuYoxYOBJl6qP3NKV8+wey/J5c2WVYEBVR2UKgrlgp1yAnfQPPvXGt+nm2jUGT5DkOhDrg6q2NtFsEvoeabw6NSoesK9Ry3fB/oK9R9bDVsVhtQ+fiW8x5qdoKq1lXnAQaaZkj4vsX8PoJQv+bsMbuE5Y0qZrDEFD05BkwfAsavBgBcIZ0LfedeD/+IjlC7qc0idToRk813VrmyMi7lwwtwMyjU1UYIoWSATqiXXmm6gNKM4WbAM4a0MLZSmvyGko1wQq12k1D7Tfp2PUPtPOUbAK6ZGsBoNoFitYFnLtZ1YtYPJgsGmzqhtutc941YEhpXhwvreTRUDcNhK9TC8m04L9AC3I2iJWaow7B8OyDUlPLdn6F2Bz5DXZMYobba4B3OplHR+OaHA9s3OR4GJOqh9keod41kEFckVOoqzq2VHBNqfYa61TkXcsI3AMRSeh9zC5ltsnyrDUNlVogKdcCW786Emo9qDDqcm26FISy2W7VZDVXDd15ewGsL7Dx87VRfoe5ji4F2y+OK5JhwZA12U8cK48oJtlhSEjoRacUWSfpe3qzisMx3OXccZKFIBsv3RlhzwRwVy1CyCCzfDnYvjR3UkpnFi4LJEGIXNe1SJzJCoQ40lAwAchO8dkMD5p8VN2dCUnA69cWn4/Rzvb2mIypXdwe2oELtdYbaood6qNVZwSHLEm7dx+bNHn1tqd9FHTTodcxO6ETQ4SiSK0gS1BjbDCmX2AJuTAlboaZRKcP1wcsCfNOd5btjDzUADHBly4HlO9u3fHsDV6hrkv0M9UjW2EXdOZiM3idee6hbocgS9o4xEn1iaVOfye6gupatsl3CTvgGbN0eTZbv/FmgUWXr0CArswhBz1BX2WtqW5ulaQEo1N21fB+dm8ftn/4W/vGf/Ujc9gt//CiOznU+H11q6BPqLQyxu5myID8mUGRJVGc5VhjJ7r3zBlbTYYYtY/mu4rDMVfRdb2QfR2fRkBRkpQpkB4sSP6hYKdR0Eg8hSZMukk52L0UHddoioZEHYIyG2UUtFOpMeDPUAEvVBJps32KWOeDQnk5Kk98Z6jGNkVFpIKDgJw8gQr3gp4vaKUzqXDop1IBu+/7B8aV+F3XQoNcxNymIp9NRJNfgXdQZsGNtIsbPGQF3UBNoY0DMUAPeLKKih9rhDHXFwcYELcQdKNS0YVhraCIksQ8H4Ap1VbK3fI9lE6L72RGh5uesjMaPX4+hZEZcPs5t34sb+uP5DSUL0/INWBJqMQpVqxsqsy4LvFqUPQcPjhMblKxUfyOKy2yTAAByU95+kKF9Jegw1U44OjePez/3FObzzWHEF/Jl3Pu5p7Ydqe4T6i0MtwnfBNdd1ESo91rYvQEDoX7VXY1IxFjZrOINRKhnOKFW4iik2Y7nwMaJUH9+N0LJ6Gc52b207KAmGAIwQlPzDT3UoaR8E0ySvonYBm/5tlea9JRvD4S6uokc2GumDHq8KAeAyQG22RbJDHW9zLqrgbaUbzt77O2cUD99eg31DJ+j7lu+g4GwfO/Qj/cwLN+AqIpJc0I9Jm8RhdplKJn+OtrNUPNNtNKKvhlpgaxBLetXZ7kAV6irYMezlY13JJtAUXOjULO/QVoLRqEGgMsn2GMwhZos3/bz3OI6a0moQ1SoAd3q3vJeaso0CbMyCwh8hppG7NIJG5pFdu/sJBDzWDNltHxHqFA3VA33PXQMZqt9uu2+h46hofYuHwgafUK9hdHJRmoF08WBHTrNTwN81zDG7LoOdsq7hfzGJg5KfA6HFGoAhdwsAGCo+HqoP59OeFGGkrmzfFskfBOyuuU7PIXaSKjDVKjbg8loxjDoxWahgwXWVyhZ4QL7Xi2JeKZ7YSATflO+3cxQCxVBEuTKiUK9ezSD3aNp1FUNF1W+gOonfQcDE8t3KKFkAKQks3ynJXasRV6bBbgPJWvU9PO829osO4U6NQzEmGLfyfYdU2RxLg07gPOSAinUsFeoR40KtaMZavb3TTY4+Q5ACaZgshOLmzpBd6xQd8HybXz8loDIJsv3Cl+3hRFIBoRYm2UjBvi1ewMilGxMWhcOyCjwxMmVNmXaCA3AfL6MJ06uRPacuo0+od7C8DqnJgi1kwvqxiKwzBXd3Ues76fE9aCIHrV9V+sqdlZOICXVoKaGm3Y6y0Ps8/HSqVCfQ0XUU0Q5Q83e5k7Uz9VOCrVIlFwPcYZa76Gu1i0s8kGACPXqSaGOCoU6css3e096CSXTOKFe0IaRjIdksXUAItRLUcxQGxd6vMbPCaEG9Pqs14pcvekT6mDQZPl2UPfkAzIPlCPL9yDCVajbarMAwwLcIaGmQDJJdvQ8NU0zbJrbvI6SZLB9O5mj7id9u0adKcgVUqgtHFOjTQq185TvRIOuecFZvk80Wb7tn0vZygnWklMRGqws38ZQMrJ8hxFIZnwOQVu+bQm1z0AyAMjQGF4hUoV6oWBNpr3c71JAn1BvYax7VKhzogLEASE6w9Xpyf2dFwFG23cPYrWoB5JJMzc29WnXRq4AAOyonQ71OXSjNotO6NW6yqo0bCBmqK0Uan7yHpfWw6vNEgp1WmxAJJQQTlXpEWCEORNIpc76ILZ26OQm0Weo69BcjkzU+SJ6AcPhbDw4hDGUzNXv4GWGuqXOpaHq5KMjoea272dX+THeJ9TBgOaDsyHXZgFAgivUnFDnVL4QD41QU92kiUJN5+5OoECy9GjTtccKxWpD2CVtLd+AyznqfjCZa3CFutLB8j2a0RVqteJkhpr9DWJ1UqiDs3yfz5dRVXiTQYdqQGuFOoLaLKDjDHWpyfIdFqEO1vJNawh7Qh2EQk2uwXWUa9G9p2nEK6j7XQroE+otDH2G2ptCveHE8v26Tf90K3o86Xt5o4o3yIzsSwa7NwCoY2wzYFf9TKjPQZ8JbiXU4V24jCf0TqEVeUPKtykMJ+/QLN9ihjrEHmpCi+0706XaLFo4qFrnv1ErGnmDQh2GNd4hxnOMoFYbqlCLHcHLDHWLcmIcX+lEqCnpey7PrZn9GWr/qJX1v0nYtVmAsPlnpAoADZlGyIQ6baJQu12Ai/npCUd3J/UyJkv2tlEAoDDCQmdCnesr1O7BZ6jLGhFq8/PsiMHyXd7srHSul2uIoQ5Z5cFUASjUo9mEcJhdLPONGK+1WZFbvltTvtnzr9dr0FZPsRvDsnwHXJtFqn/olm8+PpKU6pAduCKCwpHZUUwPpWAVhywBmB5K4cjsaGTPqdvoE+otDM8z1G5CySiQbM+tne/b40nfK5tVHJb4Lueum5q+Jk+wzYBxbSUwy48ZxAx1lJZvA8nqZAla7TRDLRIlC+HN4Bl6qEOdoQaAmRvYRyLUXarNyhiOB7fquEoKtTYSjpLvEMmYIsisq2AyMUPtUOkD2hZ6FKaXTSiId3gNxnJJXDs9iCWNv9f6Kd/+QZsSSgJIDYVbmwU0KdQ5lCCDv2dofCBgDAhXl48ZapeVWcZzRscWDxeWb1Ko+zPULsAV6hIn1FYbvHFFRk1h8+wlJ4S6VEMWBktsQMSVbN/nivxc2IFQV2oWo2h0bIfQPtIECzJLZHSntARJrQFKEhjcFc5zcDvC0QHlKoWShWz5TmTQ4DWCyWp088qKLOETd+03/RqdrT5x134osrMGoksBfUK9hdEp6MgKjmeoq5t6R68jhbq3Ld/rqxexT+YLjpkbm76WHhzDgjbM/rMc3vMXM9RGgtioA1W6cA0H/jNjioy4wk5qnaqzaIbaqsuXFoMjKGCjXA3uSRoheqiz1op+UBBJ30Sow7FDdpqhjimyIMNFl3NQNEO9Io04rs8LC5NeuqiJBFXygOrwd29Z6Dmdnybctm8MC+A/d2Oxp5sJtgTINp+dBCQpfMs3r81Ko4JhiZ8vYmlxe9AQtVllw0iGa4Waz1DzsZlOWHeQWq8/QSLU5zreNazgxUsaXKEuqey1s7PxqjFGZisl++Oi3lCxWW1ggDqoYymWRRMAZseZ0n16gwh1hx7qeo+EkrUorKm4DEkCZiV2jcPorKNxCW/PgW+wRjpDzdejfhRqALUkU4HTNRcurwBw58Fp3P++G9o28qeGUrj/fTfgzoPdq/HsBlwfmXNzc7jpppswMjKCj370o45n5VRVxa233or/+B//o+sn2Yc59B5qtynfDmeozz4JaA22Izi8u/MDj7E5ZBTOB7bLFyRi84w0LcRngEyzDSWbVHBcZSc1dTE8hd3UwmzclQ1pJzglqrM6WL5LZPm2n6FWJA2SG4uuG1T1Gepq2IR6+hAACVg/C2wsiBnqoBVqJ+9VfV7M3UJX4grrqtJ9a5WnpG/jJpLTedRys+XbSWWWEbddOa4r1PVST56vthSIUOeYnTlKy/cQwk34BnTLd0PV9HODW4uomDEPMOGbICzfDkLJ+Dku6ODFSxqcUBfJ8m13PeLuiVrR/pxC75EsguugJlDS9yk6NH33UHfH8i1JbNxhr8RdRGFVZjU9h/VANlhLVnPpBE0LxvINoJFm67JsPVpCDQA/e2AKGV4N9i9/5mp8/oM345GPvXXbkWnAJaGuVCq46667cOONN+LJJ5/EsWPH8Od//ueOvvdP/uRPkM/n8c/+2T/z8jz7MIFXhVrvoe4w5yjqshyo0wBTmrKT7PMeVKmzi88AAOZzB9q+NpCM47jGTgD1hZdDew6mFmZakMWzge1QtyIpqrOcWr4tnocSR53v5Cary8E9QSOE5TvkHmqAXUTJWXH+GTFDHXVtFmAMJnO30JU32WJjTXGmfIWJCS8KtRLTe0idbtK0LPTcKtRHLhtFXU6hoHFFk8hOH95g6KBuqJpwP4UdSpZBJfTKLIBZT8m6KDaivVq+HVZm6ZsSDl5Dsow6sXwnw3HhXNKocULd6KxQS5wY18v2JJY2TMbi3OkVQCAZYR8n1K+ucWLYMZSMLN+9FUoGsPeeUKjHQgokAwxihuYoob0Typ1qs8p53Y3nk1Cr/JySrbsYmwoIF9crWCvVocgS7vmJWdyyb2xb2byNcEWov/71ryOfz+MP/uAPsG/fPnzyk5/En/7pn3b8vvPnz+O3fuu38J//839GPB7SjvU2hN8e6o4zVKd/wD46JdRAT9u+x/PPAwBWRg61fS0Vl3ECXKFeCE+hpgtXE6EW89PhXbToQmlHqBuqphMTK0INQOO7oclKSLuhdJEJu4eaIILJngpPoXag2Hntoo5xQr0e6wFCnfNAqAH3XdQtCz23hDqbjOGGPSNY0qiLuj9H7QuGDmrjdSU8yzcjDClUMBxyZRbAlDJRnUUb0a5rs9zNUAvbfNKJ5dugUHcYmxAKdT+UzDmEQt2ZUMdS7NhUO5BYci1NJPjxlAhOBaak75dWOKGul2yPC5Ht0mOhZAC7Ll4mLN8hEupYCpD5+SoA27cg1FYz1KROp0f9j6rwc8pgI3qF+sUL7LW6fDxrb2/fBnC1Sn322Wdx8803I5Nhu8PXX389jh071vH7PvKRj2Dv3r04c+YMfvCDH9jet1KpYH19velfH+bwaqsTM9R2lu9GHTjzI/b5nlucP3ivJn1rGmY2XwAAlCYPt31ZkiScizFbuxzFDLXxxBNiIBmBfp5dF3WhXBNOp+G0heUbECfvTH1N1LoEClKoEwaFOsw6KEPSdzqEGeqGqgmSYUcwMsaKEKeolRGrsuOnEO8BQs0V6gXXhJof+44Van+EGgBuvWIMi2KOup/07QuGDmoigqm4HJ6zhC9AM5KuUGshBZIR2oLJSLVzuvjedDlD7Uahzk6yfmut0dFtIVw4fYXaOXgo2aZQqK2vR7E0I4daB5s1bcyMJ4JXqPeMZiBJwELFcOzYPB9Ty7emtY3WhAbaTDAZn0jHjYQ6RMu3JAVWnVVrqKg12NrIUqEWdm8fgWQcEhFqNXqF+sV59je7ZjpkF8MWgKtV6vr6OmZnZ8X/JUmCoihYXbVeBD322GP4q7/6K+zatQvHjx/HP/pH/wi/+Zu/aXn/T33qUxgaGhL/du92MLu7TaHXZnmdobaxfF98nimFySHWQe0UvZr0vXICObWAihYHpq4zvcvFxF4AQCx/km0ohABTxTUSQs1+XsVmhpoCyXLJGBI2irDM5yTHpPXgk2LVhlADEM/oM+dhLcyBpqTvbNybSmwHY72YLaGOe1DHOZGpaHFUY+EdP04xOehToXbaRd2inKx7INS3XaHPUauFvkLtC5t6KJnunArPjfbCEvt7Z6DPUD/0SglH5zpbnr2irTrL7cylW4XazUiXEgNyU/wb7auzckKh7hNqx+DXpE0Hlu8kJ9RyrQOh5uessRg/VwZIWlNxBbtG0qggDlWi6ixrxbxcN7F810psgwaI0PLd/hxzcWC3xDeJwqrManse/oQ8oxPQ8lgRCd/+Z41lXsU3jPVwRA4bvDjPrsXXToe86bIF4IpQx2IxJJPJpttSqRSKxaLl9zz44IN405vehK997Wv43d/9XXzrW9/CH//xH+Pll83nVD/+8Y8jn8+Lf2fOhNsLvJWx7nHhovdQ21xQxfz0m9ylKvaq5fvskwCAOe0yjA6a7wRvJnegqCUhqzWAOg8Dhq64RqxQi1Aya7JG89OdSIkiuqhDqM4idRoA4hlUG+z1siP4vrHjICApwMZFDDXYhTtIQk0L42TMXrHTLd8uXlNOqBcxhKRdPUdEmMilAHgg1G67qH2mfAPA4d3DWJMZkV++eNbx9/VhArJ85yYNRDAcu/fRuXl89nFG4I0p3/PVNO793FOhkWqyXq+3KtTQOoY+ATDUZjnsoS65vL7TwrwDoc4k+6FkrsEV6kKdE2qb83gyywl1vWR5H0A/joZjwXVQG3H5eA6AhDqv8bI6RlVVE+GfTeRPqLQSkMgG+tzaYGP53qMsIS410JCTwIC/WeOOEGMcfgm1LlxYjqsFFEgGALFBll00hvWOOTlBgxTqa/sKtTtCPTo6isXFZjtRoVBAImFtDz179ize/va3izqX3bt3Y2JiAsePHze9fzKZxODgYNO/Ptrh1EZqhpyTHmrRP+1ifhrQLd8rx0NTeT3hHCPUz6hXYCxrfrxmUgmc4MFkYSjsxgtXs0LNT94hEmoia3a1WWsUSJbtsIDjC8JRad1+U8YLaobNuVgKlZqJoh80Ehlg8loAwOgaGwsIMpSsU2UWQVi+3VwQearvRW0k3NfIITylfAPuZ6gtUr7tZv9bEVdkpIZ3AABeO3Ecjx1fjnx3/5KBCCWbNFRmBa9QN1QN9z10DEWwc3haqmKYK9RrGiMk9z10LJS/o1Co6ZwXT7ONOKDzArxR1zeLHIaS6ecNh9d3h0nfWS8bd9sdXKHeaLDXzs7yncmyNWusYS00Afr6a0jmjqwALd+AnvRdljihtrAx0yY/YEGok4PMDh0m7Ag1mN27kN0TXmWWeB7BVGcZA8ksqyyD6KDmiBlcg1ES6nKtgROL7Py7v0+o3RHqm266CY899pj4/8mTJ1GpVDA6al3XsmvXLpRK+k7dxsYGVlZWMDPj/yDazvAT/EILnY1qHarZwkPTDAq1i/lpABjazcIdGlVg7XV33xsiVD4P/oy6D6MWhDqXVHBc47uFIRBqUlsBixnqEG1VSQe1WWvFDpVZBK5Qj0vr2Kh0SIp3CyLU8Qwgy+GnfBP4HHVuhQXXBanekNLUSbHzFErGrcoL2nD4r5EDEKFe2ayi1rA+1tpA868RpXwDTOl8Ls8U9Y2Vebz3wcdx+6e/Fapt+JLFRrvlO4zKrCdOrmA+X0YJ7DgzpnyvIQsNwHy+jCdOrgT+s0UXNT/W2Mylw6Tv0goADYDUVtloBdFD7VihpqRve4WaeqgDdxddyuAKdVlj18akjeU7O8BIWUIt2z6k+PvKfPMxwFAygIVEAcAG2DnOSqFusiebtY+EPT9t/BmNinitCbs1dj7OpyMY/3Sb3G+BUqdAMiBQhVrOcdegVBD2/Sjw6sUNqBprhZkcSHb+hkscrgj1m9/8Zqyvr+PP/uzPAACf/OQn8ba3vQ2KomBtbQ2NRvtC8L3vfS8efPBBPPzww3j99dfxoQ99CNdccw2uv/76YH6DbYqCQxupGYiAa5rFHNXKCWYlVRLAzhvcPTFZBsYomKxHbN+1MqSLcwCAZ7QrMGxBGLOJmOiiDuO5V6xsQBHOUNtbvrkFrROhzpDle71zl7lbGDqoG6qGOt/wCV195YQ6vfgsAHZBDErl0rMOnCnU7mao2e49I9TdV6iH03HEeGXGkhuV2vMMNXvP0GaQU0J9dG4e937uKZytsgXUhMR+7oV8OVTb8CWJWllffIds+V4oUNoyW7ylUcYQt3yTQm28X5DQs0cM5zynIUZk906PALKz67XrFg+Hlu9s0sN5ZruD27cr4D3UNgr1ACfUKbWT5Zv/fSVSqAMm1Dzpe73BiY4VoeautZgsIaYYCXVECd9As929ZY56usGO55XkrvCfR0CWbwoWte0rD5BQk2twDHlUInSeGO3elkr8NoLrGerPfvaz+M3f/E2Mj4/jq1/9Kj796U8DAEZGRvD888+3fc9P//RP49Of/jTuvfdeXHPNNXj11VfxpS99qf/i+4Tr+SoDkjEZcaWlU9MIUqd33gDEU+6fXK8lfV94DpJaw6I2iM30jGVHXi4VC1WhpkAyWYIgHQAiTfm2V6iZ5Xu4EynJspTaUSnEGep4VtjjgZBTvgFBqOMXnwVTklxar23gpDILADI8LKjk5oIoFOoRW9UkKsiyhHEv1VmuZ6jJ1eFeoSbbsAZgkYeSjUtsYUBbKGHZhi9JkN1bSQCpoVBDySYH2PWoxFW3Jss3cm33CxK65dvgyqEFeLlDuq7LQDLjz3Gs9NN8aaHDDDWFkvUVaufgqmkFcUgSkFBsCPXQMAA232+3gU0KdRZ8Ezkky/dKnW+QW4SS6R3UrZVZESrUSoy50gCg2rw5taPGrNFLiQgINf2uAVm+U44U6gDcuvy8kpAaqBajS/o+1p+fboLrLeR3vetdOH78OH784x/j5ptvxtgYW1xrNimXH/jAB/CBD3zA+7Psow0FHyqAJEkYSMWxslk1J0Re56cJFEwWYv2UK5w1zE8PWdtScskYjhkJtaYFOjtUNiRWN20o9YhCrVu+OyzguEI9Jq3j6cBnqKmDOi02IAD7BUwg2HEAUBKQSqvYIy3itDaJYrUu8gb8wGkaf9pLwjifl1xAbyjUAEv6vrBedkeo3cxQa5qvlG+yDQMQKd8TWANZco224Vv2db+KrOdhsHtDknQrq9PZXxc4MjuK6aEUyuuMJGRQgSSxtUdey0ICMDWUwpFZZ7ZqNzBXqB1aREmhdjg/DRhHRZxavvm1a93eXUHntL5C7QJ8hrqCOFKt1+8WkEKdlGqY3yhiesSckNKGSVqjmshgCfXUYArpuIJNjSzf5oSarrNtqnuUCjX9nFqx7b00UWWBkRdiEYyJBlSbVTLMUJuiUtA3hYNQqONpFJFCBmU0NhYBRLD5AOClC31CbYSnFdjU1BTe8Y53CDLdR/QQKoDHOTU9mMxkBtbr/DRhvMcs32dpfvoKy/lpgM2WndSmoEFi1tMOfZ5uYX3holCy8E5KblK+O1q++W7oCArYKFWDeYIEkw5qpdWKFgZiSUaqARxJnAIAFAOao3a6MPbUQ71hUKh7hFBPeFGo3cxQ14qAxt0LqUE0VA0FvjHohFAb7cBLoMVvHYMoWt6vDxsQoebBOK7qnlxCkSV84q79Bst3BcNgm3B5bvn+xF37LV1IfkCb12KGGnBOqIu8gzrrfM3kuhZTEOrztjVedJ7pz1C7ACnUWtzW7g0AkiERe3VtzfJ+dF1IEaEOmLhKkoTZ8Sw20cHybVVN2dKkEDrM3kuNGoYqbIPovBJywnfTcwgulMwUtOmVHAzs756XqAJyIZDH6wRN00Rl1jVT/coswCOh7qP7KFT8zanRRXq9VWHcXNKV5d1HvD25Xuui5gnfT2tXYCxnTRZzyRgqSGAlHk7St2XAFs2NRmL57qxQDztUqGOSitpmwOE/dNGPZw0d1BGdprjt+5ByEkBwPa1OZ0o9zVAXjDPU3bd8A4akby8KtZMZarLjSTIQzzQRHCf2WKMduIIENjg5u01+3vJ+fdhAJHyzxHQRShZSbdadB6fx/7yHXZviUgNJieeJDI7h/vfdgDsP+u91NQMdW02b0G5nqB0q1OVaQ1wvnFu++e9d27QlBFmDQm3nLOyDQ9OEQl1GwraDGgCgJFAHu09hfc3ybqJOkdLAA1aoAWb73tQo5dvK8t1hoz9KhRpofi+tnYaMBopaEhe1kfCfQ8C1WZbHSiHA+WmOdYWvHzeXA3tMO8zny8iXaojJEq7cEfyxuxXRJ9RbFPoMtT9C3VZ7RHbviWsdp5G2YewK9rG4HNmb2xIbC8DaaWiQ8Jx6ub1CzQnNfJynSQZOqHkFVOuFS1i+hwP9eUbolm+bGWquNndM+Y4lUFbYCVSjhWJQEDPUuuU7OkLNAvgOSCcABGeJLDichUzz2cai09ntRk3MZi5ow+HPmTuEp+osNzPURiuiJIn56WxCQdyBk4Fsw6Rh0uL3Lpk5cyQA0yHZhi9JUAd1tlmhDmOGmvC26y9v+r8qx/F3H3t7aGQasNiEdqpoiRlqZx3UtCkhScCA07GTREZ/H9nYvmnjrqFqTZVJfVigobuwKoh3JtSShIrENuMKBevjgjYC40SoQyCul0/ksAl7y3dZVFNaKNQhto80gTYUjIR6mdXrvq7tQMlm7RIYAqrNKolNCiuFOnhCXVCG2SfFYJ2VVqBAsn0TuZ7ZzO82emMF1odrCDtY0qvl22QeDNDt3ns92r0BdmEf2sM+7/YcNZ+fXkjuxQYyGM1az1DTzv0Zhc+fBGxZL1sprlGGktn0UK9uOlSoAZQTbLdYKgZNqGm3PhNdZRaBK9RXq8chQQ0stMdpbZZu+Xb4c7nduwEFKxjoHcs3J9QL6x4U6npZ31SxQkvCt9vKLEWW8Km3DuGgdAIHpZPIgj3P25XncVA6iYPSCXzqrUOh2IYvSfDjELlJAAaFOoQZagElrndAA5DTI1BCHgtpq80C3M9QOwwlo+t7LhGD7OY4FLbvc5Z3oVAyoB9M5gh1ffSjgoSj82xVYapwsWAdEEUbM7EaJ7oBh5IBwL6JLIrC8t0plKzbM9Qmbo8VRqhPaTuimfkPqjar2qE2S3RQB0eoN2PsGiqXohGx9ITvvt2bEOIVr48w4XfRQov7th5hEUjmg1ADbI46f5qpvF7DzYIAt3sfT1wDABizUahprvwUePhFSAp1066lquq7oV23fDucoQZQTY4CpTOIlQM+eRt6qIlQJ6IiihPXALE0svUiZqUL7maZbUDjGZ0UO9c91DzhuxAbhQb39XlhYdKLQp0cYARJa7Bgsnja+r4WCd9ueo/v+PpP4Q6+ziTX6wBK+Fryt9l/vg7gTdGlpW5pbBpCyeChP9kLJAlIZHVlOB2+HXTQLJTMqUVUWL6dzVA7bQZow8A0sHBMhBWaQZElpOMKSrUGitUG+kk4HVBjhFqDhBqUzgo1gIaSBupAadP8uKg3VDHDrhChDsHyPTuexfNk+baYoTZdlwD6uqSblu9lItRTgbVu2CKo2ixSqK3WLkEmfHMUY8MAACUqQn2Bz0/3A8kEekPS6MM11n1Wk+RSFEpmWBxUN4F51sPrmwT3yhw1V6ifl9nzsZ2h5q/JayFVZ5nOBFc3IMp6QrRWdarNqtZVbHIi1zHlG0A9xeywsXLQM9RGQh2x5VuJAdPXAwCuk06I18MvhELdYfMrE3cZSsY7qPMxtiTuNYXa1Qy1JOnBZJ3mqFuUE7cKNQDg7gcBOSZ+tPEj5Bj7eh/OQJbvFoU6TMs3AL1mB4iGUPP3b6nWQK3Bz6N0zu5kEXVZm0WbEq5HuhwmfVMXdVA5EZc0uELdUJIApI6hZADQiLFgsrIFoSYyLUGFRM0WIRDX2fEsitzyXSuZq65lK3tyN1K+jT8XEAr1SW0qsA1uR8/Bp+W7UuukUHNCPRDciEopztZk8aBFDgu82K/MakNvrMD6cI11twmgLRgwI9TPfgFQ62zOa2i3vyfYC0nfagM49xQA4Mkam7nrlPINAC/Xp9gNa2d0ghcATC3MZPdWkt46vx2iU20WzU/LkjNlSU2zhWGy6rA32CmEQp3WX68oZ4MpmEw+gWJAi82Cw5lSsmI6V6gZoV6V2YW0Z2aoc+w4XixU3IUeOZ2jbkmfXSs5H1UQuP49wD0Pm3/tnofZ1/twBhFKNglN0wz9ySEb4BLREmpjhZ64boZUm1XwqlA7sHwD+rWub/l2AJ7w3ZDZ2sGJQk2bPdWSuc2aNllH44bXPwSFeiAVh5Jix2h509xx09ny3cWU7xWWZ3JKnQrsemz/HCKqzRKW7+AUahrDS1QCXpOZoFRt4NQS2wjqW7519MYKrA/X8KsCmHZqPvM/2cfUoP/+5V5QqJdeAaoFIJ7B0yVGksdsZqhpwXSukuELNA1Yfi2wp6OHfxjedhHMTwOG2iyLEBpK+B5Kx53N7HGlJVMLiVAnjCnfEVqZOaG+Tj6BzaBqs0TqsVPLt8OFAyfUK0Soe8TyPT7AFp6lWsOdyu+0i7rFiuimg9oMGo8n6wcee4Shh7pcU1FrsBfyUlOoY4osgivFHLUTQq2qQIk7eZwq1A6bAdpAipeN5RvQN++COsdd0iCFWmZrh5ST82wyy7/V/Ligv+9Uih9HkmI/5uIDg0NsbdFRobYMJYtKoW4JJatXgbXTAJhCbReoGtxz4L9rvcRCPz2iG6FktSQ7ByarAbsGTfDyxQJUDRjPJfptGAb0CfUWRcHrBZeDyGO8cBY4/zRw/hnd7l24yP5//mlxQnMNItSrp8QOb+Tgdm9t5xuwXGYnYycK9WZVBcavZjcGuCFAimvTSTYqQs1/ZsVCoV7ddD4/DQAK75zN1tf8PzkjDCnf1UbEtVmAIen7dZQq/nuINU3TZ0o7Wb4plMzprBi3fC9J/ELaI5bvTCImzi8L6y5eQ6dd1EFYvgHmxMlNAjv2A2CDF43MhOMk5j7A5ktp3jA3Ia5LsqS3JoSGiAk1oCvGRIh0RcvGIlpa1XvTnc5Qe51DJ8WLFuwWyLrdvNvO4OuXusQJtQMnkMLJYb1sPrdMf98dCTqOcv5FDAsMD7MNV9WC3Iuw1DbLN21cRqVQ859T5c9z7XVAU6HGMljEcLQKNeBLpS5VbWqzamW9lz5AQl1Nsc26dNCuQRO8xO3e10z17d5G9MYKrA/X8K9QswXvvz/zq8ADdwAPvAVQ+cm9usH+/8AdwGeu8/YEc5MshVdThW0ncvBAstLkG4T6ZDcfnOO79tWGisZY8JZ105ngyAg1+5lWZM2tbTY2wEjHQCPg4KamHmr2XCMLJQOAsStQkTPISBVk88d9P1y5pqKuOlPsiFDXGpo+o2kHHkq2BG716hFCDYTcRd2y0MsXPRLqoRngI3OQfuP7KCMBWQJOvOPz7PY+nIHs3koCSA0b7N5xSCERBIGILd+AyaiUE4Wa5qdTwyyd3AG8W765Qt2JUCf7CrVjcIW65sLyHUtxtdUiCIzeJ+NJXsmVCE8FnhhjmzhyzXx8rSxCybqd8t3yXuKBZPXhWQBSNCnfSgyIM3eBWJt5AL2mabPNF+qgjqUDPW810mzjJFNfDd1u1U/4NkfvrMD6cAXPoSUctPP9/839SxHO0wY/4TySZJij7pLtmyvUa6MsaGokE0fMplqFgloAoDK0j30SpEJdM5kJJnKQCnenr1PKNyV8d+yg5kgMMkI9rOWhqgGevJt6qLugUMsylgZ4Ivz6C74fbt2FYmcMMHG0eOAK9YI6DKB3FGog5C7qVkLtx/IdSwKKgvMyIyK1pdfdP8Z2huigngQkyRCWGUGBSJNCPRz+z4NJdZaTmUuXlVmAj4yUAa54FZdsnWH9UDIX4K9jTWJ/eyeEOp7mRKNWNM2RoBnq8Rgn1CFUZhGmxnmAaMOCUJvZkzWt+4SaB5Jpoyz/plJXg11rOH0eHlC2q80y2r0D3HRUU2zjRNHqvlPKO+HFefba9APJmtE7K7BthIaq4bHjy/jqM+fw2PFlNDycJAoO5zKtQInWX9NuDy+cp5uEurLB6kMAnM8dAGBv9wbYjByRks1BdhIPUqEuC4W6G5ZvCiUzVz5Xuco37JCUpIZ2AABGpfVgF2Xd7KHmWB4+CADYsfGS78cyBpJ1UuwSiiy6jx0lmvIZ6gvaMIDemaEGfCrUnWaoLSzfrtU8Ay7Geff8sn9XwraC6KBmG2yRVGYRumD5blOoUwZCrVq4SkihdhhIBvh4HTOjLOASEOcH07v1Z6ido842eWtg6wcn4Y/JLDs3pbWSIM9G0IbJSJwU6vAI9cwOlr6fUoumhFSEkhmvH/Wy7ljsskItj+8Td9kq1Vm2M9QhzE8DQDyVxYbG55lpEy8EaJqGFy/0E77N0O+hjhhH5+Zx30PHMJ/XZwunh1L4xF37cedBZxH6tYYq3rBek1QHRA+1GRmSAQQQANHNpO/5Z5jdfHAGF7RRAK/bBpIRcskYKvUq8tnLMAEAy6+yhZLsf+/JVKGOeIbaWqEmy7dDhXqIXaRHUcBSuRZcAFFTD3XEtVkchZHrgNeBXcUXfT9W3mFlFgBIkoRMXEGhUu88L6Y2gE2mDl7Q2LHTKynfADCR80Koh9lHlynfvhRqjpXUHqDyKGJrfULtCq0d1FEq1F2wfLfPUBPZ0NiolJnTaJNUfDcKtfPzRhMkidm+V0+xhfvIXtO79WeoXYAr1FWJW74dbFzGuOKcQQUrxSqGWkap6O87opBCHR5pnZ5gx11CauDc6jpmxprXGhVB/ozOOVJnpVDJfhPo5wiFmo0KKuNXiLuUag0xrhAaAqjOsifUwSd8A+z6v6INICeVGaEe29f5mzzg3FoJhXIdcUXCvomIjo0tgt5ZgW0DHJ2bx72fe6qJTAPAhXwZ937uKRyds0/mJGwYkrlzHk8u9H3rZV6TFeM7W1f+LLDzEJuB9hvO082kb273xsyNWOGBW50UakBX7tcS02wusF4G8mcCeUq2tVlRhZLVVVMLmm75dkZKJH5sxKUGiusB9h4aeqir/PWKeja4NMFGBHZVT7CkUR/Q03qdva560neHnfjNRbZhJMm4UGMLgJ60fIcxQ92S8h0EoV7PMuKRLpzy/BjbEm0d1FEq1Fn986gINVm+6RocS+kjU1YW0U1+fnQYSAY4r9ozBdm+C9Zz1ERKzDfU+2gCn6GuwLnlGwl2bGakMlY228+BoplA4SNOIVq+YymdrJ+eX2j7uj5Dbfi9jC6gAMQERxDjE7xqjFu+5bErRP1UNF3U/quzSPU3rc0KSaFOxRSsgD/3YngKNdm9903keiq3pRfQfzUiQkPVcN9Dx2Bm7qbb7nvomCP7Ny3SMwnFdibYDnShrtZVVLJTwK43si8cvBv44LeBj8z5D+cRhPrV6Dtpzv6Ifdz1RixvcEKd60yos9wKt1EDMEpz1MEo7OahZGvsY0SEmj2PdvfBKifUww42HQAAsSQ2wWo+SmvtF2nPaFKou2P5lkYuw5qWRRw14L/9jOgy94KCS8WOFrodrW1k58xOoNRgNvFetHwvuCHUbnuoA6rNAoDSwCwAYHCzP0PtCsLyzRXqkr+wTFcw1gxFbPkWM9SS1HkBTotbNwp1ycdIl+iitt6gp/NMsW/57gxBqCmUzMGai48jZFDBymZ7/ZKYkZf4+THEUDIoMaGun7u42PZl0x7qSvOmZSQQlu91loSdP8v+P3q5843mIBCA5ZucgB1nqANEMi5jSePPfbP97xwUKJBsf9/u3YY+oY4IT5xcaVOmjdAAzOfLeOJk5w45t4t0MxiV7Y1yHVjlC8nRy9kiIdbZHt0RI7OsX7G60bEXM3Cc+zH7uOsmoVCPOVGojemnE7Qh8HIgT0nUUzQR6miqKVKGn2lm+3Y7Qw0A6zLvtywEePI2zlCbWeQjQCYZx3Mqn6E//zTw3F96fiy3s5C0o91x4UCEemCqa9Z4O0xGMkM9iHpDRYGrbH4IdX2EbZ4NVS/owXjdxLmngD9/p6/NnEjQYvkWCrXHUSRX6AXLN9BMBMyw6WGG2s/r6CDpmxoF+qFkDsAt3xXNjUJNlu+yqKQ0gjZMclL4CjUA1BX2Xrmw2K5cmoaSRR1I1vSzNGDhBebASuSA3KSuUEcxQ93p/ewApKTbK9TBWr5TcQUrglCHqVD356et0DsrsEscCwVnfaxO7ufWRmoGRZbEHNXGxkbTbmBgiCWAUab8RGr7zp9jBF5SgOnDrgi1SD+t1AO3rFfMrFXC8j0cyM+wQkyREeOBV2bBZFQ95DTlGwAKyjAAoBEooTamfHeBKK6dxtj6McxrhgX63Jc997K7rbcTXdSdFro84VvLTelKfi/NUHtJ+XY8Q61vQq0bxl/8EOrkwDjWNG4h7lbNnxHPfgE49X1fmzmRoMXyHcS1yTGMi3gV+QAA5+FJREFUlu+IwuTaQsmAzl3UHhRqX7WYLizfm33Ld2dwhbosCLWD8yzf7MlIFSybEWr+PsmCr/dCnlNW+XtlaaVdsCFC3eRw6gahjqfZmg1g11tACDzpKGf+k9wtGMgMtcmxEpblO65gGeET6pcusGPjmn5lVhv6oWQRYXIgFdj9glCo2ffHsVltoLp0EoDGFgYu5rwcYfwqYPk1Zpu+/I5gH9sKZPfesR9IZLDEF/Wjuc6qe9NsmdGyHgBMa6AimqEG2Al3o1I33eUVlm+HM9QAUIwNAzVAC8pepGnNPdR1duKO1Mr8metwFYCrjG+tzSXWy074Hef9lG6VJsfWNt5BrWZ3iGmKXrR8L29U0FA1kV5uC+MMtVUQoKo2LfZofjqXjHkefwHYqMMJbRo3SK+x89WOA54fyzPWTgPFZQAS8ML/YrfNfRk49F4AGjs3D++J/nnZgRRqMUPdpVCy578I7Lox9B/ZVpsFdK7ZoRlqh4S63lDFbPOgl9fRieWbUr6jsNBudXCFukSE2sl5lmaoURHXViPo+ElrpFCHS07kVA4oAaur7ZuVtC5pIn/lLli+JYkp9eU8C5UFRLCWvtEcpULtZ4baIpSsUdPHZIJWqGMylrVwZ6iL1TpOLbM1Wl+hbkefUEeEI7OjmB5K4UK+bDpHLQGYGkrhyOxox8fSO6j9qQC5VAxYB+pLr7EbRmcD7cUDwJK+X0a0CvU5Hki26yYA8Gj5rgde+6VbmKMPJQPYBXOj0m751jTNkPLt/JgqJ0aBEiAFtRtar0AkCsTT3Qklu/tBaF+5F5Jq3Annz0mOAe++39XDuQ0Xyjgl1Fyhrmf04MBesnyPZZOQJUDV2PuPCLYtyKWhqUC1YP6eqG1C/D1Sg8ivscWuH3Wavv+kNo0bwAl1N/CZ69pv21z0vJkTCTZaUr4DqDDrCNp42DBs5EW08WCqUNPMpZWi5bI2yxgU5ukaLwi1jeU72U/5dgzumipp7G/vyPLNFeEsyiLDxQg6flIq30AOmbjG0wPAKlAq5lGuNZp+B3vLd8SkKTnICfWz7P88xyZSy7fPGWpV1cQmRZvlu3ABgAbI8cDFK2b55sdRSAr1SxcK0DS2YT7uQKDabuidFdglDkWW8Im79pt+jSjsJ+7a70jJCU6hZt8vrZ5kNwRp9yYErPI6wlk+Pz3DgtbcpHw3KdRjnFBvLgLFzrPtnVA2DSWLjlCTgtlKqEu1BqoNdgFwY/muJJiiqJQDSvmm+Wmge7VZ178HG+/7hvnXPPSy6+FCzt6r1A/bcSeez1DXMjvETb1EqBVZwmiWgsmcjbsgngJiPGjKao6aSIscA2KpQDqoAUaoT6h89rRbXdR3P6gnRrdCjrGv9xJqZX3RST3UZR/KqlN85jrggTuAb/+efhu5SB64w3xjIiDYz1CbKFqqyl0HcKxQC7IVl71tJg7w47gwb9mNneuHkjkHKdSq+5TvtGSvUCcalBkSruU7lmYkMauVcXJps+lreiiZkVB3QaE2/rwFXlnJFepIQ8l81mbROg8wCSUTdu/pwNPTmeWbryNDItT9+Wl79M4KbBvgzoPTuP99N4jZZcJYLoH733eD4x7qguio9LeIpN3v+BoR6hB666Im1I06m3UFgF1vhKpq4oLmRqHeqNSZ/YhsOQGoVpXWC5em6Rcus/7SgEEn99YZagokSyiyUEidoJ5mbop42f9mAwCdUCsJQImZW+QjAP199GB6764N3fIdcG0WJ9SVNFMGEzEZUtDuEp/wVp01zD5azVEbZ/skyVCZ5Y/ADWcSOKlNsf90S6G+/j1s08YMHjZzQgfZvZWEcBdEUptluvFgcJGEuPHg2vJdXgPI7eJQkcq7DDJsw8AUAAlQazqZbwGd5/u1WQ7AZ6iLKinUzmeosyiLDX1CQ9VEkGK8QQp1uIRa4gQ/K7UTatON664p1Py91OCvGRd5MglzMSCc5+CvNstYa/vM6bXm5p6QOqgB9vdbJoU6JMv3S7wy69qpADZatkrwpgv0CXXEuPPgNG7d13xh/fDbrnRMpgGjjdSnQs3JY6pgSPgOGmNXsI/rZ/V+wTCx8AJQL7FgibErsVaqgc5nI24t30Cgtu+2C1etqC+2IrJ8A807qABECulQJu6KlGlpprgkKh1CpJzC0EENWFjkI0B8cBKL2hAWMMxuSI967mUvuFTsMpTyXesUSsbmsMpJ9jfoJXWa4Cvp26qLumWhF0QHNcDS7U9q7BysdYtQbzWQ5To7KUaFhCMjTMt3Fzce6H28UalDpQuL3QKcCG1y0HFzhttNuDYocTHTLhbwLaAZ6kgUv60OrlBvuFKoGUFOS1WsbTS3BhgJl1LbbLp/aOCPn0UZJxab12HmCnUXQsnMfp6wfEd4vPqwfB+dm8c7/vMj4v+/+tkf4vZPfwtH53ieQUiBZIBJyncIVbWBKtRbJXjTBXpvFbYNcGaVnWAPzrCD8vmz7ubigkpSJUKeK55hN4RBqDOjOhGJYqE699fs4/gVgCxjeUOfsYw7CC3SLd/8xD1+Nfu46L86q01xJbu3HBMkMkxQmEqlZZeXSMmIi/lpAGImMF0PiFDXWgh1t+qghmbwc9L9+Le1f8z+PzDtuZfdbW2Wo/AVVRWEuphk761eCiQjeEr67tRFXeHvGU5iguigBhh5OaUx+7xUXA5kxMMTshPNs7bJQc+bOaFDdFDrzy2ozV7nkFs+hgsiuapmqJwSCrXJdVxUZjmflwxkpMto+zYBzVBvVuvQQlh4X1IghbrBXjNnM9T69bxUbCawtH5LxWXIFMIZthJMNV5SGScWWy3fJonUvUCok4NiTCKdYM8tGsu3N0J9dG4e937uqbYN5Av5Mu793FOMVIdKqGU95Vut6evLgKCqmkj49kyo104zB+n5Z4Dn/4rd5qNFpdfQJ9QRQ9M0nOWE+p3XszfVs2fcHfhBzlDHUcdAmV90wyDUQLS275f/N/vIFwnLLgLJgJbaLMCgUPt/7noPNb8gG+enI7Dr0kKg3fJNCd/O56cBQOIL6WzQhJrb5WiuO9JQMo5EMoXnqYt66SXPu71u62/STpSj4rJwNmwm2EK9FxVqb5bvDl3ULQu9oBRqRZYQS+VwXuOhkN2aox6aAX7VsGM/sNPzZk7oaOmgrjdUkRodem1WdoJtNOw8BLzzD9nHCDYekjEZcYWdq0Uwma1C7b4yy+0mnCnIUmoRTEZOLE2LKOhpK4MU6oYLy3c8DY2PCqmVTRGwCbRY+sWsctgKtR6Sdtxg+a43VNS50yLV7dosoFmp55VZgJ4tEqnl28UMdUPVcN9Dx0wDh+m2+x46BjVEy3cqrqCCBDY03hRkMe7hFWdXS9io1JFQZFw+ke38DWag/IsH3gKU+KY1BW+GnH8RBXpvFXaJY7VYE3NL77iO7SK/slBwNcuk20h9pnwn49glLUKGylIpySYWNAJOy26DcdeLVPDl14Dzz6B+9inMYNFRIBlgsHyT+hBgF7XeQ92iUEc0pyQs3y0XpdWiN4U6NsgWrwONfDD2IqFQs2AqYfnuAlnMJGM4jzHUkqOMvF58wdPjuK3NcqRQ84RvZMZRabDXppc6qAkTuRBnqLktj/rT/RJqgCXcnxTBZF20fRuVkfwZNqPci2jpoDYmX+fCVqiHZthGwwe/Dbzx19nHCDYeJEnS56gpmCxlQ6iFQu2CUAeRkTLIj2MLQp2KKWIPd7MfTGaP1hlqJ24gSWpShY3BZLrDMAZUuXodtuU7qVu+Ty5uCFdC2UD0eyOUzLAWGtMzfSgtO5oeakMmgsN1zRMnVzCftw7f1ADM58vYXOQKbAgKNa2Twkr6fvECOyaumMw5cnuaYqsFb7pE763CLnGcWWGkYcdgErtHM9g5lIKmAXPnnKvUgc1Qp2K4TOKLc8NuYOAIkJSawrjrpfHFQWUdeOAtuP1bv4hHUx92TKibUr4B/bmvnhI71V4hLN904aId0Ajmp40/t5VQr3EVfzjtbuGeHGAL6TjqnismmiBmqNnup26Rj97OzIIDJayP8D7i+addP0atoQql2enmlx5KZrNw4B3UGJjq6mvUCaRQLwQ5Q93Sj7pWovl//6RzON0DwWRAs928ttk9+3knWHRQZxKK9wWXG8SS+jVLkhzPKPsFEV1dobZJBfalUIdn+ZZlSc9r6Fdn2YMT6grYOcaR5RuAxJ1WGVSagskoZ2AspekZKqEr1JxQS2Wsl+vCuWdcCzSHkkUXltoEI4E3hORGmvJNv7PWaG4esYHTJgtlgyzfwW/8SZLEgslE0vei/Te4RCDz01steNMl+oQ6YpxZZW/Q3SPsZHto9zAA4Nkza44fY92ljdQKuSZCPevrsWwRtuXbZterISn4cPVDGMu5U6hFcMjAFJAYYCfXlZOen6KmacL21TZDHRGhpp31Uovle40v4Iaz7o6nTC6HTY0vYoPYDeV9n0Kh7tYMNfQL+Mogr7o7/4zrx9jwoNg56qEmhTq3o2tJ6E5AoWRLbgh1xxnqcCzf9BgUTNZdQt1i1Vt7vTvPoxNohpo6qCOfn+4O6PcTSd92Kd+b7iqzAPdjIqboYPkGTDaP+zCHINTs7+H4XMtt1pmWpG96n0wmDUnxoYeSsecyFmc/k+aoiVAnYjJkY2Vrt1O+AUDSNy4iTfmOZ/Sf7dD2PTmQ6ngfGSrSZU5yQ1CoAV6dFVLSt06og3Yt9FY7iR/03irsEsdprlDvGW0h1GfXHD9GUAr1YCqGvRJfFIU1Pw3olu/l1wA1hBOiza7XA1c9iK+qt2Ms60y9yLamfEtSIJb1isFapRPqNfYxKkJtaflmF3s3HdQA23wQqZJBzOuIxNNmhdrRzFrAoBTci7lr2A3zz7h+DFo4uVHshOXbbuFAqtPAdFc3HTrBX23WmvnX21K+2fs0EEKdieOEINRdmqEG2jenejWoRVi+qYM6gsqsHkCb5duOUBe9WL7djYmYooPlG9Cvdf2k7w7gzrQK4u3E0w7caZWRWhVq9vcd5+QW8Swgh+ww4oR9NM6eByV9i4Tv1utHL4SSLb4oPk3FI1SoJcn+PW2CI7OjmB5KWVJDCcD+wTIkrcHIem5HIE+1Fam4jGUtnC7qF3ll1n6/Cd/ZCX2jZngvsPNw7wZvukTvrcIucZxZYSrcLiLUu4YBuAsmC2TGCmwH/DIi1IZ5lcAxtBuIpYBGJcLFITu0ScFyP0Pd0GtRArCsV2oms0pRK9Rk+W6pzVrjc6jDLo+ngVQcy2AXHnUjAHtRi0JNin5Cid7OnOHHwfkMT3lfeBGoObN1EbyEBzqqBxGW7x1dqxZzAiLUhUrdfibcCBFK1inlmx13QaV8A1SdxS3fK8dZmno30KZQ9yihFpZvtjiMpDKrB0Dv5/ZQMhM1i2yXUYeSDXAFzMLyDeibd5t9hdoeXKEua4l24mkHg0LdPEPNLd9xvtEYtt0bEIR6SGHPg7qo9YTvlutH1ISacnCM575T3xfpz2N15spyfB3xC5fVWYos4RN37Tf9GpHs37qdr/MGpkLbQEnGFKwg+BnqjUpdiIHX+CXUQzPATfewzy9/S2T5F1GgT6gjBs1Q7x5hpOG6XUOQJODcWsnRHEa51hBEw69CnUvGsNc4Qx0WZEXvow7L9p0Zgzh13f5/idTXMxVudXJp+QaAIqmEEwEQak5iZQmI0Q63mFOKhlBTsEel1fLtMeV7IBUTu6HV9QX/T7C1h1rMnHdDoWav1aI8yXqo1TrrOHcBLwtjV6FkuametnznkjHhLlhyWp1FCnXEPdQACyU7q02gAYXNztmQkVBh7C4GepdQbzSnfG8Xy7dQqIXlm/+dqhvtDiyyfLtQqANp8SCFurJuqbLpbqy+Qm0Lg0LtdH4agGiryKCC5Y12hXo0xs+JYdu9AUPKN9u0Ps4t33pQquH3qleABn++URFqysF5+D79tuKKSH/+qaNvAxBhIr2H6qw7D07j/vfdINYOhKmhFO5/3w24dYL/vUOyewOkUJNrMDhC/TIPJNsxmHQsTtmC1tIT10aafxE2em8VtlVx7ingz9/JPtqAZqjJ8p1LxnDFBDuhPudApaaLrSQBuYTPULK4hl0Sf9OFSaiB8JO+q5sANCCWBn7yt8Su12tlRvicngRScRmySD8NLunbGB4lUZBO5Aq1ueV7zWPKdzImY5X3HtaCINSGHup6Q0WDOwS6kvKd0J0K2HmY3ehyjnrdw8I44yqUbEdPW74lSTIEkzlU91MOa7NSg6g3VDH/GdQMdR0xLCf4gqdbc9REqKcPsY+9OENdK+uLTW75Dqp9otfRrlAbSAelNhNEKJnzHmrd8u3jdUwO6KRg3XxjiBb+m1shlMzh+ioUGGao3RFqTmJbUr7puBmOEWmNgFDzn5HS2O9yYqnF8m3ctDbODUdB9gGLHBzuEJRjeOW2PwAQ4XiCh+osgJHqn7uOuZzeef00Pv/Bm/HIx96KOw9O6+MXFBgYAtgMNX/uAYaSHZv32T/disWX2MfJa4N5vB5B763Ctiqe/QKzqDz3l5Z3aagazvEO6t2cUAPu5qhpfjqXiDmf5bHAUO0i4lIDJS0BNRvOTIfAWMiE+uwT7OPMjYASE7telGbplFBLkmSd9L30qud6KCKxTWprtyzfFjPUrnuoJQkbCnvujUAs33oPdfPMeRcs38ZwsOnD7EaXc9ReFsaO0kwLXKEemO7plG/AQ3VWpxlqQ8r3uiH0zVciMgel3J9XuPWs24R65gb2sRcVarJ7KwkRJEfK2yWvUKdbZqjjKb3azLgA1zSPtVkBzaKLpG/zOWoaayluBcu3g/VVaGhSqF0smfkMdRoVsQ4BDH9fmRTqCFRgTozjDXaNPb1cRL2hmlu+aaMsMRD+bDehQ/pz8Zp/ACBCy7fLGWojNsrsOb5pdhS37BuDQuv0EDuoCamYghUQoQ6uhzqQhG9CrQysnGCf9wl1HwLG/uMX/he7be7LYu6jdSE0ny+hrmqIKxJ2DOqpgESon3GQ9F0IaH4aAAY2mfLxurYDxXoAPcJ2CDvp+wwn1LtvEjepqibI4njOuaUk1xpMNjLLgiSqG55toKbW3IgJtV6bpZNVVdWEbdatQg0Am7Fh9jgbQaR86z3UVQOhTnSlh9qgFHtVqD1ZvtmxV6nrCn0TNK055bvWPVu8E1D6qXNCzRXqagFo1Nq/bpjto+M2l4whFkBN0xA//l9Hl4PJiITtNBDqIHregwRtoGUnRXVVkNemXgZt3hg3dEwX4JV1QOXHsIeUb9+bRGQttVCoc0YXTi/C5foqNPBsj4qW8K5Qm4SSDUg8MyQKWzUn1FJtE6m4hLqq4cxqyRBKZiTUXQokE5BbPjoM6wwSLmeojbDcSCeFOkTLdzIuh5Ly/RIn1NdMBXBMLL0CaCq71ocUztYtXNpbyWHjM9e137a5xOY+CL+j27hFINlIRt+1AnCYB5M9dzYPTdN0S7AJApmv4ojnTwFghHqoXGuaH+6EhqrhiZMrWCiUMTmQwpHZ0abfqQ1k+T77I2bbIvUlKJz9Efu4SyfU+VJNkBI3CdZtCnUswWrFll9jJwMPJ0TTWaXIa7O45dsQSlYo10G8za1CDQDl+AhQRzAnb0MPNW1AxGTJ/rgKCVnjYpMU6oUXmVrhcN7Hy3s1Y5i/KtUa7e/J0qo+35bbgUr9FIDetHwDHpK+je+Fcr6diBhmqIOcnzY+znG1i13UmtZi+ZbYRlNx2RUpCx1UmZXTk1m3S8r3QOsMNcDIR3G5mVDTxkgiJ4IWO0HTNH0jzu9xLQj1OdMv06Zhz4aSuVxfhYJGnVVmgivUbpxAfIY63dpDza8LORChjm6GWtJUXDMWxzMXqjixuGHunOsWoc5OsLTnwRnghl8Dnvrv7NjNTiDdiLgz3a5bvgPyVu/fCAg1s3wbUr41TWx4eoWqanjpQkAJ3wBbRwH6/PQlhD6h9oO7HwS+ci8LLBLQ5z7w7vub7k7z07tGmi+uV08NIBGTkS/V8PpyEZeNZy1/ZJDBLxLvVT6l7cBsuY5ph7zu6Nw87nvoGObz+lzk9FAKn7hrP5sVMQOFkqk14Km/CJZQl9b0mYxdR8TNZLMaSMVcqZzZ1i5qgCnsy68xhf3yO1w/RaEkNinUZF+NpuuRyLzRNkUKfjaheFKCq8lRoAQopSBqs/SU727PBgvLd6UODO9hu6mlVeDiC46PXS+W72RMhiRxXlWttxNqIjKpYSCe6n3LNxFqp6FksgIkh1iad2nVhFDrlu/8ckDEg2OYK9Qv1fiueTcIdTkvFvAYmGb/CufZHHUvEWqyfPNAMiC4Osdeh275NirUpGgZCDVtjGScz09vVhtigzM4y7fVDHWP12a5XF+Fgrq+xqkg7s4JxFXhbGsPNSdcGZSb7hcq4vqI4TWjEp65wLqoaVOl2fLdJUI9NMPSnpUEI1o3vp9tHseSSPPrR7mmQlU13+OOHWH2fnYIy43FKCzfcUPKt1pj1xMao/KI0ytFFKsNJGIyZm24iWNQHdolZvcG+pZvf+gw94Hr39N005mWDmpCIibjwE72Bu40R60vWgJYRPI5hlPalB6w0gFH5+Zx7+eeaiLTAHAhX8a9n3sKR+daLt5k21p+DZD44fbCV4K1bZ37Mfs4clmTYkIXsTGXqYQDojrLSKj9zYCXBUHsokItarN0O7XX+WlCLc0Wi/FysD3UesJ3d4giJaKfXinisRMr0EilPv+048fwolBLkoSMycaH/qB6BzWArm88dEKgXdRqQw99Sg7q6fRBEWo+Qz1X5ueQ1VPmtvMwQSQskWOzucN72P97bY5adFDrhHr71WYZFWpagBsUUw+VWfSYMVlyN69rhg6Wb1uFupshYASX66tQUNfPW65DyTiJTUsVrBar0PjYBhGutMYdWVEo1LIsiPuVw4yMnljaFBv9PUGoAeb+ItXSkP6cNjy/1trPUJAyeT87BJ0Hh4w98poWjUIdk1FBAlWFc4zWCkYPoPnpq3cMBDJaJRTqPqHuww9EZVYLoQb0PupOc9SBzVcBLYS688KxoWq476FjMJvmo9vue+hY8+wn1SE88BY2NwGwShxeh2Bq63ILYfc+0nTzyia7GLqN+c/yhcaGsU5knPcRL77s6SmaK9TdSfmuGOaQ1vhu+bCH+WkAUDmhTlRX/c95GhVqs9crIhydm8e/+eocAFYv8t4HH8f/eJ3P9roIJvPaJ5u2U44MCd8Aen6GmkLJFjwR6pYuamOCcmow0A5qQH8PnFeHocUzTClejThhu1XV7FVCLTqoDYR6uyjUwvLdYYbaSyCZYVPCbvTLETpYvnNmG8eEboaA2SJiiyhXqBtSHBpkbzPUqKDW0LBRqUNVNTFKllQphDMi4sqfz2WD7Dp9YnFDkNOmfm2DC6hXYCTUkQSTeVSoVVUzV6iLy/qoVogp37QOKMb5eiWApO8Xud07kPlpAFg4xj72CXUfbaC5j6Fd7P+JAfb/7ETbXU+LDup2Qn2Ykr47EGq9isfnIlJtMAUGwOvqDkcK9RMnV9qUaSM0APP5Mp44uaLfaFqHwCHH2Nf9QgSSNRNqPeHbXcddtjWUDPAdqkaKq7gg18pAg5OMiHuojSnfpPK5mTE3QuOLxZhaba+McQtDD3W10R3llRwYq8XmDabHSozY5E886fixvNbfZOySvg0d1AB63vI9OehFoeaLgdYuahqRUBJALBn4DHUqTmMPEmpDvEYwatv3ViHUNHrQZPnebrVZLTPUQIvlmyqzvCR8B7Ap0cHyLaoBaeO4V0LAjMhONI9E5SYt11ehgBPqusyujyk31yNOYHM8zXtls4pCpS72nRMNUqijItRMod6b5YR6aVOEkjXPUPPzbCqaUTQnkA2OjUhGFDzWZm1U9b9v03WfNrWykyyTJyTQjP+mMsxuoE09Hwg04buyoZ9HJi49Qn1pbyVHAZr7WD4B3H8z24X6py8A6XaSdIZXZrVavgE96Xvu/DpqDRVxC2tFYNUk+bOAWkNNimMeo3oAlw2cdsk23e/69zAyagwSIdzzsJ6g7BWqCpzlJMcQSAYAyxuU8O3uBNaW8g0A43wGvHCeLZpcXgTbrLmkTktyZF2PKZOU79VNTko8KtSpzABKWgJpqcpO3n4WB4YealJeo0z4tnNgPK/NAgAya6+gUS1DSaRM7tUMrwGCItHUiUK9RSzfSxsV57NvvIapTaFusSIKQu3x2DXDcDqOhUIFpcHLkFiai55QC1Wz1wk1Wb7NQsku7WUFLZQrdVY7lIorOvkwLsA3WzZHHCDQkS6a1dxYYKMLSvNjZls773shBKwVQzNQr/slyE/+KQDgwvRPYeKX/tDR+TcQCELNzmNeFOpBma1DVjarkLnrIBmTodCIUxSWb8Pz2Zll14zFQgVLfDbZPOW7dwg1wASBck2NJunbY20Wrc8TsRY3QwR2b0A/PjdifFM6gLDYQAk1OTyzk0DW+Xlxq6A3V2FbDbEkMHkNU40aFVNbaKnaECrN7tH2xM/LxjIYTMVQrat4+YL1m7gQlEK9wiphluM7oUF2ZPmmChzv9wvBrrX0CptziWeAHQebvrTisoOa0JbyDTDVjNQYDyp1206w0VYlR/M2pB1e4wzSmo/KLIBtPixT76HfeR2THuoolVc7B8ZZbRyrWg5x1PHCM485ejyvqcfp1oWuEW0z1N2zxjvBGHeH1Bp6PVtHkELdOkPdstALWqEGdNv3emYvu6FbCjWpmr1KqIXlm23saJq2bWqzBpIxMeYpnF1BKdTC8h3ApkRmDJDjADS9u94A/TrHrwd3P8jqIZtgCAELwk3mEkfn5vH8jx8V/3/ipZO4/T8+2p7VEhaIUEtcoXbVQ82EE6NC3eRaomMlog11+jkZrSw2Ooks9cwMtQ3IURGJ5dtjbZZ4/3YhkAzQj891mZK+/Vm+18s1nOVC4LXTARwPIpDsGv+P1YPozVXYVoQkAbNvZp+f/G7bl8/yhO+BVMx0AShJkqM+6oI4Ifu84PL56bUUs6pvOLB8H5kdxfRQypIWS2Bp30dmR5u/QLb4nYeByQPstkQ2GNvWWW733nkDoDS/JsseCbWpQg34sn1XWkPJIp6fNv7sIC3fuVQMyxq/+Pid1zFYvruhvNo7MCQ8rzKVWj3nLJjMa96BbeemqCtqnqHuRle3EyRistiscZz0bTVD3TLbZ1lP4gN0bl5OcSIbOaG2Uah7qYt6oznlu1htiOyMS93yLcuS6HAWG9F2M9QurnOBVo/Jsq3tm7JCxMadkoDlpndUIWAGHJ2bx4c+9ySuUE+K24axYR2AGgZ4KFlNYn8Pdwo1T/mWDIS6ZLgmRE1cSQmvboi05pfm2XNI9UJtVgek7UahgobH2ix9k7flmk/BgBEp1HmJ1mT+RA4S96aHUp6Da5sgAsn2+3+sHkRvrsK2Ki7n1qgT7YSaKrN2j2Qsw0aczFEHp1Czi9RGli3Y1h0QakWW8Im77N8In7hrf3tvMNniP/ht4I3vZ7dNH2a3+4WYn76p7UsUSjbm0vJNVrg2G7yPpG89TZMs32vsY4SE2mj5psRRmhX2qvLlkjGsaPzi43dex2j5rpvMdoWMTg6MOW77nt7sHEznR7FLx+1CybjSNEAz1Cbp8T0GUkMW1p0SaosZakGow1Ooh3jS94U4z8RYPh7YYztCkedPZPim5NAuNHVR9wJqZf1vwS3f60GmU28BtFVnmaV8i80RNwp1wF3eIpjsfNuXmmaon/xvwF/9Y0DrjU5qGr+5TLogCCkADEqb1gGoYYAr1FWhUHvoodbYY6wWWxRqyhyJTKHmlUfVTeybYJ/Tpu1WUKgpA6ZUi+AY9RhKZpmbEpHlm1pRVqVhdoNPy3egdm/gkk74BvqEOljMckJ9/ildgeQ4vUwJ3+12bwIlfdtVZwWWpMoV6mKOWRud1mbdeXAa/9aEVCcUCfe/7wbrHmqqQ9j3Vvb/M0+wgAK/sEj4BvQZaq+hZE0p34BBofZAqFstzEKhHnb9WF5hXOjS8/GrUA+k4lgRlm8fJ+9GjfUmAryHmiuvQdQ0OEQnB8YcV6gnN1/s+FhGxc7rDHUboda0doW6CxsPbqF3UTvLYOg4Q50iQk31JMFbvs/JfOFTOB/MecopRCgZJ2GxpK4yrkWcOG4FsnsrCfG3Mm4e+U6n3gJoCyYzW4CTOuRiVtBr7oIlBvmxY0KomRNLw/9R/Uvga/8cgAZc9x7mOpg+DKT5pk48IDeZC9D4zQHpFACgorHXYxhs7tg0ADUMcIW6CnZ9dOWY4gQ2yQn18ma1ecOEziuRhZJxQl0p4PLxZhKf3AqEWmSLqB3uGQBI6KhtAg3nBN5yQ0xYvkNWqPnxuUpd1D5dgzqhDirhm6+dLsFAMqBPqIPF8G5g9HJWD3Xq0aYv2QWSEa7fzd7Ery5sWIaEBVabxQl1dYiRhI2K875Vch4e3DkoFOtqQ8Mb9ox0/uaxfawvWq2xWg4/KK0Biy+xz3e1K9TLXnuoUx0s36/9vet+TrJZt4WSdUGhNj6fNa5Qj2S9kZKBJsu3D0JN6jTQ3EMdofJqdGC0UgIJejCZdPFYUz+pGYyKXdpll7YeStZy/FUK+uvEiXWvz1ADuvLvOOnbaoa63Gz5Dro2C9A7rRdqaZ3UrkSoUreGkgG9N0dNgWTZSdEZG1hY5hZBW3VWq+Vb0/TFrBuF2mMzgCUGDBtDLcjEJfzb2P/Ah+Uvsht+4l8Cdz8A/PM54De+A9z1GXa72gBMoxrDA43fHJDZJtLTGnOHDUsbpvcLDVyhrsCDQh1nBDahlgBoWN2sCkdDk0IdWSgZP0arm7icK9SElFmdZw+GkgEW2SJBw7iZUHWuUlu6piIOJdPXZP5cTcf4SEAgCnVpTT8P9Weo+3AEUqlb5qjtOqgJkwMpzAynoWnA82fN0zQDSQFVVWH51kZm+eM6P0l9/1W2ULjr0E68/7ZZ3LiXLYD/9jmHM037fop9fO1hxz/TFOd4uvfIbFPaLMAst6tEqN1avq1mqCc4oa4VgWc/7+ox24hPudm+GgXiiizs+BSStsoVaq/zMU2Wbz+WVJqflmRASYiu7KiV1zsPTuP+992AqaFm+/fUUAq//as/yxQ5taZ3KVrAT5+s5ayYMVjo2FcBANUer80CDAq1Y0I9zD52SPkmd8VwCDPUa8UaMMaT/aOco24NJQN6kFCTS0I/526XyiwCZZgIhTrVolBXN/RaRC+hZIEp1GT5brk2N2oY/sY/w6/HjgIAKm/7JPBT/4ZtkJCb7Np3AXtvAxpl4O/vC+b5OARtwh2Q2Drl0QbLXhlEERLUtvuFBr5xWoGXGWpGWiVoSKHKZ6jZ8TKchCGEM2KFuropZqgJ5pbv3iLUtNFcjiLlW4kDMe4mdTFHrW+YGN6/mmYg1OGGktH6clH1n2vTUDW8Ijqog0j45uLX4EykQlKU6BPqoGExR33aAaEGgENcpTazfTfNZfpZuBTOs4u9HEdshIeSOajNAtjM5uMnmM3qJ65kC6p3Xs9sZV97rn0X3BRk+z7uk1Cf4Xbv3e127/VSHXVuufWd8k39nMbdvue/5KqfU8y6xlst39GeWFq7qEmh9kpKcilDyrcfe5GYn84CktRV5fXOg9N45GNvxR/9ymEATGX+9r+8A3det1OveTv/jO1jFHyMZrRZvun4e/0R/U68H3a2+gpmsNjTCvVEzi2htpqh1hd6tYaKTf76hGH5zpeMhDpChVrMUJso1Ks9Zvk2dFCvBxWWuUVAG9rrraFktPgmp0EsrRMZB1gPsjYLMLd8V4vAF34VytwXUdMUfKT6IeSv/0D790oS8LOfBCABz39Rv95GgCOzo5geTOKAfAoA8KjKGjxkScMAitYBqEGjxpyFFY0ItfuUbwDIoNKU8j2WMKy3olKoDaFku0cziBmybrbEDHWUoWSAp+osU8t3Oc+s44A+vhMS6O+4oPK/dXHZc5jl68ubKNUaSMXltg0YT7jE56eBPqEOHpe9GYDE4uF5Z6ymaSJ6fvdIB0JNc9QmwWSlWkOQRF/WOlogjuxFLsN24Zwq1D9+fRWlWgPjuaSYq3jHddOQJOCp02tCibfF7JtZDcfKCaGUewIlfJvavdniPZeMuVbv2lK+P3Md8MAdwIN36HcqrbB+zgfuMO/vbEG7Qt0dQm2szqo1VLFp4HmGOqlbvrUgLN9xdjx2w/JthCJLuOvQTgwkY6irGk4t8wvi9GH20aQazwg/ab1t9SB0/H3tn+t34v2wf1H/V3g09eGeDoLSZ6gdEmrjDLVxMWBI+V43VHAFmvLN3wdrpSobTwGiU6jrVT3UykioR3iFV88o1GYd1Hz2N7lNFGp+/bW0fJs5DRxgPejqsVbLd2kV+B/vBl79JhBL48PSR/EV9XbrDfWdh4HD/5B9fvT/jixpXpElfOptoxiVNlDTFMxpsyhq7DwyIrFzsWkAatDgCnWZFGo31yNZFqQ6I5WxWqyJ42U0VuX3iTNHQBRI6IQ6rsjYM6avRbdEync8YkLtoTrLdAyJNrPSIyKoLiwQoV5s8L+dWmvLc3KKF7nd++odA8G8z8T89KVp9wb6hDp4ZMeAKU6wTn4PAEtSpgvWrhHrUDIAojrLjFAT6VVkSahYnsDnpzF6uSCPTnqoAeD7rzLS9OYrx4WVdXIwhZtn2QLwb593YPtODeohYse/5eKJG6CqwNkfs89NCLXXDmrAaPk29HPKFhsYDvs5xQx1lxVqvTpLFeq0JHlfwOVSMawEQqjZhhNdcMjK3M06KEmScO1O9ru9cI5fVB0r1N7DhcTCoWZ3/LGFbV1T8OHqh7aE5dt1ynejqh8XQBOhplm1gWQs0EV1Vy3fJa5OS3JzWGGvWb5bOqgBgzKzzRTqtlCy2iabOTabhXeAglC4ArZ8r74OvPJN4M/eDpz5Ibvu/NpX8FSCXYdtScpP/RvmHDr3JHNmRYQ7Btla4qS0C1XEsQamkl2eq9kHoAYJPkNdVtnfw5XlG9AJNSpY3qiI42Ukxs+FUZJWg+UbAGbHdNXx+MIGC9GsV/RRhR4j1JFavgFP1VmmGQgR2b0BfWOkUFf0UQIP67KGquHvjrERs9FsIpg0fdFBfWlWZgF9Qh0OyPZ98jsA9PnpHYPJjifkgzNDkCTgfL6MhfXmwA06GeeSMX9JqgZCraeVOlOoaX76J65q3nl/5yGXtu8ryPbtkVAvvcLUnHgG2HGw7cteO6gBiI7RakNlVu3r38N6OM3gsJ/TWqGOdk5JKNS1hphBHUzFPZOSdFzBGu88lHzNUHMFmC9AutFDbYb9PIzjGE+7FAr1wjGmKFrAT/1NWyiZzfH3C7XfxVfV27v+OtnBtUKdyOobCMY5apHyPRRKBzWgjz6sl1oIdRTKHC180qNM3RJPqse6qGmG2sTyHZhVucdBGwd6bZaBfFTW9cYDl+nY60HVYhKExVRjtVgLx4DcFPD+rwN7bkaGd1G35YU0PcYU8BP/gn3+97+j512EjfnnAADSzkMAgLzGCOBn33NFNGQaEAp1UaNQMpfnWU5isyhjvVwXG/3DCpHWiOzegK5QVzZwdG4ej5/Qr9e/89Ax3P7pb+HhZw3jLT1GqNMJmzrJMOChOkvPQDAS6mgSvgFDNWpd1dsFXLavHJ2bx+2f/ha+8gxby3/75UXc/ulv+e99F5bvvkLdhxvM3sE+nvgeoGlNHdSdkEvGcOUkO/E92xJMZhp44AVNhJq98St1VaiCVljeqGCOK3W3XdFMqH/u4DQUWcLcuXWcWHRQM0PBZCe+yyqT3ILs3jtvAJT214Mqs8ZdBpIBQDapb3pstlZnWZYq2UPvoeaPTWpb5JZvfZd3jZOSkYz3xZskSagk2BybVC/pxNgtSIkUhLo3wrYOcIX62Hn+9xq5jKmHjaptMJmf96rprFjbZgU7ddPGcbdfJztMckK9VqyJjRJbSJL5HHW5XaEOcn4a0Geo10o1YHQWgMQ2v6LogBaVWS2q5iDvoq6X/He9BwETy/d2CyVrU6hjSUDh1t1KQf87ubZ8B6T0U+7CwjGIa1Ztk6lk7/xDQZbEeFOn5ORb/ikwtBtYPws89v/6e25OMf8sAOD1ONvYyoOti5TKWjQ/HxAKddGrQs0JdYZ3aVOWzpDMxZKoAskMz2V9fQ33fu4pkUFBuJAv43e/9Dj7TzwLyL11Teme5du5Zdr0uhRRwjegjySUaw29XcDFNePo3Dzu/dxTmM83i3kX8mXc+7mnvJPqzSU9Y6dv+e7DFfbewmZj8qeB1ZOOA8kIVnPUoprE75wazS0bLN9A52CyR15jb8xrpwfb0jVHswnczkn215ykfU8fYkpMtaB3SbvBGU6od7fbvQFghc9Qe1GoY4osdqLFzn12AshN6qqVkmT/d6hAtCmuXZuh1i3flILuNeGbICdzIrTF84K/dYa61hv9yvt36gq1pmmM7E0zxcRujtqPYpcx24mnTbBYmi2Idx6Cmp0U8+vdfp3sMJSOI66wRT1tdHWEWRe1YbYvLEJNj1esNlCREoxEANHYvq3mbmMJfTHWC7bvvuW7vTYLaJ6jJlXIheW7XGuITW3fzgvKXXjgLWiqvFo/B3zhvSL3g9ww7RvHLYingZ/mSd+P/KFpr3XguMAU6hdxGQBgTeMKa2v6f5gghVoQam8K9WSKHScLPJgxJ3HC0gWFej2/alqCpgHIgW1saxE755wgesu3B4XabENMKNTRWb7LtQY0uo44DIttqBrue+iY5bEBAPc9dMyb/ZvU6eG9rkIatxp6dxW2lZHI6nO9J76LMys8kMwpoaY56pakbz9zmQKa1qRQK7KELD9RdZqj/t4r+vy0GVylfcsKsO8n2edebN9EwmkWuwW65dtb4EeuNel7aAb4yBzwD/kMmaYC/+w5drsDUE1V9wm10fLNE759KNQAMJCOY0kkffsk1Pxk2yuW7ysnBxBXJORLNZxb4yq6gzlqU+uXQ+iWb8PCgSonbvzHwBt/Hfjgt7H6wR/jAtiCPaH07qlckiTvSd/GLmoDoQ6jgxpgGyA0TcOSviMMJhMKtUlysbB990DSt7GHmqMQtFW5x6Fbvg3XTCIh5XVPCjW9hpKkjx15hsPcj6zYvHMw8nXgbmD3m9i5+uHf9ff8OmFzSRCRp6tsU4ss39ES6maF2rUTiF/PJhLNa6ucRJkhERJqTt6TWsnyLkSoS1K44VleEEQPdUPV8NjxZXz1mXN47PiyPTlMGt7PDmE66hWhQk0ZPaoGqGl+7nFo+X7i5EqTMn2ddAL/M/57uE5ifEEDMJ8v44mTK+6f2MKlPz8N9Al1eBBz1N/VO6g7BJIRDhuCyVTDGz6QRUvhArMOSopYpOUczFFrmqbPT19prsr+zIEpJBQZr1zcwMsXHOzqee2jLq3pBMMkkAzQQ8nGPCjUgEUXdSwJDO1iCxK1pocIOYBOELsbSma0BK2V2GvkNeGb0NxF7ZFQ01xevHdCyejnXzHJfjdh+3aQ9O2nNktYvmuGY+/Uo+zjZbexj5IkulETigw57LRbnxDBZH66qEUo2WBoCrUiSwb1MeJgMkGoTUhYrwST1cq6BbIp5TvgMK0eh275tlCoRSiZiw5qQ0aK7/ezw9yPtgBOO0gScOen2OfPfh4492N/z9EO3O6N0X04tcGuARRK1rTJFjY4od5seA0lY8+5qSYLQJpIbRdCybKwPgfnJHYdrig9SKhpo9mjQk2zwe998HF8+AvP4L0PPm4/G+yyNqtuqHJscpgU+ONHQagN66V6mrtjjHWvNlgoNNu871a+j1uVY7hb+b7t/Rxh8dKfnwb6hDo8zBKh/h7OrrCZ4j0OFeqrpwaQiMlYL9f1uh7oi3RftroVHjoxvIeV18NicdCCVy5uYKFQQSou442XjZjeZygdx1uuZoush551oFJTH3Vrx3MnnHuSfRyZbVrUGeEn5RvQd+7bbPBKTLeBrp5y/Hg0E5yKy2xmnBTZZLTWKuMM9WpACrUx6du/5bu3ZqgBwxw1BZORQn3xBctgMj/1N20K9eayfkHac6u4Xze7ut1CBJN57aJu1JveM4JQ+zx2zSDmqKNO+raaoQZ6h1CT3VtJNCWRi3Gk7aJQi9osg/IoLKLGUDIXhNpHkKE95JaPOrJOQsmMmLkRuP5X2OdHfyu8kDxu98b0IVzkqlleWL7XwvmZZuCEmjYvvVq+R+PNCnVKJUIdpeWbEcSMVIEM87wcUqiliNclTmDq3HIIT7PBLmuz1g3r56aNxQgt38mYLBxW1SR3Ojm0fE8OpDCDRRyUTuCAdBJ3KY8BAO5SHsMB6SQOSicwg8W2cU9H6CvUffjCzI1sd7K4jFz+FQDOLd9xRcZBvoh/zhBM5qfbVsBg9yboSd/Wlm9Sp980O2a7S2u0fWudLraD08DkAQAacOLbDp48xxlu995tbvcGgCU+qznmIZQMMHZRm5y8qRfWA6FOxpRmC1G3CHVdFSnfQSjUy2T59qpQC8t3b6V8A3rS9wsimGyWOQsaVZ3otqDgQ7HLxFtmqE+zCxsmrtWTO2F4jXp4fpowwS/Cjgl16wx11aASJAfEuELQCrXxMZsJ9XGb7wgIdlVLvUKojXZvQ9NEIajAzC0C2jjYqNZ1F5mRUG/auA0sEMhIlxGU+7HzkMhdaM39oLyG1oAqW/zUv2Ubn2ceB17462Ceayu4Ql2ZOCieW54r1JoLZ5hv8BnqCijl263lm13PhmP62ioRkxGv8+DWLoSSASx13AwD3Io+NGwydtJleA0l8zwb7LI2izbEsgkFMRrBqmzobsSB8JPpJUkSa6Zqgm9KO1yTHZkdxaOpD+NryX+Nv03+NsbAfu9RrONvk7+NryX/NR5NfRhHZl0eG5q2LTqogT6hDg+xBLCXqUlvwvOIKxJ2DDrf2aE56mcMwWSBXHBNCLXeRW29S/093j/9Exbz04S3XbsDqbiMU8tFkQhuCy9z1JTwbWH3BvRQsjGPM9S2O/cjl7GPLuYZ9R5qWVfdEgOmCeVhwjhDvboZ0Ax1ymD59qxQU8o3DyXrIfV1f2vStzGYzGKO2o9iZ7S2aZoGvM7t3ntvbbqfCG7rARW/E/TqLId2sdYZalrUxFJALBGa5dv4mM0z1McB1b4FwTe4Qq1mxtrn/HqGUPPKrBZnUCCbvVsIdA3WNKBA1wizULKsyeaIBUw7bP2Acj8++G2Ru4CPzDXlfmRFo4CLudShGeC2j7DP/+4TzV3xQYFXZi3lrgYAxBVJhJJpXVCoyxqrloy7zargM9KDiu5kGkzFGdEColWoY0k26gdGqFuHCiQYFOoeDCXzavlunQ1uheVssMtQMtP3L9m9EwORVaTSpk9FKNTO1mSKLOHZI/8BNY19P+2X0vRJTVPw7JH/4L5itXCBrXklGRi/yt33bjF0f7V6KYPPUd8mv4BdIxlXB+Jhk2CysAg1LYKsUr7LtQZ+yDsL33yVfap1NhnDT13L0l8fchJOdgWfoz7+LWf2MVUFzvLZLQuFWtM03fLtUaGm2bKCHaH2pFDLXZufBppTvmmG2m/K90Aq7t/yLXqoeSiZSPnuPlkkQn1urYQ8V0Y7zVH7qc0ia5um8TA7K0LdQ5sOneDe8j3MPpJCbQgkAyzqSQICvR/WSjVGZOU40KiwyqAwwQn1v/jambY5v+8u8PyNbndRk+XbEEhWrasidHG7EOpUXBHvO+HsIkK9saA7blz0UPsJMrRELKmvjCWJ/d+AbGv4plPc+n8yC2v+NPDYfwnimeoor4vRtDNJ5hDZO5YVM9RqMfqU7woSSHk5z/IRppxsINTpGFAlhTpCQi1JgsD/h5+/HFNDzQLP1FAKv3SQX8d70vLNjlW3lm+nM79t93NZm2VemRVdBzWBcnKKcb4p7WJNdujtv4Efve2Lpl/70du+iENv/w33T4hcfKP7gLgHu/gWQu+vxLYy+Bz1Efkl7B12d5Gk6qwXzq+LgKZCSJZvXaE2t3z/6NQKKnUVOwaToiPbDndx2/ffPjffFKpmij23siqgwrxuC7HD0svsBBfPcLt4OwqVOmoN9nO9hpLlzELJCMPuLN+apom/YSqudJlQt6d8++mhBthrteTb8t2sUFcbPJSsB9KrB1Nx7B5lz6ttjvr806bf4+e9mjZsIpQKK8CF59l/9t7WdD+yfHc7uM0JPKd8k5sjQkI9xDdB8sUqayOgc2XIc9TlPCOrr240Lzou5Mv44FcuQOuFLmrTDmr9upHbJqFkgO4+EdVZRKipllJJuiJMgXVQu0CGX+eKTkLJjEhkgLf9Dvv8+38AvPp3wJ+/Ezj3lP8ndXGOfRycwZkKI9E7h9Ooxfn1sksz1K7t3oCwWYuaLJBC3Xw+iwz8ePyJvRk88rG34vMfvBn/6VcO4/MfvBmPfOyt2DdI4wsRPy8H8Gr5djrz23Y/twq12YZYhAnfBFH5GhtmNxSXXG3C3jrevLFA33nrPufjK01Y2B6BZECfUIeLHQdRjA0jJ5VxS+qUq2/dO5bBUDqOal0Vidn0hvUc/KJp+sWerIwwzFBb7FJ/X9i9JyBJnVX2O66eRC4Zw7m1Ep4+02E3OZ7Sk4uPO0j7prqsnTdY2qVX+Px0JqF4uwiiA6EWCrUzyzcpiUCrQh39LjDtXlbqDazyGerhdBAp335DybhC3TpD3SPzwfocNf/b7XwD+2gSTOZXsZNlSVwUG68/ziraRi9nmQMG9JKK3wmuU75bZ6gNCd8AQqvNAvT3A5H2KOaoGw0VcplZDle15sWsBqCGGBbALXzdtH2bdFCTcyqXjLm3A25htFVn0fmcNq2z401z5p0QyIa5S5Dle9NLFdHBXwRm3sjO3d/8beDU94Hn/tL/k+J2b0xdj4vrbHE/NZhELcEItVyOvjbLL6FOG5K1B9NxXaHuEqFGZQOKLOGWfWP4+cMzuGXfGHvvdovoO0DbKJRDHJkdxfRQqs3iTpAATA+l2meDXdZmdbuDmkDH6YbCN6XVur4x7QSvPwIAqGlsDSLJMeZIcuG2acI2CSQD+oQ6XMgyXk4fBgDcUH/O1bdKkqTPUXPb97qPKh4ALO2vusFmGWgmD51Tvr/3CtVlOduhSsUV/Mx+bvt+1qKSwAg39Vln+Pz0buv56WU+P+014RvoYIUjQr1xQa97sgERH4DPuxI56KLlu1QNroc6lwqgNqvAZzO5AlZp7e3uMvZPs7+VUKhtgsmCUOzI3qac+QG7ocXuDWwty/ekwfLtaDHUOkMdqeWbh5IJQh1+F/WPXzmNBNi5ZgXti1kNwOsqP/92s4uaZqgNlu/tVplFaLtuEglZ5ZvWZuFyNtAVruheR9N6SKdYP8tmswFg8WX2ce7LLFfi/NPeN36oMmv6kJh9nRpMQePXS7lRZvVtUYD/nIoW97a5ywl1ytD9PJiK6eezKC3fhucjRqxasQUINQCxYe0EiizhE3eZkzki2Z+4a3/7ZqAxE8HBNYuuSU0z1F1QqGmDvaTG9NA7py06mga8/HUAwG/VP4B6PMcI+S//96bsBVfYJoFkQJ9Qh44f4iAA4PKNJ11/7+Fd7ALyLA8m8z1DTQrL0K6mWSq7HuqF9TJeulCAJAG3X+Hc8vHOQ9z2/fx8e3piK2iO+vUfdCaopFDvsk74XhYJ394CyYAOCnV6RN+9dLBoILVVkli4Si9YvtdKNUHIRnxsPADAgDHl2039mRH0OvJu016qzQIM1VkOgsnWA1DsyN6WPPc4u2Hv7W336aUk9E4ghbpSVy2dME1om6HWFeqaoe8z9JRvIJLqrPzKBQBAUUuiDPPz1hmNKwTdVKhNLN++nVNbFG3VWXRN4Kqmm8osIIRQMgegeki3NloAwGeuA776oebbNpeAB94CPHAH+7oXiMosXaHeMZSCnBpEQ+PnUzeKmx+IGeq4cHe5Ap+hTqj6BkCp1oDWjVAywECoN8y/Ls6zPUiojaNQLoPJ7jw4jfvfdwPGWzJ1poZSuP99N+DOgyYJ3OQ4UWv6e9oGprV33SDUfD1Qrjf0UESnQseZJ4DVUygiha81bkFxN6//fc1FaLARmgYsvsQ+7yvUffjFN0psV2Zk5VnrXUELkEKtE2qfF1yT+WlAJ+gbJjPUj7zG3ogHdw65Iqi3XzGBoXQci4UKfniyA8kav4pZYhoVRqqtUFrT35y2Cd+cUAeiUJucuCVJr85yoBaJDuqYwizzXSTUtHt5ge/8xxVJ2P68oqmHurbpSLUHwIjB+acZIaUT/pkfAuefwRX11zCDxZ4hixRM9trChiCyVsFk+oXVu9KUSShIo4z0Il9c2irUvbHpYIdUXBHnGUdz1GKGOs+CCMl2lxps6v4Ng3wIQt1q+V56NfCfRZiKsfeMmTpNOCsIdRcVapNQskIXZn97AYNCoW4h1AQXlVnscQKuzXKATNKH5fvuBwG59bnyzXM5xr7uFrWyfo2fPoQLnFBPD6WQTSVEdZbYaAsbwvKdcN9BDQgF+tT8grjp4RcXsLC01PT1yEBE2ZJQk0Lde6FkiqxXQrlKpee48+A0Pn339eL/V+3I4ZGPvdWcTAM8IJU2cDrbvk03xLpo+S7XVN2m7bCLGs99AQBwtHETSkhBu+pOdvsrX/f2ZPJn2LEmx5vGTC9V9MZq9RJFqdrA0xsjOKuNQ1Zrep+sQ1zPg8leW9zAerkmlB3PF1wrQm1Tm/V9h3VZrUjEZPzcwSkADmzfkgTseyv73K4+6xxX+Udm22pbjFimhG9fhNqmNgtwlfTdNg/cRUJNu7xkpRtKJxzNxdshl4yhgDRq4Mel093Qz1zHlIwH3sJsRQDbIX/gLfiy8nE8mvpwzxDq6aEUhjNx1FUNr17kixERTPZM0331hbF3spdJKHiD/BpkrQ4M7moa0SBUai3HVY/DVdI3zVBDYyGEBisiWesGQprZpZTv9VZCvXZaKFZBY/8QO2etauYLbAnARmqn/jy6BaFQ6zPU260yi6DPULdYvgluFWozhStk5LyGkgHA9e8B7rEY07rnYfZ1t1g4xq4F6VFgcAYX8uz9tmMwhcFUHHktakLNfn7Z4wz1D88yq3e80axwprkF/HunI7KuEzpavvWNy16EmKP24qgAsLSpn78bqmZ//ZBlV8Fkee7UGeqy5ZvS6Cv1hr6p5yTbpl4F5v4XAOB/NZgjLnXtzwKQWDBq3kPLxQLfHBu/ElAu/evD1liJbVGcXS0CkPAjbvvGie+6+v6JgSRmhtPQNODx48tijMPzBddSoTavzVJVrSmQzC3eeT07iRydm0et0WHmRdRn2cxRn+F2b4u6LEIQCrWwfFvthLpI+i63zgMToe7CLjAtCoiU+E34BmiDR8KKsH07JNSmCgdDTVPw4eqHekZ9lSRJBJMJ2zcp1BdfABq6ahpEWm86oeBNMr8YXXababjRVpqhBvSkb0fBZLGEqFBDaa2JUJNyPBTAsWsGMUPNQ/uQm+SzaIZQx4Ch8ECyFW3QtB8WAH76Vu7K6RahrpX1CpmmlO/oldVeQLtC3UKo3c5Qd8HyTRV9rmuzwoLB7l1taCIPZWowhVwyhjz4hlNUSd+kUGsJ14S6oWr44x+wUY6sZCTOGrK87/n3v32u80hckCBCXemkUPee5RsAMjQf7NLyTVhY1689q8WazT05XFRntTnTamVRhRhtyrdRoeaE2onI8eo3gfIa6tkp/EA9gGxCQXJoh77efuUb7p/MwjH2cRvMTwN9Qh0qzqwyG9+r2RvZDSfdEWpA76Mm63VckbwvoDtYvlsV6pcuFLC0UUEmoeCGvcOuf9zNl49iPJfAarGGR1/r8Ia+/A4Wlrb4kvVO2FkeSGZj9wZ0Qh1IKJlFUJubpG991pVfkIV9tXsz1IQRnx3UgL4hs6RSMJnDOWobhePd1d/FV9Xbe0p9FXPUFEw2ejmQHGKjCobKt4IID/SjUMfwJpk/pondG9halm/AZxe1YYY6zEAy4+PmSzVW+ydJ4QeT8U2oK2f3iteJQHN+Rw4fZjd0q4ua7N5KwuAgMCwkIySCvYABMUPNrxGtqp7LVNxubEzQDHWlrqLeadPb9AEm2IaTcT4yM+E9EZgSvqcPYaFQhqax6sTRbAK5VAxr5OCIQqHWNHZuB6V8u7sWPXFyBac32HZYxpDynUYFisTevyfWZTxxciWgJ+wAZDHvaPnuTUJNCrWnmX80b+auFauda12NwWQd0LYhVuDqdCytjzBFAGM1qiDUTkQObvdenn0XVMh6to6wfR91/2S20fw00CfUoeL0MiPUixNvYjfMPwcU3Z08D+1mpOsRrhQPpuLeLLrGyqwWQk2hZOstM9Tfe5XZ+26+fMzToj2myHj7dWw+paPtOz0CzPCNBzPbt6oCZ1lgVSeFemmDnTSDCCWz3LkfmWUfnVi+a9RB3X3Ld+suexAqH71Wy36rswC0npJ6oYeaQHPUojpLkoBpPpNlmKMOIq13INbAGyRO3lr6pwlbKZQM0Hs+PXVRGxZ6YVZmGR9X1YANcqiEHUzGN6F27tyNv/h1/fx28+Wj+pzf4AzbdKyXnc/EBQmye2cnmhwT69tVoebHybrVDPUWsHzTDDUAFL2ofkMzwEfmgHt/AOzgIWQ/+XHvicCU8D1lDCRLQpIkDKRi+gx1FKFkhvEOL6FkC4UyNjV2zsugDJovz4H9XqomoYgkFgoR2r4FoTaxfNerevhWjxNqr5Zv42utau1r3ja4qM5qe/+u8zXv4E5X9Xl+QWu8Ss2F5bu0KhTo12feAcAgtlz9c+zjie+6zoESCvU26KAG+oQ6VJxZZbae4cnd3PKgsa5GF6A56hNL7ED2vGgprnDbiqSTQQ4RSlapN1XafP9Vd3VZZiDb9zdfuKCHOVmB5qjN6rOWXmbPP54FJg/YPkyglm9LQm2wfHdQi9qUxG4S6pZFQRCW70xCgSQZApW8Vmf95G8DOw+hkZnAsjaIhCJD7qFeW6rOenG+oO9sm8xR+w4PBHBV/VUkpRqK8TGdzLVA76HeGqdx1wq1sYs6QoU6FVfE5leebIHjV7KPIRNqZEabNvEUWdLn/GIJYKCLc9Sig3qy6ebtOkPd5uxqDZhyEUpWNyTXR6n0J2MKa56Ax+osgDWGSBJw4OfZ/1/6W2+P06iz8RmABZLldbs3wK7Ja1HOUNf1qqsK4iLQ0ykmB1Io8cT+mKSKWrysxB53EykAkthojARJG4XaeFuiNwl1Js7ec54t3y3Xno62bxcKddsMdRfmpwGD5btuCCXrtCZ74SusAnTyAE4n2HpDKNQT17AMl0YFOPEd509Ebeh1en2Fug+/OLPCFOrdoxlglsfPuzkgAVw3MwQjp/BsI13hlVmDM0C8+QROCyFNg7iol6oN/Ogku2h5mZ8mvHHvCKYGUyhU6vjuyx1UFeqjPvEd9mY0gvqnZ24AFPtNhSAt35vVhrktaGg3AImlWnewOJdrLUpiD9RmEYKwfEuShFzSkPTtRj2jDaZdR4C3/Cvgg9/GmX/0BC5gDIkeU173TWSRiMnYqNTFOIdZ0ncQit01FWZ9PDN42HJ3e8tavjfcWr7XmlK+ieSGRagBYDjN3hft1VnHw/mBglCP6SQewMpmy4KPwum6kfRt0kENbOfarBaFOpYAYoZrqwuF2riJErXST533m16CyYzY/2728eR3XTvxAADLrzISm8gBo/tEwvcOTqibFOpICDU7T6mQUYfi2vJ9ZHYUQ4P6NT7Dleks/7iBNKaHUjgyOxrQE3YAu1Ay2rSMZzqusbqFlF/L93rztYfWitY/kGao3aR889dOJHxHTKhjRss3z3HopFA/95fs46FfFtkhQmyRJOAqrlK7sX2vnmKOh1hKH5G8xNFbK9ZLDKeJUI9kgMuJULubo84mY7hyUt8t9J/wPdv2pWRMRoyzdpoZ/uHJZVQbKnYOpbBvIuvtZwKQZQnvvJ7bvp/rYPueuZHNpJbXWJ2SEQ7npzVNCyTlmxRqwMIKF0/pJ8oOtm9BfC5RyzfAEpeXBKF20UX9LJvbweH3so+ShIrGnlOvWZljioxrpth7UQST7XwD+3hhTgSTBWHdnC0y6+OJ7CHL+2w1yzcR6oV1hxbHphnq9pTvMAm1Xp3FF1xhz1ALQj0ufj8AWG1d8AlC3QWF2qSDGtjGtVlpCiUzKLtG27eLUDLalEjHFcQjHnPJCpLiM5hs/ErmHlPrwMseanZofnrHQUCWcSHPlNwpQajjyIsZ6jV/z9UJuP25LicASK5DyRRZwr9+13XiekZz1GT53tRS+MRd+0NpKrAEuSjMFFfatOxRuzfgL5RM0zThjiL3ogietAK9Fh0s3+VaA1W+zhvsskKdFKFkDi3fq6d4A5EEHPxFscnQJLZcTXPU32Djl05AuTLjVwHy1tj094utsRLbgtA0DWe55Xv3aIbNQUoyU4pdxs9ft0u/SNcaqrdUSItAMgBiPgnQF0eU7v3mqyZ81yq98xA7oXxj7gL+6skzeOz4svnvoMT0jYdW2/dZXpnVYX56s6qf2MZy3gl1Ki4LZ4ClFc5h0jcRn1RMYcp7lV/MutJDHbxCDfAuakr5dmr5vvA8cHGOhRwd+AVxcy8TRUr6foEI9cgsW0Q3KiKAY91vbVajjl0Ftrh8OWlHqLdmyveSY4XafIY6H0EIFm00CXI7ygn15oK+IRYkjAq1gVCvFKtNYzhdJdTC8r2j6WY63rer5dvYiy4W4HLc1fk9iGYAr8h2ygtxg/3c9n3sK+6/15DwDQAXuJo4NWS0fEcYSsYV6prEzltuZ6gB1n0sJZkgkeFJ3zmJCS3jY2PWHchhwW6Guoc7qAkZMUPt/ljNl2qo8uC9q3aw92lHhTrpTKGmc4AsAblEq0IdXQc1oK8Hmnqoi0vWo4nP/RX7OPtmYGhG2OCb1oZ7b2djABsXgfmnTR7EBIucUE9e6/ZX2LLYGiuxLYjVYk1coHaNpJnasvMG9kUXKvXRuXl884WL4v8/OrWK2z/9LRyd66D2tsKGUAPGYDL2nPX5ae92b8L8WgmKBFQbKj76pefw3gcft/4dzOqzSmt6WuDMG21/1jJfrKfisrCyeYEkSZ0XGg67qJsUauOJuQsXrnQ8+BlqANzyzReTTkPJSJ2+6s6mFEz99eq9Xc39rUnfsgxMc9LL56h9L47nn0VCLWFNy+J1ebfl3fQZ6t57ncxACvXyZtVZonCXZqgBYJgUarJfpwZ1IhmG7ZveMy2EulrXZ2vZE+umQm1u+dZT7beZQm2wfItNDyLUmTFXQUS0IO+GbT7jp4u6FQfezT4e/7Z7FZkCyfj59GKeEVAi1NFbvtnPr0mMWLi1fBMSaXZM/MG7r8R/+pXD+L/fugsAMDwcXfKz/mTsLN+9nfAN+LN80/z0cCaOHYPsWrTWaYbaoeV73dDsIXJfujxDXakbUr7VunmQn6aJdG8c+hUAumo/mjWci2IJ4AqecfSyQ9v3Qp9Q9xEQaH56x2BStwqR+uqwPuvo3Dzu/dxTguQSLuTLuPdzT7kj1R0I9UBS76K+kC/jlYsbkCTgtivcdWm24ujcPD70/3sKjZbNMcvfgYLJzj6pX5DPcXV6ZLbNbtiKZRFI5j3hm5BzXJ11yvZx9BlqRVe34hl2kooYrba14YAU6oFUXE/5dqJQN+rA83xn9NB7m75EDoNeSvgmiOqs84YLLBFqPkdd8KtQv/4oAOBH6jXYrFm7UYSS34OvkxlGswkossQKBzopA4C+ybKx2JQ+G6Xl20huQ5ujbhgWO9lmyzfQYvvuJqFe5i0RLYFG2702q9bQxCagINFEXBxCV/m7oFBzkrLp1/INABNXsxAjtebO9q1puuV7ihRqTqgNM9QilCzClO+axI5rt5ZvAX4sXD8Zw88fnsGVw3R7F4irXSjZFiDUfizfND89OZAU656VjpZvItT2oWQUSNa0id7tULKaygID6TgzG8U79xQbY4qlgWvvAqBfm9vWhqI+y+H7emF7VWYBfUIdGii0aPdIRr9x1jBH3SEZuqFquO+hYzC7F91230PHnNu/OxFqg+Wb1Onrdw37IlyefofhPcDYlYDWAE5+j9125kfsYwe7NwCsbHBC7cPuTch2TPq+jH3spFDXDNZcItRdslXFFblpZms4KIXaaPl2MkN94jtM8cqMAVe8relLgij2YHr11VODkCS22CM3hJijJoVazFB7XBy//gMAwOPqNbYLh7bZ/B6HIktidq01bdUUNEOdP6PfFhGhHm61fAPhzVGXKMBJAtIjzRZitGw+GAl11F3UeR6EZgjgU1UNhcr2rM3KJmJiLEj8zUg5rTvMCeBo67CNEPp1LgCFGjDYvr/q/HtWT7EWDyUBTFwDTdPaQslyyTjWwAihFqFCXYU/hRpxvgas8iDLCiez3SCudj3UwgXUw4TaR20WVWZNDqREvk7nGWpntVltVY6Nmu7oidjy3dRDDRi6qE3CYimM7Jp3iL87qfZtGURX/gwAiY3q5c/ZP4lGDVh6hX0+sT0qs4A+oQ4Np40J34Tdb2KJdxsX9IPNAk+cXMF83vqirAGYz5fxxEkHaZrFFf1CbxJKBjRXgHyP5qd91GUBPn6HVtu3w0AyIJiEb0LnLmo+Q90hcZeITyquGNKKo5+fJqQMM7dBzVAPJGNYJst3tQDUOiwoyWZ08B+0KfVNGxA9hlwyhsvGmOIgbN+U9H1xDmjU/S2O1QZwmhHqJ9Rrba1tW22GGgDG+UbXQ8+dt85SIJBCTWpsPAMocUFyg9oMMgNtJDYtuMLqoqb56fQIICttCnWTijK0K9ou6rXTLCDy/DP6uevUI+z/559GcfGk4PXbbYZallm7wQwWUTn9FHtNCtxxtbkkXiMnboJuWr4DCyUjUNr38Ycd9fcC0OenJ68FYgmsFmvCqdSU8i1qs9achyN5Bb+GVRCMQi1ILH0ktThKOLJ89+4MtR/L90WDQk2jbp1nqJ3VZrVVBxYuANBYloKL+rwgQLP+ZXLNEKFudQ42asDcl9nn3O4N6NebtutrdlwXtTqlfa+cYC6VRI434mwPbJ2V2BbDmRVDIBkhnmKkGug4R20soPd9vxVu1RuYtrSi0YV8vVTDIwHNT3v+Hag+67VvsYvm2R+z/ztQqINI+CaILmqrhQYp1PmzIuHZDE0hW11M+CYYFwZBqXy5ZAzryKIh8ce2s31XCsCLX2OfG07k4ss9XgdFwWTC9j16ObNV1ctQF14UGzCeFLuFY0A5j3osi2Pa3g6E2jBKsAVwdG4exxfZQu6/fveEfZYCoM9QV5sVnSgU6sHWGWogfELNU6HX7CzfSlxXPKKwfX/mOuCBO4AH3gLhKyqtsf8/cAdy9zN3RiImeyccWxiD6TgeTX0Yu7/0c+w14TZhNCriNcJnruv4OIUuWr4zQSvUk9cyl1mj6rxmp9XuzTfix3MJUZ+YSShYl9j6RYLmqMrIF+rNhNrzeZbWXDVSqDk5a+0tjwL0MxtVoN5CJi91yzdfZ04MJkXHcsceaqcz1K3NHsLuPc1yViKEmKEWCjVfx7dm27z2MFunZSeAy38SAAtT1meoTdbQwvbd4X29cIx9nLg68t+/m9g+v2nEEB3UI+nmLzico54cSNl+3dX9Oti9AZ08Pn5iGavFGnLJGN6wZ9jRc/D13Mzud9ltzPqVPw28/LfMChbPskqODiAb7lgAhDqbZCemDauFRm4HcxxoarMttQVlM8t3DxDqdFwJbBHMQu0kbCrD7Aa7YLJjf8P6Rsev0oP6DOjllG/APpiscuYpf4odt3tv7ngjGlBs00x7WclvBeVBiFlTDts8iHRLaE9yALWGKjYZoggls5yhDtJubQgkM/7McZ6K3qaiRNlFffeDgNxK8vjvLsdw/q1/BKA7RLAXMJiK48PVD0GVLH5/OcZeww7oquU7aIVakvRwMqe279ZAsha7N3tYCYlkBiWNX9vDtn3zzRGqvfJs+W5VhQVx7aJCDbTbvok0pnpXoU77snyTQp0Szry2WsJWOKzNatvk7VLCN2Bi+ab6vtY1Gdm9D/6i6B3fqNRR44FHpu5FItQnvmvuciCI+entE0gG9Al1aBAz1EaFGgBm72AfT32f2TstcGR2FNNDKVjlhEoApodSODI72vnJ2HRQE0hNe+Q19qa7Zd+Y7z5Mz79DIgvsuZl9/p1Ps48zN4g3vR1o8TmW8x9K1nGGWpIM1VnWi1t9JljpCUJNM7dBJXwD+oZMgQi1nUL97OfZx+t/2TQJV4SS9ShRJEL9gjGYbOdhAED8e5/EddIJJBSPit2pRwAA5Z3MyeLI8t3jM9Se8yBohppgSPgGwrXHms5Qj1zG7NbVArCxENwPI4WaW/PoZ86Os2vHauucHxFqm3NOYLj+PcA9D5t/7Z6HcXY3C7LZbnZvwkAqhq+qt+ORO75gfod7HmavYQdQD3U3XsdAa7MINEf96t91tMsCMFRmMUJNo2JTg82b7YMpfY469GAyrlATgfdv+eYEhIhsN0LJlDigJJufB2ELKNRp3tzihVAvNlm+HSrUDkPJRKgghZJ1KZAM0J0UJOSYWr7LeeDl/80+P/TL4mZyZKXiFuuXyWvZ9adRsXfZCoW6T6j78ImGquEc76De00qodx4GkkPsgH7wrSxlzwSKLOETd7F0vFbKQf//xF37mwKmLOFAoabFKe1O+Z2fBux/B4Ll70C274vPs48O5zBCsXzbLTQcBJM1zboKQt2dXeCGqqHB/8ZxRfbWaW4C2pDJSx2CydbOsM0kgBFqE/T6bPABbvk+sbihX9j5HHVs4wLuVr7vrTJL04RC3dhzKwD7hUO1x63xBM9ZCskhNJ05DIFkA6mYs3OfRwynaYbasOCKJXUyG6Ttu8h/7wzbWKTfkWb1VzZbFn3dTPoGYFw2rBv+HtsRpCjrZFRu+egM3awey3KS4mUu1RI7DrLu9kYFeOUb9vctXOABThKwg7nQRML3UDOhZl3UEVVnCULNXh/PhDreqlB3MZQMMCR9tyiMW4BQk+W76MPyPTmQxEiWRnqqeuWdGUj4qBZsBTBry3f0hFoo1HUby/exv2HH9/hVegYMDBlEVtk6kgRc9XPsc7u078W+Qt1HQJjPl1BXNcQVqcmyBACQFeCy2/kdn9FtFya48+A07n/fDW0XlamhFO5/3w248+C0syfkgFBnks0Xi1v3BROkYPU7AMBvvHnW+negYDJCacX8fgY0VE2EwS0Wyr7JoqOdeyeE2tgXLGxV0SvUR+fmcfunv4XX+Wv0+krRW6e5CWhDZlUkfVsEJj3/Rfbxsp8Ahs03SXp9hnpiIInxXAKqBpx47UUWPBTTj++7lMdwY/y040AigaVX2S5yLAVl140A2MLB6oLf69Z4gucsBVlufp9ElPBtfPy1Uos6HMYcdVG3fJdrDbFRMjvBFuJttsSoCXV2QldqRvcBOw8BuUkgO4FCZXtWZhGIAC9rQ+w12XkIeOcfNr1GTtBNyzdd+203jt1CkpynfdP89PhVQs29aKFQ51IsqwNAZJbvclCWb5qh7mYomfH5tBFqSvneCpZv98eqsHwP6pbvuqGlwBTGzQWzZHSOfGt1YIEIdTcs3zRDzRVqCkUzrsmId7S4BFdFIJmNIHU1zVF/wzwYsFbWqyW3GaF2vR06NzeH97///Xjttddwzz334Pd///chmdg2zbC2toZrr70Wjz32GC677DK3P3rLgALJdo1kmlWUtdPM3kf1KwBL2Tv0XgAam3WgxRLHnQen8dP7p/DEyRUsFMqYHGAWaVfqTAdCfXRuHn/4zebU8X/4pz/E79y13zlpt0Hr7/Dwiwv4m2fP4+WLFieotdOsmzU9qhPpsz/itUTmr9PRuXnc99AxoYT9h2+8gs89fhqf8PE7dOyhBhwlfZd7IJSMZlhbqRnNsLraoDEBvVZLdl3UmgY8y62RJmFkBArT6FUrsyRJ2L9zCN97ZREHvnhb29fHsI7/WvoXwAP8ht/JO3vg15ndG7tuQjrNshcaqoZqQzXdXOj1jQeCrzyI9Ihu7UwNRUeoueW7XFNRrjV0dWrsCuC1vw+YUFMomd5BrciSqFxs60qNmlAPzQBv+TjwzY8zBfE9/52FGsWSWC+dArCNFWq+kTivjQIfmWPZH5IE3Ph+8Ro5gW75jv517Bi+6RX7fx545A+Y7bu6ad3NfYHmp6/Xb6IZ6paNeNZFzYloaS3Y59sKrlAXVa5Qew4lo9osvt7pZigZoFvNW23MW0ChFoTapUK9UakLB8bkQBKpuIJ0XEGp1sDqZtV61CKWZBb5RoXNUVus22hDTJ+h5oR6wP/62S2SBoVa0zRIWT5DTdeZ/FkxWtY6jrJqF0hG2Hs7O3Y3LgLzTwMzNzZ/fflVVnubGurK799NuFqxVioV3HXXXbjxxhvx5JNP4tixY/jzP/9zx9//0Y9+FBcuXHD7HLccaH56V2sgGSWm/uCP9Ns2lzqmgSqyhFv2jeHnD8/gln1j7sh0Oa+TGxNCTUSrNVn2ol1YkAcYf4d//tNXAQC++8oizq+V2u/8meuAB+9oVqWLK5avE/0OrbZS28AjB3C00HCjUHeJUAfeaW6CHF8ILqj8YmwWSnb+KVYXF0sD177L8rF63fIN6EnfX9zzb9tCm8T+osNAIgFu98be24S1DbC2fW+VGWpfeRDGOerkQHvfZ0gYSJp0DAPNwWRBwRBKljd0mFOwoqVCnT8TXRd1JS+eIyRJEMVCa13MNgMpUoVynb0m9OY3vEZOQEp/N2qzMomAU74J04fY9bFeAl79pvX9WgLJAD3lu02hThoJdTSWb0GoPc9Qk8W6JeW7W8TVUqHufULttYd6gW/QZBOKcB6OOk36dlCdJTbEaNRr5RT/HmtVOyzQcappQLWhtlu+n/siAI0R4xZhanXTQSVlLAHseyv73GycgwLJJq41zci5lOFqJfb1r38d+Xwef/AHf4B9+/bhk5/8JP70T//U0fd+73vfw9/8zd9gbGzM0xPdSjhj1kENdExMdbX4dgpSp7OTbSfKKIiWGWbHs7j58lFoGvBXT55tv4OL1ynM30G3fNucvB3NULPvT3UplCzQTnMLDPDX6mKdLx5oN9SIZ7nN6Jp32M6QV3o8lAzQg8k+X77ZJrTp7x0FEgFgV79Tj7LPL7sNMUVGgocCms021huqOKZ7eeMB8JkHYUz6jtDyLcuSXp3VRKi5u2j51eB+mCGUzPj76dUuLYR6cEbvog4yHM0OtLmZab5+62E825RQ841EUqi8ghbkQ16yF3wi8JRvglPbd0tlFmA9Qz2QiiEfmeWbZqh9Wr7jpFC3hpJ12/LdQvbKW8DyTTPUbgm1we5NINLYMenbQXVWUw+12gA2+Xn59GOunmcQMDopyjVVt3wXl9g6Q9i929cmjhRqALiaz1G/bDJHTYFk28zuDbgk1M8++yxuvvlmZDLsBHH99dfj2LFjHb+vUqngn/yTf4I/+qM/Qi5nfxKpVCpYX19v+rfVQIS6LZCsQ2Kq48W3G9jYvaMgWlZ47xG2M/bFJ8+0k10Xr1OYv0POyWwZpXyXVnWy3ILmULI1dmMyOkIdaKe5BUihnq/xi3WrQl2vAnNfYp8feq/tY20FK/MBTqhfmi+gIVRCdjoV/zW72Fhh9RSbu5LjwMwbAej2NrPFg7F+qpdfJ4LnPAjqogaA5KAICQubUAMdqrNWTrKxlCBgCCXLG34/o4KiGs+RUXdRA21d2QQRSpbc3pbv9ZJ3Qq1pWleV/mzQPdRG7H83+/jKN3SF1ojSqj4uNcWcZ+VaQ7zn2gl1XA8lCz3lm9dmgQh1QCnfPRNKthVTvnXLt22YWAuIUE8M6K6RUasNy1bQBoNNdVa+VMMMFjG58SJw4jsQcs4rR9moots8FR+IK5JwV1VqDT3lW60DJ7/HAsOUpL7ZZYCjGWoAuPJnAEgsnT9/rvlr2zSQDHBJqNfX1zE7q1cvSZIERVGwumq/U/jJT34SV111FX75l81TfY341Kc+haGhIfFv925n6c69hNOigzpjc6+IrBA2hDoKomWFnz0whaF0HOfWSnj0NZuKpQ6pqWH+Dh1rswB2caIdQIsaG+oDTMYU/aQcoUIdaKe5Bcgev9DgF+PWGerX/p4tynM7gMvvsH2srRC2ddlYVsxgnalmRSDR1y/7GC5oXFV99I+cW4PJ7j1zg5i5s7O3GQl1Lyv5Rtx5cBqPfOyt+NidVwNgds5HPvZW+9l9K4U6wMo3KwxlTJK+B3exxYhaA/IBLJA0rSmUzBhuQwpKQ9WYpdiIKLuoAQOhbrblF7a5Qk2z421/HxfYrDZA+yXdsHxnaeM4aIUaAHa+gR2rtSK7BrTiAm/xGN4jji2ye2cSSttGTS4ZQ55qsyKaoS7z2izP1yMRSrbJNpYbjNx1L5TMJOW7UWPWfKC3CbXBzmy8BnYCWb4nDYR62HF1Flm+zQm1pmlYL1XxaOrD2POltwOfu1v/YnG540hn0JAkSWz+lGsqGz2hTYHH/gv7ePXPtddSQrd8j3a6vmbHgd1H2OevHG3+Wl+hdoZYLIZksnkuKJVKoVg02XnkePHFF/Enf/InuP/++x39jI9//OPI5/Pi35kzZ9w8xZ7AGavKLIDNM+QmeX0WP8hTQ47TQF1j5ST7aEKooyBaVkjFFfzCG5jK8oUfmSxMxetkn5oa5u/guJ+zg+27ada1C5bvQDvNLZBNxCBJwAosZqif42Fk1/1Sxz7xrTBDrcgSrplmv+tz6zkWSPTBb+O7A+/EbdU/wtnBN7AFypc/wBZRnWCYnyakbayYtOkQV6RQ66OChiJL+JWbGBm8sF4WypwlWmaoo7J8A7pCvWZUMGRZt33/5f9hWXvoGLWiWLgjMy7s5UPpOJIxRWxUdT2YzEqh7mLdUy+ANhL8WL5J3Y4rkndbsQ/QDHUxDIW6yfb9lfavm9i9jR3UrYG3uWQMeVGbtRbwk22BQaFOxmTH4bttMCrURlW4Gz3UgE6ojfO9xvngHibUdKwC7uaoF8nybVgHjjq2fPO12nc+1Xy+1zTg4jHU/v7f4Zvxj1p8c8gjnRagtZOozqLz9qt85tmispQU6hEntbNX/Sz7aJyjrm7qwtI266AGXBLq0dFRLC421+EUCgUkEuYvvqZp+I3f+A383u/9HnbudNbHlkwmMTg42PRvK6FUbYg37+7RdPsdhmbE4huH/yG77YqfZreHAaFQz7Z9KQqiZYdfvom5D/7u2EUsbVSav2h8nd746+zjR+baXqcjs6OmlVwEP7+Dox5qoGPSNxHElCJ1pTYr0E5zC8iyhFwihiWN/16VdbEgQWlVtz/bpHsTmmrGehgUTHbs/LoIJFov16BCwWOHP83syuefBr797zo/GCV8Gwg1KdRmnZt60F1vv0ZmGMkmsHeMbTY+d7ZDArpRoY4w5dv4M/Ktdl4i1BfnbGsPHYGIqpIEEtm234/6Ule6XZ3V0pVNEDPU2zSULAiF2jh/6Zm0+QD1UFcbqqhsCxRG23etJYTUJJDsIiV8t1aOgqd8C4U6mhnqChLe7d6AYYa6qBPXWKrjxnJoMAslE88rzUZKehSKLAlHlpsuan2G2kyh7mT55hsMy6+xlpKLx4BvfxL4L0eA+29B4tH/gCvk86hqMWh7bjF/jLBGOi2gK9TURW2owU0OAle8zfT76Doz0snyDeh91Ce/q49zLL4M1sQzDuRCEgl7GK4I9U033YTHHtOH7E+ePIlKpYLRUXOycvr0aTzyyCP46Ec/iuHhYQwPD+P06dO4/vrr8T//5//098x7FGd5wvdAMma96KM00AO/wP7/yjdYd1sYsLF8R0G07HDt9CAO7RpCraHhr586134HB6mpiizh5w+Zb9b4/R0CU6j5SS2FEqDxBUvEtVmBdZrbgHWEZqBJfPFBZOGFr7AKmR0HxZycHaoNHkqm9K5CDQAHdrK/4bF53QpGC2tleAZ4139mNz76n/hclQXy59ixI8m6jQpAJs6OPzvLdy+r+HY4tGsYAPDc2TX7OzbNUEesUGdaCPUa7xY3KjhzX/Y3I2dI+IYktaWYj9Kir2cIdbNCXWjtX91mCGKGmgLJuqXyUw81EEIwGcBqdQZ3MXX2+Leav3aBK9TGhG9OqKdNNsoHUkaFOmRCXSNCHffnHBAW643uB5K1Ph/CFpifJpDt200XNY38TbqZoabzfd0g9vzos8D9twDf/TRrLFESKOz9aXyk+iH8dOxPId357/kd7UcVw4booqYNMqOzc2g3S+o2AY03OSLUk9ey61C9rK9vtvH8NOCyh/rNb34z1tfX8Wd/9md4//vfj09+8pN429veBkVRsLa2hoGBASiKfnKemZnByZMnmx7j9ttvxxe+8AUcPnw4kF+g10CVWbtHM513m3fdxC4062eB4w+z9OMgUdlgXXGAZQc1ES1jhzPAiJafDmen+JUje/Ds2efxhR+dxj0/Met6h77WUPHNY+x3zCWVpkRuv79Dju/c1xoaKvWGtRrYgVCX+UktXecXLSUBxIO30XdCIJ3mNsglY9Ago5YcQaK8xMjC4E69e9rCZtSKXu+hJlDS97Hzedb3aCBEg6k4sP9dwI3/GPjxnwN//f8B7v1Bm8IHQE8CnT7UlH5uH0rW+3Pmdji0exh/8+x5PHPGhUKdP4v10iSAqC3fnCyZzcBR7SHBaec4gYgq7wol8k5knqx3XbV8V4v6fKVFyvd2t3xvVhuoN1TEPGwCikCyLm1KxBUZiZiMal3FZrWBYbvoFy8g2/fj/4VtrtI6p1pkpARoTvjOm3dQA0AuGccapXyHHkrGCbUW96dQUw91rdj9QDLAPJRMOOd63xGaSSjIl2ooVd3MULdbvvWUb4vNMLPzvdZyLf7oazh2vo6vvPw4Lk9n9VHFwRnghl8DnvrvwPq58EY6LUDrAm31NJBocU6un2ObwNDY+ZxfSzRNE9cZckbZQpKYSv3EfwVe+Tpwzdu39fw04JJQx2IxfPazn8V73/tefPSjH4Usy/jOd74DABgZGcHTTz/dRJRjsRguu+yytsfYtWtXx7TvrYrTy0SoTezerZBl4MC7gcf+X+CFvw6eUJM6nRkzDSAghE207HDXoZ34f752DMcXN/Hj11fxxsvcWbO/8MRpnFzaxFg2gYf/r7fgxflCYL9D1rBzv1mxIdSU9G0SSqZpmrDRJRvcYhWxOm0E9YGHAUr6riRGGaEuLrFj8MzjTH297pccPc5WSPkGgKt3DECWgKWNKhYLFUwOpoRCLQjGz36S1WEtvwr8zf8J/PLn2rsZT7XbvQFjKJnZDPXWsMVb4fBu9h545sya2IwwhfG8dfxbyJf+AYBoCHVbbdbdDwJfuZelpQoYZuTe7SwnpAmGQDIAbQp8R4WauqjDtAqT00SOtylr610mg92GcSNho1LvnI5rgvUe6PLOJhRU6yqKndxYXkGE+uWvM8UvlgQuvsAcW9lJYGBK3NWqgxoghZofg7UiU5HD2pw2zFCn/FyLyGLdqOqqercCyYzPx8zyvRUUag81b2aW744Kten5noPO96kh5EsXAPBzII0qKgl2Tr7x/ezv7qKTPgjQBtCRr76l/YvlvOkmcKnWEGtVRwo1AFx9JyfU3wRUVe+g3qaE2vV26rve9S4cP34cf/EXf4EXX3wR+/czy7CmaY5U51OnTrWR7EsJtoFkZiDb98tfb58v8gsbu3criGj9/OEZ3LJvLLKgo1wyhndezxTkL/zIXQDdRqWOz/w964P98NuuxHAmEejvEFNkYfWynaMmhXrtdXZSMcCYRJlq8ItWFwl1mKCZ81JimN2wuQQ890X2+eU/CQw6cwpsFTtzOqHg8gm2MHqB277bCEYiC/zinzIy8tLXgB//WfsDmQSS0eMDFgp1bWu8RlY4sHMIiixhaaNiXntHdjtjz/IrR7Gz9DIOSicwWrsY+nMkciQs32HUHoqwr/Gmn6XPUFso1IO7AEmJpovaGEhmIO5lwwJsuyrUcUUWFlSybrtFty3fgIvxJq/YdRMwsBOoFnTb9wWan76+6bi6YDNDnUvFUEAaKg10halSN81Q+zjPxrP65xuMfHUtkAzQCbVZKNlWINTURe1whtpYw2a0fI90mqF2eL5fb206cDCqGDboeH3qjb/PyH8TzIPSaH46EZPFZn5H7L2NbbJuXADmnwEWXmS3b8NAMsCjwX9qagrveMc7MDYWjtK1lUEd1LudEuqZG9lMQ3UDePXvgn0yLgh1N/HLPPX3a8+dd5WW+sB3j2N5s4rZ8azotQ4aOScLjcEZdnJqVIHCfNOXjIQ6Xru0CTUtCIuxYXbD5iLw7OfZ5w7CyAjVLWRnPiBs30SoTWqEpg8Bb/sd9vnR39J3cQFgYxFYepl9vufmpsfOXMKW71RcwTVTbPH27Jm19jt85jpWNfKl94ubtOIKvix/HF9L/mvs+osj7d8TMEQPtW1ojc+Nx5b07HzLTLJQUVoVaiUWXRe1RcI3uTEkSR+P2Y6g857XpO9udlATKJjM7FwTCGSZjcAAwLGvso8USGawewN6KJnpDDUfK4ok6duY8u3HCRRLsA1VQN/86qpCzUmzmeU7uTUs3wBQdnisUkhwIiY3OZtGxLm15qDT2nomWh/z6p1zICnUx6fe7ngTWJ+fdhGOGEsC+97KPn/+r9j4KgBMXuPpeW91bM3VWA/DWQe1AZLEbN8As30HiS1CqG/YM4wrJ3Mo11T8zTPnHX3PxfUyHvw+m8//2J1XIx5SgJWjLmolBgztYp+3JH3TPLAkAbFq9AnfUYI2H9ZlPvf68tfZXHki52qcgTYhtkK/sjHp21axu/lD7MJTLwFfvkcPITzN1enJA23z1VQRUjJL+d4itng7HNo9DAB4xiyY7O4H23bWJb6zXtMUqL/wQMjPTp+xWzMGTtGMXJyP9IzOmtb5OcamveWbVJQVszm/qLqoyabalvDNK7OSMchbqLotaPitztI34bq3IKdgso6NFn5Aad8v/W9WJUiVWYZAsoaqCXuuWXsH9XSvRRFMFtQMNaDPURdIoe5bvr2C/hZON3+E3Xsg2UQUR/j5vdpQrR/LQX1rlEGZTkEjCuWm1H77oDRXCd9GXM3Tvn/8F+zjwHRz9sk2Qu+vWLcQNE3DWW75dqxQA4a076N6/HwQsOmg7iVIkoRf4QrzXzq0ff/h372CUq2BG/YM42cPTHX+Bo+gnXuvSd9G+7K0hXaBvYAWO3mJ/36nvs8+7v95/SLuAFuJLIpgsvl1saA2Vexkmc1cZcaAi88DD9/Hbie792XNdm/AYG2z6aHu9eA2OxzmSd+mCrWN3e590r+DfMhZwJ0fmNZm0YzclXey/9/4ftM6P8cg9Tc7Bk3T2meoeTiMqS0xKkLdQaEe2KaVWYRBn9VZTUGGXYKoiAwj5Zuw+01Abgqo5IHX/k4PMJrWFeqljQoaqgZFljCea7fKpuIyFFlCPopgMqFQJ5Dyu7lLBJpCYnsulGzrEGqRLeLQ8r1okvANsOsrObzaagkJDupbezFHgtYFlVrD0aYAYOigdkuor/wZABJQ4xs0gx6vhZcAtu5qrAexWqwJ4rVrxEEoGWHnDWxxVCsCr34zuCdEEfYN75UeUeEX3jCDhCLj+XN5zJ2zT8p95WIBX3ySEe/ffse1oXZ36l3UHU7eloSaV2bFFaC8PRTqVallw8Bhujdhq6R8A7pCfWp5U4Tp5KwUu4Ep4Of/mH3++B8Dj/8J8PT/YP/fe2vb3W0t31t8hhrQFernz+bRUO0sdzyxlNurcxFZ64YMtVmq8fnFknoX9coJfzNyhjqqck3vAW5VqNss30B0Sd8WhHp9m1dmEQZ8Vme1BRl2AXSu6Xid8wNZBq69i33+3d9nI1LJQWD4MnEXOodO5JKmGSiSJCGXNASThapQM3GkjAAUauqi7gVCLWqztqZCLZxbDhXqiyYJ3wA7luj8KpoczNBhJpoyELq5IdYKoVDXGo42BQD9GkNjRo6RHWcZCYRGh17vSxhbdzXWg6D56cmBpLsTsLGTOijbd7WoJ8iefSKYxwwRo9kEfubADgAQZNkK//7rL0HVgDsPTOHGve5Swd2Ckr43Kh0WSxZJ32Uj8aHd9EuUUNOCcFk1XJQTOeCyn3D1OFsllAwAxnJJTA2moGnAEycZObK9sF59J3DkN9jnf/8JfVGzx5pQ2/dQ976Kb4UrJnPIJBRsVhs4vrjRfoeWnfXC6EEsaEOop8YjeX5EajXNRH0UhPq4vx9iSPkmdVqRJbE5NWoVSgZ0gVBbWL57aHawG6ANBc8KdQ8oXPoMdYgKNaCPt80/wz6OzDKizUGBZGZ2b8JAKqYr1KESakPKt9/NXXJoFTih7gnL9wY7uQH6Zv8WcM+5t3xzhXqwfeOTxnpMz68Oob9/e+c8SMeryPBxEJS2WmyubHQECg81jG1g5QSr5Tr/dDS1jj2E3l+xbiFQB7XjhG8jDtzNPr7yjeb0RbegA/yVo/ptL/3tljjAf4WHk/310+fYzpoJfnB8Cd96aQGKLOFf3Xl16M8px8nRhk+FOhlTWF0BcMkS6kl1AQelE5ArBoeB1gAuPOf42NM0DdXG1pmhBnTb9+MnOKG2WxivnQYO/gO2kOQzepAUFmbX8hqlbYKCtnooGcCI43Uzen1WG1p21r91+xdwe+WPUM9565V3i2RMEbb7tVLLgmuUE+rlE/5+iCHlO28ItyHXDQXn5Es11BstvatdVqiJQPaSMtMN+A0l6wXLtz5DHaJCDQB7bmE1WQLNxzQFkplVZhFyyRjWhEK9FvAT5NC0gGeoOYkVCnU3CTX/2ZqqN8uIcbStoFC7s3zrHdTtJJI2LNd8EOqenKGOGxRqhyDLtyuFmsJDf6SnhaO6wWq5HrjDvMv7EkbvbKlcAjjtNuHbiOlDbJG9ehJ49Rts0e0FZgfw5pJp71yv4dZ9Y9g1ksbZ1RL+9/PzuPuGXU1fV1UN//7rzMb+q0f2iMqiMJFzGtZiQahLfIFSrTewvLyIMeCSJdTv+vbP4l1JAMuGG2slV8deraGJTfOtor7un/7/t/f28XHU973vZ/ZZK62ebMmSjQHbGIwwxjWYwA0JCYHEp8EQ0t60nHDTm4SkIe1Jc08vt00fjkPTk4S0CSFtSgrNgZwSkjRtGuKmcRIwSQMlOGBjELINNrKRbcmSrYddPezz3D9mfjOzu7O7M7uzu7Orz/v18kvWarUaaXZnf5/f9/P9fDux9/Ak9o0qv3jJip3Z61POmP6NSlaohfOhCWzxpdi6thvPjU7j4Ngs3nfV2sI7GHbS5+JpJOGv68KlO+zH0lwmt48a0CvU0ZPKc9xvo8VHkM3kWL7nzooKgb6g6TZUyeeWUlhh7CvVBPWYMq7PU6PnguEYjbgx3bYRdGqW78qqu26wfFsK36yW2TeUzZnzrwUOqUnfM8eVzX7IQHiFNkKvXIV6ttYV6mxaEZwQY7McEtSZhPp5AwW137A+TS4ogWma5dv9FWr9fdHac1UPJSt8Tumhj1VUqF2wIZZPUBPU2TL31NEr1DYEtZVZ3cuI5l6NuYyx6QoCyQRO2b5N0nGLzZ1zGx6PhN9SF9VmM6n/7eVxvHRyDu0BL/7gxo11OSZhhbMsqOcntF3fPcPj+G/fPgAAmIgmcGhU+Z0Oni03oqE5Gbn2r5GSiyw8LD73ROUVaJ7qqxidFbVSsTN9fark/Y20OdQps1Cy5rd8A3of9UGzpO88GlEJED+roMcuvAIIqhtjeZtollmahXZtDvcWjMwCAJ9XH/VSEEzWuUZxN2QSwEINZ1FrgjrX8h0zGxG3DIlooWSVpny7x/K9UKuxWYBezRJiGlCEnKGadWau+AxqQSTkN4zNqpGgFu4hqJbvat+L/HlrwkZWgj0eQx+1KqSbqIe60pTvPhPLd48W+lh5zpAbr4PC8m2rQq2lfNv4PSzO6l4uNMeKtUnQZlDbCSQzIgT1az/VL3B22fI+4B27zL/WBE/w//OqtfBISj/q64a+ykQ6gy/sUarTH7t+g2kCaC1otzKHGlDGBIjd3dk3sGd4HHc9uj/nQh2RFKF9/9OT2DM8bvYoTc3Spt/Ae5J/Yf5Fi88949zuZhHUwvItKFmxs/EGFC6xcGgFyzegC+rD47Gyb/5mgrPWmI7OApQN0N51yv/PVdhHLazUoS7A6y+6YaD1UeePzqrXLOpioWRxVqiB6sZmybKshxo1cEGuByDWsEJtYTNxosQMakFH0Ic5qIKwVinfav804MAcaqCwIt1o4Zo/OquJBLVTKd9AmdBHi7jS8m06Nqs0Wsq33VAyjdJjuZYDy/c3rwGih7qiCjUADFyu9Oal40ovdSUkF4Fn/zbvxuY5zQNdIbz9EqXH6juGcLJ/fPYETs4soT8SxIffsq5ux9Nh1QonSUCPEkyWOTeKe3aPIL8O3QnlzSsqh3HP7pEyycbNR+74nMoursYZ1LVMb3eStT1h7XkC2FkYl/4blUozbabgtlKs7gphZUcQ6ayMV05HS963kRXqAss3UH0wmSGQzPgzigvqBgSTybIuqNvMK9Qcm1X52KzFZEbLjDg8Hm3Ye4Ll97lqsLCZKAR1qQp1R8jYQ13bCnVK8gOQnJtDrX3eQMs30NSCWuRaWEn5TmeyOKdeN0tZvk3HElognclqxRY3bSxW1ENd6Rxqi2O5lgPNvRpzEZmsjFPqDOqKQskAZ2zfv/iiEnwheZS+7CZ8gv/WdsX2/c/Pj+Hp16bw7X1v4L6fvgoA+O83XawJjXqgV6gtXJjUpO83jh3SesGMdErKhssc2jE+F9dSoVuFjqAP5+ROTMldFV9cxdigoLd5Lk0ej4RNA/oCaW4pWXphbPENqM3K2KxqF3oNRpIkXHGeYp02nUdtoBGCurtNDQUzW3BpwWRVVqjDSmq5/vvlXt9KLvpqPYs6uaD3fRYdm+WehWQj0HqobVao9wyP4+1//TPt8w9/43lcd+/ehriXwlbHQzpG4WaiLMva2KyyKd+a5Xu2NoeXEoJaee05lvItaGQoGaALehGAK0LJQu7voW6zUaE+O5+ELCsBmCtMKq+65bsyQW10LrrJ8i022u2FkinXr167gtriWK7lwPJ+J3SQ8bklpLMy/F6p5O5qWS67DfjFXyu273jU3gXu3DHgP7+i/P83vq48liQBV35QmQ1XzbzUOvL2Tf3oDPlwbiGFO76uj/zyeaS6B7dYHpsFaH3UmelRABfnfVFGJxRBHZOVlgAxzqFV6Aj5MIEVeHPiK3j5gzcj6PfZfu5pVuYmCtvaMzyOkXG9ReNfD5zGL1+fxq6dQ9ix2SSRWrwBeQMlX5+lx2a1huUbUGzfTx6eLNtH3RBBLSzfZj12xlnUlZBnpY4WrVCro10aUaFeUjf9vMECUaCPzXLPQrIRiA0FO6FkoiUof9ttYi6Oux7djwfu2GZ+7agR7fWwfAP6ZmLnGmDbB4D9/xuIngLa+xBLpLXNw1Ip35GgD7OoT4U6CVVQV5tV4c8T1A2vUIse6nkgkwZSytqkOULJik+/yEessVZ2BOAxmWuuW74r66EW70nhgBd+FxUBRIU6YTGULJ7KaBsU3e0VXM+Na5ciY7mWA+55BjQ5IpDsvJ4wvCYvXMusugxYebFSFTjyI+vfJ8vAv9+tLMwvulEX00DTPcGfPHRGC3gyks7K+P3HDtR1B7/Dzs69Kqh7E6cLvtSGBPyS8hhRNaHUzILUzIhgmyT8ekXf5nNPq7w2SdiWWBjnv7mLhXHR56qFuZBCUCcz2YKRSUZrfLOjBZOVq1CLFNK2Snu87COqDgU91ED1FeoFa5bvnkZavo2iP68Fg2OzFMSGgtVQskxWNm0JArSIurq3BFnOCqmWEtUsEUjW1ebXqpBmdAQNFer4rJJw7zRqD3VSUs6tYynfgkYLV+Ms6mTMcHuDhb4F7Fi+9ZFZ5mutai3fWv6By66BWihZ2lqFWvz+Po+ESJB11kpp/tWYSxD90+dVGkgmqNT2ffjfgGNPKlWv//KFgsVPsyAWG6Wo52LDVm+ZKqh7kqcw2BWC8QxEoGy4pGUPlhDEYFcIV6/rLXyMJsbrkbRKR6ULs2bqDa71wti4qFzMs24109+pHMLyffzcYsl5oI2sUJv2UPeuVz7GTivZFXYR6dntiqAWv3tBhbpUcI6a21AXQZ0HLd8KuuU7DVku/1rfNzpt2hIkkIG6twS126j6VU2RzcQJCzOoATXlW4zNkrO5gtApxAxqtKjlW/z85ILeP+0LAb76bVZWih3Ltz4yy3xTX+RTVCyo4+68BtqtUIvN2u5woGmya9xI86/GXMJYNTOo8xGC+tiT1nqEkovAnk8p//8/PqFbEZsQty02bO3cq4Jamn0Du26+NOdLnZIaSIYwAAm7dg5V52RwKR1VBPQAupW5GSqvtX6uBrwe7TmSvxuvW76bo5Jfiu5wABeuUK6bB08Wn1Pe2B5qE0Ed7tVnys+M2n9wi6FkWoW6ZA/1WG0qddrIrJ6CLzGUTEG0IWWyssVFvrVWn3q2BIXV1qaahpKVQfRPryrRPw0o7zEJBJCAKpJqYfsWgloWgtrBCrXkVcRrIzFWqJsokAwwJtJbf631m4zMAvQN03gqa6ninY8bE74B+xVq0dLUW4ndm2i4f9XaBGSyMvafUC7qsixXXz3tvxTo26TYt63Yvn/xRWBuDOhaC7zlD6v72Q3GbYsNWxXqrrUAJCA5jx3rA7j7XZdoXxL904tSR9374+pJR5XWwWQTVV5r/VyVJKno6CzdGu/+v5MVytm+k+msJlYaMod6yUTMSlJ1tu8ioWT54TYlK9SR1bWdRV2kQp3Jyoi5MN22EYQDXm3jy0oftdVWn3q2BBkr1Faq7LVACyQrIn4EwpIak2o4i1q1fCcgLN8OVqiDHY13EAZU8ZxoPkGtW77Lv9a0GdRFXksdQR/8XuVcVFKl1lw6LttUFBvtVkPJxO/ebTeQjOTQGquxBrJneBzX3bsXzxxTFh7f2jfmTFKnVdv32aN6ENmOzxWOZ2gy3LbYEBXqhWQG2XIbJf4QEFGF8sxxbVb25tWduPv6VQCANYOrWlZMA8Z+wmot3+6vvNbjudpWJCxI+zs1UXhbKa44rxtAcUEtxKYkoa7BhCUt30B1o7PyxOqcKsbye8RLVqi9Pj1NtRa2b61CnSuo5w2v7+VeoZYkyTA6q3wf9dXrekvOWZaAurcEifDNdFbWri31RrN8d5VumxPPNz2YbNb5g1Er1HFZOa9Vvx/5DeuygAuEq3Fsliao3R9IBuTOoS63+aP3UJtv0kiSpInIigR13HwTtNHoY7OsvZbFZq3thG+SQ2usxhqECCTKt32WDSSywtB7lI/H9hbfgZVl4Ef/nx5Etunmyn+eSxCLjWL7t/VebBjnC+f3sZqi2r4xcxyvnlHeqK66sBfXrlYuuJKwiLYoQuxYSkU3oZlSvuvxXC2W9N1Klm/AUKE+OWu6SBKCNhL0maa11gqtQm1m+Qaqq1Av6IJalmU95TtsPoe6aBKtOq4PMzUYnVWkQi0WkiG/pynaM2pNxMboLK9HafkxQzyz690SZBxFWZc+ahPOWOyhFm1FM9laVqiVY1mSnQolM/RMu6ESbLR8x9U2GzcclwVC6ntiVkbZzZ8pYfkuIqgBowPI/ppFDyVzl0tHs3xbrlArv3sPLd9VwXfCCql5Umf/JqB/CMimgMM/NL9PiwSRGTEuNvJ/m0YsNkJ+D8SPshNMhpnjeHVSmfF48aoIkFDftFpcUGuW70or1E1kZa7Hc7WtSFhQK4WSAcBlqzvh80g4O5/Eqdmlgq/PFRGbtUZUqBPprPniRKtQV9JDrYrV9hWIp7JIqknuxULJ5hNpbSMl9yBrOIu6jKBe7tVpgd3RWTs2D2JosLAiONAVakhLkNcjaYvwRvVR6xXq0pZv8R4zk1WrvvFZ5w9GCOqsU5ZvQ4W60YFkgC6ec3qom6RCbdjcKCcYtVCyEps04hpfSYXarT3UYqM9kc5aauEQoWQ9rFBXRWusxhpAXcKzLnuv8tHM9p1c0IPI3vwHTR1Els+OzYN44I5tGMizxTVisSFJkmb7tmRjFqm7M8fxmlqhvnhVh74LvEwEdazqlO/mqLzW+rkaLmb5brLxYuUI+b3YNKgs8l4yCSYrNqO51nQEfdqGSMmkb7uW79QSkFKCChFeoT22MSlfEAnpx2BaKa/l6CwhqNtyXRb6yCx3VWYaRSRovUINKK/no1PKhutf/+YW3P/bW/Gtj1yDp//ohoa1BGl5IbWeRV0ELZSsbMq3cpyzcg1nUas91Euq5dvRUDI3jKYytXw3R4Xa5/UgoM58LuWmyGZlTJVJ+QaqS/p2r+Vbl3ZWWjjEhAkK6urgu2GF1CU867L3AE/9JfD6z5RetrBhUaMFkZ0PXPffK/8ZLmXH5kHcNDSAfaPTmIzF0R9RrLONSMaOBH2IxdO2KtTp6ePahsvGVRHgNSGou2tzkC5B2PEqrVAnm3C+ci2fq8USTUU1sxms8Va54rxuDJ+K4uDYLH798lxR0ahKgCRJ6GrzY3ohidnFVOFiXxudNa4sTvPH4xRDCFWPHwh2Ym5WEVddbf6CsSUej4SesB9n55OYXkgWHkNNBbXooc4V1NEiAWrLFa1CbfG698zRc0ims1jb24bfuPI8V4yqUWzfSSwk6m/5TqazODuvLOoHy/RQB30e+L2SPjqrhpbvuFMp3/68ULJGI65TTRhKBiiCMZnJlhTUM4tJpFWHqMizMaO7Ksu3O0PJQnlV/HLP32nN8k1BXQ2tsxqrM3UJz1q5EVh1OZBNK/ZuwdmjwH/+jfL/FggiK4bXI+HaDStw69Y1uHbDioaNmWqvYBZ15pxiAV3VGVREgNan1By2qkqJVJnyrfcGN9elqVbP1baiKd/N+XcqheijftEkmEzsoOcHdtWDbq2P2qSCEe4F2tSRUtOvW39Qo5VakspuGPSUSvquR4U6z/LNkVm5dGphjNYW5XsPnwEA3HBJvyvENFDcDVMPROEh4POgp0xbhyRJiIT8hgr1rPMHlJ/yXe11NqdC7QLhKqrkTVihBvSe/1KWb2H37m0PlNygF6OiqrF8u21j0W8YuWmvQu2u36PZaJ3VWJ2pW3jWZe9RPgrbtywDP7pbDSK7Cdj07uoen5SlklnU/vnT8CGt9E8Dy8fyXWWFutV6g6uleChZa1m+AWCrKqhfPjVXkD0hErAbsXDp1EZnORhMtpA7g1osaIr9fpZmUc85PItaloEl85RvzepIyzcAQyiZhR5qWZbx1OEpAMDbN/XX9LjsYGtEpMOIQLJVnUFLGwwdQV9dKtQJ+OHzSPB5q3w/8gUBSX0MNwhXTVAbKtSh5tnstzKLetKC3RswbFZWZPkW70vuuw6KTSArwWRaDzUr1FXBVWuF1C08S4zPev3nSirsod1K8rc3APyXe1siiMzt2Oot61gF+ELwIItB6Rw29gtBHVU+trig1tNuqxTU1VrsWgSzULJ0JqtZ2Vpp42FDXwfaA14sJjM4qgb6CRoZ/mJ9dJadCrUqVNvFyKzSv1/ZWdTwKJusR5+wfgzlSM4rjwkUCuolVqiN6Jbv8hXqkfEoJqJxtPm9uGb9irL3rxdhTVDX3/I9Pmct4VvQEfRhThaCetb5AzJUqKu2ewPKOs2nWtmT86XvWw+CRkHdXCnfgG5pLuWmmFQ3aUoFkgG6oJ42u7aWwa2Wb8De6CyRzcEe6upondVYA6hLeNaKDcDAFkDOAF+/Efjh/6vc3mJBZG5GzOict7LQkCRtjM350qQSSAYsnwq1Vs2vcGxWC1qZq0HbiU/pCwfRPw20Vg+11yPh8vOU10f+POqGCmr1Z84VHZ1VQTBZwQzqMpZvUaE26/Pz+vS2nxe/af0YrB6jr62grSimhfG4rzLTCCKa5bv8RuLeQ5MAgDdftNIZseYQ7Q20fItAsnIzqAWRkE+fQ12LlO+UMmkgIQeqT/jWUF03Z19z6PGqoInnUAP6+6IVy3fZCnV7mdGIJXBryjdgFNSl163JdFZzX3IOdXXw3bBK6hKeddltwMRLegWkRYPI3IqtHmpAsX2fPYLzpUklkAxYPoI6VF0PtRCLgWotdi2CmeU7YdhxbrW/0xVru/HL16fx4slZvG/7Wu32xlaolUXG7FKRCoZm+bZToc61fItKR3exCrVZn9/sG6rolbSKGo49CZx+EYCsPLawg1eCJvoL25Z0y7f7FpKNQFjfo8VcDAb2HlEE9TsudY/dGzC2NtW/Qq3PoC4tfgSRkA9n6pDynYC/urYas9fo5Ihzr9FKEZbv1KJe4W+iCnWbFct3tPwMaqDyCnU8ldEcdW7roQb0zfZyglq0G3kkPUGfVAb/eg4gAokcR1yM+zbl3v6m3wXOHmncxXiZYXe2ciKyFkEAa6UpbCyoUDfPLnAlRJyaQ91ClddqMFs4iDdxR3r7XMbW87oBFFaoGzU2C9AXS8Ut39VUqFfmPHa5ULKcRd+XLy+8YyIGPHi9/vmnC0eQWT9G84RvgGOz8olYDCU7N5/QQvfefonLBHUjK9RRRWyWG5kl6Aj68CpqafnWe6irqlCbvUaT8869RivFOLprXgnIaypBrVZfl5yoUIsNU5s91OIaKEn6usdNiI2geJlQsmnDyCxPg4J/WwX3PQuIjtnFGAB+8qf6/xtxMV5m2AolAzDpHcBaABcHzuoVnMTy6KGutkLdimFb1RD2m1SomzQJ3Qoi6fvwRCxn3IcbLN9FLYGiQj1/RhG0VhamNi3fprNS3/sQ8P27lCkQ+Xh8wHseKH8cJY/RPJAMcO/81UZhdWzWz45MQZaBy1Z3FrSKNZpG9lBPzCkWa6t/EyXlWxXUqQWl+uuzVt22hFpNjiNQnS2/1q/RSvEFAcmrtBI2oaAuFtZpRBPU5Xqo1WvrQjKDRDpjee0hrtmRoM+VQjRksUItxoV1M+G7alpvRdZKvPch5aJrhsenfJ3UHLvpp69n+gAA632qrTMV13a8W15Qq38rK72EZrSyWKyEsBZKpv89Wzm4bbArhL5IEJmsjFdO65uFrg4la+vWRafVYLKFXDu19R5qg6De8j7gzifNH//OJ5WvV0ORkVmAMZSMe/KA9bFZew8rdu8bXJTuLWhshVp5fxy0KKg7Qj7EEIYsImCdrlKLCrVcZShZrV+jlSJJejCZrFYwm0hQW7J8x6xZvjtDPq1F004ftds3FUM+az3UM4YKNakOrlrdjFsvxssMWynfAEYWlbm0A1l151dUpyG5YwZlDYkElTeXRDqLpIX5h/noYpGXJqCI5VvY4ltw00GSJFyh2r5fHHOHoO4qV6EGDMFkFgW1EKvtuZbvYouzkinfAApnTThACUEdYw91Dp0WxmalMln8x6vuG5clsOvEcgpZlnGmAsu3DA+WvDUKJstJ+XbqOuvJ+9hgjLZvAAg2z2Z/m195rhazfMuyjMmosHyXfk5JkqS5kOz0Ubs54RvQK9Tl5lBrgpojs6rGJa9sUh6XXYyXEXbDWp6PKqI5nJ5TeqdF/3SwE/C09vnrMFSsKlmYiYt/wNt61ddK0KxtqeVh+QaAK/KSvhPpjPb7u7JCDdifRZ0XSmbV8l0wh7q9D+joB/ouUT73+JTP2/usHUfJY1QFdZtZKBnHZhkRlu+lVAapjPkC9vnjM4gl0ljRHtA2jdxEu8mIvnows5jSNl/LiR+B6N2fl9QNaqeDyYw91NW2H4nX6OorgJvvUz469RqtBpH0LQh2mN/PhZSzfEfjaW0t0W8h6K7HrKWmDG6eQQ3oKd+JspZvUaHmtbxa3PlMIDriYty5Btj2AWD//waipxp/MV5GdKhjs6xavl+ayuKs3ImVUhSYOaHPcm1xuzegBPSF1VnC8/G0JgSsovdQt6ZYtEupULJW7TMXfdQHT84C0MWm1KAU0q42C6E1dmZRZ7OG/mSLoWTq6yieymIpmdGeF+haA3xyGFiaA764UenV/G8HnFkcF6lQy7LMsVl5dBhCiWJFrnt7DyuOpesv6XN2CohDhG2+zznFuNo/vbIjgIDF676W1SF1oB+ooaAOoKva1hrxGvUGlIvYlR9U1gRO9nxXgrFC7Q02/nhs0FamPWFKtXtHQj5Lln0hJmfMxhIWwc0jswDrc6hnxAxqVqirhu+GbsetF+NlhJ2xWbOLSUzFEjgZ6FME9ewJwK/OcF0GghpQFpeLyQxiFcyi1uZQ0/INQO+hNg0la9G/0Ra1Qn3i3CJmFpI51rpGhL+ICnU0nkYmK5uLIWH5tlKhTswpYUAAEO6FLMv64qxIlaA94EXA60Eyk8X0YhJrAoZ5vb6gYh33+IFsSrG/OiGohUjJS/mOp7JIZZSZum61O9Ybn9eD9oAXC8kMokupIoJaHZe1aVW9D88S7TZbm5xCjMyyavcGgA61tWhOzKKuYQ+1I9dZ43pNktyxfjNWqJuofxowpnybi0Xd7m3t7yz6h21VqJvE8l0+lIw91E7RmiuyVsMXVC7CgHsuxsuIdhtBW6+emQcATPkGlRtmji+bGdQCrXpQQTBZssWrr3YJm+zEt3IPNaDMfV63UlnsHTw52/BKgPHnFg2d0irUFgS1CCQLRABfULUJywU/y4gkSegRs6jN+vw8HiCiXnOi4+WPwQpFKtTibyDcKERB9L+bvU+cOLeAY1ML8HkkvOXilfU+NEtolu86p3xPzCnix2ogGaA7VWZE0rfjFWpjD3WLPseNFepmE9Sa5dt8jaGPzLL2nOopm1FRiNtDyfSxWdZCyXopqKumNVdkhDiInVCyV8/EAADxjrXKDctQUEeqCLfReqhbVCzaRezELyfLN2Dso55ruKD2q9VHoNToLLVCvTAFxKPm9xFogWS5/dNej6T9HDNMZ1Eb6VQFdex06Z9vlSKCWiwkIyEfJMl91uVGIURe1GTTRVSnr7qwx7UVLbE5Uu8K9URFFWrlbz2dVd1fjoeSKccUR6D6Hmq3EmxeQR0uk/KtJXxb6J8GjD3UNlK+XW75DmoV6nJzqDk2yym4aiWkDHbGZr2mCmpv74XKDTMnDIK6sxaH5zqqmUXNHupcxMIhkc4ik5XV/7d2KBmQ20fdaEENKFVzAJgtFkwW6tL6ocv2UReZQd3d5i8pUE1nURtxskIty4bjzLV8z3FklimlRme53e4NGN/n6l2hVmdQ2xDU4rl3NqMK6ppWqFv0Omu0fDfZZr9u+S4iqG1bvlX3jy3LtxpK5tLroNWxWSIbxG7eDSmkRa8UhDiHsHynMrImZoohLN/tgxcpNyzDCnU1s6iXg1i0g+ihBvTFw3IYLaYJ6rFZzC02XlALW1/JpG+rtu/8hG+Lv1+v2SxqIxEHK9SJqBJwBhSkfHNkljlahTpvdNZCIo3nXldC6Nw4LkughZIl05BluW4/d0KMzLJl+Vaee1PpWglqh+ZQu5mWsHwXq1DbtHxXlPLtbsu31VAy8X7STct31bTuiowQhzDaMMvt3r82qVSo+89Xx9jMntDtaMtEUEdCxXsJy6GLxRZdxNgk5Pdo8Qmij1rvoW7dv9HQYCd8HgnnFpJ45bRioW7kwqVbm0VdYsGljc6yWqG2NoNae/j2Mn1+nQ5WqEUKuT8MBMI5X9LGxVBQ5yDOX77l++mjZ5HMZHHBijA29LWbfasrED3Uslx+Ee4kZ+YU8Wqnh7pdFf9RiB7qWecOKJvVJnO0doW6eQW12ThJI7Yt3xX0ULvBOVUKfQ518TVrKpPV1mmsUFdPi14pCHEOn9ejXZxK2b6nF5I4O69ckC9YtxGQvMob89Sryh2WiaDu0Hqo7aV8y7JsCCXjpQlQwqg0e1tSVKhbv4of8ntx6aDSIvEfr00BaLTl20qFWu2jLlehXhAV6t6cxyz3+2k91EUt36uVjzEHBXVe/zSgV6hp+c5F76HOfY/Ye0ixe7/9kn5X95y3GTYx69lHLXqo7Vi+gz4vAj4PZmWR8u1ghVqtTgPK2KzWrVA3c8p36ZnpokLdZ9Hy3SsCHyvooW7mCrXIBJEk924MNBOtuyIjxEE6LARtiUCytb1tCIdCQLcaTDbxkvJxmQjqSIUp38mMfuFnKJlOfgDLcukzv2Kt8no5o1pCG/mG36VVqEssuLQKdTnLtypW263NoNYeXqtQFzkGrULtgOW7SP80YOgd5AIsB1Gxjxo2XWRZxlNH1P7pS91r9wYAjyEUr16zqJeSGe35b8fyDSi9q3O1SPnOEdR+hpK5kHKW76moPct3dyVjs1zu1LFSoRaOq642v/k4SGKL1l6REeIQVmZRi0Cyi/vVN6eeC5WPCTX1N7hMQslED7XNRZkQikDri0U7iD7qAkHdqpUTlSvO6875vKGC2kqFWiR92wwls5oW22O5h3pc8e1WgzjGNhNBzQq1KWZjs145HcVkLIFwwIur1xX+Ld1GuM7BZKI6HQ54tekQVukI+jAr5lA7mfKtBpKl4UUG3tbNqmgRy3d+v/9SMqOtPaxavsXIqFg8jVSmfLuDLMvut3xbCCWb5gxqR2nRKwUhziL6y0qJRBFItnGV+ubUfUHuHZZJhVqE27x2JoZnj53T0qnLkTBYkwJeXpoE4bzd+ESq9S3fALBVDSYTTMbilp9LTtPdpqZ8l6pQi1CyxbN6EKEZeaFks1Yr1OWqKJ2q5Tu1qG/iVUqRkVkAQ8mKYTY260nV7n3dRSubIvOg3WTufS2ZUPunB7pCtu3wHSGfwfI9W/0mkkCtUKck5fXWupZvo6Burs1+cU4yWTnH2Qbo/dMhv8fyJk1nm1/LKil5jVdZTGa096LONnduLFqxfAuLew9HZjlCa6/ICHEIK6OzhOX74lXqG5WoUAuWgaDeMzyOL/5Y6Rl/+VQUtz/0S1x3717sGS7f12nsDXZzr2G9actb5Gqzult80+G1M/MwPgu+/MRrlp9LTqP3UJewBAYjQLtq6y1l+y4SSla+Qq18/VyxCrW/DQh1K/+vNphsqXgPNS3f5phZvvc2id1b0G6htclJzlTQPy2IBP2YE6FkcgZIxJw5KLVCnYRyPltXUBt7qJtLUIcNQbH5tm9jwrfVdYTXI2nBk1Zs32LTzOeRcrIH3IQ+h7p4hVr8rqxQO0Nrr8gIcQgxW7mk5XtSqVBfvCrP8i1ocUG9Z3gcdz26v2BW78RcHHc9ur+sEFouvcF2yU80XQ5js/YMj+P3HtuP/JqT1eeS03RZGZsFGEZnlbB95wV+2e+hThYfaySq1NWOzrJQoablOxfx9xCW76lYAgfHZgEogWTNQHugdNiT04zPVS6oO0I+JBBA2qPaep3qoxYjs4SgbtX3oya2fPu9Hvi9iljOT/q2O4NaYCfp2ziZwa2b/8IREy/RQ60JaiZ8O0KLXikIcRZ959784nR2PoHphSQkCdjQJyrUy8fyncnKuGf3SIEAAqDdds/ukZKWXZHwHWgCa2Q9yU801Sv5rfl3cuK55DTdVkLJgPLBZOmEbsfOT/kuY7sTC750Vi7eehJxaHRWqVAyl4fxNIr8sVk/U6vTl6/pQn8FgrERaLOo61yhthtIBkCz8yZ8anXVMUGtCLIEWtzybQwli0007jgqRJyX/M0fYfleZfM1Z2cWtXDpuLV/GtBDyUpavrUeavf+Hs0EBTUhFugos9AQdu/ze8OaRRc963Lv1GS2KjvsG53Wqg1myFCqEftGp4vehxVqcwpSvlOt/Xdy4rnkNELs5rsvClhRJphMVKclr2bPtlqhDvm92nOh7CzqqivU5cdmdbJCnYPYYBAV6r2H1XFZm5qjOg1YC990kokKZlALhCNgyatWV50KJksvAQAS8jKyfJ94unHHUSH52SICMRXC6sgsgRCVVkZnaSOzXHwNFM/bREnLt9pDzQq1I7TmiowQhxFWuGILjddEIFm/wTrV1qOL6EAH4HXvxbdaxK5wNffTwrZa2MpcCfrCIbeHulX/Tk48l5xGs3wvporbrQFD0neRCrUWSNYLeJTzZzXlGzDMoi6a9K1avmtZoWYPtSmdmuU7hUQ6g1+8ppzrG5pJUIuxWXWyfIuUb7vVRMDQhiUEtcMV6risPH6o1a6zs28Apw8A06P6bceeAk6/qNw++0bDDs0OYvpFgeVbfV+wmvAtKHttNSBcKG6+BmqhZGkrFWoKaido3RU+IQ5SLqylIJAMACRJSfo+8zKQSQKn9gNrttX8WBuB1XmPpe6nV6hbtCJQIW0Fc6hb2/LtxHPJacSc0mQmi3gqq7tQ8iln+c4LJLM7fqW3PYBTs0vFbYmRAeVjrFpBXSKUjD3UpojFdVYGfn5kCvOJNFZ2BLBlTfO0+ugj+uqc8l2JoA6qjgAxOsvhHupFuUUt31++vPC2pRngwev1zz9dYkqBSyhm+Z6K2ZtBLRBV2lkLlm9jD7VbEb3/yXQW2awMj8mcaYaSOUuLbb0RUhs6yghqUaHWAskEoo86kwRe+k7Njq/RXL2uF4NdIRSL55Cg2PpKzWKl5ducAst3i/+dnHguOU17wAufuiCZLZX0LSrUS9PmC/y8sK+lVAapjFLxtlSh1mZRF7ElilCyaBWWb1kuGkqWzmS15yF7qHMJ+vSgpO+/eAoA8LZL+k0Xsm6lXWttqn2FOpOVMTWviJ+BKizfczCMznICrUItQslaTFC/9yHAk78ZprpuPD7l601AMct3taFkRa+tBjSXjouvgcaNoESRKvUsx2Y5SmuuyAhxmFK9ZbIs49VJpUK9UVSoha3KH9bvOPwvTWersorXI2HXziEAKBBC4vNdO4fgLbG41EPJeFkyolnbCnqoW2yhp+LEc8lpJEnSRmeVDCYLdgAdapX4nEkf9UKulVpUOnweKWcUTDF6RZ9fUcu36KGuokIdn1PGEAFAW+6mhegPBlihzkeSJG2B/YQ6f/odTWT3BurbQ312PoFMVobXI2Flhz3xA+jPv1kxOqtGKd8t11qz5X3AnU+af+3OJ5WvNwFiXNVSKve5WrnlW1zf7Vi+3XsNNArqYqOzppny7SgtdqUgpDaIfi2zCvXUfAKziyl4jAnfX74cePBtwMv/pN9x4axiq3rwbea2qyZnx+ZBPHDHtoJqw0BXCA/csQ07Ng+W/H7jHGqiIxYOi6k8y3erLfQMVPtcqgWdTozOEpXfdsXyLcR5l8XxK1qFutiiT1So5yeBTPlKiyniGAMdgD/37y8EdTjgha/F56DbJZOV4VMr1Ml0Fj4PcN3GlQ0+KnvUc2yWsHv3R4IVbY4J19hM1mlBLVK+/ZCkVn8/8uR9bB7yW6EA5XUngrYqtXwXvbYasNOm0yi8HklzzJiNzspk9XYjWr6dwb3bK4S4iI4SVjhh975gRbu+K/jeh4Dv3wVkjQLcYKt6zwO1PNyGsWPzIG4aGsDTR6fwoYd/hYwMfOsj1+DCle1lv5c91OYUDSVr6YWe/lzaNzqNyVgc/RHF5l3PyrQR66Oz1gEnnjEPJsuzUttdmPWWm5UaXgl4/EA2BcyfAbrOs/S4uceo9k+3mQSSaQnf7l1INoI9w+O4Z/eIljAMAB7Jg2eOnm3I5k+lhLVQstpXqEWSfyWBZAAQUZ+DZzOqC8yplO+UmvINP4I+j2vnDFdFex/Q0Q90rgG2fQDY/7+B6Cnl9ibBzPItWgj8Xsm2jVmIyrLXdxhTvt19HQz6vEhl0qajs+aWUhD5mt20fDsCBTUhFiiV8i0CyTb2GwLJtrwPWHlxbtCH4M4ngdVba3GYrsDrkXD9xf24/LxuvDg2iwNjM9YENVO+TSkMJVs+Gw9ej4RrNxQGYzUCEUw2V6qHGigdTKalfK9UH8teuI3eQ13kGDweJZhsbkxJ+q5EUC+JQDKzhG8GkuWzZ3gcdz26v2BuejKTxV2P7m+Yo6ISOupo+RYzqCsJJAP0Y51MqYLa4R7qhOxHyEIbRlPStQb45DDgDSjhqVd+UMl58dm33jcKzfJtENST6nOqryNoeyOkt125BrdKyjegJNTPJ8wt3yKQLBLywU+3kSPwr0iIBUqlfL9aLJBMo3ltVdVw1QU9AIAXTliz4i2Xyqtdwnk2zCT/Tg2hy7bl23qF2mqFoFcV1EVTvgFDH3WFwWRFAskAIBrnyCwjmayMe3aPFIhpI/fsHkEmW+oe7iGsCeo6WL6FoK4gkAzQN3UmU+r3OyaoRQ91oPUCyYz4goqYBpSPTSSmAX2j2Tg2a1JN+O6rYJNGbJhG4ymkM8VHTQHAnBpK5mbLN6BvupuFknFklvNwRUaIBUrt3L92Ji+QTCBsVauvAG6+T/nY0d9UtqpquFIV1M8ftyaoKRTNybe2LYceajfSZdnyXaJCnRdKZmcGNWBxVmqnKqgrnUVdUlALqyMr1ACwb3Rasy6bIUOxNu8bna7fQVVBu+aGqUOFes4hQZ0WFWqnQ8kCrTeDuoXIn34B6ILabsI3oLf0yHL5TVPd8u3u66B4/ppXqNX+aQaSOYa7nw2EuAQt/TSZyZnpJ8syjmgzqPMq1C1gq6oGIaiPnIkhFk9pPW/FWE5WZjtolu9UGpmsrI1Z4t+pvmgp3+Uq1L3rlI/xWaUf2Widzgsls91DrVWoSxxDRA0mqzTpu4SgFqFk5V7LywWRKOzU/RqN7sSqY4W6Qsu3ONZZx+dQ66FkLTeDuoUws3xPRfWgO7v4vB50hnyIxtOYWUxhRYnk+eaxfCt/I1NBrVWo3f07NBPcfiPEAqJCDeQGtpyJJhCLp+H1SFjfZ9In3OS2qmro7wxhbW8bZBl4cWy27P2Z8m2OsUKdNFi3+HeqL6KCMVeuQh1o123XxqRvk/nOdgV1T7s+2qWojbizytFZi7lVdCNaZcbF42LqidUkYbuJw41CT/mufYV6ospQMr/Xg5DfgzlZfd9NLQDp8v2vZREVatmPIAW1a2kT4yRNLN+Vvt56LLTUZLKytrHodsu3LqhNLN/q79hLy7djcEVGiAVCfg9EuLCxv0wEkl2wIsyKoQlXnm/d9s0eanPCfr2HOmEYf8G/U33pClvsoQbMbd+JqJK+DVQuqNXFT1bWxW0BokIdrbSHukQoWVyEkrl7IVkvrl7Xi8GuUMG8dIEEYLBLSadvBsJB3UabrWHftyzLWoV6sELLN6A8D2MIQxZnwImkb2OFmtdY16KNkzSzfNucQS3oKTdFAcB8XN9scns4o7B8J0zGZonxYN0U1I7BqwUhFpAkSatSG4PJhKC+uL9YINny5soLlYXk/jcsCGp1F5VVgVyM4Stip9nrkTgHuM50t6ljVcqlfAPAivXKR2Mwmaj8+tsBfxsA+ynffq9HW8QVn0VdbYVaCOrilm+3j4upF16PhF07hwCgQFSLz3ftHGrYqDe7iAo1oM+9rwWxRFoTQpX2UANAJOhDFh5kAur7rxO277Q+NouWb/eiObdS+npMtFZUYvkGdPtzqQq12FQM+T2uL6KIUD0zy/fsgvJ7iHRzUj1ckRFiEbNgste0hO8O0+9Z7ogK9YE3Zssm3SbVZM0AhWIOYuFgDEthdbr+iAq1lTmlphVqE6Fqt0INGPqoi1VRIoZQMrmCKmOpUDKOzSpgx+ZBPHDHtgJhONAVaqqRWUCuE2uxhqOzRCBZV1t1orVDfR4m/V3KDU4kfef0UPM661baTOZQT0adsnwXv8bPNckMakAPLjWzfLNC7Tx8VyTEIu0mgvrVSZHwzQq1GZcMRNAR9GE+kcaRiRiGVncWvS/Tq81pMyw4xc45BXX9sTw2CzAfnbWgzqBuNwjqRfuCuiccwIlzi8WTvoWgTi0oNvNQl+XHBmAplMztYTz1ZsfmQdw0NIB9o9OYjMXRH1Fs3s1SmRZIkoT2gA+xRBoLydpVqEUyeqWBZAKxsZPwdyGMMYcq1KKHOsAKtYvJt3xnsjLOzjtk+S5Voa5gE7RRlKxQix5qpnw7BldlhFgkfxa1LMs4WnYG9fLG65Hwa+d3AwBeOFF6dIxm+aZYzMHjkbRKyawmqLnQqzcilCwWT5edU6pXqF/Xq8QmQrWqCnWxRV8grItou6Ozsllgqbjlm2OziuP1SLh2wwrcunUNrt2wounEtED0UZuNiHSKamdQC4RrbMmrvv862EMdh7+151A3OcK5JcTiuYUEsrKS/bqiQpFY1v2D5kn4BvT2ObM51GJDtpsp347BlSshFtEs32oC6vhcHLFEGj6PhHUrTRK+CQB9fNYLJ0pXDzg2qzhhtbdRWNFYxa8/RtEbjZcRGz0XKh8Tc7rVe1GtUKtCVZblqgT19IKV0Vk2g8nis4CsLr7aCoO0ODar9TFzYjnNGYcq1B1B5Xm44HGyh5pzqJuBtrw51MLuvaI9WHG+SLfWQ1382hpdEjkS7t9ULDWHWrQusULtHLxaEGKRdnXnXqQ8ikCyC1e2I8CqalE0QV0mmEyMhOLfshBhb6Plu3H4vB5EVLFR1vYdCAOda5T/C9u3VqFWZlAvJjNIq7kCdqoEZSvUgB5MZrdCLQRJIAL4ChdaojrTxbFZLYs+Oqs2lu9MVsbBk7MAgFQ2WzZboxTC8j3vqKDmHOpmIH8O9ZQ2Mqvy0aS9FlK+K9kEbRTFxmZls7L2/tHDHmrH4KqMEIvolm/lAs5AMmtsXdsNjwSMTS9hUrX6mcE51MUR9jaxq8wqfmMQNr/ZUmJW0KsmfZ/LF9RK5VcszPxeKadPvhxiAVS0hxqovEJdYga1LMusUC8D2tSq1s9fncSzx85VJXjz2TM8juvu3YsnDk0CAL63/xSuu3cv9gxXlkgvBHUUqkPMkVAyzqFuBsJ5c6i1hO8K+6cBPaDLSsp3M1i+tR7qvLFZsXga4mVNy7dzcOVKiEUieVY4UaHeyJFZJYmE/LhkQAkjK2X7puW7OEJQi51zbjo0BrH4mK0kmGwht4faWOmQJOv9tmLMSakqSsUV6hKBZIvJjCaumiHhlthnz/A4Dp6cAwA88p8ncPtDv6xK8OY/9l2P7tcCyQQTc3Hc9ej+in6GENSzsrqp7USFOiUs30z5djNiEzKdlZFMZw0J31VUqC2kfEebKOW7mOVbJHy3B7xcbzkIrxaEWCQ/lOzVSQaSWeXKC7oBAM9bEdRcxBQg+sXYQ91YhKCeszM6a/p15aMQq+2K5dvuDGqBVqEuVSWPVDiLutTIrLheUafQaD2E4M0PMKpG8AoyWRn37B6BWa1b3HbP7hHb1XDRQz2dDSs3ONpDzVAyNyPeEwHF9n1Gm0FdeV9+T1h3IGWLPBeb0fKdyLN8a3Zv9k87Ct8VCbGIMaxFSfhWKtS0fJfnqgsUC2nJCnWKlu9iCHsbU74bi63RWUUt34UVajtYSaJFp2r5jjpn+Tbave1U1In7qZXgFewbnS6oTOf/jPG5OPaNlp4EkY+YQ30uowpqB1O+lVAyXmfdSsDngU9N0l9KZbQK9SoHLN9ZWd9AzCeqjQ50f46EWEvlV6jFewf7p52FK1dCLGJM+T41u4SFZAZ+r4QLmfBdFhFM9srpOdPESQBIZhhKVgy9Qk3LdyPpalMWILNWKtQrDBVqWTakfOdWqO0K6p52Kz3UokI9YeuxtURyswr1EkdmtSq1ErwC0d/q1P0EwvI9mXaoQi3LWoU6LjPl2+3os6jTmFRDyfqqqFAHfB5tnVfM9t1clm/zHmrxu7FC7Sy8WhBiEWMomQgkW7+yA/4KRzQsJ87raUN/JIhURsZLao9ePvocalYF8gn780PJ+JxrBHoPtYVQsp51ACQgEVWEbVx93osK9WKFFWq1qhCNp5EqNg9bVKgXJoGMjfFHJSrUomLDQLLWo1aCV2DVhmvXrityTabS6vdVG0qWSUHU5Jny7X7ERvNSKqOnfFdRoQaAHjWjotiGZXNZvpV1QoHlW6tQu/93aCa4KiPEIh3q2KyFRFoPJKPd2xKSJJWdR62HkvGylI+W8r3ElO9GYsvy7Q8BXecp/z/5K/VGCWjrznkMuwuzzjY/VKdj8Up5eCXg8SkzpefPWH/wEhXqWBNZHYk9aiV4BVev68VgVwjFGgUkAINdIVy9rnAjpxTC8j2eaFNuWJpRqsyVktY3DBhK5n7ChlnUTozNAnQbdLFJDs2U8h0sWqGm5bsW8GpBiEW0CnU8jVfPMJDMLrqgLrQNZrOyZvmmoC6kTe2hFj2MDCVrDN1tNkLJAL2Peuw55WO4F/Aoi5xKBbXXI5Uf7+LxAB0Dyv/tBJOVCiVTjzcSdP9CktijVoJX4PVI2LVzyLRHW/zMXTuH4PXY680XbolTQlDLGSARq+gYAWj90wCQhI+hZC5HOAjG5+La+qHPIUFdrEIdXVI3FpvAqaONzSoWSkZB7ShclRFiEWPK92uTDCSzi7FCLedVEZIG6ypnfxYSDuT+Tbjp0Bhsjc0C9D7qk88rHw1CtRrroLDqnZu3MjrLRjCZENRtZpZvVqhbFSF4ARSI6moEr5Edmwfx7ssHC24f6ArhgTu2Ycfmwq+VQ/S7xjI+yF5VSFUTTJZeAqAEkgES34tcjnhfPHF2AYByfa7WvaUnfRde45PprDb3uhmug8XGZs0siB5q928KNBPuf0YQ4hIiBkEtdi83skJtmctWdyHo82BmMYXXzy5gQ5++GWEc1RJgT3oB+YKawW2NQQ8ls9BDDegV6tMHlI8OCere9gCOTS0Ur1ADlY3OWioRShZvnjAeYp8dmwfxwB3bcM/ukZyAslWdIXz6lqGKBG8+b0wvAgB+963rMbS6E/0RpepdqVAXghoA5FA3pIUziu27+/zKDlBL+Fae47R8uxvRQ31CfV5Va/cGDKGPJtdWY/J3M2RJaKFkeRXqaVaoawIFNSEWERVqsRAOeD24oDfcyENqKgI+D644rxv7jk/jhRMzeYJa2UGVJGXOLcmlraBCzcpJI9B7qC0GfYlZ1BnVSupYhdpC0rfd0VnZjJ6SXKKHuhkWkqQydmwexE1DA9g3eg6//9gBnFtIYtdOZ8T0ZDSOl08pwXx3vmV91dZcQKmstwe8WEhmkA52ISAEdaUYZlADYCiZy2nzK2uyE+eUCnU1M6gFpXqo9bYXX1VujXqhz6HOrVDPUlDXBG6/EWKR9mDu/tP6vnb4WE21xTZh+z6eu+jRE749nHFrAi3f7kBYvueWkgVtC6YIy7fAIFSjVVaogTKzqO1WqONzSogZYJ7yLcbFNIHVkVSO1yPh2g0rcevWNQCAvYcnHXncp44oj3PF2m5HxLRABJOl/F3KDdUkfasV6risvL4oqN2NeF88fq4GFWqTa6ve9tIcm4raHOq8ULJpWr5rAldlhFikPU/UMJDMPlcJQf1GnqBOc2RWKcROvICCujEIQZ3KyFhMms9Tz6HnQkAynKv2ldp/tQp1BaNLStkSNexWqEX/dLAL8BYeU5QV6mXFjUP9ABRBLcIQq+HJQ4qgfsem/qofy4iwfSc0QV19hTouqxVqXmddjZhDLRK++6ocmQXoPdRmc6jnlpon4RvQN4RSGVl7DcuyzAp1jeDVghCL+LyenJ4qBpLZR1Soj07O51iqhOWbQtGcggo1KycNoc3v1VoSLI3O8gX10VmAVqGWZbm6HupwDSrUWsJ3T8GXMlkZp2eVKtD47JIjAou4m+0X9qIz5MO5hSReHKtCpEK5vj999CwA4AaHBbXY4FnyqhvcVYWS0fLdTOS3Qjlh+S51bdVcOqHmcOkY16simCyWSCOtXr8pqJ3F9up1eHgY27dvR09PD+6++25Ltrd77rkHvb29CAaDuO222xCLVTHWgJAGYgxBYSCZfXrbA1jf1w4A2G+oUifVCjXDtsyh5dsdSJJkCCazOToL0AT1YjKjLWoq6qHWKtQljkGrUI9bm81bZAb1nuFxXHfvXhydVPoUv/jTV3HdvXuxZ9hG2BlpOvxeD96uit+fjlRn+37u9WksJjNY1RnEZas7nTg8jYgqbhaFoK6qQp0fSkZB7Wby3xedsHzrIwkLr63NNIMaQM7YN+ECnFXt3iG/p2BDglSHrVVZIpHAzp07ceWVV+L555/HyMgIHnnkkZLf881vfhPf/OY3sWfPHrzyyis4dOgQPv/5z1dzzIQ0hExWzgmiMIZqEetceb4+PkugW74pFM1gKJl70EdnWU36NvRRq/2dYuyW3ytptkU79Kq9b5Yq1KkFIBEt/6AmM6j3DI/jrkf356Q+A8DEXBx3PbqforrFufHSVQCAJw6dqepxRB/2DZv6Hc/IEJvc8x4HBHVKHZsl++H3Sk0RPLWcyb92OtNDLcZmFeZkVOMqagQej6RNTREVatEm1MvqtOPYWr3+6Ec/wtzcHL70pS9hw4YN+OxnP4uvf/3rJb9nbGwM3/jGN3D11Vfjoosuwm/91m/hwIEDVR00IfVGVGnORBPabXf8w3NcUFbAVRcqgvr542aCmkLRjHCAPdRuoVtdTEXtzqIGgLHnAABzi/rCrBKBYSnlOxAGQmpfadTCdSpPUGeyMu7ZPQKz2ra47Z7dI7R/tzDXX9IHn0fC0cl5HFdn/dpFlmU8eVgR5DdsWuXk4QHQK9RRqBvcDoSSJeDPqe4Rd1Jg+e50LuU7nZURS+ROc4iq0x2aaXRgMG8WtRi12E1B7Ti2VmUHDx7ENddcg3BYGRW0ZcsWjIyMlPyeP/7jP8a1116rfX7kyBFs3Lix6P0TiQSi0WjOP0IaSbEqzZkoqzSVcKXaR33w5CxSGUVIi7EOQc79NKWwh5p/p0YhqhNlLd+zb6jzpw2C+fWfAadfRPrkfqzBVMWVDi3lu9w87Ihq+7bSR50nqPeNThdc84zIAMbn4tg3Ol3+sUlT0hny403rlcT3SqvUx6bmMTa9hIDPgzdfVDiOrVo6gurrUVZaiRwJJUOAORVNQP5GsxMV6pDfq1W+8x1AuuW7OXqogcJZ1OJ3Eu8hxDlsrcqi0SjWrVunfS5JErxeL2ZmrF3AXn31Vfzrv/4rPvrRjxa9z+c+9zl0dXVp/9auXWvnEAlxFFZpnGf9yg50h/2Ip7IYOa1smNHyXRpavt2DWEz957FzePbYueKv/S9fDjz4NuDHn9JvW5oBHrweW/79VjwT+oOKBbXooV5MZrTKg/nB2ggm03qoFQE1GSsupo1YvR9pTqq1fYt072vXrygQQE4gxmbNaIJ6tvIHM1aouWnpetoC+jlqD3gLRptWir5hmbtp2myWb0APJhOjs8Tv1F3BdAlSGltXDJ/Ph2AwdwcoFAphcXGx7Pdms1l86EMfwp133onLLrus6P0+9alPYW5uTvs3NjZm5xAJcRRWaZzH45GwLa+PWg8lo1A0I+xnKJkb2DM8jh+/ogiLHxw8jdsf+mXxgK73PgR48hd4ivjOSl78QfLjFS/MIkEffGp/Z8kqteijtjI6a0m9hrUpgtpqYq4TybrEvQhB/avjMzmTGazypNo//Y5LnU33FojE5XMZxTnpSMq3HGAgWRNgHCfphN1b0K2NzsqrUGsp380jRsXmu9h4Fa9hVqidx9aqrLe3F1NTUzm3xWIxBALlT8xnPvMZTE9P46/+6q9K3i8YDKKzszPnHyGNglWa2nBl3jxqVqhL4/N6tHARgJbvRiBaP/LnTxcN6NryPuDOJ00f6/tX/SMez15XsaCWJElP+nZqdFae5fvqdb0Y7AqhWIe3BGCwK4Sr1/VaO2jSlKztDWPTQASZrIyfHZkq/w0G5hZT2qbp2y+pjaAWoWRn06qgdijlmxVq92N0bvU5YPcWaBXqAsu32kPdhBXqhGr5Fu8X7KF2HltXjO3bt+PZZ5/VPh8dHUUikUBvb+k31N27d+NLX/oS/uVf/kXrvyakGWCVpjZogvr4DGRZ5hxqCxgXD7R815fqWz88OR/n1YVZNdZBfV5qqdFZokJtX1B7PRJ27RwyvasQ2bt2DjEJeRkgqtQ/tWn7/vlrU8hkZVy8qgNre2uz9hOW7zPpNuWG5DyQsRgYmI9hDjVDydyPMVvEif5pQbHRWc02hxrQR2fpFWrld+il5dtxbK1e3/rWtyIajeLhhx8GAHz2s5/FjTfeCK/Xi9nZWWQyhb1chw4dwu23346/+Zu/wdq1azE/P2/JIk6IG2CVpjZccV43fB4JE9E4Ts/FmfJtgXCOoObGQz2puPWjvQ/o6AdWXwHcfJ/ysaMfZzLKiJ9qBLUY7zJd0vItQsksWL5Nxmbt2DyIB+7YBr839wo40BXCA3dsw47Ng7aOmTQnNw4pgvrnR6a09hwr7D1Uu3RvQUS1355JGARVpX3URkFNy7frMbq2MlnZsSwbITYLKtSih7qJxKh4Hos1lqhQ99Dy7Ti2e6j/4R/+Ab//+7+PlStX4vHHH8e9994LAOjp6cHLL79c8D0PPvggFhYW8Du/8zuIRCKIRCIYGjLf9SbEbRirNPmimlWaymkLeHHZaqWd4/nj05odKUChWJQ2CuqGUXHrR9ca4JPDwEeeAq76kPLxk8MYyygOjWqsg8VsiTlYrVBnM7oICecmMb/rsgFtM+fud12Cb33kGjz9RzdQTC8jtqzpQl8kiPlEGs+NnrP0PelMFj97VbGI16p/GtAt39FkVh8TV6ntW+uhpuXb7ewZHsed3/iV9vmPhieK51nYRK9Q69dWWZb1lO8m6qEOFRmb1UPLt+PYvmLccsstOHbsGL7xjW/g0KFDmjiWZRlbt24tuP99990HWZZz/h0/frza4yakbogqzUBXrq2bVZrq2KbavvefmEEyQ8t3OXIq1Kye1JWqWj98QUDMmpYkwBfErANpsZZmUYsK9cIkkEkXv9/SLDTzeltPzpfOLSQxt5SGJAEfvm4drt2wghuIywyPR8KNqih+YsSa7fvA2CxmF1PoavPj19Z21+zYxBzq+XgaCKk/p9JgMrWHmmOz3I3Is5iaz732Fc2zsInZWMJ4KotURrlGNlMPddCfa/mmoK4dFTUCDAwM4N3vfrfTx0KIa9mxeRA3DQ1g3+g0JmNx9EcUmzcXlpVz1QW9ePiZ43j+xAyuXa9UxRi2VZywIdGUGw/1RbR+TMzFTfuoJSgbbFZbP5wYv7LCyizq9j4laTybBubPKBVzM4TdO9QFeHOXBUcn5wEAa3vCtMEuY96xaRW+tW8MTxyaxKdvkSFJpd/79qrp3m+7pA8+b+2uV0JQx+JpyKt6IM2eqL5CzR5q11Iuz0KCkmdx09BAxeszLeXbkE8hrtlej4T2QPM8N7Qe6nQWsixrfeGiZYg4B1dlhFjE65Fw7YYVuHXrGlZpHEAEkx0aj2p9oOyhLo6wfHskaCOTSH1wuvUj6kSF2krKt8cDdAwo/y+V9G3SPy0Qgvqi/o6KjpO0Bm++aCVCfg9OzS7h0His7P33qvOnb9hUO7s3oFu+01kZWVGhrlhQi5TvAC3fLqUeo0zNKtS63dtXdjPJTRgt34vJjJaBwAq18/CKQQhpCANdIazpbkNWhvbmx8prcYTlO+jzNtUbeqvgZOuHqHZUM7rEbNFnSqeFWdQU1KQMbQEvrruoDwDwRJm077HpRRw5E4PXI+H6i/tqelztAZ/WUZHyq2NWqw0lkxlK5lbqMcq0x6SHWkv4biK7N2CcQ53Vfp+A15PTQkacgatXQkjDEFXqkzNLACioSyEq1LTFN44dmwfx9B/dgLvfdTEAYG1Pm+2ALlmWHbF86z3UZUYEWZlFbUVQ91FQL3duGlL7qMsI6qeOKNXpK8/vqfm8W49HQkdAqVIn/dWGknEOtdupxyjTnnZ9JKEsK+ZyJ67ZjcBYoRYW9p52PzflawCvGISQhnHVhbkBSBTUxdEr1PwbNRKvR8J7fu08AIq1MJ21PkYIABaSGW28S1VzqK2kfANApxpMVqpCvaTaI9sKe8A1Qb2Kgnq5c8OmVZAk4KWTc5goYbsV/dM31DDd24iYRR33qRXqSkPJUsrGLnuo3Us9Rpn2qD3UyUwWi0klzKsZE74B49isDAPJagxXZoSQhrHt/HxBzUVMMcQbYzoj49lj5xybuUnss7orhM6QD+msrAlOq4hKR8DrqaoKpvVQLya1KooptirUuYvQWDyFiaginGj5Jn2RILaqid1PHjavUi8m0/jPY8rz6R017p8WiD7qBa8y392ZCjXfi9xIPUaZtvm92sa1yKiILilTEjrbKspybhjiPSZhsHxTUNcGCmpCSMPYNBBBm0FUvDG9QKFowp7hcXx73xgAZYzR7Q/90rGZm8Q+kiTh0kGlGmYloMnI3KLei1eN7a5XXRQl03oVxRRLglqtUOdZvsVmQX8k2HSVGVIbbrx0FYDi47OeOXoOyXQWa3vb6rYJo43OkqoV1MrmUVxmKJmbqfUoU0mSNNE5q16vm9fyLVK+M5qbiQnftaG5tloIIS3FE4fOIGNwzP7tU8fwL/tPYdfOIc73VhEzN/O3GcTMTc5CbwyXDnbiudFpHB6P2vo+fWFW3dtvW8CLkN+DeCqL6YUk2oNFHk8LJbPfQ81AMpLPTUOr8Fc/PoJnjp3DQiJd8LzT7N6X9NetT7ND3eyJSerztOJQMr1CzTnU7qbWo0x72gOYiMa1CSRaKFmTbSyGDKFk02JkFivUNYFbcISQhiCEYjKT24MqhCKrr+VnbgLKzE1W9evPpYNKNezQhF1BrSzQnKh09Jqk0RYQUXuoKwglOzpFQU1y2djfgfN7w0ims/jFa2dzvibLMvaqVvAb1Ep2PYioon5WblduqHoOdYCW7yaglqNMRR/1rBDU8SZN+TaEks3S8l1TKKgJIXWHQtEa9Zi5SSrDaPku2cOch5PWQUuzqEWFOjkPxIuI/yI91MfUCvVGCmqiIkmSZvt+Mi/t+5XTUZyJJhAOePGmKkKh7CIs37OyqFA70EPN8MdlTf61da5Jx2Zplu9URvtdxO9GnIVXDEJI3aFQtEY9Zm6Syrh4VQQeSVlwTcYSlr/PSUFtaRZ1oB0IquOEilWpi/RQv6YK6g0U1MTAjWp6997DkzmbnsLu/eaLVta1witCyaazYeWG+CxgY5NLI62mfHMO9bJHVKhnVJu0FkoWaq5OWRGuFk9ltX5w8bsRZ6GgJoTUHQpFa9Rj5iapjJDfi/XqbOZDNvqohaB2Yj6v5VnUWh+1yeisTFofM2QQ1PFUBmPTiwBo+Sa5bF/Xi0jIh3MLSbw4pleDhaCuV7q3QIzNmkyrgjqbVhwZdsikle8DU76JoZ1mobkt38ZQMlaoawsFNSGk7lAoWqMeMzdJ5WwaUPuobSR9O2kdtDyLulTSt2aPlYBQt3bz6NkFZGWlItPXEaz6WEnr4Pd68PZLFNH80xFFRE/FEjh4chYA8PY6C+qIGhQ1k/QCXlUs2A0my+guE0VQc3m8nOnOy6do+jnUqSx7qGsMrxiEkLpDoWiNeszcJJWj91HbqVArVTBHeqjD+izqknSqwWRmFWrRP93WDXh1O6NI+N64KlK3tGbSPNw4pI7PUvuof3ZkErIMXL6mC6s667sRKkLJ5hNpoK1HudFuH3XaKKgZSrbcyW+nEeMOm29sljqHOp3R3id6KahrAgU1IaTuUChap9YzN0nlDFUkqJ3soVYeY3q+igp1kYRv0T99UR/t3qSQ6y/ug88j4ejkPEbPLmh273pXpwHd8h2LVyOolfailOxFFh5t3BBZnnSLHuqFFLJZGbGE2kNd5bjDeiOex3NLKcRTykSVbs6hrgnN9cwghLQMQijes3skJ6BsoCvEOdR51HrmJqkMUaF+/ewC4qmMpapWTVK+y1aoS8yiXlIDydrME77ZP03M6Grz403re/HM0XP4+58f0wT12y7uq/uxiJTv+UQaiHQrN4pcAKuogjoO5TVFy/fypsdg+Z5PprWMu2a1fKcyyi/g80iao4M4C/+qhJCGQaFoHTFzk7iHVZ1BdIf9mF1M4ejkPDav6Sr7PVEnK9Rhqz3UYhZ1Cct3/gxqCmpShjXdbQCAb/9qTLvt49/cj0/fUt8NUZHyHYungf7qLN8JKK/LIC3fyxqj5VvYvYM+T9O1AuRvDHWHA2zhqRHcgiOENBQhFG/dugbXblhBMU2aBkmScOmAUqUesWj7rkWFuuTYLKB0hdpEUKczWbx+loKaFGfP8Dj+6fmTBbeficZx16P7sWe4yIi2GiBCyWLxVOWW75Q6MksV1KxQL2+E5TueymrTRpot4RtAwQZAL+3eNYNXDEIIIaRC7ASTybJcoznUSp9fUUQP9cKkMh7IiDaDWrd8vzG9iFRGRpvfq1UhCRFksjLu2T1i+jXxLLxn90jOjOpaYrR8yyHVJWI35VtUqGU/JAkIeLk8Xs50BH3we5XN/RPnlPGBzTaDGih8HjsxrpGYwysGIYQQUiGXDiqjsw5bGJ01n0hrIsMJQS2qKJmsrNhdi9HeB0heQM4qotqISYVa2L3X97XDQ8cIyWPf6HRO7kU+MoDxuTj2jU7X5XiE5TsrA6lgt3JjhaFkCfgR8nlpi13mSJKkic/jqqButoRvAPB4JAR8utRjwnftoKAmhBBCKkSrUE9EIculK3KiOh3wehyxlAZ9Xk1MlAwm83iByIDy/3zbt0mF+ugU7d6kOMIC69T9qiUc8ELs+8R9nep/Zu09iNZDHaDdmwDQxeeJcwsAmtPyDQAhg6DuoeW7ZvCqQQghhFTIRf0d8HokzC6mMBEtLSA0u3fY71gFTCyQpssGk4nRWXnBZGYV6jPqDGoKamJCf8TanGmr96sWSZK0jaVFj+IYqapC3WTBU6Q2CAeQbvluTjFqfD73sEJdMyioCSGEkAoJ+b3Y0NcOoHwftZP90wLLSd/FgsnMBDUr1KQEV6/rxWBXCMW2hCQAg13KxIZ6IYLJFryVCmq9h5qCmgB6RoWoUDej5RugoK4XFNSEEEJIFejBZKX7qJ0cmSWwPIu62OgszfKtCGpZljmDmpTE65Gwa+cQABSIavH5rp1DdZ3YIILJYlA2t7A0Z+8BtAp1AEEfl8ZED/CaUcdmdbY1XygZkJtYL6ruxHl41SCEEEKqwGrSt+sq1JkUkFCFhyqox+fiWEhm4PNIuGBFu2PHSVqLHZsH8cAd2zDQlWvrHugK4YE7ttV1DjWgB5PNyeomEC3fpEryR0y1guVbVN2J8zTndgshhBDiEjYNKDbTRgjqqirUmuiQAHXc0GtqdfrCle3wc3QQKcGOzYO4aWgA+0anMRmLoz+i2LzrWZkWdKgV6hmogjoZUzaMvBZfazmCms97UmiPbt5QMl1Qc2xW7aCgJoQQQqpgSK1Qj55dQDyVKVrhqkmFur2KCrXon27rUZLAoY/MuqiPdm9SHq9HwrUbVpS/Y40RPdTTGcPc9Pgc0L7S2gOwh5rkkS+om7WHOmjYIGKFunZwG44QQgipgr5IECvaA8jKwKtnivdRz2q9eM4L6umFVOk7ahVqE0FtMoOa/dOkmRCW71hCBoKK28KW7VutUMcRyKnokeVL/oipZrV8B33GULLm/B2aAQpqQgghpAokSbLUR10Ty7cWnGOxQp2cB+LqMZoIagaSkWZEhJLNJ1JAW7dyoy1BLeZQ0/JNFAot381p6hXPZ4/UvJsCzQCvGoQQQkiV6H3UxSvUDbV8B9r1yp2oUpsI6tcmleOnoCbNRERUqONpXVDv/iRwar+1B2AoGcmjZSzfamp9W8CL50ankcnKDT6i1oSCmhBCCKkSUaEeKVGhFmOzuh0V1GrvaLkKNQBEBtQDUYPJtJFZyrzgc/MJzCymIEnABvZQkyZChJLFEmklEwAAJl8BXvqOtQcQgloOUFATAHrgo6AZq7t7hsfxo+EJAMBCIoPbH/olrrt3L/YMj5f5TmIXCmpCCCGkSoyWb1k2rwBoFWoH+9hEFWVuKYV0Jlv6zsL2rVWocwW16J9e092GtgBFBWkeOoI+rMEUVkZHAOPLb/hfgNMvAqcPALNvFH+AlF6hDtLyTQB0hnw5ifWiraBZ2DM8jrse3Y/FZCbn9om5OO56dD9FtcM017ODEEIIcSEX9XfA55EQi6dxei6ONd1tBfepheW7q80PSQJkWXn8FR3B4ncWwWRahTrX8n10iv3TpDmJhPx4JvQHwETeFxbOAg9er3/+6TnzBzBYviMMJSNQsjF6wn6cnU+iI+iDr4nGCGayMu7ZPQKzrV0ZgATgnt0juGlooCFj7lqR5nl2EEIIIS4l4PNoQvTQ6ULbtyzLiMbTAJwV1JIkIaxWk586Mlm6P06rUKuqI09Qv3ZGEdQbKahJkxEJ+fAHyY8jjXwxrL4ePD7gvQ8Vf4CcUDIKaqIgrtU+j4Rnj51rmv7jfaPTGJ+LF/26DGB8Lo59o9P1O6gWh4KaEEIIcYBSSd/zibS2GHNKUO8ZHsd19+7FQkKx9P2/332pdH9cJN/ynSuoj7FCTZqUjqAPj2evw4f9nze/w51PAlveV/wBxNgsOcCUbwJAub6OTS8CAGaXUk3VfzwZKy6mK7kfKQ+vGoQQQogDXDqoJn1PFApqYfcO+DyOVMBEf1x+FaJkf1xnnuV7SfRQq5ZvjswiTYrob13S+kVt2lhZoSYGxPU1mcmtSDdL/3F/JOTo/Uh5KKgJIYQQBxAV6sMmo7Oc7J8u1x8HKP1xBfbEggq1KqjbehGLpzRxflFfpOpjJKSeiJTvsWQ75PZ+YPVWYPU25YuSVxkbV4qcsVlcGi9nKr6+uoir1/VisCtUdFtJAjDYFcLV63rreVgtDa8ahBBCiANsGlAE9ei5BSwm0zlfm1t0TlBX3B8nKtTzZ4DUEpBQK+nhXhybWgAA9EWCjqaQE1IPIkHlOTsur8D8XQeAjzwF/F/fU4L45AzwywdKP4CoUMsBhBhKtqxphf5jr0fCrp1DAAq9GuLzXTuHGEjmIBTUhBBCiAP0RYJY2RGELANHJnKr1E5WqCvuj2vvU6p1chaYPKTcJnmAULdu9+b8adKEhPwe+FRxMJ/xApKkzKO+TRXSz38deO2nxR8gvQSAlm/SOv3HOzYP4oE7tmGgK9fWPdAVwgN3bMOOzYMNOrLWhGOzCCGEEIe4dDCCX7yWwKHxGH7t/B7tdiGoux0Q1BX3x3m8QGQAiJ4Czryi3NbWC3g87J8mTY0kSegI+TC7mMJ8PA10qV9Y/zbgTXcBzz0APP57wMd/qc1dz8HQQ8051MubVuo/3rF5EDcNDWDf6DQmY3H0RxSbNyvTzsOrBiGEEOIQQ6KPOi+YzMkKdVX9caKP+syw8lELJFMq6hTUpFnpCCo1IjGeTuPGXcDKS5RWh3/7pDK0PR+R8o0AK9TLnFbrP/Z6JFy7YQVu3boG125YQTFdIyioCSGEEIfYJJK+x80FdacDgrpUf5ygaH+cmEU9IQS1sihkhZo0O5GQ8tqaT+QJan8b8N6/V2ZRjzwOvPRPhd+s9VD72UO9zGH/MakECmpCCCHEIYxJ37KhEuZkhRoo3h8HAB9884XF++NMKtTxVAZvqPNWN1JQkyYlolao5/Mr1ACw+teA6/9Y+f+/3w3Mjulfk2WmfJMc2H9M7MIeakIIIcQhNvR1IOD1IJZI4+TMEtb2hgE4L6iBwv64/3h1Cv+y/xQOTxSO7dIQgjo+q3wM9+L4uQVkZWWWb18k6NjxEVJPxOisWDxlfofr/h/gtR8DJ38FfP8u4AM/ADweIJPU7sJQMiJg/zGxA7fhCCGEEIfwez2abdpo+66FoAZy++P++zsvgSQB/3nsHE6cWzD/BjE6SxBegdfO6HZvSeJikTQnEVVQF1i+BV4fcNvfA/4wcPwXwHNfU25P62nNCfZQEwPsPyZWoaAmhBBCHETvo9YrxdEaCWoja7rb8NaNfQCA7/xqzPxOkTyrYngFR2aRlkCEksXMLN+CFRuAd/6l8v8nPq2Mj0spgjorS0jBS8s3IcQ2vGoQQgghDiKSvo0V6lkhqMO1E9QA8Nvb1wIAvvvCSaQz2cI75Feo23pxdEoR1BtXUVCT5kW3fJcQ1ABw1YeAi24CMgngex8FEsrGVwJ+ABJDyQghtqGgJoQQQhxEBJMdmqi95Tufd1y6Cis7ApiKJfDUkanCO5hUqI8x4Zu0AJ1ayneRHmqBJAG3/q0yg33iJeDJTwMAfMhgm28UHtp6CSE2oaAmhBBCHGTTgGL5PnFuEQuJNLJZuS6WbwAI+Dz4jW3nAQC+86s3Cu8Q7ACCndqn6VAPXp9S+q0v6ovU9NgIqSXC8l20h9pIZADY+WXl/4d2AwD8Ugbv9T1do6MjhLQyFNSEEEKIg6zoCKJfTcs+PBHDfDKNrDpBq9aCGgDep9q+9x6exMRcvPAOhir1eKodyUwWQZ8Ha3raan5shNQKSz3URlb/GnDRO3Nu+nX8J3D6ReD0AWDWZEOKEEJMoKAmhBBCHOZSQx/13KJSnQ76PHVJEN7Q14GrL+xFVgb++QWTcLJOXVCfGTumfQ8TbEkzE7HaQy348uXA0Z/k3NSDOeDB64EH36Z8nRBCLEBBTQghhDhMjqCuk93byG+pVervPD+GrCiPCyJ6MFng6L8DYP80aX46yo3Nyue9DwEeX85N2paSx6d8nRBCLEBBTQghhDjMperorMMTsbr1Txv59csHEQn5MDa9hGdfP6fcOPuGYmX16G/96yb24DJpFNe2jdHiSpqaSFB5fcXiZULJBFveB9z5pPnX7nxS+TohhFjAV/4uhBBCCLGDqFAfHo/qI7PqKKjbAl68Z+sa/OMvT+DbvxrDmy9aaWph7cjM4ofBPwVehPLv03N1O0ZCnERYvuetWr4NyJAgQUYWEjyQy38DIYQYYIWaEEIIcZj1K9sR8HmwkMzg5VOKSK2noAZ02/ePhycws5AsaXGVJVpcSXMjLN8LyQwy+W0OxWjvAzr6Mdt9Gf4k9WEc928EOvqV2wkhxCIU1IQQQojD+LweXLxK6Uv+pWq5rreg3rymC5vXdCKZyeJ7B06VtLimP/QELa6kqREp34CNPuquNcAnh7Hn2sfwWOYd+OyavwM+OazcTgghFqGgJoQQQmrApQOK7fvlk0qFurPOghoAfmv7+QCUmdSybKzaKW//WVmpUfu9TPgmzU3I70XAqzyvLQtqAPAFEU9nlccIeAFfsBaHRwhpYSioCSGEkBog+qjTqv203hVqALh162qE/B68emYeB8ZmNYsrVl+BZzb9GV6W12HO20OLK2kJOirso46nVEFdh7F2hJDWg4KaEEIIqQGb1KRvQXe4/oK6M+THuy9XxmR9Z9+YZnHFR57CD4M7cGvyM/j6VT+gxZW0BML2bTnpWyWeygAAQn4uiwkh9uGVgxBCCKkBQ2qFWtCICjUA/PbVSjjZ7pdOK1ZYXxCQJBw9Mw9AwrqB3oYcFyFOI5K+Y3Ys3wDiaVVQ+1ihJoTYh4KaEEIIqQHd4QAGOvV+zPG5Jevpww5y1QU9WN/XjsVkBrsPntZuPzo1DwC4qC9S7FsJaSpEhdqu5TtByzchpAooqAkhhJAasGd4HDOLuvX0r378Kq67dy/2DI/X9TgkScJvqyO0vv2rMQDA9EIS0wtJAMCG/va6Hg8htSISUlwgMds91LR8E0Iqh1cOQgghxGH2DI/jrkf3I6GmBwsm5uK469H9dRfV7912HvxeCQfHZnFoPIqjk0p1ek13G8IBX5nvJqQ5EJbv+USlPdSsUBNC7ENBTQghhDhIJivjnt0jMDN3i9vu2T1SV/v3yo4gbhpaBQD4zq/G8NpkDABwUX9H3Y6BkFpTqeVbpHwHKagJIRVAQU0IIYQ4yL7RaYzPxYt+XQYwPhfHvtHp+h0U9JnU39t/EnsPTwIA2gPehvR1E1ILRIU6aldQa6FkXBYTQuzDKwchhBDiIJOx4mK6kvs5xXUXrURvOIBoPI0nDymC+t+HJxrS101ILdDmUNtN+ablmxBSBRTUhBBCiIP0R0KO3s8pfjoygenFZMHtjerrJsRpIhXPoWbKNyGkciioCSGEEAe5el0vBrtCkIp8XQIw2BXC1evqN/9Z9HWb0ai+bkKcRqR8V16h5rKYEGIfXjkIIYQQB/F6JOzaOQQABaJafL5r5xC8nmKS23nc2tdNiJNUPIc6zQo1IaRyKKgJIYQQh9mxeRAP3LENA125tu6BrhAeuGMbdmwerOvxuLWvmxAnET3UFc+h9lFQE0Lsw+GThBBCSA3YsXkQNw0NYN/oNCZjcfRHFJt3PSvTArf2dRPiJCLlO0bLNyGkjlBQE0IIITXC65Fw7YYVjT4Mra97Yi5uOh9bglI9r2dfNyFOEwmqPdQVzqGm5ZsQUgnciiOEEEJaHDf2dRPiNMLyvZTKIJXJWvoeWZa1OdRBVqgJIRXAKwchhBCyDHBbXzchTiNCyQBgwaLtO5nJQlZtG6xQE0IqgZZvQgghZJngpr5uQpwm4PMg6PMgkc4iFk+jOxwo+z3C7g0wlIwQUhkU1IQQQsgywi193YTUgkjIh8R80nLS96JayZYAvHBiGlevW8ENJkKILWj5JoQQQgghLUEkpAaTWbB87xkexy1/+wwAZRb77Q89h+vu3Ys9w+O1PERCSItBQU0IIYQQQlqC9oBi237i0ASePXYOmaxZrr0ipu96dD+m5hM5t0/MxXHXo/spqgkhlrEtqIeHh7F9+3b09PTg7rvvhiybX6iM/PM//zMuuOACrF69Gt/61rcqOlBCCCGEEEKKsWd4HK+emQcAPPgfo7j9oV+aVpwzWRn37B4xHSEnbrtn90hRMU4IIUZsCepEIoGdO3fiyiuvxPPPP4+RkRE88sgjJb9neHgY73//+/Hnf/7n+PGPf4z/8T/+B44cOVLNMRNCCCGEEKIhKs7JvHFZZhXnfaPnMD4XL/pYMoDxuTj2jU7X6nAJIS2EJFspMat8//vfx4c+9CGcPHkS4XAYBw8exO/93u/h6aefLvo9n/zkJ3H48GHs2bMHAHD//fdjamoKf/mXf2npZ0ajUXR1dWFubg6dnZ1WD5UQQgghhCwDMlkZ1927t6RI7gj68LZL+nDi3CJePRNDIl1+TvX9v70Vt25d4+ShEkKaCKs61FaF+uDBg7jmmmsQDocBAFu2bMHIyEjZ77nhhhu0z6+++mq88MILdn4sIYQQQgghpuwbnS4ppgElpOzfXhrHy6fmLIlpAOiPhMrfiRCy7LE1NisajWLdunXa55Ikwev1YmZmBj09PZa+p7OzE6dPny76MxKJBBIJPSAiGo3aOURCCCGEELKMmIyVFtOCW65YjZu3DOL83jD+74f34Uw0YdpHLQEY6FJmtBNCSDlsVah9Ph+CwWDObaFQCIuLi5a/p9z9P/e5z6Grq0v7t3btWjuHSAghhBBClhFWK8m3X30+3nnZADYNduLTt1wGQBHPRsTnu3YOcR41IcQStgR1b28vpqamcm6LxWIIBAKWv6fc/T/1qU9hbm5O+zc2NmbnEAkhhBBCyDLi6nW9GOwKFYhjgQRgMK/ivGPzIB64YxsGunLF+EBXCA/csQ07Ng/W7oAJIS2FLcv39u3b8dBDD2mfj46OIpFIoLe3uCVm+/btePbZZ/HhD38YAHDgwAGsWVM84CEYDBZUwQkhhBBCCDHD65Gwa+cQ7np0PyQgx8ZdquK8Y/MgbhoawL7RaUzG4uiPKKKblWlCiB1sVajf+ta3IhqN4uGHHwYAfPazn8WNN94Ir9eL2dlZZDKZgu/5jd/4DXz729/Gyy+/jPn5eXzlK1/Bu971LmeOnhBCCCGELHsqrTh7PRKu3bACt25dg2s3rKCYJoTYxtbYLAD4wQ9+gNtvvx1tbW3weDz42c9+hqGhIUiShAMHDmDr1q0F3/Onf/qn+Ou//muEQiFs3LgRv/jFL9DW1mbp53FsFiGEEEIIsUImK7PiTAhxBKs61LagBoCJiQm88MILuOaaa7BixQpL3zMyMoJTp07h+uuvL9lDnQ8FNSGEEEIIIYSQelJTQV1PKKgJIYQQQgghhNQTqzrUVg81IYQQQgghhBBCFCioCSGEEEIIIYSQCqCgJoQQQgghhBBCKoCCmhBCCCGEEEIIqQAKakIIIYQQQgghpAIoqAkhhBBCCCGEkAqgoCaEEEIIIYQQQiqAgpoQQgghhBBCCKkACmpCCCGEEEIIIaQCKKgJIYQQQgghhJAKoKAmhBBCCCGEEEIqgIKaEEIIIYQQQgipAApqQgghhBBCCCGkAiioCSGEEEIIIYSQCqCgJoQQQgghhBBCKoCCmhBCCCGEEEIIqQAKakIIIYQQQgghpAIoqAkhhBBCCCGEkAqgoCaEEEIIIYQQQirA1+gDKIcsywCAaDTa4CMhhBBCCCGEELIcEPpT6NFiuF5Qx2IxAMDatWsbfCSEEEIIIYQQQpYTsVgMXV1dRb8uyeUkd4PJZrM4ffo0IpEIJElq9OEUJRqNYu3atRgbG0NnZ2ejD4fUCJ7n5QPP9fKA53n5wHO9fOC5Xh7wPC8fGnWuZVlGLBbD6tWr4fEU75R2fYXa4/HgvPPOa/RhWKazs5Mv6mUAz/Pyged6ecDzvHzguV4+8FwvD3ielw+NONelKtMChpIRQgghhBBCCCEVQEFNCCGEEEIIIYRUAAW1QwSDQezatQvBYLDRh0JqCM/z8oHnennA87x84LlePvBcLw94npcPbj/Xrg8lI4QQQgghhBBC3Agr1IQQQgghhBBCSAVQUBNCCCGEEEIIIRVAQU0IIYQQQgghhFQABTUhhJBlxezsLJ577jnMzMw0+lAIIYQQ0uRQUDvA8PAwtm/fjp6eHtx9991gzltrcfbsWaxbtw7Hjx/XbuM5by0ef/xxrF+/Hj6fD1u3bsWhQ4cA8Dy3It/97ndx4YUX4s4778R5552H7373uwB4rluZHTt24JFHHgEA/PznP8ell16KlStX4ktf+lJjD4w4wic+8QlIkqT9u+iiiwDwNd3K/NEf/RF27typfc5z3To88sgjOa9n8e+RRx5x9fWbgrpKEokEdu7ciSuvvBLPP/88RkZGtDdu0vycPXsWN998c46Y5jlvLY4dO4YPfvCD+PznP49Tp07h4osvxp133snz3ILMzc3h4x//OP7jP/4DL7/8Mr761a/i7rvv5rluYb75zW/ixz/+MQBgamoKt9xyC26//XY8++yz+OY3v4mnnnqqwUdIquX555/HD3/4Q8zMzGBmZgYHDhzga7qFeemll/B3f/d3uP/++wFwTdZq/Nf/+l+11/LMzAzGxsawcuVKXHrppe6+fsukKv71X/9V7unpkRcWFmRZluUXX3xRfvOb39zgoyJO8Y53vEO+//77ZQDy6OioLMs8563G7t275b//+7/XPt+7d6/c1tbG89yCvPHGG/Kjjz6qfX7w4EG5o6OD57pFOXfunLxq1Sr5kksukR9++GH5vvvukzdt2iRns1lZlmX5+9//vvz+97+/wUdJqiGVSsmdnZ1yLBbLuZ2v6dYkk8nIb3rTm+Q///M/127juW5t/uf//J/yRz7yEddfv1mhrpKDBw/immuuQTgcBgBs2bIFIyMjDT4q4hQPPfQQPvGJT+TcxnPeWtx888346Ec/qn1+5MgRbNy4kee5BVm7di3e//73AwBSqRTuu+8+3HbbbTzXLcof/uEf4rbbbsM111wDQLl2v/3tb4ckSQCAq6++Gi+88EIjD5FUycsvv4xsNoutW7eira0NO3bswBtvvMHXdIvyta99DS+//DIuvPBC/OAHP0AymeS5bmHi8Tjuv/9+/Mmf/Inrr98U1FUSjUaxbt067XNJkuD1ehl20yIYz62A57x1SSaT+OIXv4iPfexjPM8tzMGDBzEwMIA9e/bgK1/5Cs91C/LUU0/hySefxBe+8AXttvzz3NnZidOnTzfi8IhDjIyM4JJLLsE//uM/4qWXXoLP58NHP/pRvqZbkPn5eezatQvr16/HiRMncN999+G6667juW5hHnvsMbzpTW/ChRde6PrrNwV1lfh8PgSDwZzbQqEQFhcXG3REpNbwnLcuu3btQnt7O+68806e5xZmy5Yt+MlPfoKNGzfyXLcg8Xgcv/u7v4sHHngAkUhEuz3/PPMcNz/vf//78fzzz+Paa6/Fxo0b8Xd/93f46U9/imw2y9d0i/G9730PCwsLeOqpp3DPPffgpz/9KWKxGP7X//pfPNctyte+9jV87GMfA+D+6zcFdZX09vZiamoq57ZYLIZAINCgIyK1hue8Ndm7dy+++tWv4rHHHoPf7+d5bmEkScKVV16Jb3zjG/je977Hc91ifOYzn8H27dvx7ne/O+f2/PPMc9x69Pf3I5vNYmBggK/pFuPkyZO45pprsHLlSgCKwNqyZQtmZ2d5rluQo0eP4ujRo7jpppsAuP/6TUFdJdu3b8ezzz6rfT46OopEIoHe3t4GHhWpJTznrcfo6Chuv/12fPWrX8XQ0BAAnudW5Oc//znuvvtu7fNAIABJknDppZfyXLcQjz32GB5//HF0d3eju7sbjz32GD7+8Y/jG9/4Rs55PnDgANasWdPAIyXVcvfdd+Oxxx7TPn/22Wfh8Xhw+eWX8zXdYpx33nlYWlrKue3EiRP48pe/zHPdgvzTP/0Tbr75Zvj9fgCFazK3Xb8pqKvkrW99K6LRKB5++GEAwGc/+1nceOON8Hq9DT4yUit4zluLpaUl3Hzzzbj11ltx2223YX5+HvPz83jLW97C89xiXHzxxXjwwQfx4IMPYmxsDH/yJ3+Cd77znfj1X/91nusW4he/+AWGh4fx4osv4sUXX8Qtt9yCv/iLv8Abb7yBZ555Bk888QRSqRS+8IUv4F3velejD5dUwRVXXIE/+7M/w5NPPomf/OQn+NjHPoYPfOADeOc738nXdIvx7ne/GyMjI/ja176GkydP4itf+QoOHjyI9773vTzXLciePXvwtre9Tfv8lltucff1u9Ex463A448/LofDYXnFihVyX1+f/MorrzT6kIjDwDA2S5Z5zluJ73//+zKAgn+jo6M8zy3IT37yE3loaEiORCLyb/7mb8qTk5OyLPM13cr8zu/8jvzwww/LsizLDzzwgOz3++Wenh553bp18sTERGMPjlTNH//xH8tdXV1yb2+v/IlPfEKen5+XZZmv6Vbk6aeflq+55hq5ra1NXr9+vfyDH/xAlmWe61ZjcXFRDgQC8qFDh3Jud/P1W5JlWW6koG8VJiYm8MILL+Caa67BihUrGn04pA7wnC8PeJ6XDzzXy4PR0VEcPnwYb3nLW9DR0dHowyE1hK/p5QPP9fLArddvCmpCCCGEEEIIIaQC2ENNCCGEEEIIIYRUAAU1IYQQQgghhBBSARTUhBBCCCGEEEJIBVBQE0IIIYQQQgghFUBBTQghhBBCCCGEVAAFNSGEEEIIIYQQUgEU1IQQQgghhBBCSAVQUBNCCCGEEEIIIRVAQU0IIYQQQgghhFTA/w/HeS1+JE9AjwAAAABJRU5ErkJggg==",
|
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"MSE: 0.7362, RMSE: 0.858, MAE: 0.5955, MAPE: 23.28 %, R_2: 0.6539\n",
|
|
"MSE: 0.6157, RMSE: 0.7847, MAE: 0.4994, MAPE: 15.91 %, R_2: 0.3943\n",
|
|
"MSE: 0.2767, RMSE: 0.526, MAE: 0.4052, MAPE: 18.6 %, R_2: 0.6936\n",
|
|
"MSE: 0.5095, RMSE: 0.7138, MAE: 0.4774, MAPE: 16.58 %, R_2: 0.7721\n",
|
|
"MSE: 2.0145, RMSE: 1.4193, MAE: 0.9327, MAPE: 24.89 %, R_2: 0.0073\n",
|
|
"MSE: 1.4449, RMSE: 1.202, MAE: 0.5396, MAPE: 13.41 %, R_2: 0.2873\n",
|
|
"MSE: 0.4101, RMSE: 0.6404, MAE: 0.4024, MAPE: 16.32 %, R_2: -1.8128\n",
|
|
"MSE: 1.4384, RMSE: 1.1993, MAE: 0.8923, MAPE: 39.29 %, R_2: -0.313\n",
|
|
"MSE: 0.3805, RMSE: 0.6168, MAE: 0.4343, MAPE: 16.0 %, R_2: 0.6971\n",
|
|
"MSE: 0.0937, RMSE: 0.3061, MAE: 0.2214, MAPE: 9.25 %, R_2: 0.9435\n"
|
|
]
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 1200x800 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"eva_total = list()\n",
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"index_list = list()\n",
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"eva_cols = ['MSE', 'RMSE', 'MAE', 'MAPE', 'R2']\n",
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"for col in out_cols:\n",
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" eva_list = list()\n",
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" train_data = train_data[~train_data[col].isna()].reset_index(drop=True)\n",
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" cur_test = list()\n",
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" cur_real = list()\n",
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" for (train_index, test_index) in kf.split(train_data):\n",
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" train = train_data.loc[train_index]\n",
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" valid = train_data.loc[test_index]\n",
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" X_train, Y_train = train[feature_cols], train[col]\n",
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" X_valid, Y_valid = valid[feature_cols], valid[col]\n",
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" dtrain = xgb.DMatrix(X_train, Y_train)\n",
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" dvalid = xgb.DMatrix(X_valid, Y_valid)\n",
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" watchlist = [(dvalid, 'eval')]\n",
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" gb_model = xgb.train(params_xgb, dtrain, num_boost_round, evals=watchlist,\n",
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" early_stopping_rounds=100, verbose_eval=False)\n",
|
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" y_pred = gb_model.predict(xgb.DMatrix(X_valid))\n",
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" y_true = Y_valid.values\n",
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" MSE = mean_squared_error(y_true, y_pred)\n",
|
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" RMSE = np.sqrt(mean_squared_error(y_true, y_pred))\n",
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" MAE = mean_absolute_error(y_true, y_pred)\n",
|
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" MAPE = mean_absolute_percentage_error(y_true, y_pred)\n",
|
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" R_2 = r2_score(y_true, y_pred)\n",
|
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" cur_test.extend(y_pred[:7])\n",
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" cur_real.extend(y_true[:7])\n",
|
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" print('MSE:', round(MSE, 4), end=', ')\n",
|
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" print('RMSE:', round(RMSE, 4), end=', ')\n",
|
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" print('MAE:', round(MAE, 4), end=', ')\n",
|
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" print('MAPE:', round(MAPE*100, 2), '%', end=', ')\n",
|
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" print('R_2:', round(R_2, 4)) #R方为负就说明拟合效果比平均值差\n",
|
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" eva_list.append([MSE, RMSE, MAE, MAPE, R_2])\n",
|
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" plt.figure(figsize=(12, 8))\n",
|
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" plt.plot(range(len(cur_test)), cur_real, 'o-', label='real')\n",
|
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" plt.plot(range(len(cur_test)), cur_test, '*-', label='pred')\n",
|
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" plt.legend(loc='best')\n",
|
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" plt.title(f'{col}')\n",
|
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" plt.show()\n",
|
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" eva_total.append(np.mean(eva_list, axis=0))\n",
|
|
" index_list.append(f\"{col}\")"
|
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]
|
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},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
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|
"id": "844d8b9f-a820-4d59-85f5-df434ca3da8d",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
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" <th>MSE</th>\n",
|
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" <th>RMSE</th>\n",
|
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" <th>MAE</th>\n",
|
|
" <th>MAPE</th>\n",
|
|
" <th>R2</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
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" <th>比表面积</th>\n",
|
|
" <td>317949.019239</td>\n",
|
|
" <td>556.130983</td>\n",
|
|
" <td>443.697934</td>\n",
|
|
" <td>2.576080</td>\n",
|
|
" <td>0.396622</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>总孔体积</th>\n",
|
|
" <td>0.134278</td>\n",
|
|
" <td>0.356866</td>\n",
|
|
" <td>0.277702</td>\n",
|
|
" <td>1.272616</td>\n",
|
|
" <td>0.506787</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>微孔体积</th>\n",
|
|
" <td>0.048545</td>\n",
|
|
" <td>0.215159</td>\n",
|
|
" <td>0.173718</td>\n",
|
|
" <td>4.189249</td>\n",
|
|
" <td>0.411268</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>平均孔径</th>\n",
|
|
" <td>0.792019</td>\n",
|
|
" <td>0.826652</td>\n",
|
|
" <td>0.540024</td>\n",
|
|
" <td>0.193539</td>\n",
|
|
" <td>0.232322</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
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"</div>"
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],
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"text/plain": [
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" MSE RMSE MAE MAPE R2\n",
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"比表面积 317949.019239 556.130983 443.697934 2.576080 0.396622\n",
|
|
"总孔体积 0.134278 0.356866 0.277702 1.272616 0.506787\n",
|
|
"微孔体积 0.048545 0.215159 0.173718 4.189249 0.411268\n",
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"平均孔径 0.792019 0.826652 0.540024 0.193539 0.232322"
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]
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},
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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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"id": "dcce8331-256f-4e22-8ac5-f07dca12f3cf",
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"metadata": {},
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"outputs": [
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"data": {
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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>MSE</th>\n",
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" <th>RMSE</th>\n",
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" <th>MAE</th>\n",
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" <th>MAPE</th>\n",
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" <th>R2</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>比表面积</th>\n",
|
|
" <td>315103.064636</td>\n",
|
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" <td>547.014045</td>\n",
|
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" <td>398.015647</td>\n",
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" <td>0.976955</td>\n",
|
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" <td>0.466536</td>\n",
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" </tr>\n",
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" <tr>\n",
|
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" <th>总孔体积</th>\n",
|
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" <td>0.127985</td>\n",
|
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" <td>0.353757</td>\n",
|
|
" <td>0.268668</td>\n",
|
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" <td>1.179238</td>\n",
|
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" <td>0.470801</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>微孔体积</th>\n",
|
|
" <td>0.044655</td>\n",
|
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" <td>0.207595</td>\n",
|
|
" <td>0.164963</td>\n",
|
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" <td>4.548583</td>\n",
|
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" <td>0.536350</td>\n",
|
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" </tr>\n",
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" <tr>\n",
|
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" <th>平均孔径</th>\n",
|
|
" <td>0.801410</td>\n",
|
|
" <td>0.828470</td>\n",
|
|
" <td>0.533512</td>\n",
|
|
" <td>0.184272</td>\n",
|
|
" <td>0.302607</td>\n",
|
|
" </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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" MSE RMSE MAE MAPE R2\n",
|
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"比表面积 315103.064636 547.014045 398.015647 0.976955 0.466536\n",
|
|
"总孔体积 0.127985 0.353757 0.268668 1.179238 0.470801\n",
|
|
"微孔体积 0.044655 0.207595 0.164963 4.548583 0.536350\n",
|
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"平均孔径 0.801410 0.828470 0.533512 0.184272 0.302607"
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]
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