550 lines
407 KiB
Plaintext
550 lines
407 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>灰分(d)</th>\n",
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" <th>挥发分(daf)</th>\n",
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" <th>活化剂种类</th>\n",
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" <th>活化剂比例</th>\n",
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" <th>混合方式</th>\n",
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" <th>活化温度</th>\n",
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" <th>活化时间</th>\n",
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" <th>升温速率</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>Unnamed: 11</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>11.25</td>\n",
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" <td>17.06</td>\n",
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" <td>KOH</td>\n",
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" <td>3.0</td>\n",
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" <td>研磨</td>\n",
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" <td>800</td>\n",
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" <td>1.0</td>\n",
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" <td>5.0</td>\n",
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" <td>2784.0</td>\n",
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" <td>1.0830</td>\n",
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" <td>0.853</td>\n",
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" <td>刘宇昊\\n煤基活性炭的制备及其电化学性能研究 学位论文</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>8.53</td>\n",
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" <td>13.46</td>\n",
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" <td>KOH</td>\n",
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" <td>3.0</td>\n",
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" <td>研磨</td>\n",
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" <td>800</td>\n",
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" <td>1.0</td>\n",
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" <td>5.0</td>\n",
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" <td>2934.0</td>\n",
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" <td>1.2290</td>\n",
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" <td>1.074</td>\n",
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" <td>NaN</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>18.08</td>\n",
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" <td>13.85</td>\n",
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" <td>KOH</td>\n",
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" <td>3.0</td>\n",
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" <td>研磨</td>\n",
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" <td>800</td>\n",
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" <td>1.0</td>\n",
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" <td>5.0</td>\n",
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" <td>3059.0</td>\n",
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" <td>1.3044</td>\n",
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" <td>1.011</td>\n",
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" <td>NaN</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>11.42</td>\n",
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" <td>12.31</td>\n",
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" <td>KOH</td>\n",
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" <td>3.0</td>\n",
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" <td>研磨</td>\n",
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" <td>800</td>\n",
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" <td>1.0</td>\n",
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" <td>5.0</td>\n",
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" <td>2365.0</td>\n",
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" <td>0.8030</td>\n",
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" <td>0.605</td>\n",
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" <td>NaN</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>11.60</td>\n",
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" <td>8.49</td>\n",
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" <td>KOH</td>\n",
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" <td>3.0</td>\n",
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" <td>研磨</td>\n",
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" <td>800</td>\n",
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" <td>1.0</td>\n",
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" <td>5.0</td>\n",
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" <td>2988.0</td>\n",
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" <td>1.2820</td>\n",
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" <td>0.944</td>\n",
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" <td>NaN</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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" 灰分(d) 挥发分(daf) 活化剂种类 活化剂比例 混合方式 活化温度 活化时间 升温速率 比表面积 总孔体积 微孔体积 \\\n",
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"0 11.25 17.06 KOH 3.0 研磨 800 1.0 5.0 2784.0 1.0830 0.853 \n",
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"1 8.53 13.46 KOH 3.0 研磨 800 1.0 5.0 2934.0 1.2290 1.074 \n",
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"2 18.08 13.85 KOH 3.0 研磨 800 1.0 5.0 3059.0 1.3044 1.011 \n",
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"3 11.42 12.31 KOH 3.0 研磨 800 1.0 5.0 2365.0 0.8030 0.605 \n",
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"4 11.60 8.49 KOH 3.0 研磨 800 1.0 5.0 2988.0 1.2820 0.944 \n",
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"\n",
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" Unnamed: 11 \n",
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"0 刘宇昊\\n煤基活性炭的制备及其电化学性能研究 学位论文 \n",
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"1 NaN \n",
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"2 NaN \n",
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"3 NaN \n",
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"4 NaN "
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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/煤炭数据.xlsx', header=[1])\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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"source": [
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"data.drop(columns=data.columns[-1], 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": 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(['灰分(d)', '挥发分(daf)', '活化剂种类', '活化剂比例', '混合方式', '活化温度', '活化时间', '升温速率',\n",
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" '比表面积', '总孔体积', '微孔体积'],\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": "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 = ['活化剂种类', '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": 6,
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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": 7,
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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']\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": 8,
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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": 9,
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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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"(174, 12)"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"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": 10,
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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": 11,
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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=6, shuffle=True, random_state=42)"
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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": "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": 18,
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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\": 0.8,\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": 19,
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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": 20,
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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": 21,
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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: 83933.6379, RMSE: 289.713, MAE: 205.8723, MAPE: 16.71 %, R_2: 0.8599\n",
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"MSE: 151368.0568, RMSE: 389.0605, MAE: 331.2811, MAPE: 25.0 %, R_2: 0.8364\n",
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"MSE: 179281.5189, RMSE: 423.4165, MAE: 293.9454, MAPE: 16.84 %, R_2: 0.7792\n",
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"MSE: 230625.1215, RMSE: 480.2344, MAE: 288.9958, MAPE: 56.39 %, R_2: 0.5948\n",
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"MSE: 212246.0972, RMSE: 460.7017, MAE: 312.8322, MAPE: 39.54 %, R_2: 0.6924\n",
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"MSE: 231044.2089, RMSE: 480.6706, MAE: 359.0907, MAPE: 18.98 %, R_2: 0.6907\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"MSE: 0.0309, RMSE: 0.1758, MAE: 0.1127, MAPE: 14.96 %, R_2: 0.8353\n",
|
||
"MSE: 0.0477, RMSE: 0.2184, MAE: 0.1858, MAPE: 23.49 %, R_2: 0.8287\n",
|
||
"MSE: 0.0656, RMSE: 0.2561, MAE: 0.1692, MAPE: 17.14 %, R_2: 0.8098\n",
|
||
"MSE: 0.0338, RMSE: 0.184, MAE: 0.122, MAPE: 18.98 %, R_2: 0.7735\n",
|
||
"MSE: 0.0511, RMSE: 0.2261, MAE: 0.1652, MAPE: 36.1 %, R_2: 0.8148\n",
|
||
"MSE: 0.0684, RMSE: 0.2615, MAE: 0.192, MAPE: 18.13 %, R_2: 0.7924\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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vV73fTe85A2dOjTT0s5v1rne9Sw+mAVHpPDs7i+HhYQAiMZtMJpHL5eBwOPCpT30Kd9xxB0444QQMDQ2hXC43/TOtYklAvXXrVlxzzTW44IILqm4/4YQT8O1vfxuf/exn8eyzz+Loo4/G7bffjmAwaMWPJSIiIiIioiUURWm47PqVx4xjMuLDwXiuZh+1AmB9xIdXHjMOp0Ox9DilpfHhpk2bcNppp+HWW28FIHrC4/E43G43vvGNb+CBBx7Aiy++iFAohK985Sv47ne/a8txNaKloWSqqlbt9dq9e/eyYFp64xvfiMceewzZbBZPPPEEXvayl7XyI4mIiIiIiMhiToeCK7afCEAEz2by4yu2n2hbMF3LG97wBuzZswcPPfQQ/H4/brvtNmzbtg2qqiKZTEJVVSwsLOCnP/0p/tf/+l9ND0KzEhdCExERERERrWHbNk/iurefivURX9Xt6yM+XPf2Uzu+hzoajeKOO+7AP/3TP+HII4/E9773Pdxxxx1wuVx417vehSOOOAInnHACrrrqKrz//e/HU089hVwut/o3toGidjOcb0AikUAkEkE8Hkc4HO724RBZrlxR8dCuBcwkc5gY8uHMqZGOXgEkIiIiov6Wy+Wwa9cuTE1N6RuWWrHWzktX+r01GofaOuWbiFZ2145pXHXnTkzHjStqkxEfrth+YsevBBIRERHR2uZ0KHjZUaPdPoy+wpJvoi65a8c0Lrvl4apgGgAOxnO47JaHcdeO6S4dGRERERERNYIBNVEXlCsqrrpzZ81JivK2q+7ciXKlpzsyiIiIiIjWNAbURF3w0K6FZZlpMxXAdDyHh3YtdO6giIiIiIioKQyoibpgJtnYFMJG70dERERERJ3HgJqoCyaGGpu+2Oj9iIiIiIio8xhQE3XBmVMjmIz4UG8JgQIx7fvMqZFOHhYRERERETWBATVRFzgdCq7YfiIALAuq5cdXbD9xoPf+ERERERH1OwbURF2ybfMkrnv7qRgLeatuXx/x4bq3n8o91EREREREbbjnnntwxBFH2PozGFATddG2zZO4/p2n6R9vP3kD7vvkaxhMExEREVF37H8YuOk88ZZWxYCaqMuSuZL+fsTvYpk3EREREXXPY98Bdt8LPH5rt4+kLzCgJuqyWLaov5/Ol7t4JEREREQ0EFQVKKQb/2/2GeDF+4E99wM7vi++xxO3iY9fvF98vtHvpaoNH+ZNN92EM888E+effz4ikQi2bduG6elpAMC73/1uXHnllbjllltw3HHH4brrrtO/7ve//z3OOussRCIRXHjhhYjH4/rnbrzxRmzatAmbNm3Cz3/+c2t+nytw2f4TiGhFsUxBfz+VL61wTyIiIiKiBhQzwD9saO97ZOaAf9/W/Nf97QHAE2z47r///e9x9dVX45prrsHll1+OD3zgA7j99tsBAD/72c9w11134Utf+hJOPfVUAEAsFsPrX/96fPjDH8Z3v/tdvPe978Xf/M3f4MYbb8Rjjz2GD3/4w7j11ltx5JFH4vzzz2/++JvEgJqoy2IZI0OdyjGgJiIiIqK1Y9OmTfjkJz8JRVFw5ZVX4owzzkCpJM6Jn3/+eTz33HOIRCL6/X/84x/D7XbjiiuugKIo+PjHP453vvOdAIAf/ehHeO1rX6sH0h//+MfxxS9+0dbjZ0BN1GXmgDpdYEBNRERERG1yB0SmuBkHH6+dkf7vdwHrtzb3s5uwadMmKIqYIbRx40aUy2XMz88DAN71rndVBdMAsG/fPszOzmJ4eBgAUKlUkEwmkcvlMD09jZe85CX6fY866qimjqUVDKiJuiyWZck3EREREVlIUZoquwYAuPzaOw4AFeOty9/892rCnj17oKoqFEXB3r174XK5MDY2BgAIBpf/3E2bNuG0007DrbeKoWmqqiIej8PtdmNiYgKPP/541fe2G4eSEXVZnCXfRERERNRtwXEgNAFsOBk475/F29CEuN1GBw4cwNVXX41du3bhqquuwvnnnw+n01n3/m94wxuwZ88ePPTQQ/D7/bjtttuwbds2qKqK7du342c/+xl+8pOf4Mknn8T//t//29ZjB5ihJuq6RdNQsjQz1ERERETUDZGNwOU7AKdHZLhPew9QLgAur60/9uyzz8ZDDz2Ev//7v8crX/lKXH/99SvePxqN4o477sCHP/xhvOc978FJJ52EO+64Ay6XC2eccQa+9KUv4dJLL4Xb7cYFF1ygDzizCwNqoi6rWptVKKNSUeHgLmoiIiIi6jRz8KwotgfTAOD1evGjH/1o2e033XRT3a8544wz8OCDD9b83Ic+9CF86EMf0j++9tpr2z3EFbHkm6jLzCXfAAeTERERERH1CwbURF2kqmpVhhoA0vlyl46GiIiIiKhz3v3ud+Oee+7p9mG0hQE1URel8iWUKyoAwOty6LcREREREVHvY0BN1EVyB7XP7cBo0AOAATURERERtUZV1W4fQl+x4vfFgJqoi2RAHfV7EPKJGYGc9E1EREREzXC73QCATCbT5SPpL/L3JX9/reCUb6IuimXFyqxowA2/R+zbS3IXNRERERE1wel0IhqNYmZmBgAQCASgKNwaU4+qqshkMpiZmUE0Gl1x7/VqGFATdZHMUEf8bni0HmpmqImIiIioWevXrwcAPaim1UWjUf331ioG1ERdJCd8Dwc8kBcRuTaLiIiIiJqlKAomJycxMTGBYrG4+hescW63u63MtMSAmqiLYmmj5LukTftmyTcRERERtcrpdFoSKFJjGFATdZHMUEcCbuSLFQAs+SYiIiIi6hcMqIm6yDzlO+0QgTQDaiIiIiKi/sCAmqiL4qYp31KSATURERERUV9gQE3URTJDPRxwo1RmyTcRERERUT9hQE3URYsZkaGO+D3IFssAgHS+3M1DIiIiIiKiBjm6fQBEa1lcG0oWDbgR9IjrWyz5JiIiIiLqDwyoibpEVVVjKFnAjZBPBNQs+SYiIiIi6g8MqIm6JF0o67uno34PQl4G1ERERERE/YQBNVGXxLT+aa/LAb/HiaAWUKdyDKiJiIiIiPoBA2qiLjGXewPAkMxQF0pQVbVrx0VERERERI1hQE3UJXpA7fcAgJ6hrqjQJ34TEREREVHvYkBN1CWxrLYyS8tQBzxOKIr4HMu+iYiIiIh6HwNqoi4xMtQioFYUBSFtdVaKg8mIiIiIiHoeA2qiLpE7qIcDHv22oD7pmyXfRERERES9jgE1UZcspkXJtxxKBgBBrxMAkMwXu3JMRERERETUOAbURF0S0zLUEVNAHfKJ95mhJiIiIiLqfQyoibpk6ZRvAAhpGeoUM9RERERERD2PATVRl8SzNUq+9aFkzFATEREREfU6BtREXaJnqKtKvuVQMk75JiIiIiLqdQyoibpksWbJt5ah5h5qIiIiIqKex4CaqAtUVa1d8u3lHmoiIiIion7BgJqoCzKFMoplFcCSkm8vS76JiIiIiPoFA2qiLpArszxOB/xup357iBlqIiIiIqK+wYCaqAtiGaPcW1EU/XYG1ERERERE/YMBNVEX1JrwDRg91Cz5JiIiIiLqfQyoibogVmPCN8AMNRERERFRP2FATdQFMW3Cd2RJhtrYQ13u+DEREREREVFzGFATdYHMUA8vDai9YkAZM9RERERERL2PATVRF8Szsoe6uuTbvIdaVdWOHxcRERERETWOATVRFyymtZJv/9IMtQioyxUV+VKl48dFRERERESNY0BN1AWxbJ0p3x6X/j7LvomIiIiIehsDaqIuiNeZ8u1wKAh4tD7qHANqIiIiIqJexoCaqAvklO+lQ8kArs4iIiIiIuoXDKiJukBO+V66NgswAuo0A2oiIiIiop7GgJqow1RV1QPqpVO+gepJ30RERERE1LsYUBN1WLZYRqEsJnhH/Sz5JiIiIiLqVwyoiTpMZqfdTmMAmRkz1ERERERE/YEBNVGHmcu9FUVZ9vmQVwTZ7KEmIiIiIuptDKiJOkxO+K5V7g0AIZ/MUJc7dkxERERERNQ8BtREHWZkqGsH1HrJN/dQExERERH1NAbURB2mr8zyL5/wDQBDXJtFRERERNQXGFATdZhe8r1ahrrAgJqIiIiIqJc1HVDPzc1hamoKu3fvburrisUitmzZgnvuuafZH0k0UOJahnqYJd9ERERERH2tqYB6bm4O5513XtPBNAB88YtfxI4dO5r+OqJBY57yXQtLvomIiIiI+kNTAfXFF1+MSy65pOkf8txzz+FLX/oSjjjiiKa/lmjQLGZEyXekzpRv7qEmIiIiIuoPTQXUN9xwA/7qr/6q6R/y/ve/H5/61Kdw+OGHN/21RIMmlm1wyjcDaiIiIiKintZUQD01NdX0D/iP//gPxONxfPzjH2/o/vl8HolEouo/okEie6ij9aZ8+1jyTURERETUD2yd8j07O4tPf/rT+Pd//3c4nc6Gvubqq69GJBLR/zvssMPsPESijmt0ync6X+7YMRERERERUfNsDagvv/xyvPe978XJJ5/c8Nd8+tOfRjwe1//bu3evjUdI1HnGULLaAXXIIwLqQrmCfIlBNRERERFRr7I1oP7Wt76Ff/3Xf0U0GkU0GsV9992H8847D//4j/9Y92u8Xi/C4XDVf0SDIlsoI1+qAKg/5TvoNao5mKUmIiIiIupdLiu+SSKRgN/vh9tdnXHbtWtX1ccXX3wxLr/8cmzbts2KH0vUd2S5t8uhIOip3QbhcjrgczuQK1aQzpcwEqwdeBMRERERUXdZkqHeunUrfvzjHy+7/Ygjjqj6z+fzYf369YhGo1b8WKK+Yy73VhSl7v1CWh91MsfBZEREREREvaqlDLWqqlUf7969u6Gvu+eee1r5cUQDwwioV846h7wuzKUKSBcYUNMA2f8w8IvPAX/2d8DGU7t9NERERERts7WHmoiqxeWEb3/tgWQSd1HTQHrsO8Due4HHb+32kRARERFZwpIeaiJqzOIqE74lPaBmyTf1u9geIDMv3n/0m+Ltju8DJ78VgAoERoHoS7p2eERERETtYEBN1EGy5DviX7nke0jfRc2AmvrcNVuW35aeA65/lfHxlfHOHQ8RERGRhVjyTdRBcsp3wxlqBtTU7y68AXAsvXarzeFwuMTniYiIiPoUM9REHRTXMtTDDKhprdh6ETB2bHVGWrr0V8CGUzp+SERERERWYYaaqIP0ku9VpnwP+VjyTYOs/so4IiIion7CgJqogxYzDU759jBDTQMkOA64g8bH48cDoQlxOxEREVEfY0BN1EHxbGNTvkM+GVCXbT8mIttFNmpTvTV//iXg8h3idiIiIqI+xoCaqINkyXd0lSnfIa8TAEu+aYAUUsb72XnA5e3esRARERFZhAE1UQc1PeWbe6hpUORixvtyLzURERFRn2NATdQhuWIZuWIFQAMl35zyTYMmGzPeZ0BNREREA4IBNVGHyHJvp0PRA+Z65OfTBQbUNCDMGeo0A2oiIiIaDAyoiTpEL/f2u6EoK68NYsk3DRxmqImIiGgAMaAm6hBjB/XK5d4AS75pALGHmoiIiAYQA2qiDpEB9XBg5QnfgBFQ50sVFMsVW4+LyHbFHFDKGR9n5rp3LEREREQWYkBN1CFxU8n3aoKmHmuuzqK+l4tXf5xZ6M5xEBEREVmMATVRhyw2UfLtcTngcYmnJ8u+qe+Zy70BlnwTERHRwGBATdQhsuQ76l+95BswTfrOl207JqKOkAPJAqPibTEDFDJdOxwiIiIiqzCgJuoQveS7gQw1AAS9TgBAKl+07ZiIOkJmqCObAIf2+GeWmoiIiAYAA2qiDjGGkjUWUIe84n4pZqip38keal8UCI6J9xlQExER0QBgQE3UIcbarEZLvkWGmkPJqO/Jkm9/1Cj75qRvIiIiGgAMqIk6ZDHT+JRvwJj0ncoxoKY+J0u+fVEgMCLe56RvIiIiGgCu1e9CRFaIZ7WhZA2XfGsBNTPU1O/MGeo8S76JiIhocDCgJuqQVqd8M6CmvleVodame6dZ8k1ERET9jwE1UQfkimVki2K4WDTYXIaaPdTU9/ShZBGglBfvM0NNREREA4ABNVEHyHJvp0PBkLexp12QGWoaFOaSb7Ui3mdATURERAOAATVRB+gTvv1uKIrS0New5JsGhrnkW2JATURERAOAATVRB8SanPANACEfS75pQJgz1A6xDo4BNREREQ0Crs0i6oBYVu6grhNQ738YuOk88VbDkm8aGFVDyTjlm4iIiAYHM9REHRDXSr6HA3UmfD/2HWD3vcDjtwIbTwUAhLwik8eAmvpauQQUUuJ9XxRwB8T7mQWgUgEcvK5L1M/KFRUP7VrATDKHiSEfzpwagdPRWGsTEdEgYEBN1AGLtUq+Y3u0LJ0CPPkDcduO7wMnvxWAipGiCKjT+XJnD5bISnLCNyCmfKva41kti8x1YKQrh0VE7btrxzSuunMnpuM5/bbJiA9XbD8R2zZPdvHIiIg6hwE1UQfULPm+ZsvyO6bngOtfBQA4BQDwLWaoqb/Jcm/PEOB0AXAB3jCQT4gsNQNqor50145pXHbLw1CX3H4wnsNltzyM695+KoNqIloTWGtH1AFyynfUbyr5vvAGwLH0mpZ2auJwYe51/xcAkMoxoKY+Zh5IJskgOjPX6aMhIguUKyquunPnsmAa0F/FcNWdO1Gu1LoHEdFgYUBN1AHxrFbybc5Qb70IuPRXtb/g0l9B2XoRACBbLPOkhPpXblG8Na/MCoyKtxxMRtSXHtq1UFXmvZQKYDqew0O7Fjp3UEREXcKAmqgD9Ax1vSnfOmOQi5zyDQDpArPU1KdkD7UvYtzGSd9EfW0mWT+YbuV+RET9jAE1UQcs6gH1kinfwXHAEzI+Dq0DQhNAcBxelwMubVIqy76pb9Us+dYy1GmWfBP1o4khn6X3IyLqZwyoiTogXmvKNwBENgJHv9b4+Lg/By7fAUQ2QlEUhHwiS53mYDLqV+Yd1JLeQ80MNVE/OnNqBJMRH+otx1Igpn2fOcWhg0Q0+BhQE3WAnPJds+T70JPG+7lFwOXVPwx6REDNSd/Ut2plqIOy5Jv9ldSE/Q8DN50n3lJXOR0Krth+IgAsC6rlx1dsP5H7qIloTWBATWSzfKmMTEHs3l1W8p1PAfN/ND5ekrELeRlQU+eVKyruf34etz+6H/c/P9/eULyaGWo5lIwl39SEx74D7L4XePzWbh8JAdi2eRLXvf1UjA95q25fH/FxZRYRrSncQ01ks7iWnXYowJB3yVPu0JOAefHIkowdS76p0+7aMY2r7txZNcF3MuLDFdtPbO0EueZQMk75pgbF9miPEwXY8X1x247vAye/FYAqHkvRl3TzCNe0bZsnccRoENuuvRcAMBn24b5PvoaZaSJaUxhQE9lMTviO+N1wLD3JOPi4eBucANIzywLqoJ6hLtt+nER37ZjGZbc8vGy37MF4Dpfd8nBrWaeaQ8k45ZsadM2W5belZ4HrX2V8fGW8c8dDyyRNF3yT+RKDaSJac1jyTWSzWL0J34ARUB/5p+JtZh5QjXAm5HUCAFK5op2HSIRyRcVVd+5cFkwDRg3FVXfubL78e8WSb/ZQ0youvAFwOGt/zuESn6euimeM16dUvsSKKiJacxhQE9kspk34jiyd8A0A01pAfdSrxdtyHiik9U/LHup0gRlqstdDuxaqyryXUgFMx3N4aFeTQXDNDLU2+TefAEr55r4frS1T/w0I1amKuPRXwNaLOns8tIxsa5JmknxOE9HawoCayGZywvfw0gnf5SIws1O8/5KzAZe2r9NUBhvkUDLqkJlk/WC6lfvpamWofVFA0bKOzFJTPalZ4OY3Aol9Sz7BkuJesiygTjT5N4KIqM8xoCayWbxeyffsM0C5AHjDQPQIwK9l7bJGgCGHmKVyDKjJXhNDPkvvBwCoVIBcQrxvHkrmcHAXNa0sswB8/Xxg7hkgtF60CXjD4nPRw4DQBBAc7+4xEgBmqImIGFAT2WyxXsm37J9ev0ULMJZPPpYZavakkd3OnBrBZMS3Yu4v7HPhzKmRxr9pPgG9A9tc8g1wdRbVl40B37gAmHkSCK0D3vMT4GNPAUe9Rnz+rA8Cl+8AIhu7eZSkYUBNRGsdA2oim8mS7+jSku+DT4i367UptnrGzshQy4A6yYCabOZ0KLhi+4kr3ieRK+GqO59EqVxp7JvKcm+XH3BV76rl6iyqKZcAbvkLYPoxMQ3+nXcAo0eJx493SNynmFr+eKKukQG1nO7Nkm8iWmsYUBPZTC/5XpqhlgPJ1m8Vb2sEGEPcQ00dtG3zJL58yanLstSTER8ufOlGKArw9ftfxHtv/gOSjUyerzWQTOKkb1oqnwK+dRGw/w+Afxh45+3AxPHG52VAnU915/ioJhlQHz4aAMAMNRGtPQyoiWwWy4qS7+GgqYdaVY0M9aQMqGtkqD0MqKmzXjIagArA53bgny86Gd9+39m475Ovwf95yym47m2nwed24DfPzuIvr7sf+xYzK3+zWgPJJBlQp1ny3RP2PwzcdJ542w2FDPDti4E99wPeCPCOHwHrN1ffxxPU7pte9uXUPTKgPmYiBKCFwYVERH2OATWRzeQe6qoe6sXdQD4OOD3AuJaBWaGHmiXf1CkPvCAefy87chRvOnUTXnbUqF7KuW3zenzv/X+CiSEvnjmUxAVf/i0e3rNY/5vl4uKteSCZxJLv3vLYd4Dd9wKP39r5n13MAbe+Tfx8Twh4xw+ADacsv59HBGwoMEPdS4yAWlQQzCSYoSaitYUBNZHNYrWmfMuBZBMnAE4t0GbJN/WAB7U902cfOVrz81s2RXD7h1+OEyfDmEsVcPH1D+DOxw7U/mYrlXwHx8RbBtTdE9sDHHgEOPAo8OQPxG07vi8+PvCI+LzdSgXge+8Cnv814A4Ab7sN2HR67ft6tYA6n7T/uKhhekC9Tvz/OcQeaiJaY1zdPgCiQRfTpnxX9VAvHUgG1FybZUz5Ltt6jEQAUKmoeEgLqM+qE1ADwGTEj+994GX46HcewS+fmsFHvv0Ids+l8eHXHA1FMXVgN1LyzSnf3XPNluW3pWeB619lfHxl3L6fXy4C3//vwLN3AS4f8NbvAIe/rP79PVoPNTPUPUUG1MeuE/9/ErkScsUyfG5nNw+LiKhjmKEmslGhVEG6IILhqinf+kCyk43bak75FickqXwJlYpq67ESPXUwgXi2iKDHic0bwiveN+h14avvOB2XvmIKAPBPv3gWf/Pdx5AvmS7+rDiUbPnjnTrswhsAR53r6ooDOP86+352pQz88P3AU3eK1peLvwkc+aqVv0bPUDOg7hW5YhmFkpj6v2nYD69LnFbOroHBZOWKivufn8ftj+7H/c/Po8zXaKI1ixlqIhvJK/eKAoR95gy1FlDLgWRA7ZJvr/E1mWIZIS+fsmSfB18Qwe0ZUyNwOVe/3up0KPjMeSdiajyIz93+JH7wyH7sXczgq+84HSNBzyoZapZ8d93Wi4CxY6sz0pJaAe7+e6CYBl76DsDts+7nVirA7R8S5eUOF3DRN4CjX7v617GHuufIlianQ0HI68K6sA97FjI4lMjhsJFAl4/OPnftmMZVd+7EdNwob5+M+HDF9hOxbfNkF4+MiLqBGWoiG8W1Cd8RvxsObbATUrNAchqAAqwzTbE1B9SquNLtczsgv4x91GQ3OZDsrKn65d61vO2sw3HTe87AkM+F3+9exJu+8lv8cSbV2FCy9Jz+eKdeoP3B8Y8CiX3ATz4OXLsV+N3/tWa6dqUC/OdHgce+DShO4C//AzhuW2NfKzPUnPLdM+RF47DPBUVRMDEk9oMP8uqsu3ZM47JbHq4KpgHgYDyHy255GHftmO7SkRFRtzCgJrLRYq0d1AcfE29HjzJOEAGjBLZc0E8YFUUxJn3nGFCTfSoVFQ/tlgPJRpr++lceM44ffvBPcNiIHy/OZ3DhV36LxfkZ8cmV9lBXihwy1U3BcWMd1WFni+naoQng0l8Cb/gnIHIYkDoE/Pz/A/55M/D/vmRcKGmWqgI//QTw8NdFSfmF1wMnvrHxr/dwKFmvkQG1HLo5EdYC6gEdTFauqLjqzp2odQlQ3nbVnTtZ/k20xjCgJrKRvjKrasJ3jYFkgJhw69LKKqvKvjnpm+z3zKEkYpkiAh4nNm+skVFuwNETQ/jRB1+O0w8fRiJXwov7tenfvujyfkOXXzzmAZZ9d1NkI7D5L8X7U/8NeN/dwOU7gNEjgTMuBT7yMPDG/wsMT4mBib/+X2KY2d3/0Fz/u6oCP/8M8PsbACjA+V8Btvxlc8dqLvlmVUNP0DPU2kXjiSHxGjaoGeqHdi0sy0ybqQCm4zl9uCMRrQ1syCSyUc0J3/pAsq3Vd1YUkbVL7BcBxvDhAMyTvhlQk31kuffpR4zA3UD/dD2jIS9uufQsfPL7jyO8U1RafPE3B/GDH/waBxPV/Ya/dkfhL2bE431kqr1/ALUuPSveDq0Xf4dcXuNzLg9w6juAk98KPPlD4N4vAbNPA7/5AnD/l4Ez3gu87MMiq12PqgK/+jvg/v8rPt5+DXDKW5s/TlnRUykBpby1fd3UEhlQR2RArWWoDw3oLuqZZGOZ90bvR0SDgRlqIhvJk43hwCoDyaSak761km8G1GQjGVC3Uu69lM/txDVvOQXrPeKk8pe7C1XBNCD6Df+Y0io3mKHuruRB8XZohWFKThew9c3AZfcDF31dVNgUUsBvrwWu2Qr89FNAYsk+8v0PAzedB9z518B9/0fc9udfAk57d2vH6TG1yHAwWU9YFlDrGerBDCjlv8+q+xHRYGBATWQjWfIt+8uQTwHzz4v3zSuzpBq7qId8zFCTvar2Tzc5kKweBYC/IoKehLp82q8KYEEVq7kqae6i7io9oF63+n0dDuDE84H33wtc8l1g4+lAKQs8eB1w7cnAnZcDi7vFfR/7DrD7XuDh/xAfv+7vgTPf1/pxOpxGmwD7qHtCPCMHb4rXKTmUbFDXZp05NYLJiE+O7ltGgai+OXOq/QuTRNQ/GFAT2WgxY0z5BgAc2gFAFZmg0PjyL6ixOivoYUBN9np2JonFTBF+txNbN7XWP71MIQ2lIh6zcQRr3mUBQwCAPXv3WvMzqXmVshg6BqycoV5KUYBjzxXDy97xI+Dwl4uBiv/1H8C1LwW++RbgkW8Y9z/jfcARLwdie9o7Xq7O6in1Sr4HtYfa6VBwxfYTa35OBtlXbD8RTke9kJtq4U5v6nfsoSayUUyfgKoF1PUGkkk1AuqQjyXfZK8Hnpf908Nt9U9X0XZQF1QnsvDWvMuiKgLqYnLWmp9JzcvMA2oZgAIEV+iDrkdRgKNeLf7b/Vvgpj8HUAGeu6v6fr+/QRtIBuDKFqeEA6KPOj3D1Vk9YmlAvU4rdV5IF1AoVeBxDV7eZtvmSVz39lPxmR/twFyqoN++nnuoW8Kd3jQIBu8vHVEPiWeWBNTT2sqspQPJpBo91CEOJSObPbhLrsuyptwbAJCNAZDZ6drZmnmt5DusJqz7udScpLYzNzgu+qTbccTLgQtvEPula3G4xOfbIVd85ddQhlr2ou9/uNtHsoy+Nssv2pqiATc82kW52dRgZqkBEVR/9R2n6x+ff/IG3PfJ1zAAbBJ3etOgYEBNZKNYVpvyLXuoVxpIBtQu+faKk9N0vmzLMdLaVqmopoDawr4/LUOdcQzV7Tdc1Eq+Jxzsh+0avX96vTXfb+tFwPt+Xftzl/5KfL4dHvGYQWENPWZkL/rjt3b7SJZZujZLURSMDw32LmopWzBek4M+F8u8m8Sd3jRIGFAT2UgfSuZ3A+UiMPOU+ETdDHWNkm+vOFFJ5pihJus9N5PCQroAv9uJLRuj1n3jnCjrjQyPAVieo1ZglHwrWe5s7ZpGJny3zLHkrQXk6qxBz1DH9gAHHgEOPAo8+QNx247vi48PPNJ+L7pFlpZ8A9AD6kFdnSUlc0X9fbkikxrHnd40SNhDTWSjqinfs0+LoT3eMDB8RO0vqFnyLTPUDKjJeg/uEhdvTjt82Np+R63kOzoyjutec+qyHrn1ER/effZpwG/AtVnd1MyE70YFx8Ve6vBG4NR3Ag9/HUjsF7e3a60MJbumxpyN9Bxw/auMj9vpRbdIrYB6XVhO+h7sDLV5rol8rafGcac3DRIG1EQ2KZYrSGkvuFG/G3jONJBMqVMaVmNtltxDnWJATTawcv90Fa3kG74otm2exJ+duB6v/MKvcSCew2ffcALe/fIpOOeeEQE112Z1j+yhtjJDHdkIXL4DcHrE37rT3iMuJrpqD6drylrJUF94A/Cjy4CK+e++VvrqcAEXXNeVwzJTVdUIqANGQG3soh7sDHXKVDW2yIC6adzpTYOEJd9ENpEnGoqi9ZdNa/3T9cq9geqSb1WcPIUYUJNNVFXFgy/YMJAM0DPU8EcBiHUzk1E/AGDjsF/0G8rHey4GlPn47gp9ZZZFPdSSy2tcOFQUa4JpwNRDPeAB9daLRM95LVb0olsgWyyjWBavU+YM9YTeQz3gAbXpNTnOku+mcac3DRIG1EQ2kSVgYZ9bBA+rDSQDjACjXNBPGDnlm+zyx5kU5tMF+NwObN0UtfabmzLUUlQ76dbLI/3D0Lurs4vW/nxqjMxQhywOqO0ip3wPekBdU28NvZIXjV0OBUGPMdl9XVhkFA8NeKmuOaCWKzKpcdzpTYOEATWRTeL6hG83UKmYdlCvEFB7AoBLK2/S+kpZ8k12keXelvdPA/pQMvgi+k2yLFQ/+XS69Aw2Miz77gqrp3zbba2UfAOi59w/bHw8MiV6063oRbeAuX9aMbUxjYfXRobaPJQsUygjX+ImjmbJnd5elwNblBfwLffnsUV5AesjPlz39lO5hoz6BgNqIpsspk0TvmO7gXxC9BSOH7fyF+pl36IUN+RjQE32eECWe09ZXO4NLCv5BoxdtVUDfGpMtqcOqZSB1Ix4v18C6rUylAwQvejb/9X4+OWXi970yMauHZJZPLN8IBlgKvke8B7qZK5UFQTG2Ufdkm2bJ7FlYxgXOu/Fnzh34l9PfIY7vanvMKAmsklMH9biMbLTEycATvcKX4Vlk77NJd+qyn2MZA1VVfUJ32dZ3T8N1Cz5HtYy1LJ6AwAQEGu1GFB3QXoOUMsAFCA40e2jaYxX66HOr5E91KWs8X520bpedAss3UEtySFS8+k8SuVKx4+rU1L5kh4EXui8l4PJWqGth1uXfgbbnfcDADbt/wmcBx/rqfVwRKvhlG8im8i9lNFGB5JJSzJ2suS7ooohMAEPn7bUvudnU5hLFeB1OXDyYZHVv6BZtTLUgSU91IDxeOek785LaeXeoQlRft8P1lKGGjBaJ4Ceu+gUq7EyCwBGgx44HQrKFRVzqQLWRwZsSnNsD5CZx3jyaZzv/C0AYLvzfkzvfRiohMXftOhLunyQfUJbD/dl6DPs4czN99x6OKLVNJ2hnpubw9TUFHbv3t3Q/a+//npMTk7C7XbjVa96Faanp5v9kUR9SV69Hw64TQPJTl79C5eszgq4nfqwXJZ9k1Xu18q9Tzt8GF6Xc5V7t6BGhjoSqFXyvXz3OnWI7J8OWbiD2m5rqYcaWBJQ99ZzJFEnoHY4FIyHZNn3AA4mu2YLcP2f4n8vfATDEI/DUSSw5cdvBK7/09o7xKm2C28Qa+BgWgogP+dwic8T9YGmAuq5uTmcd955DQfT9913Hz772c/iG9/4Bnbt2gVVVfHxj3+8leMk6jsyaIgEPG1lqB0OBUGPLPvm0BOyxoPaQLKz7OifBmoOJdOnfJsn4gZZ8t01duygtpueoU539zg6JZ8w3s/2VkAtLxpHA8vbmCYGeTBZrSBQRoEMApuz9SKU3/vL2p/rkfVwRI1oKqC++OKLcckllzR8/+eeew5f/epX8drXvhabNm3Ce97zHjzyyCNNHyRRP1rUSr7XOxJaaaUCrDtp9S+sMaQp6BUZxFSOGWpqn6qqxkCyI23Y8VnMASUtM1Wj5LtqZyuHknVP0qYd1HbSA+o10kPdwyXf8ToZamDAB5P1wY7wfpJZkiio9Nh6OKJGNNU0dcMNN2Bqagof/ehHG7r/e97znqqPn3nmGRxzzDErfk0+n0c+b/wBTiQSK9ybqHfJk42XFP8obhg9yihXXEmNACPkdeEQ8iz5Jks8P5vGXCqv9U9Hrf8BstxbcQCeIf1mfcp3ttaUb/ZQd5yeoe6jgNpc8q2qptTggMqZzoF6rOR7xYBa7qJODGDJN8RFSfMjr6ICXJfcmqQzCrfqhk8pIqe6MOM/Ci9xLfbMejiiRjSVoZ6ammr5By0sLOCrX/0qPvCBD6x4v6uvvhqRSET/77DDDmv5ZxJ1kyz5nsw8K25opNwbqNlTap70TdQuOd37pS+Jwue2oX9aDiTzRQCH8TIj91BX7WzllO/u6bcd1ICRoVbLRhXEIOuDDPXSKd/AgGeoAeQSh6o+nkUUSdcIg8AWLLjG8UDleACATynh86Nf6Kn1cESN6NjarA996EP4kz/5E7z+9a9f8X6f/vSnEY/H9f/27t3boSMkslZMWw00knxa3DDZekAtJ30zQ01WMMq97eqfjom3poFkADDkdelZHHkyvnTvOnWQnPLdjz3UwNoYTFbVQ70odof3iFidPdSAsTprdhCHkgGo7H6g6uN7yifjbw//FoPAFiRzJYQVYz2cmjrUU+vhiBrRkT0ZN998M+6++2489thjq97X6/XC6+UTifqfPNkILuwUNzScoa5d8g0woKb2if5p8diyL6BePpAMEAP2In43FjNFxDNFcdItLyBxbVbn2Tjlu1xR8dCuBcwkc5gY8uHMqRE4raiJdTgAdxAoprU+6gHPCJoz1FDFxwEb5h60oN6UbwBYpw0lOzSIQ8kAuJ77CQDg9zgRZ2AnxpU4ZrOrfBHVlMgVcRQy+seu9MEuHg1Ra2wPqP/whz/gIx/5CO644w6sW9dHqzmI2lAqV5DMlRBEFp74LnFjowG1eW2W1iPIkm+yyq65NGaTeXhcDpxiR/80UHMHtRQNeLCYKRp91HLKdykLFDKAJ2DPMVG1ShlIyaFk1mao79oxjavu3InpuJGdnIz4cMX2E7FtswU/yxsSAfVayFDnlsyRycz3TEC98lAykaEeyLVZ88/Du/AMiqoTP/H8Gc4o7sS4EqteB0gNS2SLiCjG1H5vblb0qA/6fAQaKJaUfCcSCRSLy/+QzMzMYPv27fjEJz6B008/HalUCqnUGngBpDVPnmgcr+wRNwxNAqEGMykyQ10uAAXxfAn5mKEma8hy75ceZlP/NFC35BswTr71k09PCHCKYWW91iM60NJzgFoRg+Ms7Pu8a8c0Lrvl4apgGgAOxnO47JaHcdeO6fZ/iCco3q6F1VkyQ62taeqV1ghVVRtamzWXKqBcUTt6bLZ76k4AwAOVEzDjPQIAMKYkjDYWakoyW0QYxnN5TF3k75L6jiUB9datW/HjH/942e3f/va3cfDgQXz2s5/F0NCQ/h/RoJPZt9O82gyARrPTgMjQufzifS3AYA81WcX2cm9glQy1DKi11VmKwknf3SAnfAfHAac1xWrlioqr7tyJWuGTvO2qO3e2H2Dpq7MG/AJ9qSAqNwAg+hLxtkcuOmUKZZS0/4+1MtSjQQ8URTwmFtKFZZ/va0+L892fVc5AwScqbMYQRywzgNn4DkhnUvAqxrnNhBLDXGowWwVocLUUUKuqiiOOOEL/ePfu3bjggguW3e+jH/0oVFVd9h/RoJPZt5OdL4obGh1IJi3po2bJN1lBVVV9wvdZduyflvQMdWTZp6LayXdVBoKTvjvPhgnfD+1aWJaZNlMBTMdzeGhXm1lWr3ZhPj/gu6jNA8mGjxBve+Q5Ip+/bqcCf41KF5fTgbGQ7KMeoEAzeRDY9xAA4Bfl01DR/na5lTJ8xQRyxd4ZGtcviqnFqo/XKYuYSw3YRRgaeB2b8k20lsS1Cd/HY7e4oZkMNQAEhsXbjHih4VAyssLu+QwOJfLwOB049SXD9v0gfShZdNmnogFtF7W537DGZHuymQ0Tvhvtl227r3atZKjl88gzZJTlZ3vjOWKe8F2v11WuzpodpNVZWnZ6NrwZhzACv88HVbsAPq7E2UfdgkqmOqCeADPU1H8YUBPZYDFdhBslHF62JkNtlHzz6je1TpZ7n2LX/mlphZJvvYc6a8pAyMc7J313jg0TvuUgKqvuV5dXC6gHfSiZfmEqXHP7QzettINaMnZRD1CG+un/BAA8O/KnAIAhnwuK9hwaV2LVf9eoIRX5eqGZUBYxzww19RkG1EQ2iGWLOFrZDxdKgDcCRA9v7hssK/kWwU8qx6vf1LoHZf/0lM1TglcYSmb0UJsz1L0VLKwJsofawgz1mVMjmIz4UG82rwIx7fvMdh9/ayVDLUu+fZGeq+JYacK3pE/6HpTVWdkYsOv/AQCeGHolAK16TKseGAcz1C3RXi+KLvG8Zg819SMG1EQ2iGcKOMmxW3ywfosYvNSMZQG1OGlJM0NNLRL7p8XJuK0DyYCGhpJV9VAH2UPdcUm5Msu6HmqnQ8EV20+s+3kVwBXbT2x/H7XsoR70gFquzPKGjXWKPRJQyx3U0RUCan0X9aBkqJ/7BVApAWPH4UVlIwDttdmcoc4ws9osZ0FUYmQiRwMAhpQsEvHFlb6EqOcwoCayQSxbxEnKbvFBs+XeQPUuagBBmaFmDzW16MX5DA4mcvA4HXipnf3TwCpDyWr1UHPKd8fpGWrrAmoA2LZ5Ete9/dSaWeqjxoN43YkW/Dy5NmvNlHxHeq6Ko5EM9Xi4zQz1/oeBm84Tb3vB02JdFk44D0mtWmzI5wJCEwDYQ90qp1aJUR7agKJTbDgpJQ5285CImsaAmsgGsUwRJzq0/ulmB5IBdad8M6CmVsn+6ZMPi8DvsbF/GlhxKFkkUKuHureyb2uCDVO+pdccv05fk/UPb9qMf33rS+F3O/D8bBq3/mFv+z9gzZV8m3qoe2QoWWMl37KHusWA+rHvALvvBR6/tbWvt1IxCzz3S/H+8W/QX4tDPld1hpr7k5vmKYnHuTMwjIJf/C6VJANq6i8MqIlsEEvncKLS4kAyYFmAEfIZa7O4eo5a8eCuDpV7l4tGoONfngmXJaKxNNdmdU2lDKRnxPsW9lBLi1rZq9Oh4OIzXoLtJ2/Ax889HgBw9U+ean/q85obSmbuoe6N50hTAXUza7Nie4ADjwAHHgWe/IG4bcf3xccHHhGf74YX7gGKaSC8EdhwKlI5EVAPeY2Aegxx/bFPjVFVFb6SWH/nDAyjEhTZflfmUDcPi6hprm4fANEg8qX3YUjJouzwwDl2bPPfYElALad8lyoq8qWKvROaaeCI/mltIJndAbUMAoDaJd/a2qxkvoRiuQK308Ep352WngXUCqA4jHVMFpIDhUaCHji0ful3vexw/PCRfdixP4HP/3gnrr34pa3/AI/soR7wPdTmHmo9Q70IVCqAo7v5kFgDU77XaSXfs6k8VFWtu16ryjVblt+WngOuf5Xx8ZXx5fex21NiujeOfwOgKNUZaodR8h1nyXdTMoUyhtQ0AMATGkYhPAkcAvy52S4fGVFzmKEmssG69LMAgNzwcYCz/glHXUvXZnmMa18s+6Zm7VnIYDqeg9up2Lt/GjAGknnDgGP5hZ+wz3gsy8FGVeWslYq9x0dGuXdwoub/o3bJlTejQY9+m8vpwNVv2gqHAtz+6AH85tk2TpjXXIbaNJRMrRgzCrqokQz1WEhkqItlFYuNBpoX3gA4luZ6tKosh0t8vtPKJeCZn4j3jz8PAJDUMtQhb3XJNzPUzUnkiogoIqB2B0fgGRbD3oYrC8gUeK5D/YMBNZENXlJ4DgBQXlfjansjzAG1qsLpUBDQ+l7TDKipSQ9q071P3hTtQP90TLytkZ0GRGA1pAXVsaUBdY8ECwNP75+2bge12XxaZKhlQCVt2RTBu/9kCgDwmR89gWyhxa0Fa66HOgK4PEZmvgdmDciAWlac1OJxOTCiXVRpeBf11ouAS39V+3OX/kp8vtP2PiAu9vmHgcNfDgCmoWTGlO9RJYlkOtv54+tjyVwJYSUDAFD8UbgjogWFu6ip3zCgJrJYuaLi6PILAABHK/3TgJGNqBSBvChrDHIwGbWoY+XewIo7qKVlu6hdHpHRBnqmR3Sg2bCD2kzPUIeWB1sfe92xmIz4sHchi3/99XOt/QCZoS6kWz3E/iAz1PK5Eaje/tBNiQYy1IDRR32on3dRy3LvY18POF1QVVV/HR7yuQD/MCqKeH1WuKmgKYlsERFoz2NfBIr2N2kdYpjlLmrqIwyoiSwWzxZxkjbh23fYKa19E08AcIn1EfLkSZ/0nWNATY0z90+fdeSI/T9whR3UklydFa856ZsBte1S1u+gNpvTS769yz4X8rrwd+dvBgBc//9ewNMHE83/AM9aK/mOirc99BxppOQbACb01VlNDCYLjov+fgBwia+HO2hLv/+qVBV42tQ/DSBbLKOiVaGHvC7A4UDZLy5WujIznT/GPpbIFRHWSr7hj+pVMxPKIubaHV5I1EEMqIkslpzdhwklhoqqwDXZYsk3UHd1Vpp9RdSEfYtZHIjn4HIoOO1wm/ungVVLvoEaGWqAk747SWaoQ/YE1PNaZqlWhhoA/uzEdTj3pHUoVVT87Q+eQKXS5OYCveQ7KQKeQWXuoQZ6Zhe1qqqNB9StrM5yekT7BwC8/ovirdtv/Ps7afoxIL5XXOA+6jUAjIvaigK9FUvVplN788xQNyOZKyEMUfINX1SvmplQYphPs+Sb+gcDaiKLFQ88BgDY69hglCa2Ytmkb/HCncq32HdIa9L9+v7pKAKeDix2aCBDLU/CqwNqTvruGBt3UAPQT4TH6gTUAHDlG09CyOvCw3ti+Pbvm1yFJP+uqhWxH3hQmXuoAaMVqMs91Kl8CWXtIkijAXVTq9IOPCLejh0HnHKJWFWVmQN23NbS8bbl6R+Lt0efIyrHIDYUAOIit5xc7giLzGq0stj6bIA1KJnOYkjRnsO+qN6PPqRkEY8tdu/AiJrEgJrIYsrBJwAAu91HtfeNlmWoxYkLS76pGXq591QHyr2B5nqoszUCamao7acH1Hb1UMu1WctLvqXJiB8ff51YKfiPP326uZJgd9B4f1AHk6lq9dosoGeeIzI77XE64HOvfBopV2cdaub/rwyoN7xUbMk483+Ijx+4rvMVCbLc+4Tt+k1ywnfYZ1xMcGoXp8YRRyzLzGqj8mlT0OyLAN4hFByi3S2/eKBLR0XUPAbURBbzzu0AAEz7W9g/bbYkQx3ycso3NU9O+O7IQDJged9nDXoPtXnFTLA3goU1weYp33MrDCUze8fLjsDWTREkcyX83X/ubPwHOBymPuoB3UVdSAOqlumUGWrzerku0su9A+5Vd0u3VPJ94GHxduOp4u1p7wLcAeDQDmDX/2v6eFs2/zwwsxNQnMCx5+o3p8wrszSK9lwaU+LVlTe0oqIWUOcdAcDpAhQFWa9o/6nIv1NEfYABNZHFhhbFieFcqN2Aeskuak75pibtXchgfyzbuf5poLGhZMxQd0+lDKS1wUl2Zajl2qwVMtQA4HQo+Ic3bYHToeA/H5/G3c80MdDJM+CTvuWFKYdL9A8DQEB7Dne55LvR/mkAmAjLgLrBDLWqVmeoAbGu6pRLxPsPfKWpY22LzE4f8QpxDJpUXvz7Qz5TCw13UbeknI4BAAruIf22YkD8Lh0pBtTUPxhQE1kpn0QkuxcAkBg+ob3vtbTk28eAmpojy723bIroF2Rs10DJ94o91Ayo7ZWeFb3HisOWqcmZQgm5ohgotVqGGgA2b4zgv7/8CADAZ364A5lGhy56tLLvQS35NvdPyyxwjzxHGl2ZBQATQ3LKdx5qI+XayWkxhV5xAus2G7efdZl4++xdwNwfmz7mljy1vNwbMEq+zRlqhMRQsnEljjgz1A2rZEWGuug2DbHULk54spyYTv2DATWRlQ5q5d7qCLzhNssp/dU7R0PaQCmWfFOjHtzV4XJvoMEMtQi0qjPUnPLdEXLCd3ACcDgt//ZyB7XP7dAnIK/m8tcei41RP/bHsrj2Vw3upvYO+OqspTuogZ4ZStZMhnpcK/nOlypIZBt47dqvlXtPnKgPAQMAjB0NHLtNvP/gvzV1vC1JHgT2/V68r63LkuRF7ZoZasSwyIC6YYo2J6DsMR7nzsgGAEAgP9uVYyJqBQNqIisdfBwA8GTl8IZONla0bMo3M9TUHJmh7mhA3cTarKoeak757gybJ3zPyZVZQe+q/bVS0OvC351/EgDgxnt3YeeBBnZTe7QS0cKA9lDnlkz4BnomQy0rSxp5jfO5nfr9Gir71su9T1n+ubO1LPWj3wSyNk+AfuYnAFRg42lAeEPVp4yhZKaAOmhkqDmUrHGOfAwAoJoe597hjQCASHkexXKlG4dF1DQG1ERWmtYCavUIPQvXMpZ8Uxv2LWawbzELZyf7p4EGh5Kt1EPd3ezbwLN9wvfqK7NqOeeEdfjzLetRrqj42x8+oa9lqmvQM9R6ybcpQ60PJVsEKt0LNJrJUANNDiZb2j9tNvUqUQZezAD/dXNDP7tlstz7+POWfSqVr1/yPaRkkUk2cEGIAADugvZ6Yapo8o2ICxgTiGGBu6ipTzCgJrLSQbGDemflcD1oaNmytVks+abGyeneWzZGqk/87FSpGJm1lfZQywx1toiKDJzklO9CEig1MRGYmmPzhG85kGw0tPJAslqu2H4ShrwuPLo3hm89+OLKd9aHkg1oQF2r0kNWLallIB/v+CFJMqAONxpQa4PJVl2dparLJ3ybKYqRpX7oeqBsU2l1Lm5ME1/SPw2Ye6hN/37vEIoO8e8sJQ/Zc1wDyFMSFSZO0+uFIywu9q1TFpvbX07URQyoiaxSKgAzTwOQGWoLS75VVS/5TnIPNTWgK+Xe+TgALUBuYCiZqpoez96IGEQEdL2kdaDJHmqbMtT6yqxg8xU668I+fGLbcQCAL971zMoB2KBnqPUd1KaA2uU1LiR0sZJDBtSNXjReJweTrRYcxV4U2XenR/RQ17L5L8UwvcR+4Kk7Gj7mpjz7c6BSBMaOBcaOWfbpmj3UioKctu4JKQ7TapRXC6hdwRHjxpC201uJ6S0kRL2OATWRVWafBipFJBDEPnW8/ZJvOYCmUgTySSND3egUXFrTHtglgtKzjhxZ5Z4WkgPJ3AHAVf/x73U59YFVer+hw2G6iMSA2jYpLXtmUw/1vL6DuvkMNQBcctbhOOWwKJL5Eq6688n6dxz4DLVsnVgyi6AHBpM1W/I9LldnJVYJjmS597qTxMWDWtw+4PT3ivfvt2mF1tP1y70BIJUT//6hJZU/Rb+Ymu/KMKBuRL5URkgVz19PyPQ6pf1tCitZxGKxLhwZUfMYUBNZxTSQDFDaz1B7AiIwAYDMvKnku9ze96WBtz+Wxd4F0T99ekf7p2Pi7QoDyaRozdVZnPRtO5mhDtkUUMsd1E32UEtOh4KrLxS7qX/yxEH86qk65bODHlDX6qEGeuKiUzNrswDT6qzVhpLJCd8bapR7m53xXpHF3v8HYO/vGzqGhhVzwB9/Kd4/oXZALatqhnzVAbWqDSbz5DhYsRHJXAlhZAAA3iHT65R3CHlFPGayC/u7cWhETWNATWSVaXNA3fjJxopM2YigV2T0Uiz5plU8qJV7b94YwZDPgsdhoxoYSCZFaq7O6o0pxgPN5infRoa69QqdEybDuPSVUwCAz93+ZO25EQNf8l1jbRZgGkzWAxnqBi8ar2s2Q11rIJlZaALYcpF4/4EvN3QMDXvhHnGRJryxbmBfs+Qb0Fdn+Qv8+9WIRLaIiJIGADj8poBaUZD2iIurpfh0Nw6NqGkMqImsomWod1YOR8jrgttpwdNLZiOyCxjSBqAUyhUUSlwlQfXp/dNTHSz3BhraQS0ZGWrz6izteNM8IbVFuQSktd2utvVQG2uz2vHRc47BpmGxm/qaXz67/A6DnqGutTYL6IkMdcyODHWlAkyLoZ6rBtQAcPYHxNuddwCxvQ0dR0OevlO8Pf4NYghaDcZQsuqA2hURF6mGigtQ1VWm1BMSuRLCEAH10teMnE+Uz6vyAiBRj2NATWSFSgU4uAOAGEhmSXYaqMrYyQw1wEnftLIHd4nsVUcHkgGmku/oqneNmiZ964Is+bZVehZQK4DiMH7XFptPt5+hBoCAx4X/dcFmAMC//3Y3duxfMtXaq+2hzg/qHmpZ7VEnQ92l50ilorZQ8t3A2qyF50WZu8sPjB+/+jddvwWY+m9i4vlDX23oOFZVLgHP/FS8X6d/GjAy1EtLvn1RcZFqFDFki2zNWk0yZ2Sol144KgfFxQlnmgE19QcG1ERWWNwFFJIoOzx4Xt2A4aD1AbXL6YDXJZ6y3EVN9RyIZfHifAYOBTj9iA72TwPNZagDtXqoWfJtq5R2chpaBzicK9+3BZWKqu+NHWtxKJnZq4+bwHlbJ1GuqPj0Dx7Hb/84h9sf3Y/7n59H2R0UdxrUDHW+Toa6y0PJUoUS5Ka7hgNqreQ7UyjXf+2S5d6TWwFng2v+zv6QePtfX7em9H/vg+Jvjy8KHP4nNe+iqqppD3X1v98TESXf40qs+u8a1ZTIFPUe6mUXYbW1ft7sbGcPiqhFHVpOSjTgtHLvRPhYlDIuRP1tTviWAtUnT0M+F/KpAgNqquvBXV3qnwaaGkoW0Z4jtQNqDvWxhc390/FsEWUt2hpud8uB5nPnnYhfPnUIT+xP4G03Pqjf/udDz+MrwBrsoe5uyXdce756XQ743I1dlAl4XBjyupDMl3AokUNoPLT8TvpAsgbKvaVjXgeMHCWy249+CzjrfzT+tbXI6d7HvR5w1v7bmS2W9cf40gy1oj2vxpQ4FjMFbIj62zueAZdJx+FStPa1Ja8Z7sgGAECwwNcC6g/MUBNZQRtINhM8FkDjw1pWtSRjF9QnfTOgptoefKFL5d5AU0PJ9Ax11txDzZJvW3VownfE74bHZc3pxcN7FpErLp8ZsTcl+ltzmYQlP6fn1O2hlkPJFjt7PJpmV2ZJq67O0geSrTLh28zhAM6+TLz/4HWi9apVqgo8tfK6LMAYCqoo0Ff/6UJiyvc4YoinC0u/lJYopMTf+ZLiBtzVFx98IxsBANHyHCoV9qNT72NATWSFg08AAPZ5jwZgDFxq29KA2iMC6iQDaqpDH0jWyf3TUgtDyeJVGeru79gdaEl7d1DPWTDh26xcUXHVnTtrfi4FcQJeyib1jOHAKBeBYu3e0m5nqJvtn5aMPuoag8nKJb3Kq6kMNQCc/FbxO1p4AXjuZ819rdnBx4H4HtHDfdRr6t4tmTcGkilLh5Zpa7O8SgnJOC8KrqaUEheFss6hZQPggqObAGgXJ7Isn6fex4CayAraycAu11EA0P4OamlJgCHXdDBDTbUcjOewW++f7kJA3cJQspprs9Is87OFzFDbvDJrrM0J39JDuxYwHa89GTqlisnRfjWLh14YsODFPGit3tqsLgXUzU74lvRJ37Uy1HPPAMUM4BkCRo9u7oC8IeDUd4n3729jhZbMTh99DuAJ1L2bzFAPeWt0TLp9SDtEOXuB655WVc7EAAAF19Cyz7mjouR7QlnUNwcQ9TIG1ETtSh4CUocAKHgWLwFgXf+gPoBG2zkaYsk3rUD2T5+0IYJwp/ungSaHkskealNppHnKN9fOWM/uHdRaybdVGeqV1iyltQy1U1ExH+tO+bNt5IUpd3D5gC7zULIuPEdaLfnWd1HX+n+ql3ufIsq4m3XW+wHFCey+V2+/atrTPxZvVyj3BlbYQS0/7xL/f0qJQ60dxxqiao/zkie8/JPaULKwksXCYqxzB0XUIgbURO2SpWpjx2AmL15k7VibBRgBtdyDSWQmy73P6vT+aamJoWQ112bJYKFSHNx1SN0kp3zbtoPa2pJvmdWsJQMvKqooE13vG7AVRab+6XJFxf3PzxvTzX3a5H61bMws6CA9oG6yCsvYRV0j22gOqFsR2QSceL54/8F/a/7rF14AZp4UQfmx565412RO/PvrDXzMerWLgkkG1KtRtAuwZW+N1wtvGDlFXIRJze/r4FERtYZTvonaNf2YeLt+K2KHxItt1KoMtTmgVlXTULIBO4EkSzzQzYFkQHNDyUxTvlVVFf2IngDgDojyz8zc8h281J6kaW2WDea10sxRi0q+z5wawWTEh4PxHJbnYhWk4cMQsnjpugE7ldGeR0klgNd94ddVZe+TER/udQbgKmdE5VID1SBWajVDPbHSULJWJnwv9bIPAU/+AHjie8A5V+gZzobIcu8jXmG0WdUhL2aHapV8Ayj4xoEk4MjMNP7z1yhnQVw4UmsF1IqCpGsUvuIB5BcPdPjIiJrHDDVRu7SBZFi/RS9ftbyHulIC8gmEvGKqaLrADDVVO5TIYddcGooCnNGNDLWqtrSHulRRkS6YLhDpk745mMxS5RKQ0k7ybcpQ6z3UFmWonQ4FV2w/EQCwZPwTFABpiKyns5S25Of1DG0H9TMxx7Ie8oPxHA6VtB7fLjxHWg6otQz1oaUl36UCcGiHeL+ZCd9LbTod2HQGUC4Af/hac18r12WdsH3Vu65W8l0OjgMAPFnOgViNqyAuHCl1Xi/SHvG7LLMfnfoAA2qidsmS78mt+sAWy6Z8u/0iYwcAmQWEvOL7suSbzMoVFd+4fzcA4PCRQN3sia0KKVGGCjSUofa5nfBqq5Wq+qi7PMV4YKVnAaiirFX2qlvM6KG2JkMNANs2T+K6t5+K9ZHq8u/1ER+GhrTM1oDtoq5ktQy1unyPsQpgQRWDr8qpzgdt7WaoZ5dmqGd2iiDYFwWGj2jv4M7+oHj7+68Bxfr991WSh4C9D4n3j3/DqndfcSgZAEVbneXPM6BejacoLhw5A8M1P1/wi9+l3qpC1MMYUBO1I5cQ/VcAKuu26icblpV8A6ay7wUEZYaaQ8lIc9eOabziC7/G/737eQDA7vkMXvGFX+OuHR2+qi+z007Psp2i9eiTvjOc9G07fQf1BOBwrnzfFskM9UjQwr9/EEH1fZ98DV6/WQxT237yBtz3ydcgOBQVdygMVkD94gHx/yqBYM3PL6piKvILe/Z27Jgkueau1bVZyXwJWXNFygFTuffSNVTNOuGNQHiTaBd54nuNfc0zPwGgAhtPA8IbVr27zFAP1clQO7VS82CRFwRX4yuL560rWDugrmitKe4M+9Gp9zGgJmqHLFULb0TSEdGHrlo2lAyoythxyjeZ3bVjGpfd8nDNstDLbnm4s0G1eSBZgyfGso+6ajCZedI3WcfmCd8A9PU2VpV8mzkdCo5dJwLJsM8Fp0MBvNq6nQEbYJfX9vPWylADwCLEvzuf6HyfbqsZ6pDXBb9bXMipmvQtB5JtbKPcW3K6gLP+h3j/gesam4Iuy70byE4DQELvoa797/dERTtFuDxgk+ctVq6oCFREQO0Zqt2ipGh/q3y52Y4dF1GrGFATtUOu6Fi/FbGsyM4EPU54XBY+tUyrs2TfVpIB9ZpXrqi46s6dNYY1Qb/tqjt3olzp0GqdJgaSSZGVMtQMqK1l84TvQqmiBxtWDSVbSmYF9ZYXT0j74YOVoQ4jAwBIovY+5AUtQx1F5//drQbUiqLoq7MOmcu+9QnfbQwkMzv1XWLd2MyTwAv3rHzfXBx44Tfi/eNX758GVu+h9g+LLPeIugiVq//qSuVKiChi9oGvTkDtGd4IAAgVWa1EvY8BNVE7TAPJFjM2lHsDVQFGkBlq0jy0a2FZZtpMBTAdz+GhXR0aXNTEQDJJzhqQF6MAmCoyeBJlKZsnfC+kxf9Dp0OxtkLHRO5Wl0ENvFpAPWA91Ot94neZUGuXfMe0HuoNnkzHjkky2pqa/39srM7S/m4Vs8ChneL9dgaSmfmjwEvfJt5/4LqV7/vcL8SKvrFjgfFjG/r2Kbk2q04PdWhMC6iRQCZXqHkfAhK5IsIQAbW7Tg91YGQTAGC4zIur1PsYUBO146C2Mmtyqz5YyfKTSVNALUu+Uwyo17yZpdNy27xf2/SS72jDX1K7h5pTvm0he6ht20Etso4jQQ8cjjZ7YeswMtTa42VAM9QOuTYLy0u+FRgl345sZwONSkVFQvvdh1t4nRtfujrr4A4xyDA40VD/csPO+gAABXjuZ8Dcc/Xv99Sd4u3x5zX8rVfNUEfWoawqcCoq4vMcplVPIlfUM9T1LsIOjYsM9ThiTCJQz2NATdSqUgGYeVq8v94YSDYctD+g5osLyWyPVfdrWysZ6kCNHmqWfNsjqQ32samHWmaoRy0eSGYWWlry7R3MgFquzXrzy09atjFifcSHC1+xRXyQ6WyfbjJfamtOiBxMNpPUAmpzuXe7A8nMRo8Cjt0m3q+XpS7mgD/+Urx/QuMBtXzs1RtKpjhdiCli+nxmgfuT60lkS3prA3w19lADCIyKDHVYyWB+kT3p1NsYUBO1avYpUS7miwLRl+hZNjloyTJ6CewCM9SkO3NqBJMR37L9vJICYDLiw5md2kltHkrWIHlSXr02i1O+baFnqO0JqOXKrDELV2YtNeRbsjbQM5gl33IewclHH47L/+wY/eY/37we933yNTjl2KPEDR2+6JTQLnz53A54Xc1Pil8X1kq+E1rVjJzwbcVAsqVepq3Qeuzbtatddv1GXIgZ2gBMNt6/ndSHktVfTRhziBLm3CL3J9eTSqfhV7S/+/Wqmrxh5KBddJ3d35kDI2oRA2qiVukDybYAiqIH1JEWestWZAqoZQ91rlhBqVyx9udQX3E6FFyx/cSan5NB9hXbTxTTkDuhhaFkK67NYobaWil7M9RyZdaoDRO+JZkVTAx4yTdyIkMNXwSJrHHx1O1yiOezfI5kO9sWEWtxZZa0Yobaake8Eli3GShmgIdvXv55vdz7DYCj8VPh1dZmAUDSJQLqUoIl3/XkkuLvewUK4A3XvpOiYNEhHuuZ+X2dOjSiljCgJmqVPpBsKwBgUcuyLS3Ra1vVUDIjK5DOl+t8Aa0V2zZP4rq3nwqPs/pP+fqID9e9/VRs22xPv2xNLQ0lE8FXrNbarFwMKLMSwxLlEpDSVizZ1kMtS77tzFAbFTqqqg7sUDLj4lRYf10BTL3HplWKDa2GskirE76lqqFk+SQw+4z4hB0BtaIAZ2tZ6gevB8qmvzGVMvDMT8X7TZR7q6pq9FDXWZsFABmPeM2uJLk/uZ6Cthou5wiueEEj6Ra/y0KM5fPU2xhQE7XqoJahnhQBdTvTT1dkWpvldTn14ClVYLBBIqg+br0ILN73yil8+31n475PvqazwTTQ1lCyuDlD7YtCz7F3OAM3sNIzAFRAcRpD3yw2rw0lszNDLad8qyqQLpQHM0OtqnoPNXyRqufGrPY71l8TKiXjvh2gv8a12NY0YV6bNf04ABUIbwJCE1YdYrUtfykGniUPADtvN27f84DYIuCLAoe/vOFvlytW9DWE9YaSAUDBNw4AcKQZUNdTSmsBtWtoxftlfeKxoSZYPk+9jQE1USsqlWUZatkHaufaLKiqnqVO5RhQkyCrFV57wjq87KjRzpV5m7WQoY7UWpvldBnfg2Xf1jCvzGqivLUZ89pQsjEbA2qvywGX9thO5oqAVzsZzydt+5kdV8yIQBkAvNUZ6llZKu0JAC5tAngHp+HLgLqVCd8AsE7LUMezRRT3/Ze4ccMpVhxabS4vcMal4v37v2xk85/+T/H2uNcDzsb/Lcm8+PcrChD01O8hLwVEQO3Ocg5EPRVtoF7eVafcW1Pyi4BaSfHiBPU2BtRErVjcJbIiLp/YYQmjbNX6ku/qbETIx8FkVC2hT561Z/9vQ1oYSlazhxowrc5iQG0JGVDb1D8NmDLUNpZ8K4piWp1VGswMteyfVpyAJ4hF03Mjni0iX9JaffQLrZ0PqFst+Q77XfC4xGlnYY8MqG0o9zY7/b8DTq8YgLb3IRFUy4C6iXVZQPVAMmWFqeSVoAgCvTkG1PVUtAuwZc/KAbU6tA4A4M3O2H1IRG1hQE3Uimlt//TEiSKjBqNs1fIMtdsPuIPi/cw8gh6uzqJqci/vSoNybNfSUDLxXMmXKsgVTTMBOOnbWjZP+AZMPdQ2ZqgB86TvIuDR/i4W0rb+zI4y9U9DUapXysH4PesXWjvYFtFuQK0oij6YzDn9qLjRjgnfZqFxYOubxfsPfFlUlsX2iAz/Ua9p6lvJqrChFSZ8A4AzLJ5ngSIvCNbjyIvHedm78gVYZ1i0Lvnzs7YfE1E7GFATtUIv996i36QPJbO6hxowDaFZrBrMQ1QoVZAviYnv4W5mqFso+Q56nHoJLyd928jmCd+qqnZkbRaA6gy1XvI9QBlqU/80gKqSb8BU9m0eTNYhca01o9WAGhCrs8JIwZfcLW6YPKX9A1uNHE628w7gm38h3j/6HFE63wR9INkqFy7dWkA9VOIMiHqcWkCtrnIB1jO8EQAwVOLFVeptDKiJWrH7PvHWL9ZjVCqqaWCLnQH1vL46iwE1AUZ2Glj9RM82xSxQ1k70m8hQK4qiX4CqChyCnS9nHWgyQx2yJ6DOFMrIFcVFHfsz1HVKvjs47dpWsuTbG0bZ9LqyMSp6pvUdzl246GRkqFv/OzMx5MUWxy7xwfARxmubndadBEy9CoBqTLtvstwbaGwHNQB4h0VWdUhNAaV80z9nLXAVxePc4V85Qx0a2wQAGKnwtYB6GwNqolbIDPXiiwCAZL4Ebfin9XuogSWrs1jyTQZ5khfwOLszjAwwstOKw8gaNkgfTFYzQ82shCVs7qGWO6j9bicCHnsv6sh1RSJDrQXUUAen7Ns0iyCZK+rXCY6aEP/WZZO+u9BD3U5b08SQF1sVLaDeYHO5NyDKuw88IgaQmYU3ittjexr+VsYO6pVf48PRMeRV7XmQYu9vLd6SFlAHhle8X2T8MABAGBkUsgNUiUIDp4sNd0R9JrZHZAMyC0ApK27bfS9w4FFk4llsxCwWPevhddWf/tkyU0At+7c45ZsA80leN/unY+KtLyJG4DZBnJyn9XJSACz5tpoeUNu0gzpt/8osKaxnqIuAOyAu4qgVkaXWA+w+Zir5lgPJQl4XNkbFhGyj5LubGerWLxpPhH2YcrwgPrB7IBkAXLOl9u1f3268f2W8oW8lq4FWqwSKBj2YQwQbMQ81dQhK9LCGvv9a4iuJyfzu4MoVCuHoKLKqB36lgNjMXkwcfkInDo+oaQyoiRpV64U5Mw9c/ypMAvitD/gT7w/s+dmmXdR6yTf3UBOAhD6QrJsTvpsfSCZFa2aoOeXbUnpAvc6Wbz+vDySzt38aWFLyrSii7DufEH3UzRVH9Cb9uRTRVzFG/G6Ma7/bZQF1F4aStbo2C9Ay1J0MqC+8AfjRZcYqMjOHC7jguoa/VaNDyYYDHjytRrBRmUd28QACm5o64oGnqioClRTgALyhlTPUDqcD88owNuEQUnP7GFBTz2LJN1GjLrxBvABXEfV4FcWFjxY+iIjVE74llnxTHclcD2SoWxhIJskWiVi2Rsk3p3y3r1wC0tqEXJsy1HJl1ljQ/gy1vHCkz5AYtNVZph5qeZFpOOjGeHhphroLJd+Z9jPUGz1pbFLmUIECTJ5s1aHVt/Ui4NJf1f7cpb8Sn2+QPpRslYDa53ZiASJQzC1ON/z914pssYwwRIuGb2h01fvHXOI+mYX9th4XUTsYUBM1aoUX5v/3qu/g9sor7BlIBlQNJWPJN5kle2oHdbTpL436RRBWu4eag2jalp4BoIq9xjLzb7H5dGdWZgHGhSNZmWGszhqUgNpYmyUH9Q0HPHqGeqZLU77LFVXfd99OQL0p+wwA4EVsEKvBOsqx5G1zkg1O+QaAhEsE1MXYwZZ+1iBLZEuIKCKg9g6tPpQu7RF/t0oxXpyg3sWAmqgt4ikkr1wPB+0OqBdNU77LK3wBrRU9sYO6jQy1nPJd1UMdZA+1ZfQJ3+sAhz0v+XMp2UNtf8l3yFzyDRh904OyOsvUQx0zZYTHh5aUfHd4KJl5m0A7AfVYfAcA4JHyFArauj/bBceB0ASw4WTgvH8Wb0MT4vYmpJq4eJl2i79h5SQD6qUSuSLCyAAAlAZeM/LeCQCAmmRATb2LPdREzQiOi7LvSgk4/b3AgYeBxH7MlIcAxBHxd6LkWww9Y8k3AUZgEe6VoWRNkgF1zQx1KSumN8ssJDXP5gnfgKmHuoMl33qAN3Al31qG2htGbM7IUE/IgDqVh6qqUMxDyVS16WGAzZL90wGPEx5X6xdm/HOPAwAerxyJs1N5bNDWgdkqshG4fAfg9Ijf02nvAcoFwNXcBSD94uUqJd8AkPOOAXlAke0WpEtmcjhWEQF1I1VNpeAEsAg404fsPTCiNjBDTdSMyEbApw3ROO1dwPvuBi7fgX1lkS2I2rEyC6ie8u3jHmoyNNrXZ6s2hpLVXJvlCYmTX4BZ6nbZPOEbAOa1Kd9jnR5KBhhr2vJJ2392R+SWT/keDrj1322hVBGl1/I1oVLsyMUEKyZ8A4By4FEAIqDWy9c7weU1LjooStPBNGD6W9vAxcuiX2S/nRkG1EtlkjHjgwYuwiraxUBflr9L6l0MqImaUSoA8gUyvFF/YZbTWO3roTYmugbdzFCTIdkLU77bKvnWeqjNQ8kUhZO+rWLzhG/APOW7c2uzBncomdFDLZ8TkYAHfo9Tz4zOJvOAJwC4xKCyTjxHLAmoEweA1EGU4cBO9XDMJHIWHV1nyIs4jVy8rARFmbI3xyBwqVxSPF5zihdwrf43wxXZAAAIFDikknoXA2qiZiQPiLdOrxHkwggGbMtQy365SglDDrEDO8mAmgB9UFBv7KGONv2l8iJUPFOo/gR3UVtD9h3amKGe0wLqkY6WfK+FHmpZ8i3+zePhOquzOhhQt7MyCwceEW88RyAHLw51MkNtgWYy1Ip2Actf0ErySVdILQIAso7G9tz5RjcCACJlBtTUuxhQEzUjoQXU4Q1VPWt6htqutVluH+AWfaQRVZxwMUNNQI9M+bZgKFlVhhowBvGlGVC3JaX1HdrUQ12pqFjoYMm3zA4mc0Woqjq4U7691VO+AZgmfWuZXb8xrNJuMQtWZmH/wwCAmZDYJTzbpxnqRuZVuCPi+eap5AbnsWmRUlo8XvOuxgLq4KhY5D2kpoFi1rbjImoHA2qiZugB9caqm/UMtV0l34CejQiWxQlXplBGucIr32tdT0z5bmcomTbIL1MoI18yTa4PsuTbEvqUb3sC6li2CPlnaNiuC4om8nFeLKvIlyqARzspH4SgpVwy/h2+qBHEygz10knfHVydZUnJt5ahTgxvAYDO9lC3SVVV07yK1X8HoVAYKVUryU/N2HlofaesXQAquBtbmzY6Oo6cKn7nlQSnplNvYkBN1Iz4PvE2Uh1QxzOy5NvGE8qAGIYWKMb1m9IFZqnXumQvlHzLDHULJd9DPpde7BE3Z6lZ8m2NpL0Z6nltZVbE725r+nOjgh7j8ZLIFQer5FuWewOih1ofSqZlqE2TvgFUzdawW6LdgFpV9YC6sO4UAP0VUOeKFf0CdiMl39GAB7OqdoExxenUVbQLsEVPYwH1SMiLQ6o4/0nN7bXrqIjawoCaqBnmkm+Nqqr291AD+smTu7AIl0OcUbLsm/TdqA1kTWwjy1RbKPl2OBT9JD1ea3VWhn1zLSsXAbm2x6Ye6rkODiQDxONFln2ncqXBGkomA2p3AEU49YyorHzqhQx1y1VYsRdF4O9ww7txMwDgUB+VfCfz4t+vKEBAGwy6kmjAjVlExQcMqKso2uuF6mmsosntdGDBoQXU8/ttOy6idjCgJmpGQvtjbir5TuZL+pXrdleKrEgLMJTMAoLaCSUDaup6yXe5CBTT4v0WMtSAcZIeY4baWqkZACrgcFUNUbSSvjIraH//tBQ2DyYbpAy1eQd1xgjg5CAw2UPdzaFkkVYvGmvZaaw7CWNRkZnspwy1vHAZ8rjgcKy+8zsacJsy1Cz5NnMWtIC6iRahhEu0AOUX9tlyTETtYkBN1IwaAbXMqvndTvgauHLdMtPJkzGYhwH1WlauqEgXRN9x1wJqWe4NtNRDDYi1QMCSXdT6493+ctaBldL6DUPrAIc9L/edXJklVf3903uoB2APdW75hO+I3w2nFsBNhEVPrh5Q60PJ7H+OtN1DLQPqjadiQptWPp/K980ckGZba4YDHsyqUQCAmmRAbeYpise5orWxNSLjFQF1Kc4eaupNDKiJmlGj5DuW6UC5N2CcPGUX9BPKdL68whfQoEuZLqh0bcq3HEjmDQOO1i4o6Rlq8+osGVCnWfLdMn0HtT390wAwn+58QC2DmqS5h7qQ7tjPt42+Mitcc9BlL2SoW16bpU34xoaXYjTohUMBKqrRg9/rmlmZBYgLDzKgLiam7TqsvuQpiotfzkC04a/J+8UaMiXJgJp6EwNqokaVCkbpVmSTfnMsa2QSbGXqlwt6ReCSYsn3mpbQyr29LkdHBkLV1MZAMklejKoaSsYp3+2zecI3YAREox0s+TYC6pKxNmuQSr59ESyml69ilD3UC5kCiuWK8ZqQ7fG1WZUKMP2YeH/DS+F0KPq/5VCiPwJqmaGWF7NX43M7EXeKDGw5wR5qM39ZBNTuYOMZajUoAmpXltl+6k0MqIkalZwGoAJOT1U/4mKnMtSmEtiQlo1kQL229cQOan0gWWvl3oA5Q12j5Du7IE7IqXk2T/gGjJLvsY5mqLUe6vyADSWTJd9e84Rv47k9EvTAoYiB2QvpQkeHkrU15XvhBZF9d/mAcbGDemJIlK/rO7V7nJGhbvzfn/OIv2Eqh5JVCVREQO0danyug6L9DfPnGFBTb2JATdQovX96A/S9LQDiWpmq7TtYq3qoRYaaQ8nWNnmS1xs7qKMtfwu9hzprKvmWLQ5qxfgZ1ByZobZpwjdgDCUbDXUjQ10EvKY91P1+4UXPUIf154I5Q+10KPrveTaZry75Vu3rRS5XVHHxAi1O+T6glXuv3wo4xf+7CS1D3S+DyVJy+GODGWoAyPtElY0zzSBQypfKCKkZAIB/aKThr3MPiza7UJEVS9Sbmg6o5+bmMDU1hd27dzd0/9/85jc44YQTMDY2hv/zf/5Psz+OqHfo/dObqm7uWA91wBhAE/Roa2MYUK9pXZ/wDRjlpi2szJJqZqhdHsCrZb1Z9t0avYd6nW0/Qh9KFuzgULKqku+Q8Ylin/dR542hZPUqnybMq7PkRadywdYe8oSpFaOlHmo5kGzDS/Wb5GCyflmd1exQMgCoBCcAAO7cfP9f7LFIMldCRBGPVX+48Qx1YFScdwUrSaCYteXYiNrRVEA9NzeH8847r+FgenZ2Fm984xvx1re+Fffffz+++c1v4u67727lOIm6z5yhNonppXCdz1AzoF7bWjnJs5yeoW6j5LtWDzXQ0ZLWgSSnfNuYoZ5LdT5DbazNKgJuP6BopzL93kdtGvCnX6hd8royrmd2c6J/3Kn93m18jsjnZdDjhNvZQmGjacK3ZJR890mGOt9cDzUAKKFxAIBDLXWkz70fJLNFRCAC6maGkkWGx5BTtYs5HExGPaipv4wXX3wxLrnkkobv/81vfhMbNmzAZz/7WRxzzDH43Oc+h6997WtNHyRRT4hrAXVkY9XNHZ/yrZYx6hJX9VnyvbbpGWpvF3uoLRxKVpWhBjjpu11J09osGxRKFSS0izqd7aE2ZagVxbQ6q98D6uVrs4aD1c/tqknfilI9a8Amba3MKpeqBpJJMkM90y9DyZqc8g0AQ8EAFlStgoJ91ACAVDIBt6JtJ2niNWN8yIcZfQ0ZA2rqPU0F1DfccAP+6q/+quH7P/bYY3j1q18NRes3PfPMM/Ff//VfK35NPp9HIpGo+o+oJ9TYQQ0Yq35a6i1rhtsHuMVE2xFFDPVghnptS/REhloOJYu2/C1kdUdVDzXASd/tKBeB9Kx436YM9YI2idrlUPSscSfIx7v+9887IIPJzFO+M8t7qAEjQ22szrK/iiPWzsqsuWeBYkaU5o8erd8sM9Sz/TKUrMkp34D4fydXZzGgFjJJcXG0BKcxob8BoyEPDkFMBc8tHrDl2Ija0VRAPTU11dQ3TyQSVV8TDodx4MDKT4Srr74akUhE/++www5r6mcS2WaVku+lJz620LIRw4o4cTTvIaa1pzemfMfEWzsz1AyomydX/DlcVVsJrCTLvUeCHjgcyir3to6syJAXlAZmdVbenKFevocaMAXUqaUBdY9mqGW59+QpVXvq14X7a21WKwMgo343ZlWtFUZe3Frj8klR+p5RglXDXVcT8LiwoIiAOjO/z5ZjI2qHrVO+XS4XvF6jr8rn8yGTyaz4NZ/+9KcRj8f1//bu3WvnIRI1Th9KVidDbXfJN6CfPEVVkaFOFxhQr2WpvDjRbaYM0XKy5Nvf+E7RpWTQkMyVUCqbhvewh7p15nJvhz0v9fNahrqT/dOAeSiZdgFmUFZnyQx11dqsVTLU/s4F1C29xskJ3xtOqbpZZqjnUnlUKvZNKLeKMQCy8d/BcMCDWUTFB8xQAwCKKfE4zTiHmv7apFv0pBdjzFBT77H1LGxkZASzs8ZVuWQyCY9n5Sye1+utCsKJekKpYGR8lgTUbZ1sNEvLNA2pcQARpPJl+38m9SyZoQ73+VAyc+YrkSthRE6MDrDku2X6yiw7d1CLoK6T/dPAkh5qwCj57vcMdc485TsGoNaUb1kqLTPU9ldxtLWDusaEb0A8ZhQFKFVULGQKGOvwRZlmJVso+Y4E3HiRJd9VSmmRoc67wk1/bdY7BpSAcoI91NR7bM1Qn3HGGbj//vv1jx955BFs3Lhxha8g6lHJaQAq4PQYfZ0AVFWtO43VFlrGLlQWJ15yNyatTT0x5Tsr+z6jLX8Ll9Oh/xtkxQcAlny3owMTvruxMgtYMuUbMA0lS3b0OCylqnqGOucKIl8SlRpLA+rxpfube3koWakAHNwh3jdN+AbEc14+bvphMFmqhaFkUb8bc6oWOKa4ixoAKlpFU9HdfIa6GBDDFR0pBtTUeywJqBOJBIrF5Sf2b3zjG/Hb3/4Wv/zlL1EsFvHFL34R5557rhU/kqiz9HLvDVV9P6l8CSWtXK2TGepASZx4pZmhXtNaKUO0nAVDyQBTH7V5dRanfLfO5gnfADCX7vzKLMC4gJQrVlAsVwYjQ13KARXx2I9VAgDEsLelGVEZUGcKZbHloQNtEfFMiwH1zE6gnBcX24aXz+CR2fZDfTCYTO+hbiJDPRzkULJltIC65Gm+okkNiWobd5YXJ6j3WBJQb926FT/+8Y+X3T42NoZ//ud/xp//+Z9j3bp1eOaZZ/CZz3zGih9J1Fn6QLJNVTfL7LTP7YDP7Vz6VdbTAgxfMQaAU77Xuq5nqCtlIN9+hhowKjzi5sFknPLdOr3kuwMZ6g6XfJuDzFSuNBg91PLClOLAQkH8PqMBt74lRQp6nPBrrzWzyXxHqjjk9P2mA2pzuXeNAVRyddZsj2eoVVU1pnw3O5RM66FWmaEGACja60XZ23xA7YyIgDqQ54A36j0tnYWpavUAid27d9e97wc+8AGce+65ePrpp/HKV74SoVColR9J1F11Jnzr/dOdKPcG9GyEpyD6kNKFElRVXXbSRWtD1ZTv/Q8Dv/gc8Gd/t6y80jYyCADa6qEGzBnqWiXf9pWzDqyklhHrRA91sLMZapfTAb/biWyxjGSuhGE55buQ7uhxWEr2T3vDiOXqb45QFAXjQ17sWchgNpXHEXqGetG2Q4u3ujZLH0j20pqfntDL13s7Q50rVvRKtGaqgSIBY8q3mjwEvkoDzoJ4nCstvF54h0XLaKCcBIo5sUqUqEfY2kMtTU1N4fWvfz2Daepf5pJvE71/uhPl3oA+0dWdjwEQbXeZAsu+16qEduId8rqAx74D7L4XePzWzh2AHEjmDgCu9i4qyexX1eosGSwUkkCpt7NYPUeWfNsZUKe7k6EGjKqMRK4IeLV+zHwf91DrO6jNE75rv65UTfr2d6DkOysu3LWVoa5BL/nu8Qx1UtumoChAoIlKNK/LiZRbXBR0ZOfFbvg1ziMD6kDzWyHC0XHkVe0xyD5q6jEdCaiJ+l5c23sYWVLy3WopXKu0jJ0jtwC59pVl32uTqqqI5KexWXkBI/GdwJM/EJ/Y8X3gwKPiZDa2x96DkCuz2iz3BursovZFAUU7gWXZd3NSHQioU91ZmwUsmfQ9CCXfeuuEsYM6UqfyacIcUJtLvlV71k8lsvUz5nUVs8DMU+L9OhUzchd1r2eo9XJvj6v5feu+YZRU7VSbu6jhLYmA2hmINv21o0NeHJI96UkG1NRbujgalqiP1MlQL3Y6Q62dPCmZeQS9LiRzJaTyJdg3doh6VbpQxn3ej4oPvmn+xBxw/auMj6+MwzYWDSQDTD3U5qFkiiIe8+kZETAsef5RHeWicfJuUw+1qqqY00q+Oz3lGzBKb1P50mAMJdNLviNY1Cbdr5ahnknmgIC2OaWcB4oZQJa/W6ilKd8HdwCVEhAcX7ZqUhrXMtT6xPIe1cqEbykS9GEuH8F6LIpJ32v8b5ivLJ6j7tBI0187FvJiBsN4CWYZUFPPYYaaqBF6D/WSHdT6iU9ne6iRWUDIIzJ3aWao16RkroiPFj6Iorq0BFHLUjlcwIU32HsQ+g7qaNvfyshQF6o/wUnfzZMThR0uoyTYYulCWV/t1M2S72SuOBgZ6pw5Q629rtS5UDEeMmWoPSGxzhGwpYqjVK7oAWVTAfUqA8kAYyhZr6/NSrUx/DFq6qPm6iwgWBFtGb5Q8yXfYyGPnqEuxQ9YeVhEbWNATbSaUsF4IVwSUOuleR3uoYZaxjqvOAmRL/a0tiRzJdxeeQXe6fiH2ne49FfA1ovsPQhZ8m1Bhlrvoc4u6TPkpO/myYFkofWAw56XeTmQzO92IuDpfLFbVcn3IPRQ57UMtamHul4AW9VDLas4AFuG9yVMry/hZgJKPaCuPyDRXLq+dNhtL5G/g6UrzBoxHODqLKlSURGCGBzoC481/fURvxvzEIF4doEBNfUWBtREq0kdBKCKLIA8cdHEOj3l2+3TszHr3RlxeMxQr0lyB3Vw2UleB/+s6xnq9iZ8A0Z/ZlUPNVBVlUEN0ldm2dc/PdellVnSkFcEm9UZ6n6e8q1lqL1hvZWoXuWTHlBrFzXsHEwms+UhrwsuZxN/W1aZ8A0Y/45CubL8ed9DjJLv5i+cRwJuzOkZ6rUdUCfzJYS1gDoQbr5yRlEUJD3jAJihpt7DgJpoNXHTyqwl2Z6OT/kG9ABjnVO8MKULDKjXIpk1yXtHjZJPAJjcAoQmRO+i3WwYShZfmqHWs28s+W5YBwJqmaHuxkAyYOlQMrk2q59LvmWG2lTyXed1RU7HnpW9xzZedGqpfzqfAmafEe+vEFB7XU7939jLfdQp7eLlUAsZarGLmiXfAJBIZRBUxP9nbws91ACQ94nXNTXBHmrqLQyoiVZTp38aMK7eRzs15RvQsxHjWkDNku+1Sf5/LwTWA+PHG5/Y/i/A5TuASO1BQJaydCjZKj3ULPluXKoDO6i1lVljXRhIBhhDyZIDM5TMtDYru3IrkczszqUKKFdUI6DO9khAffBxAKp4zRxaeWTmhD6YrHcnfesZapZ8tyWTMP0Nb7GqqRQQjydnZm3/Lqn3MKAmWs1KAXUr60TapQUYow7RL5jKcw/1WpTUB+W4jUwxACzuAlwdyhpaOJQsYspQVyqmfsoAe6ib1tEMdbcCanOGWuuhLqaBSqUrx9O2fK0Mde3frfydlyuqmAhu40WnlgLq/auXe0tyMFkv76JO5lsfShYJuE0B9drOUGeT4vGZQgBwNL7P20zR/qZ5s1xBRr2FATXRauqszAK6VfItTp5GIAJqTvlem2QPddjnqj6RXnihcwdhw1CyimqcwALglO9WyJUyoU70UHen5DtknvItM9RA/5Z9axlq1Rte9XXF7XRgRKsMqN5FbcNQslYCan0g2Smr3rUfMtTy4mUra7OifvOU77WdVc0nxOMz4witcs/6XFGxBtBXigPF3n3M0NrDgJpoNfF94u2SDLWqqohntZLvLgTUEYiMBoeSrU3yJG/YUxaZOWm+gwG1hUPJvC4nAtoquLh5QBGHkjVPTvm2aQc1ACxoJd/d2EENGBOnk7kS4PIBipbx6tuAWvw9zzpDKGkVGiutY6xanWXjULKWMtQNTPiW+mF1VqqdKd9BD2YR1b7R2s5QF9OLAMRjvFWhyDjyqvZYXOMXKKi3MKAmWo3MUC/pSc0UyiiWxYlPx6Z8A3qAMaTKkm8G1GuRzFCPOzPVn+hGhtqCkm/A1EedNfVRc21W8/SS75X7V9sxnxYB0FjXhpKZpnwrSv/3UWsZ6qQaAAD43A743PXLYqtWZ9lY8t30ashsDFh4XrzfSMm3+d/Ro1JtlHxXZagLSaCQWfkLBlgpIwLqvCvc8vcYHfJiRpbQJzmYjHoHA2qi1dQp+V7U+tw8Lgd87g4+lbSAOlQWJ2As+V6bZIZ61LkkgOhkQG3hUDIAiNRanWUOFnp4V23PKBWMieg2Zqjnu702Swtu9KGM+uqsPg2otR7qWEUE1KtdpJ0wr87qpaFk04+Kt9HDjeNawbqwKPk+lOjd8l0jQ918JVo04EEKfmRV7f9neu1mqSuZGACg4G49oB4LeXFI20WtXzgk6gEMqIlWUioYZUXhTVWfium7Qt1QFKVzx6QFGMGSCGaYoV6bZJ/xsCIqFfR+2dTBzmTpVNU0mThqybc0MtQ1AupK0RjcRPXJE3aH2ygFtoHeQx3sdoZ6AALqSll/bC+URYC5WhuRzFDPJPK9tTZLlntvXL3cGzAuDPTy2qy2hpL53QAU0y7qtRtQyxahsqe9gHqGU9OpBzGgJlpJ6iAAVez5lSf2Gnmi0dFyb0A/SfYVYwAYUK9VsuQ7qpX+Y+RII4Ba3GX/AeSTgKpNmLcoQy2DiKrVWW4/4Nb2DLPse3X6QLJ1gMOel/hKRcWCXvLdnQy17GdNFUpiKnw/l3znk/q7c0URYK7UPw2YSr5T9g4lazqgbmLCN1A9lEzt0QoU+be2laFkHpcDQY/TtIt67QaBjrw2eK+NmRtjIQ8OqSJDXUkwQ029gwE10Uri2sqsocllJ6dN95ZZRTt58mgBNUu+1yZ9bZaqZW0DIyKoBjpT9i0Hkjk9YiiUBYyAulj9CRsDhoHTgZVZsWwRcrPZcNf2UIvgRlVFUN3XGWpZ6eHyYbEgqp0azVDPJnPGhbRS1vIe3eYz1I+Kt40G1NpQslyxgkSuN1/L9B7qFoaSAaLsm7uoAVe+/YqmEdOQt0LsQPsHRWQRBtREK5E7qCObln1KDk6KNjP91ApacOHOx6CgYvQQ0pqir3LReukRGAVGjxLvzz9v/wGYB5JZ1PIQ8dfooQaMklauzlqdzFB3YAd1NOCG29md0wif2wmP9rOTuRLg1XZRm7K9fcO0g3oxLVdmrZKhNk/59g6JEn/A8iqOptZmpeeA+B7x/uQpDX1/n9upT2yf7cHVWaqqGj3ULWSoAfE8mWXJN9wl8dxU2qhocjkdSLnHAQDlODPU1DsYUBOtpNd2UAN6cKGoZQwhw5Jvu+1/GLjpPKOUsUfIMsRASQbUnc5QWzuQDDBlqM1TvgFO+m5GBwJqo3+6O9lpqWowWV9nqLWA2hvWh12u9roiM7uzyby4oGXTYLJYMwG17J8ePQbwNd4nO6ENJuvF1Vn5UkVfY9bK2ixAlO8zQw14S+Jx7goOt/V9Cn4RUIuWPKLewICaaCUyQ71kBzVg9Hmu1utmOZdXP3kcVlJI5Us923s2EB77DrD7XuDxW7t9JDpVVfUMtbcQEzcGRk0BdQd6qPUd1FHLvqWs9ojXLflmQL2qVAcy1Fr/9GiXVmZJQ/ou6mJ/91Drw/0ieon18Gol3yERhCZyJeSKZVueI8VyBZmCmJPQVEDdYLm31MuDyeTfWUUBgp7WAupIwM1d1AD8ZZGh9oTaG5ZYDoq/be702r04Qb2HATXRSlYMqLvUQw3o2YgRJFFRRf8ZWSi2R5wcHngU2PF9cduO74uPDzwiPt9F5qyJpyqg1kq+FzpY8m1LhrpeQM2S71XpGWr7V2Z1ayCZFNID6hLg0QbXFdJdPKIW6SXf5gz1yr/bsN+ll7xX76K2LkMdNz0Pw40E1LKKp8EJ31Ivr87SB5J5XHA4WmttqdpFvYYz1IGKeG62G1A7wuvE9ynGgVLvXYShtam1y21Ea4UcSlar5LtbU74BcfIU2yNWJqliaIrf4+z8cQyqa7Ysvy09C1z/KuPjK+OdO54lEtpJnqIAzpx2Au0fAUamxPvJaRFYyCDDDnqGuvWJrUsZPdRLSr6ZoW6cPuXb/h7qbq3Mkoa0vcCJXBHwaD3UhT7soZYZam8YsYR8XVk5gFUUBeNDXuyPZTGbyuMwv1ZGa0NAPeRzwdlIMDmAGWrZUtVq/zQgqtie1Eu+Zy04qv6jqiqG1BSgAIFwewG1PzyOvOqCVymJv3fDh1t0lEStY4aaaCWyhzqyPEMd71YPNaAHGJMuccWXfdQWu/AGwFHnBMrhEp/vIn0gmdcFRZ5AB0ZF5YIswV7cbe9BmIeSWUQ+l+J1M9Sc8r2qTvRQp7Ue6i5nqIfMGeq+Lvk2hpLprUQN9KePDZn6qG246NTUhO9nf661GyjA+hoXJFcw3ssBtelvbauqh5IdEqPp15hsoYgwxAT6YGSsre81HvaZSujXbsafegsDaqJ6ykXjj3WNkm+9NK/TU74BfU3KhFu8QHF1lsW2XgRc+qvan7v0V+LzXSQD6rDPbQwhkkOJ5KRvuweT2TmULFOsngsggwVO+V5ZqWCUxdta8t0rPdTi8ZLK9/tQsph46wtjMdNYDzWwZNK3DUPJmgqof3+jeOsfbroyxhhK1oMl3xZkqKMBD+bkHupy3vjbuYakEjE4FPE33d9mhno0aOyi1tcEEnUZA2qiepLTAFSxZzew/IqqXvLd6aFkgB5gjDvFySMz1GuL7Osb8VaMAEKeUMvBZHavzrJlKJl4LpUqKtLaMCQAnPLdKHkB0OE2Hg820Huoe2TKd98PJdN6qCveiN7OEWmglahq0rcNGepVV2aZZ03svlfcVkw3PWtiXR9kqOXFm1ZE/W7k4UFK0S40rMHBZOmYuNCXgxuK29/W9xoLeU0BNSd9U29gDzVRPbLce2gScFRfe1JVtSdKvscULaDmLmrrBcfF71meoPqigMsjbu8ymaHe4BEVClCcgFfLgHRqdZYNQ8l8bgc8LgcKpQpimYJRZske6sbIgHpovWW7wWuZ10u+u52hNg8l6/8e6pwjqFcDN/K6IjPUM8k8MGF9W4Q+eLNeQF1r1kQp3/SsiZ7OUGsXOIbaLPkGgHlEEUJaPE/Hj7Xk+PpFNin+dqcRgq/N7zU25MWjsiedATX1CGaoieqJ7xNva5R7Z4tlFMpisnZ3AmpxdTaqBdTpAgNqy0U2AhfeaHw8cRJw+Y6a/fSdJi+gTLi0gDowYlz0GelUyXdMvLVwKJmiKHoLRcy8OksG1LmYaMWg2mT5o4390wAwp5d890qG2tRD3Y9TvrUeapnBDHldcDtXPz0bN/dQa21AHe2htmjWhBxKli6Ue67aSh9K1lZALZ4nM2t40nc+tQgASDtCbX+v0aAHM1qGWmXJN/UIBtRE9awwkEye7HucDvjdXZiurQUYUWgnYj12EjIw0qaJrNl5sQO8B8iy0AmnFjz4TeW9nc5QW1jyDdQZTOYfBqBlXLOLlv68gaJP+F5n24/Il8p6hcRo10u+xWMlmSsafbv9WPKtZaiTCABo/CKtHlCn7F2bVXc1pEWzJoJeF4Lalopey1Jb00Mtfn8Hy2Fxwxos+S6mxOMy6xxq+3uNhbyY0YaSlRPMUFNvYEBNVI8MqGuszJIDySIBNxQbSyvr0k6ewhUtoGbJtz3kHnKgOrjuMhnQjDm18lZ5Mg0YAXViP1DM2ncQNgwlA4w+6qoMtcOpBdVg2fdKOrCDekEr93Y5FDEUr4uqS777eCiZ1kMdq4je0uEG53LIgHoumderlro2lEzX2uuh3EXda33UVkz5lr+/WX111trLUJcyMQBAwd1+QO33OBF3ite8SpwZauoNDKiJ6knIku9Nyz4Vb2ISqy20ACpUEUENp3zbxBxQZxaASrn+fTtIBtQjipahNg+gCowYZdh2rc5SVVuGkgFGNiyWrbOLmpO+6+vAyiw5kGwk6IGjkd3ENjIy1CXAq52oFzM98zxtmHZxaqEsAuqGM9SmKd+qrFIpZiy7kNZQQB0cN/7ehDcBG04BQhNNz5ro1dVZsvprqI0MtdvpwJDXZQqo116GWtUqiwrusCXfrxScAAAo6bV3cYJ6EwNqonpWyFDrE74bmMRqC+3kKVBKQkEFqXyfnUD2C/kYAACoPVNuLAflyJL/qoBaUeyf9F3MAmUt4LU8Q12jhxrgpO9GdKCHeq5HVmYBRtYwmS8aGWqg/7LUWg/1vB5QN5ehLpQrSFQCRj+zRWXfDQXUkY3Ayz8q3n/JWcD77m5p1kSvDiZL5toPqAFxoXBWrs5Kr72AGllx0ajssWbmRiUkqnDc+UUxCI+oyxhQE9UT17KTK/RQ1+0ts5sWQDlQxhAySOU5qMkW5gw10DPZUX0PdUUG1KPVd7C7j1pmpxVndSBjgZo91AAnfTfCPOXbJvrKrC4PJAOAsLnk2+U1Asp+6qMu5sRuYgCzBREgN1r55HM79d/BTMr6wWTx1aZ8S4svircjR4kLei3Mmpjo1Qy1XvLd3mv9cMCDuTU8lMyRFwG16rMmQ+0NjSKvas/3Nfj7pN7DgJqolnLR+CNdY8q3LEeNNtVbZiGXV18TM6IkkWaG2h7yoorsC8z0RkAtyxCDdQNqmyd96wPJIpavZ5LZuVhmacm39VOMB46eobavh3o+rWWouzyQDKgu+VaB/uyj1vqnAQWzefHvaeZ1pWrSt8UXnRruoZZ/Z0aPavlnrdN2avdchtqCoWSAuFC4lku+XQXtce4btuT7jYV9mNUGk3F1FvUCBtREtSQPAlABhxsIjC37dKybO6glbQjNCJKc8m2HYs4IoMeOEW97JkMtHn+BkhwMNlJ9Bz1DbVPJt00DyQDj5H1ZyXeAJd8rKhWM303I/gx1L5R8yzLcckVFrljpz4BaPpe8YSxkxd/xRku+gaWTvrW/AxYNJos32tokW0tGWg+oJ4Z6dCiZVv3VzlAyQPxd09dmpWf7r8+/TZ6ieJw7AlFLvt9YyIsZ7qKmHsKAmqgWWeob3mDs9zWR2bNmTnwsJ1dnKSkG1HaQ2T6XDxg7VrzfIxlqWfLtK2o93XVLvnfZcwA2DSQDjItUMZZ8N0dW1Djc1T31FpvTA+ruZ6gDHifkXLRkrmjsou6nku+czNxF9ItIw8FmMtQiEBUZalnF0X5AXShVkC2KoG/FDHUhAyS1WRNtZKh7veQ73GaGejjgwQLCUKEAamXN/R3zlsRz0hW0KEMd8uCQtouaATX1AgbURLXoAXXtwSq9kaEWAYYo+WZAbTnzY0CfMN0bJ0EJ7STPU9CyW0sDanliG98nMu1WkyXfNmSoZTYsvixDzSnfKzJP+LZxlZ8s+R4Ldj9DrSiKnjlM9OvqLK23FL6wqZWo8YsVEzVLvtsPqGV2WlFWGcgly7190bYu5MihZId6qORbVVX94qUVJd9lOJF2RcUNa6zv118RKx7dlgXUXlNAzdVZ1H0MqIlqWWEgGdADU74B/eRpmCXf9jBPedcnTPdGMCdLvl057cR56YlsYBTwhgGo9qzO0jPU1kxsNYvWW5vFKd8r68CEb8Bc8t39DDVg7qPu1wy1DKgjWEw3f6G2qofawqFkMqAe8rpWXo82/0fxto3sNABMaD3UyVwJuWJvlEPnSxWUKiqA9ku+ZTVb3Kn9P1pjAXWoIp6TvqHRVe7ZmNGgxyj5XmO/S+pNDKiJallhZRZgZM+6mqHWTp6GWfJtj6oMtRbM9UB2tFCqIF+qwIMiHMUae6gBbXXWlHjfjsFk+lCyqOXfun4PtXXlrAOpAxO+AWAh3Ts91ICRPU1WZaiTXTyiJsmSb2+4pVYiuYt6xuKhZHHtgtaqmywW2u+fBkTg7nOLU9KZRG+UfcvsNAAEPW0G1NrftXklKm5YY4PJQqp4rfIPWdOOMjbkxQyYoabewYCaqJZVSr4XtROfVaef2smUoWbJtw3ipj76HspQy4snUWhZOMUJeGtkiu2c9G3jUDJ5kSpfqlRnqvRgYQ5QVct/bt+TJ5U2DiRTVdXYQ90DU74BIKxlqFP5EuAVmw/6MUNd9gwhXRCP90bXZgFLp3xbN5Ss4Qnf83LC99Ft/TxFUUyDyXqj7Fv+rQ2tlqVvgPy7NrsGs6qFbBpeRTyegtHlQ15bYR5KVmEPNfUABtREtawQUKuqqpd8D3fzpFI7eRpRkiiWVeRLvVEmNzC0KoUXClH8Tnu9VnsgQy3LvTd4tOy0f7jm4DxbJ33bOJQs5HXBqZ28VmWpZZVAKQcUM5b/3L6XtD9DnS6UkS9VAPRSybfMUBdNGep0F4+oSdrarLxLHLuiGBcJGlE95dvKDHWDbU3y70ubJd+AsTrrUM9kqLWy9zb7pwGj6uBgWdvDnJpt+3v2i1RcvG6WVQWhIWvahMI+FxYU8XhXEwyoqfsYUBPVskLJd65YQUE7qezaHmrAyFArorwxlWOW2krxmd0AgL+/L46/v1uc/MzPHMBdO7pbXibLEDd4tKBy6UAySQ+obSz5tiFDrSiK/ryq6qP2BAGnVmbMPurlOrGDWstOBzxOBNosgbVKqKrkOyhu7KehZFqGOucQAXXE724qGyoD6oV0ASW54zez2PZhybam1TPUsuT7yLZ/Zs9lqHNGhrpdMkN9oKRVUayhDHUmISomkgjC5bLm74aiKCgFJwAAztwCUOqNizC0djGgJlqqXDQm5kY2Lfu0nHLrVIDH98VQrnSp/FTPUIuTx3SeGWqr3LVjGsWFvQCAg+oo5lVxEhRRk7jslv/qalCd0LIm691dDKhtHEoGGH2bVRlqReGk75XoU77X2fYjemllliSzh4lcyTSUrP96qFOKuBgw3OQqxpGAR6/oWNT+TlmTodbWRa0UUOcSQFrrBbYgQz3eY6uzknlrJnwDxv/XvYW1F1DnEuLvdUoJWfp93aExFFSn+GAN/T6pNzGgJloqeRCAqu1zre73uWvHNC748m8BAGUVeOsND+IVX/h1dwIs09osAEjmiyvdmxpUrqj4hzsew5giTnQPqCNYgCjTcytlhJHGVXfu7NqFFJmhnnDWGUgmmVdnWX313sahZIBx8rlsMFnQurVAAyclA2r7M9SjPbAyS6qa8u3RgpU+zFAnEQDQ/KBLh0PBmHaB41BJfA8U022vy2uoh1perAuMWXJxbUIv+R68DLXcYz2LqPbN185QsnxSVExknNYG1KNVg8kYUFN3MaAmWkov956s6k29a8c0LrvlYT1LIx2M53DZLQ93PqjWAuoIUlBQYYbaIg/tWkBFK5/Nq24sYggFuJFU/QDEBYzpeA4P7epOUCcD6nGnFjTUC6iD46KnVK0Aiy9aexA2DiUDjFaK+NLVWRb2iA6UUt74ndgZUGsTvsd6MEOdqspQ91FArfVQx1UtoG6hjUhmdg/lvWJIIdD2YLLGAmrr+qcBYJ1W8j3bIxlqOZTMih5ql9OBIZ8Ls6p24WENZVSLWgtC1jlk6fc1DybjpG/qNgbUREsl9om3YaPcu1xRcdWdO1ErJylv63jWUlub5UQFYWQ46dsiM8kcNkAEJ9PqCABRTrmglVOOIKHfrxtSWsn3sCID6jol33auzrJxKBlQp+QbqJ70TQZ5cu70iCF1NuntDLV5bVYfBdTaxanFsggmmy35BozVWbOpgmm9XHsXnfS1WSsF1HLCd5srsySZoe6dtVlyF7c1s1KGAx5jyncutmb6fitpcXGn4LI2oB4NeTCjan/v1tAFCupNDKiJlqoxkOyhXQuYjtcPoFSg81lLl0cvcRxWknq/F7VnYsiH9Yr4/zitGsGqLPse1UrB5QCdTpMZ6mEtsJcXVmrSV2dZOOm7VDCmbNuWodZKvrNLA2q5vowZ6iqy3DG0XlxIsUlP9lBr5bjJfLE/M9RaD/VcSVTArLr3uYbq1VnWtEU0l6FufyAZ0HtDyazsoQZEOX8cQVQc2u90jZR9V7LiolHRHbb0+46HvDjEDDX1CAbUREvJ/cMRY2VWoy/wHT8RkIPJuIvaMmdOjeBYvzjJnYYRrMrBZKNKEpMRH86cWiGQtZE8yQtXtIC6XoYasGcwmcxOA4DX2hMkKbpqhpoBdRV9wrd9K7MAo+R7NNRLGWrzlO/+zVDPFcXvtJUMtQxEZ1N54wJb2xlqbW3WSgG+PuHbopJvLUO9mCn2xBpIK3uoAXlxQkHOo/0dWyMBtXzNKHutHWI5FvLikMxQcxc1dRkDaqKlauygbjQb2fGspWl1FgNqazgdCrZPidL9g6oRNC+oIngcQQJXbD9Rn6zbabIMMVTRJhl3OqCWA8m8EcDhtO77msiT+OU91NYECwOnAxO+AaPku7d6qPu45LtS0XuoD+ZlQN1uhtragLqTPdQRvxselzgt7YU+ait7qAHjYklKD6jXRpmyMy8uGlUs3goxGvIYQ94YUFOXMaAmWqpGyfeZUyOYjPhQL4RSgO5kLbWTp2ElpZcCU/sOd8UAAAnPhH6bLPl+8wl+bNts3+Cn1SS0/8+BUkzcUG8oGWCc6M5bWPKtDySzZ2UWYJzEL5/yrZV8pxlQV+nAhG8AmJcl3z3VQ23KUPdbyXchCTmFYzovgq1IKz3U5nVT8u9Btr1d1KsG1NmYEbRbsIMaELuFZT94L6zOsjpDLS8UJp3a/6P02shQuwriopFi8cwNZqiplzCgJlqqRoba6VBwxfYTaw4lk0F2V7KWMkPNkm9raY+B8195hn6Tqv2uj/Bnu3JIkrxw4ivGxA2NZKjje0XvsxVsHkgGANF6a7NY8l2bnqG2u+RbG0rWUxlqGVCb1maVskC5D/4eav3TcHoxlxOvHe1nqNt/juSKZeSKFQAr7KGW2enQOsBr3bCpXhpMJv/WyiqIdsm/a4tKVNywRkq+PSXxOHcErB2YKKZ8i++pphhQU3cxoCYyKxeNk1NTQA0A2zZP4j0vP2LZl6yP+HDd20/tTtbStIs6XeiDE8h+oVUpzDqMYFX2UHd7wnQqV4QHRbjL2mCwlTLUoXWAOyhWZ8X2WHMAsuTbpoFkgHltFgPqhsge6pB9AXW5omIh3YtDycRjJV+qoOAMGJ/oh7JvWe3hC2MxI363bU35Tuah6j3UrQ8lS2jPO0Uxhr4tY/GEb2ldDw0ms3womfZ3zdhFvTZKvr0l0Z7kClobUA8H3JjRfpdKZt66i8ZELbDmrwTRoEgeBKACDrfY47uEqqWot21eh9dvnsTEkCjz7lY/rV7yjSSeZMm3NUoFPXOwvzICQFxg2ZcPikuQ6e4G1MlcCVFowYLiEL3M9SiKyFIfekJklMaObv8A9Ay1fSXfxlCyOnuoswui/9TBa8IAjCnfNmaoY5kC5FbAVoI+u5iDnWTJgVGHG6gURUBt40UfS2j90/BFEIs30LNch8xQZ4tl5D1R+IC2LjrJC1lhnxuOeq9tFk/4lnopQ53Ka/MqLC75PlRZW7uo/WXxeuW1OKB2OR1Q/KMolJ3wKGXx+4weZunPIGoUz0aIzPT+6cmaJ+uP7YsBAF6/eRLnn7IRLztqtHvBNKBPdB1WUiz5tkpyGoAKOD3Ynw/qNx8oau93OTuazJUwomgDyfwjqweVVu+ilhlqO0u+tbVZ6UIZhVLF+IQMqNVK9bTxtU6f8m1flYyc8B0NuOF29s6pg9OhIOgRw/H6ro9aK/mueMLIa4/z4WDzFyuCXpf+O4hpsx6sCKg7OeFbmtD7wbufoU7l7BlKdqCkVTutkZLvkKoF1EPWz5gZHfJiBuyjpu7rnVdFol5Qo39aKpYrePKAOAE6eVO0gwe1gqop391fMzIQTEPp5tJGhlQOJUN6zihV6IJkrohhpYEJ35LVk75lIGtj9m/I59LXKVeVfTvdRkZ+jZZ9lysq7n9+Hrc/uh/3Pz+PciEnMvaArRnqOW3C92gLAZ/dZI9rKm+e9J3u4hE1KCf384pjdjuNiwPNklnq+Yp24S/besl3NyZ8S3JTxqEuZ6hVVdWnfFu2Nku7QLG3IAPqNZChLpcQhJg74o+MWf7tx0JezMpd1Oyjpi5iyTeR2QoB9TMHkyiUKoj43Th8NLDs810he6iR1Pu9qE36Y2CTHkQAph7qcl6Uk1o4iKdR5YqKdKGMYYcMqBu44m/1pO8ODCVzOBRE/G7EMkXEswU9WAAg/s35uLiwMXaMbcfQi+7aMY2r7tyJ6biRvXtpOIEfAoDTA/itLak00yd899AOamnI58LBBJDIFU0BdbK7B9UIreQ77xR/SyJ+DxSltYqn8SEvds9nMFMO4iSgrR7qhgJquzLU4d6Y8p0vVVAsiwunVmeod+dDYpppakZcnG3x/3k/qGTjeuYuFLY+Q81J39QrmKEmMquxMkt6dG8MALB1U6Tlkx7L6WuzOOXbMnpAvQGzKSNDnYUPZae2Z7xLfdSyBHGkmxnqDgwlA4wBPnVXZ9mQoV6W/a10rxJhqbt2TOOyWx6uCqYBQNFOIjPecVtPzHtxB7UU6tfVWdrFqaxDZJVbmfAtyYtOBwpahrqQAkqtBaV6D3W9gDqzYFxYs2hlliQz1LNdLvk2r6EMeqwdSvZiXnuMFjP9MTyvDemkeK1MqT4MBf2Wf//RkAczMkPNgJq6iBlqIrP4PvE2smnZpx7X+qdPOSzaueNZjRZQRZFCJscJl5Ywl3w/J05IPS4HCqUK8p4RBLIHRDAne5M7eWg5caI76tDKWRvJUMsT3tgeMcXe2eYKGH0ycbS977OKSMADzGc6tjqrVvZ3MuLDFdtP7OrecUAE+lfdubPm2r4JJQYAeD4bwokV1baZDrKHupd2UEuy5DuZM5d890GgovVQp7WAesWe5VXISd/7s24xrFCtiMA33PxjVz7n6maoZXZ6aAPgsbZaS2ao59MFFMuVrvXrm8u96w5ma1LY74aiABnVh4o7CEcxLbLUXah26pRMbB5DAJIIYNLdWjvDSpihpl7BDDWR2QoZ6sf2ikBia6/0TwP6UDKnokIpJLp8MANCu6iihjfqJd9HjYuT9Kw7Ku7TrQy1dpK3ziUD6gYy1EOTgMsPqGVrVmd1YCgZYMpQ112dZd3/g3rZ34PxHC675WHctWPasp/Viod2LSw7NmlCWQQA7C1F8NCu1st8VzOX6r2VWVLVLmo9Q90HJd/axakkRFAabWN6ur6LOlXUXxdavei0asm3Tf3TADAS8MDlUKCqqGq56TRZDWRV/zQgBuiFtYs/Jb9WaTPgg8lySfE3KaWEbPn+4yGvvjqLPdTUTQyoiczqBNTpfAnPzYgTtJM32bcuqGkuD1SPuLodKsdRLFdW+QJalfYYyPnX6ZN3j5kQJwMpZ1Tcp0u7qGUZ4rhTy775G8hQy9VZgDVl3zJDbXfJ92qrs9roETVbKfsrb7vqzp1dLf9eaeLxOi2gnlGjtk5GliXfvdhDHdYC6lSuBGh/D/siQ631UMdVEVC3U/Ktl0qn8kblSouDyeQe6uhqGWqLy70BMT9BXhzo5uqspLYyy6r+aUn+Xcv7tLWcAz6YrJASj8GMw54svCj57kyGupdbgqj7WPJNJJVLxhXOcHXJ9479cVRUYEPEh4mwrwsHt4LACFBIYhiij7qdLAdBD6gXXBMAFhDwOLEhKnq/YkoYhwNdy1AntZLvEUULFhrJUAOiPH3mSYsC6ph426EMdbxuhtqaku+Vsr+ACKqn4zk8tGsBLzuqwd+3xWSwVPNziAEAZtRhHLfC/dolS77HenjKdzJv6qHuoynfsbL4/2ZFhnomkQeG2nuOdDNDDYjVWdPxXFcHk8mLlyHLA2oPXpzPIOMZxRAw8BnqYlpc8Mu57Amoq0u+7ask6uWWIOoNzFATSamDou/M4QaC41Wfkvune6rcW6OYVmeZB6lQC0oFPWMwo4gsz1jIi5GgOLHUV2d1OUMdRRNDyQDjxLfdgLpS1rNqdmeoI1pwsVgvQ23RRY1Gs7rd3It75tQIJiM+1OrklBnqvH8CZ05ZP0VX6uUM9ZDXVPLt0YZy9cVQMvFcmiuJC3Zt9VDrJd/5tqs4Vg2obZrwLY1rF4a6+Zyzo+QbMC4UJp3ac3XAM9TljPj7VLApoK4aSpaZF6/hFuv1liDqDQyoiaS4nO48CTiqnxqyf/rkXhpIJsnVWUoS6QID6rakDgJQAacHB4si0zUW8uiZo7mKdlKQ7s4OZJmhjqhaUNvIUDLAKM1sd3WWLPcGAJ+9rQ+dmvK9Uva3lfvZwelQcMX2E2t+Tg4l23b2ybYNJAPMa7N6L0Mts4iJqqFk/dNDPVcUwfCwBRnq+VQeFbk+zY6AWlWNC3M2ZajXaYPJurmLWs6rsKvkO+bQ/h8NeEAtZ24UPfa8XoyFvFhECAVVG3hm8e+zH1qCqDcwoCaSVthBLTPUJx/WQ/3TksxQI6lfVacWyR76oUnMpcVJ5VjIq5/oHixp2a/0bDeOTgQMAEIVGVA3WvJtUQ91VmQb4A62Py18FfLE0+6S75Wyv4BYFzsZ8dma/W3Ets2TuO7tp+rZWGmdIwYAOGPLSbb97HyprO+5H+v1Kd9yYnI/ZKi1ao9DBa3ke6W9z6sYDXqgKEBFBXKuqLixzZLvmmuz0nPacSvAsD2bDnphdZZ5yreV5GvJnBLVftBgl3zLi0YVb9iWb+9zOxHyejCrDyazNqBupiWI1jYG1ESSPpCsOqCeS+WxbzELRQG2bOzFgFruok7pJwHUIrk2LbxR30E9NmSUfB8oaNmvLpV8p/IleFCEr5IRNzScodYySbEXxayAVnVoIBlgHkpmb0C9UvZXBtlXbD/R1uxvo7ZtnsSfnbhO/9iDIoZl+f/Qett+7oLWP+1yKAj7e2/0StWU775amyWeT9N58Vhvp4fa5XRgVOtvTzq04KXFoWSxlTLUsn86sglw21O1IVdndXUoWU5mqK29cCh/pzOqdi4x4BlqR148xlWvfedO1YPJrC2/7oeWIOoNDKiJJD1DXT3hW+6fPmo8ZPmLqyVkQI0k0vlylw+mz8mLKhFjZdZYyKuf6O7NaztXu1jyHYUWKCgOoNGTlKFJwOUDKiUg3sbqrA4NJAOAiF/8zmPZOj3UhRRQtOYkRmZ/PUt23q6P+HDd20/tqaEzu+bFsK2zpkb0cm84vYAs87WBudxbUbp/YWGpIfOUb31tVo8H1KU8UBKP3/1ZEUC200MNiL9VALAILUvfwkWnXLGMgrbdIFLreObtHUgGiKFkALo8lExcVLC8h1r7nU6XZEA92Blqd8H+mRtjIa/RR23xpO9+aAmi3sCAmkiqU/L9qOyf7sGBZACqeqhT+eIqd6YVmdamzWonc+MhD0ZkQF3QAuouDiUbVrSMpH9kWa9/XQ6HUZ7ZTtm33EHdzQy1LwIoWr9cixm4WrZtnqzql/S6HLj3E6/uqWBaVVW8MCsC6gtP3YgJiBJ8dWidWI9mE3lxabQHy70B6Lt9k1U91D0eUGsDyQDgQE487trpoQaMPuq5iqykaf75Icu9nQ5lWXsBAGD+j+KtTQPJAGCdtknjUKL7Jd9W91DL/8f7tBkdSM8ClcFdd+kpice5MxC17WdUT/q2NqCWLUEr6YWWIOo+BtREkhxKFqkOqB/v5f5pQN9FPKwkkWKGuj2miyrmDHXY74aiAAuqVkpZzACFTMcPL5krYURpcsK3pE/63tX6AegZavufC/o03FwJJfN+dUWxfNI3IPZdy9VQToeCfKkiJib3kPl0AfFsEYoCvH7LJDY4YwCAgn/dyl/Y7s/t4YFkgJFF7KuSb61/WvUOoVgRF0PazVDrq7NK8sJf8xlqvX/a56pdjWDzyizAyFDPpfJdG/Zk15RvmfXfk9fmcVSKxt/VAeQri9crV9C+gHM05DEC6pS1AfVKLUFSr7QEUXcxoCaSTNlJSVVVPLY3BqD3M9TDSCHNHur21Aqoh7xwOhRE/W4k4UfFoQUVXchSJ3OmntlG+6elES1D3c6kb5mh7kjJtxFc/P/svXl4Y2ed5f+52q3Flteya3ctWSqVSpGNJIQkZIGwBGigWYbQ0EBmJsAMzMyPZqB7mqEXaGZ6gZ7poZt0NwECAZotJEC6IQmQlUpSqUoqVZXUvrrKq2RZtvb7++N93yvZlm0t915Jrnuepx7ZkizdsiXd97znfM+ZnBu2Z3LSN8DBYUHAVnYEWNctCMmh4ebqMlbq9KpoG+0BLxd3zAAwplln9wYYSxY3l5oRSkVMZvLkvS1SmyXnp/NeYc8OeF0EvO66HlIR6lOGk6Z2hXrhyizpcLFQoe4O+3HJgDX12rMbKoTP7B5qI5RshuKYxjKeow7mxfvQF7aOUPeE/QyrUDKTFWoQ7qUL+heu/dKdgG8HOITagQOBfK64s9m+2rj6xPgME9NZfG4XFwxY06NYN0p6qJ1QsjpRsqkympChZOHSShuNXEAuDExURyuFsHxLolCtQm1G0reNoWQet8uwnMYW6qI2kVAfkIR604oIG3uFynlopLlI2WF5PBvk8V0QEi6JUzlrHQOGQh1qToW6NNsiieh0bnqFWr6Xsl7heqnX7g3QKz+rTqakRTWTqLqXNz7d2MosEKqg6jtvVDDZlEWhZMU6wAyEpbNkuRJqXSeki/dhIGIloS4NJTP/d5lIZY1zwd+88xK+/O7t3HvHVXzkBvEe+B/3vTj/HOXgnINDqB04AEGm9QK4PBDqNa5WdVkXrmzH76lPPbAMklxEmSKZcj7Ua0Y+a+xuTwdWMJMV9vkeaXPtlGQi5VMdr/YHkyVSuToUamX5rodQx8SlDQo1FO2RsXnVWfL/boFCvak3bBDqw01GqNWibkOPUGHX+oRt+OWZsKXPO2pYvptTofZ5XPg9YjkzpctjzKXqS7S3GtLynfGIv109Cd8KfXL2+FjSK0ILoeqcgdhilVmJM5BNiseOrqvrWJeC6qJuVHpyIm1tKFkyk6cQ6hNXLtdgsswUbsS4TrC9x7KnmR1KZm7KN8CjB0bJ5nU29IT4nUtX85btq7h6Yzcfv3kzG3tDjE6l+dMH9pn+vA5aCw6hduAASvqHV84KeiravZt0fhoM25hb0ykoS66D6pE4A+jg8jIiZ6X9HpexoOpUCyHV8doQhTpbnKFuq5ZQS4V64mjtRMPGUDIo6aKeV51lvuVbKdSbV4TZ2CsI66GR5rR8b+wTJEyFku2Jt1k6a6pst806Qw1FJTFeKAkQyiQadDQVQCrUMy7xWqung1pBKdTDU7minbhK2/eilm81Px1dCx5rXwsqNbnxCrW5hLo94DXyAzMB+Tm2TBVqfUZ8PmV0N+GwdZt+PZGSULLp0apdGUvhoX1iw+OmC/tmXe/3uPlf77gETYMf7DzJr18eMfV5HbQWHELtwAEU+4fnBJIphbpp56cBPD5D5dBqmJlzIGHYvQcYTYpFZW/EbwTzKEtmwiU3V2yeodZ1nal0jmitlu/2VaJeqZCFyZO1HYSNoWQA0aWqs8xUqM8K8rW5L2wQ1mazfKvj2SgV6mBGvAZP5DoMhd0KKMt3T1MTahlMlnWBWx5nM89Ry5TvpCTUnSETCLWcoR5JpIsbblW+RxShLhuQpvIXLJyfVlCvtd+8PMKTh8ZsDSdTn7VgvkLtcmnGZsWMf3kT6vRUDIA4IdpNcGAshO6QjwnCZHXpIkyap/jnCzq/ekk83o0XzA9/vGxdJx+4Zj0An/nhC87Y3TkMh1A7cABlA8ly+QJ7TolFzyVrog04qMqR9UuVOuUQ6ppREkg2Mmd+GoqW75gmk75tVqiTmTwFHbqoMeXb5SoGk9Vq+7YxlAxKLN/zFGpzU76n0jlOx4W1dFNfmI09glAPxVNNs0DK5AqcmBAhZGqGWpP2xrN6p7H5ZwXGmrw2C0oIdaskfUuFegoRIKZ61+uBItSJdI58jYR6shKF2sL5aYAH9wzxsxfEa/tne87wnrue4tovPsyDe8y385ZDOlcgmxcE3uxQMijZnPXIv9EytXxPx8Xn86QeIuSzbmSuJ+JHx2VJMNmuEzHGkhkiAQ+Xry8f/vjJ153Pmq42TsVm+F8P7jftuR20Fqom1Hv27OGKK66gs7OTT37yk+hLxNvpus6dd95JV1cX0WiUD3zgA8zMzNR8wA4cWAKDUBcV6gPDU8xk80T8HmNmsVmRl4Tam5lo8JG0MBaozFIw0lkLklDbrFAnUmKhW6zNqiHkRdm+a036tjGUDEoDfOYQapNTvg9Jdbcn7Cca9NER9BoK2ZEmsX0fH0+SL+iEfG4xX5pNgbRUDutRo97PbOi6zmiyuWuzoJRQl3ZRN8ffrizkDHW8IAh1Z52VWSCqrnxyljzti4orq5yhXtTybYNC/eCeIe68Z+e8Csgz8RR33rPTFlJduokW9plPqNXvNu5e3inf6YT4fE66wuUr2ExCxC9e9yPGHLV5hPrh/eJvc8P5fXjd5SlT0OfhL962DYBvPHmMHUccYeNcRFWEOp1Oc9ttt3HZZZfxzDPPsHfvXu6+++5Ff+ab3/wmL730Es899xyPPvooL774Il/4whfqOWYHDsyHssCWEGo1P33x6g5cTd4xWJBqhC8da+yBtDJKE74loe6NFAmEWvCOFORiPWlvKFlCzvR1uWq0fENJ0neNXdQ2h5IZM9QLhpKZs3Ax5qf7inN+G5os6fugrPDa0CsXp3IRnnf5iBPi+ZNxS553Kp0jkxPBQk2tUPtlb3k6B375d0w3/wx1rCBSyc1I+dY0zZijnnar0ZTaLN/lFWprE77zBZ3P3b+XcjKNuu5z9++13P6dKOmgtuLcrz7XxlGEennO3qanxIbftMva0ERN0+gJlXRRmxhMZsxPX9C36P1etamHd12+BoBP/eB5Utn8ovd3sPxQFaH++c9/Tjwe56//+q/ZuHEjn//85/mnf/qnRX9mx44dvOMd72DdunVcfPHFvPWtb+XgwYN1HbQDB6ajjOV7t1ygNrvdGzDIVVsu1tjjaGUsoVCrFN6hnFwc2K5Qi0VeZ62Wb6ivOqtQaIBCLW32C9ZmmfM3MBK+Swh1s1VnHR6V89MyME2pMHq4H9DYNzRJOmf+Ik7NTwd9btostG3Wi9azfAuFeiwvCHWHCQo1QJ9Mx55UoynT1bmW1HttHqEuFIqfG+pzxGTsODLOUHzhVG8dMYZhtQI4lbJmflpBbZ6MIP9Gy1ShzibFay/labf8uXoiJUnfJv0+T05Ms/9MApcG15/Xu+T9P/PGC1nR7ufIaJIv/fKAKcfgoHVQFaHevXs3V111FcGgsCht27aNvXv3LvozF110Effccw9nz57l2LFjfOc73+GWW25Z8P7pdJrJyclZ/xw4sBxxSaY65ivUTZ3wLeEKCYIRylmjUp0TKHkNzO2gBuiSM9SnMpLQ2DxDnUhl8ZIjhByZaSs/z7UoDEJdg+U7kxDVcmBbKNnCtVkllu8lxo4qwcFhGUi2opRQq6Tv5iBlKuFbKedMCULt7higM+glm9fZN2S+ItsKCd9QnHVNpEoV6ub425WF3JwazZb23NcPpVBPoDb+alOo59VmJU6LKjKXx7LKrEorsqyu0jIqsyyYn4biZsWZfImLIJ9d5CdaEwW5mZPxRCx/rm4LFOpH9gt1+rJ1nUaGymLoaPPyZ2+9GIC7Hj3MCxa5hhw0J6oi1JOTkwwODhrfa5qG2+1mYmLhHdAPf/jDTE1N0d/fz/r16xkcHOT973//gvf/whe+QEdHh/FvzZo11RyiAwfVI58zFqfK8j2TyfOSTP1tBYXaExaEOlKYJJcvNPhoWhRlLN+zZ6jFIujYjFCU7O6hTqRyRJU6rblqs12XVmcVqlQzVSCZ2w/etuqfuwYsOEOtLN+FnDGLWg8OlFOoVdL3cHPM4Rod1HMUai3SzzbZQmDFHLXRQd3Edm8o1ma1jEKdFovtsxlRD2XGDDUUg8lG87USaqHORueGpKn56eg6cFtDNFVVlln3qxV2KdSnM0HQ3IDekBpGq6HPiNd4zmeDQh32c1ZZ6BPmKNQP7Vd1WfPTvRfCLVtW8KZtA+QLOp/8/m5jXMbB8kdVhNrj8eD3zz6pBgIBpqenF/yZL3/5y0SjUY4dO8bx48fJ5XJ88pOfXPD+n/70p4nH48a/EydOVHOIDhxUj6mzQnlzeSAk5mRePB0nX9Dpi/jpb7f25G0GvBFhR+rUEiQzzuxO1ZizqVIk1CUz1HKH+nhaOHRIT0LOvo7URCo3u4PaVUNJQ8dqUSmUzxQt7pXCZrs3FG3282aovW3gNccpkMrmOTEuzmGlhHqTVIKPjCZtrewpB13Xix3USqFWKky439j0233CfEWkFSqzQARygVKopSLWAjPUZ9KCSJetqaoBilCfzcn3RxWhZLquF1O+5x6PDQnfVw52MdARYKGpZQ0Y6Ahw5WANgYxVQIWSmd1BraD+1rFUHkLSSrwMbd+azHTJ+613NPVE/KaGkk1ncjxxSGxGLTU/PRefe/NFdAa97D+T4B9+XWMAqIOWQ1Ursq6uLkZGZocnJBIJfL6FT7Tf+ta3+OQnP8natWtZs2YNX/jCFxadu/b7/bS3t8/658CBpVDEIrLSIClqfnrb6qil6ZRmwRsRFthOLUGySWp+WgpTZ2ZtqihVridSMkOtkln1ILomZ0ltVKkTqWx9Cd8ALjd0rhdfV5v0bXMgGZQsPOfOUAOE1Bx1ffOUh0eSFHRh1+stcSSsjLbh97jI5AucnFh409gOjCczxGeyaBoMqsYBpcJE+o2xFCuqs1qhMguK5GeqVVK+5Qz1UFr8XqNmWb7lZ9bpTPVOmlS2QEY6nObNUNuQ8O12aXz2ti0A80i1+v6zt23BbXFIqMqrsJpQTySzEJZkbRlWZ7mlC0O3YURoluV7qn5C/diBUTK5Amu62mZttFZ0LGE///PNFwHwfx4+yIGzTbyx58A0VEWor7jiCp588knj+yNHjpBOp+nqWnhxVygUGB4uflCcOXOGfN5R0Bw0EYwwqpJAMjk/vX1N889PA0ZIUxeJpunNbSkou3dkJam8bvwOSy3fHreL9oAHHRf5gPzMs9GmJyzfdSR8K9QaTKYs33Yq1GoTYyZLYa5KbAST1bepcUDNT/fNrnZxuzSDvDZ6jvqQVKdXdrQR8MrNHKVQRwYMy/ehkSnT3/9jLVCZBaWW7xz45KZDs1q+dd0YVZjUheMlWi5VuwYoO/RxYzSl8g0n5QRxu7T5vcEWJ3wr3Lp1gK/cfin9HbOdYf0dAb5y+6XcunXA0ueHokJtleVbbZ7EZrIQlnbiZahQezLiNa4Fasj7qBK9paFkyZG6Z9IfVnbvC1bUJKq8+ZKV3HRBH5l8gU9+//mGu5wcWI+qCPV1113H5OQkX/va1wD4/Oc/z80334zb7SYWi5Ulyq9+9av5i7/4C+6++26++tWv8pGPfIQ3v/nN5hy9AwdmoFwgmVR6WmF+GhAWYCCqmb+gPidQsqkykhCKnE8S6FIo23fGr2qb7CPUU+kSy3ddhFouiKsl1IZCbd8mkwpGKuiyDqkUJhHqQ2XmpxWaZY76sCT0G0uPUdkaIyvojfhZ2RFA1zE9CEeNP3SHm1uhVuRnMpVt/lCyzJQR8DdJiIjfg2eBjttqoRTqI9Py75WerJhclFZmzSMRhkJtTcJ3KW7dOsBjn7qRN2ztB+CNF/fz2KdutIVMQ2ltljmbHHNhbBROZ5Y1ofbnxPnKHbKeUPeE/YwTIYfcCKrj91ko6CXz09XZvRU0TePPfmcrEb+HXSdi3P3E0fJ3PLUT7n6TuHTQ0qh6hvof//Ef+djHPkZPTw/33XcfX/ziFwHo7OzkhRdemPczf/Znf8bVV1/NH/zBH/Dxj3+ciy++mC9/+cvmHL0DB2ZgTmVWbDrDsTFh8dy2Ktqgg6oSklxEmWJq2r653mWDeJFQl85Pz11UqjCZlDcqrrCxi3oylS1WZtWS8K3QJYMla1WobbR8B7xu2qQiG58XTKaSvuvb1CgXSKbQLNVZh0dlwreye0PR1hgRJMOqYLJWmaGOlM5Q++QMdaZJrZZyfrrg8pLGSzRkHnFThPpw0ouujNIVqtQLV2blYUJ211usUCu4XRqXrhOfc5qmWW7zLsWUxSnfhuV7enlbvgN58f7zhKKWP1d32IeOi1Hkc9URTLbndJyRRJqQz13XvP5ARxuffsOFAPzlv77E8bEyo0O7vwNHH4Xnv1vz8zhoDlS9JfrmN7+ZQ4cO8fWvf519+/axZYuYd9F1ne3bt8+7fzQa5Rvf+AbDw8PMzMzw4x//mJ6enroP3IED02Cok6uB4vz0YE/ItG5QyyFnat2aTmbK2o7OZQm1qdKxquz8tIJK4p3yRMUVNirUiVSOTq2Blu8GhJJByRz1zEJd1PVavsXvdPOK+dUuzVKdpVR0o4M6m4IZ2a4RESqectM8b7JCbdRmNf0MdUnKd7Mr1HJ+OueNANr8RO06oDY+0nkNXW28VRhMVqpQz77hpAgydPugw77mlZVRYVs/s0g3tRVQKd9zHUpmQVm+Z7J5sm1yPZxcfoQ6mBfvP3/Y2hA5KI5nnSlExRV1VGc9tE/8La47rxe/Z87oQ5WK8nuuXMPVG7qZyeb57z98Hl3XIXYcTu6EA78sEukXvg+nd8Hp58TtDloONX1a9Pf388Y3vtHsY3HgoDGYM0PdSv3TBtxeprUgQX2a7NTyq9+wHMZrYFXZyiwFZfmedMnXhq0z1Fk6zbB8K4Vp/AgUCpWnhTcglAzE4n4onlq4OqsOQp3NFzgq1d/FFeoGW75H5yR8K3Xa7Tf+Hurzapf8/DILSqFu9hlqRX6m0jl0X0hos806Qy3npzMe8fc0K+EbwO9x09HmJT6TJeeL4psZr/g9siChVgnfnetFsKFNUHPUQzYT6oTFtVkRvweXJkZZpn3ddMDyU6hzafyIc2mgvY7zVYXoDPpwaRTnqOsIJntov1C3byyX7l2qKK+6dOEHKRRg6gxa7Dj/Z+sBvnnyUVYcG+bM36UYGH1y/v2nR+Gr1xe//59Oh3WrwZpPCwcOWgmG5VvMUCvLpLJQtgqSnijB7DQFG23IywalHdRD8yuzFJTlewLZPmCzQt2lLN+1pnyDcGK4vJBPi42EaIWKUwNCyaBUoZ5DqENK2an99X5sLEmuoBPyuVnZMb8eT3U+jyczjCczdIXsJ5WZXIHjstZrg1GZVUz4Ro4lbJWE+lRshrGptCkzz/mCzvh0axBqpVAXdEi5grRBEyvUYrE84xKvr06TEr4VeiN+4jNZUr4oPqifUNuQ8F0OA/I9eXYyRb6g22b7VnkNVlm+XS6NaNAn0vvdXZJQL7MZajXWoGuEItbPULtdGl0hH2dTqou6NkJ9Jp5iz6lJNA1eowh17Lh8D2nw4g/FdXu+DxtvFsQ9MyX+xY4X/ylXB9AD/BcXwhO81JLB5YG3fqWmY3fQWDiE2sG5jXyuaA3qWIWu6+ySXa4tE0gmMePpgOxpdBurnJYNSmz/owcWVqgVoRotSHuw3SnfZijUbg90roOxg8L2XSmhbkAoGWDYYeNzq7NMsHwfOFucny6X5Br0eVgVbeNUbIbDI1N0hay3Ls7F8XHRgx3yuVnRLl+TJQnfCu0BLxt6QxweSfL8yXhxMVgHJqYz6DKctstk0mc2Al4XbpdGvqAzrQcEoW5WhVpavqdd5ivUAH0RPweHp0i6O8TWX4Uz1JMLKtT2JHzPRV8kgNulkSvojE2l6Wufv+llBaYsVqhBBJONJzNMaJ2sheWnUMsN2ARttLfZMy7SE/YzPBMV39RIqB95Sfwdtq+JFtcAX7p4/h2To/Dtdyz+YJobOlZDdC2FjjV894DGM7EIK9Zu5pOvWYV277vn/8yHH4KV22s6dgeNhUOoHTQN8gWdHUfGGU6k6IsEuHKwy/od6amzJf3DvZyOpxidSuNxaVy0srU60NPeTpgBV529vOcc8rniybd9JaNTgqyUI9Rq4Xs2Lwm1jZsXU+lShbpOC13XxiKh3nD90veHhoSSQWkX9VzLd/2E+qCaTV6kZ3RDb4hTsRkOjUxx+Xr7CbWym2/oLSH9J58Rl57ZJHf76iiHR5LsPhkzhVAru3dn0GtaCrVV0DSNSMBDbDrLlB6gG5qYUMcAmEJWZlmgUANMahEGwESF2vqE71K4XRp9ET9D8RSn4yn7CHXa2h5qwMhnGVEhWulJyEyDL2jZc9qJ3PQ4HmBSD1n6eyxFd9jH2ZH6FOqH9gmnwE2ln59vuwt+fCcUFmhQ6TkfVl8B0bWz/0UGxAY2Qpy+7GyCP/7bR8ke1blyyMMNgGhYdyq1lgMcQu2gKfDgniE+d//eWbNSAx0BPnvbFmurMkr6h3G5eV7OH14wECn2vbYIsv4oAK70RGMPpNWQHAY9LzZVwn2MTB0FFgolEwvfoawMh7JJodZ1XcxQeyRBaKuT2BnBZIcq/5mGhZKVdLaWwoSUbyOQrG9+IJnCxt4wjx4Ybdgc9WGDUJckfB99VFzO2TzbtrqDHz53yrRgMiOQrMkrsxQUoZ7UJfFqVsu3nKGOyw7qTpMV6l759xrX5et6prJzQmypGWqbFWoQc9RD8RRn4jNgk2usSKitCyVV55KxrA88AcilxLnIt96y57QTM5PjRIA4IQZsItQ9YT/DuiTUNcxQp7J5Hjsozic3XrCieMO2d8KJp+Hpr87/oX//64oV5fNWRPjYazbzN798mb/4zRjXBftwhbphZJ9Qs0PdEOqt+rgdNAeae8vZwTmBB/cMcec9O+cFj5yJp7jznp08uKf2tMYlMXlSXMpAsl0tOj8NkAuIE4nXIdTVQVVmRQbA5Z5VmzUXahF0Ii1VBJtmqNO5AuSzRLQZcUU9M9RQQqiPVP4zDQolW1KhTsUr7tmdiyKhXlihLnZRN4acqYTxS8IJkQB7epdYgIH4+5Ukw26ThGP3iZhIk60TRiBZA2bHa0FE9gZPFiShzqdrfm1YCrk5FS+IFGuzLd9KoR7Ny02YehTqfA4mjoqvbZ6hBljZIX5HdgWTqc1LsN7yDRCbyS3L6qzUpHjNTWlh29wtglBHxTc1KNRPHhojlS2wsiPAhQMlm6wHfllCppVrsrb/0503bOSC/gj7pyP8t5XfZMdrvi1u0PPk79wBHatqelwHjYdDqB00FPmCzufu32sYXi7WDvNt759xsXbYuO5z9+8lX7DIEjOng1olfG9vQUJdkKqlP+MQ6qowJ+V9NCEIdW/ZlG+xCDqWkoR6ZkIsOK0+xFSWqLR765qrflLbXWV1lq43LpRMLjzjc2uz2qIYi5sKFbhS5As6h0cW7qBWaHR1ljrGDz5zG3z1BpEEm5Nd89mk+P6rN8CXLmbLQDsel8ZYMsOp2Ezdzz22SOJ9M0JZS2P5kg2AdBN2UcsZ6rG8ItTWWL6HcjUS6lKCHz8urK6egBHcaSfsTvpO5wpk82K9YVUoGRT/5qKLWqqhyyiYLJMU7pkZ18KfrWajO+zjrFKok6NVb6b9Utq9b7ywrzheM34YfvBB8bUnINToN/0NrLxEbIRUqSj7PC7+1zu2oQE/2jPGO7+xl6Qu3q/v/vJPrRWQHFgKh1A7aCh2HBmfdaJ8m/tRrnHv5W1uYWnUESfSHUcsmgtW6mTHKvIFnRdOtmYgGWAodoFsrLHH0Woo2VRJ5/JMykCasqFkchF0bMaPbpA562fWE6kcXTKQTGvrrLzqaiGUdlEXCkvfPzsNBbk4sTuUbCGF2uUGv8w5OPJo1Y97cmKadK6Az+NiTdfCc4ubZLL28fFp0rl81c9TD3RdN6zmJ1/zt2IsoRxcHnjbXQS8bs7vF8qKGbbvsWRrJHwrKEI9mdFEpRg05xy1VKhHs+IYo3Mt1nWiLyJI6Om0IOyVhpKVVajH5KZb14b6P3dqwIDNhFrZvQFCPisJdclG4TIk1LlkDICUZ+FxGrPRE/YzToQcbkCvSvHXdZ2H94v736Ts3pkkfOd28X5dfQX8fwfgjkfg8g+Ky0/sqUlRPh2bKZma1hjSxdrNPTVkvSvTgWVwCLWDhmI4kWIVI2zVDnORdoTb3E8AcJv7SS7SjrBVO8wqRhhOWHQyLekfPjwyRTKTJ+hzL6pYNStcklAHc5MNPpIWQ8lrQFlcPS5t/hwhRVUhp7vQ20p2wi1GIpWjU5PEoN5AMoCOtYKE5VLFxOjFoNRpzQ0+e98bHW0LzFCDURnF3h9V/bgq4Xtjb3jR8MPeiJ+I30NBh2Nj01U/Tz0YT2YMktN99e0iAbYcPvyQmPOjuBm4W46v1INRw/LdKgq1eM8mUlnwy9dpprEd4mUhZ6iHM4IsWlGbBXBsRlrfK1Soy6Z8jzcmkExhQFq+z8Trd1xUApXwHfK5LQ1FVYR6IpktqpxTI5Y9n93ITwvXUMZrX7hrT9iHjosJV/XBZPuGEgzFUwS8Lq7e2C1cWfd9FIZfFBse7/wmBNqL5xxNA0/1n4vKlVmKIV24CwcQ71NLXZkOLIMTSuagoeiLBHg88HHjezX2180kP/X/oXH9k5EKranVoqSDepe0e29d1WFb36WZcIdFSFO4YE4g0TmDEkKt5qe7wz5cZV4DPo+LsN/DVDpHLtCFb2bcljnqqVSOTrMSvkEkj0bXicXy+OGld9lLA8nK1EtZiXkKdWknqFIfD/9azBKji99PdO2Sj3twZOn5aRDp0Rv6wuw+EePQ8BTnrbBPcTk8KsjgqmgbbT6pusyCC5jtMLhkdQff/m1xfKUejJW8H1oBSqFOpHLgC4nXSTMGkymFOicW5FYR6uOpNvBTkYtG1/UFFOrGBZJB0fJ9OmavQm1lIBmUhi1mYPXyU6jVJmzOZ69CDTCsR+lltKpgsof3i9/9tZt6RSDt41+GF38kNp7f+Q1oNyccd64rE+CMItTa+CxX5tUbTTjXO7ANjkLtoKG4crCLz3o+TlYXidqlm38AWd3NZz0f58pBi+pqSsiUUnS2t6LdG/BFBKFuLzgKdVUosXyPJJaeGVUEL+2Tr0lbFOqsYfmuO+FboZqk7wYFksFsa6Su66ITVM0SqxqT9OSsWeJKUNpBvRQaNUetgtCMhO+JY+JSc8GtXyw7x6cCFfecmqRQp8qhLN/lAvqaEbMJtVzIZ5p3hnqSEC7N/HqmaJsXj0tjQqV8VxDcN53JG7PDswn1QXHZgEAygJVRQajPTqbqfj1XgkkVSGZxMrURSjadXZahZFpabBoVZPuIHVDn7dN5+ZyVuK8kfrlP2r0v7INDD8Mv/6e44fVfhLVXmXaM5dyWQ4hzer82vuj9HDQ3HELtoKFwuzSufuudvDXzJ2Vv/53Mn3D1W++0RjEu7R/uWGXMHG5bbe+MqFkItItFdbs+BQV7Zz1bGsYc/eqShO+FCXWXTDye8UbFFTZ0USdSOaIoy7fZhLoC90eDAskAotLync3rTGfyohN0iVniSnBwWBCtpRRqELZwwPbqLKVQq+fn5QfF5fbb4ar/WHaOb3NfmIDXxVQ6x+HR+jYAigp1q1m+c0XLdxMr1Ak9SEebt6wbph64XBo9YT9xQiVZD4sH9yl12uPSCPpKKiMbWJkFIhzSpUGuoDMqa9yshLJ8W5nwDUVXQmyZhpK5JaHWbdyEVefmswW5hktU9vscSaQNQeXmgRn4/gdBL8ArbofLP2TqMap8g1KckTPUAyWEutz9HDQ3HELtoOG4ZUv/grUhb9m+yroe6qmzRv9wytfFviGhGlzSggnfAG1RQahdmk5hOtbYg2kVFPLFXez2lcbM6OIKtThpJ9xRcUXS+rm3yVKF2gzLNxQXyJUQakOhtn+zKeB14fOIU1VsJitmhSuYJV4Muq5zUFVmraiGUNtLzlTC98bekCBhL/5Y3HDp74nLMnN8HreLi1eJv9PuE/WNf7RabZYiQYlUtjjr34yhZKqHmqDpdm+F3oifPG5yPjnDukQwmSLU0aC3mHCcy4gRC2iYQu1xuwxyMWSD7bto+bZYoVajLLNCyZaPQu3Nite4ZuM5I+B1Ewl4iknfFSrUv3ppGF2Hy1f66X3gQ2LzadVl8Ia/Mn3E6crBLgY6ApQ+qpqh7tfG0BBBfJa5Mh1YBodQO2g4Ht4/zKFkGxnErnjWLRJ3Z3QvL0xYOMekrL6RAfadTZLN63SHfKzubLPuOS1EONjGpC5+d9Px5bPTbSmmhsWmiuaG8Iqi5Tuy8CK3S1mQNblQtS2UTBFqkxXqsSoU6gZYvjVNK7FHZubeWtNjDsVTJDN5PC6Ndd2hJe+/qU/c5/BI0pR+50qhFPENvWHY80PIzUDvBbD68kV/Ttm+n68jmCyVzZOQ5KJ1FOoSy3ezKtT5rEjNRyrUJndQK/TJOeoZT1RcsYSTRhHq9lK7d+yYUOq8IYj0W3GYFWEgal/StyLUVivU6u+eyhZIB3rkk58tBsm0OHw5cb5yhzptfd7esJ9h5HNWqPg/tG8Y0Pkz11fh7AtihOad3wSv+Sqx26Xx2du2AMWzV+kMNcBnb9vSkjk+5zocQn2OIF/QefLQGPftOsWTh8aaKkHwa48fYZIQymTmfcNfADCDj58eLXBi3KJk3ZL56VK7t2Zz6JJZ8HtcTCBm5tJx60nesoB6DUQGwOU2LN/lOqgVlEI9rivlxyZCbWYoGcy2fC+1iCsNJWsAjDlqFUwW6hVzhyu3wxo53+Zpq7gT9IBUp9f3hPC6lz4Nru0K4XZpTKVzDCest50CZHIFjsvPvo29YXjum+KGV7xvSdVEja3sqqM6a1zOT3vdGu0Wq3VmoV1ZvtPZ5p2hThUzLqZos1ShBki6pUK4RDDZooFkXRtsDyMsharOsiPpO5GyR6GO+D0GaZpwRcWV+XTxs7bF0ZYX7ztvyF6lVXRRR8U3FSjU6VyeRw+M8CH3z7hg9F/F2NDvfr2mOqxKcevWAb5y+6XFjnVJqHu0Sf7+PVutc2U6sBQOoT4H8OCeIa794sO8566n+Ph3dvGeu57i2i8+3BRdd/vPTPLEoTGudu/DTV4kD29/L7R10aUlucL1Et975oQ1T24Q6pVGIm5L9k9LaJrGpCYJdcIh1BWh5DUAFAl1ZOkZ6tGCXLAnrZ+hnkpnSxRqkwh1dK1Q5nMzS9eLNDCUDIpz1EZ1VscqMTt8xyNw/R+I67zBilU0w+5dYT2ez+NineyqVkFhVuP4+DT5gk7I52ZF6hCcelYs9ra9a8mfVWMr+05PkslV0DNeBsru3RXytcwmoyJBUyrlG5qvNku+lzLuIHncpndQK6jPsLgmX+MVKtRlK7O6G1OZpdDfLlxjdijUCWOG2tqU71nOm6wb/HLjYznYvgsFAgWxGegL26tQ94T9DBuW76UV6h1HxtmWe57PeO8VV7zuC7D+VRYeocCtWwd47FM3cu8dV1EIREnp4rXwurXNI3Y5qA4OoV7meHCPKIqfF9MfTzVFgfzXHjsKwO298sS98UZR6XP+6wF4netp/uWZk9Yo6sry3bGKXdIa2cqEGiDhEifl3DLqs7QUJQnfQEUz1J1SLT2TUwtVexTqLkxO+XZ7i/VSS81RNzCUDIr2SKM6C8TssKbB4HWC6M+MwbEnKno8FUhWTd/8BpvnqNXzDPaG0J77lrjy/NdDeGkVfl23CLvK5Au8dKY2hVYFQLVKBzW0SCiZnJ9OucXxRS1WqMdV0vcShLpsB7WhUDdmflphpa2Wb3tSvqH4uTaRLE36XgbjWuk4Llnx19Zuv0JtEOrkiAifXQTP7NrN33m/jJsCXPLv4Mo7bDhKAbdL4+qN3Zy3ot1QqY01iYOWg0OolzFUgXw5Kqqua2SB/Hgyw493CYXwKn23uHLja8TlBW8C4FbPs5yZnOE3L1tAEOMnAUi19XNYziq2aiCZQtItbMiFKUehrgjyNUDHaoCKUr7VAvhUVipgNs1QRzWV8m1iN2Wl1VkNDCWDkoqZmbkz1IiNAfl5wd4fV/R41VRmKWzsU9VZ9iie6jPpvB4/PP8dceUr3lfRz2qaZti+d9c4R20EkrVIZRYUSZCozWrSUDJp+Z7WxOup06IZajW2MpKTn1NLhJKpzaryCnVjCXW/Yfm2gVAry7fFM9RQTPqOz2SKhDq5DBRquQE7o/uIhJbOqDATPWE/Y0TI4wb0RX+femaaN+79JF3aFPHOi+BNf92Q0YY1XUEj6dsh1K0Lh1AvY5QrkC9FaYF8I3DvjuOkcwVu7E/TFj8kulUHrxM3bnwNeIMMMMpF2lG+8/Rx8w9AfnAdzUYBWNPVZth5WxUqgKZggw15WaBEoc7mC8aicrHeXfUaOZEWFmBmxqFQm622UszMTNOuyflBs0LJoPLqrAaGkkGZGeq5uOit4nLf/UtWxum6bsxQb+6LVHwMdid9q4Tvm7SdQl2MDMDGmyr+ebU5qMZZqsVYBZtLzQZl+c7kC2Q9ciGfbrYZajEjO6WJz4+FGi7qhVKoh3Lyc6rSlO9ZCrX8XGiwQq1mqE/bMENthJLZoFAv2y5q+RqPEzJcI3ahJ+xHx8Wke4mkb10n8f2Pcp5+mDG9Hd977wVvYwJp13QFjS5qYwzNQcvBIdTLGJUWwzeiQD6bL/DNJ48B8NF1ckZ61WXQJj8EvW2wSSweX+t+hof2DZt/nJJMvZAQC+VWV6cBUr4oANoSnaMOJEoItVLk3C5t0aAgtQA+Mi1PvnphyY7XeqH+nrrmMpfUVlqd1fBQspLO1nIYvF7MIE6dhRO/XfSxRqcyxGeyaBps6K1cPdko72vXDLUi7pdP/FRcccl7xDhMhVAK9fM1BpONJVurMgsg7PMYAtOMJt+fzaZQS8u3amSwyvKtqqZOlm78LYJ5Kd/ZFMTlubnBCvVAh/hbnp1MUbDYUTdpUygZFP/2E8usi1rVdsb1EO1t9gYaqs3wUU0S1IXyQX7797S//ENyuou7+v+Ytp51Nh3hfKzpbDOSvh2FunXhEOpljEqL4RtRIP/zPWc4M5miJ+xne/Y5ceXGG2ffSdo43+rfSa6g88OdJu7clfQP7xgT///tLT4/DZD1iQ0JT6oxroOWg0GoVxl2766QD9cilRVKoR6bKaArC7TFc9TudAyAvD8KLhM/tiutzmpwKFnHYpZvAI8PLniD+Fp1NS+AA3J+em1XkIDXveh9S7GhR2y8nY6nSKYXn8szA4dHk6xgnL7hx8QVr7i9qp9XeRAHhhNMZ6o/XvV+aJXKLACXSyPsEwv4GakAN90MtVLvCoIkWpXyrar/ipbvKkPJJo4CukhLrzA93yr0Rvy4NMjmdWOjxypMGaFkdhDq0i7q5aNQp6bEa22SoJG8bxeUo6aY9F2GUB95FP71DwH489x7WbX9FpuOrjzWdAVLZqgdhbpV4RDqZYxyBfKlaGSB/NcePwLA+165CveRX4kr5xLq814Hmpt1+WOs087wvadPmNcBO3VW9A+7PDw+JN4G25aBQp0LSEKddhTqJVHIQ6JIqEcqtLiqBXCuoKO3ybkni+eofRmxQaKbFUimUGl1VoNDyaLlQsnmYstbxeW+nyxqwT9UZcK3QmfIZ6i1R0atnaMeT2aITWd5u/s3aHoB1r2qapVwRXuA/vYABR32nJpc+gfmoBVnqKGoLCaRG8XNplDLGeqxvCDUVlm+gz4PYb+n4lCyeYS6NOG7wSnvXreraGG32PatLN+2KNRqozC5vBTq9JRYfyQIV7VpaQbU+ftkTm52zyXUsRPwLx8APc+P8tfytfyt3HjhCluPcS7WdgUNhVqPOwp1q8Ih1MsYpQXy5aDTmAL5545P8NzxGD63i99bPynssr6IsHyXoq0T1l8LwJu8Ozk8muTpoyYRxbjYBcyH+jmdyOLSYOuqdnMeu4EoBMSHsj/jEOolkRyBQk7M7odXMJpQhHpxAhHwummTi4RsQBJqCxXqTK5AOC8W4ZqZ89Mgauo0F2STCysjubSo1oIGhpItYfkGkbvgbxfOk5NPL3g3NT+9sUpCDfbNUR8amUKjwL/z/UZcUWEY2VwUbd+xqn92LFnZ+6HZYASTFeTGWNMRaqFQj+UE4beKUINQdidQbQSLu5bmpXw3ScK3grJ9W530bcxQW1ybBRANqTrAzLIi1JmEeK3NuKv/jK0XagPwtCLUUyWEOjsD370dpkeJdVzIp7Mf4oL+dlZFGzM7rbCiPcCw1gNAQQWlOmg5OIR6mUMVyJfruty2qr0hBfJfe/woALddspLOoUfFlYPXibTeubjwNgDeERYp4KaFk0lbzaRPWNnOWxEh6LN31scSSMLlz9Y2N3lOQVmrwv3g9hiVWb0VWFxVMm/Kq+o5rCPUU+kcnTLh2xXqMffBPT7oWCO+XijpW6nTaMWuVJsxyxq5EDx+o25vsbRvlfBdTSCZgpH0bfEc9eGRKV7p2s9q/YzYbNzy5poeR9m+d9UQTGYo1C1UmwUl1VmKUDeb5VvOUE/krbV8g/gsm1AKdSq2aIWQ6nhXVU7NkvCtMGBT0veUnTPUyzSULJcUhDrtqf4ztl6E/R78HhdnUaFkklDrOjzwX2BoF7R18Vddf0wKPzdd2Gf7Mc6F26Xh6lgFgCs5DPlFNo4dNC0cQn0O4NatA3z0xk2AmBP+y9+9BLcGz5+atKaOahGciaf42Qtidvn3X7UeDj0iblB1WXNxvpiLXD+9hx7i/OyFIcOaVhfk7OwZhMK4HALJAFxhQbja8pNLph2f85AuBeSJzKjMilRAqKWykPRGxRVL2CnrQSKVpVN2ULtCJlZmKSyV9K0CyQLt5s5vV4GOtgos3wBb3iIu9963oO374Ehtlm8oVaittXwfHknyu+5fiW8ufjv4aqueqTWYTNf1lrd8xwrNavkWf4sEQbxujaDPOktsb7ufGCWvc5WFMAe6rs+3fDeZQt1vQ9J3KpsnkxefG3akfHeWhi0qhTo50vLn7sKMeI1nPPa7/jRNoyfsZ3juDPWOu2D3vaC5yL39a/z4iHjf3dRgu7dCpGsFad2Dhr5wkJqDpoZDqM8RKLKwfU2Ud1y2mvdfMwjAnz6wl1ze2sqfUtzz1DFyBZ0r13extcddTOSdOz+t0LEKVl6Khs57O/eQyhb4yW4TZkykOnk4HQWKSk6rwx0SCrULvURZdFAWJQnfUNpBvTSBUAuhhEsqthYq1IlUji5NVv+YbfmGpZO+GxxIBkWFOp0rkMoustjceKPoH548Bad3zrs5Np1hRFr7m9nyffrsGd7g2iG+qdHuDbBtVRSA4+PTTFQR5pRI5wxi0aoKdSwnjzufgZy1QVZVQRLqST1INOhDs3A+uTfsJ4+blHvxOepkJk9epmer8Qrj86BJFOqV0vJtpUI9VRI2GLLBsTbLeRPsATTRGmHhBq0tSImRs1yDHE09YR/DulSoh/fBM1+Df/20+P6WP2WHtpVEKkd3yNc0Ysqa7jBn1TE7Sd8tCYdQnyNQi8i+drHI+PhNm+kMejkwPMW3fmtBx3MZpLJ5vr1DPNfvv2o9HHscClkxx6lUsnK44I0AvCO4C4DvPX2i/oORhPqFKVmZtaYxH/xmI9QWMOpYlqpJOeehLN/tcxTqSizfUqGeQO7AWzhDPZnKEjUItYUK9dgSlu8GBZKBsPGprIdFVWpvG5x3q/j6xR/Nu/mgtGqv7AjUlOKrCPXh0aRBQKzA4Jl/pU3LkOzYPD9bogp0BL0M9gh1+/lTlavUSp0O+dy0WaigWgGlUI/nSjbGmkmlLlGoy41imQkV5JVwq8+p8kRNqdM+t4uA1wWZ6eLnY5Mp1FbOUCu7d8jntiVbRrkBJqaz6C538fO9xW3fLvka1xtGqP1FclrIwoOfFnkpW98BV3+Uh/eJ3+8N5/fZniG0EEQXtfz7O0nfLQmHUJ8jMAi1rMjqCHr5r689H4C//sXLVakXteInu04znsywKtrGLVtWwKGHxQ0bb1w8RVTOUa+OPU2ne4YXTsXZU8XisCyk3fdoJorf4+K8FfbP+liBsN9bcarrOY+5hDoh3gMVEWqpLIwrQm21Qo0NhHpJhbpxm06aphXnDRebo4YS2/dP5iWXq0CyTTW+31d1tuHzuMjkCpyasMZ6mskVuGnm3wDIX/LeuhOWle17dxVz1GMtWJmlEJEbJZNpHTzS9p1ONPCI5qCkh9rK+WkoEuo46pxQfpM1Pl3soNY0DSZECweBDmtcMTVgwCDU1lm+jUAyG+zeUNyYzeQKpLKFZRNM5s6I17jeiHNG7Djb3Efo10YxPv1zM9C1Ca74MMRP8PB+QaibYX5aYU1n0OmibnE4hPocwfCkItTFBdJ7rljD+SsixGeyfOmXL1v6/Lqu88+yKuv3rl6Hx+0qIdQLzE8r9JwH3ZvQ8hk+tvYoAN97pk6VWs1Q611sXdWB17083gohv5sJWohQn9oJd79JXNqNBS3flRBqsRA6m1MJutb9rqdSOTqVQm12bRYUFajxI+Wrs5RC3UDLNxTDkpaco950M3iDED8Op5+bdZNSqDf11pY+63ZpbJCKr1W27zMHnuUS1yGyupvIldV1T5eDqgOsJul7tEXnp6GoUCdSOWH/B8hYO/NeFZTlm6ClCd9QJNRjS2yyFuenJZEsnZ9ucGWWwoBMYj4bT1OwyB2SMALJ7OlODvnceJTzZhl1UXuzspWirdP+J//SxXz80B084P8fs68fPwhfuxW+dDGHR5N43Rqv3mxyyGcdWDuri9oh1K2I5cEiHCyJ4YSwSSnLN4DH7eKPZa3WPb89zstnrdvFf+rwOPvPJGjzunn3FWtFF+Doy6KyZ/C6xX9Y0+CCNwHwZp8gXj967tTis5SLoZAX1TrAab27aWZozEDY72FCt57kmYbd34Gjj8Lz37X/uUsU6ly+wPi0VKgjlcxQiwWXQagtVaizdCLJmxUKdec6QINMQgTizIVSqBto+YY5ibiLwRcUHfYwL+1bKdSbV9Re52L1HLW+85sA7PC/Ei3cW/fjXaIU6pNx9MW6xkswnmzNhG8oSflOZ4thbs1i+dZ1o4d6Ug9ZT6jl5uBwTv4eFhgDikvXx/wO6uawe4MQAzQNMiWf1WYjkRKfLbWMg9QCTdOIys3ZiWXURe2XhNoTjNr/5G+7i4ImxlTmbQW5PDxy0Z8D8MrBbts2TirBmq42Q6HOxZzqrFaEQ6jPAWRyBSbkInRuJdCrNvXw2i0ryBd0/vSBvRUvuKqFUqffftkqoTQdluneqy4TfdNLQRLqnqHfsL7DQyKV48E9NSYhTp0FPU8ON6N0LJv5aZCEegl7X8MRk8rh6V3w4g/EdXt+IL4//Zy43WoUCjApNlXoWMX4dAZdF3s3XRXYMJVV70RGzqtPj5VXd01AolShtoJQe/wl1VllbN9GynfU/OeuAmrhGV/K8g2z075L/i4H5aZhLQnfCht7LVSocxn6jtwHwAu9tVVlzcVFKztwuzRGEmnOTFY2fzpWRUBfs2GWQu2Xn4XNYvnOJEEXG8EJ2iy3fKsN9LPZks+pMmj2hG8Ar9tlrF+GYtbMUSvLtx2VWQqzgsmWg0Kt6wTy4rPRE27AuMC2d/Kb6xfYoP/wQ3x14nIAbrygeezeIN57Ma/YQM1OOIS6FeEQ6nMAysrqcWllT+B/+MYL8bldPHpglIf2mf9Bfnxsml/uEzuuH5Dp4sW6rAXSvedi1WUQ7kfLJPjERkGEau6klnaas3onBVzLTqFWM9R6syrUX7oYvnoDfPX6orKbHBXff/UGcbvVSI6IsBLNBeEVxvx0V9AnxhGWgHofHU/JhWohWySeZh/qzAztmpwbtGqesXuROeomCCWDKhRqgM2vBU8bTByFM88DYrF8WgYabaqHUMufPTRsgY34pZ/RlotxRu8kvf56Ux6yzec2MiJ2n6jsNTqWbGXLt1SoZ1m+m0ShlvPTedzM4Dc2iaxCd8iPS6MkV2MhhVq8p4zjabKEbwVl+7ZqjtqYobZJoYbi51p8epko1NlpPIjfoz/SAMs30Cl/pwVDoxbn9EQ6x9NHxXugmeanQbgViIjxMy3hWL5bEQ6hPgcwLAPJeiN+XGUSDdd1h/jgtYLo/vnP9pHJmVuj9fUnj6LrcN15vWIhW8gXFepKCbXLZaR93+J6Bk0TNvIjozUsauNi929I76Kjzcu67mD1j9GkCAc8TMjFU37KOhtyXXjbXeCau2CRKqLLI263GsruHV4Bbm9V89NQJNTDMxQX7RZtYOST4nELuKwLBlss6bsJQsmgZIa6kh56Xwg23yK+fvHHABySdu+ecH1ExlLL93P3APD9/HVs6Iua9rBF23esovur90MrWr4VGUqksuCX7810kxBquek27QoBmuWWb7dLoyvkZ0J1US9BqOcp1M1GqNtFMFmlTotqoWaobSXUyvK9XAi1fI3ndBehUGPOGeHuAYb1DvayAd70N7DyEgj38dRZF7mCzqa+MOu6Qw05tsXg7xJOMd/McMt3kZ+LcAj1OYBhefIpDSSbi4/duImesJ8jo0m+/sRR0557Kp0zaq5+/1XrxZVDu2FmAnyR6iphJKEOHflXbtgslLqawslKAsm2re6wtAfUbrR53cTk4qlpCfWmm6FzffnbPvwQbHun9cewUGVWBfPTAJ2hkroTZcO2aI5al4vgtLcDXBZVGC2W9N0koWSqH7cihRpKbN8/Bl0vzk/XoU4DRg3VWDJjbjtC/BQcegiAf8lfz4Ze8xZ81QaTjS27ULJmIdRCoZ7SxN+202JCDWIjfanmB0Wo29u8YvNhSo5TNZHlG4rVWactt3zbN1u77Czf8nwRJ0SkrTGfH9H+9Vyb/lvelPoTsq/4ANzxCHxiDz87JijPTU1m91bo6F1JTnfh0vOt/Ro4R+EQ6nMARYU6sOB9wn4Pf/A6UaP1tw8dMAhGvfjBsydJpHNs6Alx/WYZsKPSvQevA3cVJ671rwZ/BySH+Q8bBMn4/rMnyeWrVNQlmTqtd7N9TbS6n21yaJrGtCcKFIlYU2FmAr75OzB2sLHHUUfCNxQV6kyuQEERaou6qN0ySCjri1ry+EBJ0ne5GeqYuGy05VsuPCuaoQYRTOb2i//T2ReLCd91EuqQ38NKubA/PGoiUdv9bdALPFW4kGN6v0HczYDKiXj+ZLyihOSxZHXvh2ZCe6nl21Com2SGWlq+E7pwRXXYQDh6I37DtbRwKFlOHo+3+BkQ7G74e34uVkalQm2R5dsIJbNzhrp0lMUg1K2sUMcAUQvX3mbf77EUnUEfOc0LaGLTU9PIaV4eeUnVZa1oyHEthdXdEc4ibfJO0nfLwSHU5wBKLd+L4R2XrebiVR0k0jn+6t9eqvt5CwWdu6Xa/YFXrS/azY356SXqsubC44PzXgvAFakn6An7GEmkeeSlMsnEi0ES6jN617Kan1ZIS+KlLbB4ahhmYoJMD+2CQKeogOoRmzhobrGYCNWfalwR5inUlXdQAwR9bnwe8fGZ8cm5ZosUandK/B3zAQvn0UoV6rnhakYoWWPm4RSildZmKfgjRdv33h9zcFgGktWR8K1g+hx1oWDYvb+Xu55V0TaCPvMWo+etiOD3uEikchwdW/qYl4NCPZPNU/CqlO8mqc2S76V4QcwCK6eLleiL+JesUpxl+R5vvkAyhf4O8XtTWQhmY0rVZtlo+VYBl7HpTNHynYpBzhxRw27oJQp1e4NStF1y1AFgRG6WP3ciRmw6S0ebl0vXRhtyXEthTVdpF/Wpxh6Mg6rhEOpzACOJ+R3U5eByaUaN1neePsGLp+sLWfr1yyMcGU0SCXh4+6WrxZXpKTjxW/F1pfPTpZBp3+6XfsrbXiHI0HerDCfLx4oK9bZllPCtkPYJ4uNqJkKdigsyffo5oXz8/k/hv+2H//AoeAIi+fZ990HHKnuOJy5PVvL5RhPVKXKaphl2zZT8fVulUPsyMQAKVnRQK3SuBzShoM1ddDdJKFlHNaFkCsr2/eKPOSATvutVqMGCOepjj8PEUTKeMD8rvNJUuzeIhOSLVrYDS89R5wu6UUvUkjPUJepixi3zMZrG8i3OqeOKUFscSgZzFepY2dnM+HRJbVaTzk8DDHQohdpay7edCvWsz7VAFFyShJarMGwBZJMTgKiFszMtfS5UQ4HaHFSBuzec31tR8GgjsKaz2EWtO4S65dCcryoHpmKkTAf1QrhifRdv2jaArsPn7q+vRktVZb3r8jWE1I7vscdFInJ0XVEVqwabbhY2zokj3L5hGoCH9w9ztoqQktyEmLvOhfrpW8QG36rISSXRk4k3R7BFahK++TY4vVOo0r/3E1hxkahr8vphYLu439Au+45pjuV7pIaaILUYnnJHxRVJa0LJAtkYAJoVlVkK3gB0yE2vUtt3Pif6qaHhoWTF2qwqCPV5rwO3D8YOEIgdAMwi1CZXZz0nuqf3dN5CCr9B2M2EmqNeKul7oqRCzo4ZX7PhdbsIeMXSJqVJQt1koWSTklAbIWAWojfsJ4baoNGLG2QlKKZ8l1i+m1ChLiXUVlR8NiKUTJ1HYtNZEb7a4rbvdEKcBycJETLRZVMt1Oa4Gud6SDbNNKvdG2B1ZxtDujjPp8ZqyAdy0FA4hPocwLChUFdGHj/9hgvxe1zsODLOz2vsej5wNsGjB0ZxafD+a9YXb1Dz0xtvFCu2auEPG1bxtcOPcMX6Tgq6mKWuCIU83hmxU9mzarD6528BaJJQawssnmxFahLueTucekb0jb//J9C/dfZ91lwhLk/ssO+4FrJ8L+HiKIVaCE26hPJnlULdlhOLcHfYQkIN0CXfD6VJ36VVYI0m1IaSU0UQWKADNt4EwOtdT9HR5jW6bOtBUaE2wUqciou+bODn3psBTFeoASMvYqlgMqXodFZYIdeMUKFS05ogrsamUKMhZ6gnCdHmdRPwWhQyWILeiJ8cHpIyCK2c7XuW5dtQqGvY8LYYfZEAmgaZfMGodjMTDe+hhpYPJstIhXrGHSnbKmMX1Ob46FSa42PTHBiewu3Silk+TYiA182UX/z9HULdemjNs6WDqjA8WdkMtcKqaBv/4XqxO/35n+0jla1e5fyanJ2+ZcsK1nSV1FIZhLrK+elSyLRv9t/Pu65YC4i070rCdpgaxqXnyekuBtc334LBDAQCfuIy9MaqKqeKkE7At94BJ3cIK9vv3Qf9ZTqm17xSXNpFqAsFSIgu87kp39WQrS45+zaBJNQWzFDnCzrhgiC1nnCP6Y8/C+WSvlUgmS9cXYCgBVALz2QmX121n7R9v961g819YVNS/dUM9fHxadK5Ol0gL3wfcino28JDcfF63NBjhUItNkRePD1JdpEgxzH5XlCv71aEIkTTSELdZAp1gjbb1H913o9RPphM13UmUyWhZCowsgkVap/HZSiPVti+lUJtJ6FWLoUJNcrS4tVZeUmoU55IQ49DvU7GpjI8vF/8Li9f12nULzYrCrKLuhB3LN+tBodQL3MUCrpBFpaaoS7Ff7x+A/3tAU5OzPBPjx2p6jlj0xl+uFMoxr//qhIVOHYCRl8GzSUSvmvF+W8QjzG0mzeuzRH2ezg2Ns1TRyogj1KZPEsnF6+xcCa1gQj5i13UDSPU6QTc8w4xLx/oEGR64JLy9119pbgc3mvUyliK6VHIZwANIv3kC7pBIqpJNVYEb7RgnUI9lc7RhVDXfO1WE+oySd9GB3XU2ueuAJGA1zC1VGX7Pv/15DUP57tOcnW7OX+jvoifsN9DvqBzfGy6vgeTYWT5S97L8QmRXryxz3yFen23mGlM5wq8fHZhxXY0qeanW5lQy80XpCuraWaopUKth+iwYX4aioR6rKC6qGefE6bSOfJyM7pDmyl+jjXhDDVgJOwPWUCojRlqv32kS4WSxaezwsauFOpH/xpO7bTtOMxCYToGQNbb3tDj6A4XQ8ke2i/U/pub2O6t4JG5Lt7kUIOPxEG1cAj1MsfEdIacPFlWQxaCPg///fUXAPB3jxysakb5O0+fIJUtcOFAO68cLCGth2W696rLhP23VoR6YM1VALQdepA3bxc7et99emmLTPzsUQCG9G4uXrX8AslAJJROLKBG2IL0FHzrnXDiqSKZXrl94ftHVkB0LaDDqWetPz5l9w6vALeXiekMytxQTaqxsnyfzcuFqgUz1IlUlk5NkB9v2GKrmqFQl1i+mySQDMDt0ozU2IqrswDaouxtE3331+efMOVYNE0rmaOuw/Z99kWRLeDycnzNbeQKOkGfm/5287MdXC7NUKkXm6OuZXOp2dCuuqh1RaibK+XbToVabaSPLkCo1eaUz+MiMCk3z0N9IiW/CdFvEGrzq7NUyncjarMy+QIz2XxRoY4dg+e/a9txmAVdvsbzvsYSamX5PjY2zVOHxWv+xgubs3+6FG29wnUZTA8LN52DloFDqJc51Px0V8hn1PxUirdsX8mla6NMZ/J88cH9Ff1MLl/gG9Lu/fuvWj/bXmnUZdWQ7j0XF4q0b/Y/wLuvWAPAz/ecIb5EAvDZE4IsTPn6DBVjuSHk9zDeKIU6k4RvvwuOPyE6w9/3I1j5iqV/TqnUJ5+29vhgwQ7qaNCLt4qZUaUsDGXVQnV0fuVUnUikcnQi1TUrQ8mgSKjHSqqzDIW6OTafqq7OkniwIMYKLhh/xLRjMSXpW6rTnP96DiQE8RnsCZliSy8HFUy22Bx1K1dmKahQqcm8/D80i+U7XVSoozYR6rDfQ8DrYgL1OTV7k1W9l2Z1UDepOg0wIKuzzFao07k8GTkKYWcoWdDnxud2sYoRpo48A7mSzcI9P4DTu0Q7Rqy6NpNGwZ2OAZD3Rxt6HCoP5dljE2TzOuu7g2zoMd/5Yza6V6whr2t49JxluSwOrIFDqJc5hiuszCoHTdP47G0XAfDDnafYdSK25M/8296znI6n6A75ePMlK4s3FPJFhdoMQq3mqI89wcWdeS4caCeTK/DjXYvPnUwOHxNftNtUz9QAhEoVajsJdWZakOljj4G/Hd73Q+FGWAD5gs6Th8a4b9cpjrTJoDJVqWYl5lVmVddBraAUphNpOa+eS5muhCVSOUOhJmjxiIIKJUvHYUbMwRkKdRNYvqE0mKxyQp3NF/jO5MVkdTfh2H4YPWjKsRhd1LUS6lwadn9HfH3p73F4VLx2rEj4VrhEJX2fXEShTopzRitWZimoGdhYXinUTRJKplK+CRqp9VZD07TZ1VlzzgmTKuG7NJCsCeenFayqzlLqNNhLqDVNoyPo5fHAx+m793XwxJeLNyZH4KvXw1dvgC+VyR9pQrgzYtNIa/AmbGfb7PfXay7os2yj0kys7m5nhKj4xqnOaik4hHqZY1hatSsNJJuLS9ZEedulgnh87v4Xl6yq+Gc5b/3vXrl2doLp0G6xSPdFFiVZFaNzPay4GPQ82ssP8q7LReXPvTuOL3qMOdlBHZK2muWISMDDhF7e3mcZMtNw77vg6KPib3z7D2H15Qve/cE9Q1z7xYd5z11P8fHv7OI/PSYWMNljO6y3Oc1L+K4+kAyKCvWZGZfo0gbTd5SnkknaNWlttFqh9rYVN5rUwlop1E1g+QaMudNYFTPUx8aSjBVC/Ba5abP3x6YcS92W75d+LkYyIith440cGhbE3IqEb4VL1ohF7stnE8xkyoepjS4DhVq5j8ZzTaZQGzPUQVsryXrD/qJrac4Y0KyEbzXu0YQJ3wrK8n06Zq7lWwWShXxu3DanU0fbvHw88xEK2gJE3uWBt91l6zHVCm9WEupgtGHH8OCeIf79N5+Zdd19u07z4J7mn0te2x3kjOyizjvBZC0Fh1Avc6h+3VoJNcCnbr2AoM/Nc8dj3Lfr9IL3e+FknGeOTeB1a9x+1brZN6p078HrzEsLNtK+f8pbX7EKn8fF/jMJXjhVXn3RdZ3AtPhA7Vu9PCuzAEK+klCy579nfbBJdga+8x448huRBv2+HxarsMrgwT1D3HnPzlmWvf36WmZ0H97sJI8+Zc6c64JYwPJdTWUWFGeoJ6azEJSBYSbPUatOzwIue2zXc5O+VW1W0ynUlc9QHzgryNSuyPXiCllRVS+Uknx4eKq2TlzZPc32fwcut6FQb7BQoe5vD9Ab8ZMv6Lx4uvzn5FgNnezNBqVQTyhCXcgKR0CjYcxQB4m22ff77Y34iynf04sQ6hZQqFdGheX7TBW5LpXACCSzcX5aoTPo477CtTx+wwIz04FoMaysyeHPCTeI22pH1QJQ6wvlzlSYSGa4856dTU+qV0QCnEVsnk+ePdbgo3FQDRxCvcyhKrMq7aAuhxXtAT76mk0A/MXP9zOdyZW939ceF+r0Gy8eYMXcUB1jfrqOuqy5UHPUhx4i6sny+q39wMLhZMfHp+nRBUFZuXazecfRZAj5PYyrxdPUWWuDTbIzcO974PCvwBuC238Aa65c8O75gs7n7t/LXPqRw8PzuiBzv3n4Z0bqrCWYo1CP1EggukoJdUiqx8kRc45RIjclFO9pVxhc1nfWziPUTRRKBsUZ6mpSvg9K5ffsyptAc8OZ52cnmdeItd1B3C6NRDrHSKJKshY/CQcfEl+/4r0AHJbW8Y0WKtSapnGJCiZbwPat+n27WziUTCnUY5mSzdtGq9T5HGTFpsmkHrRthhoEoV4oV6O8Qt28hFoF9g3FU7VtZC0ApVDbafdWUFVOibT6XFNLc6mUT4/CN94C//qHzbExtBDyWfwF4RzwhaP2P/0C6wvAuO5z9++1dn1RJ1wuzeiiTo60xty8AwGHUC9zjNQxQ12KD107yOrONs5Mpvj7Xx2ad/twIsX9zwvlb1ZVFoiFjJqNNWN+WmHFVoiuE7Orhx7mXTKc7Ce7Tpcl/btPjNOP2J33dq427ziaCbHj9Cf3EaakyseqYJNsCr7zXjEb7w3B7d+HtVct+iM7jowvGCbzbOE8ADamXmTHEQvTyedavmucoY6GxCJoJpsn3yYJtcmW77wi1J6oqY+7IOYmfTdbKFkNM9QHJKFeuXINDL5aXGmCSu33uFnbJebnD1Y7R73rXkCH9a+Grg2MJzNGD+2gxcE5lywRTGaEkrVybZYkRfG0Dh7ZRd3oOep0sRJwijbD4WIH+iIBYguEkilCvcI7U8xO6Gpey/eK9gCaBplcgfFkFWn/S6CoUNsfVqrs/8OFdqFEr7wE3vQ3oh0j1AsXv1Pc8cn/C3fdBMP7bD/GipAqbtIFwnU0udSIxdYXIEj1UDxl7frCBGRDAwDkYicbfCQOqoFDqJc5hhPiw6WvvT5CHfC6+cwbLgTgH35zmJMTs7tXv/XUcbJ5nUvXRrlkTXT2Dx97XFjuouvMPVFrGlwgVep9D3DVYDdru4Ik0jl+9sKZeXc/dPgwHq1AHnexmmK54UsXs/3nb+WPvN8uXjc32GTydP1p1NkUfPe9cOgh8Abhvf8C665Z8sfU67EcdhaEa+BS14FF71cXdH1By3e1M9QRvwePnLVL+6S9LWkuodbl4jfljZr6uAtiIYW6SSzftcxQK0K9uS8MW94irjTN9l3DHHWhALtkuvcrbgeK6vTKjgBBn7UK2Tb5+fx8GYU6lc0bxKK1FWpZm5XKgU9uUDS6OkuSjWkC5PA0jUKt3ktrkVbYyEDxd9aE8HlcxuanmUnfU1Idbm+A5VsF1J3Kd8In9sAdj8DlHxSX/+VFePtd8O57RY7G2RfEufy3/2B6q0TdkOeLhN5GJGh+9d9SqHTdYNn6wiRocm3iSjS3Pd3BbDiEeplDzZH0hv1ilvbuN9U8U/v6rf28crCLdK7AX/y8WKOVzuX51m/FrMc8dRqK89MbbxQk2Ewo2/fLD+LSc4ZK/d2n5yuxZ08KkpAO9Npjn20E3nYX+kLBJgp/fSH8703wzd+BX/wxvPB9GD2wdBiYev0c/y18731w8JdFMr3+VRUd3mKjB88VxFjBea5TDPjNUx5mITkK+QygiYUjpTPU1SlGmqYZC6EZRXhNVqhdM2Lxm7GrgkRZPY0Z6pi4bBbLd5Uz1PmCbpDVTX1huOA20FzCrTFR/3yamndWgWIV4dhjMHFUJOFf+GYADktCrpLDrcS2VcJtcGQ0Oa9mUNm9vW6tIcTCLCjLdyKVA7/8nTba8i0V6gRCMbcr5RvE+d/I1UjFROuGhFKoV+blRmMTz08rWJH03VDLd6nzxuMvrpM0TXwPcMEb4M4nYdPNwpX38z+Ab70DEmdtP94FITeN4oRob4DSX+loYz0jkHYg0C3WsW0z84UhB80Lh1AvcxiW7/aAqGg5+mjNM7WapvHHt21B0+CB54d46tAYTx4a40/u38voVIYVET+3yjnmWTAItYnz0wprXikCoVIxOPY477hsNS4Nnj46MavOJpcvMD0iFtBax/KtzGLbOxl7z8/L37bpFui9UBCK6VHxd3n8y/CDD8H/vRy+sBr+6bXw0/8Pnv26IB2l81rq9fPDO+DAvwkr5b/7Lqy/tuLDu3Kwi4GOAOW2Vcbo4GhBOAcuc88fKzAFyu4d7gOPWNAahLoGRa5L2r4T7qi4wuRQMndKWDDzfpvsc53rxeXMhLCGNlkoWWeouhnqkxPTpHMFfB4Xa7qCEO6FdXLzxwSVuqhQV0HWdsowsq1vB19w1s/b0ZPaGfIZVvXnT8Vm3aYCybpD/paomFkISqGeSudE6wA03vKtKrMK4ndva8p3xF+0fOuFWdZcVZvVl5X20iZO+FYozlGbl/TdSEI9K+ByMURWwHu/D6//36JZ4uAv4StXi8aAZoA8X03qIdrb7CfUi60vQEykD3QEuHKwMYFplaJ9xXpxmR1pPheCgwXhEOpljKl0js7MGbZqh+lP7i8S6Tpmai9a2cG7pQp8+z/9lvfc9RTf+q14jGQmz0P75uyWxk7A6MuCxA1eV+9/aT5cbjj/9eLr/T9lRXuAGy8QgQ7fKwkne/nsFN0FoR4GupdvZRZAm0+8rQu6Oq3It/mNfwQffQo+cxo+/LCY0brs92HV5YIcZ5Ni1v3pu+D+/yxsZX8+AH97KXzrXUWbauwYuH3wuj8rErAK4XZpfPa2LWVv04DndGH7dp/aUd1/ulLMsXsXCroxM1oLoVYqU1xrF1eYrFB7MzEACm02LQB8IUO5Z/xI04WSdchk5EpnqFXC98becLEKx0Tbt5H0XanleyYG+34ivr70fcbVyjJuZcJ3KbbJYLK5tu+xZVCZBUVCPZnKNo9CrSqzEIS6w0bC0Rvxk8VDQpfz5CW2b7U51ZmS58sWUKhV0re5lu/GpXwXwxYrcN5oGrzy38O//5WoDp0eg3vfDfd/ovFjDfJ8MUnQeA/aidL1xVxSrb7/7G1bbK9FqxZ9K0VLjp/MvMwDB80Lh1AvYwxPpng88HEe8P8RbV+7sWjfnDtTWyVesVaoZbk5SYnJdG5+LcFhme696jJos0hlU3PU+38Kus67rhCE+Qc7T5LJCRvz7pMxBjTxwbSsFWqgLdrPsN7BC/ogU7f8bxFwEu4T4SYg+oZXXyZmtG77EtzxEHz6JHzkt6Lr8uqPic2PQBT0vAioOvDg7JN1PgM//W81vX5u3TrAn7xl67zr+zsCnHf5TeKbE1YR6tmBZPGZrPE6roVEqKTvcWRol8kz1AFJqC3voC6FWlCPHSxRqJsklCxYneX7YKndW+HCNwManHpGbPjVAUWoT8VmFmw/mIU93xd2zb4tsPJS4+rDo0Xibwe2yznq3Sdis65Xbo1Wnp+GIimaSufQffJ3mmk0oZaVWbogGx63fcsvtVk4oc8PJlOEOpKUm+tNnPCt0G+B5XtKKtSRBijUapRlSYW6FH0XinP3Nf9JfP/s1+AfrhNCSYOQl4Q6rjfG8g1iffGV2y81XiMK/R0BvnL7pdy6daAhx1UNVvd0MqKLTfrUeH3nKAf2wSHUyxjDiTQfz3yEHAvMC7s8gkBVgXxB529+8XLZ28rWEhh1WSame8/FhhtEyvTkKTj9HK85v5feiJ/RqQwP7xeK+fMnYwxocle+fXkTald0Na/V/463ZP6U0fPfK4JNPrEHFttIcHug7wLY9k543Z/D+++HTx2FW/9CVA2VfaLqXz8KQZ94TGV79Lg0fv3J13DRlTeLO5x6dumZ7lowN+FbEoj2gAe/p/q5emVBHimowB9zCXVbLgaAK2QnoZY5CEO7Md7VTWL5VgvPyVSuouoTpVBvLiXUkRXFAD2lFteIzpCPLpmGXZFK/ZwKI3ufMSeZzRc4PiZCHjdYWJlVim1G0vcchVrOUPe0cMI3YCzmdR1yHqEIN1yhThcVajsDyUAEeXUGvcU6xXkKtU4gcVRc0QIKtZqhPm2i5Vsp1JEGEEHldKqmvQAQ89Wv/TP4vZ9AZKXYBP3Hm+HRv5o1J28X0gmxURPXQw1RqBVu3TrAY5+6kXvvuIovv3s7995xFY996saWINMgatSGtR4Axk4fafDROKgUDqFexhhOpLmvcC1/2P2l8nf48EOCQFWBqmoJCvmiQm0lofYGYLMkYvsfwON28Y7LRC2W6qTedSJOv1Sold13OcPnbwM0sUgoDTap9YH+dwAAibNJREFUBpoGV90Jdzxc/vYaXj8KTx8Vf4u3X7oan9tFrqBzdlIqd96QWHyO7F/iUWrAHMu30UFdY62cWgidyUrCZvIMdSgvFuGeSI+pj7soVNL3aRle6AmI91gToNQmO1nBHPXBYTE3u3lu2Jeptu8K56jP7BHqkcsL295lXH18fJpcQafN6zZmQ63G1lXtuDQ4M5kS7zsJY4a6xS3ffo8Lr1tsWGTcKuW7OWaoE3rQ1soshd5ISTDZjPj8LRR0JmeydJHAnZG1XmpDrYkx0CEs3+aGkonPk0Zbvmvq1t5wPdz5OGx5KxRy8NCfwNdvK4701RlIWymySfG6mnaHbXVglIPbpXH1xm7esn0VV2/sbnqb91xMesXoYmK4/vBMB/bAIdTLGCqQrHMhtWF4b9WPWVUtwdBuEW7kiwjLt5W44DZxuf+nALzzcjHn/euXRzg8MsXLZxOG5Xu5K9RQXBQk0xXYUCuGa85l7dghCfVVG7pZ2y0UpKNjSaGUr5JWWNVdbibiUqHuEBsuo3XMT0PR8n06K1WwbBKy5qkm7bpY5PojvaY95pJQls+h3eKySdRpAI/bZVgyl6rO0nWdg6oya8UcQn2h/Lw48dviJkuNUDbtJauzlDp9wRugxHFw2JifDuGyadEX9HnY3CfIVantWynUrW751jTNUBozLtVD3ejarFKFukGEeo5CnUjnKOiwXpNpwu2rxUhQk0Mp1EPxVG0EtAyaIZQsm9dJZmpUloNd8Lt3w1u/Ar6wqCv9yrXw/L/UHUhbKfLJGABpT8TS5zkXkG4TAa1px/LdMnAI9TKGIr89bSWLtNf9OaiAo8e+BPnqLEZV1RKodO/B68BtsY1q8y3CgjyyH0YPMtgT4qoNXRR0+MR3d6EX8qzQRALlotbnZQK1KJgyg1CHesUM9spLRJDZ3JnsKjE2lTZIxOXrO1nfLRSkI6NywbvmleLy5NN1H/o8GJZv2UFdWitXA5SycDrlE8ojmDZHres6UUmo2zpsJNRKoc7KrvkmCSRT6KhwjnooniKZyeNxaazrnmOlbl8Ja64SX++tz/ZdJNSLKNTHZdgfCLt3CYyEb5vmpxUuWTM/mMwIJWtxyzcUg8lSilA32vJdolBHG5CAPKs6SxJq5fI4zyvDRFsg4Rugr118XqdzhermjhdBI0PJAl4XPo9YjleaD1EWmgbb/x38x0eh/xJIx+GHH4Zn7xa31xFIWwkKcoY66203/bHPNehS+NHr3PB1YB8cQr2MMTIpyMJ5BTmDseYqETj10ach0AmjL8GTf1fVY1ZVS2DMT1tQlzUXbdFiivj+BwC4cEAsHp4/GaeHOF7y5HDx4DELZnObDCGfiYS6Y5WYwb7jERFkVslM9iJ4+qjY2DhvRZho0Mdgj1B3i4T6SnFpdjCZrs+zfBcrs2ojEGp+NjaThZC0ZZs0R52cSRHRhNodjK4w5TErQuccy2eTBJIpGMFkSyjUB6Q6vb4nhLec/dAk2/fGPmn5XqyL+jf/S1gxvaF54y+HbazMKoWao959MmZcN5asvUKu2aA2FadRCnWjZ6hlbRZBWyuzFITle3YomQokO88zLK5vgflpAL/HbbxGzarOMmaoG6BQa5pmbLJUPUddDl0b4Mzu4vd5WX9ZZyDtkpDBt3lfc50zWhHeTrG+8iWdLupWgUOolzGGpfq2efIJccV5rxWX4R649fPi61/9BUwcrfgxK64lUBVMYO38dCkueKO43P8AD+4Z4u7Hi7MnKpDsrN7Jnd/aPTuJfBmiNOXWFHj8RohSzTPZEs9Iu/cV64VTYrBHLPKOKkK9+gpxOXbA3MqI6fHiwiIyl1DXN0M9nsyIPnQwbY56OjYCiPqzQMSmHmoQNUPhkj75JrJ8A0RldVZ8iYWnYfeeOz+tsOXN4vL4k5CofdGiFOojo8nZQWmx40IJOr0LjvxaXqnDmRdmKUTKrbFxoeO0CJeUBJMp2+xyqc2CokKdVIQ63Rwz1JN6YyzffZFAieV7NqHe4FYK9Sbbj6tWDJic9G2kfDconbqz1mCyhfC2u4RrrxzqCBRdDC65aVTwO4S6XoR7RXVWJHN2iXs6aBY4hHoZYziRwk+GvlFJbDe/tnjjJe+B9a+G3IyoP6piDqmiWoJjj0MhC9F1RQup1ThfEuqTT/N3P3mM0v+RCiQ7owsSNyuJfBlCqTPmzlCbAxVIduWg+Fusn6tQB7uKCzszbd+TJ8VlqA88YvFizFDXGEpmKNTT2eJcrEkK9UxMnEjjWhjNbbNqUvqebVHLtwok27QQUe1YLTdvdNh3f83Hs7oziM/tIp0rcDpWopZ96WKhBH31+uJoTXZ6nkJ0qEEK9fn9EXxuF/GZLMfGptF1vYRQt75CrYhRQpfnqUYr1LNmqBujUI/PCSVThHqtLjeYW6AyS6HfSPo2h1AbM9QNSqc2Ptcq6aKuBNveKYJDy6GOQNHF4FHBdk12zmhFdA6sB6A7P4puReOJA9PhEOpljJFEmle69uHOpyAyACtKun81Dd70JXD74eAvxWxNFViylkDNT2+8sahsWo32AVh1OQDbkk/MummlVKiH9K7ZSeTLFCG/qICaSttfnbEYkukce06Lk+7lhkItiMSJiRmyeXniUHPUZtq+59i9oX6FWlk3p9I58m2SUJs0Q51KiMeZ1Bowj1ZKqJtOoa7Q8n22TAf1XJhg+3a7NOM1fLB0jvp3/gG0BU6xUiGaSGaMGVC7KrMUfB4XW1aK19bukzES6RwZ+f5bTjPUiYIk1E00Q92olO8YyvItzoeqMmtlXn42tojlG2CloVDXb/lO5/LGa78RoWRQPJeYNRM+G/aswXxZcW53BR2Ful6sWCVGr4Jamolxc+s4HVgDh1AvU2RkWMdrXLvEFZtvmU9sezbBdf+f+PrB/y4SuavAorUEBqG2YX66FBe+CYDXuWYrm0qhHtKL6bqVJpa3IsJ+SfRSzaVQ7zoRI1/QWRVtY1VUWDFXRAK0ed3kCzonJ+TiSNm+T5pJqGcnfEMxlKzWGer2gBf1sk/7pC3bJIU6mxCW76SrAYS6u3kVamOGepGFp67rxgy1SrMuC0Wojz0OU8M1H9O8OeqRl+CZfwZ9AWVBKkSHR8X9V3YECPrsX8hfsroYTKbU6bDfQ8BbfSd7s0F1UccLcrOs0SnfRg91yFAj7cQshVoS6th0ll7iBPQZsfnTud7246oV/bI6a7Eaz0pRep5sFKEujrKYpFBDSaDodvDL80ggWnOg6KIoFPDlxOeZJ9hl/uOfYwgEw8TkiMbwKaeLuhXgEOplCtWv+xq3DKYotXuX4lWfgJ7zRVjFL/+nOU8eOwGjL4sTtAoKswuyPutq117aKS6glEKtLN9QeWJ5KyIsFepms3wrV8Dl64szwS6XxrpuZfuWhEQFk53aCXmT/g+qMksq1Lqu112b5XJpxjxk0iP/TyYp1IWpMfm4DdjtL1WoGz17OgfGwnMRhXp0KkN8JoumLaH8RtfCyksF8a3D9m3MUQ/H4Td/CX9/rciQ8KgKIrXZOPuUe2hYVWbZOz+tsM2Yo44tmw5qBUWM4jn5/2mk5VvXSxTqtsYo1OEiodZnJqBQID6TLVZmdawxRmFaAUZ1VswEQi3Pk0Gfu2F9xVErFOrSQNHzbhXXXf771jSdZBK4EBuI3pBDqM1AzCM2PibOHm3sgTioCA6hXqYYnkyxXhsSJ0uXBwavL39Hjw9u+5L4+tm74diT9T/5YZnuveoyaLMxTAmgZxN6z/l4tXxRnaeoUJ/Wu2cnkS9TtPkEoX7pbIInD401zbz403MCyRQU6TkyKquaei8Q/eWZqZr60stijuV7MlW0uPbWOEMNRavepEsS32lzQskKMjgo5Y2a8nhVoZRQm/X7NwmVzFAfkPPTa7uCS6utJti+N/aGuUg7yof3fQge/lPIZ2DTLfD++4sKUZnKuUNyA2mjzXZvBVWd9cKpOGdlK0TXMrB7Q9HyPa4IdSM3hrIzIuUdoVA3IuU7GvSSdAuVUtMLkIoJQu2ShLqF5qehJJRssn5CnTACyRqjTkMx4NK0UDIFFSg6+GrxvRlrvHKQlVlp3Uso3JjPs+WGZEC0e8yMml9x5sB8OIR6mWI4keYGl1Sn114NgUVso+uugUt/T3z9wCcgV6flyKjLsindew40aft+rfsZQxcamBNK9tnbtjRsJ9pqPLhniL996CAgLNbvuesprv3iww1PNs/mCzx3PAYwbzOj2EUtVSSXG1aLeXjTbN9GB7XYnVfz0/VaXJXaFFezziYp1K4ZQcyzvqgpj1cRVDJ1qT321E5Lu0urRSUz1IeWSvguhSLURx+r7W+XTXHN0b/jPt8fMZg7JDYRf+er8N5/gTVXLFo512iFekNPmLDfQypb4KnD4vXWHWr9QDIohpKNZZXle6qq8E1TIdXpnO5iGr/hsrATmqYRDYdI6NI1MTPB5EyWQaVQt9D8NMCAYfmeMVLqa4URSNYguzcUFeq4WaFkc7FeEupTz1oz/iBf43FCxriFg/qQD4lMokLsVIOPxEElcAj1MsVIIl0yP72A3bsUt/yJUE1G9sPjX679iQv5okLdIEKt6rNe53+Bte0uXBRYgZgPz0cGiknkyxAP7hniznt2zrPDnomnuPOenQ0l1S+enmQmm6ejzcumOQRivQx1OqoUaijpozYp6Xsuoa5zflqhUyp6o8Z8ojmE2p0Sm0C5gI1OCpVM/bXXF69LT1rbXVollJKzWG2Wmp+uqIqqaxAGLgE9b3TYV4zjT8HfX0vf7r/DoxV4IP9K4h98DC55VzGzYpHKOTVDbXcgmYLLpXHxKqFSP7xfzJDX+35oFii1cTQrF/eFHOTSjTkYOT+dIIhL0xqmhPZG/MT0YjDZLMt3iynUKzrE+yiVLdSt6irLd7iBRNDaUDLEfHzHGtG+cvwp8x9fdlBP6sGGKv3LCe6oWKu4p5Z3zetygUOolynGYzGucu0T31RCqNs64da/EF//5n/D2KHannhotwg380WE5bsRWHkpRFbiyU3z8Ns0vvfeTXi1PLrm5kd/8PZlS6bzBZ3P3b+Xcnv16rpG1oUV+6c7cc1xB6jKIKM6C2C1JNRmKNS6Ps/yXe/8tIJaCI0UJKE2qYfam44BkLdzbKIB3aXVwgglW0ShVgnfiwaSlaJa23d6Cn72B/DPt4q+9PAK/rvnD/hY9uMcnK6MHGfzBY6PiQ2kjQ1SqAG2Sdv3KVn5tVxmqA1CnS55PTdqjlpWZiX0NqJB37zPP7vQG/EzTjGYLN7CCrXf4zY2f+oNJptKi8+SSAMV6o42Zfm2SKHWtKJKffRR8x+/VKFucxRqM9DWsxaAUOpMg4/EQSVwCPUyRceZJ/BrWSb9A9B7fmU/tPXtsPEmyKeF9bsWG5VK9x68DtwN+lDVNEOldr/0AJd3ikWrFunH7Vm+O6c7jowvurBodF1YMZBsvuKqFOrT8RlSWVn1tVpuyIwfhqmR+p58ZgJy8ndjEOr6KrMUlOV7KCtJUTpe/9gE4M/EANDauhe/o5loQHdptTAs39MZCgtsDqn6qoos3wBb3iouD/8appd4fxx6GP7f1bDjHwAdtt8OH/0tJ/tvFjePVEbajo9PkyvotHnd9Lc3LiDxEhlMprB8LN8ylCytg1eEHjZsjloFkhE0Xr+NQG/Ez4ThpBknPp1inSb67ltNoYZiF/WZyfqqs6aayvJtkUINxTnqIxYQajlDHdcdy7dZiK5YJy5zI+TyCzRGOGgaOIR6mWLt2OMAnFlxXeU90JoGb/wrkUx75Dew+zvVP7ExP21zXdZcyDlqXvo5xOXcZ7sFyZZNhEprwBpRF6brOs8cE7b7uYFkIHpvI34Pui6IBiBcE70XiK9P1mn7jp8Ul6Few3JrEOqIOZbvobQfNDmLbUIwWVsuBoArbCOhngXXnMvmgFI/CjokyqTYx6YzjEg7f0WWbxBkYsXF0vb90/L3mZmAH38Uvvk74jOlYy3c/kN4699BW6cRLFYpoT48ItwYgz2hhimWANtWz06RH0+mmybEsB6oGepEKgs+6RpoVHVWWhDqST1kEKdGoDfsZ6Kki9o/M0xQS6NrbpF432Lobxdz1KfrTPpWnyONtCp3loSS1TsTviDWXysuTz9n+uZSQdauThKk3bF8m4Jov+ii7tcWF0scNAeaa6XkwBzoOluSvwUgubbKOeauQbjhU+Lrf/1MdfbV9JSoioHGzU8rrHuV6FucHoUXfySuk8rkckWlNWCNqAs7NJJkPJnB73EZM5ul0DSNwd5ytm+T+qjn2L0Bg3SZZfken86B6t80YY46lBc2UXfYgs7QRZ9YdZdeUjaZutEIeN20yRC5cnPUB4eL3c5VKU6L2b73PQB/90rYdQ+gwZX/AT7yJGy6ybiLIu+KKC+FwyNVzHlbiBdOxinl8//3kUNNEWJYLxQ5SqRy6D75O26Y5Vsp1I2pzFLobQ8YCrWeHKMnIzYa8x1rG+coqwMro1KhrpNsGKFkDU35Fr//XEE3ZrrNf5K1EF0nNg5NTvvOJmOAVKgdy7cpcHWI9Uq7NsPpM2cbfDQOloJDqJcjRl5iRWGYtO7Fs6GGHuirPwZ9F8HMOPzif1T+c8ceF4EX0XWza3caAbe32Lu4TwYNLXOF+srBLgY6AiykdTWyLkzVZW1fE8XnKf+xU0z6LiEkZgWTzQkkA/Mt3xPTWQj2iCvrTfrOZwnp4vfgj9isUJd2l5ZJpm4GFOeo51vrFaHetKLC+WmFi94qLg89LGajT+2EqWH43vvhu++FqbPQvRk++CC84X+BfzYRVnPQlSrU6n4qP6AReHDPEB/51k7mCtLNEGJYL5RCnSvoRUKdbuwM9SQho/atEegN+5mQoWTZqVEjkMzVgnZvKFq+656hVrVZDbR8B7xu/PLcaHp1VimU7fvob0x92GxSnOOntLDx/3BQJ/xhkpp4v46dOdbgg3GwFJxX/TJE4cC/AfBU4UJ6umsINHJ74bYvAxrs+pawf1cCNT+98cbKbeZWQs5Ro8uZ3LJxXcsHbpfGZ2/bArAgqW5UXdjTcn56MTI/aCR9lwkmO70T8nUsMsoQ6hGzQslCilBnICQJdb2WbznHW9A1AnYTalg0mboZ0GHMUc9/TaiE77lJ8kuiZzP0bRGfF8efFH3Sf3cl7P2xsPJf+1/hPz4Ga68q++OKUB8fmyZbwbybUrIblfDd7CGG9SLkcxsv4ZxHWb4bPEOtN1ihjviZkKFkuVJC3bOpYcdUDwYMQl3nDHW68Qo1zLZ9W4b1UmQxeY46nxSW74wngtYM679lgoS/D4CpEYdQNzuqJtR79uzhiiuuoLOzk09+8pMVz3oUCgWuueYa/uqv/qrqg3RQHXIvCUL9K/2S2snCmivgig+Jr+//BGQr2AE2CHWD56cVNt0EnhJ78+iBxh2LTbh1q6gFUzv3Ch1t3obWhT19TCV8L02oZynUPedBoAOy03B2T+0HUMbyrWqzeiMmKdTJDAQl+a1XoZ4Rv68YISLBxgVWNSsWS/pWhHrziioIterfXvPK4nWHHhZz092b4N3fhps/C96F/xYr2v2EfG5yBZ1jY9ML3k/hsHydNyrhu9lDDOuFpmmG5T/rUaFkDVKo00WFupGhZH0RP+PK8j093rIJ3wqqi9o0y7e/sVblxZw3pkEp1GeeN4LEzIA+IzaNsr75I10Oakcm2A9AdsLpom52VEWo0+k0t912G5dddhnPPPMMe/fu5e67767oZ//+7/+eeDzOf/7P/7mW43RQKVKTeE+KjsHnfFfidddhQrjpjyHcD+OH4NElNkJiJ2D0ZdBcIuG70YgdF8dTWt118mk4vUssnGPHG3ZoVuPWrQM89qkbufeOq3jTNkGgt6/paBiZPhNPcWJ8BpcGr1gbXfB+68sRaperOEddj+17jkKt67ph+e41aYZ6MpWjoAh1nTPUuiTkE3rE6fQsg2ib6qKev/A8pAh1NbPJqn/72a/Nv23sINz7riUfQtM0Yx56Kdv3RDLDeFIce6MU6mYOMTQLKm0441IKdWNnqCf1NqKhxinUPeGiQl1IjpV0UDd4RKtGDJRYvusJ8kqkZG1Wgz9ro1Z3UYPYVO7aCHpBOHHMguyhzvvazXtMB2hyzaIlHELd7KiKbf385z8nHo/z13/912zcuJHPf/7z/NM//dOSP3f69Gk+85nP8H/+z//B63XCCizFkV+jFbIcKawg1b6+vscKdIhZQYDH/gZGXlr4vodluveqy0Q6c6OhFsjHHi9el4rBV68X13/p4gYdmD1wuzSu3tjNx2/aDMCTh8atCzpZAmp+esvKdmOusRwG5Qz1cCJNsvRYzeijjsuTkZwDnkrnSOeELbfelO+ONq9hLU155Wu/ToU6OyUJNQ6hLgdDyZmz8JxK54w+5U3VEGqT+rcrnaM+PCpuH+gIEPQ15u/bzCGGZkG9d1IuoWQ2wwx1ZwNnqNt8bjLeKACemVHWacPihhZVqFfIurmZbL6uuqlmsXwvtlFoKiyoz3LLJPuC31GozYSvazUAgWknlKzZURWh3r17N1dddRXBoLBPbdu2jb179y75c5/4xCdYt24dJ06c4Iknnlj0vul0msnJyVn/HFQBOT/9q8L2uq2sAFz4ZhHuVcgK63dhgdlAoy6rweneCiYtkFsdm/rCrOsOkskXePTlOruca4Qi1JevWzwMrSPopUuqN7ODyZRCXSOh1vV5lu9ROT8d9LnrJjQet8tQwpKeqLiyToU6NSn+VhN6hFCDCFczo2MBy7dSp3vCfqLVzKqa1L9tVGcNL570fWiksXZvaO4QQ7NgEGpNEupGp3zrQYM0NQpuWcPXlovj17Lk8EDHmoYeU60IeN10q9rCOmzfilA3MpQMbFKoAdabH0zmzoi1uhaMmvaYDiDSV+yins40RhRxUBmqItSTk5MMDg4a32uahtvtZmJiYsGfefLJJ/mXf/kXVq9ezaFDh3j/+9/Pxz72sQXv/4UvfIGOjg7j35o1rflB3xDoOhz4BQCPFLaboyxoGrzhL8EbguNPwHPfnH+fQr6oUDcLoTZpgdzq0DSNWy5cAcAv9jZmh3NHBYFkCuu7xWbd0bESQrLqckCD2DFI1PB/mJmAnAytiShCbU7Ct4LaCIi75O58NXVzZZCdFIR8yhVpaEdxs0KRkrkK9cFa7N7zUHv/dqUKtZHw3SC7NyweYqi+b1SIoVlQjphpGkyojRnqYEN7qAF8kZ5Z34/7VoK7dTft+k0IJptqgtoswNgEtDSUDIqE+sweIwCzXviy4jXuagaH4jJCsEdwoAFtnBPj9YXvObAWVa0YPB4Pfv/sBWggEGB6euEAlrvuuotXvvKVPPDAA/zJn/wJDz/8MP/v//0/XnqpvH3405/+NPF43Ph34sSJag7x3MbZPZAYIqv5+W3hQvraTUrmja6BG/9QfP2L/yGqZEoxtFuQFl9k9sxy06D2BfJywC1bBKF++KVhchWkD5uJ+EyWl86KZN3L1y99oh3sEYRkVtJ3oF2kL0Nttm81Px3sMUKlRo0OanPUIkNZQM6P1alQF6Tl21C8HcyC+n3H54T3GAnftRBqE/q3S2eoF5vpNBK+G1iZBQuHGPZ3BBoaYmgWVCjZFPL/1yDLt16iUHc2cIYaINoeYUov/r1jba0tWgyYUJ2VUAr1IiNJdsCWUDKAyAroOR/QZ4/F1YrsDB5dHLPHUajNhZyh7tfGOTG+dNilg8ahqu24rq4u9uyZnbSbSCTw+RY+QZw8eZI3vOENRoz+mjVr6O3t5dChQ5x//vnz7u/3++eRdgcVQtq99wdfQXrGR58Zlm+FK/8DPP9dQZ7/9TPw9n8s3qbSvQevE5VbzQK1QG5fBZf+Huz8hiBXVSyQlwMuW9dJNOglNp3l6aMTXL3Rvhqmnccm0HWhPFfimBjsEQr14dE5ltk1V8Dwi8L2feFt1R1EuYRvsxVqqSyMFmT3cZ0z1AWpGqTkvKOD2YguUJt1cFhs3lSV8K2g+rfdPuHMuez3IZ+pqjJsXXcQlyZSg0em0gu+5g9LhXpjXUq6Obh16wC3bOlnx5FxhhMp+iLC5t3KyrSCsnxPFeTfodGhZAQbmvINotUgRpgwgoAmw+saejz1ot6k73QuT0bmaYQbbPnuXCAbwhIMvhpGXxJz1NWeU+dCvr7zuoY/5MxQmwq5bunUpjg1MgasaOzxOFgQVUl2V1xxBU8+WUwFPHLkCOl0mq6uha2cq1evZmamaFOYmppifHycVatWLfgzDmrEgV8C8JRbqMSmzFAruD2im1pzwQv/Agd/WbzNmJ9ukrosBbVAvuMRuPyD4vITe4xgqnMFHreLGy8QXYa/3Gev7VvNTy9Wl1WK9eW6qKEkmKyGpO/FOqhNeo8oq97ZvCTUMxOQr33eSZO1WRlftN5DW5ZYaIb6YD0KNdTdv+33uFnTJTaFFpqjzuYLRq3WhgbOUJdChRi+Zfsqrt7YvSzINBQVx7gi1OkG9FAX8miSyKdcYYI+t/3HUILekuosgHT74CL3bn4od8XpWG2EWtm9ofGEusMYZbFYoYaSOWoTgslk/dYkIdqDjiBmKvztpF3inDI5vHzbaZYDqiLU1113HZOTk3zta6Ja5POf/zw333wzbrebWCxGPp+f9zPvec97uOuuu3jooYc4duwYH/nIR7jgggvYtm2bOf8DBwIzE3DitwD8Mit+t6ans658BbzyP4qvH/ivkJkWFjr5vE0zP12KOhfIywWv3VKco66nXqRaVEuoVRf10bk9vmskoT61E3JVLjaUQl2ykWK2Qq2UhaGsnNVEN7qka4E7JX4253fm0cqh3Ax1KpvnuLTE1UyoTcBSc9QnxqfJFXQCXhcD7a2boN0KUAr1ZEG66BqhUKeLwaqutnbDrdco9EUCxPTi+6PN09qbJyuj4j10ZrK2+VIVSBb0uRu+kbRQe4ElUIR6eG/djipVmTWpB51WCrOhaaTaxPotPeaMwDYzqp6h/sd//Ec+9rGP0dPTw3333ccXv/hFADo7O3nhhRfm/cwtt9zCF7/4Re68804uuOACDhw4wPe///2Gn1SWHQ49Anoeved8np+KAphr+VZ4zR9C+2oREPXrLwobdSEr+qq7WrPL8lzAqzf34vO4OD4+zctn7VlUprJ5dp8QVrArKkwKXi+rs8aTGeKli4ruTaKOLZ+GM/M/ZxaFqswqtXwnVAe1OfOMai5yfLpQrI2rY5HiSccAyAdaN2HZSpTOUKsNosMjSQq6qDGrt1u8HhhJ3wsQ6uL8dNgJnLMY7XJxH8spQr14+rolkHbYGd1HJBS0//nnoDfiZ5yiQt07ta+BR1M/+tvFJmatM9QJFUjWYHUaoFOFktVRAVYxQt3Qd5H4ul6VWr7G44SMxgsH5iEfFlkWulrLOGhKVJ3S9OY3v5lDhw7x9a9/nX379rFliwgL0nWd7du3l/2ZD33oQ7z88svMzMzw5JNPlp2ddlAnZLp3dsNNzGSFU8C0ULJS+MPwhv8tvn7i/8CT/1d8HewsKsEOmg4hv4dXydlpu2zfL5yKk8kX6An7jfTupRDye1ghX7dHSpO+Na32Puoylm/zFWqxEJqYzojwM6grmMyfEc0JetC+efdWgiLU2bzOdEZ83h0cKSZ8N3LDtqhQlydvzZDwfa5ApTaP5+T7vBGhZLKDOkGwuio3KxA7zpqZl3CVuJR6h34Fp3fB6ecg1nqWUiOULJaqyX1lVGY1gbJaVKgzFAo2OMnWXysu6+2jVpZvPUh7gzMCliO8naKL2pscstVh6KA61BR73N/fzxvf+Ea6u53FXlOgUICDglCPDlwPiN3Wevt1F0T/VmEX0vNFshI/1dIn5XMBt2zpB+DfbKrPUnVZV6zvrIrgKJX6yOicxW+tfdRGKFkpoTZ3hrorVNIfGpKEulaFOp8lkBf/d1fIUajLoc3rxucWpy+l5hyUafKNtHtDSdL38OIKdSM7qM8VRPzifTmakYv8TANmqFVllt74QDK+dDEbfvRG3uwpZuF4UuPw1evhqzfAly5u3LHVCDVDPZPNMzlTfW6FoVA3gbLaIV8fBb2YPG4pBk2aoy5RqJthY2K5oa1nLQDdhVHGkjbM1zuoCedmj9Byw9AuSI6AL8yJ8CWAyYFkc/Gli+d/AKcTLX1SPhdw84UimGz3iRhnJ2uvGKkU1c5PK6g56iOjc+aolUJdDaHW9RKF2rqUb6U8TSQzoFTl6Rq7qGeEOl3QNXxhh1CXg6ZpxWAyGeBTV2WWiVBE+VRshpnM/FwRR6G2D2pxP5qRynB6Snwm2AlVmUXQcLI0DG+7C901m/BoyN+HywNvu6sBB1UfAl43XXLkZqiGOeqptNiQizSB5TvgddPmFaF1cTvmqNe9CtBg9GVInKn5YXR5zorrIUehtgCeqFConeqs5oZDqJcDpN2bDTdwdlqcHC0l1G+7S5x8Z6G1T8rnAvraA1yyJgrAQ/uGF79zncgXdJ49Jk6yV1Y4P60wuFDS96rLRMr85Mmi6rwUUjHIyhOQJNTTmZxhEzarh1ot6CamM/Ur1JKIxwgRbjs3Q/QqgVL71MJTJXxvXhFZ8GfsQFfIZ4TUHZ7rsqBYCeco1NZDpXwPK4Vaz0PO+s3EWUiVKNShBpONbe9E+/BD5W/78EOw7Z32Ho9J6G8v2r6rxVQTzVCDjV3UAMEu4TgEOPpYzQ+Tnxbn+klCRm6BAxMh3XUD2rgRvOmg+eAQ6uUA2T/N5tcyLJVHSwLJFLa9U5x8y6GFT8rnAopp37XvRleCl84kSKRyhHxuLuivjuCsNxTqOYTaH4YVMkSlUpVaEe+2LvCK8JrRhFio+D0u0xZRxZCsLIV6Z6gloZ7QI459bhFES6qzsvmC8XpptEINC89RTyQzjEvLnto4cmAd1PvnbLqkqsruOeoShVql0zcDCroYw9Fp/ewTlfRdSzCZslaHm+Sz1nA72aFQA6y/TlzWYfvOJouEOmTVqOG5DCkG9GvjnJyoLc2+HuQLOk8eGuO+Xad48tAYeTvm+1sQDqFudSTH4NSz4uvNtzAi04tNr8xaEK45lw6aGbdIQv34oTGSFs5oPXNM2L0vXdeJx13da6NUoZ4XwFFtH7VKxSypzBopsXubFV6lrJwFHVLeOlO+p8XvboKIMQPqYD46Sqqzjo0lyRV0Qj43KzsaX0VlEOo5c9RKsR7oCBBqEkVsOUMR6pks6F65gWH3HHXJDLVyLjQSj5zUGdE7eEEf5DPZD/F8YZAxojxysnUXyWqO+ky8Bst3qnlCyaDovLGlixqKc9R1BJPlp2MApD0Rp7nACkhC3aNNMjQ6YetTP7hniGu/+DDvuespPv6dXbznrqe49osP8+CeIVuPoxXgsKBWx6GHAB1WXAztKxlWdUBWKtQAoV4I98HKS+BNfyMuw33iegdNi819YdZ2BcnkCjx6YMSy5ykGklU/A7y2K4imCeVgXgCH6qNW3edLYbGEbxPfI163y5jBS7ij4spaZ6gdhboilFojD5bMTzdDJePGvvLVWUqxduan7UGpA0X3yqYBu6uzpEI9SdB4zTYKD+4Z4oM/PM2r0n/LWzJ/yrfzN/GWzJ9yTerLfPCHp1t2kTzQIdxHp2tRqBWhbpINLlu7qAHWXSNGqcYPVT5KNQdqhjrnbTfzyBwotHWSc4lNo6nRk7Y97YN7hrjznp3znB9n4inuvGdny35eWAWHULc6DLv3zQAlCrXFhLpjFXxiD9zxCFz+QXH5iT2zlEAHzQdN0wyV2qq0b13Xaw4kAxHMslIukObZvhWhHtoNufTSD2YkfM8PJDOrg1pBdVHHXXJRUecM9YQebhobYjOidIb6gOxW39gEdm9Y2PLtJHzbC4/bRdAn7N55r/ydN8jyPak3tjYrX9D53P170YEMXjCs3hppxHvpc/fvbUk754ChUNcwQ91klm8V6vXU4TF77LWBDhgQYba1qtSazAnI+TvMOioHpdA0cmHR0pKL2UOoSz8v5kJd16qfF1bBIdStjEIeDv5SfL35tQAMJ+QMtRUd1HPh8Re7pzVNfO+g6aEI9cP7h8nlC6Y//smJGc5OpvG6NbbLELRqoRS8eYS6c1D0POczglQvhXIKtZyhNivh2zg0qSyM65JQ1zpDLXf7x4nQ3gRVLs2KUiVHJXxv7mtsIJmCIsyHR6Zm9ckaCd/O/LRtUC6PnEdZvhs3Q93IlO8dR8YXnTHWETPIyl3USlCW76EaLN9GbVYTjNc8uGeIB54Xm8A/33PGPnvtelWf9ZuaftyVjgGg+6PmHI+DedCkWOVJnrFk3TYXy/nzwio4hLqVcepZsfj2dxizpcO2z1A7aDVcvq6TaNBLbDrLM8fMn8dRH7BbV3XQ5nMvce/yKHZRzyHUmlZi+64gmGwxy7fJhFqpT8MFSeqmx0VHfJUoSGXbsXwvjg75+y61fG9uEoV6dWcbPreLdK7AqVhxkX/YqMxqjuM8F6CSvrNuaflO2ztDrZemfDfQ8q022826XzNBWb6H4qn5uRtLQNVmNVqhVvbaZHp21Z4t9tpBGUxWo0LtzYjXuKvNUaitgq9TVGet0MdqCt+rFsv588IqOIS6laHs3ptuBLeHdC5vzN1Ybvl20LLwuF3ceL7opP6lBbZvZfe+sga7t8L6haqzAFZfIS4rmaNexPJtVmWWgqrOGs5JJUzPi9quKpGbkoSacNNUuTQjlOV7PJkxlN9mSPgG8R5b3yMInDq2bL5gVJ40izX9XIB6D6UVobZZoc7PxACZ8t1AQl3pJnsrbsYry/d0Js9kqrqwTWX5buTmZcPttWuvAs0NsWMQO17dz+ZzePPiPK0FOy04OAcAmhQF+m2qzlrOnxdWwSHUrYySuiwozk973VrDw08cNDeU7fsX+85WvaO/FBShvrwOQr1hoeosgDWvFJcnn4bFjl3XS1K+VxtXWxFKBkUL8ugMwjUCNc1R60nx+5t2d1SdkH4uQf2+9w0lSOcK+Dwu1nQFG3xURcydoz4xPk02rxPwuhhodxYhdkERpZQmVEy7Z6iVQp3xRPB7anPsmIErB7sY6AgsWJKlIYjplYO1f243CgGv2xi5qXaOuhlCyRpur/VHYNWl4utqVWqZYg/gDTmE2jJIUWBAG+eEDYR6OX9eWAVntdaqSJwtzpBumh1I1mtiHZCD5YnrzuvF53ZxbGzamD81A2NTaYNAXL6u9pOroVCPJWfNoAKw8hXg8kBiCOKLBHSk4pCVhDwyYFw9OmXNDHWXsiBPZyDULa6sZY56RoSSpX3O4mQxqE5fpTBt7A3jbqLKliKhFu8vFUg22BN2qmVshMohmFaEukEp3/gbm4Dsdml89rYtAPMWyer7z962paneQ9Wg30j6rm6OWtVmNdLy3RT2WmOOukpCLTM/krqfcLDN5INyYMBQqMc4MWE9oVafF4vJLa38eWEFHELdqlBhZCtfIeqqKM5P9zrqh4MlEPJ7uGaTIH2/MNH2rWayz1sRNlKva8HqzjbcLo1UtsDZuYsIXxBWbBVfn1xkjlrZvds6xc9IjCYsmqGW/9/xZEYEp0FNCrV7RqgQWV/UrENblpjrwmkWu7eCUZ0lN6xUB/VGpzLLVhhd1Mjzop091LqOW82XBqP2Pe8CuHXrAF+5/VIjxEuhvyPAV26/lFu3Dizwk82PlTUmfSdUyncDFeqmsNeuv1ZcHnl0cefXXMgNozgh2p3MD+sgFeqV2jjHx6sP36sFt24d4K3bV867Puhzt/znhRVwXv2tijl2bygNJHPmpx0sjVu2rOBXL43wi71n+ehrNpnymE8fqd/uDaLXeW1XkCOjSY6MJo3QGQNrroShXSKYbOvbyz+IEUhWtHunsnljAdVrmUKdhQ5JqKtVqPNZPFmx4M+3OVaqxTCXUDdLIJnCXMv3oWHVQd1cx7ncoQj1lN4Ay3cuhasgck18oeYIbLp16wC3bOlnx5FxhhMp+iLCttnqSlMx6btyQp3O5cnkRHBkpIEp38peeyaeKqsIaoj/n6X22rVXgcsLkydh4gh0bajs52ROyKQecloprIRUqHuIMzQWt+1pFa/4wDXrCXjd/P2vD6EB127ute0YWgWOQt2KyGfh0CPi6xJCPTIpK7McQu2gAtx8oZij3nUixvCkOVYyMwLJFNZ3C1V50TnqxZK+DUI9P5DM53bR3mbufqJRmzWdgaC0fCfHqnsQaZ8r6BpaW9TEo1t+CPs9s0hAsxFqRZxHp9LEZ7KOQt0gqDqkSV2eF+0MJZPz03ldIxBsDkINws559cZu3rJ9FVdv7G55Mg3FYLKhWOXqXWmidiMt34vZ8UHMUFtur/WFYNVl4utq5qhl6F6ckOnnVAclCHZTcPlwaToz46dtecqZTJ5njoo1yfuuXscfvO58NvSESGby/HCnPX3YrQSHULciTuyAdBzauoTlW8KwfDuE2kEFWNEe4JLVYpH30P7huh9vOpNjz2mxgLzChJ30wR5BSBZN+j7zPGQXWECVSfhWOQPdYZ/pOQPK4i5mqGtUqKcFAY8TItLmjG4shoIOoZJatg1NRlTDfg/9cvzm8MiUMUO90VGobYVSqON5eV60U6GWgU1TtNERcs7LVkK5mM5UsTmcSAn3QNDnbvimwkJ2/CJsOL7BGuaopeV7Ug8ZFXUOLIDLZaxlAjNnSKarS7OvBU8fHSeTL7CyI8CGnhAul8bvXb0OgK8/cdT0QNtWh0OoWxFGXdbN4CouKEecDmoHVcJI+zZhjvq54zHyBZ2VHQFWResPJxnsWUShjq6F8Aoo5OD0rvIPoBTqjtIOamsCyQA6peV7YjqLbijU1RJqofCPOx3Ui+LBPUNc+8WHZ1XkvP+fn7a2q7UGqDnqZ49NMJYUr73BnuYi/ssd6n0UyzdghlqSjUZXZp0LGKjB8q0SvpulnvDWrQM89qkbufeOq/jyu7dz7x1X8R+vF9brP/rxCyKfw0oYwWSPVT5HrSzfBB3Lt8VwybXMgDZuSzDZYwfF+uXazT2GAPH2y1YT9ns4NJI0bncg4BBqs3BqJ9z9JnFpNQ78QlyW2L3BmaF2UD1u2dIPiA/Oenc8VaWHGeo0FJO+yxJqTVu6j1pVZrWXEmprOqihONObL+jMeOXvoEaFegKHUC+EB/cMcec9O+ctnM9Oprjznp1NRaqVGq02rPrbA4SaZPF+rkCpZrG8fM/bqVCXqHdqw82BNegvsXxXqpyphoBG2r3nYq4d/7/cch7nrQgzOpXhsz950donX3MluH2iQWPsUGU/o0LJdMfybTmkQt2vjXPChmCyRw8oQl2cl44EvLzjMpFLc/fjRy0/hlaCQ6hNQL6gM/Sbu+Hooww9+nXyc2t+zET8JAy/CGiw6aZZN6lKhb52h1A7qAznrQizpquNTK5gfHjWimeOmRNIpqCUvOPj0+XfU6V91OVQxvI9auFYRMDrJigtyAm36qGucoZaEWo9bMx+OigiX9D53P17ywb3qOs+d/9eaz+Dq4Ai1CpbQCnWDuyDSh4ez8r3k521WYZC3UbUIdSWQlm+k5li8ORSmGqCDuql4Pe4+cvfvQS3S+P+3af5+QsWbhh622D1leLro7+p6EcK02LGNu5Yvq2HjV3UI4k0+4bEyMo1G7tn3aZs3w+/NMzxMeuV8laBQ6jrQew4Tzz6Cz74hbvw7f8hAN59P+SDX7iLJx79BcSOm/+cqi5r9RUQLBKXfEE37KyO5dtBpdA0jVsuFCp1PbbvbL7AzmMxwJxAMoCVHW34PC6yeZ1TE2V2Y9fIE/+JHeXtaQahLqZ8FxVqazadDNs3snO2WoVaVmZNOJbvsthxZHxRS6eOsHwqt0SjoQi14vcbepz5abuh1MfRjCS0doaSyRnqST1EtM0hG1aizec2XEKVVmcphbrZieC21dES6/cexuR5zBKoOeoKg8lySUGoJwk65yyrUdJFfdxiQv3EIbF22TLQPm+9tKE3zHXn9aLr8I0nj1p6HK0Eh1DXgy9dzDUPvYOvZz9JF2Iuq4tJvp79JNc89A740sXmP+cCdu/xZIZ8QUfTROCSAweVQs1RP7z/LLl8oabH2Ht6kplsno42r2lpyy6XxrouOUc9VkZVGtguaj6SwxA7Nvu2VLw4K9le7Eq0coYaoDMkk751SaiTo9V1eqoZasfyXRbDczvJ67yf1ZirSLs0mkY9P1egyNJIpoGWb9qMzwYH1kGFAJ6uMOlbhZI1ywz1YvjPN23m/BURxpIZ/thK63eVc9R5mfI9447gdTuUwlKUKNQnLZ6hVo7FV2/uKXv7B64RKvV3nzlhS0BaK8B59deIfEHns56Pk9WFxVMFBqugyKzu5rOej5u7eMql4fCvxNebb5l1kwok6wr6nA81B1XhivWddLR5mZjO8uyxiZoeQ1laL1/XicvEtFRl+y6b9O0NwMA28fWJObZvpU4HoqIORGJEKdQW5QwohfpsXm4qFLKGSlURpOU7poebXjVpBCp13zSLS2fX8disbN6vP3mMa7/4cFPNeS93qI2p4bSyfCeq2+SqB6kShdqxfFuOlTIMs1KFOtGEM9QLodT6/dPnh/iZVdbv1ZeDJyA2qkdeWvLuuiTUWV+7NcfjoIiSGWorFWpd13m8JJCsHG44r4913UESqRw/eu6UZcfSSnCYV43YcWScr0+9krdm/qTs7e/IfJavT73SXOvh8SeFXS28Avq3zbpJKTJOZZaDauFxu7jxgj4AfrmvNtu32YFkCoOLBZNBSR/1nGAyI+F79ayrrQwlgyKhHku7wCuJfDVJ3yUKdXsLLPLsxpWDXQx0BBYskNEQab9Xmvw6rAUP7hniI9/aOW/e+0y8+cLTljMUoU4iN1n0wsJVeyajIMlGgjbH8m0D+qtM+p5qspTvpXDx6g4+csNGQFi/R62wfnv8xfNqBfVZmkz5Lviap2d92UJavvuIcXp8yrLaqkMjSYbiKXweF1eoEb45wcuiQms9IGzfToWWQ6hrxlxLYUEXSzz1mvq059v4yZhrPVR27023iE66WccjE77bm0OZcdBaKK3PqvaDUdd1npHK9hXrO009riUJtUr6Prlj9vVGwvfKWVcboWSWzVCLRfPEdAZCMshjuopgMiOULOIo1GXgdml89rYtwPxWVvX9Z2/b0vBO2VYLT1vO8Hvc+Dwupil5z9s0R52djgFCoe5wCLXlGGhXhLqyDZPiDHVrEGqA/3TjZi7ojzCezPDH9+2x5kmMOeqlg8nc0oGlBxxCbTlCveguDx6tQCg7blQxmo3HDowAIg8n4JXVvLu/IzZYnv+ucb/fvXw1QZ+bl89O8eShKgNYlyEcQl0jlKVwTG9nWO/gBX2Qz2Q/xBG9H12Hq9z7+UfvX9IfqG0mtSxU//Tmm+fdNOJUZjmoA9ed14vP7eLo2DQHh6tbbB4aSTKezOD3uLh4VdTU41LVWUfLzVBDMZjszJ7Z6b1lEr7TubzRW2zdDHWxi5qgtEpVpVCXpHy30CLPTty6dYCv3H6poUYp9HcE+Mrtl3Lr1oEFftI+tFp42nJHxO9Bx0VeuUbS9nRR55IxALLeMB5nFMtyDEjLd7UKdSsRap/HZVi/f/bCGR54/rT5T7L+OnF59DEoLLKG1XU8WTnS1GbuZrqDMnC50SLi/DZgoe1b9Uu/bnUGTj8Hp3fBiyJ4mT0/EN+ffo721BBvu1So5nc/cdSSY2kltM6nSJNBWQ/PxLu5Nv23ZPAAGt/O38i1rhf4B+/f8Gr3HvTH74D134NAnfMl40dg9GXQ3LDhNfNuHp50LN8OakfY7+Hqjd38+uURfrHvLJtXRCr+2Wfk/PT2NVF8HnMXjUqhPjE+TSZXmP/4HashshISp8UH//prxfXK8l3SQT0mA8k8Ls0ytchI+U5mICQJdRVJ3/rMOBpOD/VSuHXrALds6WfHkXGGEyn6IsLm3WhlWqHVwtOWOyIBD2PJDHlPEHc2aVt1VkGGkjl2WHswIDfZKp2hnjQs363lHti6qoOP3rCRv334IH9834tctaHb3E3iVZeCNyhaJ4b3Qv/W8vfLTOHS8wB4glHznt/BwmhfCfETsot6mkvXmruRkc0XeOqwWNO976k3wVNz7pAcha9eb3z7/jtPcs9Tx/nlvrOcGJ9mjQySPRfhbJnWiFLrYRYvRcOhxuOFbdye+QxZbwTtxJPwjTcbs5E1Q9Vlrb0K2qLzblZhS45C7aBWlNq+q8EOSaivMKkuqxR9ET9Bn5uCDicWSrU06rNK5qjLEGo1b9Yd9pkanFaKokKdqV6hzmfR5AJ83KnNWhJul8bVG7t5y/ZVXL2xu2nINLReeNpyhxqfyHmkQm1XdZYMJdPq3VB3UBGqnqFOy5TvFvys/ViJ9ft//HiPuTOsbq9Ya8Lic9TyfJXR3fjbnEpAW2AkfY9Z0kW960SMqXSOrpCPwu98FVxz3xvydebywNvuYvOKCNdu6qGgwz1PHZv3eOcSHEJdBxazHv6H974L7wd/CsFuoZzd/SaYGq79yYy6rFvK3jw8qQi1s0BzUBtuvlAQ6l0nYlUpZyrh2+xAMhA92eu75Rz1yBK279Kk7zKWb6s7qKFkhjqZrX6GekbMoRd0jRlPO36P24pDdGADWik87VyA2pzKuKR6YlN1lisjCXWZTXAH5kMp1FPpnFGJtRiMGeoWCSUrhc/j4q/eeQkel8bP95zh/udNDjlcX0EftQzdixOi3UmxtwdSJBjQxjkxbn64oqrLumZjN65L3gUffqj8HT/8EGx7JwDvv2Y9AN95+gQzmbzpx9QqcAh1nbh16wCPfepGPvdmoVZ3h7w89qkbxRzfwCXwgZ9BuB+GX4Svvb4YllQNsjPFcIg5/dMKxVAyR6F2UBv6OwJsW92BrsPD+yrb/DkTT3FifAaXBpeujVpyXINLzVGvloT65I5iKqBBqEsU6oS1HdRQYvmuRaGWLpY4IcIBZ3HSymiV8LRzBYpQpxWhztgzQ+2Vz+MNOZZvOxD0eYxxnkps30bKdwsq1AAXrezgo6/ZBMBn79tjZOmYgkE5R33sMSgsQJJkwvekHqLdCdG0ByUKtRUz1CqQrNg/vbTz4cYL+ljd2UZ8Jst9u87dCi2HUJsAt0vjrdtFPc9YMstMtuTDp+8C+P2fQccaGDsIX7tVzENXg6OPQ25GkIO+LfNu1nXdUBQdy7eDenDLhdXZvpU6feFAu2Wp1EsmfQ9sA7dPKMHjh4XNUnU/lyjUI3Yo1NLyHZvOogeVQl0poRZK9riT8L0s0ArhaecK1IzsjEuEVtmiUBcKePPiM8sfcgKb7IJSqU9XQqhbMOV7Lj76mk1cONDOxHSWP/rxC+ZZvwe2gy8ibN1nXih/H2n5niTU0r/DlkJJF/WCY3A1YjKVZfdJ8Te9dnOvuFKOrcxCsAdCvca3bpfG7129DhDhZOdqhZZDqE1CR9BrBIIdmpuS3L0Rfv/n0LUBYsfha2+AkZcrf3Aj3fsW0OYrGol0jlRWJDE6oWQO6sEtFwlC/djBUaYzuSXv/7SF89MK65ci1B6/OPkDnNhRVKcDHeAvznUZlu+Idepvl1SoM/kCKZ/8nVSsUAtCHSPcMr2oDhaHcjDde8dVfPnd27n3jquKDiYHtkEt9qeRhNqOGer0JJpUd/xhh1DbhWIw2dJ22MkW66EuB5H6vQ2PS+NfXzzLT3ablPrt9sC6q8XXRx8rfx9p+Z7Ug7Q7tXD2oMTyPRRPkc2b1yT01KEx8gWdDT0hVsnEfEb2i8vBG2DlpeLrq+6EjlWzfvZdl6+lzetm/5kEvz1H2yscQm0iNveJxfuBcrVD0TWCVPdeIBKJv/Z6UfWzFHQdDvyrfILydm9l8wn7PQR9rXticNB4nL8iwurONtK5gjFLsxiePqr6p60j1IM9wqZ5dCFCDcU56pM7ygaSAYzKlG+rOqgB2nxu/DKJfNIlbZ4Vz1CLk5ATSLa80MzhaecK2uX7KYl0C9iR8i1dMmndS3s4ZP3zOQCgv6Oy6qx0Lk8mJ8hIpMVSvufiopUd/KcbNwPw2Z+8aF57gJqjXiiYTFq+44SM95gDiyHXNSuYoFDIMxQzrylC1WW9alNP8crDvxaXG66Hyz8ovn7um/Pq1DqCXt76CnFsXz9HK7QcQm0iNhmEeoH5rEi/mKnu3yZsoHe/EU49u/iDjh2CiaPg8hZnWuagGEjmqNMO6oOmaRWnfcdnsuw/IxaNVwxap8AM9oj31el4ilR2gVmu0mCyhQh1wnrLN0CXSvpGJvsmR4qz3YvB6KB2CLUDB2ZCjVBM6ZJQ29FDLa2SkwSJOoFNtmGlSvpegmgk08VzScjf+gGQH3nNRi5a2U5sOssf/sik1O9BSaiPPQH5Mo41afmO6yFnTMkuhFeA5sKr5elh0lTb92NSRLlWzU8X8kV3wobrYevbwN8hOMmRX837+fdfI2zf/7b3LKdj5gemNTscQm0ilEI9z/JdilA3vP9+EaSUisHX3yI+rBaCsnuvuwb85buB1W6kY/d2YAYUoX54/zD5wsIn5Z3HJ9B1WN8dtDRdvjPoNXa/lwwmG34RRl4SX5fMT4M9Kd+AsXge1eX7NZeqTBGToWQThJ3FiQMHJkJtUCUK8r1vh+VbzZfqQaJB5/1sF4zqrMnFCbUKJGvzuvG4W38p7HW7+MvfvQSvW+MXe89y3y4TrN/928ToVHoSzuyef7uyfBOko83ZBLYFbo8IOkbMUZsVTHYqNsPh0aThqAJgaBek44JED2wHXwgueZe47Zl/nvcYF/S3c9WGLvIF/Zys0Gr9T5EmwqY+sYAua/kuRVsU3vcjYafJJOCbb4NDD5e/rzE/Xd7uDUXLd1+7U5nloH5csb6LjjYv48kMzx6bWPB+T8s5mcsttHuDUM0He8Vm1YK27/YBEfynF2Df/fK6uZZv62eooVidNZr2glsu4CsJJlOE2lGoHTgwFSrFOZZXCrU9M9QACYJG+r8D6zGgLN9LKGQJ2UG9nD5rLxxon239XmJTYUm43LDuVeLrMvVZurJ8Oynf9sKCLmqV7n3J6o7i31K1C62/VrwWAC77fXG5/2cwOb+q7QPXDAJw747jCzsKlykcQm0ilOX7+Pj00i8kfxje+y+w6RaR4P3td8FLP599n0wSjj0uvq6AUFs5G+rg3IHX7eI154sEx1/uW9j2rQLJrrSYUAMMdos56sOVzFHH5M5oSWhGNl9gYlosoKxWqFXS98RMFkKqOquCOWqV8o2T8u3AgZlQ76dY3lGolzsGoiqUbHEymWjxyqyFcOcNG9m6qp34TJbP/MiE1O9F5qjzSbHhHndcVfaiJOnbLIX6UcPuXUzvnjU/rbBiC6y9GvS8mKWeg5sv7GNVtI2J6ax5AXktAodQm4iesI9o0Iuuw+GRCiye3jZ497fgwtsgn4Hv3g57flC8/chvxPXRddCzecGHcTqoHZiNW7YIS9Ev9p4te0JOZfPsPiEWjJevtz7BViV9LxpMpmzfCiWW7/GkCCRzaViuFimFeiKZgWqqs1TKtx4m0sKpsw4cNBuUCjmele99G2aos8kY4MxQ241+6dRLpHMkUtkF76cs38vts7bU+v3LfcP84NmTPHlojPt2neJJmeJcFYw56ichP/v3mZeW72ktRMDr0AnbUJL0fWKi/lnlQkHniUNi/WH0T+fScPwp8fXc/CalUj/79Xkd5R63i9uvErPUXz/HKrScd4CJ0DStJOm7whO2xw/vuBsuficUcvCDD8Nz34JTO+GBT4j7bH5t2bosBaeD2oHZuP78XnxuF0dGkxwama/mvHAqTiZfoCfsM3qircSgQagX2Y1dc8Xs76VCBEUXR1fIb3nKsqrOmpguVagrINROyrcDB5ZAZTCM5SSxtUGhTk+J93OSoJOAbCNCfo/x+15MpVYd1MtNoQYxy/rxm4QI88nvP8977nqKj39nF++56ymu/eLDPLhnvlV3QfRdBG1dkE3C6edm3yYJddbXjrbIGtWByShRqE+aoFDvHZpkPJkh5HOzfU1UXHnyaeGeDfWJdqJSbHkLtHXC5Ek48It5j/fuK9bg97h48fTkomODyw0OoTYZyvZ9cKk56lK4PfA7fw+Xvl/MgN73Efi3/wGJM+L2RezeUJry7cxQOzAHYb+Hq2QwxS/2Ds+7fceRYv+0HSdSRagXtXyvuBg8Je8BNf9DaSCZ9UqRUqPGpzMQkvapKhTqCcfy7cCBqVDvp7GMfF/ZUJuVlgp12hNxyIbNWBldujorkW79DurFoM6Zc/XBM/EUd96zs3JS7XLBejVH/ZtZN2ly0zrv66jnUB1UC2OGepyxZIZkukwCexVQdVlXbejGqwL61N968Lr5gp43ANvfK74uE07WGfLxlu3iGO8+hyq0HEJtMlQwWVWEGsTA/6v/G2x9h/j+2GPF2wLtYmcwdrzsjzqWbwdWoFifdWbebc8ctSeQTEFZvken0uVtfLHjIuG757zidfvuh9O74PRzTA8fBexJwle1WbHpDAQrVKjzOUNRd0LJHDgwF4o0TaqUbxtCyXKSUOe85ds5HFgHlfS9qEKtLN/LcPMyX9D5s5/uK3ubItifu39v5fbv9dLyO2eO2p2RLrA2h1DbCmn5XukS67B6q7Pm1WVB+fnpUijb94F/K8tN3n/NegB+vufMknkGywUOoTYZRct3DSfsL2+DPd+ff/0/vw6+egN86eJ5N6VzeeIzgmA4oWQOzMTNF/YB8NyJmGGZBnGyfkbaeOwIJANoD3gNdfnYWJmTx5cuFu+RM88Xr0uOwlevh6/ewBseugWwPpAMMAKIJpJZUZMHhvq8IGbE77OARpyQQ6gdODARQZ8bt0sjiVAu7bB8F+QGWcHfbvlzOZiNAUmoT8cXni9VG7PLUaHecWR8UXVeR6j3ymm2JNZfKy6P/1bM1gLk0rjz4jm0NutzVByUQFm+GQd0jpdbE1WIVDbPDimQGPPT6Sk49Yz4eu78tELPJnmbDju/Me/mi1Z2cOV6UaH1rd+eGxVaDqE2GcryfXQ0STZfqO6H33YXuBb4cHd5xO1zoIiOz+1ykkQdmIqBjjYuXtWBrsPD+4tp3y+fTZBI5Qj53Fw4YJ/6sr57Edt32feO3H13efjx4P8E7LF8K4V6ohqFWhLuSULkcS9L1cSBg0ZB0zTCfg9TuhwJyUyB1WE5KsPBIdS2Q1VnVTJDvRw3L1Wujln3o+9CcS7LzcCpZ8V1asNI1/A4CrW9iAwA4CNLF4m6gsmePjpOJlegvz3ARllPyvEnRaZTdB10rl/4hy//oLjc+Y15gXVQVKnv3XGcdG75V2g5hNpkDHQECPnc5Ao6x8aqnNPa9k748EPlb/vwQ+L2OVB2796I35nTcmA6irbvIqFWdVmXruvE47bvI2RwsaTvJd47v/LfANijUHcGSwi1CiVbaoZazU8XxAltOS7yHDhoJCIBT1Gh1guQNaduZiG4ZJK41ha19HkczIeyfC+m0irL93JUqCvN06k4d0fTiiq16qOWgWRTtBFpc9yRtsLjE2FhyKTvOoLJSu3eBoc4/CtxuZA6rXD+G8VxTJ2dX/sLvPaiFfS3BxidyvDT56sIwmtROITaZGiaxqYVQrU7cLYeW5lrzmV5qEAyO2ZDHZx7UIT60QOjTGfEAqQ0kMxOqDnqI4sFkwHl3jujU6I2yxZCLRXqVLZA2ietcEsp1CrhG/HZ4RBqBw7MRSTgZRo/OnLRaPEctSc7KS6DjnpnNwYMQr2I5Tu9fGeorxzsYqAjwGISy0BHgCsHqziHD87po5YKdVwP0d7mnK9sh5H0PVYfoZaBZK8unZ9WgWQbblj8hz0+eMXt4usy4WRet4v3XS0qtO4+Byq0HEJtATb11jFHHeqFcB+svATe9DfiMtxXTAuegxGnMsuBhbigP8KqaBvpXIHHDoyi67qhUNvRP12KwaUI9SLvHTUa0WPD+yTkc+N1i6VMTJOL6aVmqOXt43oEt0ujzeu28hAdODjnIPqGNXKeoLjC4jlqX048vi/kzJfaDWX5rkihXoabl26Xxmdv2wKwIKn+6Gs2VVchqYLJTuyAbApSMUD0rC/HTYmmx6wu6toI9dhUmhdPi42/azYqN904nHlBfL2UQg1w2fsBDQ4/AmOH5t387ivW4PO4eP5knOdOxGo6zlaBQ6gtwOYVNVRnKXSsgk/sgTseEfMJdzwivu9YVfbuIwlHoXZgHTRNm2X7Pjkxw9nJNF63xivWNIZQH11olGKR946dtVmaphm27zFdzphnpsQiZCFIQh3Tw0QCHmd8w4EDk6FcHzm3PYQ6kBeW70DEIdR2Q1m+E6mcMSs9F4m0mPmMLEPLN8CtWwf4yu2XGr8LBbXZ+71nTlQ319qzGcIrIJ8WHcXS8h3XQ07PeiNQ0kV9YnymJvX38UNi3XFBf6TIIY4+CujQe6EQJJZC53rYdLP4eufX593cHfZz2zZxrF9f5hVaDqG2AHUlfQN4/MXeN00T3y8AozLL6aB2YBFeKwn1w/uHeeqw+ADeuqqDNp+9KqoKJYtNZ5lIZsrfqcx7J5cviE5o7Nt4UoR6PNcGLrl7v9gc9XTR8u3YvR04MB/qfZVWhNpKy3c2hVcXhK2t3d7RGAdiLlr9vc8sYPtezgq1wq1bB3jsUzdy7x1X8eV3b+feO67iof92A9Ggl+dPxvmzB8pXa5WFpsH6Etu3VKjjhGhvcxRq29FRVKhnsnljrK0aPHZgBJhj916qLqscLpcVWs/dU0yBL8EHZDjZz14YqjwIrwXhEGoLoJK+D41MVd7zVyOcDmoHVuOKwS4ifjdjyQx//W8vA3DZOvtVlzafm/52sXF0pIrAv/HpDLou1gNdQesVaihWZ43PZCEoq7MWm6OWhHpCjxDxO4sTBw7MhrKlpjQbqrPSwkZZ0DUi7Y5C3QisXML2rZTr5RhKVgq3S+Pqjd28Zfsqrt7YzdquIH/zru0AfPOpY/xk9+nKH0zNUR8pEupJPeRYvhsBafle54kBcLzKOWpd10sCyUpGStX8dCV2b4XNr4PISuG023f/vJsvXt3BpWujZPM63/7t/M7q5QKHUFuA1Z1B/B4XmVyBk3UWri+FYWeG2oHFeGjfWbJyY2hoUrzefvDsSR7cY39q46JJ3wtgNCF2bruCPttSyVV1VqzSpG+V8k1kWSsmDhw0CkqxnNGUQp2w7slSglBPESAacs7NjcBSSd+J1PKtzVoKrzm/j4++ZiMA//0Hz1c+nqgU6pNPQ+IMIBXqc/B32HBIy/dKl9iMr5ZrHB5Ncjqewud2caUKmJ08DWMHQHPBuldV/mBuj5ylpmw4GcAHXjUIwLd+e5xMrspK4RaBQ6gtgNulGX1u9SV9Lw2V8u1Yvh1YgQf3DHHnPTtJZWd/AMams9x5z07bSXXlSd9FFOen7VvYRpXlO5kpUagXCSabUQp12FmcOHBgAdRG1bRW0kVtEXSZgDxJyPgscGAvjKTv2HxCnckVSMtF/bnqCPovN5/HVRu6mM7k+ei3djKTqWCeumuDUEYLWXj53wCV8n1u/g4bCkmoewpjgM7xseoItVKnL1/fWRzfU3bvge1Qbd3fK94niPixx2HkpXk3v35rP30RPyOJND9vgBhjBxxCbRE21TtHXQHyBZ2xpL2zoQ7OHeQLOp+7fy/lhhbUdZ+7f6/lYw2l2FAPoY7Yt7DtCokFRmw6W5VCPa5HHPucAwcWQL2vpnRp+bZwhjo1JTbIEnobnUHn/dwIqKTvM5PzZ6hLg8pC/nOzUcHjdvG373kFvRE/L51N8Ec/3rN0sFXpHHVcWHdFyrezCWw7IoJQ+/QU7SSrTvp+tKR/2oBRl1XF/LRCxyo47/Xi62e+Nu9mr9vFe19ZrNBajnAItUVQwWQ1JX1XiPFkhnxBR9PsSS92cG5hx5HxRWtHdISdTvVS24FWUag7ZynU8oS16Ax10fLtLE4cODAfyvkxVZCfA5nKP0OqxfTkhHguQk4FXoMwsIjlWwWStXndto0BNSP6IgH+9t2vwKXBD3ae5HvPnFj6h9QctYSjUDcI3oDhfhuQSd+VIpcvGAGz126S6xNdhyNSoa5mfroUl39QXO7+NmTnH897XrkGr1vjueMxdi/DCq1z95PEYhSrs6yb01Lz090h+2ZDHZw7qDSN0c7UxsEeMf94dDRZcU2ESr9sBKGeqGSGOp8DaRGd0B1C7cCBFVDvq0mDUFt3bk4lxCZjyh1yKvAahP5FLN+qMsvJq4CrN3bz3157PgB/fN+L7JW9xAti/WxCPamFCPuc32NDIG3fA9p4VaFku0/GmErniAa9XLSyQ1w5fhgmT4HbB2uuqu14Nt4I0bViPfPij+bd3BcJ8CZZofWX//oS9+06xZOHxmx1OVoJh4VZhE0lCnUt/XCVYNjooHbmpx2Yj0rn8u2c31/TFcSlQTKTZ2Rqfj1DOYwmGqBQl1q+l5qhnhFqVgGNOE5iqgMHVkC9r2IF+XlloeU7k4yJp/BELHsOB4tjZVQp1GUs3+dwIFk53Hn9Rl5zfi/pXIGPfOtZJlPZhe/cuQ461hrfrvEmcLmcTaOGQCZ992vjDMVnyOYrC/tSdu9XbezBrf52h38lLldfCb5gbcfjcsFlHxBfLxBOdt4K8Zn46MFRPv6dXbznrqe49osPNyTk1mw4hNoirOsO/f/t3Xl0XPWVJ/Dvq11SLVosWfICEpIAy8Y4duwYMISwxRMwW2eg6dATyDgkZNIJ03180knPHI9DjsNyAoEETAxpYMaQDnQWYxIctrCYODjGCxYyi00JG1uy1tpV+5s/fu9VlfYqqareK+n7OcdHqlcl60fiV/Xuu/d3L0wGCcFoYsKy2eno9akBNfdPU/6taqpGg8uG8T4qJYiyulVNxZuzajUZMb9K7I1z92ZXstmbKvku3raIYSXfk2WolXLvIYMdCRh5kUdUAOp4JE9ceR8oYFOyWFDcJIubGVBrpV7ZQ+0LxxHM2DMNZHT4nuEjs7JlMEi474ZlmF9Zhs7+EL73n+9OnAjKKPs+39BRhBXSmJQM9QLjIJIycNKTXdn3rnzvn870mX8EDCbRCb770LCndrZ34Z6d74/6kW5vWJMmt/nGgLpAzEZDasRPoRqTqYECR2ZRIRgNEjauawOAUUG1+njjurb0Hc4iaaxRRmdlOYs6VfJdxPNEDag9oSz2UCsdvn2SE8DMn4tKpAX1RlV/TAmoC5ihTg6JLRxJi7Ngv4MmZreaUgHzyKRGagY1b16mVFVY8PN/+AzMRgkvtHeP3TjKcww4uR+oPD116Hx5P3DygDjumbkzhnVJCaibreL9Jpt91P5wDPuV/cup/dPJZMb86WkG1PY6YNE68X1GczI9NrnNNwbUBZTq9H2qMHu1enycQU2FtXZJA7bcvDy1H01V77Jhy83LsXZJQ9HXlO70nd2eIbUpWW1RS77FRXswmkDUViUOTpKh9kgim+VkyTdR3qkl396Euoe6gCMtlZ4IsDGg1lKDUvbdPSKg9qsBNW9eDvOZ06rwgy8tAgBs/uNh7D82OPwFPz0H2Hox8Nrm1CGn7AO2fl4c/+k5xVsspUq+FxrFTfls9lH/9eMBJJIyGmvKsbBaKe3ueU/c2LfYgfnLp7+uFbeKr+/+GoiI+EePTW7zje8mBdRaZ8cLAI72FuaDW91DzYCaCmntkgZc3laPPe4B9PjDqHOIMu9iZ6ZV6U7fk59XyaQsyq5R3D3UTpsJRoOERFKGR3KhDhAX2YkYYBwRMKsdvmVxA44l30T5pwZPAahjswrXlExS/+4yV8F+B02u3lWGD08FRu2jVvdQ22fpDOqJ3HJ+I/Z2DuIPh7rwP57ahz9858LUDWJc/yjw+9uBZLqEPnUVYDAB124p+npnNSVDXQcRhGYzOmvXR70AgAtaMsq91fnTp58/+vpkKpouAmpagP4jwKH/BD57qy6b3OYbM9QF1KJsvv/oVIEDaiebklFhGQ0SzmuuwTXL5uO85hrNgmkAqa0UnVlkqAdD0VQJUU0R91BLkoRKZZRIf6ICkJS32tAYjclC4sOwLyneL9iUjCj/jAYJdqsJIVn5vCzg2CxTTHRKNpdXFux30OQanGOPzgooXb5583I0SZJw19+dg6Y5FTjpDeN/PnMASbUMd+kNwPpXxv7B9a+I56l4lAx1ZUwEycezyFDvOiIq5S4ca//0VMdljSRJ6Sz13n8HZFmXTW7zjQF1AbXUKiXfBer0rd7JYVMymk1SAXV/MP1BPw51/3RluRnmIo+WU+/qDw7FgTKlcdtY+6iVILsnLv67eJFHVBh2qwkBqAF14Uq+zTHxd5srqgr2O2hyDZVjB9R+dvmekMNmxsNfWQ6ryYDXPujFltePjnpNUslNJ8dtW0oF5xBb7iyJIOwITRpQd3mHcLQ3CIMEnNesBNSJGPDJW+L76e6fzrTsHwCjFeh+Fzi5T5dNbvONAXUBnVFbAYMEeIdiqQv7fJFlGb0s+aZZaH5lGUwGCZF4El2+icuD+gLFH5mlqioXmebBYGziTt9Khro/yZJvokJy2EwIovBjs2wJUfJtZUCtqQaXuod6vJJvvteOZ1GDE3deswQA8JMXP8BfjiqfXRW1gL0OJ8vOwg9i/x09FWeLRlQVtRqudpay2gGb2FZSLw3g+ODETcnUcVlLF1TCpVTQ4cQ+cXOxrBqYuyR/ayuvBhZfK77f+++6bXKbTwyoC8hmNuI0ZdP/Rz353a/lj8QRjomZc6VcIkGUK5PRgNNqxHnV2Tdx2WafBiOzVGqn78HJOn0rXb4H4IAkARUWXuQRFYLDZkJQVvZQRwNAASrHAKAsKd6Xyp2lm22ZCdTRWaMy1OzynZUbVi7El1csQFIGvvOrA6IRrms+cEc77j1tC55OXIrnP/cUcEe7OE7F51wAAGiQBjAQjKY62I9FHZc1drn3hWKOdD599mvi66HfAEMeXTa5zScG1AWmdvo+kufRWT3KDGqH1YQyizGvfzeR3jUpo7M+niSgVqs4tMlQKwF1MApU1IiDY+6hTjcls1tMMJTwHVoiPXPYzOmSb8iF2UedTKICovSywsWAWkvzXOPsoWaGOmt3XrMEZ9c70BeI4J9+tR/xRBIwWeGPJAAAjjIzYGKVpGZGjc4au+w7mZTxlrJ/ek1mQzK30pAsX/unMy38HFDXBsSHgHefASCa3O763iX41ddX44G/X4ZffX01dn3vkpIPpgEG1AXXUicaDeU9oFb3Tzv5RkazT2OqMdlkGerid/hWpfZQh2ITZ6hTAbWD5d5EBeSwmTAEK2S1yLAA+6iTET8MymRVJwNqTamZMO9QDKFoOnOnZvE4onByZRYjHvrKclRYjHjbPYD7X/4QiaSMT5WO0t3ecEnPDi55SkDdWiYaIY43Outwtw/9wSjKLUZ85jRlK0psCDj+tvi+6eL8r22M5mSAvprc5hMD6gJrTc2izu8Ht5p5K+ZsXSK9aMo6oFbOEw36DKT2UIeiWe2hHoCDHb6JCkjcsJIQMyrzVwuQoQ54xezeiGyCy+nI+99P2XPYzKksdGaW2h8WXb5Z8p2d5lo77vq7pQCAh/58FJ/90Uv4ULmmvf/lj7Dm7lexs71LyyXOXkqn79PNHgDjZ6jVcu/PNVXDYlJCv2N/BRJR8XfUNBdmfefeCJjLgd7D4vfNYAyoC0wt+f4ozxnqXo7MolmsKTWLWsd7qCuy2EOdiANhj3gdM9REBaXesIoYCjeL2u8R53gA5bCaeT5rLd2YLB1Qqxlqlnxnb9258/D5M0XjscFQbNhz3d4wbt+2j0G1FpQMdYMyi/rTcRqTqeOy1rRmNI/LHJclFShLbHMBS/5OfP/O44X5HTrBgLrAmpWAui8QgSeUv07fPezwTbOYGlAfGwiJPV3j0LbLd0bJt7qHemRAPTSY+taLCgbURAXkUAKoIYOaoc5/yXfQJy5sg4aKvP/dlLv6MfZR+7mHOmeJpIwPun1jPqcWfG/a0cHy72JTAurqpLi2GKvkOxxLYI9bvC8Nb0im7p/O47issXxWKft+7/dAcIw+MjMEA+oCs1tNmF8p7obncx91jzIuiAE1zUb1ThusJgPiSRknPOOPiujza7eHurpCHZuVkaEeWfKtdPiOmJxIwAg7S76JCka9YTUENUOd/4A6HBDndNhgz/vfTblTM9RdyudENJ5EJC5uwvIGZvb2uAfQrTTDHYsMcdNCDdyoSJSSb3ukB8DYJd/vfDKISDyJuU5rahsqwl7g5H7xfSEakmWatxxoOBdIRICDTxf2d2mIAXURNBeg7DuVoWZTMpqFDAYJjZN0+pZlGf1BJUOtwY2nysyxWRXjlHwrDclCpkoAvMAjKiS15DuIjNFZeZRIyjh2slv8DqmC2TodaFBHZylJiGDGWCFmqLOnNsLN1+soT5QMtTnqRRnCOD4YgjxiHKA6f/qCljmQ1NLuzrcAOQnUtBR+5JkkpUdo7X28YOMKtcaAughaCzA6qyfVlIx7qGl2mqwxmXcohlhCvHHXVBR/D3W1ElD7w3HEbEq336FBIJlIv0gJqINGJwAG1ESFpDahCsjK52Ye91DvbO/CmrtfxfH3/wYACEWibNakAyP3UKvl3mVmI0xGXgJnq86R3bVmtq+jPLE5AYtofjjPMIhwLInewPBKgl1HegGMV+5d4Oy0asmXxToHjqb3bs8wfDcpgtYCZKh7maGmWa5xksZk6v5ph80Em7n4s9qdZeZUnw+PrHb7lVNdvQGkvvcZREDNMS5EhaPesPLJyudmnjLUO9u7cPu2fejyhrFKeh8AMEfyslmTDjQoW+5OKiXf/gg7fE/FqqZqNLhsGK91lQRx82JVE0fFFZ2SpV5cId7PMsu+B4JRvHdS7H2/oDkzoFYbkhV4/7TKageW3iC+3/vvxfmdRcaAugjUTt9HTuXnbng4loB3SHwocA81zVZNc0RjofEC6l5l/7RWo+WMBgmuMmUfdUQGbJXiicx91EqG2gMRcDNDTVQ46g0rX0INqKc/NiuRlPGL517DYuljLJbcWGQ4BgA4TepFm+TGEulj/OK511j+rZFUhlop+Q4oGWoHy71zYjRI2LiuDQBGBdXq443r2mbMTOGSogTUZ1eIwPn4QLqvzFtH+iDLwFlzHempQIEeoKdDfN94YfHWqTYne/95wH+qeL+3SPiOUgRqQH3SG0YgEp/2vh01O20xGVIX7ESzTdMccV519k+codaiIZmqutwCTygmGpNV1IoRWcHRAfWgzICaqNDU88uTsIooIA8l33vcA/hd9JuA8jajbg+0IYo/WP9NPIgCu91X4Lzmmmn/PsqN2uXbE4phKJpIj8zie23O1i5pwJabl2PTjo5hXdPrXTZsXNeGtUsaNFzdLKY0JmuyeAEMz1Cr86fXtI6Rna4/Jz2BpBjqzwEWrAI+3QMc2AZc+C/F+91FkHOGur29HStXrkRVVRU2bNgwavP7RDweDxoaGtDZ2Znrry1pleUW1CqZ5KN5KPtO75+2phsMEM0yjUqG+sTgECLxxKjn1RtPcxzF3z+tqixXMtSZjckyM9TK2Kx+WdwcsFt5g4yoUNSmZJ54/kq+e/xhfDf6LcRksa1E/UhWv8ZkI74b/RabNWnEaTOnkhhd3qFUQM2bl1OzdkkDdn3vEvzq66vxwN8vw6++vhq7vncJg2ktKRnqBQZxPaGOzpJlOWP+tAbjssaiZqnf/gXwxFXAiX3FX0OB5BRQRyIRrFu3DitWrMDevXvR0dGBJ554Iuuf37BhA7q7u3Nd44zQUpu/fdRqoFDLcm+axWrtVlRYjEjKY4+KUDPUWpV8A0B1RcYs6vIxZlErGeqeuNgPzos8osJRA6sg1KZk0/88rnPYsD25BtdGfzjm89dGf4jtyTVs1qSh+ozGZD7OoJ42o0HCec01uGbZfJzXXMMyb60pAXWtLK4njg+K66HO/hBOeIZgMRrwucy97cXeP51p8XWAzQUETgGdbwLv/rr4ayiQnALqF154AV6vF/fddx+am5uxefNm/PKXv8zqZ9944w0899xzqKmZnSVPrXPVgHr6JWa9fs6gJpIkCU21amOy8QNqLUu+1dFZA8HMDHV/+gXK96cYUBMVnMVkgNVkQCCPY7PGa9aUlMURNmvSnrqP+qQ3nNpDzWogmjGUkm9nTJ1FLfZQ7/pIdPdefnolyi3KtcXgJ8BgJ2AwAaefV9x1eo4Bve8DrVekj7X/Bjh5QMzE9hwr7nryLKeA+uDBg1i9ejXKy0Wp5dKlS9HR0THpz0UiEXzjG9/Agw8+CLvdPulrfT7fsD8zgdrpO58l3+zwTbOdOova3Tf6vOoLiKZkWsygVqkZak8oCpSPMYta6fJ9Miou8Nnlm6iwHDYzgnL+MtRqs6ZqiGsVWQbujf1XHJKb0CO70C872axJY+nRWUMIKF2+efOSZgwlQ20bEo2+urxDiMaTqfnTF7bWpl+rZqfnrwCsDhTVT88Btl4MHHo2fSzYC2z9vDj+03OKu548yymg9vl8aGpqSj2WJAlGoxGDg4MT/tzmzZtx5pln4sYbb5z0d/z4xz+Gy+VK/Vm4cGEuS9St5jyOzurxKQE1S8holjtjjt4z1CJAHgjGxt5DrWSou+Pi/YEXeUSF5bSZEFBLvqP5mbyxdkkD/veC/QCA55Ln4aHEdbgmeie+bN2KjTdfzv2lGqt3iRuWXcMy1HyvpRnCJTLUhqF+OM1xJGWxj3r3UXF9cUGLTvZPX/+oyIyPxWASz5ewnN5RTCYTrNbhF6c2mw2hUAhVVVVj/szhw4fxyCOPYP/+/Vn9ju9///v453/+59Rjn883I4Lq1jpxJ+jYQAjhWGJac3F7WPJNBCBzFvUYGWq1KZldu6Zk1eUTZKgTcdH1G4An1ZSMF3lEheSwmRBSM9R5GJsFABj4GM29LwMA3qr/RzxwwTLUOUSZNzPT2lMz1F3ecOomJ29e0oxhqwTM5UAshGWuIbzR58AfD3XBH4nDVWbGOfNd4nWynLF/+qLir3PpDcCcM0VGeqT1rwDzlhV9SfmUU4a6uroavb29w475/X5YLGNfsMqyjNtuuw0/+tGPMG/evKx+h9VqhdPpHPZnJphjt6Cy3AxZBj7und6HeG+ATcmIgHRA3TkiQy3LcrrkWwd7qEWXb6V/hLqHeihd2eOBHWVmI0zGnAcvEFEO7DYTguoe6jyUfAMA/vJzGJDEa4lzccEFF7NZk85kBtT+MMdm0QwjSamy7za7eE/79d+OAwDOz3wf6v1ANAMz2YCFqzRZapphxNfSl9N/ycqVK7F79+7UY7fbjUgkgurqsZttHDt2DLt27cKGDRtQWVmJyspKHDt2DEuXLsXTTz89vZWXGEmSMjp9T6/MjCXfRIJa8t3tCyMUjaeO+8JxRBNJANreeBre5XtEhnpI7J+OW11IwMiMCVEROKzmjJLvPATUgR4k928DADyavBoXn1U3/b+T8qpBKfnu9g6x5JtmJiWgbrGKWdQnPKIx2fktGY2g1XLv01YDJo2uiypqAXsdMO9c4Kr7xVd7nThe4nJ6R7nooovg8/nw+OOP49Zbb8XmzZtx2WWXwWg0wuPxwOFwwGhMlzLPnz8fbrd72N+xZs0a/Md//AeWLVuWl/+AUtI61469nwziyDT2USeScmpvKJuS0WxXWS4qPzyhGDr7QmibJypa1HPEbjVNa3vFdFWNOYe6H0gmU5nqmKUSAEsQiYrBYTMhKGd0+U4mAcM0siRvPwJDIoL9yRZIjWvgKmNjQb1Rx2YNhmKpCj++39KMonT6Pv7JEQBnpw4/+PIR1Nqtoo+DluOyVK75wB3tgNEiMusrbgUSUe0C/DzK6VPEZDLhsccew7e//W3MmTMH27dvx9133w0AqKqqwqFDh0a9vrGxcdgfk8mEBQsWTNrteyZqUfZRTyeg7g9GkJTFv8OaCu32hhLphdrpu7M/vZVCD/unAaBKOUe9QzEkbEolj5wQe6eVgDpiFv0nHOzwTVRwDltGhhoAYtPYghX2AXseAwA8El+HyxfXT3N1VAhOmwkVFnFjtbNP/P/NsVk0kxyNiGRCVbxv2PG+QAS3b9uHnYc+FXOfAW0DakAEz5JShi5JMyKYBqZQvH711Vfj6NGjePLJJ3H48GG0tbUBEHsWs8k6d3Z2orGxMddfOyO05KHTt1ruXVNh5X5LImR2+s4IqHWwfxoAKpVslSwD3pgBsCo9IUL9qZFZQ2bRMIQZE6LCc9hMCMOCpHr5M5191O88AUS8OJpswIvJFbisbW5e1kj5JUlSKksdT8oA+H5LM0ciKeM3R8S/6wZpYNhzsvL118/9AQh7Aaur5Jt/6dWUIrL6+npceeWVqKmpmfzFlKLOou7sCyKm7O/MFRuSEQ3XOGZArf3ILAAwGQ2pC7eBYBQoV94zg32pDHXQIIJszqAmKjxxPkqIGNSy7ylmqOMR4K8PAwAeSaxD27xKzK8sy88iKe/UfdQq7qGmmWKPewAfhEQFbP2IgBoQQfVZoX3iQeMawKDdNriZjCnOImpw2VBhMSKelPFJ/9Q+xHtTDckYUBMBQFOq0/cYAbVD+20RamMyz7B91OmA2m8UGWpe4BEVnnqDa0hSA+opNgl999eAvwuDxhpsT1yAy5md1jW107eKGWqaKXr8YXTL4mb9PKl/zNecb3hPfKPFuKxZggF1EUmSlC77PjW1MjPOoCYarknHGWogPTpLZKgzOn0rY7M8EBlqXuARFZ7aqyA0ndFZySTw1oMAgK2x/4IozLiijfun9WxkQF3BG5g0Q9Q5bOiSRY+WWskLM+LDnrcghpWGD8SDMzTePz2DMaAuMrUx2VT3Uff42eGbKJNa8t0fjMIXjgEAev362EMNANVKp29PKJYxizqdoR6UxU02NiUjKjz1xlVwOqOzPvgD0P8RYmYn/m/0C5hfWYZFDY48rpLyrT6j5NtmNsDMHjQ0Q6xqqobVWYuILN7b5kqDw55fLh1BmRSFXFEH1J491l9BecB3lCJrnSsunqfa6ZszqImGs1tNqZ4Catm3njLUVWqGOpSZoe5PBdR9STWgZsaEqNDUG1d+WfkMzTVDLcvArvsBAK+7rkEQZbi8bS4ktWst6VJDZfqaiTcvaSYxGiRsvHoxupUsdT3SZd8SgPOMotxbaroo3V2b8o4BdZG11E6v0zebkhGN1lQzvOy7L3WeaL+HWh2dNThqD7VoHtKbYEBNVCxqrwJfUvkMzXUPdecu4MQ7kE02/HjgYgDAFdw/rXuZJd8OlnvTDLN2SQMcdacBGN7pu95lw3+b2ykecP90QfFdpcjUDPXR3gASSRlGQ253i7iHmmi0xjnl2NM5AHdfELIs6yxDLbIhg8Eo0JCxh1rJUJ+KlwNg1oSoGJzKjStvwgYYkXuGWslO9zR/GUcPlsFpM2FlU3WeV0n5VmcfXtU3lesvIj2rbmgC+vbiX1Y7cNlpy1DnsGHVfAuM97wrXsD90wXFDHWRLagqh9VkQDSexKeDoZx+VpZllnwTjaFpTnokXTCaQDgmxtLpIqBOZahj6Qx1oAcIewAA3TE1oOb9TaJCU29cBWU1Q53DxI2ud4GjrwCSAf9puRYAcMnZddyPq3M727vwpZ+9mXr8cV8Qa+5+FTvbuzRcFVGeOecBABrNHlyzbD7Oa66B8fhfgWQcqDwNqGrUdn0zHD8FisxokHBG7dQ6ffvCcUTiIlBgUzKitKY5Iih19wXRpzTuKzMbddHJVd1D7QllzKEeOJp6/mRENMthQE1UeDazASaDhIDa5TuXpmRvPQAAkBdfh2c/FufrFYvZ3VvPdrZ34fZt+9DtDQ873u0N4/Zt+xhU08zhXCC++k6kj7lfF1+bmJ0uNAbUGmitm9o+6l6l3NthM8Fm5mB2IpWaoXb3BXU1gxrIaEoWzNhDHVcu7mwueCIyAJZ8ExWDJElw2EwIppqSZbmHesANvPdbAMCxRbehsz8Ei9GAi86sLdBKaboSSRmbdnRAHuM59dimHR1IJMd6BVGJUTLU8J1MH/uYAXWxMKDWgBpQ59rpWx2ZxYZkRMOdXiMy1L5wHB8qlR96KPcGgKqKjLFZapdvhVxeg0BEzIxkhpqoOOw2E4K5Zqh3/xyQk0DzpXi+R5zH57fUpJqckf7scQ+ga0RmOpMMoMsbxh73wLivISoZIwPq0ADQfUh8z4ZkBceAWgMtqYA6t+6iveoMagbURMPYzEbMU7q47u0UF0d6Cairy9NdvpOmMsBcnnouYUs3M2JATVQcDqsZAeQwNivQC+zfJr5fcwde7DgFALic3b11TW3imq/XEemac774GugGEnGg800AMlC7CHDwvarQGFBrIHMWtSxnX2rEhmRE42uqFaOz9ugsoK5UAuqkDPjD8WFZ6pilEgBgMRlgNXEbB1ExiJLvHDLUbz8itmnMX4FT1Stx8LgHAHDZIl6k6lm210q8pqIZoaIWMJhEJU3gVEa5N7PTxcCAWgOn11TAZJAQjCYmLEcaiSOziMbXqMyi/nRwCABQa9fHHmqLyYAKiwiWB0JRoKIm9VxECag5F5WoeBw2M4JQu3xPElBH/MDfHhXfX3AHXn6/BwCwbGEl5joZiOnZqqZqNLhsGG84lgQxn3oVx57RTGAwAI6Msm/3G+J7jssqCgbUGjAbDWicIy7+c2lMpu6hZodvotGalHNKNUdHN57So7OiwzLUYXMlAJZ7ExWTMzNDPVnJ9ztPAGEvUNMKnH0VXmK5d8kwGiRsXNcGAKOCavXxxnVtnEdNM4e6j/rEXqD/I0AyAKdfoO2aZgkG1BpJdfo+lf0+6l42JSMa16iAWicl30C60/dgZqdvAEGjEwA7fBMVk2hKpmSXJ8pQx6PA7ofF9xd8B4FYEn850g8AuIIBdUlYu6QBW25ejnrX8GqCepcNW25ejrVLGjRaGVEBqAH1gafF14ZlQFmlVquZVZgW0UhrnR0vADjaO4UMNff7EI3SqOeAOpWhjqVnUQPwG1wAmKEmKiaHzZSeQz1RhvrQM4D/JOBoAJbeiNc7ehFNJNFYU55qLkr6t3ZJAy5vq8ce9wB6/GHUOUSZNzPTNOOoAXX3u+Ir908XDa/iNNKcylDnEFD7uIeaaDwLq8phkETzLwD4dDCEFadX6eKiqapcZKBHZqg9kpqh5lsxUbE4bOb0HOpYEEgmxf7DTMkksOun4vvV3wJMVrzU0Q1AlHtLkvbvK5Q9o0HCec01k7+QqJSpnb5V3D9dNCz51khrnQOA2EOdTafvcCwBX1jMq2WGmmi0V98/Newi95+fOYg1d7+Kne1dGq5KqCofew+1HOwDwJJvomIalqEGxi77/uCPYg+i1QWsuAWxRBKvKg3JLm+rL9JKiYhyoGaoAdHxe+Fq7dYyyzCg1sgZtRUwSIB3KIa+QHTS16v7py0mA5xlzGYRZdrZ3oXbt+1DIjn85lS3N4zbt+3TPKgeFlBnZKhr+98BwAw1UTE5bGZEYEZCvQQaGVDLMrDrfvH9qvWAzYm/uQfgC8dRXWHBitOrirtgIqJsZGaoK2oBS7l2a5llGFBrxGY2YmG1+If+Uc/kjcnU/dO1ditLzYgyJJIyNu3owFh1HuqxTTs6RgXbxVRdYcZ89MIx8B4QGkwdb/LsxmLJjebYR4DnmGbrI5pNxJg6CUOSOos6OPwFn7wluuQarcDnvgkAeFHp7n3p2XW62EZCRJTiOQac3A8MedLHwl7g5AFxnNcXBce0iIZa6+z4pD+EIz0BnN88Z8LX9qozqDkyi2iYPe6BCee5ywC6vGHscQ9otoeustyCt2zfBT6F+KMoT3jxB+u/Ae9C/Pk/Xk3WRzSbqBUhIdhgR1DMms6k7p3+zFcAex1kWea4LCLSr5+eM/pYLARszdhDzeuLgmKGWkMtyj7qI1nMok53+GZATZSpxz9+MD2V1xVCdYUF341+C3EYhx1X81xJyQhc/2jxF0Y0C6k9CwLqLOrMku/uQ8CRl8T81vP/CQDQ0eXDCc8QbGYDLmytLfZyiYgmdv2jYs/0WAwmXl8UAQNqDbXk0Om7x8eRWURjyfac0PLcqSw3Y3tyDW4x3TXm829d/Ayw9IYir4podlIz1P6kcoM6c3TWWw+Ir23XAtVnAEAqO72mpRZlluE3xYiINLf0BmD9K2M/t/4VXl8UAQNqDbWqAXVWGWqRXatlhppomFVN1Whw2TDerkYJQINLzB3VSrUyh9o/FFOOiLfepLLqCisv0omKJRVQq6Oz1Az1YCfQ/hvx/Zo7Uq9XA+orFrPcm4j0zjDiKxUD/9fWkDqLui8QgSc0cafvXpZ8E43JaJCwcV0bAIwKqtXHG9e1adpISO3yfSrhQLKiDph3LnDV/XhfakaP7ILFxQt1omKpsJggSUBQHZ2l7qH+y88BOQk0XwI0nAsAOOEZwnsnfTBIoiEZEZEuVdQC9vT1BeadKx5XcJtKMbApmYbsVhPmV5bhhGcIR3oC+Gzj+Bm01B5qNiUjGmXtkgZsuXk5Nu3oGNagrN5lw8Z1bVi7pEHD1Ymu/jazAd2xGnz61T04rbYSkCTc9Px8DEWG8MeahZquj2g2MRgk2C0mBJIZGepAL7D//4nHF9yReu3LSnZ6xelVqLHz85eIdMo1H7ijHTBaAEkCVtwKJKKAie9bxcCAWmPNdXac8Azho2wDau6hJhrT2iUNuLytHnvcA+jxh1HnEGXeehlxU11uwUlvGIMRCadJEmRZRiCaQALmVJMkIioOh82EUFANqIPAnl8A8TAwbznQdFHqdS92dANgd28iKgGZwbMkMZguIgbUGmuts+OND3sn7PSdSMroD7Dkm2gyRoOk2WisyVQqAfWAsr0jFE2kZmOrezqJqDgcNjOCQaXk298NdGwX36+5Q1yIAvAOxfD2xwMAgMvb6jVYJRERlQJexWksm8Zk/cEIkrL4jFebGxFRaVHPXbVfgj8cByBuApSZ2ZSMqJgcNhMCalOyQ8+Kma01LcDZV6Ve89oHPYgnZbTW2dE0p0KjlRIRkd6xKZnG1NFZR075x32NOjKrpsIKk5H/lxGVospyUdY9EBSdvv1h8dVhM0GS9FGWTjRb2G0mBKEE1LGQ+Hr+dwBD+ubWi8r+aZZ7ExHRRBidaUwNqE96wwhE4mO+hh2+iUrfyAy1T8lQs9ybqPgcNjMCapdvADCXA+f+fephJJ7A6x/0AmBATUREE2NArbHKcktqtvTRccq+1RnU7PBNVLoqldFZA0ERUKs30OxWNiQjKirPMZyVPIJq+DIOSkDPYeDkfsBzDLuP9iMQiaPOYcW5Cyq1WikREZUApkZ0oKXWjl5/BB/1BHDuwspRz6sl38xQE5WuaqXk2xMaXfJNREX003PwbQDIvJcVCwFbP596+NK5uwAAly6aC4NOJgUQEZE+MUOtA61zlX3U42Soe5UO37UMqIlKVpVS8j04oimZkwE1UXFd/yiS0shGgKLjPgwmJK/bipcPi/3TV7Dcm4iIJsGAWgfUTt9HesZuTJbOUHMGNVGpqhpR8p3OULPkm6iolt6AP3zuqbGfW/8KDlV/Ead8EVRYjLodw0dERPrBgFoHmicZnZXaQ80MNVHJUgPqdMk3m5IRaaXCIjLUSajl3OnLoZeU7t6fP6sWNo60IyKiSTCg1oHWOgcA4PhACOFYYtTzPWqXbzYlIypZqbFZoShkWWZATaQhk3MuemQXjppagKvuB+adC9jrgIraVEDN7t5ERJQNXsnpwBy7BZXlZnhCMXzcG0TbPGfqOVmW0wE1S76JSpY6NisaT2IolkgF1OzyTVR8luoFWBN5EAscLrz62S8AK24FElF84o3jg1N+GA0SvnBWndbLJCKiEsAMtQ5IkoSWWrXse/g+al84jmg8CYBNyYhKWbnFCItRvOUOBKPs8k2kIYfNhCjMCESUqjBJAkzWVHZ6VWN1atQdERHRRBhQ64Ta6XvkLOpeZf+0w2biXi6iEiZJEqoq0qOzWPJNpB2HUhminoeqF5WA+orFLPcmIqLsMKDWiRZlH/XIxmScQU00c2R2+vZHRIbayS7fREWn3sgaiiUQS4gqsIFgFHs7BwBw/zQREWWPAbVOtIzT6Zv7p4lmDjWgHgxFmaEm0pA947wLKOfiq+/3ICkDixqcWFBVrtXSiIioxDCg1gl1FnVnXzB1txzIGJnFDt9EJU8t+R4MZgbUzFATFZvZaECZso1KPRdffK8bALPTRESUGwbUOtHgsqHCYkQ8KeOT/mDqeK+Soa61M6AmKnXpDHUslRWzM0NNpAm1OsQfiSEcS+DNj/oAAFcwoCYiohwwoNYJSZLSZd+n0mXfnEFNNHOoAfUpXxhRpRKFJd9E2lBvZvnDcez6qA9DsQTmuWxYnDG6koiIaDIMqHVEbUx2JGMfdbopGfdQE5W6KmUW9bGBEAAxqcduYUBNpAV1u4U/HE+Ny7q8bS4kSdJyWUREVGIYUOuIOjorszFZag81u3wTlbyqcnEB/0m/CKjtFhMMBl68E2nBqWSovUMxvPK+GlDXa7kkIiIqQQyodaSldqyAmiXfRDOFmqHu8g4BYLk3kZbU8++ND3vRF4jCYTPhc2dUa7wqIiIqNbya0xE1Q/1xbwCJpIxYIpnqPlprZ8k3UalT91AnZfGYHb6JtOOwivPvT0p37y+cVQezkXkGIiLKDQNqHVlQVQ6ryYBIPIlPB0MwKPu4LCYDnGX8v4qo1Kkl3yp2+CbSTrlVjM2KxEWDwEvPrtNyOUREVKJ4K1ZHjAYJZ9SmO31n7p9mkxSi0qeWfKtY8k2kjZ3tXXh276fDjm1+4TB2tndptCIiIipVDKh1plUZnXWkN5DR4Zv7p4lmAofVBFNGEzKWfBMV3872Lty+bR8Ckfiw4z2+CG7fto9BNRER5YQBtc601mVmqDkyi2gmkSQJleXpLDUz1ETFlUjK2LSjA/IYz6nHNu3oQCI51iuIiIhGY0CtMy1qhrrHj14loK5lhppoxsjcR82Amqi49rgH0OUNj/u8DKDLG8Ye90DxFkVERCWNAbXOqJ2+j/QEcMrHGdREM03mPmonS76JikrtTZKv1xERETGg1pnTaypgMkgIRhN491MvAM6gJppJMjPUdisz1ETFlO0WKm61IiKibDGg1hmz0YDGORUAgA9O+QHwg51oJqmu4B5qIq2saqpGg8uG8eZmSAAaXDasaqou5rKIiKiEMaDWIbUxmYp7qIlmjuFNyVjyTVRMRoOEjevaAGBUUK0+3riuDUYDR1USEVF2GFDr0MiAmnuoiWaOyrJ0EH1sIMhuwkRFtnZJA7bcvBz1ruHVX/UuG7bcvBxrlzRotDIiIipFrDfUoSal5BsQd8wzM1pEVLp2tnfh4deOph7f+fxhPPamGxvXtfEinqiI1i5pwOVt9djjHkCPP4w6hyjzZmaaiIhyJcmyrOv0iM/ng8vlgtfrhdPp1Ho5BbezvQv/6/ft6AtEU8caXDZecBOVuJ3tXbh9275R82/Vy3dmxoiIiIj0I9s4lCXfOqJecGcG0wDQ7Q3j9m37sLO9S6OVEdF0JJIyNu3oGBVMA0gd27Sjg+XfRERERCWGAbVO8IKbaOba4x5Al3f8ubYygC5vGHvcA8VbFBERERFNGwNqneAFN9HM1eMf/9yeyuuIiIiISB8YUOsEL7iJZq5sZ8lz5jwRERFRaWFArRO84CaauVY1VaPBZRs191YlQTQfXNVUXcxlEREREdE0MaDWCV5wE81cRoOEjevaAGDUOa4+3riujSN7iIiIiEoMA2qd4AU30cy2dkkDtty8HPWu4VUm9S4bR2YRERERlSjOodaZne1d2LSjY1iDMs6hJpo5EkkZe9wD6PGHUecQVSe8UUZERESkL9nGoQyodYgX3ERERERERNrJNg41FXFNlCWjQcJ5zTVaL4OIiIiIiIgmkPMe6vb2dqxcuRJVVVXYsGEDsklwb9q0CdXV1bBarbjuuuvg9/untFgiIiIiIiIivcgpoI5EIli3bh1WrFiBvXv3oqOjA0888cSEP/PUU0/hqaeews6dO/Hee+/h8OHDuOuuu6azZiIiIiIiIiLN5RRQv/DCC/B6vbjvvvvQ3NyMzZs345e//OWEP3P8+HE8+eSTWLVqFVpaWnDjjTdi//7901o0ERERERERkdZy2kN98OBBrF69GuXl5QCApUuXoqOjY8Kf+dd//ddhjz/44AO0traO+/pIJIJIJJJ67PP5clkiERERERERUVHklKH2+XxoampKPZYkCUajEYODg1n9/Icffojf/e53uO2228Z9zY9//GO4XK7Un4ULF+ayRCIiIiIiIqKiyCmgNplMsFqtw47ZbDaEQqFJfzaZTOJrX/sa1q9fj8WLF4/7uu9///vwer2pP8ePH89liURERERERERFkVPJd3V1Ndrb24cd8/v9sFgsk/7snXfeiYGBAdx7770Tvs5qtY4K2omIiIiIiIj0JqcM9cqVK7F79+7UY7fbjUgkgurq6gl/bseOHbjvvvvwm9/8JrX/moiIiIiIiKiU5RRQX3TRRfD5fHj88ccBAJs3b8Zll10Go9EIj8eDRCIx6mcOHz6Mm266CT/72c+wcOFCBAKBrErEiYiIiIiIiPQs5z3Ujz32GL797W9jzpw52L59O+6++24AQFVVFQ4dOjTqZ7Zu3YpgMIivfvWrcDgccDgcaGtry8/qiYiIiIiIiDQiybIs5/pD3d3deOedd7B69WrU1NQUYl0pPp8PLpcLXq8XTqezoL+LiIiIiIiIKNs4NKemZKr6+npceeWVU14cERERERERUanLqeSbiIiIiIiIiAQG1ERERERERERTwICaiIiIiIiIaAoYUBMRERERERFNAQNqIiIiIiIioilgQE1EREREREQ0BQyoiYiIiIiIiKaAATURERERERHRFJi0XsBkZFkGAPh8Po1XQkRERERERLOBGn+q8eh4dB9Q+/1+AMDChQs1XgkRERERERHNJn6/Hy6Xa9znJXmykFtjyWQSJ0+ehMPhgCRJWi9nXD6fDwsXLsTx48fhdDq1Xg5RSeB5Q5Q7njdEueN5QzQ1s/nckWUZfr8f8+bNg8Ew/k5p3WeoDQYDFixYoPUysuZ0OmfdPzai6eJ5Q5Q7njdEueN5QzQ1s/XcmSgzrWJTMiIiIiIiIqIpYEBNRERERERENAUMqPPEarVi48aNsFqtWi+FqGTwvCHKHc8botzxvCGaGp47k9N9UzIiIiIiIiIiPWKGmoiIiIiIiGgKGFATERERERERTQEDaiIiIiIiIqIpYEBNRERERDOOx+PB22+/jcHBQa2XQkQzGAPqPGhvb8fKlStRVVWFDRs2gH3eiMbW19eHpqYmdHZ2po7x/CGa2Pbt23HGGWfAZDJh2bJlOHz4MACeO0QTefbZZ9HY2Ij169djwYIFePbZZwHwvCHK1tq1a/HEE08AAF5//XUsWrQIc+bMwX333aftwnSIAfU0RSIRrFu3DitWrMDevXvR0dGR+sdHRGl9fX246qqrhgXTPH+IJnb06FHceuutuOuuu3DixAmceeaZWL9+Pc8dogl4vV5861vfwhtvvIFDhw7hoYcewoYNG3jeEGXpqaeewp/+9CcAQG9vL66++mrcdNNN2L17N5566in8+c9/1niFOiPTtPzud7+Tq6qq5GAwKMuyLB84cEC+4IILNF4Vkf5ceuml8gMPPCADkN1utyzLPH+IJrNjxw75F7/4Rerxq6++KpeVlfHcIZrAsWPH5G3btqUeHzx4ULbb7TxviLLQ398vz507Vz7rrLPkxx9/XL7//vvls88+W04mk7Isy/Lvf/97+Stf+YrGq9QXzqGepk2bNuHtt9/GH//4RwCALMuoqanBwMCAxisj0he3242mpiZIkgS3243GxkaeP0Q5euSRR7BlyxZcf/31PHeIshCLxXDbbbchkUigubmZ5w3RJG699VbYbDYMDQ3h4osvxuuvv46ysjI8/PDDAICuri5ccsklqe1HxJLvafP5fGhqako9liQJRqORDTCIRsg8T1Q8f4iyF41G8ZOf/ATf/OY3ee4QZeHgwYOor6/Hzp078eCDD/K8IZrEn//8Z7zyyiu45557UsdGnjdOpxMnT57UYnm6xYB6mkwmE6xW67BjNpsNoVBIoxURlQ6eP0TZ27hxIyoqKrB+/XqeO0RZWLp0KV588UW0trbyvCGaRDgcxje+8Q1s2bIFDocjdXzkecNzZjQG1NNUXV2N3t7eYcf8fj8sFotGKyIqHTx/iLLz6quv4qGHHsLTTz8Ns9nMc4coC5IkYcWKFXjyySfx29/+lucN0QTuvPNOrFy5EldeeeWw4yPPG54zo5m0XkCpW7lyJR599NHUY7fbjUgkgurqag1XRVQaeP4QTc7tduOmm27CQw89hLa2NgA8d4gm8vrrr+P555/HvffeCwCwWCyQJAmLFi3ieUM0jqeffhq9vb2orKwEAIRCITzzzDMAgPPPPz/1uv3792P+/PlaLFG3mKGeposuugg+nw+PP/44AGDz5s247LLLYDQaNV4Zkf7x/CGa2NDQEK666ipcc801uO666xAIBBAIBHDhhRfy3CEax5lnnomtW7di69atOH78OH7wgx/giiuuwJe+9CWeN0TjePPNN9He3o4DBw7gwIEDuPrqq/HDH/4Qx44dw1tvvYWXX34ZsVgM99xzD774xS9qvVxdYZfvPHjuuedw0003oaysDAaDAa+99loqi0BEw2V2+QZ4/hBNZPv27bj22mtHHXe73Xj33Xd57hCN46WXXsIdd9yB48eP44tf/CIefvhh1NbW8jOHKEu33HILLr74Ytxyyy145JFH8J3vfAd2ux2VlZXYvXs35s6dq/USdYMBdZ50d3fjnXfewerVq1FTU6P1cohKCs8foqnhuUOUO543RLlzu914//33ceGFF8Jut2u9HF1hQE1EREREREQ0BdxDTURERERERDQFDKiJiIiIiIiIpoABNREREREREdEUMKAmIiIiIiIimgIG1ERERERERERTwICaiIiIiIiIaAoYUBMRERERERFNAQNqIiIiIiIioilgQE1EREREREQ0Bf8fnjk1KwniYCYAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"MSE: 0.0185, RMSE: 0.1362, MAE: 0.0952, MAPE: 18.49 %, R_2: 0.7329\n",
|
||
"MSE: 0.0503, RMSE: 0.2242, MAE: 0.1338, MAPE: 21.21 %, R_2: 0.6868\n",
|
||
"MSE: 0.0768, RMSE: 0.2771, MAE: 0.1638, MAPE: 26.24 %, R_2: 0.4523\n",
|
||
"MSE: 0.0222, RMSE: 0.1489, MAE: 0.0975, MAPE: 21.11 %, R_2: 0.5256\n",
|
||
"MSE: 0.0395, RMSE: 0.1987, MAE: 0.1253, MAPE: 42.88 %, R_2: 0.5666\n",
|
||
"MSE: 0.0525, RMSE: 0.229, MAE: 0.1566, MAPE: 23.66 %, R_2: 0.2799\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"eva_total = list()\n",
|
||
"index_list = list()\n",
|
||
"eva_cols = ['MSE', 'RMSE', 'MAE', 'MAPE', 'R2']\n",
|
||
"for col in out_cols:\n",
|
||
" eva_list = list()\n",
|
||
" train_data = train_data[~train_data[col].isna()].reset_index(drop=True)\n",
|
||
" cur_test = list()\n",
|
||
" cur_real = list()\n",
|
||
" for (train_index, test_index) in kf.split(train_data):\n",
|
||
" train = train_data.loc[train_index]\n",
|
||
" valid = train_data.loc[test_index]\n",
|
||
" X_train, Y_train = train[feature_cols], train[col]\n",
|
||
" X_valid, Y_valid = valid[feature_cols], valid[col]\n",
|
||
" dtrain = xgb.DMatrix(X_train, Y_train)\n",
|
||
" dvalid = xgb.DMatrix(X_valid, Y_valid)\n",
|
||
" watchlist = [(dvalid, 'eval')]\n",
|
||
" gb_model = xgb.train(params_xgb, dtrain, num_boost_round, evals=watchlist,\n",
|
||
" early_stopping_rounds=100, verbose_eval=False)\n",
|
||
" y_pred = gb_model.predict(xgb.DMatrix(X_valid))\n",
|
||
" y_true = Y_valid.values\n",
|
||
" MSE = mean_squared_error(y_true, y_pred)\n",
|
||
" RMSE = np.sqrt(mean_squared_error(y_true, y_pred))\n",
|
||
" MAE = mean_absolute_error(y_true, y_pred)\n",
|
||
" MAPE = mean_absolute_percentage_error(y_true, y_pred)\n",
|
||
" R_2 = r2_score(y_true, y_pred)\n",
|
||
" cur_test.extend(y_pred[:7])\n",
|
||
" cur_real.extend(y_true[:7])\n",
|
||
" print('MSE:', round(MSE, 4), end=', ')\n",
|
||
" print('RMSE:', round(RMSE, 4), end=', ')\n",
|
||
" print('MAE:', round(MAE, 4), end=', ')\n",
|
||
" print('MAPE:', round(MAPE*100, 2), '%', end=', ')\n",
|
||
" print('R_2:', round(R_2, 4)) #R方为负就说明拟合效果比平均值差\n",
|
||
" eva_list.append([MSE, RMSE, MAE, MAPE, R_2])\n",
|
||
" plt.figure(figsize=(12, 8))\n",
|
||
" plt.plot(range(len(cur_test)), cur_real, 'o-', label='real')\n",
|
||
" plt.plot(range(len(cur_test)), cur_test, '*-', label='pred')\n",
|
||
" plt.legend(loc='best')\n",
|
||
" plt.title(f'{col}')\n",
|
||
" plt.show()\n",
|
||
" eva_total.append(np.mean(eva_list, axis=0))\n",
|
||
" index_list.append(f\"{col}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "844d8b9f-a820-4d59-85f5-df434ca3da8d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>MSE</th>\n",
|
||
" <th>RMSE</th>\n",
|
||
" <th>MAE</th>\n",
|
||
" <th>MAPE</th>\n",
|
||
" <th>R2</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>比表面积</th>\n",
|
||
" <td>181416.440212</td>\n",
|
||
" <td>420.632794</td>\n",
|
||
" <td>298.669574</td>\n",
|
||
" <td>0.289103</td>\n",
|
||
" <td>0.742225</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>总孔体积</th>\n",
|
||
" <td>0.049592</td>\n",
|
||
" <td>0.220315</td>\n",
|
||
" <td>0.157799</td>\n",
|
||
" <td>0.214682</td>\n",
|
||
" <td>0.809092</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>微孔体积</th>\n",
|
||
" <td>0.043286</td>\n",
|
||
" <td>0.202355</td>\n",
|
||
" <td>0.128714</td>\n",
|
||
" <td>0.255982</td>\n",
|
||
" <td>0.540697</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" MSE RMSE MAE MAPE R2\n",
|
||
"比表面积 181416.440212 420.632794 298.669574 0.289103 0.742225\n",
|
||
"总孔体积 0.049592 0.220315 0.157799 0.214682 0.809092\n",
|
||
"微孔体积 0.043286 0.202355 0.128714 0.255982 0.540697"
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pd.DataFrame.from_records(eva_total, index=index_list, columns=eva_cols)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "0beadfa6-eef9-47fd-adb7-8ed245fa942d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "py38",
|
||
"language": "python",
|
||
"name": "py38"
|
||
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|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
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|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.8.19"
|
||
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|
||
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|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
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|