1807 lines
749 KiB
Plaintext
1807 lines
749 KiB
Plaintext
{
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"cells": [
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"cell_type": "markdown",
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"id": "f7eeacf2",
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"source": [
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"# 1"
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"cell_type": "code",
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||
"id": "de25e02b",
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||
"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"count = pd.read_csv('analysis\\\\count.csv')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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{
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"<div>\n",
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"<style scoped>\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>s_id</th>\n",
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" <th>id_firm</th>\n",
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" <th>id_product</th>\n",
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" <th>ts</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>2</td>\n",
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" <td>126</td>\n",
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" <td>1</td>\n",
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" <th>2</th>\n",
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" <td>4</td>\n",
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" <td>1.4.4</td>\n",
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" <td>0</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>4</td>\n",
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" <td>126</td>\n",
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" <td>1.4</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>5</td>\n",
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" <td>126</td>\n",
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" <td>1.4</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" s_id id_firm id_product ts\n",
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"0 2 126 1.4 1\n",
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"1 2 0 1.4.4 0\n",
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"2 4 0 1.4.4 0\n",
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"3 4 126 1.4 1\n",
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"4 5 126 1.4 1"
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]
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||
},
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"execution_count": null,
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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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"count.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": 4,
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||
"id": "46790d23",
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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": [
|
||
"(1955, 4)"
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||
]
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},
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"execution_count": null,
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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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"count[count['id_firm'] == 126].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": null,
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||
"id": "e5323b5e",
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"metadata": {},
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"outputs": [
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{
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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>id_firm</th>\n",
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" <th>count</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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" <tr>\n",
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" <th>2</th>\n",
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||
" <td>2</td>\n",
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||
" <td>33</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>3</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>124</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>4</th>\n",
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||
" <td>4</td>\n",
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||
" <td>34</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>...</th>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>166</th>\n",
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||
" <td>166</td>\n",
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||
" <td>31</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>167</th>\n",
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||
" <td>167</td>\n",
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||
" <td>21</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>168</th>\n",
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||
" <td>168</td>\n",
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||
" <td>175</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>169</th>\n",
|
||
" <td>169</td>\n",
|
||
" <td>22</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>170</th>\n",
|
||
" <td>170</td>\n",
|
||
" <td>1525</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>171 rows × 2 columns</p>\n",
|
||
"</div>"
|
||
],
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||
"text/plain": [
|
||
" id_firm count\n",
|
||
"0 0 352\n",
|
||
"1 1 31\n",
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||
"2 2 33\n",
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||
"3 3 124\n",
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||
"4 4 34\n",
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||
".. ... ...\n",
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||
"166 166 31\n",
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||
"167 167 21\n",
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||
"168 168 175\n",
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||
"169 169 22\n",
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||
"170 170 1525\n",
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||
"\n",
|
||
"[171 rows x 2 columns]"
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||
]
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||
},
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||
"execution_count": null,
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||
"metadata": {},
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||
"output_type": "execute_result"
|
||
}
|
||
],
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||
"source": [
|
||
"# count row of each firm rename ts to count\n",
|
||
"count.groupby('id_firm').count()['ts'].rename('count').to_frame()"
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||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
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||
"id": "db42fbbc",
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"metadata": {},
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"outputs": [
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{
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"data": {
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Code</th>\n",
|
||
" <th>Name</th>\n",
|
||
" <th>Stock_Region</th>\n",
|
||
" <th>Stock_Name</th>\n",
|
||
" <th>Stock_Code</th>\n",
|
||
" <th>Chinese_Name</th>\n",
|
||
" <th>Report_Year</th>\n",
|
||
" <th>Assets</th>\n",
|
||
" <th>Revenue</th>\n",
|
||
" <th>Size</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>2.1.4.1.3</th>\n",
|
||
" <th>2.1.4.1.4</th>\n",
|
||
" <th>2.1.4.2</th>\n",
|
||
" <th>2.1.4.2.1</th>\n",
|
||
" <th>2.1.4.2.2</th>\n",
|
||
" <th>2.2</th>\n",
|
||
" <th>2.3</th>\n",
|
||
" <th>2.3.1</th>\n",
|
||
" <th>2.3.2</th>\n",
|
||
" <th>2.3.3</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>360科技</td>\n",
|
||
" <td>SH</td>\n",
|
||
" <td>三六零</td>\n",
|
||
" <td>601360.SH</td>\n",
|
||
" <td>三六零安全科技股份有限公司</td>\n",
|
||
" <td>2021.0</td>\n",
|
||
" <td>4.204000e+10</td>\n",
|
||
" <td>1.089000e+10</td>\n",
|
||
" <td>L</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>51WORLD</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>51WORLD</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>北京五一视界数字孪生科技股份有限公司</td>\n",
|
||
" <td>2021.0</td>\n",
|
||
" <td>5.240000e+08</td>\n",
|
||
" <td>1.380000e+08</td>\n",
|
||
" <td>M</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>706所</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>706所</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>北京航天爱威电子技术有限公司</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>M</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>艾克斯特</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>艾克斯特</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>北京艾克斯特科技有限公司</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>S</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>爱创科技</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>爱创科技</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>北京爱创科技股份有限公司</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>M</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 120 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Code Name Stock_Region Stock_Name Stock_Code Chinese_Name \\\n",
|
||
"0 0 360科技 SH 三六零 601360.SH 三六零安全科技股份有限公司 \n",
|
||
"1 1 51WORLD NaN 51WORLD NaN 北京五一视界数字孪生科技股份有限公司 \n",
|
||
"2 2 706所 NaN 706所 NaN 北京航天爱威电子技术有限公司 \n",
|
||
"3 3 艾克斯特 NaN 艾克斯特 NaN 北京艾克斯特科技有限公司 \n",
|
||
"4 4 爱创科技 NaN 爱创科技 NaN 北京爱创科技股份有限公司 \n",
|
||
"\n",
|
||
" Report_Year Assets Revenue Size ... 2.1.4.1.3 2.1.4.1.4 \\\n",
|
||
"0 2021.0 4.204000e+10 1.089000e+10 L ... NaN NaN \n",
|
||
"1 2021.0 5.240000e+08 1.380000e+08 M ... NaN NaN \n",
|
||
"2 NaN NaN NaN M ... NaN NaN \n",
|
||
"3 NaN NaN NaN S ... NaN NaN \n",
|
||
"4 NaN NaN NaN M ... NaN NaN \n",
|
||
"\n",
|
||
" 2.1.4.2 2.1.4.2.1 2.1.4.2.2 2.2 2.3 2.3.1 2.3.2 2.3.3 \n",
|
||
"0 NaN NaN NaN NaN NaN NaN NaN NaN \n",
|
||
"1 NaN NaN NaN NaN NaN NaN NaN NaN \n",
|
||
"2 NaN NaN NaN NaN NaN NaN NaN NaN \n",
|
||
"3 NaN NaN NaN NaN NaN NaN NaN NaN \n",
|
||
"4 NaN NaN NaN NaN NaN NaN NaN NaN \n",
|
||
"\n",
|
||
"[5 rows x 120 columns]"
|
||
]
|
||
},
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"firm = pd.read_csv('Firm.csv')\n",
|
||
"firm.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "3d47481c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
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||
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|
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||
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|
||
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>s_id</th>\n",
|
||
" <th>id_firm</th>\n",
|
||
" <th>id_product</th>\n",
|
||
" <th>ts</th>\n",
|
||
" <th>Code</th>\n",
|
||
" <th>Assets</th>\n",
|
||
" <th>Revenue</th>\n",
|
||
" <th>Size</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
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|
||
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|
||
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|
||
" <td>1</td>\n",
|
||
" <td>126</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>6.368070e+11</td>\n",
|
||
" <td>L</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1.4.4</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4.204000e+10</td>\n",
|
||
" <td>1.089000e+10</td>\n",
|
||
" <td>L</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>4</td>\n",
|
||
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|
||
" <td>1.4.4</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4.204000e+10</td>\n",
|
||
" <td>1.089000e+10</td>\n",
|
||
" <td>L</td>\n",
|
||
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|
||
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|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>126</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>126</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>6.368070e+11</td>\n",
|
||
" <td>L</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
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|
||
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|
||
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|
||
" <td>126</td>\n",
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|
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|
||
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|
||
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|
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|
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|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
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" <tr>\n",
|
||
" <th>31916</th>\n",
|
||
" <td>23694</td>\n",
|
||
" <td>86</td>\n",
|
||
" <td>1.1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>86</td>\n",
|
||
" <td>8.490952e+11</td>\n",
|
||
" <td>5.969638e+11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31917</th>\n",
|
||
" <td>23695</td>\n",
|
||
" <td>169</td>\n",
|
||
" <td>1.1.1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>169</td>\n",
|
||
" <td>2.302330e+11</td>\n",
|
||
" <td>3.470400e+10</td>\n",
|
||
" <td>L</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31918</th>\n",
|
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" <td>23695</td>\n",
|
||
" <td>105</td>\n",
|
||
" <td>1.1</td>\n",
|
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" <td>1</td>\n",
|
||
" <td>105</td>\n",
|
||
" <td>1.158633e+12</td>\n",
|
||
" <td>5.436851e+11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31919</th>\n",
|
||
" <td>23699</td>\n",
|
||
" <td>169</td>\n",
|
||
" <td>1.1.1</td>\n",
|
||
" <td>0</td>\n",
|
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" <td>169</td>\n",
|
||
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|
||
" <td>3.470400e+10</td>\n",
|
||
" <td>L</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31920</th>\n",
|
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" <td>23699</td>\n",
|
||
" <td>105</td>\n",
|
||
" <td>1.1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>105</td>\n",
|
||
" <td>1.158633e+12</td>\n",
|
||
" <td>5.436851e+11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>31921 rows × 8 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" s_id id_firm id_product ts Code Assets Revenue Size\n",
|
||
"0 2 126 1.4 1 126 NaN 6.368070e+11 L\n",
|
||
"1 2 0 1.4.4 0 0 4.204000e+10 1.089000e+10 L\n",
|
||
"2 4 0 1.4.4 0 0 4.204000e+10 1.089000e+10 L\n",
|
||
"3 4 126 1.4 1 126 NaN 6.368070e+11 L\n",
|
||
"4 5 126 1.4 1 126 NaN 6.368070e+11 L\n",
|
||
"... ... ... ... .. ... ... ... ...\n",
|
||
"31916 23694 86 1.1 1 86 8.490952e+11 5.969638e+11 NaN\n",
|
||
"31917 23695 169 1.1.1 0 169 2.302330e+11 3.470400e+10 L\n",
|
||
"31918 23695 105 1.1 1 105 1.158633e+12 5.436851e+11 NaN\n",
|
||
"31919 23699 169 1.1.1 0 169 2.302330e+11 3.470400e+10 L\n",
|
||
"31920 23699 105 1.1 1 105 1.158633e+12 5.436851e+11 NaN\n",
|
||
"\n",
|
||
"[31921 rows x 8 columns]"
|
||
]
|
||
},
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"count.merge(firm[['Code', 'Assets', 'Revenue', 'Size']], how='left', left_on='id_firm', right_on='Code')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "0d8a02e0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
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|
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"<style scoped>\n",
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|
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
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|
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|
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|
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|
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|
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],
|
||
"text/plain": [
|
||
" s_id id_firm id_product ts e_id \\\n",
|
||
"0 2 126 1.4 1 1 \n",
|
||
"1 2 0 1.4.4 0 1 \n",
|
||
"2 4 0 1.4.4 0 1 \n",
|
||
"3 4 126 1.4 1 1 \n",
|
||
"4 5 126 1.4 1 1 \n",
|
||
"\n",
|
||
" g_firm \n",
|
||
"0 {\"directed\": true, \"multigraph\": true, \"graph\"... \n",
|
||
"1 {\"directed\": true, \"multigraph\": true, \"graph\"... \n",
|
||
"2 {\"directed\": true, \"multigraph\": true, \"graph\"... \n",
|
||
"3 {\"directed\": true, \"multigraph\": true, \"graph\"... \n",
|
||
"4 {\"directed\": true, \"multigraph\": true, \"graph\"... "
|
||
]
|
||
},
|
||
"execution_count": null,
|
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"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from orm import db_session, Sample, engine\n",
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Read your count data\n",
|
||
"count = pd.read_csv('analysis\\\\count.csv')\n",
|
||
"\n",
|
||
"# Query to get s_id and g_firm (firm network)\n",
|
||
"query = db_session.query(\n",
|
||
" Sample.id.label('s_id'),\n",
|
||
" Sample.e_id,\n",
|
||
" Sample.g_firm\n",
|
||
")\n",
|
||
"\n",
|
||
"# Convert to dataframe using engine.connect()\n",
|
||
"with engine.connect() as conn:\n",
|
||
" sample_df = pd.read_sql(query.statement, conn)\n",
|
||
"\n",
|
||
"# Now merge with your count data\n",
|
||
"count_with_gfirm = count.merge(\n",
|
||
" sample_df[['s_id', 'e_id', 'g_firm']], \n",
|
||
" how='left', \n",
|
||
" on='s_id'\n",
|
||
")\n",
|
||
"\n",
|
||
"count_with_gfirm.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "e9cedc6d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Calculating firm-level centrality metrics...\n",
|
||
"\n",
|
||
"Columns in final dataframe:\n",
|
||
"['s_id', 'id_firm', 'id_product', 'ts', 'e_id', 'g_firm', 'id_firm_str', 'firm_num_supplier_firms', 'firm_num_customer_firms', 'firm_num_products_supplied', 'firm_num_products_received', 'firm_weighted_betweenness', 'firm_weighted_closeness', 'firm_pagerank']\n"
|
||
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|
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|
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|
||
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|
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|
||
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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||
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|
||
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
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|
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|
||
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|
||
" <td>59.0</td>\n",
|
||
" <td>0.027176</td>\n",
|
||
" <td>0.347585</td>\n",
|
||
" <td>0.062251</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" s_id id_firm id_product ts e_id \\\n",
|
||
"0 2 126 1.4 1 1 \n",
|
||
"1 2 0 1.4.4 0 1 \n",
|
||
"2 4 0 1.4.4 0 1 \n",
|
||
"3 4 126 1.4 1 1 \n",
|
||
"4 5 126 1.4 1 1 \n",
|
||
"\n",
|
||
" g_firm id_firm_str \\\n",
|
||
"0 {\"directed\": true, \"multigraph\": true, \"graph\"... 126 \n",
|
||
"1 {\"directed\": true, \"multigraph\": true, \"graph\"... 0 \n",
|
||
"2 {\"directed\": true, \"multigraph\": true, \"graph\"... 0 \n",
|
||
"3 {\"directed\": true, \"multigraph\": true, \"graph\"... 126 \n",
|
||
"4 {\"directed\": true, \"multigraph\": true, \"graph\"... 126 \n",
|
||
"\n",
|
||
" firm_num_supplier_firms firm_num_customer_firms \\\n",
|
||
"0 57.0 7.0 \n",
|
||
"1 10.0 1.0 \n",
|
||
"2 10.0 1.0 \n",
|
||
"3 62.0 6.0 \n",
|
||
"4 59.0 7.0 \n",
|
||
"\n",
|
||
" firm_num_products_supplied firm_num_products_received \\\n",
|
||
"0 7.0 57.0 \n",
|
||
"1 1.0 10.0 \n",
|
||
"2 1.0 10.0 \n",
|
||
"3 6.0 62.0 \n",
|
||
"4 7.0 59.0 \n",
|
||
"\n",
|
||
" firm_weighted_betweenness firm_weighted_closeness firm_pagerank \n",
|
||
"0 0.021052 0.340239 0.061401 \n",
|
||
"1 0.001787 0.058824 0.007274 \n",
|
||
"2 0.001462 0.058824 0.007160 \n",
|
||
"3 0.012027 0.185940 0.053930 \n",
|
||
"4 0.027176 0.347585 0.062251 "
|
||
]
|
||
},
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"import json\n",
|
||
"import networkx as nx\n",
|
||
"\n",
|
||
"# Function to convert string back to networkx graph\n",
|
||
"def string_to_graph(g_string):\n",
|
||
" \"\"\"Convert JSON string back to networkx graph\"\"\"\n",
|
||
" if pd.isna(g_string):\n",
|
||
" return None\n",
|
||
" g_data = json.loads(g_string)\n",
|
||
" return nx.adjacency_graph(g_data)\n",
|
||
"\n",
|
||
"# Option 3: Comprehensive firm metrics for MultiDiGraph\n",
|
||
"def get_comprehensive_firm_metrics(g_string, node_id):\n",
|
||
" \"\"\"Get both direct MultiDiGraph metrics and weighted graph metrics\"\"\"\n",
|
||
" if pd.isna(g_string):\n",
|
||
" return {col: None for col in [\n",
|
||
" 'num_supplier_firms', 'num_customer_firms',\n",
|
||
" 'num_products_supplied', 'num_products_received',\n",
|
||
" 'weighted_betweenness', 'weighted_closeness', 'pagerank'\n",
|
||
" ]}\n",
|
||
" \n",
|
||
" G_multi = string_to_graph(g_string)\n",
|
||
" \n",
|
||
" if node_id not in G_multi.nodes():\n",
|
||
" return {col: None for col in [\n",
|
||
" 'num_supplier_firms', 'num_customer_firms',\n",
|
||
" 'num_products_supplied', 'num_products_received',\n",
|
||
" 'weighted_betweenness', 'weighted_closeness', 'pagerank'\n",
|
||
" ]}\n",
|
||
" \n",
|
||
" # Direct MultiDiGraph metrics\n",
|
||
" num_suppliers = G_multi.in_degree(node_id)\n",
|
||
" num_customers = G_multi.out_degree(node_id)\n",
|
||
" num_products_in = len(list(G_multi.in_edges(node_id)))\n",
|
||
" num_products_out = len(list(G_multi.out_edges(node_id)))\n",
|
||
" \n",
|
||
" # Convert to weighted DiGraph for advanced metrics\n",
|
||
" G_weighted = nx.DiGraph()\n",
|
||
" for u, v in G_multi.edges():\n",
|
||
" if G_weighted.has_edge(u, v):\n",
|
||
" G_weighted[u][v]['weight'] += 1\n",
|
||
" else:\n",
|
||
" G_weighted.add_edge(u, v, weight=1)\n",
|
||
" G_weighted.add_nodes_from(G_multi.nodes())\n",
|
||
" \n",
|
||
" # Calculate centrality on weighted graph\n",
|
||
" betweenness = nx.betweenness_centrality(G_weighted, weight='weight')\n",
|
||
" closeness = nx.closeness_centrality(G_weighted, distance='weight')\n",
|
||
" pagerank = nx.pagerank(G_weighted, weight='weight')\n",
|
||
" \n",
|
||
" return {\n",
|
||
" 'num_supplier_firms': num_suppliers,\n",
|
||
" 'num_customer_firms': num_customers,\n",
|
||
" 'num_products_supplied': num_products_out,\n",
|
||
" 'num_products_received': num_products_in,\n",
|
||
" 'weighted_betweenness': betweenness.get(node_id),\n",
|
||
" 'weighted_closeness': closeness.get(node_id),\n",
|
||
" 'pagerank': pagerank.get(node_id)\n",
|
||
" }\n",
|
||
"\n",
|
||
"# Convert id_firm to string to match graph node IDs\n",
|
||
"count_with_gfirm['id_firm_str'] = count_with_gfirm['id_firm'].astype(str)\n",
|
||
"\n",
|
||
"# Calculate metrics for each row\n",
|
||
"print(\"Calculating firm-level centrality metrics...\")\n",
|
||
"firm_metrics = count_with_gfirm.apply(\n",
|
||
" lambda row: pd.Series(get_comprehensive_firm_metrics(row['g_firm'], row['id_firm_str'])),\n",
|
||
" axis=1\n",
|
||
")\n",
|
||
"firm_metrics.columns = ['firm_' + col for col in firm_metrics.columns]\n",
|
||
"\n",
|
||
"# Add the metrics as new columns\n",
|
||
"count_with_gfirm = pd.concat([count_with_gfirm, firm_metrics], axis=1)\n",
|
||
"\n",
|
||
"print(\"\\nColumns in final dataframe:\")\n",
|
||
"print(count_with_gfirm.columns.tolist())\n",
|
||
"count_with_gfirm.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "9413c5a2",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>s_id</th>\n",
|
||
" <th>id_firm</th>\n",
|
||
" <th>id_product</th>\n",
|
||
" <th>ts</th>\n",
|
||
" <th>e_id</th>\n",
|
||
" <th>g_firm</th>\n",
|
||
" <th>id_firm_str</th>\n",
|
||
" <th>firm_num_supplier_firms</th>\n",
|
||
" <th>firm_num_customer_firms</th>\n",
|
||
" <th>firm_num_products_supplied</th>\n",
|
||
" <th>firm_num_products_received</th>\n",
|
||
" <th>firm_weighted_betweenness</th>\n",
|
||
" <th>firm_weighted_closeness</th>\n",
|
||
" <th>firm_pagerank</th>\n",
|
||
" <th>Assets</th>\n",
|
||
" <th>Revenue</th>\n",
|
||
" <th>Size</th>\n",
|
||
" </tr>\n",
|
||
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|
||
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" <td>0.058824</td>\n",
|
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" <td>0.007274</td>\n",
|
||
" <td>4.204000e+10</td>\n",
|
||
" <td>1.089000e+10</td>\n",
|
||
" <td>L</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1.4.4</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
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" <td>{\"directed\": true, \"multigraph\": true, \"graph\"...</td>\n",
|
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|
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" <td>10.0</td>\n",
|
||
" <td>1.0</td>\n",
|
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" <td>1.0</td>\n",
|
||
" <td>10.0</td>\n",
|
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|
||
" <td>0.058824</td>\n",
|
||
" <td>0.007160</td>\n",
|
||
" <td>4.204000e+10</td>\n",
|
||
" <td>1.089000e+10</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <td>4</td>\n",
|
||
" <td>126</td>\n",
|
||
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|
||
" <td>1</td>\n",
|
||
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|
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|
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|
||
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|
||
" <td>6.0</td>\n",
|
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" <td>6.0</td>\n",
|
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" <td>62.0</td>\n",
|
||
" <td>0.012027</td>\n",
|
||
" <td>0.185940</td>\n",
|
||
" <td>0.053930</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>L</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>126</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
" </tr>\n",
|
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" </tbody>\n",
|
||
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|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" s_id id_firm id_product ts e_id \\\n",
|
||
"0 2 126 1.4 1 1 \n",
|
||
"1 2 0 1.4.4 0 1 \n",
|
||
"2 4 0 1.4.4 0 1 \n",
|
||
"3 4 126 1.4 1 1 \n",
|
||
"4 5 126 1.4 1 1 \n",
|
||
"\n",
|
||
" g_firm id_firm_str \\\n",
|
||
"0 {\"directed\": true, \"multigraph\": true, \"graph\"... 126 \n",
|
||
"1 {\"directed\": true, \"multigraph\": true, \"graph\"... 0 \n",
|
||
"2 {\"directed\": true, \"multigraph\": true, \"graph\"... 0 \n",
|
||
"3 {\"directed\": true, \"multigraph\": true, \"graph\"... 126 \n",
|
||
"4 {\"directed\": true, \"multigraph\": true, \"graph\"... 126 \n",
|
||
"\n",
|
||
" firm_num_supplier_firms firm_num_customer_firms \\\n",
|
||
"0 57.0 7.0 \n",
|
||
"1 10.0 1.0 \n",
|
||
"2 10.0 1.0 \n",
|
||
"3 62.0 6.0 \n",
|
||
"4 59.0 7.0 \n",
|
||
"\n",
|
||
" firm_num_products_supplied firm_num_products_received \\\n",
|
||
"0 7.0 57.0 \n",
|
||
"1 1.0 10.0 \n",
|
||
"2 1.0 10.0 \n",
|
||
"3 6.0 62.0 \n",
|
||
"4 7.0 59.0 \n",
|
||
"\n",
|
||
" firm_weighted_betweenness firm_weighted_closeness firm_pagerank \\\n",
|
||
"0 0.021052 0.340239 0.061401 \n",
|
||
"1 0.001787 0.058824 0.007274 \n",
|
||
"2 0.001462 0.058824 0.007160 \n",
|
||
"3 0.012027 0.185940 0.053930 \n",
|
||
"4 0.027176 0.347585 0.062251 \n",
|
||
"\n",
|
||
" Assets Revenue Size \n",
|
||
"0 NaN 6.368070e+11 L \n",
|
||
"1 4.204000e+10 1.089000e+10 L \n",
|
||
"2 4.204000e+10 1.089000e+10 L \n",
|
||
"3 NaN 6.368070e+11 L \n",
|
||
"4 NaN 6.368070e+11 L "
|
||
]
|
||
},
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"firm = pd.read_csv('Firm.csv')\n",
|
||
"count_with_gfirm = count_with_gfirm.merge(firm[['Code', 'Assets', 'Revenue', 'Size']], how='left', left_on='id_firm', right_on='Code').drop(columns=['Code'])\n",
|
||
"count_with_gfirm.to_csv('count_with_gfirm.csv', index=False)\n",
|
||
"count_with_gfirm.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"id": "563cea8f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Total number of firms: 171\n",
|
||
"\n",
|
||
"Columns: ['id_firm', 'count', 'firm_num_supplier_firms', 'firm_num_customer_firms', 'firm_num_products_supplied', 'firm_num_products_received', 'firm_weighted_betweenness', 'firm_weighted_closeness', 'firm_pagerank', 'Assets', 'Revenue', 'Size']\n",
|
||
"\n",
|
||
"Summary statistics:\n",
|
||
" id_firm count firm_num_supplier_firms \\\n",
|
||
"count 171.000000 171.000000 171.000000 \n",
|
||
"mean 85.000000 186.672515 3.190330 \n",
|
||
"std 49.507575 303.402661 7.900570 \n",
|
||
"min 0.000000 17.000000 0.000000 \n",
|
||
"25% 42.500000 33.000000 0.000000 \n",
|
||
"50% 85.000000 51.000000 0.000000 \n",
|
||
"75% 127.500000 189.000000 0.000000 \n",
|
||
"max 170.000000 1955.000000 47.204703 \n",
|
||
"\n",
|
||
" firm_num_customer_firms firm_num_products_supplied \\\n",
|
||
"count 171.000000 171.000000 \n",
|
||
"mean 3.398434 3.398434 \n",
|
||
"std 5.946080 5.946080 \n",
|
||
"min 0.000000 0.000000 \n",
|
||
"25% 1.159220 1.159220 \n",
|
||
"50% 1.794118 1.794118 \n",
|
||
"75% 2.803584 2.803584 \n",
|
||
"max 51.010654 51.010654 \n",
|
||
"\n",
|
||
" firm_num_products_received firm_weighted_betweenness \\\n",
|
||
"count 171.000000 171.000000 \n",
|
||
"mean 3.190330 0.000365 \n",
|
||
"std 7.900570 0.001466 \n",
|
||
"min 0.000000 0.000000 \n",
|
||
"25% 0.000000 0.000000 \n",
|
||
"50% 0.000000 0.000000 \n",
|
||
"75% 0.000000 0.000000 \n",
|
||
"max 47.204703 0.013216 \n",
|
||
"\n",
|
||
" firm_weighted_closeness firm_pagerank Assets Revenue \n",
|
||
"count 171.000000 171.000000 1.020000e+02 1.110000e+02 \n",
|
||
"mean 0.020191 0.005886 2.773894e+11 1.578147e+11 \n",
|
||
"std 0.054180 0.014406 5.238742e+11 3.774420e+11 \n",
|
||
"min 0.000000 0.001817 1.560000e+08 4.545320e+07 \n",
|
||
"25% 0.000000 0.001925 3.043750e+09 1.318000e+09 \n",
|
||
"50% 0.000000 0.002247 1.808500e+10 6.894667e+09 \n",
|
||
"75% 0.000000 0.002283 3.432049e+11 1.641537e+11 \n",
|
||
"max 0.287842 0.141979 2.893377e+12 3.232375e+12 \n"
|
||
]
|
||
},
|
||
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|
||
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|
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|
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|
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|
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|
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|
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|
||
" 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>id_firm</th>\n",
|
||
" <th>count</th>\n",
|
||
" <th>firm_num_supplier_firms</th>\n",
|
||
" <th>firm_num_customer_firms</th>\n",
|
||
" <th>firm_num_products_supplied</th>\n",
|
||
" <th>firm_num_products_received</th>\n",
|
||
" <th>firm_weighted_betweenness</th>\n",
|
||
" <th>firm_weighted_closeness</th>\n",
|
||
" <th>firm_pagerank</th>\n",
|
||
" <th>Assets</th>\n",
|
||
" <th>Revenue</th>\n",
|
||
" <th>Size</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>352</td>\n",
|
||
" <td>7.863636</td>\n",
|
||
" <td>0.823864</td>\n",
|
||
" <td>0.823864</td>\n",
|
||
" <td>7.863636</td>\n",
|
||
" <td>0.00102</td>\n",
|
||
" <td>0.046257</td>\n",
|
||
" <td>0.008342</td>\n",
|
||
" <td>4.204000e+10</td>\n",
|
||
" <td>1.089000e+10</td>\n",
|
||
" <td>L</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>31</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.935484</td>\n",
|
||
" <td>1.935484</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.001823</td>\n",
|
||
" <td>5.240000e+08</td>\n",
|
||
" <td>1.380000e+08</td>\n",
|
||
" <td>M</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>33</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.909091</td>\n",
|
||
" <td>1.909091</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.001825</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>M</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>124</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>9.169355</td>\n",
|
||
" <td>9.169355</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.001821</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>S</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>34</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2.411765</td>\n",
|
||
" <td>2.411765</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.001824</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>M</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>128</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.001823</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>S</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>148</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>8.527027</td>\n",
|
||
" <td>8.527027</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.001823</td>\n",
|
||
" <td>9.020000e+08</td>\n",
|
||
" <td>1.590000e+08</td>\n",
|
||
" <td>M</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>24</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.625000</td>\n",
|
||
" <td>1.625000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.001824</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>L</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>30</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.001821</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>M</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>65</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>4.861538</td>\n",
|
||
" <td>4.861538</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.001823</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>L</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" id_firm count firm_num_supplier_firms firm_num_customer_firms \\\n",
|
||
"0 0 352 7.863636 0.823864 \n",
|
||
"1 1 31 0.000000 1.935484 \n",
|
||
"2 2 33 0.000000 1.909091 \n",
|
||
"3 3 124 0.000000 9.169355 \n",
|
||
"4 4 34 0.000000 2.411765 \n",
|
||
"5 5 128 0.000000 4.000000 \n",
|
||
"6 6 148 0.000000 8.527027 \n",
|
||
"7 7 24 0.000000 1.625000 \n",
|
||
"8 8 30 0.000000 1.000000 \n",
|
||
"9 9 65 0.000000 4.861538 \n",
|
||
"\n",
|
||
" firm_num_products_supplied firm_num_products_received \\\n",
|
||
"0 0.823864 7.863636 \n",
|
||
"1 1.935484 0.000000 \n",
|
||
"2 1.909091 0.000000 \n",
|
||
"3 9.169355 0.000000 \n",
|
||
"4 2.411765 0.000000 \n",
|
||
"5 4.000000 0.000000 \n",
|
||
"6 8.527027 0.000000 \n",
|
||
"7 1.625000 0.000000 \n",
|
||
"8 1.000000 0.000000 \n",
|
||
"9 4.861538 0.000000 \n",
|
||
"\n",
|
||
" firm_weighted_betweenness firm_weighted_closeness firm_pagerank \\\n",
|
||
"0 0.00102 0.046257 0.008342 \n",
|
||
"1 0.00000 0.000000 0.001823 \n",
|
||
"2 0.00000 0.000000 0.001825 \n",
|
||
"3 0.00000 0.000000 0.001821 \n",
|
||
"4 0.00000 0.000000 0.001824 \n",
|
||
"5 0.00000 0.000000 0.001823 \n",
|
||
"6 0.00000 0.000000 0.001823 \n",
|
||
"7 0.00000 0.000000 0.001824 \n",
|
||
"8 0.00000 0.000000 0.001821 \n",
|
||
"9 0.00000 0.000000 0.001823 \n",
|
||
"\n",
|
||
" Assets Revenue Size \n",
|
||
"0 4.204000e+10 1.089000e+10 L \n",
|
||
"1 5.240000e+08 1.380000e+08 M \n",
|
||
"2 NaN NaN M \n",
|
||
"3 NaN NaN S \n",
|
||
"4 NaN NaN M \n",
|
||
"5 NaN NaN S \n",
|
||
"6 9.020000e+08 1.590000e+08 M \n",
|
||
"7 NaN NaN L \n",
|
||
"8 NaN NaN M \n",
|
||
"9 NaN NaN L "
|
||
]
|
||
},
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Group by firm and aggregate\n",
|
||
"import pandas as pd\n",
|
||
"count_with_gfirm = pd.read_csv('count_with_gfirm.csv')\n",
|
||
"firm_summary = count_with_gfirm.groupby('id_firm').agg({\n",
|
||
" # Count number of disruptions\n",
|
||
" 'ts': 'count', # Will rename to 'count'\n",
|
||
" \n",
|
||
" # Average of network metrics\n",
|
||
" 'firm_num_supplier_firms': 'mean',\n",
|
||
" 'firm_num_customer_firms': 'mean',\n",
|
||
" 'firm_num_products_supplied': 'mean',\n",
|
||
" 'firm_num_products_received': 'mean',\n",
|
||
" 'firm_weighted_betweenness': 'mean',\n",
|
||
" 'firm_weighted_closeness': 'mean',\n",
|
||
" 'firm_pagerank': 'mean',\n",
|
||
" \n",
|
||
" # First element of firm attributes (should be same within group)\n",
|
||
" 'Assets': 'first',\n",
|
||
" 'Revenue': 'first',\n",
|
||
" 'Size': 'first'\n",
|
||
"}).rename(columns={'ts': 'count'})\n",
|
||
"\n",
|
||
"# Reset index to make id_firm a column\n",
|
||
"firm_summary = firm_summary.reset_index()\n",
|
||
"\n",
|
||
"print(f\"Total number of firms: {len(firm_summary)}\")\n",
|
||
"print(f\"\\nColumns: {firm_summary.columns.tolist()}\")\n",
|
||
"print(f\"\\nSummary statistics:\")\n",
|
||
"print(firm_summary.describe())\n",
|
||
"\n",
|
||
"firm_summary.head(10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"id": "e128e3e7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1200 with 9 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Correlation with disruption count:\n",
|
||
"Metric r p-value n\n",
|
||
"==============================================================\n",
|
||
"firm_num_supplier_firms 0.8648 1.9185e-52 171\n",
|
||
"firm_num_customer_firms 0.2781 2.3045e-04 171\n",
|
||
"firm_num_products_supplied 0.2781 2.3045e-04 171\n",
|
||
"firm_num_products_received 0.8648 1.9185e-52 171\n",
|
||
"firm_weighted_betweenness 0.7633 6.8804e-34 171\n",
|
||
"firm_weighted_closeness 0.7400 6.4124e-31 171\n",
|
||
"firm_pagerank 0.7519 2.1191e-32 171\n",
|
||
"Assets 0.3723 1.1656e-04 102\n",
|
||
"Revenue 0.2302 1.5081e-02 111\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"from scipy.stats import pearsonr\n",
|
||
"\n",
|
||
"# Metrics to plot (all columns except id_firm, count, and Size)\n",
|
||
"\n",
|
||
"metrics = [\n",
|
||
" 'firm_num_supplier_firms',\n",
|
||
" 'firm_num_customer_firms', \n",
|
||
" 'firm_num_products_supplied',\n",
|
||
" 'firm_num_products_received',\n",
|
||
" 'firm_weighted_betweenness',\n",
|
||
" 'firm_weighted_closeness',\n",
|
||
" 'firm_pagerank',\n",
|
||
" 'Assets',\n",
|
||
" 'Revenue'\n",
|
||
"]\n",
|
||
"\n",
|
||
"# Create a grid of subplots (3 rows x 3 columns)\n",
|
||
"fig, axes = plt.subplots(3, 3, figsize=(15, 12))\n",
|
||
"fig.suptitle('Disruption Count vs Firm Metrics', fontsize=16, y=0.995)\n",
|
||
"\n",
|
||
"# Flatten axes array for easier iteration\n",
|
||
"axes = axes.flatten()\n",
|
||
"\n",
|
||
"# Plot each metric\n",
|
||
"for idx, metric in enumerate(metrics):\n",
|
||
" ax = axes[idx]\n",
|
||
" \n",
|
||
" # Remove NaN values for plotting\n",
|
||
" plot_data = firm_summary[['count', metric]].dropna()\n",
|
||
" \n",
|
||
" # Scatter plot\n",
|
||
" ax.scatter(plot_data['count'], plot_data[metric], alpha=0.6, s=50)\n",
|
||
" \n",
|
||
" # Add trend line\n",
|
||
" if len(plot_data) > 1:\n",
|
||
" z = np.polyfit(plot_data['count'], plot_data[metric], 1)\n",
|
||
" p = np.poly1d(z)\n",
|
||
" x_trend = np.linspace(plot_data['count'].min(), plot_data['count'].max(), 100)\n",
|
||
" ax.plot(x_trend, p(x_trend), \"r--\", alpha=0.8, linewidth=2)\n",
|
||
" \n",
|
||
" # Labels and formatting\n",
|
||
" ax.set_xlabel('Count (Number of Disruptions)', fontsize=10)\n",
|
||
" ax.set_ylabel(metric.replace('firm_', '').replace('_', ' ').title(), fontsize=10)\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
" \n",
|
||
" # Calculate and display correlation\n",
|
||
" if len(plot_data) > 1:\n",
|
||
" corr = plot_data['count'].corr(plot_data[metric])\n",
|
||
" ax.text(0.05, 0.95, f'r = {corr:.3f}', \n",
|
||
" transform=ax.transAxes, \n",
|
||
" verticalalignment='top',\n",
|
||
" bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.5))\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Print summary statistics\n",
|
||
"print(\"\\nCorrelation with disruption count:\")\n",
|
||
"print(f\"{'Metric':<35} {'r':>8} {'p-value':>10} {'n':>6}\")\n",
|
||
"print(\"=\"*62)\n",
|
||
"for metric in metrics:\n",
|
||
" if metric in firm_summary.columns:\n",
|
||
" plot_data = firm_summary[['count', metric]].dropna()\n",
|
||
" if len(plot_data) > 1:\n",
|
||
" r, p_value = pearsonr(plot_data['count'], plot_data[metric])\n",
|
||
" n = len(plot_data)\n",
|
||
" print(f\"{metric:<35} {r:8.4f} {p_value:10.4e} {n:6d}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "b6ea9bfd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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Ptuf5VdZYgsOUGjeIUev0eHVqlaLGiTE1nyjqne+//1733XdfSLEtWrTQ9OnTFRsbG+asAAAAEI125BRp6cZsbcjM147cIvo1qLXWrFmjkSNHyrbtCmO7du2qgQMHhj8pAAAAAADqgKysLH3//ffq0aNHpFNBPcB4JQDUTRzfAQAAUJNqbSGfZVl67733lJ2drddff12XXXZZWPZTWFioK6+8UpMmTVLbtm3Dsg9JWrJkiXr06CHLshQMBmVZhzZ7h9fr1bnnnqvvvvtOl19+uV555RUZhiFJOu200/TRRx/pzDPP1K233qpgMKjbb7+9wjZ37dqlM844Qxs3btTgwYM1derU0vfOO+88ffLJJ+rUqZMuvfRSvfXWW7rooosqbHPdunU6/fTTtWfPHs2cOVP9+vUrfe+yyy7TMccco1NPPVXnnnuuPvvsM5188slV+NcA6pe1O3P17S/btCPHK0nKUawsmQpYlnwBS5YlmabkdpqSTGXsLVLG3iJ98dsutU6L01lt09W+SWJkPwTqrHXr1mnw4MHy+/0VxqakpOiRRx5RcnJyDWQGAACAaLJ6e46WrMnUhqyC/V6nX4PaaNeuXRo0aJAKCwsrjG3durUefPBBViQHAAAAACAEa9as0cCBA5WVlaX4+HidfvrpkU4JdRTjlQBQN3F8BwAAQCTU2kK+RYsWadeuXTIMQ9dff73y8vJ03XXXVes+srOz9Y9//EPffvtt2Ff9O+uss1RUVCSpeAXAZcuWqXv37srNza1SewMGDNB3332nhg0b6oknnigt4isRFxenWbNmlc7wffLJJ+vUU089aJtXX321Nm7cqDZt2mjChAkHvN+oUSM99NBDuuqqq3T11Vfrxx9/VOvWrcttz+v16tJLL9WePXt05pln7lfEV6Jdu3YaNmyYRowYoUsuuUQ//fSTkpKSQvxXAOqXfG9AC5dn6Kctu5Uob+lr63NytbfIljdwYIGwx2kq3uNQarxHyXEubcgq0Ias33V88yT1PL6Z4j219jSBKLRz507169dPeXl5FcbGxsZqxowZVV6VFgAAALVTSb9m+Za9xS/YtnYX+LUr36t8b5B+DWodn8+noUOHaseOHRXGJiUlafr06UpISKiBzAAAAAAAqN2WLFmie++9t3TinOHDh+uZZ57RkUceGeHMUJcwXgkAdRPHdwAAAESSGekEqurhhx+WVFz0VlBQoA0bNhwQ8/HHH2vevHlVan/Dhg3q2rWrvvnmm0PKsyoMw9App5xSYWFdeZYvX645c+ZIkgYOHKiUlJQy47p06aKuXbvK7/dryJAhB21zwYIF+uCDDyRJo0aNktvtLjPu//7v/9SiRQvl5ORo1KhRB23ziSee0IoVKyRJ48aNKzfujjvuUExMjDZv3qzJkycftE2gvlqXmacZi9YUDy7YtvYU+LQhK08Ze4q0Oz9QOrjgdhqKcZlyO4uLe70BS9n5fq3dmacft+zR9r2Fkm1r+Za9mrFojdZlVlxwBYQiNzdX/fr1086dOyuMNU1TEydO1NFHH10DmQEAACBa/LVfs31voX7cskdrd+YpO99Pvwa1jm3bGjdunH766acKYx0OhyZPnsxkJgAAAAAAVMC2bb3wwgsaMmRIaRGfJBUUFGjQoEHKzs6OYHaoSxivBIC6ieM7AAAAIq1WTgGxZs0avf/++6WrzB111FG6995794uxLEuDBw/WypUrtXr1ao0ZM0YulyvkfTz//PNas2ZNteZdWQ6Ho0rbjR49WrZtl65WeDCXXnqpvvzyS33xxRf66KOPdN5555XbpiQlJCToX//6V7ntmaapiy++WLNmzdJ//vMfjRo1Su3atTsgrqioqHRVvyOOOEJ/+9vfym0zMTFR5557rt5++23NmDFDQ4cOVcOGDQ/6uYD65JdtOZr/zSYFLFuFvoA278pTsumTJDlMqWlDj+I8HsV5HHKaf9RvByxLBd6gcor8ysz1yhewtSm7ULvyfToiLV6S9OwXG3XVqS3VoWliRD4b6oaSFSjWrVsXUvzIkSPVtWvXMGcFAACAaPLXfs36rHzle4OSJJfDUHoDjxJjXPRrUKvMnTtX7733XkixI0aM0EknnRTmjAAAAAAAqN38fr8mTpyoN998s8z3t23bpiFDhujxxx+Xx+Op2eRQpzBeCQB1E8d3AAAARINauSLf3XffLdu2Zdu2nE6n5s6de0CR3tNPP62ffvpJlmWVrurzyiuvhLyP++67T1dddVV1px52u3bt0jvvvCNJOumkk3T44YcfNL5Hjx6lP//nP/8pM2b58uX68ccfJUnnn3++4uLiQmrTsiy9/PLLZcZ88MEH2r59uyTpkksuOWh7f24zPz9fCxYsqDAeqC/WZeaVDi7szvdpZUaO8r1BmabUONGj1ukJatYwTomxrv0GFyTJaZpKjHWpeXKcjm/RUK3T4uU0DeV7g1qZkaPd+T4FLFvzv9nEjEGoMsuydP/992vZsmUhxd9yyy3q1atXmLMCAABANCmvX+M0DbVOi9fxLRqqeTL9GtQuixcv1uzZs0OKvfrqq3XxxReHOSMAAAAAAGq3nJwc9evXr9wivhI//fSTxowZI9u2ayYx1DmMVwJA3cTxHQAAANGi1hXyvf3221qwYIEMw5BhGHrooYfUpUsXTZs2TZmZmZKk3NxcjRo1qjRGktatW6crr7xS7du315w5c1RYWFjhvp599lmdc845Yf081W3hwoUKBAKSpNNPP73C+A4dOpTOQrZgwQIFg8EDYv773/+W/hxKmyeeeGKZ24a7TaC+yfcG9NK3fwwu/JaZJ8uWkmKdapUar8RYl4wQ2zKN4hmFjjksSQ1jXbJs6bfMvNJBhpe+3aR8byCsnwd108yZM/Xhhx+GFHvJJZfopptuCnNGAAAAiCbl9Wsaxrp0bPMkpTfwyDRC69nQr0G0+PXXX3XfffeFFHv66adrwIABYc4IAAAAAIDabdOmTbr++uv13XffhRT/4Ycf6rXXXgtzVqiLGK8EgLqJ4zsAAACiSa0q5NuxY4duv/320r9fe+21GjRokO677z7dddddpbNpff/99+rYsaNSU1NLV+6TJNu2tXbtWt12221q3ry5hg8fri1btpS7P6fTqTfeeKNWzdL1ySeflP588sknVxjvdDrVvn17ScWr+a1bt+6Q22zevLmSkpIkSStWrCizaLKybR5zzDGlP3/zzTcVxgN1XSBo6fmvNmrL7kJt31uoVdv2yhewlBrvUptGCXKYoZbw7c/tNHVU4wSlJbhl28UzERX6AsrzBrVweUY1fwrUdf/5z3/0wgsvhBR75pln6p577iktwAcAAED9sHB5hvK8QRX6AlqXmSfbltIS3DqqcYJcjqoNWx2sX/PmD1u1dU+hft2eq1UZOfp1e6627ilUIGhV8ydDfZWVlaVBgwapqKiowtgjjjhCDz74oEyzVg3RAgAAAABqUCBo1fuxjGXLlun666/Xpk2bQt7mrLPO0j/+8Y8wZoW6qqbHK3kOA6i7gpatXXlebdldqE3ZBVq7M6/encOjCcd3AAAARBNnpBMIVWFhoXr27FlaeNerVy899dRTGjRokB5++OH9Hvz/29/+po8//liStGHDBn3zzTdasmSJlixZolWrVkmSdu/erUmTJmnq1Km6/PLLNWjQIHXq1OmA/TZo0KAGPl31+fnnn0t/bt26dUjbHHbYYVq+fLkkaeXKlWrbtu1+769cubJKbe7du1eWZWn16tX7raiXm5tbOsDqcrnUvHnzCttr2LCh4uLiVFBQoG3btmn37t1KTk4OKRegrtiRU6SlG7O1ITNfv+7I1S/bciXZ2l3gVyBoye00lZ1vaHUgqCMaWEqMdcrjdFR6P4ZhqHVavAJBW3sK/Vqfla+OTRO1fMtendAyR+2bJFb/h0Ods2jRIk2bNi2k2I4dO+rBBx+Uw1H57ysAAABqr9Xbc7R8y17JtrU+K7905tPWafGHPMHDn/s1WXlefb9pt5JiXVq6MVuf/5alhnHu/eIdptS4QYxap8erU6sUNU6MOaT9o/4yDEONGjXSzp07DxrXsGFDTZ8+XfHx8TWUGQAAAACgtvjzfeEduUUq63n/+jKWsWDBAj344IMKBEJf1eaaa65R//79mTgHlVZT45VlPYfRJjW2mj4FgEj68zk8M7dA8dYfCyDkKFeWzHpzDo8mkTy+85wdAAAAylIrCvm8Xq8uu+wyfffdd5Kkyy+/XC+++KLWrl2rJ5988qDbtm7dWq1bt9YVV1whSdq+fbsWLVqkDz74QO+//7527dqll156SS+//LK6dOmigQMH6tJLL621A3q//PJL6c8tW7YMaZumTZuW/rxmzZr93svMzFRWVpYkyeFwqFmzZiG3WVI0uWbNmv0K+VavXl26yuFhhx0W8r9106ZNS1cMXLNmjU499dSQtgNqu9Xbc7RkTaY2ZBWUvrZld6Fs21aeNyBfwJJhSAkep2wZKvAFtacgoD0FfsW6TdkehxrEVW7QxzAMtUqL189b9yrfG9T2nCI1SYrVZ2uyGGBAhb7//nuNGjUqpBVtW7RooRkzZig2lhsTAAAA9c2SNZmSpO05Rcr3BuU0DbVOP/SbpiX2FvrlC1raU+iXbdsKBG3Fup3auqdQbqcpy5JMs3jGVMlUxt4iZewt0he/7VLrtDid1Tad/g8qLTU1VXPmzNHYsWP1/vvvlxnjdDo1efJkHXbYYTWcHQAAAAAgmpV1X1iSApYlX8CqV2MZlmVp1qxZmjdvXsjbOBwO3XPPPbrkkkvCmBnqsnCPVx7sOYw2XVpUyz4AREZZ53BTkmXb8gct2bZUaAfkcDpV18/h0SiSx3f+vwIAAKAsUV/Il5ubq4suukiff/65JGnYsGGaMGGCJKlDhw5auHChevbsqcLCwoM1U6pJkya65pprdM0118i2bX3zzTd688039dZbb+nLL7/UV199pRYtWqh///66+eaba9WKfF6vVwUFf3QGk5KSQtouISGh9Oc9e/bs9152dvZ+caGulhRqm6HmWFGbVbFz505lZmZWapvffvttv7/7/X75/f5DzqWqAoGAgsHgfn9H3VHgC+q9n7bpp4wcSZJp29pT4Nf2nCJl7C6QZdnyBizJtuVwmMor9Mo0DcU7JTtGcpqGfH5bGTl5ahDnU4uUODkdoRcpxzilVikx+n1XgXblFqpZolsbs3KVkZ2n9AaecH1shFFNHDPWr1+vwYMHy+fzVRibnJysadOmKSEhIaLHUnA+Qfn4bqAsfC9CVxfPb9Hcj+K7Wbtk5nr1e1aeTNvWrtxCuQxbh6fEyuOQpDKmma+EQNDS5uwCZecXf8+SY03tLfArv8irQDCgvfm2Cot8cvxpYiGP01Scx1RKnEcN41z6PStPz2fl6dhmibrg2KaKc7N6dLSKxt99wzB033336fDDD9fjjz9+wPvDhg3TMcccUyfPE0BNiMbfewDVpy6eH6O5HxUqjr0IF75bCJfa9t0q775wdoFXBV6r+J7wX9TlsYzCwkLdf//9+vTTT0PepkGDBpowYYJOOeWUsJ4za9t3C6EL53jln5X3HMb23fky+W6hiuhHFYtEP+pg53CfL6g01x/PzmQU+uS3jTp9Do9GkT6+85xdzeAaDahZ/M4BNYfft/CJdD8qqgv5NmzYoF69emnlypVKTU3VU089pYsvvni/mLPPPltvvvmmzj///Eq3bxiGTjvtNJ122ml66KGH9Ouvv+qVV17Ra6+9pqFDh+r+++/X9ddfX20zb4Rbbm7ufn8PdXWjmJg/VurKy8srt83KrJZU021WxezZszVmzJhDamPv3r3atWvXIedSVYFAYL9/T9u25XRG9a81QrRtb6E+W5OpQr+lREl7CnzaXeBTICjFBAM6PM6SZdsKWLYMGXI7JdsuHlxwmrYamLYMw5DLYUixtoJWUHuyC9U0KVaxlRjwadBAUlFAQUty+PIU73Fq2ZpN6tQqJTwfHGEV7mNGVlaWBg4cqN27d1cY6/F4NGrUKMXGxkb0OIpinE9QHr4bKAvfi9Dt3bs30ilUu2juR/HdrF2WbcxWogqV7wuokcsvh0dq3cCSodAmaipPoS+orL2FirOkuNjiyU+8hqWkeEuSLadpyzQMxbr9ivc4963Ut29jS/LmFWlXoZQc51bDOLd+zyjUc5mZOrNtupomsYp0NIrm3/2ePXsqOTlZkyZNktfrlST961//UpcuXegHAYcgmn/vARw6+lFl434U6iq+WwiX2vTdOth94XhJ8S5JLsnpKH7Gpa6PZWRlZem+++7TunXrQt6mWbNmGjt2rFq0aBH282Vt+m6hcsI1XlmWsp7D+OG3zToq+Y/vEt8tVAb9qLKFux9V0Tk80WUrzR2Uw5RkGHI6gvKWPHddB8/h0SrSx3ees6sZXKMBNYvfOaDm8PsWPpHuR0Xt/8VFixbpyiuv1K5du9SrVy/Nnj1bzZo1KzO2U6dO1bLPdu3aadSoURo1apTWrFmj+fPn65VXXqmWtmtCUVHRfn93u90hbffnuL+ubPjnNkNtLxJtAnXJ5uwCfbomU0HLli8Q1PYcr7z+4iI9hym5HaacDlM+f1CmYcvjdCjG5ZAlW0HLlmFbMoygbNuWL2Ar3xeUyynJMrV1T6GaJsUo3hPa4d+QlBTnUnaeXzlFxQ+67sgpqnA71D/5+fkaNWpUSDOimaapkSNHql27djWQGQAAAKLRjr3F/YqcouIZrpLiXDrUaZTyvQFt21sk25aCtqVCX1BBy5ZU3JeSbcjpMBXvcSrW5VDLlDhJkmXb8votFfgD2lvgVyAoZeb6lFMUUJPE4llSP/5lp/7WNl0t9m0DhOqMM85Q48aNdf/996tNmza68cYbI50SAAAAACBKVHRfOCnOpTiXUx6XKfNPE1DX1bGMtWvXavTo0ZUqujj22GN13333KTExMYyZoT4Ix3hlecp6DiMz17tfIR+A6BbKOTzBZSrZHZS572jSQG4FbNXJc3g0i/TxnefsAAAAUBYz0glI+y9LGAwGdc899+j8889XUlKS3nzzTb355pvlFvGFS9u2bXX//fdr1apVsm27RvddVX9d3a5kpu+K/DkuLm7/DuCf2wy1vUi0CdQV2/YWlg705HsD2pRdKK/fkmlKjRM9apUWL4fDlMs0VTLRotNRPLxgypDLNOVxOhTrMuV2OmQYhoKWpbyigPyWJduWtu0tUqEvWH4SfxHnKh4sLhlw2l3gU9CyqvVzo3bz+XwaM2aM1q9fH1L8gAED1Llz5zBnBQAAgGgVtCztLvRJ+qOfUdLvqKpCX7C0iM+/rw8UtIpXKo9xO9UgxiWHachWcd/JG/ijT1O8Qp9DqfEetU5PUONEj0yzOLdN2YXK9xa39emaTG3by8RCqLyjjjpKM2fO1D333CPTjIrhWAAAAABAhFV0X7h1eoJS4z2KdTv2K+KT6uZYxpdffqkhQ4ZUqoivR48emjBhAkV8OGThGK+syF+fw9hT6JdVS55PA+q70M/hztIivhJ18RwezaLh+M5zdgAAAChLxKfy2bNnj8477zx99NFHWrt2rW6++WZlZWVp1qxZuvnmm8Oy9OPatWv16KOP6tNPP9WuXbvUsmVL3XvvvbrggguqfV81qUGDBvv9vbCwUDExMRVu9+cCub+28ee/V2YVvJpusypuv/12/etf/6rUNr/99pv++c9/lv49KSlJqamph5xLVQUCARl/GrRPSUlhudRarMAX1PvfZSnPitGefJ/WZxXJtp1KinWqVUq85DCV6QtoS4FXtm1rV35AkqFU27Xf98Bl/DG4a9u2thXZyvPZUp6lBrEOeRwObfcGdHSzODkdFT9AGHRa2lK4b1aiFI8cMhV0N1CjpIqPL4gu4Tpm5OfnKyYmJqS2brrpJl199dWHvE9UL84nKA/fDZSF70XokpKSIp1CtYvmfhTfzdpj294i7bFiFbQsbcgrnok0LT1O/irONxUIWlq1I0f+oFPeYFC5hZYkU26nqQS3S6Zt7OtDFd8oTY0vnvQk0edSrLuM70hsrBq6LP2+K197CwLaUhjQEWkeNYx36/21+br97KaKczuq+vFRzWrL734kx4+Auqa2/N4DqBr6UcW4H4X6gu8WwiXav1uh3BfOrUyDtXgsw7ZtvfDCC5o9e7Zs2w75/9Ptt9+ua6+9dr//zzUh2r9bqJrqHq8MxV+fw3BJshwxaphQvCIX3y1UBv2oYjXRj6rMOdyUJemPZ7hyFCPrr8eVWnwOrw2i4fjOc3Y1g2s0oGbxOwfUHH7fwifS/aiI/18cOXKkli1bplNPPVVJSUkaMmSIrrjiCrlcrmrf1549ezRixAg99dRTCgb/WI1qy5Yt+uc//6lFixbpzDPPrPb91hS32624uDgVFBRIknJycpScnFzhdrm5fwwBp6Sk7Pfen7fPz89XMBiUw1Fx5zDUNnNycipsK5Q2q6JRo0Zq1KjRIbXhcrnC8l2tjD///3A6nRHPB1X33g/blOOzVeiztCazQJZtKC3BrdZp8TIMQ5akooDktw0FLFs+y5BpGgrI/PO4jyQpaJectA15XA7lB4Py+oPalR9Qcrwpv21ow64itWmUUGFehmnKcJjyBWwVBqQ4t6mioPiu1VLhOGY0bNhQs2bN0pgxY/TBBx+UG3fxxRfr1ltvrfEbaggN5xOUh+8GysL3IjR18d8l2vtRfDdrh8JAkSyZKgxY8tuG3E5DhulUVecj3bCrQAUBKWDZ2r1vwhOPy6EYt1NBw1DQlqTivpNl2SqyJKdpqCgoecq5WetwmmrdKFEbsvKVlefTmswCdXQ5ZcnUeyt36orOLauYLcKB332g/uH3Hqi76uLvc7T3o0LFsRfhwncL4RLN361Q7gtXVm0cy/D7/XrooYe0YMECSQrpHqLH49G4cePUvXv3cKdXrmj+bqFqqnu8MhR/fQ7D4Tbls43S7xffLVRGXfyuRGs/qrLn8D8X7lkyDyzkU+08h9cW0XB85zm7msM1GlCz+J0Dag6/b+ER6X/H8E0tEYIff/xRjz/+uAzD0Nq1a7V3714lJyeH5R/lnXfeUceOHfXEE08oEAjItu3SP1LxAOHixYurfb81rX379qU/b968OaRtMjIyytxektLT00uL5oLBoLZt23bIbbZr1670561bt8oKcenwkjYNw9ivDaAuWL09R8u37JVsW+uz8mXZUsNYV+lAT4mSer19hy6FUg5lGIYaeJxyO4sP+blFAUm2duX7tKfAF1J+xr49lfy6BoL2QaJRH7ndbo0bN069e/cu8/3TTz9dI0aMoIgPAAAAClrF/YmS/oV5CNeIewp82pXvk2Tv6+tIbqepBh5nudeeJf0pu4JujWEYap0Wr4axLlm2tD4rX7JtLd+yV6u3hz4xEQAAAAAAQIlQ7wtXRW0ay9i7d6/uuOOO0iK+UKSnp+upp56KaBEf6qbqHK+sjL8+h1GSB4DoxDm89omW4zvP2QEAAOCvIlrIN23aNFmWJdu2ZRiGfvvtN1188cX6+9//rl9//bVa9uH3+9WvXz/16tVL27Ztk23biomJUffu3TVkyBA99dRTWrx4sbZt26bRo0dXyz4jqWPHjqU///777yFts3Xr1tKfjz766Gpt0+l0qm3btvu9l5iYqBYtWkgq/v8TSnFgdna2ioqKlzdv0aKFEhIqXkUMqE2WrMmUJG3PKVK+Nyinaah1+oEDPaXr7O37IdRuvmEYSvC4ZBiGAkFLBb7iVUm37S0KaXt7357MfWcNp4NiLBzINE31799fQ4cO3e+7e/TRR2vChAkhregKAACAus9hFl8rlvQvrIoq6g6ipE9T4AsqELT2TWTiOuhN85K3QrlfaxiGWqXFy2kayvcGtT2neH+frcmqcs4AAAAAAKD+CvW+cFXVhrGMTZs26YYbbtD3338f8jbt2rXTc889pw4dOoQxM9RX1TleWRl/fQ6jJA8A0YlzeO0TLcd3nrMDAADAX0W0kG/evHn68ssv1bdvXyUkJJSukPfRRx/phBNO0IMPPqhgMFjl9jdv3qwuXbro0UcfVZMmTXTHHXdo8eLF2rNnjxYtWqTJkyfrxhtvVLdu3dS4ceNq/GSR07Vr19Kff/jhhwrjfT5fadHkYYcdplatWh1ym7///rtyc3MlSZ06dSpzhcXKtvnTTz+V/nz66adXGA/UJjtyirQhq0Cy7dJBmBYpcXI5DjxEu/atqucwSmbu+WNl0Yo4TEPxHqckqdAfVMmKFQW+wEG3C1iWfIHifZSs6lfSDlCWK664QhMnTpTb7Vbz5s01Y8YMxcXFRTotAAAARImEmOL+REn/whewFSiZlrQSCnyB0hXHi/s4xX0Vs4wHXmzblrVv5tWS/lRZfa6yuJ2mWqQUX89uzykqnW13R05oE6Og7li1apU+/PDDSKcBAAAAAKilKnNf+FBE81jGd999p+uvv16bNm0KeZtu3brpqaeeUqNGjcKYGeqz6hqvrIyynsOIcUb0MT4AB8E5vHaKluM7z9kBAADgryI+AnDaaafp8ccf1+bNm/XQQw/psMMOk23b8nq9GjVqlDp16qRffvml0u2uWbNGXbt2Vdu2bbVo0SJt2bJFjzzyiLp16ya32x2GTxIdLrnkEpn7pvL46quvKoz/+eef5fP5JEn//Oc/y5wh5rLLLiv9OZQ2ly1bVvrzpZdeWmZMONoEaqulG7MlSbsL/PIFbLkchlITyj5OxbocMoziWZhKHk4NWKHPFhTjNGUYhizLljdQPDCRles96DYF3uIHYj1OU07TlMOUGjfwhLxP1E/du3fXo48+qkceeUQpKSmRTgcAAABRpHEDjxym5DRNefbdxCzpd1RGSV/GG7BkWbYMwyj3YZeSfpNpGjIMQ4ZR3L8KVWqCWy6HIV/A1u4Cv6Q/+nKoH3bu3KnBgwdrxIgRmjNnjqww3+wHAAAAANQ9lbkvfKiicSzjzTff1B133KGcnJyQt+ndu7cmTZqk2NjYMGaG+q66xisro6znMBrGHThROoDoUN/P4bVVtBzfec4OAAAAfxXxQr4SiYmJuvvuu7VhwwbNnDlTjRo1km3bWr58uTp16qTnnnvuoNuXFP+VaNOmjVasWKH58+ere/fuB13CfNu2bdqzZ091fZSIaty4sc455xxJ0jfffKPt27cfNP6DDz4o/fnqq68uM6ZTp05q27atJOn9998vLfyrqE2Xy6V///vfZcZceOGFatiwoSTprbfeOmh7f24zOTlZF1xwQYXxQG2yITNfkrQrv/gYlt7AI7OcY5ZhGIrb97Cpa18hny8Q+sODhmGUPqzq3bdiRa734Cvy5RQVDwrFe4q3a5IYI2c1zyiFuunEE09UixYtIp0GAAAAoozTYapxgxhJf/QzSvodlZFTVNyXKenbFE98UnZfqqTfVNKPinOXH1sW0zCUvu9Ga0nfbWNWfqVzRu1UWFiowYMHKysrS5I0Z84cjRgxQkVFzIIMAAAAAAhdZe4LH6poG8vIycnRo48+qmAwtIfnHQ6HRo0apf79+5dOZg2ES3WNV1bGX5/DKC424bsORKv6fA6vzaLh+M5zdgAAAChL1F0hOp1O3XnnnVq3bp1GjRolt9utgoIC3Xjjjbr11lsPOtv1n4vxHA6HkpOTy41du3at7rzzTrVo0ULNmzdXamqqTj31VP3888/V+XEiYvz48ZKkYDCo559//qCxr7zyiiTp/PPPV5cuXcqNGzdunCQpOzv7oIV3fr9f//3vfyVJN954o1q2bFlmXHx8vIYPHy5JWrlypZYuXVpum1lZWVq8eLEk6e6771Z8fPxBPhFQuwSClnbkFj/4l79vRp7EmIPPstYg1ilJ8uwryCvyB2Ur9FX5XPsGB/z7VqQo8AVl2WVvb9m2MvetcpEaXzxI1CqN30EAAAAAh6Z1enG/oqSfkZnrLbdfUhbLtlW4r4CvpG/jKudGqC1bRftiS/pRDWKclc65pK9W0nfbnlOkQJBV2eo6y7I0evRorV69er/XFy1apJtvvlk7d+6MUGYAAAAAgNqkKveFD1U0jWUkJiZq6tSpcrkq/syJiYmaPXu2Lr744hrIDCh2qOOVlVHWcxgtU3kOA4hW9f0cXttF+vjOc3YAAAAoS9QV8pWIj4/XmDFjtHz5cv3tb3+Tbdt68skndfHFF6ugoKDMbUpmxT4Yr9ere+65R8ccc4wee+wxbd26VbZty7ZtLV26VGedddYBD+ZEit9fPDtHIHDw1bL+qnPnzrrhhhskSVOmTFFOTk6Zce+//75+/PFHxcTEaNKkSQdt89///re6d+8uSRozZky5s6Q9/fTTyszMVFpamkaPHn3QNvv3768OHTpIkkaNGlVu3JQpUxQIBHTkkUeqf//+B20TqG125HoVtKSAZcm7b4WIuH0z8pQnPaG4o+9xmjJNQ5Zty+sPfbDG6SieEcqy7H3HP6nQV/bv9K48n/xBW26noeS44kGiTq1SQt4XAAAAAJSlpF+RHOeS22nIH7S1K88X8vaFvqBsW7JtW9a+Qr6Svs5fef2WLNuWaRryOIuHwkr6VZVR0lfzBiwFLEtBq7hPh7ptzpw5pRNM/dUvv/yi6667TqtWrarhrAAAAAAAtU1V7gsfqmgbyzjuuON03333HTSmZcuWevbZZ3XyySfXUFZAsUMdr6yMsp7DOLll+ZPVA4gszuG1W6SP7zxnBwAAgLJEbSFfibZt2+p///ufHn30UcXExOjdd9/VBRdcUGYx34oVKw7a1qpVq3TKKado8uTJ8vv9sv80s4ZpmmrRooW6desW0gxg4eb3+0sfAsrIyND27dsrtf3s2bPVuXNn7dy5U3fccccB7+/evVsDBgyQJD3++OM67rjjKmzz5ZdfVuvWrbVy5coyi/Q2btyo++67Tw6HQy+99JKaNm160PZiYmK0YMECpaSk6IMPPtBTTz11QMyyZcs0c+ZMJSQk6M0331RcXFyFeQK1SV5RcaGub99Aj9tpyGke/NAc63buWz3CUNy+1STyvIGQZwsyDUOmUfyAa3DfA69lzdrkC1janF18rG2SGCMZho5Ii1fjxJiQ9gMAAAAA5WmcGKPWaXGSYRT3NyRtzi6QP8QZZUviSvo0f+7n/Jll28rzFve7ivtPhhJjnIp1V35FPqdpyu0s3kdJHy7fW7nJl1C7vP/++2WOV/1ZZmambr75Zq1du7aGsgIAAAAA1EZVuS98qKJxLOOCCy7QzTffXOZ7J598sp599lm1bNmyhrMCDn28MlTlPYeR3qDyE48BqBmcw2u3SB/fec4OAAAAZYn6Qr4St912m7799lt17NhRn332mXr27Cmvd/9ZRg62kt6zzz6rzp07a+XKlbJtW8nJybrkkks0c+ZMLV26VHl5efr999/1xhtvqE2bNuH+OOUKBoP67bffdP3115cW79m2rUsvvVRff/31AZ+5PDExMfrggw/Us2dPvfDCC7ryyiu1bt06+Xw+ffbZZ+revbs2bdqk5557Ttddd11IbaalpWnJkiXq0qWLHnjgAQ0YMEAZGRkqKirSO++8o+7duysQCOidd97ROeecE1KbRx55pJYsWaJ27drptttu0/jx45WVlaW8vDzNnz9fF1xwgdLS0vTJJ5+oY8eOIbUJ1CYlD51a+8YGynrwtCxNk4o7+bFuh5wOU7ZtK7fILym0Yj7t201J9F+HJmzb1sasfAUsW/EeR+lAxplt00JrH3XGo48+qjfeeCPSaQAAAKAOOqttuqTiG5rxHocClq0Nmfn7TbxUHvsv/1WZXanifpJt23I6TMW6iydCaZJU9ZumhkpWOC/+eyAYYh8Mtc7PP/+ssWPHhhR7+umnR3Q8EQAAAAAQ/ap6X/hQReNYRt++fdWjR4/9XuvVq5dmzZqlxMTECGUFHNp4ZSh4DgOonTiH134c3wEAABBtak0hnyR17NhR3377rS6//HL973//07XXXlv63tFHH61x48YdsI3f79ftt9+uG2+8UUlJSbrjjju0aNEi7dy5U6+//rruvPNOnXzyyYqJOfhDXD5feJbTLrFkyRLFxMTI7XbrqKOO0vz58/d7/6uvvlKXLl0UGxurmJiYcmco+7OGDRvqrbfe0ptvvqm9e/fqrLPOUnJysm666SadeeaZ+vnnn9W7d+9K5dm8eXN9+umnmjdvnlasWKETTzxR6enpuueee3TllVdq5cqVOv/88yvVZseOHfX9999rxowZeuedd9SuXTs1b95cU6ZM0ZAhQ7RixQqdfPLJlWoTqC0cZvGgS8lETaGuqtcwzq3UeLdKVpOQimf2yS0KKKRivn0hJUNLfz4Z2LatDVn52lPol2lIR6TFS4ah45snqX0TbpzUJy+//LLmzp2rBx98UI899li1DWABAAAAktS+SaKOb55UOiupaUh7Cv3akFXxzVPjL/89sBtkK7coUDpTbeK+Vc1T491qGOeucs72vh2V9OGcjpq5YY+atWPHDg0ePDik8cB27dppzJgxMsM8AzMAAAAAoHar6n3hQxWNYxmGYWj06NE69thjZRiGBgwYoFGjRsnlckU6NdRzhzJeWRGewwBqL87htR/HdwAAAEQbZ6QTqKyYmBi98sorGj16tMaNG6fhw4dr7Nix+t///qe0tANnsHjppZfk9Xq1aNEinX322TKqOCPKnj17DjHzgzvrrLNUVFRU7e0ahqGLL75YF198cbW16XK5dO211+5XSHmo4uLidMcdd+iOO+6otjaB2iBhXxGe21k86uIL2ApYlpwhPAB4eGqccor8kkwlxrqUU+hXkT+oHMOSFWvILHtJClm2XTqoVDLY5HSU7N/Sxn2DC4YhtUlPUKzbqQSPQz2Pb3aoHxe1yOLFizVlypTSvz/99NPauXOn7r33Xjmdte7yAQAAAFGq5/HNtC4zT1Jx/+O3zDxl5fkUCNpqlRZf2lf6K9e+PkxJn6akn2Mahqx9K5aXFvHFuuQwTbkchg5PjatyrgHLki9Q3JcqySvew7VxXVNYWKhBgwYpOzu7wtjU1FRNnz5dsbGxNZAZAAAAAKA2O5T7wlUVzWMZHo9HU6dO1apVq3TGGWdEOh2gVFXHKw+G5zCA2o1zeN3A8R0AAADRJKqmis7Kygo5dsyYMZo9e7YmT56sd999V+np6WXGXXvttXr66afVvXv3KhfxSQrp4R0AqKzGDTxymJLTNOXZNyBQ4A2GtK3TYapNowSZhuRxOpQYWzxDoS9gKa8oIF/QKp2d6c8CwZIZmwwZhiHDkDwuU5m5Xv28dW/pDEFHpicoOd4tp2nois4tGRCqR3744QeNHDnygFmnFi5cqEGDBqmgoCBCmQEAAKCuifc4dUXnlnKahpLj3ToyPaF0JtSft+5VZq63zNltY90OGUbxBEbmvmI+f9BSkT+o7HzffkV8HqdDpiG1aZRQOolJVZT01TxOU07TlMMs7tOh7rAsS/fdd5/WrFlTYazb7da0adPUqFGjGsgMAAAAAFDbHcp94aqK9rGMlJQUivgQdao6XlkWy7Z5DgOoAziH1w0c3wEAABBNoqaQb9OmTTr55JP11VdfhbzNrbfeqqefflp9+vTR77//XmZMdna2PvnkE/3nP//Rf/7zH3366afKz8+vdH4//fRTpbcBgIo4HaYaN4iRJMV7HJK0b5W90CTGuHTkn4r5UuLdcjpM2batQl9AuUUBFfgC8get0qIsf7D4gVanacgftOQPWvppy15tyMpXwLIV73GoY7PE0sGFq05tqTbpCdX8yRGt1q9fryFDhsjn85X5/ldffaW+fftq165dNZwZAAAA6qo26Qm66tQ/bp52bJaoeI9DAcvWhqx8Ld+8R1t2Fyin0K+AVdyfMQ1DsS6HbNuWIckftJWd71NukV+2bcvpMJUS7y4t4juyUYISY1yHlGdJX62k79YkMeaQCgMRfR5//HH973//Cyn2/vvvV8eOHcOcEQAAAACgrjjU+8JVURNjGX5/eD8DEAlVGa8sEbAs5RT6tWV3gZZv3sNzGEAdUFfP4fURx3cAAABEi6iY9iEzM1PnnXeeNm/erFtuuUVz5szRaaedFtK21113nfLz83XDDTdo8eLFkopnz54/f74ee+wxffPNNwesKORyuXTppZdqwoQJOvzww0PaD4V8AMKldXq8MvYWKTXeo+x8vzJzvWrWMFZmiKuINoxzq22TBlq3M0+SqYaxLsW4bHmDlmzLVoEvIJ9VPFOTYUhFfku2pKBlyxewFOtyyGmacjsNNUmMUZPEGMkwlOBx6IrODC7UJ5mZmerfv79ycnIOGrd69Wrddttteumll2SaDBQCAADg0HVomqjrT2+ll77dJEnq2DRR23OKtD2nSL6ArYw9RcpQkSTJ7TRkyNDeQp9yiwIKWrYCliVDksvhULzbqVi3Q5Ihl8NQm2oo4iuZXVWSUuOLZ71tlRZ/SG0iurz77rt65plnQort27evevToEeaMAAAAAAB1zaHeF66MmhjL+PbbbzVu3DjNmDFDbdq0qda2gUirynilLVu+wP7PqPEcBlA31LVzeH3G8R0AAADRIOJP3weDQf3973/Xb7/9JsMwtHLlSp1++un629/+pnfeeSekNm6//XZ17dpVn332mb766iudcMIJuu666/T111/LsopXofrzH5/Pp5dfflmdOnXS6tWrK2y/cePGGjNmzKF+VAAoU6dWKZKk5DiX3E5D/qCtXXllr4ZWnsQYl449LEmp8W5JhjxOhxI9TsV5nPI4TZlm8cCRP2jLsm3JlkzTkGkaapIUo6MaJeiE5g3VJClWMgwd3zxJA89ty+BCPZKfn6/+/ftr+/btFcaapql+/fpRxAcAAIBq1SY9QQPPbavjmydJhqEmSbE6oXlDHdUoQSnxLnmcxdefvoAtb8CSc9/1qMthymkacjlMxXucinU7JRlKjXfr2MOSDrmIT5J25fnkD9pyOw0lxxW3V9KXQ+23YsUKjRs3LqTYc889VzfddFOYMwIAAAAA1EXVcV84VOEey/jvf/+rfv36adu2bRo0aJCys7OrrW0gWlR2vLKkyMPjNJUS7+I5DKAOqUvncHB8BwAAQORFfEU+h8OhUaNGqXfv3srPzy9dPe/zzz/X559/rqOPPlp33XWXrrrqKjmd5ac7duxYjR8/XuPHj1cgEJAkxcTEqHPnzurcubOOPPJIbd68WU8//bS2b98u27aVlZWla665Rt99991Bc1y8eLHatWtXfR8aAP6kcWKMWqfFaUNWgZokxmhTdqE2ZxeoYZxLLkfohVJOh6k2jRKUW+CU4c1Voc+SyzTUIMapGNtQMGhpV4FPpuFQnNuhBI9TibEudWiaWNrGEWnxOrNtmto3STzInlDX+P1+3XXXXVq7dm1I8cOHD9eZZ54Z5qwAAABQH8V7nLqic0ud0DJHn63J0vqsfCXHu5Uc75YkBSxLvoAly5JMU9qQla98b1AFvoDyvQHle4NKi/fosORYNYxzV0tOvoClzdkFklQ6s+oRafFqnBhTLe0jsrZt26ahQ4fK7/dXGNuhQwfdf//9TGoCAAAAAKiS6rovXJFwjmVYlqWZM2fqhRdeKH0tIyNDQ4cO1eOPPy63u3rGY4BoUdnxSrfTLJ2ArATPYQC1X104h2N/HN8BAAAQSREv5JOkf/7zn/r88891wgknaNCgQVq5cqU+++wzFRYWauXKlbrhhhs0atQoDRw4UH379lV8/P5LhWdlZelf//qXPv30U8XExOjqq6/W//3f/6l79+4HDBLedddd6ty5s9auXSvbtvXDDz/oww8/VI8ePcrNr0OHDmH53ABQ4qy26dqQ9buaJMZoV75P+d6gNmTm66jGCTIMo1JtJcW5lRgXJ18gqL1FAe22TO0pCirPF5AhyeU01SCmeIWKw5JjdFjDGLVKi1enVikM/NRDlmVp7Nix+vbbb0OKv/nmm3XJJZeEOSsAAADUd+2bJKp9k0TtyCnS0o3Z2piVr+05RZJMOd1/3Cg9rGGs1u7MU3qCWy6HKdMoXqEvKfbQV+GTJNu2tTErXwHLVrzHUXzjXNKZbdOqpX1EVkFBQcirBqSnp2vq1KmKiaHfDAAAAACouuq8L1yWcI5lFBQUaOTIkVqyZMkB761YsUJjxozR+PHjq+VzANEm1PFKSXKYxQU4PIcB1C21+RyO8nF8BwAAQCRERSGfJB133HGSpFtuuUVt27aVz+fTZ599po8++kgfffSRfvzxRw0ZMkTjxo3TbbfdpgEDBqhRo0ZavXq1LrzwQu3evVujR49Wv379lJJS/lLiiYmJGjlypHr37l3agXrllVcOWsgHAOHWvkmijm+epOVb9uqItHitzMjRnkK/NmTlq3VafJUGfNxOh9ITHHLHx+i3rEIFLFtxbqlNerxi3Q4d27yhbj6jtZzVODMUap9HH31U7733XkixvXr1Ut++fcOcEQAAAPCHxokxuui4ZpKkQNDSjlyv8r0BBYK2nA5D8R6nPlm9Uz9n5KjQF6iWvlQJ27a1IStfewr9Mo3imVVlGDq+eRKzq9YBlmVp5MiR+u233yqM9Xg8mjp1qho1alQDmQEAAAAA6rJw3BcuEc6xjB07dmjQoEFas2ZNuTEffPCBWrVqpZtvvvmQ9gVEs1DGKxs38PAcBlAH1dZzOELD8R0AAAA1KWoK+f7K7XbrnHPO0TnnnKOHHnpIWVlZWrRokT788EM9//zzmj59ui6//HJ99NFHuuGGGzRs2DAlJSWF1HbHjh1Lf46Pj1cwGAzXxwCAkPU8vpnWZeZJktqkJ+i3zDxl5fkUCNpqlRYvt7PyAwEBy9a6zDztKgjK5TB1ZHqCkuPdSvA41Pu0wxlcqOdeffVVPffccyHFdu3aVSNGjGAGTQAAAESM02HqsIaxB7z+zxMP08Zd+ZKqry/lC1jauO+muWEUtxvrdirB41DP45sd8mdB5M2aNavMFQTKMmbMGB199NFhzggAAAAAUF+E475wOMcyVq1apUGDBmnXrl0Vxj7xxBM6/PDDmUwb9UJ545UA6q7adg5H1XB8BwAAQLjVmgqOtLQ0XXHFFXrmmWe0adMmff/99zrjjDP0zTff6MEHHwy5iE9SaeFe165dtX79es2dOzdcaQNAyOI9Tl3RuaWcpqHkeLeOTE+QaUh7Cv36eeteZeZ6Zdl2SG3ZknIK/fp9V772FgZkGiot4nOahq7o3FLxnqit5UYN+PzzzzVt2rSQYjt06KCHHnpITiffGQAAAESf6uxLWbatzFyvft66t3TmW/pSdc/ChQs1b968kGJvvfVWnXvuuWHOCAAAAABQn9SmsYyPP/5YN910U0hFfCWWL19e5f0BABDNatM5HAAAAED0qrVX+u3bt1f79u2rtO369euVnJys//73v0pLS6vmzACg6tqkJ+iqU1tq/jeblBzvVkdXotZn5SvfG9SGrHxt2V2g9AYeJca4FOdxyGn+UY8dsCwVeIMq8Hrl9ucraBW/Hu9xqEVq8WxNTtPQVae2VJv0hAh9QkSDlStXauLEibJtu8IV9po1a6aHH35YcXFxNZQdAAAAUHnV0ZfKKfIrM9crf7D4Jnu8x6Ej0uLpS9UxP/74ox544IGQYnv06KE+ffqEOSMAAAAAQH0U7WMZtm1r7ty5mj17dsjbGIahgQMH6qqrrqrSPgEAqA1CPYcnxziUEGPL/NNzOdyPAAAAACDV4kK+Q/HTTz9p8ODBFPEBiEodmibq+tNb6aVvN0mSOjZN1PacIm3PKZIvYCtjT5EyVCRJcjsNGTJky5YvUDy44zJsNY+VnA4pOc6txrENZBkOJXgcuqIzAz313aZNmzR69Gj5fL4KV9hLSkrSrFmzlJKSUkPZAQAAAFV3qH2pEm6noSaJMWqSGCMZBn2pOiQjI0NDhw5VIBCoMLZjx44aPXp0hZOfAAAAAABQVdE6luHz+TR+/Hi9++67IW8TGxurBx54QGeddVaV9gkAQG0Syjk807BVEBuQ0yEZMrS1yKt8//7tcD8CAAAAqJ/qZSFfWlqarrzyykinAQDlapOeoIHnttXC5RlavmWvmiTFqklijHYX+LUr36t8b1DegLXvJs0fN2o8TlNJMYaaJToV7yk+xOfI0PHNk9Tz+Galr6F+ysrK0siRI5Wbm1thrMfj0YwZM9SyZcsayAwAAACoHofSl4r3OJQa71FynEvaV7xFX6ruyM/P16BBg7Rnz54KYxs1aqSpU6fK4/GEPzEAAAAAQL0WbWMZe/bs0dChQ/Xjjz+GvE2jRo00Y8YMtW3btkr7BACgNqroHO7zFU8oFwhKKi3EN7gfAQAAACB6CvkKCgokSW+++aaaNGkS1n0lJyfr/fffr/R2p512GgOPAGpMvMepKzq31Aktc/TZmiytz8pXcrxbyfFuSVLAsuQLWLIsyTQlt9OU0zRlylK8CiVJTRJj1LNDCx19GCuq1XclD63u2LGjwljTNDVhwgQde+yxNZAZAAAAUL2q2pf6syPS4nVm2zS1b5IYiY+AamZZlu69916tW7euwtiYmBhNnz5daWlpNZAZAAAAAADRM5axYcMGDRw4UFu3bg15m6OPPlrTpk2jHw0AqJcOdg43ZSnBLpA/aMm2pUQ7Rg6nk/sRAAAAAKKnkG/UqFGSpOHDh0c4k/KdccYZ+vTTTyOdBoB6pn2TRLVvkqgdOUVaujFbG7PytT2nSJIpp3v/wR2HKTVt4FHzWKfSG3jkdjpkWdKv23OVEONU4wYeOR1m2TtCneX3+3XXXXdp7dq1IcXfc889Ouuss8KcFQAAACorELS0I9ervKKAgpYth2lwnX8Qle1LNUmMUau0eHVqlaLGiTGRSRphMXPmTH3++echxY4dO1bt2rULc0YAAAAAAByofZNEHZmeoJ8zcvTthmxt2V2g7HyfHKahWJdDxr4Ve6TqH8v45ptvNGzYMOXl5YW8Tffu3TV27FjFxDCOAgCo38q6H7Ezp0CmZcjjdEiSfHLKkhlV9yO47wQAAABERlQU8i1dulQPP/ywJMm27QhnU77PP/9cH3/8sc4555xIpwKgHmqcGKOLjmsm6Y+BlHxvQIGgLafDUKEvqI278rU5K1drduZq9fZcSVKOcmSpeHDFYUqNG8SodXrkB4NQM2zb1rhx4/Ttt9+GFH/jjTfq0ksvDXNWAAAACFXJTd8NmfnakVukoHVgDNf5B1dRXyrew03pumzBggV64YUXQoq9/fbb1b179zBnBAAAAADA/g42/hPvcarQF1Se16/kOI9apsSqc+tUdWyWWG1jGa+//romTpwoyypj4KkcN954o2699VaZJuMpAACU+PP9iCKvT+s2b1NRwFLQstWgYbIS42Iifj+C+04AAABA5EVFIZ9lWXr11Vfldrvl8XjkcDjkcrnkcDjkdDplmqYMw5DDUTzDWHl//swwjAOKAkv+btv2AX8sy5JlWbJtW8FgsPSP3+9XIBCQ1+uV3+9XYiJLmAOIPKfD1GENYyVJq7fn6JNfd2pDVoEkyZSlREmWbcsftJQfCMg2TbmdpiRTGXuLlLG3SF/8tkut0+J0Vtt0tW/Csa2umj17tt59992QYi+66CLddtttYc4IAAAAoVi9PUdL1mSWXueXCFiWfAFLliWZprjOr6Q/96VQP3To0EFNmjTR9u3bDxp3wQUX6IYbbqihrAAAAAAACH38x+My5TSdCli21mcVaH1WQbWM/1iWpRkzZmj+/Pkhb+N0OjVq1Cj94x//qPJ+AQCoDxymodQET+nfU1MT5HK5IpYP950AAAAQCZZl6dtvv9W7776re+65R3FxcZFOKSpERSHfqaeeGukUAKDWyfcGtHB5hpZv2Vv8gm1rd4FfewsK1dDwyh8sLl7eUuiX3y4udvY4TcV7HEqN9yg5zqUNWQXakPW7jm+epJ7HN1O8JypOC6gmr776qubOnRtSbJcuXTRy5MgDCuMBAABQs8q7zt+V71W+Nyhv4MCpUbnOB8p31FFHad68eRo6dKhWrFhRZsyxxx6rUaNG0R8CAAAAANSIaBj/KSgo0IgRI/T555+HvE1SUpKmTJmiE088sVL7AgAAkRMN1x0AAACofzZv3qyFCxfq7bff1s6dOyVJp5xyinr16hXhzKIDV9QAUAuty8zTS99uUp43KNm2tucUaXtOkXwBWy7DVnxscRGf0yHFuEwZluQL2PIGLHkDlrLz/XI7DTVJjFGTxBgt37JX6zLzdEXnlmqTnhDhT4fq8Mknn2jSpEkhxbZv314TJ06U08llAQAAQCQd7Dr/z9xOQ6ZhyLJtrvOBEKSkpOjxxx/X+PHjD1ixvHHjxpo6darcbneEsgMAAAAA1CfRMP6zbds2DRo0SL/99lvIebdq1UozZsxQ8+bNK/V5AQBA5ETDdQcAAADqj4KCAn388cdauHChvv/++wPef+uttyjk24cn9gGglvllW47mf7NJActWoS+g9Vn5yvcGJUkuh6GmiW41j3PJ4zJlGoZSFStLpgKWpQJvUDlFfmXmeuUL2NqUXahd+T4dkRYvSXr2i4266tSW6tA0MZIfEYdoxYoVGjFihGzbrjC2WbNmevjhh1mqGAAAIMIqus5Pb+BRYoxLcR6HnKZZuh3X+UBo3G63xowZo9atW+vRRx+VJMXGxmr69OlKSUmJcHYAAAAAgPogGsZ/fv75Zw0ePFjZ2dkh5925c2dNnDhRDRo0qMKnBgAAkRAN1x0AAACo+2zb1ooVK/TWW29p0aJFKigoKDd2+fLl2rRpk1q2bFmDGUYns+IQAEC0WJeZVzrIsjvfp5UZOcr3BuU0DbVOi9fxLRqqWcM4xbodMg1jv22dpqnEWJeaJ8fp+BYN1TotXk7TUL43qJUZOdqd71PAsjX/m01al5kXoU+IQ/X7779r4MCB8vl8FcYmJSXpkUceUWpqag1kBgAAgPKEcp3fPDlOibGu/W6mSlznA5VhGIZuuOEGTZ48WXFxcRo3bpzatm0b6bQAAAAAAPVANIz/fPjhh+rbt2+livguvfRSzZw5kyI+AABqkWi47gAAAED9cPfdd6tPnz5asGDBQYv4SixcuLAGsop+FPIBQC2R7w3opW//GGT5LTNPli01jHXp2OZJSm/gOaB4rzymUTyz0jGHJalhrEuWLf2WmVc62PLSt5uU7w2E+RMhHHJyckKKc7vdmjx5sg4//PAwZwQAAICD4TofqHlnn322FixYoG7dukU6FQAAAABAPRDp8R/btvXUU09pxIgRIU0GKhVPhjN48GANHz5cTqez0p8ZAABERqSvOwAAAFC/nHjiiZWKf/vtt2VZVpiyqT3qdSHf3r17Q4qzbVsrV67UzJkztXXr1jBnBQBlW7g8Q3neoAp9Aa3LzJNtS2kJbh3VOEEuR9UO526nqaMaJygtwS3bLp6RqdAXUJ43qIXLM6r5E6AmHHvssXrmmWfUtGnTcmNM09Tw4cN13HHH1WBmAAAAKAvX+UBkNGzYMNIpAAAAAADqiUiP/4wfP16PP/54yG3HxcVp2rRpuuqqq2SE+KA/AACIDpG+7gAAAED9csEFF8jhcIQcn5mZqa+//jqMGdUO9bqQ74orrlBiYqKaN2+u448/Xt26ddOFF16oSy65RD179tTZZ5+tDh06KD4+Xscdd5wGDRqkoqKiSKcNoB5avT1Hy7fslWxb67PyS2dKap0Wf8g3TwzDUOu0+NKZk9Zn5Uu2reVb9mr19tBWd0N0adWqlebOnau2bduW+f4dd9yhrl271nBWAAAA+Cuu8wEAAAAAAOq2aBj/Ofnkk0Nus3Hjxnr66ad15plnHlJuAACg5kXDdQcAAADql+TkZP3tb3+r1DZvvfVWmLKpPep1Id97772nrKwsvfrqq+rdu7dSU1P1ww8/6K233tI777yjTz/9VL/++quKiopk27ZOO+00tWnTJtJpA6iHlqzJlCRtzylSvjcop2modfqhD7KUMAxDrdLi5TQN5XuD2p5TXLT82ZqsamkfNS8tLU1PPvmkTj311P1ev/LKK3XRRRdFKCsAAAD8Gdf5AAAAAAAAdVs0jP9ceOGF6tOnT4VtdezYUfPmzdNRRx1VLbkBAICaFQ3XHQAAAKh/evbsGVJckyZN1LdvXw0YMCDMGUW/el3IJ0lut1tdunTRkCFD9Prrr2vbtm367bffNG/ePJ100kmlcYZhaNiwYRHMFEB9tSOnSBuyCiTbLh0AaZESJ5ejeg/hbqepFilxkooHdEpmZ9qRw0qktVV8fLxmzJihf/zjH5KKb9Jdd911Ec4KAAAAEtf5AAAAAAAAdV00jf/ccsstOvfcc8tt47zzztOcOXOUmpparbkBAICaEU3XHQAAAKhdNm3apFmzZqlfv36ybbvS23ft2rXcMSW3262///3vmj17thYsWKC+ffuqWbNmh5pyreeMdALR6IgjjtDKlSv1008/lc5G0r17d/Xq1SvCmQGoj5ZuzJYk7S7wyxew5XIYSk1wh2VfqQlubdldIF/A1u4Cv5Lj3Vq6MVsXHccJs7ZyuVy6//77dfLJJ+u8887T3r17I50SAAAAxHU+UB3mzJmjTp06qWnTppFOBQAAAACAA0TT+I9pmrr//vuVkZGhVatW7bdtnz59dMstt8g06/1c4AAA1FrRdN0BAACA6Jefn6+PPvpICxYs0IoVK0pf/+WXX3T00UdXqi2Hw6F//OMfmjdvXulrHTt21MUXX6zzzjtPDRo0qLa86woK+crw2muv6dprr1UgEJBt2zrssMM0d+7cSKcFoJ7akJkvSdqV75UkpTfwyNxXZFzdTMNQegOPMvYUaVe+V8nxbm3Myg/LvlBzDMNQr1695Pf7I50KAAAA9uE6Hzg0r732mubMmaO5c+eqf//+OvvssyOdEgAAAAAA+4m28Z+YmBhNnz5dvXv31o4dO+RyuXTffffpggsuCEtOAACg5kTbdQcAAACij23b+uGHH/TWW2/p448/VlHRgasqL1y4sNKFfJLUq1cvvf322/rHP/6hnj176ogjjqiOlOssCvn+pLCwUIMGDdKTTz4pSaVFfIsWLVLz5s0jnB2A+igQtLQjt/gkme8NSpISY1xh3WdijEsZKird3/acIgWClpwOZmAEAAAAqgPX+cCh+fbbbzVp0iRJks/n00MPPaTNmzfrmmuuiXBmAAAAAAAUi9bxn9TUVE2fPl1Dhw7VuHHjdPzxx4c1JwAAEH7Ret0BAACA6LBjxw69/fbbWrBggbZu3XrQ2Pfff1+DBg2S21251Z1btWql999/X6bJ9WAoKOTb59VXX9XIkSP122+/ybZtSVKXLl30xhtvqHHjxhHODkB9tSPXq6AlBSxL3oAlSYrzOMK6z5L2vQFLAcuSZGpHrleHNYwN634BAACA+oLrfKDqNm3apGHDhsmyrP1ef/HFF7Vp0yZNmDBBLld4H1AAAAAAAKAi0Tz+07ZtW73xxhtyOnlkCACAuiCarzsAAAAQGT6fT5988oneeustffvtt6U1UhXJzc3VJ598oh49elR6nxTxhS4qR+W+/PJLde3aNaz7KCoq0jfffKO3335br776qjZv3iypeBU+l8ule++9V/fee68cjvB2aABUTvEMQl7lFQUUtGw5TEMJMU41buCpkzP65BUFJEm+fYMsbqchZ5hPck7TlNtpyBew5QtYcrpN5XsDYd0nAAAAUJ/sf51vyzAM5RcFZEsyJLmcpmJdDhmGUW375DofdUFOTo4GDhyo3NzcMt//7LPPdOutt2r69Olq1KhRDWcHAAAAANWjvt0Praui/T7v/7N35/FRlWf/x7/nzJZkkgmEBEIEZBGKVkWp4m7dBSShta21tnVpq61WlM29uOKGCIjWWm1Ru1jr48/WRNylitUqWhVXpGwihiULZJJJZjlzzu+PgSiyZBJmkpnk8369+vIxc899rsmDw33d172wiQ8AgPSK247qmiJqidmyHUf1cZ8K/TlpGdNl+rgDAAAAncNxHH3yySeqrKzUc889t8u1FW2prKzs0EY+JC/jZuZmzJih2267TU888YTKy8s71Ec0GlUoFFJjY6O2bNmiuro6rV+/XmvWrNGyZcv08ccf68MPP1QsFmt9z7YdpuPHj9ett96qAw44ICWfB8Ce2xgM66019VpdE9LGxrDi9o5tXKbUryBHQ0r8OnRwkfoFcjo/0DSI24nvpm0XDZgpXMi7O4YMSU7rc614crvwkT7Nzc267rrrdNFFF2nIkCFdHQ4AAAD2wKbGsNbWh1TbGFFNY0SmaejrB18ZhpTncakg162SfJ9yvXs+hcM4H9nMsixdeeWVWrt27W7bLVu2TBdddJEee+wxTnsDAAAAkDV6cj20u0p3nfezD5ao35CRyskPbPdz5n8AAOg6Xx3T1TQ2y2+3tL4WVKNsmWkZ07G+DAAAoGfbvHmznnnmGT355JNauXLlHvf35ptvasOGDSotLU1BdNiZjNrIN3fuXN18882SpNNPP135+flyuVwyTbP1ZryvnkZv27Ycx5FlWYrFYorFYopGo0k966tXQ/r9fpWXl+uSSy7R4YcfnsJPBGBPLNsQ1OLlNVpd27zdzy3bVtSyZduSaUpetynJVHVDWNUNYb22ok5DivN07IgSjSwN7LzzLOEyE99529Ye2klea7unHDnbPdft6pwJHuycZVm64oor9J///Ef//e9/NXfuXI0aNaqrwwIAAEA7bctx3l27RRsaIrK2rspznESe4ziJDXwuw5BkKBSNKxSNa0NDRAU5bvUvzFGvPG+Hn884H9ls9uzZWrJkSZvtTNPU1KlT2cQHAAAAICtQD+2+0lXndRxHS1/4f3rvxcdVsvcIjb1ghlwez5evM/8DAECn29mYzlTi7/9YPFH/aXEsudxupWNMx/oyAACAnicej+u1115TVVWVFi9erHg8nrK+HcfRokWLdNZZZ6WsT2wvYzbybdq0STNnzpSU2KwXj8fV0NCQlmfl5uZq1KhROvTQQ/Xtb39b48ePV04Op9UBmSIUsVS1tFpL1239DnAcbW6OqS4UUSgSV8Ta8QhKn9uU3+dSH79PvfM8Wl3brNW1n2nUgEKVjyqT35cxX3ftkp+TiDtRnJOiliPLtuVO44LERGHQ2e652fr76w4cx9HNN9+s//znP5KkYDCoCy+8UDfffLOOP/74Lo4OAAAAyfh6juMxDUWsuMKxuMJW4pAi27a3O7zINA15TEM+j0s+t6nGsKXGcJP6+L3au0+e3K725QSM85HNHnvsMT3++ONJtZ00aZKOPPLINEcEAAAAAHuGemj3l446bzwW078f+51WL31dklTz2XK99vj9OubMi2QYBvM/AAB0st2N6aJRSyWeLy+lWNcSU8wx0jKmY30ZAABAz7Fq1SpVVVVp4cKFqq+vT2nfOTk5OvHEE1VRUaGDDz44pX1jexkzcu7bt69ef/11TZw4Uf/73/902GGHtb5mmqYMw5DL5Wr9p8vlktvtlsfjaf2f1+uVz+dTbm6ucnNzlZeXJ7/fr0AgoJKSEpWVlal///4qKytrveEPQGZZWdOkR5esVVMkLjmONgTD2hAMtyb+23jdhkzDkO04ilqOIpatiGWrPhST122oNJCj0kCOlq5r0MqaJp05ZpCGleR30afquH4FPiXW55ryuU1FLFvNkbgCuembaGmOJHbk+9ym3KYpl5mIA13jvvvuU1VV1XY/i0ajuvzyy3XZZZfpjDPO6KLIAAAAkIyd5TjrG1oUbIklGmxLdQxDLtOQI8m2Hdm2o4idyHVM01Cex6Vcr0t1oaiC4ZiG9c1XIMezq8fugHE+stUbb7yh2bNnJ9V23LhxOvPMM9McEQAAAADsGeqhPUOq67wtjQ1a9Kc7VfPZ8u1+vurdV1VY0l+jTjqd+R8AADpRW2M6j+FIHsntSlxs4XUbisWUljEd68sAAAC6t1AopJdfflmvvPKKPv7445T3f+CBB6qiokInn3yy/H5/yvvHjjJmI58kfeMb39D//d//6aCDDmq9eQhAz/HJ+qAeeXOtLNtRS9TSqtqQQluTfo/LUEmBT4Ecj/J8ru1ODLLsxORDMBxTTWNEUcvR2voW1YWiGlqc+MvkodfW6KzDBmnf/oEu+Wwd5XaZ6leQo+qGsPw+lyKWrWA4pkBu8gt22ysYTiwo9vsSG55LAzntvu0DqfHEE0/oj3/8405fcxxHs2bN0saNG/XrX/9aZhpP0QIAAEDH7C7H8bYWNuOybEd+r7v1pFLHcWTZjqKWrXAsLtt21BSxFLZsBXLckkwt39Coffrmq1eeN6lYGOcjG61Zs0ZXXnmlbHvHmyi+7oADDtCvf/3r7W62BAAAAIBMQz2050hlnXfzhs/14oLbFdpSu9PX333+MQVK+sszaJQk5n8AAEi3ZMZ0vXNc6p8Tk7l1zrpIuYraSsuYjvVlAAAA3Y9t23rrrbf0f//3f/r3v/+taDQqt9udsjURxcXFOu2001RRUaG99947JX0ieRm1kU+SvN7kFqAB6F5W1jS1TnBsDkW1sqZJtiO5TUMDi/LUJ9/bOrHxdW7TVCDXVCDXo7Jeuapriurz+maFInF9VB3UsJJ89fZ79ciba3XuUYOz7iTKISV+VTeE1cfvU30oMZFT1it3l7+PPWE7jmoaI5KkPv7EKUmDi9lZ3xUWL16s2267rc12Dz/8sHw+ny644IJOiAoAAADJaivHCUV92hSMyO0yFGyJqSUWV57XJcMwZBiGPC5DHpepPJ9LkZitpoglK26rPhRVINcjn9ulFZuaNKK0oM2b+RjnIxs1NDRoypQpampqarNt//79de2118rjSd+iBAAAAADYU9RDe55U1HnXLXtPL/9lnqxoeLftXn30Xg3+zmTl9B3C/A8AAGmU7JjOlC1T1nbvTeeYjvVlAAAA3UskEtEVV1yhYDCYsj7dbreOPfZYTZw4UYcffrhcLlfK+kb7ZN0RGK+++qqWLl26x/18+umnuvTSS/Wtb31LRx11lG644QZ98cUXKYgQQHuFIpYeXfLlBMeKrRMcvXI9OmBAoUoKfElPKphG4lSj/fcqVK9cj2xHWlHTpM2hqCzb0aNL1ioUsdruKIMcOrhIktQ7zyOv21As7qiuKZqWZ9U1RRWLO/K6DfXO82z3fHSeDz74QFdddVVSt070799fp59+eidEBQAAgGQlk+P0LUgUNn1uU6ZpyHEcha0dx3+GDOV4XCrye+V1J6Zxgi0xRay4bEdaualJVnz340bG+cg2sVhMl19+uT7//PM22/r9ft14440KBLhxAgAAAEDmoh7aM+1pnfeT157VSw/OanMTnyRFo1Et++e9ctkR5n8AAEiTTB7Tsb4MAACge8nNzdVJJ52Ukr6GDx+uadOm6dlnn9WsWbN01FFHsYmvi2XVRr6amhr96Ec/0p133tnhPiKRiKZMmaIDDjhA99xzj9577z298cYbuuGGG/Stb30rqU0TAFKramm1miJxtUQtraxpkuNIxfleDe+XL4+rY19TXrep4f3yVZzvleMkTkNqiVpqisRVtbQ6xZ8gvfoFcjSkOE8yDJUGciRJn9c3K9bGYt32ilq2Pq9vlqTEcwxDQ4v96rf1megca9eu1eTJkxWJRNpsGwgEdPfdd6u4uLgTIgMAAECykslx8rxuFeS4JRnK9SQmx0IRS7bt7LRP0zBUmOtRzta2wZaY4ratWNzRZ3XNu4yFcT6yjeM4mjVrlv773/+22dY0Td18880aNGhQJ0QGAAAAAB1HPbRn6mid147H9cY/F+jNJx+S47RdE3YcKSZTA4/9vvYq7sX8DwAAaZLJYzrWlwEAAHQ/EyZM6PB7A4GAzjjjDP31r3/V3/72N/3oRz9Sr169Uhcc9kjWbORzHEc/+clPVF1drb/+9a8aN26cPvroo3b1sWrVKh166KGaP3++LMtq7bd3796aPn26XnvtNZlm1vxKgG5h2Yaglq5rkBxHq2pDracUDSn2y0jyhKJdMQxDQ4r9racWraoNSY6jpesatGxD6q6Z7QzHjiiRlJgA8ftcsmxHq2tCcpydL/JtL8dxtKY2JMt25Pe5Wid0jhnBBrHOVF9fr4svvlgNDQ1ttvV6vZo7d64GDx6c/sAAAACQtPbkOP0LE+PuPK9Lbpcpx3HUGIntZpxvqCDH/eXNfGFLkqO6UFRbmnc8VZVxPrLRo48+qn/84x9JtZ02bZoOP/zwNEcEAAAAAHuGemjP1t46b7SlWS8+OEvLXn8+uQc4kuPN0zdOn6pBo45k/gcAgDTJhjEd68sAAAC6lwMOOEADBgxIur1hGDryyCN166236tlnn9Xll1+ub3zjG2mMEB2VNbvWZs6cqRdeeKE16Xn++ed10EEH6fzzz9f69evbfP/LL7+sMWPGbLf5r7CwUHfccYfWrl2rWbNmadiwYWmLH8DOLV5eI0naEAwrFInLbRoaUrLnExzbGIahwcV+uU1DoUhcG4JhSdKry2tT0n9nGVka0KgBha2nGJmGtKUlptW1ez7Z4jiOVteGtKUlJtOQhhb7JcPQqAGFGlkaSNEnQFuam5t16aWXqrq67dO0DMPQzTffrFGjRnVCZAAAAGiP9uQ4vfK86uP3atsGPSlxkmljxGpjM59HhmHIittqicYTz2sIb9eKcT6y0euvv665c+cm1fZ73/uezjjjjDRHBAAAAAB7jnpoz9aeOm9j/SY9/dtrVb18aXKdO5K7V6mG/+BKBfYaxvwPAABplA1jOtaXAQAAZCbLslRfX9/u9xmGoVNPPbXNdgMHDtRFF12khQsXav78+Tr55JPl9Xo7Eio6SdZs5Pvud7+rq666Svvss48cx5HjOIrH41qwYIFGjBihG264Qc3NzTt979///neNGzdOmzdvluM4MgxDF110kVasWKFp06YpLy+vkz8NAEnaGAxrdW2z5Ditkw8Di/LkcaX2q8nrNjWwKPHf+YZguPVkpI3BcBvvzCzlo8qU73Mp1+vWsJJ8GYZU2xTV/zY2KWrZHeozatn638Ym1TZFZRjSsJJ85Xrdyve5VD6qLMWfALtiWZauvPJKffLJJ0m1v+yyy3T88cenOSoAAAC0V0dynEF98uRxGXKbpgK5HklSJBZXMBxT3N55UdU0DOX7Ehv/mmNxSY6CYUstUUsS43xkp1WrVumqq66Sbbed3x566KG67LLLUrZAAgAAAADShXoopOTqvJvWLNfCu3+jLZvWJdWn40j+gftp2PcuU06vYuZ/AABIo2wa07G+DAAAIHOsWLFCc+bM0bhx4zR79uwO9XHCCSfINHccd+bm5qqiokIPPPCAnnjiCf3sZz9T37599zRkdJKs2ci3//776+abb9ann36qV199VWeffbby8vLkOI5CoZBuvPFGDR8+XAsWLNju9JC7775bP/7xjxWNRuU4jg444AC9/vrruueee1RUVNSFnwjAW2sSO8s3N8cUtRx5XIb65Kdn93effK88LkNRy9Hm5th2z88Wfp9bZ44ZJLdpqLffq31K8ltPTvrwiwbVNEZkJ3l6ku04qmmM6MMvGlpPStqnJF+9/V65TUNnjhkk/9aFwUgvx3F088036/XXX0+q/bnnnsutEwAAABmqIzmOx2Vq2Naxvc/tat3MF7VsbW6OqiUW3+kpqT6PKdMwZNuOItsWfDWGGecjK23ZskVTpkxRKBRqs+3AgQN1++23y+3mzzIAAACAzEc9FFLbdd53X/uXnv39TQqHgm325TiSFXcU2O8YDTrtQnlycpn/AQAgzbJpTMf6MgAAgK4VDAb1f//3fzr77LN15pln6pFHHtHmzZv18ssvKxhse+7n64qLi3XIIYe0/vvBBx+s6667Ts8995yuvfZaHXzwwRyCnIWychR91FFH6aijjtJdd92l3/3ud7rnnntUXV2t9evX6/zzz9ddd92lO+64Q2+++aauv/56OY4jj8ejGTNm6Morr2ShD5AhVtckFujVhSKSpJICn8w0/UViGoZKCnyq3hJWXSii3n6v1tS2vUAw0wwryddZhw3SI2+uVW+/V9/0BLSqNqRQJK7VtSGt29ys/gGPPHl268LebSzbVnMkcbNHTWNEsXhiUsbvc2losV+5XrfcpqGzDhukYSX5XfURe5zf//73qqqqSqrt+PHj9etf/zrNEQEAAKCjOprjBHI9GtY3Xys3Ncnndqm331Bj2JIVt9UUjilkGMr1uORxmXK7DJmGIUOGcjwuhSIxhSKWrLij5RujKsxNFI4Z5yNbxGIxXX755friiy/abJufn6958+YpEAh0QmQAAAAAsOeoh2KbndV5V9Y06X+v/FPVbz4lQ4bcLkMuc+vcz1f+mDhOYiF93HZkOdLAY3+ofgcdz/wPAACdJNvGdMmsLysp8CmQ41GezyX3V254YX0ZAABA+9m2rSVLlqiyslIvv/yyotHoDm2i0aieffbZDl3mMnHiRA0bNkxnnHGGhg4dmoqQ0cWyekdbYWGhrrzySk2bNk0PPvigbrrpJn3xxRf64IMPNG7cOEmJm472339//elPf9JBBx3UtQEDaGXFbW1sDEuSQpG4JCmQ40nrMwM5HlUr3Pq8DcGwrLgttytrLieVJO3bP6BzjxqsR5eslSR9s39AG4JhbQiGFbUcrd8SkStiSZLcLml9OKqoI0Wt7U9T8roNlQZyVBrIkQxD+T6XzhzDJEtneuKJJ/SHP/whqbZjxozRjBkzODUBAAAgQ+1pjtM7z6sR/Qq0sqZJkqneeR41R+NqicVl246ao1ZrW9MwJEOK247Cli0jnljIJUkel6H+hYzzkR0cx9Ftt92md955p822pmnq9ttv1957790JkQEAAADAnqMeiq/7ap3XikVV96+HVfvOazIMQ47jKBZ3FEv8v267mqCz9dYclzdXw8efr5J9DqDOCwBAJ8nWMV1b68uqt4RVrcTn8roTB0g6clhfBgAA0A7r1q1TVVWVqqqqtGnTpjbbV1VVdWgj3yGHHKJDDjlEffr06UiYyEBZvZFvG4/HowsuuEBnn322Zs+erWuvvVZSYjIzPz9ff/vb3/TNb36zi6ME8FUbGyOK24lTfCKWLUnK87nS+sxt/UcsW5ZtSzK1sTGivXrlpvW56TCsJF+TTxqhqqXVWrquQaWFuSoN5Ghzc0wNzS3yGHHF4o6seOLzxpxEocfnNuX3udTH71PvPI+2HeU4akChykeVye/rFn8tZIXFixfrtttuS6rtiBEjdMcdd8jjSe9EIAAAADouFTlOINej/fcq1Nq6ZtWFosrzupXndSli2YrE4orZjmzbke040lfrqI7kdZvK8bg0ol9B67iecT4y3d/+9jc9+eSTSbW97LLLdNhhh6U5IgAAAABIHeqh2JlhJfn66cF99NMLLtbqZR/L4zblcSTLdhS3bcWdxFqXbZv3tsktLNboH07W3oOHUucFAKATZfOYbnfry+pCEYUicUUse+vmvS/HHqwvAwAA2LWWlha99NJLqqysTOrQ4q/65JNP9L///U/Dhw9PU3TIFt1qRO3z+fT+++9LkvLz82UYhoLBoI488kjNmzdP5513XhdHCGCbpnDiNono1gkOr9uQ20zvSZBu05TXbShqOYpattxeU6GI1fYbM5Tf59aZYwbpoEFBvbq8VqtqQ+rt96qP362A3LIdR7G4rXwrR45pyus2d/gdDy3265gRxRpZGuiiT9Ezffjhh7rqqqtk23abbUtLS3XXXXfJ7/d3QmQAAADoqFTlOB6XqWF989WnOar1DWE1hi353C753ImireMkbt9zJBmStrRE5TiJ/MBtmrJsm3E+ssK///1vzZs3L6m2P/jBD/SDH/wgvQEBAAAAQIpRD8XOrFixQpMnT1Zowwb18XvVFLEUsWy5XYbcrm3zP1s38ykx/9N38AideM505RYUtvbD/A8AAJ0j28d0u1pf1tvvlZTYoBi1bNm2ZJpifRkAAMBOOI6j999/X08++aRefPFFNTc3d7ivqqoqTZ06NYXRIRt1q418P//5z/X4449ryJAhqqysVGFhoS644AI9++yz+sUvfqFnnnlG999/v3r16tXVoQI9XtxOnOKzbR+TufXknnQzZEhyWp9rxZ3dts8GI0sDGlka0MZgWG+tqddnNUE1N7ZItiGf2yW/2y1biQkWlymVBnI0uNivQwcXqV8gp4uj73nWrl2ryZMnKxKJtNk2EAjo7rvvVklJSSdEBgAAgD2R6hynV55XvfK8ao5aqm2MqDFiqTkal2TI7fqyb8Mw5DiOctwuFed79aNDB+mYEYwfkdlWrlypq6++OqnDTcaMGaNp06Z1QlQAAAAAkFrUQ/F1r732mq666qrWxV45HpdyPC7F4o6ao4kNfbG4LcNIzPlI0tCDjtJRP/iVvD4PdV4AALpAdxnTfX192ZrakDYEw5JMub3bb9xjfRkAAEBCTU2NFi5cqMrKSq1duzYlfT799NOaNGmSPB5PSvpDduo2G/kmTZqkhx56SEcccYQqKyvVp08fSYk/6H/60580depUPf7443r77bf1zDPP6Bvf+EYXRwz0bC4zMamx7QAf2+mcAlLi3MIvn/vVBbDZrl8gRxMOLFMsVqJNNTXa0hxT2LLl8xfK6/XI73OrX4FPbld6T4XCrtXX12vSpEnasmVLm229Xq/mzp2rIUOGpD8wAAAA7LF05Th5XrcG9XG39tkSjcuK27IlmZKWb0oUcUf2L1Ce161+hRRTkdk2b96sKVOmJHVC3aBBg3TbbbfJ7e42U5gAAAAAehDqodjGcRz9/e9/15w5c3Z6qI3HZagwN7F4y5FkxW3FbekHPzlXZ/70XOXneKjzAgDQRbrbmG7b+jIpMebY2BhRKGLJijtyuwzWlwEAgB4vGo3q1Vdf1ZNPPqk33ngjqQOK26OwsFAbNmzQwIEDU9ovsku3WAVz5ZVX6re//a1++MMf6qGHHpLP59vu9bPPPltjx47Vz372Mz399NM6+uij9eSTT+rII4/soogB5Ockvn687kTSH7UcWbYtt5m+SQDLthW1nO2e6/d1i6/BHbhMU33yE9+FffoUsGs/AzQ3N2vy5Mn64osv2mxrGIZmzpypUaNGdUJkAAAASIXOyHFMw9guh7FsW45jyDC6f46D7sFxHF1xxRWqrq5us20gENC8efMUCAQ6ITIAAAAASD3qoZAky7I0e/ZsPf7440m1NyT5c3N0/fXX65RTTklvcAAAoE3deUzndpnaq1duyvsFAADIRsuXL9eTTz6pZ555RsFgMKV95+Xl6dRTT1V5ebkOOOAAGZ10yzMyV9bP2M6bN0+zZs3S9OnTNWvWrF2269u3r5566inNnDlT119/vU466ST99a9/1Xe/+91OjBbANv0KfEoc3GPK5zYVsWw1R+IK5KZvkqM5Epck+dym3KYpl5mIA0g3y7J05ZVX6uOPP06q/WWXXaYTTjghzVEBAAAglchxgLYZhqGf/OQnWrZs2W5v5DNNU7fddpsGDRrUidEBAAAAQGoxV4DGxkZdeeWVevPNN5N+T1FRke68804dcMABaYwMAAAkizEdAABA99XQ0KBnnnlGlZWVWr58ecr7P+SQQ1RRUaETTjhBOTk5Ke8f2Sur77+urKzU5Zdfrrvuumu3m/i+6je/+Y2effZZ+f1+nXHGGfrTn/6U5igB7IzbZapfQeIvJL/PJUkKhmNpfea2/rc9rzSQI7crq78GkQUcx9Ett9yi119/Pan2Z599ts4444w0RwUAAIBUI8cBknPsscfqj3/8o0pLS3fZ5sorr9SYMWM6MSoAAAAASD3mClBVVdWuTXzDhg3Tww8/zCY+AAAyCGM6AACA7mf16tW64oorNHbsWM2ePTulm/hKS0t1/vnnq7KyUvfdd5/Gjx/PJj7sIGtH9++++65+9rOf6ZFHHtGkSZPa9d6TTjpJ7777rg444AD94he/0MKFC9MUJYDdGVLilyT18SdODKppjMh2nLQ8y3Yc1TRGtnve4GJ/Wp4FfNX999+vysrKpNqOGzdOF198cZojAgAAQLqQ4wDJGT58uP70pz/pwAMP3OG1M888U6effnoXRAUAAAAAqcdcQc925pln6oQTTkiq7ZFHHqkFCxaof//+aY4KAAC0F2M6AACA7sU0Tb300kuKxVJzQIPX69XYsWN17733qrKyUr/85S9VVlaWkr7RPWXlRr5169bpxz/+sR5//HF9//vf71AfAwYM0CuvvKIjjzxSZ5xxRtI3JQFInUMHF0mSeud55HUbisUd1TVF0/KsuqaoYnFHXreh3nme7Z4PpMs//vEPPfDAA0m1HTNmjK699lqZZlb+1QwAAACR4wDtUVRU1Hr63DZHHHGEpkyZ0oVRAQAAAEBqMVfQs5mmqRtvvFH77bffbtudeeaZmjt3rvx+FukDAJCJGNMBAAB0L3vvvfdODx5ur29+85u66qqr9Nxzz2nmzJkaM2YM68CRlKz8U/LBBx/ob3/7m4477rg96qegoEDPPfecTj75ZE2YMEEfffRRagIEkJR+gRwNKc6TDEOlgcSVsZ/XNysWt1P6nKhl6/P6ZklKPMcwNLTYr34BrqlFetXU1CTVbvjw4Zo1a5Y8Hk+aIwIAAEA6keMA7eP1enXDDTfo4osv1tChQ3XrrbfK5XJ1dVgAAAAAkDLMFSAnJ0dz5sxR3759d3jNNE1dccUVmj59OvkwAAAZjDEdAABA91NRUdGh9xUVFeknP/mJHnvsMT388MP63ve+p4KCghRHh+4uKzfyjRs3TqNGjUpJXz6fT0888YQmTpyo73znO2psbExJvwCSc+yIEkmJyQe/zyXLdrS6JiTHcVLSv+M4WlMbkmU78vtcrZMpx4woTkn/wO5ccMEFuvrqq3d7ukJpaanmz5+v/Pz8TowMAAAA6UKOA7SPYRg699xz9Ze//IW8CAAAAEC3xFwBiouLNW/ePOXm5rb+zO/366677tIPfvCDLowMAAAkizEdAABA93LyySfL5/Ml1dblcunb3/625syZo6efflqTJ0/W0KFD0xwhurOs3MiXaqZpasGCBTr44IN1/vnnd3U4QI8ysjSgUQMKW08QMg1pS0tMq2v3fKLDcRytrg1pS0tMpiENLfZLhqFRAwo1sjSQok8A7N7pp5+u2bNn73SwV1BQoPnz56ukpKQLIgMAAEA6kOMAHeP1ers6BAAAAABIC+YKIEkjRozQzTffLMMwVFZWpgcffFBHHHFEV4cFAACSxJgOAAAg80SjUT3//PPatGlTu9/r9/t14okn7rbN0KFDNWXKFD3zzDO68847deyxx8rtdnc0XKBVxv0pqqurkyStW7eu9WeGYbT+zzRNGYYhl8sl0zTlcrnkcrnkdrvldrvlcrk69FzDMPTXv/5Vp512mu677z796le/SsnnAdC28lFlWlnTJEkaVpKvFTVNqm2Kyoo7Glzsl9fd/j3HUcvWmq0THIaR6DfX61a+z6XyUWWp/gjAbh177LH6/e9/r8mTJ2vLli2SEotU58yZw4kMAAAA3RA5DgAAAAAA+CrmCiAlaoY333yzDj30UPXu3burwwEAAO3EmA4AAKDrOY6jZcuWqaqqSs8++6yCwaAuvPBC/fznP293XxMnTtTTTz+93c/y8/M1duxYVVRUaN9995VhGKkKHWiVcRv5rrnmGjmOo7333rtD7zcMQ16vVzk5OcrNzVV+fr4CgYD69OmjwYMHa8iQIRo1apRGjx6tvn37bvdej8ejJ554QuPGjdNxxx2nkSNHpuIjAWiD3+fWmWMG6aHX1qi336t9lK+VNU3a0hLTh180aGBRnvrke2Um8Reh7Tiqa4rq8/pmWbYjc+sER2+/V27T0JljBsnvy7ivPvQA+++/vxYsWKBJkyapurpaM2fO1MEHH9zVYQEAACANyHEAAAAAAMBXMVeAbU455ZSuDgEAAHQQYzoAAICus3nzZj3zzDOqrKzUihUrtnutsrJS5513nkyzfQcrHHzwwSorK9P69et16KGHauLEiTruuOPk8/lSGTqwg4wa6T/22GN65ZVXZBhGh68bdxxH4XBY4XC49dajXe2CHTFihE466SRNmDBBJ510klwul/Lz8/X000/L7/d39GMA6IBhJfk667BBeuTNtert9+qbnoBW1YYUisS1ujakdZubVVLgUyDHozyfS+6v/EVr2baaI3EFwzHVNEYUiye+P/w+l4YW+5XrdcttGjrrsEEaVpLfVR8R0KBBg/Tggw/q7bff1gknnNDV4QAAACCNyHEAAAAAAMBXMVfQPTiOI9u25XK5ujoUAADQBZId0/XOcSk/x9luUx9jOgAAgPaJx+N6/fXXVVlZqVdffVWWZe203RdffKH33ntPo0ePblf/pmnq+uuvV1lZmUpLS1MRMpCUjNnI5ziOHnvsMR1xxBFyu92t/3O5XNv9+1f/ZxiGYrGYYrGYotFo6//99X8PhULavHmzNm/erFgs1vrMTz/9VMuXL9e9996r3r1760c/+pEmT56sYcOGdeFvAui59u0f0LlHDdajS9ZKkr7ZP6ANwbA2BMOKWo6qt4RVrbAkyes2ZMiQI0dRa/uNv163odJAjkoDOZJhKN/n0pljmOBAZigqKuKkTQAAgB6CHAc9SV1dnW6++WZdfvnlTHADAAAAwC4wV5DdLMvSrFmzFIlEdP311+/yUGkAANC9JTOmqzEcNedacrskQ4a+CEcUim3fD2M6AACAnVu9erWqqqq0cOFC1dXVJfWeysrKdm/kk9Sh9wB7KmM28hmGoccffzztz6murtbq1av1ySef6L333tM777yj//73v6qvr9dvf/tb3Xffffr+97+vO+64QwMGDEh7PAC2N6wkX5NPGqGqpdVauq5BpYW5Kg3kaHNzTHWhiEKRuCKWvbVY9WXByuc25fe51MfvU+88j7S1aDJqQKHKR5XJ78uYrzsAAAAAPQg5DnqCaDSqadOm6cMPP9SHH36oO++8UwcccEBXhwUAAAAAGYm5guwUDAZ15ZVXasmSJZKkwYMH67zzzuviqAAAQFdpa0wXjSZui7HikloPZjAY0wEAAOxCU1OTnn/+eVVVVemDDz5o9/tffPFFXX755crLy0tDdEBq9bhRf1lZmcrKynTUUUe1/qy5uVmvvfaa/vnPf+rxxx/X3//+dy1cuFA33nijLr30Uk5RAzqZ3+fWmWMG6aBBQb26vFarakPq7feqt98rSbJsW1HLlm1Lpil53abcprldH0OL/TpmRLFGlga64iMAAAAAQCtyHHRnjuPoxhtv1IcffihJqq+v1y9/+Utde+21Gjt2bBdHBwAAAACZibmC7LJu3Tpdeuml+uyzz1p/9tvf/laDBg3SiSee2IWRAQCArrS7MZ0pW/lOs2JxW44jBZwcudxuxnQAAABfYdu2/vvf/6qqqkovvfSSIpFIh/sKh8N64YUXNHHixBRGCKRHj9vItzN5eXk6+eSTdfLJJ2v+/Pl6+umndeutt2rq1KmqqqrSo48+qpKSkq4OE+hxRpYGNLI0oI3BsN5aU681tSFtCIYlmXJ7t5/UcJlSaSBHg4v9OnRwkfoFcromaAAAAADYBXIcdEcPPvignn322e1+Fo1G9Zvf/EarVq3Sr371K5lfW5gAAAAAAEhgriDzvfPOO5o+fbqCweAOr1177bXq37+/9ttvvy6IDAAAZIqdjek2BZtl2oZ8bpckKSq3bJmM6QAAACRVV1frqaee0lNPPaXq6uqU9fvkk0+ykQ9ZgY18X+NyuVReXq7y8nItWrRI06ZN00EHHaTHHntsu1v8AHSefoEcTTiwTJJkxW1tbIwoFLFkxR25XYb8Prf6FfjkdrEwEJ3j448/1uOPP64rr7xSXq+3q8MBAABAliHHQXexaNEi3Xvvvbt8fcGCBVqzZo1uuOEG5ebmdmJkAAAAAJBdmCvITE899ZRmzpwpy7J2+nokEtGUKVP0pz/9Sf369evk6AAAQKb56pguHIlq5efrFbZsxW1HBb16K5CXw5gOAAD0WJFIRIsWLVJVVZWWLFmS8v6HDx+uk08+WY7jyDCMlPcPpBIb+XbjhBNO0H//+1/Nnz9f3/nOd3TvvffqBz/4QVeHBfRobpepvXqx+A9d5/PPP9ell16qzZs364svvtDs2bNVUFDQ1WEBAAAgS5HjIFstW7ZMM2bMaLPdokWLVFZWpsmTJ6c/KAAAAADoBpgr6Hq2bet3v/udHnzwwTbb1tXVacqUKfrDH/6gvLy8TogOAABkA5dpqE++r/Xf+/TJl8fj6cKIAAAAOp/jOProo49UWVmp5557TqFQKKX9BwIBjR07VuXl5Ro5ciQb+JA12MjXBtM0NXnyZE2cOFFnnXWW1q9fr0suuaSrwwIAdIH6+npNmjRJmzdvliT997//1S9+8Qvdfffd6tu3bxdHBwAAAACdo7a2VlOnTlUkEmmz7bBhw3T++ed3QlQAAAAAAOy5cDisa6+9VosWLUr6PdXV1VqzZo3222+/NEYGAAAAAACQHerr67Vw4UJVVVVp1apVKe3bMAwdfvjhKi8v13HHHSev15vS/oHOwEa+JA0ZMkSvvvqqZsyYobq6OvXp06erQwIAdKKWlhZNnjxZ69at2+7nK1eu1Lnnnqu7775bw4YN66LoAAAAAKBzRCIRTZ06VZs2bWqzba9evTR37lz5/f5OiAwAAAAAgD1TU1OjqVOn6pNPPkn6PXvttZfuuusuDR48OH2BAQAAAAAAZDjHcSRJDz74oO677z7Ztp3S/gcMGKCKigqddtpp6tevX0r7BjobG/nawe1269Zbb+3qMAAAnSwej+uqq67Sxx9/vNPXN23apJ///Oe688479a1vfauTowMAAACAzuE4jm644YZd5kZf5fF4NHv2bJWVlXVCZAAAAAAA7Jnly5dr8uTJSR1cs83BBx+sO+64Q7169UpfYAAAAAAAAFnCMAwNHjw4ZZv4cnNzddJJJ6miokIHHXSQDMNISb9AV2MjHwAAu+E4jm699Vb9+9//3m27pqYmXXzxxXrooYf0jW98o5OiAwAAAIDO84c//EHPP/98Um2vueYaHXTQQekNCAAAAACAFFi8eLGuueYatbS0JP2eCRMm6Oqrr5bX601jZAAAAAAAANlh2ya7Y445Rr169dKWLVs63NfBBx+s8vJynXTSScrLy0tRhEDmYCMfAAC78Yc//EH//Oc/k2p7/PHHa/jw4ekNCAAAAAC6wAsvvKDf//73SbU955xzNGHChDRHBAAAAADAnnEcR3/5y180f/58OY6T9PsuvvhinXPOOZwCDwAAAAAA8DUej0fjx4/XI4880q739e3bVxMmTNCECRM0aNCgNEUHZAY28gEAsAuVlZVJL1Q95JBDdP3118s0zTRHBQAAAACd6+OPP9b111+fVNtvf/vb+vWvf53egAAAAAAA2EOxWEy333570gd6SpLP59NNN92kE044IX2BAQAAAAAAZLny8vKkNvJ5PB4dd9xxKi8v1+GHH84abPQYbOQDAGAnXnvtNc2cOTOptvvss4/uuOMOeb3eNEcFAAAAAJ1r06ZNmjp1qiKRSJttR4wYoZtuuonJdQAAAABARgsGg7r88sv19ttvJ/2ePn36aO7cudpvv/3SGBkAAAAAAEDXa2lp0aJFi7Ro0SLddttt8ng87Xr/8OHDNXLkSC1btmynr48cOVIVFRUaO3asAoFAKkIGsgob+QAA+JqPP/5YV1xxhWzbbrNt3759NX/+fBUUFHRCZAAAAADQecLhsKZNm6ba2to22xYVFWnOnDnKy8vrhMgAAAAAAOiYtWvXavLkyVq7dm3S7xkxYoTmzp2rfv36pTEyAAAAAACAruM4jj744ANVVlbq+eefV3NzsyTp3//+t44//vh291dRUbHdRr7CwkKNHz9e5eXlGjFiRMriBrIRG/kAAPiKdevW6dJLL1U4HG6zbUFBge655x717du3EyIDAAAAgM5j27auu+46ffLJJ2229Xg8mj17tkpLSzshMgAAAAAAOuadd97R9OnTFQwGk37Pscceq5kzZ3JwDQAAAAAA6JZqamr09NNPq7KyUp999tkOr1dWVnZoI9/YsWM1f/58HXLIIaqoqNAxxxzT7pv9gO6KjXwAAGy1efNmTZo0SZs3b26zrcfj0Z133qmhQ4d2QmQAAAAA0LkeeOABvfTSS0m1nTFjhg488MA0RwQAAAAAQMdVVlbqlltukWVZSb/nJz/5iS655BKZppnGyAAAAAAAADpXLBbTq6++qsrKSr3++uuybXuXbV977TXV1taquLi4Xc8IBAJ69tlnlZ+fv6fhAt0OG/kAAJDU0tKiyZMn6/PPP0+q/Y033qjRo0enOSoAAAAA6HzPPfecHnjggaTannfeeRo/fnyaIwIAAAAAoGNs29Zvf/tb/eUvf0n6PS6XS1deeaW++93vpjEyAAAAAACAzrV8+XJVVVXp6aefVkNDQ1LvsW1bTz/9tM4+++x2P49NfMDOsZEPANDjxeNxXX311froo4+Saj916lSdfPLJaY4KAAAAADrfhx9+qBtuuCGptscff7wuvPDCNEcEAAAAAEDHtLS06I477tCbb74pwzCSek9BQYFmzZqlQw89NM3RAQAAAAAApF8wGNSzzz6rJ598Up9++mmH+qisrNRPf/rTpOdXAOweG/kAAD2a4zi67bbb9OqrrybV/sc//rHOOuusNEcFAAAAAJ1v48aNmjZtmqLRaJttR4wYoRtvvFGmaXZCZAAAAAAAtE9tba2uu+46rVixQm53cktjBg4cqHnz5mnvvfdOc3QAAAAAAADpY9u23njjDVVWVuqVV15RLBbbo/7WrFmjDz/8UAcccECKIgR6NjbyAQB6tD/+8Y/6xz/+kVTbU045RZdeemmaIwIAAACAztfS0qIpU6aorq6uzbZ9+vTR3LlzlZub2wmRAQAAAADQPp999pkuvfRS1dbWJv2e0aNH64477lBhYWEaIwMAAAAAAEiftWvXqqqqSgsXLtSmTZtS2ndVVRUb+YAUYSMfAKDHqqys1H333ZdU29GjR+v666/ntgkAAAAA3Y5t27r22mu1fPnyNtt6vV7NmTNH/fr164TIAAAAAABov759+6pXr15Jb+QrLy/X1VdfLY/Hk+bIAAAAAAAAUqu5uVkvvviiKisr9d5776W8//32208VFRU65ZRTUt430FOxkQ8A0CO9/vrrmjlzZlJthw0bpjvvvFNerzfNUQEAAABA57vvvvv0r3/9K6m21113nb75zW+mOSIAAAAAADouNzdXN9xwQ1K38k2aNElnn322DMPopOgAAAAAAAD2jOM4eu+991RZWakXX3xRLS0tKe2/d+/eGjdunCoqKrTPPvuktG8AbOQDAPRAH3/8sa644grZtt1m2759++ruu+9WQUFBJ0QGAAAAAJ3rmWee0YIFC5Jq+4tf/EKnnnpqmiMCAAAAAGDPFRcX6/rrr9e0adMUj8d3eN3n8+mmm27SCSec0AXRAQAAAAAAtN+mTZv01FNPqaqqSp9//nlK+zZNU0cffbQqKip09NFHy+1mqxGQLvzXBQApZsVtbWyMqClsKW47cpmG8nPc6lfgk9tldnV4Pd4XX3yhyZMnJ3X6RH5+vu6++2717du3EyIDAAAAMg/5Tfe2du1a3XTTTUm1PfHEE3XBBRekOSIAAAAAAFJn+PDhuvLKK3XLLbds9/Pi4mLNnTtX++67b4f7Zs4EAAAgtRhfAQCwe47j6Fe/+pXWrl2b0n6HDh2q8vJyjR8/Xn369Elp3wB2jo18AJACG4NhvbWmXqtrQtrYGFZ8Jxe9uUypX0GOhpT4dejgIvUL5HR+oD3c5s2bNWnSJNXX17fZ1uPx6M4779SwYcM6ITIAAAAgc5Df9BwDBw7UhRdeqPnz58txnF2223fffXXDDTfINCmUAwAAAACyy5FHHqmLLrpI9957ryTpG9/4hubOnduhgzyZMwEAAEgtxlcAACTPMAyNHz9e99133x735ff7deqpp2rixInab7/9ZBhGCiIEkCw28gHAHli2IajFy2u0urZ5u59btq2oZcu2JdOUvG5TkqnqhrCqG8J6bUWdhhTn6dgRJRpZGuia4HuYcDisKVOmJH0SxQ033KBvfetbaY4KAAAAyBzkNz2PYRj66U9/qsGDB+uaa65Rc3PzDm2Ki4t15513KieHwjgAAAAAIDv95Cc/0bp169TQ0KCbbrpJeXl57Xo/cyYAAACpxfgKAICOmTBhgn7/+9/v9qDeXTEMQ4ceeqgqKip0/PHHy+fzpSFCAMlgIx+APdYTr7UPRSxVLa3W0nUNiR84jjY3x1QXiigUiSti7Xg8kM9tyu9zqY/fp955Hq2ubdbq2s80akChykeVye/jKzld4vG4rr76an344YdJtZ86dapOOeWUNEcFAACAni5TcinyGxxzzDFasGCBpkyZovXr17f+3Ov1as6cOR26pQAAAAAAgExhGIauvvpqmabZrtvmu3LOJFPmjQAAAFKpu9WkGLMBADpbaWmpxowZozfffDPp95SVlam8vFwTJkxQ//790xgdgGSxqgpAh/Tka+1X1jTp0SVr1RSJS46jDcGwNgTDilrbn27gdRsyDUO24yhqOYpYtiKWrfpQTF63odJAjkoDOVq6rkEra5p05phBGlaS30Wfqntrbm5WXV1dUm3POussnXXWWWmOCAAAAD1VpuVS5DfYZp999tHDDz+s6dOn6/3335eUuKl8v/326+LIAAAAAADYc253+5bHdMWcSabNGwEAAKRSd6lJMWYDAKRKOBxWTk77/46oqKhocyOfz+fTiSeeqIqKCo0ePbpdBxsBSD828gFol55+rf0n64N65M21smxHLVFLq2pDCkXikiSPy1BJgU+BHI/yfC65vzLosWxbzZG4guGYahojilqO1ta3qC4U1dBivyTpodfW6KzDBmnf/tn7+8lUBQUFuu+++3T11Vfr1Vdf3WW7k08+WZMnT+68wAAAANBjZGIuRX6DrysqKtJ9992nm2++WXvttZdOPvnkrg4JAAAAAABJUktLi9544w0df/zxaX9WZ8+ZZOK8EQAAQCp1h5oUYzYAQCqEQiG98MILqqyslGEY+uMf/9juPo477jgVFBSosbFxh9cOOOAAVVRU6OSTT1Z+PocvA5mKjXwAktLdrrXviJU1Ta0TCptDUa2saZLtSG7T0MCiPPXJ98o0jJ2+122aCuSaCuR6VNYrV3VNUX1e36xQJK6PqoMaVpKv3n6vHnlzrc49ajA3V6RBbm6uZs+erdtvv11PPPHEDq+PHj1aN9xwA6dOAAAAIKUyNZciv8GueL1eXX/99V0dBgAAAAAArTZt2qQpU6bo008/1axZs3TCCSek7VmdOWdSGsjJyHkjAACAVMr2mlSm1voAANnDtm29++67qqys1EsvvaRwONz62meffaa99967Xf35fD6deuqpevzxxyVJffr00Wmnnaby8nINGTIkpbEDSA9GgwDa1F2utd8ToYilR5d8OaGwoqZJjiP1yvVoSIlfHlfym79MI3GKUGGuR2tqQ9rSEtOKmibto8TEwqNL1mrySSNI2NPA5XLpqquuUr9+/fS73/2u9edDhw7VnXfeKa/X24XRAQAAoLvJ1FyK/AZtMXZRMAcAAAAAoLN98sknmjp1qmpqaiRJM2bMUP/+/bXvvvum/FmdOWdy38sr5Pd5Egu/M2jeCAAAIJWyvSaVqbU+AEB22LBhg5566ilVVVXpiy++2GmbyspKTZo0qd19V1RUqK6uThUVFTryyCPlcrn2NFwAnYhVVAB2qztca58KVUur1RSJqyVqaeXWCYXifK+GFPs7vMDR6zY1vF++VteGVNuUOG3om55A6/POHDMolR8BWxmGoZ///OcqKSnRzJkzVVxcrLvvvlsFBQVdHRoAAAC6kUzOpchvAAAAAABANli0aJFmzJihSCTS+rNIJKKpU6fq4YcfVt++fVP6vM6aMxlg5Wrd5hb1zvOqrFdORs0bAQAApFI216QyudYHAMhckUhE//rXv1RZWam33npLjuPstv3ChQt10UUXtXsj3n777ac77rhjT0IF0IXYyAdgl7L9WvtUWbYhqKXrGiTH0arakOxtpwLtwYTCNoZhaEixX1bc0ZaWmFbVhvTN/gEtXdeggwYFNbKUZD1dKioqVFxcrL59+6pfv35dHQ4AAAC6kUzOpchvAAAAAABApnMcRw8//LDuueeenb5eU1OjKVOm6IEHHlBeXl5KntlZcyabGiN6f12DeuV5VN3Qog3BsDwuMyPmjQAAAFIpm2tSmVzrAwBkHsdx9PHHH6uyslLPPfecmpqakn5vbW2t/vOf/+joo49OY4QAMk3y91ID6FF2dq39tmT6gAGFKinw7TIZ/bpt19rvv1eheuV6ZDvSipombQ5FZdmOHl2yVqGIleZP1HGLl9dIkjYEwwpF4nKbhoaU7PmEwjaGYWhwsV9u01AoEteGYFiS9Ory2pT0j1078sgjtc8++3R1GAAAAOhGMj2XIr/pWdo63Q8AAAAAgEwTi8V044037nIT3zaffvqpZsyYIdu2U/LczpgzGdA7V02RmGJxWw0tMQVbYgpFrIyZNwIAAEilbK1JZXqtDwCQOerr6/WXv/xFP/zhD3XOOefo//2//9euTXzbVFZWpiE6AJmMjXwAdmpX19oP75cvj6tjXx3brrUvzvfKcRIn17RELTVF4qpaWp3iT5AaG4Nhra5tlhynNdkfWJTX4d/BrnjdpgYWJU6L3BAMt55EtHHrMwEAAABkh0zOpchvepbKykpNnz5dzc3NXR0KAAAAAABJ2bJli37961+rqqoqqfavvPKKHnzwwT1+bmfNmaxvCCvP65btSMFwYsG2aRoa0Duny+eNAAAAUimba1KZXOsDAHQ9y7L0yiuvaOrUqRo3bpzmzZunVatW7VGfixcv1pYtW1ITIICswEY+ADvojGvtt50ws6o2JDmOlq5r0LINwRR9gtR5a029JGlzc0xRy5HHZahPvjctz+qT75XHZShqOdrcHNvu+QAAAAAyX6bnUuQ3Pce7776rW265Ra+88op+8YtfaMOGDV0dEgAAAAAAu7VmzRqde+65euedd5J+z8iRI1VeXr7Hz+6MOZMtzVHVhaLyuU1ZcVuO48g0DBX43KoNRfeo72yrwQMAgO4vW2tSmV7rAwB0nVWrVmnevHkaP368pk2bpsWLFysej6ekb7fbrU8++SQlfQHIDmzkA7CDbL3WPh1W14QkSXWhiCSppMAnM0W/h68zDUMlBb7tnremNpSWZwEAAABIvUzPpchveoYvvvhC06dPl2UlTvZfvny5zj77bL3//vtdHBkAAAAAADu3ZMkSnXfeeVq3bl3S7znhhBP0wAMPqG/fvnv8/M6YM1nfkJjHaYnFZRiGDEkuMzHf07j1dr49kU01eAAA0P1la00q02t9AIDO1djYqP/3//6fzj77bJ1xxhn6y1/+ovr61B1gPGrUKM2YMUPPP/+8jjjiiJT1CyDzubs6AACZpbOvtV9dG9KGYFilgZzWa+37BXJS+qyOsuK2NjYmfgehSOLUhECOJ63PDOR4VK1w6/M2BMOy4rbcKf79dyd/+tOf1LdvX40dO7arQwEAAEAPlum5FPlNzxAKhTRlyhQ1NDRs9/P6+nr96le/0owZMzRu3Lguig4AAAAAgB098cQTuu2222TbdtLvOffcc3XRRRfJNPd8jqEz5kyao9bWzXqOWmJxuUxDhmEq7mx7PS7HcfZ4gXg21OABAED3l601qUyv9QEAOodt23r77bdVWVmpRYsWKRqNprT/4uJiTZgwQeXl5dp7771T2jeA7MFGPgDb6exr7ddtbm691r6336u31tRrwoFlaXlee21sjChuS5ZtK2IlCkd5Pldan7mt/4hly7JtSaY2Nka0V6/ctD43Wz311FOaP3++JKmmpkY/+clPUnYCEgAAANAemZ5Lkd90f7Zt66qrrtKqVat2+no0GtWMGTO0evVq/epXv0rJYkcAAAAAADrKtm3NmzdPjzzySNLvcbvduuaaa1ReXp6yODpjzqS2MXEzTMSyZdtO4iY+W7JtR47jSDLUEosrz7vnS3gyvQYPAAC6v2ytSWV6rQ8AkF7BYFB/+9vf9NRTT2n9+vUp7dvtduvb3/62KioqdPjhh8vlSu/fiwAyHxv5AGynK661r94SVl0oot5+b4evtU+HprAlSYpunVDwug2507zQ0W2a8roNRS1HUcuW22sqFLHS+sxs9cYbb+imm25q/fe77rpLGzdu1NSpU1mQCgAAgE6X6bkU+U33N2/ePL3++utttluwYIGOPvpoHXjggZ0QFQAAAAAAO2pubtZvfvMbLV68OOn3BAIBzZ49W6NHj05pLJ0xZxLc+oxILHFDTK7HrbAVl207ijuO3IahWDz5Gwl3J9Nr8AAAoPvL1ppUptf6AADp99BDDykWi6WsvxEjRmjixIkaO3asCgsLU9YvgOzHRj4ArbL1Wvt0iduOJMneWjNJV2L+dYYMSU7rc6240ynPzSbLli3T5Zdfrng8vt3PH330UW3atEkzZ86U15ueE5EAAACAr8uGXIr8pnv7xz/+kfQNBhdffDGb+AAAAAAAXWbjxo2aMmWKli9fnvR7Bg0apLvuuksDBw5MeTzpnjOxHUctWzfwxbY+y+MyFbYSP3O2TpU4KZwyyeQaPAAA6P6ysSaVDbU+AEB6BQIBHXfccXrhhRf2qJ/CwkKNGzdOFRUVGjFiRIqiA9DdsJEPyFJW3Nb6hrA2bW6R7TgyDUNRd1hlvV0dTuay9Vr7dHGZiUmEbQcC2amsnuyGI2e757pdnTOZkS2qq6t1ySWXqLm5eaevL1q0SL/+9a915513KhAIdHJ0AAAAyGSJIlxETWFLcduRyzSUn+NWvwLfHhXFsiGXIr/pvv773//qtttuS6rt+PHjdc4556Q5IgAAAHQn6ahHAei5PvroI02dOlV1dXVJv+fQQw/V7bffnra6X7rnTFqicTmO5DiO7K2L2r86P7JtXXsq17dncg0eAAB0f9lYk8qGWh8AIP0qKio6tJHPNE0dccQRmjhxoo4++mguIgHQJjbyAVlkYzCst9bUa3VNSBsbw3JsWwG1tL4e/CQowzTVryBHQ0r8OnRwkfoFcpLuP1uvtU+X/JzEV6TXnfgdRC1Hlm2n9Xdi2bailrPdc/0+vqq32bJliy6++GLV19fvtt27776rX/3qV/rzn/8slyu9kyoAAADIbF/Po+L2jm1cpjqcR0nZkUuR33RP69at02WXXbbDbeU7c+CBB+o3v/mNjE46+RYAAADZK931KAA900svvaQZM2YoGo0m/Z7vfve7uuKKK+R2p28+Id1zJrGtk1HbbqYxjcRdMds29bm25umeFG6OzuQaPAAA6P6ysSaVDbU+AED6HXbYYerbt682bdqUVPtBgwapoqJCp512mkpKStIcHYDuhNVTQBZYtiGoxctrtLp2+xvIHNtWxE6c4GcYUty0ZchUdUNY1Q1hvbaiTkOK83TsiBKNLG37hMJsvNY+nfoV+JSol5jyuU1FLFvNkbgCuelL0psjicWXPrcpt2luXVDsS9vzskk4HNbUqVO1du3apNqfffbZbOIDAADowf63qVH/Xrl5hzwqUcizZduJEzkTxbyO51FSduRS5DfdT1NTk6ZMmaJgMNhm29LSUs2ePZuT/wAAALBbnVWPAtCzOI6jBx98UPfee2/S7zEMQ5MnT9ZZZ52V9gNp0j1n4nztnzIka9umPtOQYRgyDCnXk9q6ZqbW4AEAQPeXjTWpbKj1AQCSt3z5cuXm5mrgwIHtep9pmpowYYIWLFiwyzZ5eXk6+eSTVVFRoQMPPJCDdAF0CBv5gAwWiliqWlqtpesaEj9wHG1ujqkuFFEoEpcdj2tA7pensKxricl0ueT3udTH71PvPI9W1zZrde1nGjWgUOWjynZ70kw2XmufTm5X4jTZ6oaw/D6XIpatYDimQK4nbc8MhmOSJL8vUagpDeTIncLTF7OVbdu65ppr9P777yfV/tJLL9XYsWPTHBUAAAAyUTgW15LV9Vpaa8uWuUMeFbF2vJLP5zY7nEdJ2ZFLkd90L/F4XFdddZVWr17dZtvc3FzNnTtXRUVFnRAZAAAAslFn16MA9BzRaFQzZ87U008/nfR7cnNzdfPNN+vYY49NY2RfSvecifG1f8r58qYXz9Y5pTyvK+UL/zK1Bg8AALq/bKxJZUOtDwCwe8FgUM8++6wqKyu1bNkyffe739U111zT7n7Ky8t3upFv9OjRqqio0Iknnqjc3NxUhAygB6OCAmSolTVNenTJWjVF4pLjaEMwrA3BcOsV8JLkMSS3K3EiobM1eYxYtiKWrfpQTF63odJAjkoDOVq6rkEra5p05phBGlaSv9NnZuO19uk2pMSv6oaw+vh9qg/FVNMYUVmv3LScumM7jmoaI5KkPv7EiUCDi/0pf062cRxHs2bN0iuvvJJU+zPPPFM/+clP0hwVAAAAMtH6hha9urxGLTFbcnK0IdiyQx4lSV63IdMwZDuOopazR3mUlD25FPlN9zF37lz95z//abOdYRi6+eabNXz48E6ICgAAANmoK+pRAHqGLVu2aPr06XrvvfeSfk/fvn01b948jRgxIn2B7UQ650w8WxeQb1scHncctUQTm6N9W2/hK8hJbX0802vwAACg+8u2mlS21PoAANuzbVtvvPGGqqqq9PLLLysWi7W+9txzz2natGnKyclpV58DBw7U6NGj9c4776hfv36aMGGCysvLNWDAgFSHD6AHY9QHZKBP1gf1yJtrZdmJSfxVtSGFtl7/7nEZKinwKZDjUYHPUG8z0vq+XkU+NUYcBcOJ5DdqOVpb36K6UFRDtyanD722RmcdNkj79g/s8NxsvNY+3Q4dXKTXVtSpd55HXrehqOWorimqkjTEWNcUVSzuyOs21DvP0/r8nu6hhx7S448/nlTbE088UVOnTuWqagAAgB5o+cZGvfTJJsVtR1ErrmU1jdoS3nq6+VfyqDyfa7uim2Un8p6O5lFS9uRS5DfdwxNPPKFHH300qbaTJk3qtBsMAAAAkH26qh4FoPtbvXq1Jk+erC+++CLp9+y3336aM2eOiouL0xjZzqVzziTX61KidGnINA1FLVu2JI87MY8kSSX5qZ2byfQaPAAA6P6yrSaVLbU+AEDC559/rqqqKj311FPatGnTTts0Nzdr0aJFGj9+fLv7/9WvfqVIJKLDDjtMZho3dQPoufhmATLMypqm1qLp5lBUH1UHFYrE5TYNDSn2a9TAXhrQO0+BXI9cXxscuExTgVyPBvTO06iBvTSk2C+3aSgUieuj6qA2h6KybEePvLlWK2uadnj2tmvtpS+vmd927Xy67Om19unWL5CjIcV5kpE4TVaSPq9vVixup/Q5UcvW5/XNkhK/AxmGhhb71S/QvpMgupuFCxfqt7/9bVJtDz74YN10000MmgEAAHqglTVNeuztdYrbjkIRS2vrW3aZR3395Ez3HuZRUvbkUuQ32e+tt97S7bffnlTb8vJy/fSnP01zRAAAAMhWXVmPAtC9vfnmmzrvvPPatYnvxBNP1P33398lm/ik9M6ZmIah3K0377kMQ1bcke04yvO4JBkK5LiV603tGdyZXoMHAADdX7bVpLKl1gcAPVlzc7MqKyt1/vnn67vf/a4WLFiwy01821RWVnboWaNHj9YRRxzBemQAacO3C5BBQhFLjy75smi6oqZJtiP1yvXogAGFKinwJX29vGkkTkrdf69C9cr1yHakFTVNrcXTR5esVShi7fC+ISWJk1K3XTNf0xiR7Tip+5BfkYpr7TvDsSNKJCWSZb/PJct2tLomJCdFvxfHcbSmNiTLduT3uVonL44Z0TWFqkzxxhtv6MYbb0yq7dChQ3XnnXfK6/WmOSoAAABkmq/mUaGIpeqGsBxHKsx1d1oeJWVPLkV+k73Wrl2rK664QvF4vM22Bx10kK666ipuKwcAAMBOZUI9CkD3FI1GddNNN6mpKflNvD/72c906623Kienaw8ASuecSSDHLclR3HbkyJHjSDmexHKd0sLUfu5sqcEDAIDuL9tqUtlS6wOAnsRxHL377ru68cYbdeqpp+rGG2/Uu+++m/T73377bVVXV6cxQgDoGDbyARmkamm1miJxtUQtraxpkuNIxfleDe+XL08HT1vxuk0N75ev4nyvHCdxwmpL1FJTJK6qpTsOTrZdK7/tWvtYPHGtfTqk4lr7zjCyNKBRAwpbT+wxDWlLS0yra/d8YsFxHK2uDWlLS0ymIQ0t9kuGoVEDCjWyNJCiT5B9Pv30U11++eVJLVAtKSnR/PnzFQj03N8XAABAT7YtjwpHLa1vCEuOFMh1a1jfzsujpOzJpchvslMwGNTkyZMVDAbbbFtWVqY77riDg04AAACwS5lQjwLQPXm9Xt1xxx3y+XxttnW73brhhht00UUXZcQJ9+mcMynO96kxbCnuODIMQ26XqbDlqI/fq155qc3fs6UGDwAAur9sq0llS60PAHqCTZs2acGCBfre976n888/X5WVlWppaelQX1VVVSmODgD2XNfPhgKQJC3bENTSdQ2S42hVbaj15NMhxf49PkHfMAwNKfa3noS6qjYkOY6WrmvQsg3bLwLMtmvtO0v5qDLl+1zK9bo1rCRfhiHVNkX1v41Nilod+91ELVv/29ik2qaoDEMaVpKvXK9b+T6XykeVpfgTZI/q6mpdcsklam5ubrOt3+/X/PnzVVpa2gmRAQAAINN8NY9aU9csx5H8Ppf6BXI6NY+SsiuXIr/JLpZl6corr9TatWvbbJuXl6e5c+eqd+/enRAZAAAAslGm1KMAdF/77ruvbrrppt22KSws1O9+9zuddtppnRRVctI1Z7Juc4vitiNDidv5TENqiVoq65Xa2ni21eABAED3l001qWyq9QFAdxSNRvXCCy/okksu0YQJE3TvvfcmVSNvy1NPPSXbTu13OQDsKTbyARli8fIaSdKGYFihSFxu09CQkj0vmm5jGIYGF/vlNg2FInFtCIYlSa8ur92hbbZda98Z/D63zhwzSG7TUG+/V/uU5LeeEvThFw2qaYzITvL3YzuOahoj+vCLhtZTgfYpyVdvv1du09CZYwbJ73On+RNlpoaGBk2aNEl1dXVttnW73Zo9e7aGDx/eCZEBAAAgE309jzJNpbTI1Z48SsqeXIr8JrvMmTNHS5YsabOdYRi65ZZbNGzYsE6ICgAAANkqk+pRALqvE044QRdffPFOXxs8eLAefvhhHXzwwZ0cVdvSOWfi97kUyPWoMNcjj8tUQY5Hn9e3ZNy8EQAAQCplW00qW2p9ANCdfPrpp5o1a5bGjh2rq666Sq+//nrKNt7l5eXp8MMP7/BtfgCQLmzkAzLAxmBYq2ubJcdpLWgOLMqTx5Xa/0S9blMDi/IkJQq0205b3bj1mdtk27X2nWVYSb7OOuzLiYVvlgW+TNhrQ1r6+Rat29ysYEtM1tcGkZZtK9gS07rNzVr6+Rat/kpC/s2yQOuEwlmHDdKwkvwu+oRdKxKJaMqUKfrss8+San/99dfr0EMPTXNUAAAAyFQ7y6NK8n1ymalZfLpNsnmUlF25FPlNdvi///s/PfbYY0m1nTx5so4++ug0RwQAAIBslmn1KADd2znnnKOKiortfjZmzBg9+OCDGjBgQBdF1bZ0zZmMHtRbZYW5Mg1DBw4olM9tZuy8EQAAQCplU00qm2p9AJDNtmzZor/97W8666yz9OMf/1iPPfaYgsFgyvo/9NBDdeONN+r555/XNddcI7/fn7K+ASAVOBIdyABvramXJG1ujilqOfK4DPXJ96blWX3yvVq3uVlRy9Hm5ph6+716a029Jhy4/bXy5aPKtLKmSVIimV5Rk7iO3oo7Glzsl9fd/qJu1LK1Zmsymspr7TvTvv0DOveowXp0SeK65m/2D2hDMKwNwbCilqPqLWFVK1GI9roNGTLkyFHU2j6R97oNlQZyEqfqGIbyfS6dOabnLnK1bVu/+c1v9P777yfV/pJLLtHYsWPTHBUAAAAy2dfzqDy3oYJcT1qelWweJWVXLkV+k9mWLFmiO+64I6m2FRUVOuuss9IcEQAAALJdJtajAHRfhmHoqquu0rp16/TOO+/o9NNP1+WXXy63O/OXqaRrzmS/soLEbaguUz63K6PnjQAAAFIpm2pS2VTrA4BsEo/H9Z///EeVlZVavHixLMtKaf/9+/dXeXm5JkyYoLIyvlsBZLbMnyEFeoDVNSFJUl0oIkkqKfDJNFJ7i8Q2pmGopMCn6i1h1YUi6u33ak1taId22661f+i1NYlr7ZWvlTVNrdfaDyzKU598b1Jx2o6juqaoPq9vlmU7Mrcmo6m81r4zDSvJ1+STRqhqabWWrmtQaWGuSgM52twcU10oolAkrohlb51I+HIywec25fe51MfvU+88j7T1dzdqQKHKR5Vl1e8glRzH0ezZs/Wvf/0rqfY//OEP9dOf/jTNUQEAACDTfT2PKi7wKj1ZVPJ5lJR9uRT5TWb67LPPdMUVV8j+2smzOzN69GhdddVVMtI0jwAAAIDuIxPrUQC6N4/HozvuuEP/+te/NHHixKzKXdM1Z7IhGM6aeSMAAIBUypaaVLbV+gAgG7zyyiu69dZbVVtbm9J+vV6vTjrpJJWXl+tb3/qWTLP9m60BoCswAgS6mBW3tbExcZpMKBKXJAVy0nOLxDaBHI+qFW593oZgWFbcltu1/QBm27X2j7y5NnGtvSegVbUhhSJxra4Nad3mZpUU+BTI8SjP55L7KwMgy7bVHIkrGI6ppjGiWDyRXPt9Lg0t9ivX607ptfadbVvCftCgoF5dXqtVtSH19nvV2584udaybUUtW7YtmabkdZvb/X4kaWixX8eMKNbI0kBXfISM8ac//UmPPfZYUm1POOEETZs2LauKfAAAAEi9neVRBT6PpNSe2PZVyeZRUvblUuQ3mSUYDGrKlClqbGxss+1ee+2lWbNmyeNJ7zwCAAAAsl8m16MAdG+FhYX6zne+09VhdEg65kyybd4IAAAglbKlJsWYDQBSq6SkJKWb+Pbff39VVFTolFNOUX4+36UAsg8b+YAutrExoridSOAiVuKk/TyfK63P3NZ/xLJl2bYkUxsbI9qrV+4ObbPpWvuuMLI0oJGlAW0MhvXWmnqtqQ1pQzAsyZTbu/0kgsuUSgM5Glzs16GDi9QvkNM1QWeQp59+WnfffXdSbQ866CDNnDmTEzMAAACwmzwqfRv52pNHSdmZS5HfdD3LsnTFFVdo7dq1bbb1+/2aO3euevXqlf7AAAAAkPUyvR4FILPZtt2ja3SpnjPJxnkjAACAVMqGmhRjNgBInX333VfDhg3TypUrO9xHUVGRJkyYoAkTJmjo0KEpjA4AOh8b+YAu1hROLDSNbi2aet3GDqfIpJrbNOV1G4pajqKWLbfXVCiy6wWv2XKtfVfqF8jRhAPLJG071TaiUMSSFXfkdhny+9zqV+DjlNmvWLJkiW644Yak2g4ZMkRz5syR1+tNc1QAAADIBjvLo1wZlkdJ2ZtLkd90nccee0xvvfVWm+1M09Stt95KgQIAAABJy4Z6FIDMtGrVKl199dW6/vrrNXLkyK4Op0ulcs4kW+eNAAAAUinTa1KM2QAgNQzDUEVFhebOnduu97lcLh1zzDGqqKjQkUceKbeb708A3QPfZkAXi9uJBM5O1E1lbk3a0s2QIclpfa4Vd3bbPluutc8EbpfJabJtWL58uaZPn654PN5m2+LiYs2fP1+BQPf+cwMAAIDkZUseJWV/LkV+07l+8IMfaMWKFaqsrNxtuylTpujII4/spKgAAADQHWRTHgUgc7zxxhu64oorFAqFNGXKFD388MPq27dvV4eVEVIxZ5Lt80YAAACplKk1KcZsAJAa48aN0/z585NaNzxs2DBVVFRo3LhxKioq6oToAKBzsZEP6GIuM1Eo3Za72U7nFDCdrSfAbHuu25VcwTYbrrVHZlu/fr0mTZqk5ubmNtvm5eVp/vz56t+/fydEBgAAgGyRbXmURC6F5Hg8Hs2YMUPDhg3TvHnz5Ozkz/bpp5+uM888swuiAwAAQDbLxjwKQNd6/PHHNWvWLNlbd+LW1NRo6tSpeuCBB5Sbm3kLrLMZ80YAAACZjzEbgJ7OcRx98skn+uc//6nvfe97KiwsbNf7i4qKdMwxx+jll1/e6ev5+fkaO3asKioqtO+++8ropIPIAKArsJEP6GL5OYn/DL3uRDIXtRxZtr3DqSyplDgFxtnuue29rj3Tr7VH5lq/fr1aWlrabOdyuTR79myNGDGiE6ICAABANtlZHhW3bSmN6Ucq8iiJXAptMwxDP/7xjzVo0CBdc8012x2C8q1vfUuXX345RQsAAAC0W7bWowB0vng8rrlz5+rRRx/d4bVly5bp2muv1e233y4zjd8fPRXzRgAAAJmPMRuAnqa+vl7PPPOMKisrtXLlSjmOo969e+u73/1uu/uqqKjYbiOfYRgaM2aMKioqdPzxx8vr9aYwcgDIXFRKgC7Wr8CnRM5myuc2FbFsNUfiCuSmL5FrjiSuJfZtvcbdZSbi6KhMvdYemWn06NF64IEHdMkll6iurm6X7a677jqNGTOmEyMDAABAtthVHtU7jWlJqvMoiVwKu3fMMcfowQcf1JQpU1RdXa2BAwdq1qxZcruZzgMAAED7dYd6FID0C4VCuuqqq/T666/vss2//vUv3Xvvvbr44os7MbKeh3kjAACAzMeYDUB3ZVmWXn/9dT355JP697//rXg8vt3rzz//vL7zne+0+wDao446SkVFRcrNzVV5ebkmTJig0tLSVIYOAFmBlT9AF3O7TPUryFF1Q1h+n0sRy1YwHFMg15O2ZwbDMUmS3+eSlLjGnRNg0Jm+8Y1v6MEHH9SkSZP02Wef7fD6pEmTNH78+C6IDAAAANlgZ3lUYyQm5abvljLyKHSFYcOG6aGHHtKNN96oyZMnq7CwsKtDAgAAQJaiHgWgLevXr9fkyZO1cuXKNts+9NBDGjRokCoqKjohMgAAAAAA0BlWrVqlqqoqLVy4UPX19bttt2LFCg0fPjzpvh3HkWmaeuihh1RaWirTZJ4QQM/FNyCQAYaU+CVJffyJU0hrGiOyHSctz7IdRzWNke2eN7jYn5ZnAbtTVlamBQsW6MADD9zu52eccYbOPvvsLooKAAAA2eLreVRtY1TpyaLIo9C1ioqKNG/ePA0ePLirQwEAAECWox4FYFc++OADnXPOOUlt4ttm0aJFctL0HQIAAAAAADpHU1OTnnjiCZ1zzjk644wz9Oc//3m3m/i2ef7559ts4zjOdnMHhmGorKyMTXwAejy+BYEMcOjgIklS7zyPvG5DsbijuqZoWp5V1xRVLO7I6zbUO8+z3fOBzlZYWKjf/e53Ou644yRJxx9/vKZPn97u67YBAADQ8+wsj2psiaXlWeRRAAAAALoD6lEAdub555/XL3/5y6QW6W3z/e9/X3feeSc1PQAAAAAAspBt21qyZIlmzJihU045Rbfccos++uijdvXxr3/9S9HozucWv7qBb9vcAXMIAPAld1cHAEDqF8jRkOI8ra5tVmkgR2vrW/R5fbN65XnkcaVuv23UsvV5fbMkqTSQIxmGhhb71S+Qk7JnAO3l8/k0a9YsPfroo/re977HSRsAAABIytfzqPWbm1XTFJHf55bLTN0EMHkUAAAAgO6CehSAr3IcRw888IDuv//+pN9jmqamTp2qH/7whyzAAwAAAAAgy1RXV+upp55SVVWV1q9fv0d9NTY26j//+Y9OP/10SWLjHgC0A7slgAxx7IgSSYmCpt/nkmU7Wl0T2u5K4T3hOI7W1IZk2Y78PleicCrpmBHFKekf2BOmaeqss86Sz+fr6lAAAACQRb6eR9m2tDEYTln/5FEAAAAAuhvqUQAkKRqN6je/+U27NvHl5eVpzpw5OvPMM1mMBwAAAABAlgiHw3r66ad14YUXqqKiQvfff/8eb+Lb5oUXXuD2PQDoAG7kAzLEyNKARg0o1NJ1DRpa7NdH1UFtaYlpdW1IQ4r9ezSocRxHq2tD2tISk2lIQ4v9kmFo1IBCjSwNpPBTAAAAAEDn+WoeNbhPnoJbIgpF4toYDCunIEfag7lh8iikWiwWk8fj6eowAAAA0MNRjwJQX1+v6dOn6/3330/6PaWlpZo3b5722WefNEYGAAAAAABSwXEcffjhh6qqqtJzzz2nUCiU0v4LCgp0wgkn6JRTTpFhGGzcA4B2YiMfkEHKR5VpZU2TJGlYSb5W1DSptikqK+5ocLFfXnf7L9GMWrbWbC2aGkai31yvW/k+l8pHlaX6IwAAAABAp9qWRzXLLX9hjqobwgq2WPqipUkD+hSQRyEjxGIx/frXv9b++++viy++WKbZ/j+XAAAAQKpQjwJ6rpUrV2ry5MntOnl///3315w5c1RUVJTGyAAAAAAAwJ6qq6vTwoULVVVVpdWrV6e0b9M0dfjhh2v8+PHab7/95PV6U9o/APQkbOQDMojf59aZYwbpodfWqLffq32Ur5U1TdrSEtOHXzRoYFGe+uR7ZSZxcoHtOKpriurz+mZZtiNza9G0t98rt2nozDGD5PfxFQAAAAAgu23Lo/702irl+dwqK8zR+oawGpotbSGPQgZwHEe33nqr3nnnHb3zzjtas2aNZs6cqby8vK4ODQAAAD0U9SigZ3r99dd15ZVXqrm5Oen3nHLKKbruuuvk8/nSGBkAAAAAAOioWCymV199VVVVVXrttddk23ZK+x80aJDKy8t12mmnqW/fvorFYqqrq0vpMwCgp6FqAmSYYSX5OuuwQXrkzbXq7ffqm56AVtWGFIrEtbo2pHWbm1VS4FMgx6MCnyF95VDUuG2rMRJXMBxTTWNEsbgjSfL7XBpa7Feu1y23aeiswwZpWEl+F31CdFfRaFS33XabfvGLX6isjNN1AQAA0HmGleTrjEMG6Jm3/ye/z61BRbmqj9vaErZ3yKPyfC65v3IbmmXbaiaPQhr99a9/VWVlZeu/L168WD//+c81Z84c9e/fvwsjAwAAQE9GPQroWR577DHNnj27XYv5LrjgAp1//vkyktjUCwAAAAAAusYVV1yhxYsXp7TP3NxcnXzyyaqoqNCoUaOYGwCAFGMjH5CB9u0f0LlHDdajS9ZKkr7ZP6ANwbA2BMOKWo6qt4RVrbA8hqPB+ZYMGXLkaE1TWDHny8GS122oNJCj0kCOZBjK97l05hiKpkg927Y1Y8YMvfTSS/r3v/+t+fPna+TIkV0dFgAAAHqQEf0KFN23r15dXiNJGlnqV3UwukMeJSVypW15VNRytuuHPAqp9Oqrr+quu+7a4ef/+9//dM4552j27Nk68MADuyAyAAAAgHoU0BPE43Hdeeedeuyxx5J+j9fr1bXXXquxY8emMTIAAAAAAJAKJ5xwQso28o0ePVrl5eU68cQTlZeXl5I+AQA7YiMfkKGGleRr8kkjVLW0WkvXNai0MFelgRxtbo6pLhRRKBKXHY/LikvSlwtPfW5Tfp9Lffw+9c7zSFtPQRg1oFDlo8rk9/GfPVLLcRzNmTNHL730kiSpvr5eF1xwgWbNmqXDDz+8i6MDAABAT9K/MFcVB+2lJavrtbTW3mkeFbHsrZv3yKOQXitWrNA111wjx3F2+np9fb1++ctfasaMGRo/fnwnRwcAAAAkUI8Cuq+mpiZdffXVev3115N+T+/evXXnnXdy6AwAAAAAAFnixBNP1KxZs9Tc3Nyh9/ft21cTJkxQeXm5Bg4cmOLoAAA7QwUFyGB+n1tnjhmkgwYF9eryWq2qDam336vefq8kybEt5dnNcpxEfbTYzJNhbv+f9dBiv44ZUayRpYGu+AjoAf7yl7/o0Ucf3e5nzc3NuvTSS3XttdfqtNNO66LIAAAA0BPleFw6dkSJ9h/m1Wsrt+yQR1m2rahly7Yl05S8blNu09yuD/Io7Kn6+npNmTKlzWJJLBbTggULdNJJJ8nr9XZSdAAAAMD2qEcB3U91dbUmT56sVatWJf2eoUOHat68eSorK0tjZAAAAAAAIJVyc3N10kknqbKyMun3eL1eHXfccSovL9dhhx0m82trJgAA6cVGPiALjCwNaGRpQBuDYb21pl5rakPaEAzLkSmf6WptF5Epw5RKAzkaXOzXoYOL1C+Q04WRo7t79tlnddddd+30tXg8ruuuu04bN27UeeedJ2PrabwAAABAZxjet0D77VW0Qx4lmXJ7t5+EdpFHIYWi0aguu+wyrV+/vs22gUBAc+fOZRMfAAAAMgL1KKB7eP/99zVt2jRt3rw56fcceeSRuuWWW5Sfn5/GyAAAAAAAwO7Ytt2hTXUTJ05MaiPfvvvuq/Lyco0dO1aBAAdyAUBXYSMfkEX6BXI04cDECYhW3Fb15pBqamsVtx25TEMlxcUq6+2X28XJCEi/t956S9dff32b7e69915J0s9+9rM0RwQAAADs6Ot51MbGiEIRS1bckdtlyO9zq1+BjzwKKeE4jm6++WYtXbq0zbYul0uzZs3SwIEDOyEyAAAAIHnUo4Ds9eyzz+rGG29UNBpN+j1nnHGGpk2bJpfL1XZjAAAAAACQUo7j6P3339eTTz6pDz/8UI8++mi7N/MdeOCBGjRokNauXbvDa7169dL48eNVXl6u4cOHpypsAMAeYCMfkKXcLlP9C3PktXJbf9anMIeiKTrF//73P02fPl2WZbXZtqioSGPHju2EqAAAAIDdc7tM7dUrt+2GQAf9+c9/1sKFC5Nqe8UVV+iQQw5Jc0QAAADAnqEeBWSPBQsWtB6wmQzTNDV9+nSdccYZaYwKAAAAAADszKZNm7Rw4UJVVVVttwHv7bff1pgxY9rVl2EYqqio0D333CMpkfMfddRRKi8v1zHHHCOPx5PS2AEAe4aNfACAdtmwYYMuueQShUKhNtvm5eVp/vz5Kisr64TIAAAAAKDrvPLKK7r77ruTavujH/1Ip59+epojAgAAAAD0JHvvvXfSbfPy8nTbbbfpyCOPTGNEAAAAAADgq6LRqBYvXqzKykq98cYbsm17hzaVlZXt3sgnSaeddpqeeeYZnXbaaRo/fryKi4tTETIAIA3YyAcASFowGNQll1yimpqaNtu6XC7NmjVLI0eO7ITIAAAAAKDrLF++XL/5zW/kOE6bbY888khNnjw5/UEBAAAAAHqUE088URdddFGbt/KVlZVp7ty5GjZsWCdFBgAAAABAz7Z8+XI9+eSTeuaZZxQMBnfbdtGiRWpsbFRBQUG7nlFSUqK///3vexImAKCTsJEPAJCUaDSqadOmadWqVUm1v/baa3X44YenOSoAAAAA6Fp1dXWaMmWKWlpa2mw7ZMgQ3XLLLXK5XJ0QGQAAAACgpznvvPP02WefaeHChTt9/cADD9Ts2bNVVFTUyZEBAAAAANCzNDQ06JlnnlFlZaWWL1+e9Pui0aief/55fe9730tjdACArsRGPgBAm2zb1rXXXqt33303qfYXXXSRTjvttDRHBQAAAABdKxqNavr06dq4cWObbQsLCzV37lzl5+d3QmQAAAAAgJ7IMAxdc801+uKLL/Tee+9t99qpp56q6667Tl6vt2uCAwAAAACgm7NtW2+88YaefPJJLV68WLFYrEP9VFZWspEPALoxNvIBAHbLcRzNnTtXL774YlLtv//97+u8885Lc1QAAAAA0LUcx9FNN92kDz74oM22brdbd9xxhwYMGNAJkQEAAAAAejKv16vZs2frnHPO0RdffCFJuuCCC3T++efLMIwujg4AAAAAgO5n7dq1qqys1MKFC1VTU7PH/X300UdatWqVhg4dmoLoAACZho18AIDd+utf/6q//e1vSbX99re/rcsvv5wiIAAAAIBu78EHH9QzzzyTVNurrrpKo0ePTnNEAAAAAAAk9OrVS/PmzdMvf/lLTZ8+XaecckpXhwQAAAAAQLfS3NysF154QZWVlVq6dGnK+3/jjTfYyAcA3RQb+QAAu/Tcc89p3rx5SbU98MADdfPNN8s0zfQGBQAAAABdbNGiRbr33nuTavvjH/9YEydOTHNEAAAAAABsb8iQIaqsrFROTk5XhwIAAAAAQLfgOI7effddVVZW6sUXX1Q4HE5p/0VFRRo/frwqKirYxAcA3Rgb+QBkNStua2NjRE1hS3Hbkcs0lJ/jVr8Cn9wuNpTtibffflvXXXddUm0HDRqkuXPnUggEAABAt0b+AUn69NNPde211ybV9qijjtKll16a5ogAAAAA9ATkpOgIancAAABdJ27b2tIcU0vMVm2sUR6PhzE8AGSpjRs36qmnnlJVVZXWrVuX0r5dLpeOPvpoVVRU6KijjpLbzfYOAOju+KYHkLRMKRBuDIb11pp6ra4JaWNjWHF7xzYuU+pXkKMhJX4dOrhI/QIUqdpjxYoVmjZtmizLarNtUVGR7rnnHhUWFnZCZAAAAEDnSkf+kSm5FdqvtrZWU6ZMSepkxaFDh+qWW27h1nIAAAAAHUZNrPvo6FzA+++/r7KyMhUXF3ditAAAAOiobWP4NZuCamnaInvrGD6ooGwlxn2M4bsn6n9A92NZlhYtWqTKykq9+eabchwnpf0PHTpUEydO1Lhx41RUVJTSvgEAmY2NfAB2K5MKhMs2BLV4eY1W1zZv93PLthW1bNm2ZJqS121KMlXdEFZ1Q1ivrajTkOI8HTuiRCNLA2mJrTvZuHGjLrnkEoVCoTbb5uXlaf78+SorK+uEyAAAAIDOk+r8I5NyK3RMJBLRtGnTtGnTpjbb9urVS/PmzZPf7++EyAAAAAB0N9TEuoc9nQt4+umnddNNN2n48OG6//77uV0PAAAgg319DG/KVkCS7TiKxW2FLEuOaTKG72ao/wHdm2EYmj17turr61PWZ35+vsaOHauKigrtu+++MgwjZX0DALIHG/kA7FQmFQhDEUtVS6u1dF1D4geOo83NMdWFIgpF4opYO2bAPrcpv8+lPn6feud5tLq2WatrP9OoAYUqH1Umv4+vv50JBoOaNGlSUgtTXS6Xbr/9do0cObITIgMAAAA6R6rzj2+UFiQKeBmQW6HjHMfRDTfcoI8++qjNtm63W7Nnz+bAEwAAAADtRk2se9jTOuvR+/TRK0/+TX/84x8lSR9//LGuu+463Xrrrdz6DgAAkGF2NYZvaG5RLyOiWDxxe9O6lphiTmKzBmP47JdJaysBpI/L5dJpp52mP//5z3vUj2EYOvTQQ1VRUaHjjz9ePp8vRRECALIVI34A28m0AuHKmiY9umStmiJxyXG0IRjWhmBYUWv7K6q9bkOmYch2HEUtRxHLVsSyVR+Kyes2VBrIUWkgR0vXNWhlTZPOHDNIw0ryOxxXdxSNRjV9+nStWrUqqfYzZszQEUcckeaoAAAAgM6Tyvyjj9+rJ975QsFwTMP65ivgc7P4Mov98Y9/1PPPP59U22uuuUYHHXRQegMCAAAA0O1QE8t+qaiz/m/9Fj0471Zt/GSJeuV5ZG49mf+ll17Sfffdp4suuqgzPxIAAAB2Y3djeI/hyJ+bGMu7XVKOx5RhizF8lsu0tZUA0q+8vLzDG/nKyspUUVGhCRMmqLS0NMWRAQCyGSNAAK0yrUD4yfqgHnlzrSzbUUvU0qrakEKRuCTJ4zJUUuBTIMejPJ9L7q+cPmnZtpojcQXDMdU0RhS1HK2tb1FdKKqhxX5J0kOvrdFZhw3Svv052UaSbNvWtddeq3feeSep9hdddJEmTJiQ5qgAAACAzpPK/GPFppA+iDUo3+eWyzT07trN8rldrYvvtmHxZXZ48cUXdd999yXV9uyzz1Z5eXmaIwIAAADQ3VATy36pqLMqEtRnC+9TaMMayZAiQVtFfq987sT/zxcsWKBBgwZRowMAAMgAbY3h+we8GpDnkc9jyjQM9VGubJmM4bNYpq2tBNA5hg4dqv33318ffvhhUu19Pp9OPPFETZw4UQcffLDMr8zjAACwDRv5AEjKvALhypqm1ng2h6JaWdMk25HcpqGBRXnqk+/dYRHsNm7TVCDXVCDXo7Jeuapriurz+maFInF9VB3UsJJ89fZ79ciba3XuUYNJhCXNmzdPL774YlJtv/e97+m8885Lc0QAAABA50ll/rGmNqRPNzTKdhzVxaLa9rYmWeqT79OA3rksvswin3zyia677rqk2h577LG6+OKL0xwRAAAAgO6Gmlj2S0Wddc3KFfrkH/co2lQv0zASm/dMqa4poiK/VzkelyRp5syZ2muvvXTwwQd3yWcFAABAcmN4t+EoVy07vJcxfHbKtLWVANqvqalJW7Zs0YABA9r93oqKijY38h144IGqqKjQySefLL/f39EwAQA9BNu8AewwufBRdVChSFxu09CQYr9GDeylAb3zFMj1bJdoStsmFzwa0DtPowb20pBiv9ym0Tq5sDkUlWU7euTNtVpZ05RUPKGIpUeXfBnPiq2THb1yPTpgQKFKCny7LFh+nWkkEuX99ypUr1yPbEdaUdPUGtejS9YqFLHa/TvrTv7617/qkUceSartscceqyuuuEJGkr9/AAAAINOlMv9oCluqD0XV259YZBm2bLXE4rIdR/k5HnldiVM2Oyu3wp5xHEdz585VJBJps+0+++yjmTNncqIiAAAAgHahJpb9UlFnddZ/ojX/nCMj3CBDiZs7WmJxWXFHjqT6UFQRy5YkWZal6dOnq7a2tgs+LQAAABjD9zyZtrYSQPJs29Zbb72lGTNm6NRTT9Xtt9/eoX5OOeUUeb3eHX7ep08fnXPOOXr88ce1YMECfec732ETHwAgKawuAnq4TJxcqFparaZIXC1RSytrmuQ4UnG+V8P75cvj6tjXltdtani/fBXne+U4iQS7JWqpKRJX1dLqDvXZHTz//POaO3duUm0POOAA3XLLLSxMBQAAQLeSqvwjFrdbT1yNxW3ZjiOXKbkMQ4Ykr8uQZUuf1TW32ReF28xgGIZmzZql0aNH77ZdUVGR5s6dq7y8vE6KDAAAAEB3QU0su+1pndVxHH306kK99NBsWdGw3C5DuV6XXGbiPRFr+818tuNIks466yz16dOnMz4iAAAAvoYxfM+SiWsrAbSturpa999/v77zne/owgsv1DPPPKNIJKI33nhDGzdubHd/+fn5OvHEEyVJbrdbJ5xwgubNm6enn35akyZN0uDBg1P8CQAA3R27MYAeLtMmF5ZtCGrpugbJcbSqNtSa+A4p9u/xLXCGkTgFZ1sivKo2JDmOlq5r0LINwT3qO1stW7YsqXaDBg3S3LlzlZOTk+aIAAAAgM6TyvxjbV2zYnFHlm0r2BKTJBXkuOX3uWQYhoJhS5KjulBUW5qjSfVJ4bbr9erVS7/97W/1ne98Z6evezwezZ49W/379+/cwAAAAABkPWpi2W9P6qx23NJ/nviD3qr6sySn9eeGIeW4Xa03eUSsuGzbke04aopJt956q37+85/v8Z8RAAAAtB9j+J4n09ZWAti1cDisZ555RhdeeKEqKip0//33q7p6+/+mHMfRwoULO9T/D3/4Q02bNk3PPvusZs2apaOPPloulysVoQMAeiA28gE9WCZOLixeXiNJ2hAMf3kFfcmex/PVuAZ/5Yr6DcGwJOnV5bUp6T/bXHLJJZoyZcpu2xQVFenuu+9Wr169OicoAAAAoJOkKv/Y0hxVXSgqyVFjOHFSptdtqsDnUSDXK8MwZMVttUTjiec1hJPum8Jt1/N4PLrmmms0derUHW4onzFjhg488MAuigwAAABANqMmlt32pM4aaQnphT/epuVvvrTzBobkc5tfuZnPVo4/oGN/9hsNPOCwVH8UAAAAJIkxfM+SiWsrAWzPcRx9+OGHuuWWW3TqqadqxowZeuutt3b7nqqqKjmOs9s2O7P//vvrRz/6EetoAQApwUY+oAfLtMmFjcGwVtc2S47T2nZgUV6HT6/ZFa/b1MCiPEmJz74t2d4YTH4xbXfy4x//WLfccovcbvcOr+Xm5uquu+7SXnvt1QWRAQAAAOmTyvxj/daNec3RuKy4LcMwVODzyDAMmYahfF9irN0ci0tyFAxbaolaSfdP4bbrGYahs846S3PnzlVeXiKfPO+88zR+/PgujgwAAABANqImlv06WmcN1m3Q0/fM0PoVH+7+AYbkc7tkyJCvz14ac961Khm0D3MBAAAAXYQxfM+TaWsrAXypvr5ef/7zn3XGGWfo3HPP1RNPPKFQKJTUez///HO999576Q0QAIA2sJEP6KEycXLhrTX1kqTNzTFFLUcel6E++d6UxrNNn3yvPC5DUcvR5ubYds/viU455RTdc8898vv9rT8zTVO333679t133y6MDAAAAEiPVOUfzVFr6y18jlpiiRv3/D63TPPLIp7PY8o0DNm2o4hlS5JqmiLteg6F28xw1FFH6aGHHtIPf/hDXXjhhV0dDgAAAIAsRU0su3W0zrph1cdaePdv1FBTndRzDEMauN9o7XvG5QoafuYCAAAAuhBj+J4lE9dWAj2dZVl6+eWXNXXqVI0dO1Z33XWXVq9e3aG+KisrUxwdAADtw0Y+oIfKxMmF1TWJEzHqQokFrSUFPpkpOsHm60zDUEmBb7vnralN7kSO7uqQQw7RH//4R/Xt21eSNGPGDB155JFdHBUAAACQHqnKP2obE++PWLZs25FhGMpxbz/dYshQjseVaLd1s19i81/7ULjNDEOHDtVll10m02RaDQAAAEDHUBPLbh2ps654+xU9f//NijQ3Jf2c/Y4er/G/uFw5ubnMBQAAAHQxxvA9SyaurQR6qpUrV2rOnDkaN26cpk+frsWLF8u27T3q88UXX1Rzc3OKIgQAoP3cXR0AgK7RFZML1VvCqgtF1Nvv3WFywYrb2tiYOEkmFEksbA3keNISzzaBHI+qFW593oZgWFbcljvFJ+dkk3322UcPPvigXnvtNZWXl3d1OAAAAEBapDL/CG7dkLdtg16uxyVjJ7mV122qOSrFbEeS1ByNy3GcnbbdlWRyKwAAAABAZqMmlv3aU2d1bFvvPPeYPvjXP5Pu3zBMHf7dn+kbh5/U2j9zAQAAAF2HMXzPk2lrK4GeJhgM6vnnn1dlZaU+/vjjlPc/cuRI1dbWatCgQSnvGwCAZLCRD+iBMnFyYWNjRHFbsmxbEStxWkaez5XWmLb1H7FsWbYtydTGxoj26pWb1udmun79+un000/v6jAAAACAtElV/mE7jlq2buDbtkHPs4sCqttMFPds25HjOJIMtcTiyvO2b2qGwi0AAAAAZDdqYtmtPXVWKxrRq4/+Vp99uCTp/j05eTr+p1NUNvyA1p8xFwAAANC1GMP3LJm4thLoCWzb1pIlS1RZWamXX35Z0Wg0pf337dtXEyZM0IQJE9jABwDocmzkA3qgTJxcaNp6i0V0azxetyG3md5E1G2a8roT19JHLVtur6lQxErrMwEAAAB0vVTlHy3RuBxHchxH9taNfG7Xzk/jNAxDpmnIth3FHUduw1Asbrf7mRRuAQAAACC7URPLbsnWWZuDm/XSQ3eobt2qpPvOL+qrk867XL36Ddju58wFAAAAdC3G8D1LJq6tBLqzdevWqaqqSk899ZQ2btyY0r49Ho+OO+44VVRU6LDDDpOZ5u9uAACSxUY+IEtZcVvrG8LatLlFtuPINAxF3WGV9Xa1eRJLJk4uxLcuerW3rmNN11X0X2fIkOS0PteKO53yXAAAAACdL3GCZkQra5q0pTmqlmhclm3L18HpkW0b8bblM6ZhJJXLOM72/2wPCrepEwwGFQgEujoMAAAAIKPtST0KO0dNLLslU2etr16jFxfMUnOwPul++w0ZqePPnqoc/455KnMBAAAAXau9Y3jHcdQSs+R2LDmSDEkthiWvxyOjHeN/xvBdIxPXVgLd0YoVKzRr1iy98847Ke975MiRqqio0NixY6kHAwAyEhv5gCyyMRjWW2vqtbompI2NYTm2rYBaWl8PfhKUYZrqV5CjISV+HTq4SP0COTv0k4kFQpeZiGFbzmt3ZEVrBzhytnvuzm7P2LbYtylsKW47cpmG8nPc6lfgo0gNAAAAZLiv51FxW9rSHNXyjU2y4rY2N0fV0BKT2zRUkOtWSb5Pud7kpkucr/1TSaZW21Kw9qZiicJvXFHLVtSy1dAckyRFYvH2dQR98MEHuvjiizVt2jRVVFR0dTgAAABARklVPQo7l8k1MbStrTrr2o/e1uK/3S0rGkm6z2Gjj9ERp5+vqEw1NEdbF3t73KZyPS4ZhsEibgAAgC6UzBi+JWqppimixhZLzbG43HI0IPfLjVjrWixZMpTncSVdj+roGJ61bnsmE9dWAt1RYWGh3nvvvZT2N378eJWXl2vEiBEp6xcAgHRgIx+QBZZtCGrx8hqtrm3e7ueObStix+U4iQWgcdOWIVPVDWFVN4T12oo6DSnO07EjSjSy9MtTJTKxQJifk/g68roTL0YtR5Ztp/U0G8u2FbWc7Z7r9yXi2Nli369zmcrYIvWaNWv07LPP6vzzz+/qUAAAAIAu8b9Njfr3ys075FGWbcuy7a236SWyFNt21BixFIrGtaEhooIct/oX5qhXnne3zzC+9k/tJrVyHEf21sKfa2vBz5NEsfTrhV/HkeqaorIdR6trQ3K7TP1+8Up9o18gI3OTTLRhwwZNmzZNoVBIN954o1avXq1JkybJTPNpqgAAAECmS3U9CjuXaTUxtM+u6qyO4+ijxQv19sK/arcTBF9h246GfPt09T74VL1b3aSdlWwNQ8rzuNTQEpXHZbIREwAAoAv8f/b+PE6Oq7z3x9/nVFWvMz2aTZIlWUgIHGMDZomNMeCEnSS2DCQhDiSXJfdy84WYPckNJCEhC0tYE0KS+yMsgRsMWQCbJSxhN4tZBTY2srXL2mbv6a22c35/nOqeHs2MZkYzkkby8369BKPp6lPVM93W+dTneT7Pqfbwk42Io1Mtpluzp6dZLKk1HR1lrcWiqEfpkvyo5e7hz/dat7XEWqytFIQLkeHhYR772Mdy2223nfYaWmuuueYadu7cyROe8ASCIFjFKxQEQRCEM4fcnReENUw9TLh11xF2HZ5y37CWiUbMWD2kHqaYND0puSdGex7lvMdgOU9/KWDfaIN9owe4Yksf11+xiXLeX5MG4YbePK6GVZP3NWFiaIQpleKZu6ZG6KZW5H2NrzWehsl6xKd/fGTeYt8oMRjjxLJ7DWvTpD5x4gSve93rGB0d5ciRI7z1rW8VgSIIgiAIgiDcb2jFKbfvG2fXqMGg5+ioMDFYa5lsRACEsQHlpvSV8z55XzPdSphu1Rgs53jAYGnBdNJ2I17b0DPWYqydN5kzMW3zTbkkfQXFwFvwdSxk/KbGdNayWKy1aLU2tclapNFo8KpXvYrx8fHO9z70oQ9x4MAB/vIv/5JSqXQOr04QBEEQBEEQzg1nyo8S5meteGIbevNn7HwXMvP5rFEc8b1PfoDdt39pSWukxpLg8YCnvZDygx9NI3ZV1tZaUms7xd4uCEgxHSad+wP7RutsXleUz5ggCIIgCMJZZL49/HQzZrweM1aPsqMsYWII45TYWHwMFTXTTTdWNyRoAq3IB96iftRS9/ALBbKcT7Vua421WFspCBcqO3fuPK1Gvgc84AHs3LmTX/7lX2Z4ePgMXJkgCIIgnFlkp3cBo05jpPeNN97IRz7ykVMeY4zhlltu4f/+3//LT37yEyYmJtiyZQtPecpTuOmmm/i5n/u5ZZ83iiJuvvlm3v/+93PXXXdRr9c7G62XvOQlbNmyZdlrnu/sGalx8+0HqYUpWMuxaotj1VZHsAEECnzP/a5tlvwSJoYwMYzXY3K+YmOlwMZKgV2Hp9gzUuPGq7bygIHSmjMIfU+zobfAkakW5bxHmBiqrZhK8cw1oFVbMQDlvEecGsZqMR/+zkH34DzFvieT9/WaM6mnp6d5xStewejoKADf+c53eOlLX8rf/u3f0t/ff9avRxAEQRAEQRDOJkenmnx99wjN2IAtcKzanKOjAPKBphB4RKlBK0itpRWnpMaitaIUeBRzHmP1iGorZsf6HiqFudqkmPNw0luhtcIYS5Jacv5cPR5lmiLImv5KOW9e3Z6khgNjjQWN3zgxRKlBoZhsOE1zz/Fpegr+mtImaxFjDH/6p3/K7t275zz2ta99jRe96EW8/e1vZ9OmTefg6gRBEARBEATh3HAm/agdwz3n6mWtac61JwawsVJYMLRGODXzFXH/7Hu3LamJz1p3f0AVerlk50spb3wAYZJ2NL8xcyd9aK1QuOa/wNfUw5R7TtT4yt0neOYjN4vmFwRBEARBOAucvIevhQk/uW+KQuADlmaU0ojT2fs5DSrby7W/a4wlNM73WcyPWmwPv1ggy/lS67YWkfAVQTh7POEJT6BSqVCtVhc9tlQq8bSnPY2dO3fysIc97LRq5AVBEARhrSB354VZXHPNNad8fGpqiuuuu45nPetZlEolvvSlLzE+Ps4HPvABfvjDH/Lwhz+cf/qnf1rWOe+77z4e//jH8/znP5+HPOQhfO973+PEiRO84x3v4BOf+ASXX345n/zkJ1fyss477jpa5QO37acWpjSjhDuPVjk43iRKLIGn2LSuwKUbe3nE1j62D/WwbbDM9qEeHrG1j0s39rJpXYHAU0SJ5eB4kzuPVmlGCbUw5QO37eeeEzU29BaAGbHfFv9niqUYhNuHywAMlp0IHZkOz9hoemMtI9MhAHnf4477pqhHiTOpp5r86PAk95yoMV6POzc2cr6iEOhOUW7boL7nRI0fHZ7k2FQTrGXX4Sne+cXd7BmpnZFrX4goinjNa17D3r17Z33/pz/9KS960Ys4fPjwWb0eQRAEQRAEQTib7D4+zX/fdYJmbIiSlLuPTc+rox71gHU84uJ+Hry+h8FynsGeHHnfNdUpnIlaCxMmGjGpMcSpZfex6c4Ev260Up2peu0GvTida4xaXKMgQD47vrcw1wyttmJ+ct9U1sRnaUaJM2+bTpcY4yb+KaXwPdc86GtNlNo1pU3WKv/wD//AV77ylQUfv/fee3n+85/Prl27zt5FCYIgCIIgCMI55Ez7UXcdXbwI6/7KufLE2ufbNlQ+I+e6P9Au4oYZ33Pdz13FAx/5hFM+LzWuwDs3uJnLfvP/oAe2zNH84Br3PO00P7j7FK04JUpdyE8zSigFHnccqYrmFwRBEARBOIu09/A5TzPZiKiFKUmaMtGIqYUJxli0UpRyPutKOQbLeSr5gN58QCUfMFjOs66Uo5Tz0Uqd0o9abA+/Z6TGO7+42zXxnce1bmuV+fb8a6G2UhDWKtVqlY997GMcOHBg2c/N5XL80i/90imPefSjH82f//mf87nPfY4//uM/5uEPf7g08QmCIAjnPRKhcYHzwQ9+kKuuumrJx1988cULPhaGIU95ylP43ve+x6/92q/xsY99rLMZuvrqq/nCF77AE57wBH73d3+XNE15yUtesuj5xsbGePzjH8/+/ft51atexdve9rbOY0996lP5yle+wpVXXsmzn/1sPvnJT3Ldddct+bWcr+wZqfGv3zlIYiwT9Yg9IzWMBV8rLh4oMdiTQ2c/d83sAlFPaypFTaUYsGldkbFaxKHxBvUw5c4jVXYM99BfzvGv3znItqES4MT+eD1mZDpk07piZ+3UGCYaEa0oxVjQCgo5j/5SDm+ZY+KXahBeuW2A2+4do78UkPOd8TtWixg+A+kyY7WIOLUYazhebWEs9OYD7jxapZ4l3ASeYrg3T6UQUMp7+F2vOzEuaafacj+7tkk9Vo94YPbaPnDbfp77mK085KLKql//yRhj+LM/+zO+//3vz/v4oUOHeOELX8i73vUuLrvssjN+PYIgCIIgCIJwNtkzUuNj3ztMyVjqYcLRqRb10MfXeo6OajPUm+dYNaQQeNSjFGOgXPBRKGphQpIaxusRlWJA3ve490SNSzb2zpnMVyn4NKKUfOCmKDTjdM60vTA2GOum/eV9pyuGe2brnIl6yN3Hp0lTS5Iadw3GaTGtFIXAI+8rpsMEa+lc13CvM4PXijZZq3zmM5/h/e9//6LHTUxM8J3vfIcrrrjiLFyVIAiCIAiCIJw7zpYf9YLHbZPJfPNwLjyxnK/oLwWd8wvLI0kN9001OTjaYLIRc2isjrUQpykj0yGP/dX/RW38BCcO/GzOc9OsGW/d9ofzgKe/iLrxScIEmNH8OV/jazXrfoK1ljg1jNUjVHZsLUzwPUUzcs8XzS8IgiAIgnB2uHLbAJ+94xjHp0O0VsSJYaQWdfZwPXmffKBxsZGg1ExQh8WSGIuxoIB8oElSt0c0dq4fNdSbX3APf9fRakfLNaOEvaP187LWba2zfbjMkanWgrWVq4mErwjnI8YYvv3tb3PLLbfw1a9+lTiOed7znscrX/nKZa91ww038NGPfnTW9zZs2MD111/P9ddfz+bNm1frsgVBEARhzSCNfBc4W7du5dJLL12VtV7+8pfzve99j3Xr1vFP//RPcxINSqUS7373u7nmmmt4xStewaMf/Wge85jHnHLN5z3veezfv58dO3bwxje+cc7j69ev501vehPPfe5zed7znsePfvQjtm/fviqvZy1SDxNuvn3GNL13pIa1sK4YsH24TNCVsmKspRUleCSd7zVIyOUCtFJo5YR5XzFg/2idyWbMvSM1HoQzT/ecqJGkdpZBuG+kxlQzZrIR00xSmC/4U0HR91hXCtg2VGagvLihuFSDcEOlwPahEvtGG2ysFDg43uTQeIN1pWDWa18pUWI4NN4gSgzGGnTgjLFTmdQn468xk/pv//Zv+fznP3/KYyYmJnjxi1/M+973Pi655JIzej2CIAiCIAiCcLbo1lH1MOHIVAss9BV9Lh7qnaOjmlFKnBos4HuKVmQoBh71MKEepgyUcgyUc0y3YqLEUG3GVIpukveeEzUetrlvVgJmuyEw72u0dgmqrcR0JvUZ6xJVAUqBBygqBZ9izqcZJYzUQkamQ45ONUlSZ+SmZkaMaeWS+BNjqIVgLHha4WVSZUOlQCnnrxltshb58Y9/zF/8xV8s6dinPvWp/M//+T/P8BUJgiAIgiAIwrnlbPpRN99+kFc85RLKebGluznbnhi4iQ4oxQOHymyoFFbtHBcyx6stvvDT43x7zxiHJhrUoxRrXRH0RD0CoJUYFDDZiNn2yy9m+l/fSHNqtLNGu4lvw6Oeyvqrn8lUmAJm3mLvk1FKkWbeZc7TlPIe9TBFoUTzC4IgCIIgnGV68j6j0yE225/VU7cPLAQ+fcW5NWZxmlIPY2JjSVLL8Sq0UsXJpWjWugCHVpzSUwgo5zzuPlqlv5RjY6U4aw+/nECWk1lrtW5rHQlfEYT5OXjwILfeeiuf/vSnOXHixKzHPvOZz3DTTTfh+8u7B3TJJZdwySWXsH//fp74xCeyc+dOrrzySvQyB44IgiAIwvmEOCbCkti1axf/9//+XwBe8YpXMDAwv1B47GMfyzXXXMM3v/lNXv3qV/ONb3xjwTVvueUWPve5zwHwJ3/yJ+RyuXmP+43f+A3+8A//kEOHDvEnf/InfPjDH17hq1m73LrrCLUwpRkl7MlM06GeHNuHyiilaEQJo9Mh1VZCM07xsWwpzhinh5sJCYpi4FEp+Az15inlfB68oYd9o3VGa07AXx5UKOZ86mFMX8kJ+KNTDQ6NN8j7unPDwFhn0LbRSqGBZpzSnEo5OtWiJ+/zwOEyFw/MnwKzXIPw2kuG2Td6gI2VAmP1iHqYsm+kzoM39KzKOGxrLftH60SpoRkn9BUDwiQlVhB43rwm9WKca5P6Ix/5yJI/Fz//8z/Pjh07zsh1CIIgCIIgCMK5oK2joiihmjXxVYo+63t7sErP0VFdEocwSak2YwDi1E2YmGxG9Jdy9BUDplsJrdgdM1BWgObAWIMd62fMy1LOp7fgM91KuhoCE/KeRmuYbsVYa/E9TTHnmvvKeZ+7jlY764/VQlJrsZZOE5/KJvGB+16KS2oFUGgmGjE9eUuUGEqZnD7X2mQtcvToUV796lcTx/Gix1522WW8/vWvF1NIEARBEARBuOA5m35U+3w3XrX1XL3cNcvZ8sQSYynnPefTAU+4ZGjFa1/o3H2syr9/7xDfOzDJdGvmvW+tJTGGJBPoxlg8hSukbsQ0Ik3p2t9h8ta345sIrRRRCg948m/R95DHde5B5HxNbyFYdJpHmoUWARRzHsXAZ7CcJ+dp0fyCIAiCIAhnmVt3HWGgnON4tUWUGLRSHS+nvatLjGG6FdOMDNqmlHpnppsnqSKzotzx7ecql7WfGMtkI6LaUnhKkfOTWXv45QSyLIb4SYsj4SuCMEOj0eCLX/wit9xyCz/60Y8WPG5iYoJvfOMb/OIv/uKyz/GGN7yB9evXU6nIRFBBEATh/oFUJglL4vWvfz3WWpRSvOAFLzjlsc9+9rMBuO222/jCF75wyjUBenp6+PVf//UFj9Nac8MNNwCuYelnP/vZMq/+/ODuY1V2HZ4Ca9k7Wse0hfZQmalmzF1Hq9xxX5Vj1ZBGlvZorSU1hsQYUmOwWeFnI0o5Vg25474qdx2tMtWM2T5UZl0xwFjYO1oHa2kmKV/dfYJD4w1SY7HW0oxTGlFCLUxoRK6otP1n5vspUTbBohYm/PjwFN/aM0orSma9ptMxCC/dWOGKLX0dUaoVTDZj9o3WsXa+EYFLx1rLvuzmQz1M6Mn7JMYVvgaex1BPjgdv6DltsZ3zNQ/e0MNQTw5rYc9IjWaUUAtTbt11ZEXXvhBf/OIXefvb376kYy+77DLe+MY34nneGbkWQRAEQRAEQTjbdOuo/WMNrIVy3mNDpUD1FDoqSQ1xajIj1O3/Pa1JjNM4x6stwjilt+B3Hq+2EsAyVo+YbESzruOiPqd1SjkP39NYa5kOY6pNN9UPoFLws0Y9w9GpFlPNmGozYqQWEqemM43P4gxbY51pO/PHfc9m32+bxLuP19hzotZpRIRzo03WIo1Gg1e+8pVMTEwseuzw8DBve9vbKBTEGBUEQRAEQRAubM6FH7Xr8BR3H6ue65e+5jhbnphW8MChMijFFVv6uHSjFMUtRD1M+OA39/Gnn7iTL/9slOlWTBinjNVDjk42OTzR5OhUi5Fp9/loxClh0tb0hjBJUZUNDPziC6hHhhY5dtxwE4OXP77TxFcIPPqKizfxWWuphTPhQKUsHGhLf1E0vyAIgiAIwlmmraPWFQPiLNShnPPJeZooMUw2IsZrLY5PtZhuJURJ6mrxAJP9sV1/DDM+UJxajGkH7uP2lqmh1kr4yZEpLt3Yy6UbKwsGspxvtW7nE9deMgy4Brty3iMxln0jK9drbSR8RVjLWGv5wQ9+wJ//+Z/z9Kc/nTe84Q2nbOJrc8stt5zW+R70oAdJE58gCIJwv0Ia+YRFGRsb49Of/jQAj3rUo3jAAx5wyuOf9rSndb7+yEc+Mu8xu3bt6mzqnv70p1MqlZa0pjGGj370o0u99POKr+0eAeBYtUU9TLOR90X2jtTZfbyWpT3abGJExFg9ZKweUsumPdTCpPO9ajMiTFLAMt1K2H28xt6ROlv6i/haUQ9T7jwyxa6Dk0w14s5NgjgrEE3bdw8WwFhXNFoPE8LENfSN1yO+unuEI5NNYGUG4fVXbKIn71HM+ewY7kEpGK1F3HO81imCXS5RYrjneI3RWkSUpuR8jadVp6GvbVKvNOFUKXXWTOof/OAH/Mmf/MmSbg5cfPHFvPOd76RYLK7qNQiCIAiCIAjCueRkHaW1My2PTbW490R9Xh01WguZaLhmvIlGRNgpujO0fc4oNYzWIiYbMeWcj1KKJDU0o9Sdb6o16zrWlXIMlnOAorfgu9CTVsJ0K8FaSyXTB5ONCKUUUZJyotpishkTJ8Y16C3jdRtriY1louH0zVg94o77pjpFgXB2tclaxBjDH//xH3Pvvfcuemw+n+ftb387w8PDZ+HKBEEQBEEQBOHccrb9qGNVp5++vnv03L3oNcyZ9sSUgh3DPRRzPj15j+uv2LTKr+DCYc9IjT+75Q4+cvshxuohjSjhWLXFiemQepgQG4PFBd9qpfD0zOQVcEXXUWqpRwnBRT/H4LXPo/8ZLycaeCATje5JfD6weBPfdJh03gPt5wyWc6wr5e73ml8QBEEQBOFs062jcp6rOesrBfQUfKLUUG3FVFuJm96cWlI707S3FE4+zgJxajgy2WTfaI0v/PTYgoEs51Ot2/mGhK8I90dOnDjB+973Pp797Gfz4he/mFtvvZVms7nk53/jG99gbGzsDF6hIAiCIFwYSCOfsCi33norSeImrT3ucY9b9PiHPOQh5PN5wKUrpGk655iPf/zjna+XsuYjH/nIeZ97oXC82mLfaAOs7RiaA+Ucdx+bZqweAZZGlDBWj6g2Y8LEYLIJejAj/FPjEnlacUq1GTNWj2hEM1MjfnZ8moFyjulWzM+O1zrTHhpRSpKajmWkFHieohh49OT9zp9SzqPge/h65j8dcWpoRC5FKDGWHx2aZO9IbUUGYTnvc+NVW/G1or+c40HDPR0hfMd9U4xMh5glimFjLSPTIXfcN9URvqXAJ+97NOOUUs4n8DTbh1d+Y6ONUoptQ+UzalLv3buXV7/61cRxvOix/f39/N3f/R0DAwOrdn5BEARBEARBONfMp6N68wGHJ5qdwtP5dBSAVgqtXeGdUgpfK9JsUp+xFmNckv5UM2JkukWQSaBG7ApUq62E5kkTybcOlvC1IkndZIrUWlJr8bSb0DfVjOgpBIRxyonpkCg1pGZG07XxFPi6/Ueh1dzyPmvd96LUcKIa0owS4tSy+/g0E13TAs+GNlmrvPvd7+ZrX/vako59wxvewEMe8pAzfEWCIAiCIAiCcO45XT8KnL5QWnW8FGMsYWJO6UeBK3RtF5ser7bmu6z7NWfaE3vQcA/95Ry+Vtx41VbKef8Mv6Lzk7uOVnnH53fzo0NTtGIXmDNejzqNdIGn6SsGbKgU2LyuyJb+Elv6S1w8UKKU88j5Gp2Jd2OhFRuCBzwKr289zSilHiYYC72FgMWa+FJjqbZimlGKsZZizss+h5aLB2YCO+/Pml8QBEEQBOFscrKO0kpx6cYKxlgaYYqyXdP0zPKCGxeiPa2vFRsOjDX4h6/sYbIRzQpkOd9q3c5XJHxFuD8QRRGf//znuemmm/iVX/kV3vOe93Do0KHTWssYw2c+85lVvkJBEARBuPCQRj5hUb7yla90vn70ox+96PG+73PppZcCbprfnj17Vrzmli1b6OvrA+DHP/7xshIezge+u38cgIlGTJRYUmMYqYXEqSsenWjEzuDJGu+cCFeu4859hQK0VlirSAyEiSGMU6ZbMRONmMQY4tSyf6zORCPCWGewtuK00xCY8zWlwKUGAdn5becGg1YK31MUAk0p5xFk4yqstTTjlCgxxKnhhwcnOTLVXJFBuGO4h+c+Zsa4vHxTZWZE/WidXYcmOTzRoNp0r62bxDjj+PBEg12HJtnXNYL+gcNlEmNRCvK+ew0XD5Q6r2W1yPluXVh9k/rEiRPcdNNNTE9PL3psPp/nbW97G1u2bFnxeQVBEARBEARhLTGfjppqxaQGUmuYbM7oKKUUpZxPXzHHYE/e/Sm7/+8rBhQCF1hirGuSMxa3joFWYhhvxDSilGY2gQJgpBYCM/rjeLVFlBqmWwlaQTHwKAROw4xMh+R8TStOGKm5IkybnavtsSpcE5/WCpWpvHaxplKuqc/XCqVAK7DY7Foto7WoUxS450Rt1mS+M6lN1iq33nor//Iv/7KkY3/3d3+XJz/5yWf4igRBEARBEARhbbAcP6pbRw2U81QKAZV8QKUQMFDO01fMUcommBtjqYfJLD9qpBaSGkOU2M40svb5hdmcKU/s8k2Vjkf33MdsZcdwzzl6hWubPSM1/uEre/jZ8WmaccrIdEg9TLEWAk8x1JtjY6VAXzFH3vfQXcXSntYMlPPkfU0575P3naK3QGpdU15qLMa6z1uSLlzWnaQp4/WQo1NNprJGWmuhGaVMNROixE1FufO+KQ6O12lGyf1S8wuCIAiCIJxtTtZRgaeoFH0stlNbB6du4Dvddrs4Nfzo0CQj0xH3nKhxYLwBcN7Vup3PSPiKcKFireWuu+7iLW95C894xjN47Wtfy7e+9a0VT5sE59WuxjqCIAiCcCEju777CUePHuU973kP//3f/80999xDtVpl/fr1/MIv/AIve9nLuOqqqxZ87h133NH5evv27Us63+bNm9m1axcAd955J5dccsmsx++8887TWnNqagpjDHffffesKX3nO/tG6gCM1UOixJAYg6c1YZJ2CjCNpZPk2N7kto2gNtaC1uChsChSY4kSS5wmhHFKb9Fnoh53ij0T6xraPK0Y6slRD930RK3djQBjsxsOqcLLplVonTUNKkXed4WkrSyRtZWYTuHpZCPiii19KzIIH3JRhRc8bhs3334QgMsvqnCs2uJYtUWUWI5MtjiCu1mQ812xq8W95m5yvmJjpcDGSoGD4w1nuvXkOTrVIvAUgz25ZV3XUhnsyXF4otExqfvLOb67f5zrHn76yTm1Wo2XvexlHD9+fNFjtda87nWv47LLLjvt8wmCIAiCIAjCWuVkHaVxMaexMTTChCTVKOUK6Qq+npNKGiYpzSglTtvp+gqtPDdxws4EmrSb7VJjSYGR6ZDJRsxEPczS+Wf0h1aKwZ6AKDEUAs8Vr063yPke9VZCKzEo5cJZbKbHYCacRSnVafLrxk0OdEcWfI0xbtqftbajg8brEZ6GQuCzZ6TGQzf3dUzcM6FN1io/+tGP+Ku/+qslHfu0pz2N3/md3znDVyQIgiAIgiAIa4el+FFKqTk6SqvZIkUrRc5XLiAy59FKDPUwIUkNE/WISjEg7zt95Wt3vv5yjv2j9bP7gs8jzoQnhlL05D1uvEqa+BaiHiZ86Fv72Z018U3UI6LUoIHW3V8hnLiPjb/0P0856STwNJViQLUZk/c9fA2NKMHN0MuwLkB1qhkx2JPvNAMaa2lGCfUwJUzSWeGqgXahrm6Sn0fgKayFepRSj1KOTYX0Fnw2VPIEnrpfaH5BEARBEIRzQbeOAijnPfaO1PG0xuL8GrNIv8rptLO0AyGnWwlxaqkUfRphyvpK/ryqdbsQaIev/Ot3DrrwlaDC3tE69TBl32idwxMNhntdAE4p78JD2yTG0AhTqq2YkWkXpAPuffTAoTLFnC/hK8JZZWJigs9+9rPceuut3HPPPau6tlKKK6+8kp07d2Ze+OpMDRUEQRCECxFp5Lsf8O1vf5vrrruOsbEx8vk8GzduxBjD4cOH+X//7//xkY98hNe//vX86Z/+6bzPv+uuuzpfb926dUnnvOiiizpf7969e9ZjIyMjjI66seue57Fp09KE3kUXXcRPf/rTzpoXSiNfkhqOTzvjbbqZUG3F9BWDjmlqswJS1ZXN005vtMp2ik4BosQSGmfe6axBL+drktQQpYYT1TCb3EDnBoKvXSFoKecTeF5m1FryviYx2UQ+O5MeRJpdS9ZFaLEobOfvqYVAKQJPc/exaZ56WWlFBuGO4R5e8ZRLuHXXEXYdnmJjX5GNlQITjZixepgZWyYzKmdue7jkS4/Bcp7+UtAZc1HK+2xaV2T/mLvJMtybn5WcuZpopRjuzXNksrUqJnUURbzmNa/h3nvvXdLxL3/5y3nMYx5z2ucTBEEQBEEQhLXKfDpqqOQTm4RGNjEv52t6gxxaz97vG2uptRLCxAWZWHCNccYZre0B6E7vZNiZ/7MWUmuZDhO86ZCeQkAx8Gbpj2orYc9IjdSkbOwr0AhTRuvZ+awLZzF2bjjLyYmdMw18TocFnsbTgFZEqSE17jme1hhrGatHbKhoQHNwrMGO9T2ddVZTm6xVjhw5wmte8xqSJFn02Msvv5zXv/71YiAJgiAIgiAI9xsW86Mg01H5YI6OOhVKKYqBR87T1MKYKHET4ipF1+A01Ywp5zzATXVIUoO/ypMjLhRW2xO7Yksf11+xSSY6nIJbdx3hp0emacUpU42YKLVom1L7zr8zvfvbABzp38Dma2445Tp532NdSbnPkrYEviZOzExIEM7frYeuCDsfaKyFME5Ju+4F2CzY1VpLmFoU7nNUDxPqYYLWrsEvH3jkfc10K2G6laBxz7mQNb8gCIIgCMK5oFtH1cMUYy3j9RitXMh9nJrT69JbAm3/Clw45WTD4muFNZw3tW4XEhK+IpzPpGnKN7/5TW699Va+9rWvLclLXQ6bNm3i+uuv57rrrptVOy4IgiAIwsLIXfsLnH379vHqV7+aJzzhCbzqVa/i2muv7RSp3X777bz4xS9m165dvP71r6dSqfCKV7xi1vPDMKTRaHT+3tfXt6Tz9vTMCIvJyclZj42Pj886zvO8Fa95Opw4cYKRkZFlPefkBqo4jonjeEXXcXSqhTUGawzTzZBAGQJlmWpFeFgM4HuuvDM1ljR1jXO+gkBb/K4U1HzH95ypMlVWkffcjYWkS8P72bHlQLspe9ZQ8jWFnoB66IpacxpAkRpnLrmi1S5zsF1QqhTKWhLTbuwzBFoRxwmXbyyzdV1+RT+nnIZffeRFPHxzD9+8d4x9Yw0Gyz6DZfefsNQYosRgjJsmmPM1nu42gS3bB4s85oED/Nv3D5MaiKKEQFn6C56b3HGG6C94jChLFCVoDCeqDVphhLcMExzAGMPrX/96vvvd7y56rLWW5z73uTz1qU8lTdNVF17C+UuSJKRpOuvvggDy3hAWRt4bwnzI+2LprFQrrEXWuo6KothpJV8zgI97d85opig11FouMCXQzNFYHY2jXfFcYmYm87Wb7hTOZPOUoienKfmwY6hIbzHIjrQ8cksvT7l0kH/73mHG6xHTJqHouQI8k01It13Nge31lZqZzOeku3tUK0XgO8uvTU67tH3XEGhQWmGsodEMGezJU22ETDd8+koulXW1tMlapV6v8/KXv5yJiYlFj12/fj1vetOb0FpfkJ/T+xvy75Ig3P+Qz70gXNhciPuzta6jploROQ35wKMn58/SIm0CZfG6/KhAza1UDTzIF31qUUIYp7TCiL5ijkC581mTYNEcmahzUV9hRa/lQma1PLFrHjTIg9f3AnZNf67O5b/r95yY5hu7j1NttGiFEcqm5JIGo19+P62j93YiVo/e/mnKA+sZfsjVp1wv8BWFnoBaGGNSQy6gM20DOrcc0DbFphZjnM8bKHfHwQDKzhyolSIfaLRSXUXcFmugFaZEsaIUeBQCjyi11FoxOW3RlC84zX86yJ5ROFPIe0s4U8h7S1gJa3m/d7qsRR1l0pQoiunJ+7SShDiOySlLqmc8pG6llNeWQM9X17d8PGXBGDztkZqU6Uar4/+sNhe6n7QStq7L83u/+EA++5Oj/ORIlU19eTZVckw2YsYbIY3QECYGm874i4Fy4SulvGaglGddJ3zF8rBNvfzSwy6ilPMuyM/x2UT+HZ2f/fv386lPfYrPfvazjI2Nrera+XyeJz7xiVx//fU88pGPRGf3JuS9fP9APnOCcPaQz9uZ41z/myWNfBc4r371q7nxxht5z3veM+exq666ii9/+cs84hGP4ODBg7z2ta/lhhtuYPv27Z1jpqenZz2nWCwu6byFwowBV6vVZj3WveZS11tszdPhPe95D3/+53++ojWmpqZWvME9MdGkQpPJVsSmQoxSoFXIOm0wlkwEW5LUYrvkvqdc4uJFpRlHJ+crYtOe8ECW4OiekxrLybaqK0A1eEpRyicEbaOvpIiNJorTrHDVPdO2J1Jkp+wUmGarWSxh7M5ZzCkqBZ/b7z7I1ZvzK/oZtRnw4Lqf62WykeeeEzWOV1tMNCLXhnfSvQmtob+UY0OlwIPX97CulGOsVqNsmhhrGQ4iCOCiQozmzP2j1lOwNIpu/R7bQBvFnkNHGexZ3s/kve99L5/97GeXdOxTn/pUrr/+eqrVKuAa+3xf/nMvuA1c93+D5b0htJH3hrAQ8t4Q5kPeF0tnamrqXF/CqrOWdVTOixjKWTytyPtQjFJSOxPaERtDI0wZLDuFM5/GUqrdTOdUjkURp6aTeGo6xxq0UvQWE/KepVWbZFtPLw/e0NvRH/91x1GuGPY4moODNiUtgKfoJO27kBTVmcLXPX3PZtetlEKj0NqilLsx1z2t3QJx6r5qr61I6Q0i8r6HCqeplErA6mmTtUg7+GT37t2LHpvP53nd616HUmrVDSvh3CD/LgnC/Q/53AvChY3oqPk5k37UgGfxPUUpB4p03ud6yjKUm/1Yaucv4rQlaETO1/J0yKBvsdagWtNUSjlGRkfJJUv3B++vrNQTg+i80Dzn8t/12+86igqnGQ5iSsWE6cYJfvrZ/x/p1GgWdjrDof/+F7au72dwy45Z37dZEGu3B2tzllrOBfmkxnbuJbQDfFz9syHw3Gdo9v0JReApCr5HPtAn3QNw50pSS5Sa7N5BiqcVhbxH3UuBJqpVpVwILhjNf7rInlE4U8h7SzhTyHtLWAmio+ZnNXVUaFI25CMqOqWSh/FGxLqK7fhH3U187R2cr+CiUtdiFmJ7cvXeDO1mwFM97umUwZ50lv+z2lzIftJq8Yvbijyoz3LnfVWOVVtUyrA1C18x1hKnBmvd/j/wdNcExRRI2VgpcPnmClv6izSnJ2mes1dy4SD/js7lQx/6EB/+8IdXfd3LLruMpz71qfzCL/wC5XIZYElBq8KFhXzmBOHsIZ+3M8e51lHyW7zA2bx5M+9617sWfLy/v583vOENvOAFL6DZbPL3f//3vPWtb+083mq1Zh2fyy0tyaX7uGZzttToXnOp6y225vlMu2hzshFnf3dpmomBwFPYbNJdW6p7WqGzwlKtu2IZMxRZ8acCna2XpGZBoZ8amG8ooga0VigLaeqmPMyyobqG8mkFvqfJeRpfa5pxmo2Ft5yohhwYq/OAwfJp/XzmY10px5XbBrLrN0w2YlqJITWuaLfga9aVgpMSSKEZO6ssTt3/+x5dQvnMoJXC9yBJ3XnzvkcrWd4EwE984hP827/925KOvfLKK/m93/u9C+ozIgiCIAiCIAgns5COUkqR82cXusFMEx9YzCk01skonMEWty3YzJBVCjwN1sBgX46Bcg5jYUt/kXWlHJONiOPVEIBamGThKZpGnKKsO1+KC0vpLskzJlucmesx7e93XZNWrlBTofC003VpFgSTGksrTsn7mmZkCJOUvO+tijZZq7z3ve/l9ttvX9Kxf/AHf8CDHvSgM3xFgiAIgiAIgrD2mE9HWWtRSlEM/Hk10emgcOvVTNJpcFLZedeVcqTmVKWpwsmcricmnJrJRsTB8QbNKCVMUsYO3MNPP/N+TNRkvkEjNk24/T/+iWuf/wcUKgNEqfsdzPd+NtZmIT5tfZ+tgZu4l1qLVmDMTNiPwk3fKwYe/gK/S4XC1wpfQz7QxKnT/6mx1MOk81k7Mtlk66C+YDS/IAiCIAjCucR0whkhilMU0Mz2YPP15HXv/VaTdpOfMRZrLM3IECUpOX+eor8VciH7SavJlv4SW/pLTDaiWeErGEX+pN/L/OErgnBmedjDHrZqa/X39/OUpzyFpz3taWzdunXV1hUEQRCE+zPSyHcBc/jwYTzPIwiCUx73G7/xG7zkJS+h0WjwH//xH7Ma+U6emBeG4azJeAsRhmHn69JJ6S/da3Yft5I1z2e0UoRJSitJs2kKTvh6ut3El01nQOF58xeXLoRCuakMCzxucSat7VozNqYzia+NpxVty6jbj2pP5CNbxxjI+ZpWbLBYmnFKMfD51p6xBRv52qZjMzYYa9FKUQyWbjp6Wi858af75gpd136mUdntlPZ5l2NSf/3rX+cf//Efl3TsJZdcwmtf+1rptBcEQRAEQRAueE7WUUlqCXSWanmSZjJYmlF3E9/yNJZLOHXNcuACT3yt8D2N5ynG6hF5X1PO+3x99wg7H7GZe064KfL1MKEZpW6yntZ4yuD7ikKgaUQpxljidCajdUYCKbDMMoFV59uW1EKaZk19uv2ohWwiRmossbEEWlFtJgz3etkas7VJnKSM1cLT1mNrgf/6r//iP/7jP5Z07Ate8AIe//jHn+ErEgRBEARBEIS1ybw6ylPkA2/VQw+1cuu2ooQkdRP/WolrmPLm65ISlsRyPDHh1Nxzoka1mRAby6Eff4u7//tjKGvQp3h/ho0at33073n0b7wCPz/jd5/s+rX/bjtNejPfbzfbKeV8y8BTBFpTzPtz7mecCoUi5yl8T9HMPmdxavC1wlg4PN7g4Fid1JyfWl8QBEEQBGGt0NZKsTEkxqLUTJC8Us7H6Z7GB6ffxHeq57UfM0AjTunNa6ZaCcM9q9/IByurdTvTrLTWcLWR8BVhrfLwhz+cjRs3cuzYsdN6vud5XH311TztaU/jyiuvxJtvWoggCIIgCKeNdHtcwGzevHlJxxUKBa6++mq+9KUvsX//fkZHRxkaGgKgt7d31rHNZnPZjXwnr9H99+VMDTvVmqfDS17yEn791399Wc+59957eeYzn9n5e19fH4ODgyu6jshvsad6lGPNgBPTKWHsGucCTxNlBZ1aKwKt5jSe5bR1IyAyDtQ1kZlr8jQi6xJ55jm/VpDzYbDHI4wNYWIAhUVhsiRJe/I0voz29D9PKze9DwBLnGqSNCUfwPpen2Qk4aVdP6eR6ZDvH5xg30iNg+NNwjjtGFeBrykEHr6nWN+T5wFDZR69tZ/h3pUbk+NpnirTNG3C4WZMzlcMUFz8iSvkvlZIlFgqtkCET++6fgYHexZ93g9/+EPe/va3L0kEbd68mXe/+90MDAyQJMms98rAwIA09wkA8t4QFkTeG8JCyHtDmA95Xyydvr6+c30Jq85a1VFxaukraHoLXqcx70kQ2AcAAQAASURBVEjTJ7aK6VZMmCiMVURZYuhCGmshLGSBJ860LeQ8ioHmolyR6UbKkWbCQy4qUsDn2/dFjNY0VYrsrU6zr6rJ+Zq0aQgTTSnn4yeKqYYhTiFO3TV4SnWFrSxMO1Cl3djXucZsIp9SCmuhN4Legs+E0eR7ne65rxXSjFJqyhInMUdaE/QU5qZ+eppV12Nngh/+8If8wz/8w5L+G/T0pz+dl770pWct0GU1SY3lxHRILUwwxqK1oifvs743L0XQyL9LgnB/RD73gnBhIzrKcbZ0VDGnGbDBovvkQM1WKW29dSqstYw3DM0oJfAU622AqSqGh4YY7FvcaxRWzvmgJc7Vv+sH7phkzxTs+vwnOPaDLwCZ3zmPz9qZfAI0R0f46Z4DlLY8ZEEP1dqZYFRrnX5XWnWKn9uNfIGnqRQDevI+E82V/D58ppox1WaEsZZC4Bpmx34wzmWbZ+Jezxetv1rInlE4U8h7SzhTyHtLWAmioxxnSkdV76pyoJayr6ZJjSUxgFUYazBWdfZ+7al5bfLazvJx9lYhnGe/uVxynmVzf+b/9JyZurfTrXU7U7RrDQ+M1jlRCzvhm92slf3u+nNy1guT5Wha+Xd0fp75zGfy3ve+d1nP2bFjB9dddx3PeMYz6O/vP0NXJpzvyGdOEM4e8nk7c5xrHSW/RQFwk7y+9KUvAXDkyJFOI18ul6NUKtFoNACoVqtL2pxNT093vh4YGJj1WPfz6/U6aZouqVHpVGueDuvXr2f9+pVJpyAIFp14uBib+j0mW4YETTOByCgCpYkSZ/J4ShOgnCE6TzVn0mWURkbNaeQz1tJKARTzheNoBXFsoZFkZpMzkpLUnmQ8zZ5TMWup1M308z2FpxWphVaqiKyh3yqOVGNSq9g/3uDTPz7KDw5OMN1MaMSpO6fNGgahs04559NbbHLvaJNv7p1k+1CJay8Z5tKNlWX+hGfoKxcwaDzfGcxxDJEB/wwm3iTGUI8BFJ7vY9BUSoVF3zd79+7lD//wD4njeFEDfd26dfz93/89GzZs6Hyv+zPl+/6K36fChYO8N4SFkPeGsBDy3hDmQ94XS+NC/LmsRR0VporYKKzyMHZmbx9bRS02TEcGi2viW4rGWojYaiJj0ErhGYVNFA9cX+HeE3UmmzH3jDa5/KIKP7pvmukwplLIMdk0NBJLLudRjwzGKIrKo5UYpiObTcFw+/2Zbf/STVytnFKzZPrRQs7TRKlBJ1CwiqnQkFjFRD3ivqmIODWkaJRSbFY+kcH9bIyb7pfzNT6a+6ox91UnV02PrTb33Xcff/RHf0Sapotqpoc97GH82Z/9Gbnc3KbFtcrxaovv7h9n30id49OtBU3pDb0Ftg+XuXLbABsq999iaPl3SRDuf8jnXhAuXC7Ez/Na1lEF5ZGgl6SN0i4/KrZq0UY+cDotNAaDIkEzGRo29ZfxPZlEcKY4H7XE2f53PUkNB0an+MF/voeRe36IsWS6Us2drmdnpo/ofInhJ78Iu+HB1OKFPVTT1cjX/n9twXR9ZhRglSIX+MT29D8PUZLSiFKixNBK3fWnCeR9xYlaTGWyxbpS7rzR+quN7BmFM4W8t4Qzhby3hNPlQnyvrCUdpbRmqmVdbV+ckFoIPEWYqs5EvoWIu/bjoVGr0sgXW0stSklQpHbpoZVL5XRr3c4Edx+r8rXdI+wbbXR9V5MYc156W8LirETTyr+jc7nhhhv453/+50WPq1QqPOMZz+D666/n0ksvPS+DUYWzj3zmBOHsIZ+3M8O5/jlKI58AuEagNt0NcwCXXnopP/jBDwA4dOgQD3jAAxZd78iRI7Oe383w8DADAwOMj4+TpilHjx5ly5YtK1rzQiHN5tEb4xJ5FE74r2RjPJP4OP/j1kKaGUrWQpy6sfPgzu9phVbKFYh2XYe1NjOi2k14lji1pEbhZ4knqbE0o4R84PGnt9zJ7uM1plsJYAkTQxi7xNekq8NQZa97TEcEU4oDQYOhnhyTjYh9ow2u2NLH9Vdsopxf/n++NvTmcd6wJu9rwsTQCFMqxTNnGDdCl3SZ9zW+1pmQPHXiz4kTJ7jpppvmfBbno1Ao8K53vYuLL754Va5XEARBEARBEM472jJlHs3TjNx+PDUWY+2qaKxZp1aKbUNl7rhvinqYcqzaolIMuG+iRWmDTz07v1aZzsNpqFqYZNP3ui7dZnpIzbykkzVY+1g7qyDQotWMBjPaPZik1k33s3D30Srj9Zg4NWitiFI3jf2e49OdSfDd5H1NOe8xWM7TXwrYN9pg3+iBFemx1aRWq/HKV76SqampRY/dsGEDb3vb286bJr75TWnmNaVBc2SqxZGpFrfdOyamtCAIgiAIgrB0TqGjVpX2+mfrfPdjREssnTv3HuKWv/szJg7une2fnnSrwNgZLe/3DTP0lBfjVYax2FN6qMZaWnHa0frttbqxOP2fGAgWz7udg7GWWishTNLO+kopjLEkqXHXbS133FdlXcnp4bWu9QVBEARBENYivqcZLudpximBVtRPatw7FxLHWpgOU/KBTzNOKeVWdx93OrVuq009TLh11xF2Hc58IGuZaMSM1UPqYUqYzO3ukv3u+c1KNe3jd/QzcBraaq0zPj7OZz7zGb7whS/wD//wD5RKpWU9f9OmTVx55ZV897vfnfOYUoqrr76a66+/nl/8xV88b7xUQRAEQbhQkN2pAMw2F8rl8qzHLr/88k4j34EDB3j84x+/6Hr33Xdf5+vLLrtszuOXX345X//61ztrLqWRr72m7/tccsklix5/vnB8OqSn4DNRj7LpdJBi8ZTC9/SKC0ztfGP4uh/H+VJxYkgzR8lNxdN4JxlP3Sil8BR4KHxtSa1LsDTWktWqAjDRiDAWvrY7oZz3aUQptVbiGgaZKUZVsxdHA7FWhImhFiYcr4Zs6S+SpIY9IzVuvGorO4Z7lvWz8D3Nht4CR6ZalPMeYWKotmIqxTPXUV1txQCU804pbqwUTpk0W6vVePnLX87x48cXXVtrzRvf+EYuv/zy1blYQRAEQRAEQThPaOuo6VbS0RJx6ibvtXPwk9Rk33NNbcBpayw38c7O+nvgqY5BevFAiX2jdY5VWxQCj+lWwlQzxliL1mqmYc+ShZs4utdUijnFf920v6+A9vz0mYa+mQnn7rW6I1pJSiNMibOfRWIsNivo87XuNPHlfFd8aKwlSrLglcQwXo/J+YqNlQIbKwV2HZ46bT22WqRpymtf+1r27t276LHFYpF3vOMdDAwMnIUrWxliSguCIAiCIAhnmoV1lD1pntjq4AIg3T5W4fygnoLP8emQzeuKq36++yuiJZbHXXfdxe+95CYmjh6Z1cSnmO1V2q4mvvzGHQw86X+i88UleahaKTytM61umWeAhPNmU0uUpATLnFAZp4Zqds8BIDHWFbZaS/uSLOBpTWqtCxeyrGmtLwiCIAiCsJbp78lhrWsgsthsH6kWDNU/G0SJITGmo7lWk+XWuq02e0Zq3Hz7QWphCtZyrNriWLVFlMz+gZ9P3pawMKulaQ+M1rhiSHPV9gEKp5OWsoZIkoTbbruNT37yk9x2222kqSvG/eIXv8jOnTuXvd7OnTtnNfJt2bKFnTt3ct1116148qkgCIIgCKfPhXsX/n6MMYb//b//Nx/96Ed58pOfzMc//vFFn9M9+WtwcHDWY9dccw0f+tCHAPjhD3/I8573vFOuFUURP/vZzwDYvHkz27Ztm3PMNddc02nk++EPf8jjHve4U6554MCBzjVeeeWV53yU5WpSayUM9+T52dHpzvQFcAaRtwzf1GKz6Xgz31NqdmHoqYhSg6cVnlLLnlChlMJX4CntpvJl0/oAWrFBKWcqnZgOCRODtV1JlVrje05YW5wp1j3tL0ksnnYJkntG6kzUI37uogofuG0/z33MVh5y0fLSQbcPlzky1WKwnGe8HjMyHbJpXbEzwWI1MdYyMh0CMFh2yUTbhsoLHh/HMX/wB3/APffcs6T1/+iP/ognPOEJK79QQRAEQRAEQTjPaOuow+NNpyuM0xNxasllQqqTSp9NEFecWmNZO7s5Dmam46VdCatKuWOKgdcxSAd7chyeaBAllmrTGZxj05E7nvYUPUuUWvK+7kwIbK/XXnypOkwp1WnoO3kKu80K9NLUUm0maOWaGicbMam15DyNVor1lTw7hnso5T18PWPAJsZNLq+2nF6KEsvB8SZj9YgHZnrmdPXYavCud72Lb37zm4sep5Tir/7qr86LICAxpQVBEARBEISzwUI6KozNGSlyC2MXrOKamhSpsQz35KmHyaLPFZaGaInl8aUvfYk/+ZM/YarWmDs5pUuOW9zEe4CeSx5D5epfR3n+sjzUdvOc1gpr7IKTWmphSjHnL9mnDJOUajPGWheyGmdhPe17A4HnCso9DT0Fn7zvsb6SZ9O64prW+oIgCIIgCGuZB2V7Y1/rjkm0SK7+GaXtObXi1AVQWEszSjvhlgoIPE0x5y27Hm65tW6rzV1Hq/zrdw6SGEszStg7WqeeTQgMPMVwb55KITjvvC1hflZT026q5Fzo6lSTJ1wyzEkl0OcFe/fu5ZZbbuEzn/kM4+Pjcx6/5ZZbTquR74lPfCLDw8NcffXV7Ny5k0c84hErHi4iCIIgCMLKkUa+C5BPfvKTvPe97wXgE5/4BD/5yU942MMedsrnHDhwAICBgQEuvvjiWY8961nP4qUvfSnGGL71rW8tev477riDKHIFi8985jPn3fT96q/+Km9+85sB+Na3vsXv/d7vnXLN73//+52vn/3sZy96DecTqbEUcz7z7o0X2TC7xj13c8Di0hYjM/s5rjGOBQ0imJnK52lFoJfXxDf7chWBB6QQd53RWphoxHjaFZvmPU0575MPPPyTzmet7SRHtuKU1LhJgWFiMBZOTIdE6RSXb6rwr985yAset21ZZuKV2wa47d4x+ksBOV8RJZaxWsRwb/60XvOpGKtFrpDYV/SXgs7558MYwxve8AZuv/32Ja39v/7X/+JZz3rWql2rIAiCIAiCIJxPtHVUOe8x0XDmHUArTl1QCIo4mzbXLr7z5tE63ZrqVCEoxkB7ejmA77l0/fZTtHLm4ZHJFlNZI189csWpnSnoqc0MVYjS9sQLl5bfzmOxdlEZOAulFLqT/jpb90Wpwfdc0+BE1sSnlaKvFFAIPH5uYy+l3NzbQr7WVIqaSjFg07oiY7WIQ+MN6mHKnUeq7Bjuob+cOy09tlJOnDjBLbfcsqRjb7rpJq699tozfEUrR0xpQRAEQRAE4WyxkI6qhQk5X69q4KGxllrWsNc+TznvU8z5nYnpwsoQLbF0rLV88IMf5N3vfnf2nXlmUHa9LY2xoGDgyhsoXPZElFq+h+ppTWLSBTW+hWyai6XWSqgUFw+xbcYJE/XIhfd0BQS17wko1V7X/WmECXnfY7qVrGmtLwiCIAiCsNZZV8rRW/AZr0f4ShHhvKVzqWzammvPSM3VDc5zMUq5UMpKwWeoNz+vJ3Qyy6l1W232jNQ6GmeiHnVem68VFw+UGOzJLahbZb97/rHamrbaCHnEsDvuv+86Qa7cx+Vbzs57dyVMT0/z+c9/nk9+8pP89Kc/PeWxP/rRjzh48CBbt25d1jkKhQKf+tSn8Lzze1KhIAiCIFxonL2Z18JZY/fu3Z2vfd9naGho0efs2rULYN7JeBs2bODJT34yAN/5znc4duzYKdf63Oc+1/l6oel9V155ZScV/7/+6786jX+LrRkEAc95znNOeez5hqddWkjgn/xxtMTzjAYHZ86EiSFKDKl10yWyp7imvbZAt66wc6k3Dk5uqjsdlFIo1dXE1/6TFaQO9uRZ31egpxAQeHrO+VwzoGv0G+jJUSnmCDxNzlMkqSE1lslGxJ1Hqow3Im6+/eCy0ls3VApsHyqBcmksAIfGG51JGqtFlBgOjTcA3HmU4oFDZTZk5zyZWq225El8O3fu5MUvfvGqXasgCIIgCIIgnG942umI9v7a1xrf01jrzB6LIXHdd51U1G5zr62pwsSQdBW/zaep2hP92tomNZYgO3+3nKkUnKEZZjouTg0a9/w4zbSbtUSpASy+Vp3mwva1mcVSWObBabCZ4QEmS4K11k3iixJDagyeUvSXchQD3xlfSzBs2w2KD93cx7pigLFw70iNiXpEYuyy9dhKWb9+PR/4wAfYsmXLKY+77rrr+O3f/u2zdFWnz8mm9J1HqtTDFF8rtg+VueLidWzpL1EpBrNMSmib0gFb+ktccfE6tg+V8bXqmNLt39G/fucge0Zq5+gVCoIgCIIgCGuJU+mo6VbMssXIgrj1rLX4nu7sZTdUXKCif6pR6cKSEC2xdOI45g1veENXE5+bVqeYrenbmt9YwAvY8NT/SfmhT3JNfGr5QahasWhzbPtWRJikhEm64HFhkjJRjxiddr+bdhNf+75Fm/bp3KQKqEUpk42IiUaE7arsXmtaXxAEQRAEYa3jacVFfQUUTs+4fde5DSiJU0sUG1qxyTwtS5Ia4tSQpAab7RcbUcqxasgd91W562iVycbCNZrLrXVbTephws23z2ice7MmvnXFgIdt6WO4N7/k8BnZ7659zpSmPTjepB4mpMbyse8dXrOa1hjD7bffzute9zqe/vSn88Y3vnHRJr42t95662mdU5r4BEEQBGHtIY18FyDtBjmAl7zkJVx00UWnPP6HP/whBw8eBOCFL3zhvMf85V/+JQBpmvKhD33olOt97GMfA+DpT386j33sYxc87i/+4i8AGB8f55Of/OSCx8VxzMc//nEAXvSiFy07UWKt01PwaUYpBd/DywRnW3imnSJPh7XZ1L3UdAo8bVZYaowltTYr2nR/2n9fCqrrf1eCBcJk7jk9DeWcTynnz5dzucA1KQqBx0A5Rz7wCDxFmhlUk42Inx2tMtmIuXXXkWVd47WXDAPupkM575EYy76R+iwTayVYa9k/WicxlnLe6zQMPuGShZtqK5UK733ve/n5n//5U659zTXX8NrXvlbGmwuCIAiCIAj3a3oKrgltqDdP3vcw1lLOOQMiSS2NLLGxnXAProjuVJoqnUdTJcaSZlP0lMoCSoBWYqg241nKppR35zedSjpFLgtsaURpFrLitJvCpUkGnnu8e3u/VA03m5kF2o2LStF5nVorStnkDYCL+pZnuuZ8zYM39DDUk8NaZ7A1o4RamC5bj62Ubdu28cEPfpBHP/rR8z5+xRVXnBeaSUxpQRAEQRAE4Wwzn47qyTRClBimWwkrL0a1TLcSoizgpCfvzpP3PYZ6XSNfOb94qIiwMKIlls7k5CQvfelL5xQ6+p5GzxPQgwWvWGHzzldS3PpwjJ3R76ejMX2tOkGnC9G+B9CM5jbyGWupNmOqzZhGlGCz4B4XSJQ1HjI7VDU1M1P6rHE+81Qj5u5j1TmhpmtJ6wuCIAiCIKxlego+60o5hnvzLhBiFerrVorF1RXWWjFj9ZDRWshEI+oEOYzWQsbqIdVmlIVGOK22+3iNPSdqc/aGp1PrtprcuusItTClGbkpg9bCUE+OB2/o6Xhpy0X2u2uTM6Vp+4o+1sKRqRb1MFmTmva+++7jH//xH9m5cycveclL+NznPrfoAJST+dSnPoUxqzuwQhAEQRCEc4M08l2A/Mqv/Eqn2e3pT3/6ose/5S1vAeBRj3oUO3funPeYq666qtPk99a3vpVqtTrvcf/1X//Fj370IwqFQmfdhXjOc57Dk570JAD+/M//nDSdP2nwn//5nxkZGWFoaIjXv/71i76e840NvXmMNSg1U+SpgLzvzNPU2GyCgpsYkXaKTW1nosNqoLValbXCxHQKR7spBh6pcek/y742pegrBhRzfqeZz1gYb8TsH6uz6/AUdx+b/z05H5durHDFlr5OcpBWMNmM2Te68mY+ay37RutMNmO0ggcOlUEprtjSx6UbK6d8bk9PD3/7t3+74Of2sssu401vehO+Lya3IAiCIAiCcP9mQ28eT7vUxcGeHFopLIpSVhAaZZPoTCZOFK7BbT5NZaydt1S1ezieAozJ2vMy8yhMUu49UafajAF3LTnfWbhtU7EQeGgUYZJN58vW9LPp5J5WcwJd3ASA5ekSd12zo1k6UwVx+rK36AOKwXKOdaXcstYne93bh8qd4s69o3Wwdtl6bDXo6+vj3e9+N8961rNmff+iiy7ib/7mb8jllv/6zjZiSguCIAiCIAhnm3l1lFVUim66eCtOmWrGpxku4nTMVDOmFTu/r1IMsNZNIB/syeFrjafddQinj2iJpbF//35e8IIX8IMf/GDOY645T6PV7BLs3ODFbH7ma8gPXUySus9BW7+fDp5WnYbB+a4BIM3uNbQnp7SJEsN43RVdp8aSGHc/I+0yYdU86ylcoFE78DVODRYYq0fccd9U5x5G53lrSOsLgiAIgiCsVdpaavtQmZzvOW9Hn/uyW2OhHqUdL0wrt/9s+00mqzWsNmPG6hGNyIW3nLw3XEmt22pw97Equw5PgbXsHa13mrq2D5VXHNoo+921x5nStDvW91Ap+mDh6FSL1hrRtM1mk09/+tP87//9v7nhhht473vfy7Fjx057vZGREb797W+v4hUKgiAIgnCuOPeKQlh1crkcH/3oR6lUKvz7v//7KY/98Ic/zM0338y6det4//vff8oRyu95z3u46qqrOHHiBC996UvnPD4xMcHLX/5yAP7xH/+Rhz/84Yte60c/+lG2b9/OnXfeOW+T3v79+/nTP/1TPM/j5ptvXnS64PmI72n6S8609DMxbXHmTi4TJ4kxNOPUFX1asmLTrkWUK9rUiuxmgfujmCncPBss1Kin1cxUiLaBu3wUvQW/M5mvbWgdnmgy2Yj4+u7RZa12/RWb6Ml7FHM+O4Z7UApGaxH3HK91kmKXS5QY7jleY7QWoRTsGO6hmPPpyXtcf8WmJa2Ry+X4i7/4C/7H//gfs76/efNm3vnOd1IqlU7r2gRBEARBEAThQsL3NBt6XRpob8GnUgxIjSHQutPMZ7Lpe9ZmX2fFa/Npqraecn9mUvkV4Clo+7FOY7l1tVYkxrL7+DQTjSh73D23PfmuUgywzC60s9bSXccX+BqFyq4ha+bLpgQuVc/NF0jSTuTX2hXm+loTeIqtg6evKZRSbBsq42tFPUw5Vm0BLFuPrQZBEPDa176WV73qVWitKZVKvOMd72BgYOCsX8tyEVNaEARBEARBOBfMp6MSY8j7XqeZr9081IpT5o88mYvF0opTxutRx1+pFAPyvkdiDJViQG82DXBjpYB/moV5gmiJpXL77bfzwhe+kMOHDy94TN7XzktV7k/xAQ9n6Jd+D6+8zulxbOeewErwF2jkg66mu+yeQdtDDRPXVNuewNfKQlTb0l8x07inlTuH77mgoELgzTpnkmaBsaklTmffw+hcxxrS+oIgCIIgCGuRtpbyPc1F6wodj+dMzuVbztqeVvSXcwz25Bks593/9+TpK+Yo5XyUUhhjqYcJE42YxJjO3nCk2lpxrdtK+druEQCOVVvUwxRfK7YPr1zjtJH97trhTGvaDZUC5byHtbB/rHHONK21lh//+Mf85V/+JU9/+tN5/etfz/e///1VW//zn//8qq0lCIIgCMK5Q5ySC5Srr76a2267jR//+Mf8wi/8Av/8z//Mvn37iKKIJEn46U9/yste9jKe//zn8+AHP5j//u//XrTxrlAo8LnPfY7rr7+eD3/4w/zmb/4me/bsIYoivv71r/OkJz2JgwcP8sEPfpDnP//5S7rOoaEhvva1r/HYxz6Wv/qrv+LlL385R44codVq8elPf5onPelJJEnCpz/9aZ785Cevxo9mTXLxQBFwUxLaBaTghHagdafA1CUu2s5kBdVp4JsxmlyRqju2PZXhFB4RMFOMulLiBQpNtVKdwtU4Xcl5FL2FAK2duZYYSzNKOTDW4IcHJ/j67hF+dmya+yabi07+K+d9brxqK352M+NBwz2dyXx33DfFyHS45NRZYy0j0yF33DfVSSd60HAP/eUcvlbceNVWyvmlT9HTWvOyl72M17zmNSilWLduHX/3d393XhSkCoIgCIIgCMLZYvtwGYDBcp7A0+Q9DVjXzJfzOyEpTkc5nWTs7Gl3bb2kcBP9Tn68nZ6vleo09CmlMNYSJilh4gJX9pyoUW3GnULXobILa1lXDPA81UnDb5MY19yXZhoq8FTX9cyezLeYLDnV4+1p73nfQ2cG7OmmWbbJ+ZqLB1wz4LFqq2O2Hc+Mz7OJUornPve5vPOd7+Sv//qvedCDHnTWr+F0EFNaEARBEARBOFecrKMKvkZhyfseA+Ucvqex1jLdihmvRdTDxE30Okl42GzSVz1MGK9FTLdc05HvaQbKOed3YSn4msDTDGYaadtQ+ay/5guJM6kljLU0opT+co4kdQ2d+8fqGGvPKy3x8Y9/nJtuuonp6elTHlfK+VnAKgw84ikMPvGFGC/X0epAp9FvJSic1l/oQZt5uuA81CgxVJtuUkpqXJPsfB7ubI/YLdaeDhN47SZFd4yxlmormXMPo5u1pPUFQRAEQRDWIm0ttWVdif5SDmPswvu8FeICHxbHU27SdGosk414ViCLVoqcrynnfQbLOXoKAUopktQwUY8I45RGlPK9AxOcmA5XXOt2uhyvttg36hqu2l7GxQOlFXtZJyP73bXBmfbHANZXCmjNOfHHRkdH+eAHP8iv/dqv8aIXvYhPfOITNBqNVVlba83jHvc43vzmN/Pa1752VdYUBEEQBOHccuZ328I546EPfSi33347n/rUp/jIRz7CX/7lX3Ls2DF832dwcJBHPvKRvPe97+W3fuu3CIJgSWuuW7eOT37yk9xyyy380z/9E9deey2Tk5Ns2bKFpz/96fz7v/87O3bsWNZ1btmyha9+9avcfPPNvO997+ORj3wkjUaDbdu28Zu/+Zv83u/93gU5ia+bx2wf5KPfPUwxp1ENhbWWfKCJYkNiDJ52yTgnt6a1G/raBk5qmD2pjxkDx6anzk49+XnLxVhIsgkXs8/fNonc3xPjDN/TFWBaKYqBRxgnxKkzig+M1WlECf/41T1sHXQ3TjwNG3oLbB8uc+W2ATZUCnPW2jHcw3Mfs5V//c5B+ss5Lg8q7B2tUw9T9o3WOTzRYLg3T6UQUMp7+HrmJkFiDI0wpdqKGZkOOw2K5bzHA4fKFDMD8LmP2cqO4Z7Teq033ngj69evZ/369WzduvW01hAEQRAEQRCEC5Urtw1w271j9JcCcr7Cppq+kketFbsJ574mMob2wG1jZjRRtxqxXf/bZqYQzjX5aQ1p9v28p4hTi6c01WZMpeia5e45MU2cWrRSVEpu4oTOCuisdc17baLE4LVH/nVhrHXny5oF29/Duuas+QoAu5v9TtZjgaezRkXLjvW9nSkbK2WwJ8fhiQZRYploxPSXc3x3/zjXPfzspLOezDXXXHNOzns6nG1Tet9onWPVFhsrhY4pPZ8+FgRBEARBEO4fnKyjokQzXMkzUY8ATX8poBmlNOIUYyyNKKERQUNb+rwZxTFWT4jMjDjRWlEKPIo5D1AEnqK/nOdENSTnK/pLQef8wulxJrREI0oYnQ6pthKacdrRlolxzZx3hQkj0yE/PVKllPN4ymUb1qyeMMbwrne9i//3//7fko4PPEW5mGP7034T/YCfZ6IRESYGMKhMrOtVKia1Jxm8zjt1kULGWqLU+aaJSUmMOzg1lig1nULs7NYAMHNfYFYTn6dovxUsM4/nfU2SeZjd9zD2jNR46Oa+We+ftab1BUEQBEEQ1hLdWqqvFDDdiqmF6aqfZ6k7UK2cDusr+jRjQ5Iaplsx9dBNac75Gr97AnXgkdOKqVZMKzacmA4JPIWnFc044YotA/QWcyuudVsu390/DsBEIyZKLIGnGOzJnZFzyX733HK2/DFfK4Z78hysp2fFH4vjmK9//evccsstfPOb38SYUw+fWC5bt25l586d/Mqv/ArDw8OrurYgCIIgCOcWaeS7wNFas3PnTnbu3LlqayqluOGGG7jhhhtWbc0gCPjt3/5tfvu3f3vV1jyfuHxThb6iz1QzIecpwsTSjAx5X6MT46bw0TVZz3JK5e6KO9WsAk/fUySLNPMlxuItNr5vweeaOc2ACsh5itSCzawmlZ2nPXFiOUSJSwOKUoOxCpTtJFXWwoTRWsRQb56crwHNkakWR6Za3HbvGNuHSlx7yTCXbqzMWvMhF1V4weO2cfPtBwG4/KIKx6otjlVbRInlyGSLIzjxmPNVNqnDEiWzX2zOV2ysFNhYKYBS9OQ9brxq5Tc2nvSkJ63o+YIgCIIgCIJwobKhUmD7UIl9ow02VgocnWgw3Yq5uL/IWC0CQkChM91wchPfyfV48+koTyl8TxNl3YBt07OU03ieJoxTqs2Y/rIiTqEZpQz35vG1plL02XOiRjNKXbhK13mshRSLZvb5FDMNfO2Cwfbfrc30XJcU6X5dJ6NwOlArxdaBMv2l1TM+tVIM9+Y5MtlirB7SX86xf7S+autfyIgpLQiCIAiCIJxLTtZRB8ebjNciHnJRb7a/jyjmfIo5jzAxhHFKbCxgsbNMIDe9PNCKfOCR9zVttTVYzrFpXYG7jrqJaG3f5IFD5TXbBHY+sJpaYrIRcXSqxXQrmfV9a90UuLZXmBpLKzFYUj5zx1HuOFJd0G87lzQaDf74j/+Yr33ta0t+TqVS4Y/++s/44okyu49PUw81YWJIjUVh0dm0vpWSzBPUqpSi4GuMtVnzoAtLNdYSZfcl2lP6Th7Gp5gbPuQm8M0c036OUu6eQOBBIacJY9O5hwGag2MNdqyf8TFF6wuCIAiCICzMyVpqoh5Rj1KUZc5+73TR6tS+Tzd5X5Na8LSmv+TNG8gCrtmvjTHWeU3WVfHFBnoKPj15nxPTERetK65Krdty2Dfi9ptj9RCA4d78qgVqnIzsd88tZ9Mf6y0GBJ6hcQb9sXvuuYdbbrmFz372s0xOTq7augClUomnPvWp3HDDDTzsYQ9b1YmFgiAIgiCsHaSRTxDWAL6neejmPm67d4xi4GWT5lKS1BD4GhOnnSY5rUBlItvTs4tPPa3wTurw00rha5egUzPJHMMHZvoCzUkG3VKx0Cls7cZNwfBoxSkWd7NBqZkJgkvFWEutlRAmaad41WIxxv1/aiymGRMlhjg1qCxhspz3GCzn6S8F7BttsG/0AFds6eP6KzZRzs/852/HcA+veMol3LrrCLsOT7Gxr+huujRixuoh9TAlTEzWvDdz7Sefo/3LmO8cgiAIgiAIgiCsPtdeMsy+0QNsrBSoNkKMcQEfm9YV6RszTEfOqWxrHqXaASkzmmc+76NbR0WJS8Bvfw+gnPezSXuWKDFMt9qhLE6z7DlRo5WkHW3ladWZ4t1WFN3T1dvD+ZRSMxPZrUVlz20f2103u5Cq0tlEdKWgEHj0FQMKweqmWQJUCgFHaFHPEmePVVskqcFf5eTMCw0xpQVBEARBEIRzTbeOGqtH1MOUQ+NNHryhh8GeHMemWlRbCXnfI+97APgYegpxx+cZtAEJs/f+lYLPxr4CfcWAe47XSIylnPdcIx/whEuGzvprvZBYDS0Rp4aDYw3G6llVL3ZWw6bpEp1xakmMa2wr5zy0gq39pVP6bW2S1HB8OqTWSjq+Y0/BZ0NvftU149jYGDfddBO7d+9e8nO2bt3Ku971Li6++GLi2w8yVotc4XOUdsJVO2/2FRAlbjIK4D4tmfZvTz7xUM7jzG5aWAsKS3qS5ao6j7l7BO3L8pQi8PWc7Nd2E2D7Jx34Hr35AGvjzj2M/lLAWD1isBGxriv4R7S+IAiCIAjCwnRrqfsmm4zWIgxL7LxbAktt4nP7Qk3BcxP5GpGZN5DFnLTHB/A8Td6HxLh6vLZ3BfDLD7vorDbxOd3gwvXb+89KITij55T97rnjbPpjChjqzXFwIjpj/tif/dmf8bOf/WxV13zUox7Fzp07efKTn0yxWFzVtQVBEARBWHtIl4kgrBGu2j7A3UenCZOUIDY0o8QVYMYGi5v8EHgundHYmakMCxWdauVEe7snL0qNO3YhxZ99f7lT+YyFVlejYTf5BYpFl3P/Ik4Nk42IOHUT/9KsoLX75oXNrjtKDfUooZAZy2FiGK/Hs6bl7To8xZ6R2pwEoXLe58artvKIrVW+vnuUvaN1+ss5+svOvEqMIUoMxoDWkPM1vp79+h44VOYJlwytqRRSQRAEQRAEQbiQuXRjhSu29LHr8BTbBktUJ10Qx/FqqxPwATPBIxoWTC1cSEelmfYKMhMv73vkMs3Rkw+YSJ1eCWOLUspN904tGyt5GnHaleg/VwvZ7i/aoSc2S9fH6b4ktTNJ+4uksequ4r5C4NGT99FKrVoabDel/IzuSowBNMenQzavE2NpIcSUFgRBEARBENYC3TrqgUNl7jxSZbIZs2+0zvahMutKOZpRwkgtZLqV0IhSFApP6U4miso0Synn0VvwGe7JU8z5WGvZN1pnshmjlfNNUIortvSJd7ICVkNLVJsxe0ZqWaGupRGlNLOJHd3oLGnGxxX3JsY1+x2vtvjhoUku6pvfbztebfHd/ePsG6lzfLo1pxkNXEDpht4C24fLXLltYFUmNPb29lIoLH2dK6+8kje/+c1UKu79eP0Vm7j7WJUT0y1yvsYkKakBY9y9hMDTy57M1w5ATVLn8WpFp0BVK8h7mt5iQDNKacVpFu6j8HR2nHH3AXytSLLfT7s5T6nZ4UPznbt9bPvxwFMopTr3MJLU0IhSSjmfo1OtWY18ovUFQRAEQRAWpltLbV5X5MBYgyRZpS4+Fq+nawc5tvd5OV+zpb8EMG8gi7WWNKuxU8oFQbQ9stRYJhoRChgo59ixvofv7Z/gkVv7V+31LMbx6ZDUuJq89qTq9n70TCH73XPDufDHevMBEJ0xf2znzp38zd/8zYrX2bBhA9dddx3XX389W7ZsWYUrEwRBEAThfEEa+QRhjXDltgG++rMRqq2IajNGKYXBYrOCz1zgzZm45yuL76Wdos+c76HtbNPGAnHiik+d0WpJ51H+Bpza165YdLHEk/a6UWo6U/66C1N9rfAWWGOpflctjJlsxJ3GvXbzYrswtX0uRdu00uQ8jacVgaco5TwaUUqUWA6ONxmrR840Bj5w236e+5itPOSi2cbxpRsrXLqx0jEc94/WOVZtARo/N1vIeRo2VgpsG1o9w1EQBEEQBEEQhOVx/RWb2DNSo4FPua/AkakWE/WIWstJnLZBqdqaSSlsOyE1K5Y7ufatW0cB5LLCPa0UvYWZWymeVpTzvgsfSUxWUOcRJgnjDcV0K3GBLCZFZ112titpH5gtbrLHTJexCt3TzRc2clXXUlrN/B3gTLRs+VqT8xVR4qYS+jlNPUxOe70kSRgdHWXjxo2reJVrCzGlBUEQBEEQhLVCW0cB7Bju4d6RGqO1iCS1bBsqU8z5bB1w2sdaSxTH9NLsaJNKf5FcEMwKSokSw/6siU8pt24x59OT97j+ik3n5HVeKKxUS0w0IvacqGGsW2O6lXQmxSmlKAYegafxPdXxB621jEy3MBaKgUcrMTTjdI7f9o4v7GZDpUAjSmedc76ATNAcmWpxZKrFbfeOsX2oxON39DOwAlmUy+V461vfygte8AKOHDlyymOf9axn8Yd/+If4/oyuL+d9fvux29g/2mC8HpHzNa3INeDFqQvmyfnOe1zM32w30UWJ6XiaWilyviZODXnfc9oep+/XlXLEqSFKssDUzAtVyoUJZb+Jzv0DrRR53ztlY2FqLBYXNNQu8C4G7gfcvodRa8U045RSzsuadRNKOfczWW2tLwiCIAiCcKHR1lJxajp7xNVr5VsYT7s9pFYz3lExcPvLvmJu3kAWUPgn1e4pNRPIcnF/gSNTIbUwAWvZO1rneLV11urfai23z2yHceZ8NSdUf7WR/e654UL0x57xjGfwzne+kziOl/3cXC7HE5/4RHbu3MmVV16JPsPve0EQBEEQ1ibSyCcIa4QNlQIP3tBDI045Xg07RZpYsAqSxKBOMoq0Ao3qVGfqrrsDbbMoSZ1hAxD4ijgBZe28NxGMBZNajDHkA92ZSDHr8WwihBM4Dles6tIpIWus0zNGn+06zv3/qa0uYy1TjZjpMO6skZrZjXuc9FqNdRP5wtRkhphlqpnQXw7oyfscnXQTCO48UmXHcA/95Rz/+p2DvOBx22ZN5uv+fVz3cGcsu1SYkHqYkKQW33NG14be/JJSWv7zP/+ToaEhrr322kWPFQRBEARBEARhebSna//LbXsp5X029RXYO1IjMRAltiuoxGmZvK86EwZOZj4d1Q4LAagUgzl6JucpV9xnLTmtSY3TM3nfJ+dp+ooBtugzMh1ClpofZk1/bc0Hs5v12tdiu4SbPYUT7OnsCUqhsytvTyzvLQRnbPpa26Jua8FkvtSYJWCt5W/+5m/44he/yN/8zd/wqEc9avUucg0hprQgCIIgCIKwVmjrqA/ctp/+co4H0cOekRqTzZg77pvi4oESgz05Ny1cKYo5n1KXrZzgYzJRZaxlrBZxaLxBYiw6a+LrL+fwteLGq7ZSzoslvRJWoiWqzbjTxBcmKdWm896Ucl5Xwdfz+nZKKTxPo4ylkPMo533WV/JM1GPqYcpPDk9RyHm0YsPPjk1zyYYeUgNj9ZB6mHaKM7vJ+5py3mOwnKe/FLBvtMGB0RpXDGmu2j5AITi9Qs6BgQHe8Y538MIXvpBGozHva3n5y1/O8573vHlf647hHl74uG3sHa27oB5tZ0JGsbTidNYUPN3l1VrAGOvuJRjbaeAD8D3dCQbK+T49eR9jLLUwoRYm+J7qXF/e1zOT9JSiUvRJjKUepq6ZNjUoNTeIqBvLjC73O9P4NF7Xe6Xga+pKYbJJi3nfY3Q6ZOvgzGd0tbS+IAiCIAjChUg57/O4Bw3xxbuOZ/tDN8n6TOKpmSa+trnlwiY0QZf/c3IgSzNOibOA/nZYhGv+m9FyI7WIKLFMNGL6yzm+u3+8Uy93pmnvf9v7zsWGDqwWst89+5wLf8w7w/5YX18fv/ALv8AXv/jFJT/nsssuY+fOnTztaU/rTIkXBEEQBOH+i7TyC8Ia4tpLhqkUAoZ68k6cZtMY2kWmcWoIY0OcWjdZ4qTnu4Y2iFObHWew2E5Co6801lpnMrWb6mCO6WOsM6UaUdIxk2qhS2RsxemsJr6OyEehlCsgVV1NdqYzrW/G1PJP4TJFiWGs3k77yYpoTedHgWamIXDWa7fOKKu3EsbqEY0oASwT9ZhjUy0eMFhiXTHAWLh3pMZEPSIxlptvP7ioSPM9zeZ1RS7Z0MtlmypcsqGXzeuKSyqG/fKXv8wb3/hGXvOa1/Cf//mfix4vCIIgCIIgCMLy2THcw3N+fksnXb4n77v9umpP9naKoh0A0q2lFtNR7Sa+vmIwyxBtP3u6lXSa7IylU1y3rhjwiK3rKOY8ioHf0U06m3bgCmKZXfyX6bylWoYKp68UqqOZbHsKIU5fTdQj4vTMuMjtZse219YuQlwu//Zv/8Z//Md/MDU1xUte8hJuueWW1brENcW5NaURU1oQBEEQBEGYxY7hHp77mK34WtFfznH5pgrlvEdiLPtG6+w6NMnhiQbVZkxqZmuK1BiqzZjDEw12HZpk32idxFjKeY/LN1U6TXzPfczWecMUheVxuloiTg17RuY28eV8zUApN6uI91S4wl9FfynHQzf3UfA1o3XXvBnGKbUw4Vt7x9l9fJrxetxp4sv5ikLgiifBTUIYr8fcc6LGjw5PcmyqCda932750X0cnWou90fTYceOHbzpTW+aM8mgWCzytre9jd/6rd865Wt93IOGeMTF6xjqyeFlDXvt0FOYCRRtxin1Lu+0HiY045QonT2FrxB4FHyNrxVDPXkevrmPvO9RzHn4nvNrp7LfR1vPm8zDLed9CoHfaQLsXPciUi5OZu5ntL3YUm52c2R7AiNAGLspitMn+aSrpfUFQRAEQRAuROphwm33jvLgDb1ZTdyZ3StpRad2UCvtfCWlKOfcNL7iAmEYSilKOb8zra+vmKOU82ftibVSDPfmARfIAbB/tH5GX083bf+tve80p0q0XEVkv3v2Wcv+mLWW0dHR01p/586dix7T39/P8573PD760Y/yL//yL/zar/2aNPEJgiAIggDIRD5BWFNcurHCQzdV+O7+cQZ7chybagFOOPpKkVgnHpKsuQ1jidKZ54dxSmhmhI7KjBpfq04Ko6fdfIYgmxTheu5s13OceGmn8cyHVorAU50i1tRY8r77OsomUbTnV8yYVu65vp4/2RPaJmJClDizy/3Jriv7ObSfqZQCM/O4p+kYa8ZY6mFCmBh6Cz6g2TdaZ8dwGd9TjNYi9ozUuDxwoujWXUe48aqti/x2ls+uXbt43ete56YSWstf//Vfc/z4cX73d393ScaoIAiCIAiCIAhL55INvUQPWc9Xd4+QWFhXDKhFhu4eNmMtJnWaylOAUtiTjMFuHQVO/1RO0cTngkFcoVxiDDlPUwg8dqwv42kXfNKIUvK+7hTnARRzHnFiSIzTC/OFtSxE+/oCX4O1aK0Jk5TU2E4joJuo7gzIe0/U2LG+h/5Sbrk/1gVJjCFKsqmFmR48nSkb3/72t3nrW986s26S8IY3vIG9e/fyspe9bE4R5vmMmNKCIAiCIAjCWuMhF1V4weO2cfPtBwG4/KIKx6otjlVbRInlyGSLI7QIlGVbT5KFiFj211rEdmZfmfMVGysFNlYKoBQ9eY8br5ImvtXidLXEwbEGcWpJssZLgHzg0Zv3l+VTtQ9VCupRQpga8r6mEaWM1EKCrOGsEaU8eEMPlUJAKe/NmrCQGEMjTKm2YkamQ6LEcnC8SbUR8ohhd9x/33WCXLmPy7cMLPnaurnmmmt4zWtew1ve8hYA1q9fzzvf+U4uueSSRZ/re5oHr+8h72sSM86JaguFa4RLjSU2FnPSxL1utHKT+oLMqwTI+x5bB0s8cKiM72lasWGsHlEp+IzXI8I4xVjbFYXq7hm07z+0i1tn+vjsrPsK3bT9Wbqen/c9cv7cwu7243FmsjYidx3t+xqrofUFQRAEQRAuVG7ddYRamFIKvCxIX6GV2z/ZZfg8S8Xa2XogNZDzNDnfo5RbWjDHqagUAo7Qoh66AsRj1RZJapYUbr9Segpun9ned0aJ0y5nclKb7HfPDWvRHztx4gSf+tSnuPXWWwmCgI9+9KPL/jxdffXVrF+/nhMnTsz6vtaaxz/+8ezcuZPHP/7x+L68xwRBEARBmIvsEARhjXHV9gE+9O0DFHyPQuARJqkzhrQilyU0psbialFPntWgUEqhmWlqg5mpeE6MWLRy6sRaKOY0eV8zXo+dSYNCe2SNeWqWcHI3H2Zfb0/BZ/O6ImP1iNHpELoaC9PUdhJV2tcSLFAwGCWGajMhNa6QtbuJT5M18Z0kltqX1k6jDDzNYE+OMHGNfEnqpk9UigF532PPSJ0Hr+8hSS2TzZi9o3Uuv6jCrsNTPGJrlUs3rl7ayf79+3nlK19JFEWzvv/P//zPnDhxgte97nUi0gRBEARBEARhlbmor8i1Dx7mwGgDW3dFaKWcjzFOm6TZ1G9r3dftJNP5dBS4orfewtwCR2Mt062YZpSSWkvO07SyiQOlnE9vwacVG8p5TaXgu0a+wCNM3LS+3rxHMzYowDPZlMB20MopjN72pQWe7oSrlHIeOV8zMh1itCVJnSizuGkHOV9jLOw5UeOSDb1UisGq/Kwbmamb9zW+1ngaNmTJrUtl//79/J//838wZu7EwA9/+MPs37+fv/qrv6JcLq/KNZ9rxJQWBEEQBEEQ1iI7hnt4xVMu4dZdR9h1eIqNfUU2VgpMNGLG6iH1MMWkKUkK3Wol72vKeY/Bcp7+UtDpNrpiSx/XX7FJ9p2ryOloiclGxFg9oh1C037+Upv4rHWNawBednwrNhwab2CtKx6ups5bjFPDYE+Ogu/Rk/fn1Z2+1lSKmkoxYNO6ImM1N9GvHqYcHA+5qK9AOe/zse8d5n/kc6fdBPqc5zyH/fv3c8cdd/C2t72N4eHhJT93+3CZI1MtLruogrU2C+5xtO8V2PbP5iSPsvsnGnia4d4824fKrOsK1HnAYIlqKwY0vQXf6fisgc7YmQa9dnGpl/2/yyFS2e/EhZu2sbhJfO0mvvYUP61UFnY6l/b6Jrs/AopmlFLO+6ui9QVBEARBEC5U7j5WZdfhKbCWvaP1zgTm1BiqrQSlXI3bcoIbl4K1bi+fpC4Eoq/o9nkL7feWQymfTWtODIkxgOb4dMjmdcUVr70YG3rz2d7W1S6GiQv/qBTPnGci+91zw7nwx9J5/LFAGb7whS9w66238u1vf3uWP3nnnXfy0Ic+dFnn0FrzK7/yK7z//e8HYPv27ezcuZNf/uVfZnBwcJVeiSAIgiAIFyrioAjCGsNY2LG+hzvvm8LXCh24j2mcGqLE4Htu6oICAq0IvBlBkQ80umsiXzuVsTNhwrqCvVZsnImjFdZC4Hn05J3RprUiyUZWtI2ebpSCYuDRVwzYPtRDfzmHtZaJxkQ2bc+4PFaLmyyBG1OuM4OrEMxNfjTWZsaVuwZj3fPbZ/a0mhMv2R3M0n7ImVOaYuC+roVx1iAYUym6Ity9o3V+bkMvtTChHqYcq7bY2Ffk67tHV62Rb3R0lJtuuolqtTrv47feeiujo6O8+c1vplQqrco5BUEQBEEQBEFwGAsb+wrUgNFGQmos/T05JhsuZCPJGufaginwNJ5W2bTybIqdVuQDTc5zk8w9j87kiTA21MKkE7KS83THkPWUolzwgBldNdSb51g1JO9rdDZB3KBYV8qRGkM9SkibFqucNmqvNTONfEb/KEVmLCoGyjm8LoPL15pWkqLd8HKy+BaixBAmaRZuUuOhm/vmmS64fJyGg3Jm8m6sFJaV0Do1NcUrX/lKarXagsd84xvf4EUvehHveMc72LRp08oueA0gprQgCIIgCIKwVinnfW68aiuP2Frl67tH2Ttap7+co7/smpCsSSgZ18ClFAzpEkrPtpkfOFTmCZcMrWpoouA4HS1xdKoFuGlrSdoOlQmWPGEgMe3JBarTRHbfRBNjIUzcZL3AdyNBAq3AumazY1OtWc1r86GVYrg3T18x4PDYNNYmHJlqsamvQJq33Hz7QV7xlEtOuxn01a9+NXEcUygUlvW8K7cNcNu9Y/SXAnoKPjnfY1NfnmZiOFENqWUhomqe4FPf0/TkfTZU8mxeV6SYm3vtvqfZsb6H3cemsbhwnjBxvmgrTvG0a+gzxqKy+xC+1iTGoHFZqsZaPBQWF1SUpLYzZSKX3d8AqBQX/l274FYX5poai+/N3MNYqdYXBEEQBEG4kPna7hHATa2rhyk9eR+Dq6+LU7enQzmvyE1envF6TtXY54Ib3D6tHRrR8Yq6avcslkLgdWrvhntWfq/f15qcr4gS5yf5OT0r0KJNkhqOT4fUWs5387Sip+CzoTd/2vtF39Ns6C1wZKpFOe/CMKuteNUCKedD9rvnhnPpj+U8xdSRA+z5/pf59t/tYnp6/nrOW265ZdmNfADXX389U1NT7Ny5k8svv3zFUzIFQRAEQbj/II18grDGSI2lUgh4wGCJ8XqE7ynWFQOqrYQoMaTGECeuy01ZOsIfZhIglVJu2kQ22Q6cqA88TZQYktTgexqlXIPgdCtGKTd5Yl0pR+BpdgyXsChasZsIqLWiEHj0l4JZxaLgzlcKPKZ9hY7AZDckjHXC3fdcUWzg6XnFb63limATYzvGYJv5mvjar7XdqKgywynw1aznVQoB02FCGKdUmzH9ZQVojk61uHigxL7RumvkqxTYO1rneLXFhsryTL2TqdfrvOxlL+Po0aOnPO5b3/oW/9//9//xvve9D8+b29woCIIgCIIgCMLp0dZA5XzAulIOT8Nwb56Crzk+3cLXCoXuhIiEsTNy2hPIA9/DWEszSmmSZmn7M2u3j9Na4WdJ963E4Kl26EqWbJ9dT3tC33QroRh41MOEepiQ97TTVlaR8zW+tTOhK8ppmnaqf2pdcZ5W7enpc/E9SELrtF0mjdpJ/N166OBYgx3rT2+yQffPeGQ6BGCw7IzibUNLn5oXxzF/8Ad/wKFDhxY99vjx43MmnZ+viCktCIIgCIIgrHUu3Vjh0o0VjldbfHf/OPtH6xyZatKKDbmu0tMwNRQLlk19RbYNlbly28CK/RVhYZarJRpRkk3hszQzzVvO+53QzaUQZVPng+w5YdbAlhgXoAkuvLM371MLExpxSjHnUW0lNKNk3ka2k8n5rrGtNZ1QbSYcnWpRWVfEoLl11xFuvGrrkq+3G8/zTst721ApsH2oxL7RBhsrBQ6ONzkxHfGwLX08eH2vm9IXJdRaCXHqPg+Bp+jJ+5SXOOmwUgjYWMnz/YOTWQE0nbVM6gJP24XRgdf2W909gjS12ZQUhcsnmu0Bt3+9fcVg8QCfLM2o/ak2rFzrC4IgCIIgXMgcr7bYN9oAazlWdaEZ24d7GK2FTLeSzt48Sg2egtSqWSn17aY+jWvOa9e6+Z77miwwv703bNNu7otTFyzZm/cBRaXgL2nPvRTaUZft4WRJdg1tXbhvpM7x6RapmftcFx5YYPvw6enC9lTswXKe8XrMyHTIpnXFOYMHVgPZ7547zoU/Njo+xrEffIPp3d/mRxNHCDzN+lMEXX7uc5/jVa961bIDYbZu3cprX/valV6uIAiCIAj3Q6SRTxDWGO2kxHWlHOtKOWphgqc1/aWAWithOnQNcsZYkqyYs61dw9jQdH7cTFqP1nhZk16bvlJAM3IHGgvNOMVaVxDaPsrXmr5FEjO76S36TLU8ajohMaaTytr9moq5uaZZmKSEiSuObZuCbdyNi/nP193vp7JC15On/bl0UR9rXWrQdCuhvxQwVo/oLwcEnksUmmjE9JdzfHf/ONc9/PSnPMRxzO///u+ze/fuJR1/ww03SBOfIAiCIAiCIKwybXOvnT/iacXWgTJDPXnKYx4HxhqkWeiISWcK31JrSS3EUdLRU/MV4SmlKPg6a+hzBXWB1iSYzmQ/aE/Ec1zUV2C6VaOUc+ZUkhqmw5iC73X0UJxpO0+5Yr3uc2sUxhgstlPQ14xTevLts8yk8HtadYJPSjmvo7W69dBgI1p0QsKpGKtFzjT2Ff0lZ7JduW1gSc+11vKWt7yF73//+4seq7XmTW96E9u2bTvta11riCktCIIgCIIgnE9YC1jl9FH29/bXWNVdlyqcYZajJUYzHRAmxk13y3TsUrFk00SAfOB0a5Ia8HXWIOia8HrzPig39c8YS5gY8r7HSC1k68DSyhCUUmyoFEhNk3qYsn+swYPXe3zmv7/GI7buPOsTHq+9ZJh9owfYWCkwVo+ohyn7Ruo8eEMPSil68gE9+dMrNp1sRByZbHLfZNNNxMOitcZYg8IVblsLiTEkBtqDUFLjQl1N9vnrfA6VwtfuD7j7IZWlNPFBp4Ov+x7GSrS+IAiCIAjChc53948DMNGIiRJL4CkGe3IEnur4P80o7YTYK3DB98rOClDoSCgLVlmSVGGzaEibCSzVfVz2aKA0+cDr1N5t7Fu9IJVOQES2jTw4Uecb9464xsUuEmOIEoMx7ticrwHNkakWR6Za3HbvGNuHSlx7yfCS9/HdU7HbkwHHahHDp2i4Ol1kv3tuORv+mElTDvzsJ9z1vW/w4x/9gDRNyfsevqcWDEptU6/X+fKXv8wv/dIvrdr1CIIgCIIgnApp5BOENUZPwX0sc74m8DTrigF5z02OiFOTTY+A1IBWTkhb68S8S75x4qY9NcIai8GQGNWZENG+cWCyAtA0MRgLrSSlHrqUoOUm9A/35Dk2FZL3Na3EAHbGwLXO6Mv7c5vW2g2F3dMDsQsXzYIrRmwv3b7MQuDh67nX3DbVJtKIJDU0opRSzud4NWS4N8+RyRZj9ZD+co79o/VlveZurLX8xV/8BbfffvuSjv+d3/kdnv3sZ5/2+QRBEARBEARBmJ9i4HRBLjNkplsJdx6Zoh467VEpBozWnD4AV+hmrNMvs2pQLajsOy48xE0bz2UipB4mBJ4m52viJEVn0/PaQSbdmmpdKcdgOcdYPaK34DNRj4gSQzN2z2vrITfJXM3RQu11EzPTyDeTymqZbiUkxuIpNyWwHf4SpZZ1xYA4jWfpoaNTrdNu5IsSw6FxZ95urBRAKR44VF5yyurNN9/Mxz/+8SUd++pXv5qrr776tK5zrSKmtCAIgiAIgrCWuftYla/tnluwmfM1nlGdBqKc1lhYUcGmsDyWoyWqWbNdewJ9MfCWNC2uTRi7CfZau2LHyUZMb8GnEbmGPhekGXTWLAQejSghjF2RZLvZbzmsrxQ4MFanOlXn1k++h/G9P6bfj3nX779w2WuthEs3VrhiSx+7Dk/xwKEydx6pMtmM2TdaZ/tQeVk/xzZJajgw1nDTWsLEBZtaF4DajF0TZHfxappaUO3Q1hnfFzLvV1lyntdp4API+x69haVNBXRT/tyK7XsYFlak9QVBEARBEC509o24mrKxugvNGO7No5ViXSlHMdAcnWq5WjybBfJntXyqvbHDzgq0d8GN7iudBfW3XSWlXL2fxdUH+p5zqyoFN41vsJxbUVhjN645rz3pGfacqFEPE8p5H6wLxx+rh9TDlDCZO5Iv72vKeY/Bcp7+UsC+0Qb7Rg9wxZY+rr9ik1vnFMw3FfvQeIN1pSUGVCyRlXpbwso5k/7Y5In72PPdL7P/+1+lUZtyvmtqO+EnAKUlTLC89dZbpZFPEARBEISzhjTyCcIaY0NvPmtO0wRaMVaPSXKWUs6jEUErTrMiT7Btcd/V2DY3/dQ9FmhFIdCgVKeBL0ktaWpmPa8WJsTGEJu54vtUFHM+pZzHWG1mGmCbxBjK+bk3EJLUEKcGCyTpTIFs+yXMZzVZC+1L0zgDSytFzymEv6cV5bxPrRXTjFNKOWciDpbdNbULeo9VWySpWXYTI8B73vMePvOZzyzp2Ouvv57f/d3fXfY5BEEQBEEQBEFYnHWlAK3BptCIEuphgs6m3NXDlKlmROpq5rLitblrtLVIW9e0y9pSAy1ryPsa31NoRWd9Tyu0dk14Ss2dSL51sES1FQOaSjFgsuGa+VwjoTvG9/SCRXeukQ/aSi1JDakx1NpFgMxMX/e1RvkuMKUeJZTzHrVWMksPNaJkSaZVN9Za9o/WSYylnPec2Qk84ZKhJT3/m9/8Ju94xzuWdOyv/uqv8pznPGdZ13c+IKa0IAiCIAiCsBaphwm37jrCrsNT7hsnFWyaNGVLcaY563AzRnveigo2heWxVC1hrKWZNfDFmdhcjtYw1lLLRsGVAq/j37UnwwOU8z66q4ks52sa0cz5GlHqipaX0fTma0UxqXHHR/+Oxth9lAKPf3/vO3nm4x7KE6+5csnrrAbXX7GJPSM1AHYM93DvSC0LBLJsGyp3goOWQrUVs+dEjVZsqIWxa4Y0lkArUgM5T+MpRWotaWKzIKGuBj7rgoUsdlYQUZJ5vTlPU8p55OYJU12I9u+0cw8Dy/Gs8Px0tL4gCIIgCMKFTpIajk+3gJkas0ohIE4NB8ca1CNXy6eU2zfHick8qJkpeyejsnBI97WrgfM9hemun+t6qu85HyrwFA8YLK3aa2tkrwcsdx2dJjGW7UMljk01OVZtdZr82uR81dmXRombyh0mhvF6TM5XbKwU2FgpsOvwFHtGatx41VZ2DPec8hoWm4q9UlbqbQmrw2r7Y1Grwb5d3+Le732VkQO7AfAwTi+lBlAE2jXS5n1N4C3+Xrr99ts5cuQImzZtWvb1CIIgCIIgLBdxUARhjeF7mg29Be4+Ns1EMyJMUjztBHyamV5KuUkN9iTBb5ndBKeUM+dyns4a5BSVfEDguUkOjSih2ko6qYtt48fGhp8cmuLyzRUGyounnhjrElKmWzHGWnzPmU+u6c6iPU09SunNz54s0coMP9M1jU91v4aT9ZN1hajtx3UnMWVxg6rga+pZE2OYGPK+Rz3KEkkTQ2IMoDk+HbJ5XXHR19zNv/3bv/H+979/Scc+9rGP5XWve92q3GgQBEEQBEEQBGEuntb4SvPTI1WSLDhkuhWTGNvRINYyS4N0071Vd5JDdb7vaYWvdWYCWZTnzMrEWPJKE2RTwks5b1aaPjhttmO4h93Hp8n7HjlfEyamM41PK4U+hUzopLRmRXuptYzVo871V4oBed/DWjcNQSsYzyb/tfVhtx4anQ7ZOrj020LWWvaN1plsxmgFDxwqg1JcsaVvSRM39u7dyx/90R9hlhAa8/M///P8/u///gWrm8SUFgRBEARBENYSe0Zq3Hz7QWphCtZyrNqaU7AZKPA951W1fanVKNgUlsdStEQzSjv+ocka6/wlFCw6LNOtGGstvqcp5lwoTCnnESYGY5xPWTipka094cAYm70/VBYks3TNefzgXj7zgXfRHJ/s+JV+mvCqV7+aT//HzWe1kLKc97nxqq184Lb99JdzPIge9ozUmGzG3HHfFBcPlBjsyc3R/Scz2Yi45/g0jdhQa8XuZ2gh5ymC7Od7yYZeRmshrdgw0YhoRi4sSClFamzmi1qsAdPVzJcai6cU60oB80ejLkychbwG2rmyrcRgW8lpaX1BEARBEIT7A8enQ1LjguzbU+lSa7jjvhpx6ibqBZ6mke2lu3UTzA61b9MO7XdbMkWKBaNm7a3bBF3hD5eu7zmtgPqFqLZiosRN2+stBOQ8xV3HpjsNi4GnGO7NUykElPIevp45d2IMjTCl2ooZmQ6JEsvB8SZj9cjtK4EP3Laf5z5mKw+5aOG95ZmYit1mpd6WsLqs1B+zxnB8393svv3LHPjJd0iTaM4xSaZ3XMire7+eakBENwMDAxw6dEga+QRBEARBOCtII58grEFyvmb38WkCT1O3KZONmMDXKFzhaE8+h1IQRRH5wDWnJcbiKfA1aK07NwSMtUSpIfA0GstUM6ZS9Mn7Hn3FHHlfc7wauubAzPzxrBPq39k7zo71PWysFBYV43Fq8bSmUgjQWjHZiGjGKYHWpNYSxi59sycf4GU3HeIsRSg1M2lCs1v5umg3GWZ/9bWbcuFrzbrS3Gl/J6OUohh4NKKEME7J+x6NKO2Mao8Sg5/T1MNk0bW6+fKXv8xb3vKWJR176aWX8uY3vxnfl//0CoIgCIIgCMKZ4tB4g6PVJnHqCg+jVkKrq2nPhaQYtAKtdCfFlGw6X2osibUdWaKV6iSMgmuSa0QpxlpaSYrNdEqcGjwdANC7gCFUKQbsWN/DnhM1sIq87800F+LSSz3tzqn1/KV47fMCKKXJ+x6Vgo+nNVrBFRev49B4gzi1VIoB1aYrFmxrqbYeml6G9okSw/7M6FTKTSQo5nx68h7XX7G4mTU5OckrX/lK6vX6osdefPHFvOUtb7mgdZOY0oIgCIIgCMJa4a6jVf71OwdJjKUZJewdrc9bsNmbV/TrsPO8dQN5pkO74oJNYXksRUu0m7Ta3psLjVmKxrBMt2YmvlcKPqDwPU3O96g2XYFkMfDmaBal3IR6Yyyptfhd17EU7tl1O1/46P+PNEnwtSbKJtD7nsfY+ASveMUreN/73kdPz9lrDN0x3MNzH7OVf/3OQfrLOS4PKp3Px77ROocnGqcsaD5RDdl9fNpN4EsNUWrQSlEMNL2FgGLO40Hre+gv5UhSw7E4pJTzSFKDUorBckCa3aOIEuP8zex3k/c0ibEusLQO/aXFmwrb2K6JjYGvmWrGeEpRCLxla31BEARBEIT7C7WW81Pae2VjDXtO1DHW7f2mWwlJagi0yrwphULjkdLeJircND206nhRbZRywf/WQpQaFFnQ/0mBlBevK1EpBKv2uoy1HJ5oZrWEAWGSUg8N5XyAr9WiARa+1lSKmkoxYNO6ImO1iEPjDephyp1HquwY7qG/nONfv3OQFzxu2ymDXlZzKnablXpbwupzuv5YbWKEe7/3Ve793lepTYzMv7i1xMZ0glzzvjNai4FHIVh4QITneVx77bVcf/31XHPNNRe0PykIgiAIwtpCdh2CsMbYM1Jj9/FpTDZeL0oN1lo8a+kr5jopl+P1CF8prDXZpD4n6j3tZdP6LGk2KtxYN3Uh5yk8DdVmQl9RkfM1FmfOuBsBYCwordyECix7TtSYqEeorHhVoToFpt2001YHy3nuODKFp/O0opR6lHRMJlfcGlHO++Q9lU3Bc+eEBfIiLRiyFM/sW25CoTMGl5J42aadshJnJ2xEaZY2Ce2hEEk6TxPhAvz4xz/mda973awUpYXYtGkT73rXuyiVSkteXxAEQRAEQRCE5XF0qslXd4/Qm/cJ0xb1MHHayNgssdTpAaUUnlKdwBQAlMLLpu4FXXrKYgkTyHnusVZsKOU0SWpIjGv+U8qZsM04oZjzGOpdeLJ5fynHg9b3MDI9ljUTzkz8s7iQFgBSt2Y768RiO8auxU0oLwYefUWXvh94ih3re6gUAhcOc8xN/qsUodqMMcYSp26aX2/RdpoRT6Wn2tPXD403SIxLlW0br75W3HjVVsqLpFjGccwf/MEfcN999y36++vp6eGd73wnlcqFX+grprQgCIIgCIJwrtkzUus08U3UI/aM/P/Z+/M4uc7qwP//PM9dau3qXWrJtqzFlm2MLU/ANgFsMJjNICXfZGA8TiYBErJAQsz+hQyBAAlLiM1AFhJmCCTf+OcwCQmS2WMWOybYZhMYbMuWJctya+lNXV3b3Z7n98etKnVL3eqtWpvP+/USQlW37tKyuu+55zznVDCWWQs2NTMXZTkdLNgUizNfLNHKWLUzVwtIoRmbTuJrL+LLeem0ew1Zb2ZuzZtn+kcrZbaA1BnWWn5057+y82v/1H7N0QoSaKXrosSw+7HHeNe73sWtt96K48xdgNlpl6wp8ernrOf2+/YBcOma0oyJlcNHGgzTAJiRQw0iw3g1bE/Oi5rPJPKeQ1fOI+NqNg0WKeXSIuyBrgwHywEZV7cXRDZiS85zcDVkXIdCxuVILaQSJOm0Qq2IjaUWJBgT0JX1yHg6fY5wAo04zRtbC9VGjAX6Cz4XLDLWF0IIIYR4KmnlZoxJn8NXgoi+QoYgTijXIyCtYevOezgKphoxxlp87eDohLTHhW0u/Ev32RzEhzGt15N0MjNpHZ3nHK2nM0B/3qeY7ew92uFyg4lqiNbpyMByI6I379OT89gwWJj33n86rdJGMN05r52neHSkwgWk95m337ePm6/fPOd9ZqemYkNnclti5Sw0PxZHIfseuJ9H7v8mBx79KbMOhmiyNv236XA0brU6bWqTTjE/3qZNm9i2bRsve9nL6Ovr6+xFCiGEEEIsgNyRCnEaqQYxt9+3D99NEzMjjQhXK4wBRykyrkYplRZhWouBdpFnOiVCE7YCfqVwFThKEyVpB8wwsfjodDFfI6I751ENYrSCvrxPYgz1KGkHvYWMS5ykr+V9t7l472hQlHE1hYxDfyFDb95rjdTjhsvWMHykzpF6xM+eLHOkni4EjGKD1oqpRsRUc8Jeq1h1OmtpPpiwGDMzDGtN4lMo+vI+GXfhCTvXaS3as83Fd4rIGEC1OyC1tpnP448/zs0330wYHj+i/Vjd3d184hOfoL+/f8HnKoQQQgghhFicWphw966RtEguse1Jd1ortLXt+ILmYj3/BAnI+eKpeph2VDXWEpPGMFqnv8eJIe+f+HGL52h6Cz5TjYh6lKAUZF3d7sJqSAsaLfa4vJQineLuakXOdwBFf8Hn/P48bvOaSlmPC1YVefRwhYzr0FdQTNYjwiQmiBPGpgJyvstIOaC/y593+jpAIeOwcaBAzndxteKmq9fNW4xrreVDH/oQP/jBD064HaST5T/84Q9z/vnnz7vt2UCS0kIIIYQQ4lRq5aNai/geHalgLaekYFMsznyxRG/ex2KPLuc6wYK61qKzSrMJDqSL+DKug1ZwTm+ex8dqWGsxzXzkfHm0VggzXyiTRBH3/PPf8tgP72Z6pq/ZfzONiZuNc+LE8J3vfIdPfOIT3HzzzSfecYdtGixy8/Wb2bFzmJ37JxnqzjFUyjJRixirBlSDhCA2M3KoU40YVDqhJDEJGVeT8xy6si79hQzr+vMz/o3lfZeurMtUIybnOVSDmGoQk3HShX3p10XRV/BRhEw1F/P5zcl8YWyYakRUg7R5a+uZwfRpFtam2x2ppQWyrpMWtRYyLlvO61lUrC+EEEII8VTjtJrEW0O5kTbSm76Iz3c1XRmvfe/WW9BUGjHWxDhK4TQX5WmV3qPZZmGcIr3/bS3Ys9biuRpr021ad3NpvkrNe4+9GGFs+NmBMsZacq5DuRHhOZqh7uwJJ6PNx3c1F64usme0ymglbRhzqZc2b9yxc5gbr1o352eXOxW7U7ktsbLmi2lXZRL23fNv7Nn5HaJG7YT7stOmmIPF0WkOVmuFAfoKM/NsXV1dvPSlL2Xr1q1ccsklS/7vXAghhBCiEyRjIsRpZMfOYSpBQj2MqUfpirxCxiFO0o6NU42IrOcQxGlBapy27EGjcPXsgYVSCs+h2b0yLT7NqLQn5Hg1QCuF66QL8sBl82qfx8fqlBsRQWzSBXooNg0WyPkOxqQFqmkSaGYid+NAgWs2D3DxUIkHD5S57d59XHZuNw8fLDNeSx9kHA2epnUsmtGWM13WZ4HpDV41aQFuexFfwV900lerNCnV6oDp6PTBhO867W4uC9nn6Ogov//7v0+5XJ53W9/3ufXWW58yxahCCCGEEEKcKl/+yQHqkSGMEw5MNsg1Y6c04amJmlPIXa1PuIhvurniKUinAijV6refNgzBSWOZI7WQnrw/536jxKQFc75LPUyaU9aPTgSEdD/HTjBoxYKtbUpZj3V9+VmP1ZP32TzUxe7DFUDTV/CJYkNo0mmDtTDmkcNTPD7uLGj6+lApC0pRzDjceNXCEp233XYbX/jCF+bdDuBtb3sbV1999YK2PVtIUloIIYQQQpwq0/NRu5uL+AaK/ikr2BSLc6JYYniyTrkekfHSZjEWO2Mau7W2vfirESXtHJ3raEpZF0drtIILVh2NI5JpTUVnazYyfaGf03z/RItBG5Uy3/jsn3P48YePf3NacbNtxsqJgXPXrublL3/50r5gy9QqNL1iXZm7d43y2GiV3oJPbyGNxWNjCGODMVAJIh4fSxuZTtSitJGQq1nbk2VNd27OZwVrurNMNSrkfYcgNsSJYSqIKGW9af8mFb0FH0tItbmYL+Omi/ksab61FsbUmj1I9bTccZKYdqMirRS+o8j7LlvO7W5Pcl9orC+EEEII8VTTmoR3sBxgrSUxtBfxZTyHrow7I47SSlHKeVijcHXYbMCX3hdi1Cz5H5vWBjb37TnpPbCj0zwVSjEVRHPWBi6WtZafHZikHia4Os2fAazuWt4ivhalFBsGCsSJ5Ug94rHRKpeuKbFz/yRXrCtz8VBpzs8udSp2J3NbYuWdKKbdPxXzk3vvQsUNnOZUven/SVpLu/YzTmx7gISjVPrfRHOyZW/eaw/NuPrqq9m2bRvPf/7z8f2587dCCCGEECeTLOQT4jTx0MEyO/dPgrU8NlrFczQ9+bR7vrGW8WpIGB+dmJcYi25OlXPm7X55bPGpQZP+f9/R9BZcWlMc1vUXGerO86N9E1SCGGMtjlaMTAVcvGZmIO1oGCplWT9Q4Mr1fawuZdvvTQ+sc77DvrEq+yfq1KIknZARm3Y3TcPclAJH0X5I4GpFfzGzqEl8M3cIraEWrcRWprko0dGwuitzwo/XajX+4A/+gOHh4XkPpbXmgx/8IJdffvnSzlUIIYQQQgixIA8dLPOT4TIlWolUGCxmCE1AuW7RKk3ipBHU0d8X4th4KkoMvqOIE4tSaXGesmnHVKUg4zocmGyccCGfnfa7oxWe1nTnPBpRQpRY4uaiw+mJqVZHVkcp8r5Dzne47JzuEyZUS1mPy87p5vGxGmPVENfVaGPJ+y6JMe3CyoVOX99ybjdbt6xdUAOUu+++m4997GPzbgfwqle9ile+8pUL2vZsI0lpIYQQQghxsh2bjzKtSXynuGBTLM5cscSByTpHapZ6mBDGBotltBIcnSJiZsYSWivyntOe+O45ik2ripSyHhPNFWHtT8zxn0fcWujXnAKnFOS82fN4Rw7u59//7sNUJkbmvcbWcTdtvphPf/IT9Pf3z/uZlXTxUImLh0ocKje4f+84e0erHCw3AI3rp/H1ExM1lFLUoxhsugjw59b1Usp5J9x3T96nv+AzVg3pyrpMNPPCU0F8TGG4oifvk5iAMDbExuJqhedocr5DECVEJl1Y2fq7ttYSJRZD+gyiN++T99OYv6eQWVSsL4QQQgjxVLS6K0O5EXKkFqGVIogTPEeT9fRxi/im8x2HQsYjsWnjB9fRhMYel/9J78NBNyfx+a5GAZUgxtPpoqQwNhwsB2wcmPt4C2GtZc9olcPlAADPVdRDQ85zeNo5pY5NKFNKsX6gwANPTlINEg6WGwx157h71+i8ceFSpmJDZ3Jb4uSZOz+m6N18JSM/+TZR2t/0uGnj0yml8HQayypl0QqKGZdN69fxi7/4i7z85S9n9erVJ+26hBBCCCEWSu5OhThN3LUrTVgdLDeoBgmuVlx2Tg8PHZwiSiylnMeRWkQYG5zmVDlfN7vvLGD/reLTJLYkicE0F8e5jsLVGs9RrOvPA2nX1A2DaddU31Vcfk439ciwbcsaunM+rqMoZFxWd2VwT9BRc3pg7Tma/mKGA5N1Rish1UaEoZkwbC7oU2pmxyE1bRqFbhar9ub95T00aO5fAUFs8BzVnEaYLko80fXEcczb3/52Hn54lg6hs3jHO97B8573vKWfqxBCCCGEEGJBWvHUkVpIEBm0htXFDIerMVolJJb21IDEWmgmTBfavLQVT5k47fDYsLbdMTVtvjJ9a8tUI6YWxuT92R+7qGN+x6aTAosZ3fyjJUnSqQmtRYeNKEEpyLqaYsajkHEWFBu5jmbTqiL9tZDvPx7RMEnazMRxuWh1kULWbU8OWMj09YXYvXs3f/iHf3hcMm02V111FW95y1sWtN+zlSSlhRBCCCHEyTRbPmrD4PIX8bUsp2BTLM5csURiJjhSC4kTS2RazWKOxnlap4WOGc8h42pa0Wl/wef8/nw7VzZb7DqbME5bdnrNIDvvzx6vDu/6Md/8h1uJgvqCrk8B6y97Fn/y5x8+5Yv4pltdyvKKy9cCECeGQ1MB1SDmULnBZC3E7VXsOjxFzoMNA4V5F/G1rOvPU25EgKaU8yjXI4IowVpLMePNyJl2ZT2mGhGWdPphlBi6tEsmlzYVsrY50SWxVMMYVFowXsp5ZFwHz1E8b/MgL3zaKvl3KYQQQggxD9fRTNVj4OjEa2MtXRlvQXGUozQ5T9OTc8lnOS7/o1XaxN8YmKiFGGPTJhnNO/FSzqMWJoxVQpLEsn6gkE73W6QwNuwdrTJWDYgSQynrUQljlFJcsrZ0wqnaS+G7mvP68uxpNsAYKmV5bLTKoXJjxrCA2SxmKnanclvi5Jsrpu265nr+/ad3kVja09qnU0rhKHC0TidVNv8ZFvNZXvrC53PDy14q0/eEEEIIcdqTih4hTgOHyg32jNbA2mbnRjivL0/Od9m0qsiug1NkXAffTQjihNikAb2njhajzsdCM7ihXXCadXU6Ec8YNg11zwjI+4s++ydqhLFlsh7T2+wC+fObBhZ1bccH1j61MObJ8RqPjdWIEkM9TKA5ec9wdAQ6pAv5cp5DMePiL3UKX1PrQQqkQXwjSvBdj/5COoVv/UBhzs9aa3n/+9/Pd7/73QUd67WvfS2//Mu/vKzzFUIIIYQQQsyvFU9pa9vTAgaLGfY30s6oWc+hGqaTzT1HESaGxFpMbHAdhaPVwqbzqXSygDEGmo1IFOnnbWJBpVPzgtiQcR1GpwLW9c/+2KUVe7UnIjRjlVZ8p0ibrrTY5uJABWSaUw26sot7pFPMunRlPfK+w1B3llqYkPHSxGZrckDLiaavz2diYoI3velN1Gq1ebc9//zz+dCHPoTjLC/WOxtIUloIIYQQQpwMc+WjTqeCTbE4s8USq7oyGAsZL2GyHqGA7pyH1gqnGdtOV8q6DHVnj5ssP1/sCmm82miOSThRvPrQf36de//t77DWnPiCphVpXv7C/4dnvORV9Jbmzt+daq6jOacnB8CuQ1N0530mqiFRAp6j6C8uvHDUczSbBovsOpTmhUs5KNfTJq8TSUgh45J1NUopMp6mGqSNX3O+Q1G7ZFxNxnOohQnWQpRYqkGMtekivu68R2/epzvn8fsvuICrNpw+iyOFEEIIIU5nh8qNtEkkFtO8ndWAWkIYdWz+ZzpHp/f3U42IepikE8ZI7+HP681RCxOO1CMeeHKS8/ry9Bf9BdUNGmsZq4Q8MV4jNpZGZNrNJoxJawRXKk6bXn84UYvoLfjcv3e83RhjPguZit2ynNyWOHVmi2k3br6Y1eecz5HD+9Na12kLX1tT4KfbdNGl3Phff4Ebnvfz5PPpIItONSsSQgghhFgpspBPiNPA/XvHAZioRYSxnZHYKWU9LlhV5NHDFbCQcZ12QsySJmGc5nS9YxthWtKA29h0akRzZsTRoKa5XSnvHdcNUivFYFeG4SMNxqoBvQWfvaPVJV/jsYH1Y4crlH9ygNhYRqcCEmPJ+2lySSmIE4tSaWKxkFlYp8r5xElrEZ8ijNNkY97X6eQC4Mr1fXN+9q//+q/54he/uKDjvPzlL+d3f/d3l3/CQgghhBBCiHm14qkjtYg4SRN1XTmPykQEQGIMvpPGS45WZJRDlBiMtUSJJU7SxXhaKfQxE8+PjanMtIJDz9EkzVF8Wd8hTgyJsQRRQsZ1mAriOc855zvNJJNCa4Uxljix+O7sSaUgSs9Xa9WclpAuVlyMWpDGkXnfZcNAEUfD/7zhEsZqEdUgJk7sgqevzyUMQ972trcxPDw877alUolbb72VUkkWnU0nSWkhhBBCCLGSTpSP6rTlFmyKxZkeS3z9Z4f43PeeQClLJUhjzsSC32wGolQ6Na8r6zJYzJCbY5r8QmLX+eJVawz33fEPPPgfX17QdRgLynG58CW/zjNf8jIcDau7Fhf/nip7RtI86lg1AGCwK7PghqwtpZzHplVFdh+ukHEdeguKqUZMnBgqjYiqShugeo4m42rqUUIQJZRyPp6rOa83z2Q95MBkA0enizRzvsP6/gJ9BR/P0dx09TouWSOxuBBCCCHEQt2/d5zBYobHx2qoZtN9pdJ74azX2UaFWVdTbjbA11rTnfMI4oQNAz0APDZapRok7Bmtsn+ixmBXhlLWI59xZjT/i42hFiSUGxEjUwFRs2aukHHwHUWYWKYaEaWcy7m9uUXfty5Up+oP55qK3YncllgZxhi+973v0d3dzUUXXTTv9sfmxw4870V87f/+XdpYdZb/Pnv7+nne9S/lN3/lv/KMSzcTRRFjY2MrcSlCCCGEECtCFvIJcRqYL7HTk/e5cFWRkcoYetoUPq3ShXlJc8ReEFlC06w8tTQX7h2llMJzNNba9lS//nwGe+wKwKZS1mOYBtVmwefBcoM4McsKeqcH1pb0AcPuwxUm6xGDXRkasSGIEuphQiWIqUeGnG878sAgStKiW0cpKkGMqzVrunOgFBsHCnMWPf7Lv/wLn/70pxd0jGc961m8+93vlq4uQgghhBBCnCSteGq8FlAg7TCvgFqUAIrIWBydJvHqYQJYMq4mNmlc1IqPAEjSbqhzxVRaazRp50dsujDQdxwKGYfJekSUWMJmMrQWJsdNKmjvp1l4VwsTPK0IjCVKDL57fKxlrKXSXBSY9xxANQvxFvdIp9xIFzYWMmlSeaiUJeu7nLPI/czFWssHP/hBfvSjH827reM4fPjDH2bdunUdOfbZSJLSQgghhBBiJXRiodFCdbphpFiY1aUsv/qs86mFMY+NVNk7VuXJI3Ucpdg4mCfvu+Q8Z0F5rPli1/ni1bBR49v/+HGefPhHCz5/J1vgopf9DudfeAmQxq5nQtyTxm3plMtWXrWUXVqj0t68z+bVXeweqQBpQ9JamFCPEoyx1ML0a24shHFCEBuiJM37ps89FKAoZlyGSlmGSllQimLG4car1rFpsNiBKxZCCCGEeOrYM1KdkZPJ+w6JSe+FfVd3NKaypPfZAFqlDf/XdGcZ7MpQCRIuXVPiYLnBwXKDMLYMH2kwTHof6rvpBD+LJYxn5rd8VzFUyrKqK8P39x3Bc1RzkrZa8n3rQnW6/nD6VGxx+hkeHmbHjh3ccccdHDhwgOuvv54PfehDC/58Kz/27HNfy0v+/XOEcUxa8mlxXZdnP/dabvyv/w/PefbP4zidXUgrhBBCCHEyyUI+IU6xhSZ2PFfTm/eZakTUo3RqXcZzcHWSTohobmfTatM2pRSatMDU0emDg8SAo8B3046NcxWY5psFnkFsiI0BNIemgo4Fw5tWFTlYDji3N089qlALE87vz/Po4So536ERG+LEMNWI6M55zJyNsTjWWurNSYZJs1i3mEsTWADXbB6Y9XPf/va3+fCHP7ygY1x00UV85CMfwXXlW6sQQgghhBAnw/R4qhYYCh7kPZcgTrA2jQNMc5FeznPIeg6VRkwQJ7ha4WpFYprT9ki3ny+mSky6WE9rRW/eY6oRk/U09UgTJjFBlGCsQaOphwmFzOzxQSnrUgsTMp5DEBvqUULeP7aYMu2Iaq3FdTQ5v7kIr3txk9eMtYxMpYW6/YV0ksH6gcKi9jGff/iHf2DHjh0L2vYd73gHV155ZUePfzaTpLQQQgghhOiETi40WqiVaBgpFubazYPsGa2xob9ALUyoBgnjlYj+1ZlFNaOcO3blhPFqZWKEf//0Rzhy6IkFH6t31RpWv+T12OLgisWuK+XQVEBi0sknQZxmbVt51qUo5Tyefk43+8ZqjFVD8r5L3k//DoIoITIWa9L2Q9ZaEmtRpIsve/Ie/YUMvXmP5khFtpzbzdYta+d8RiGEEEIIIWY3PY5qNbQoZlyqYdKxmraj0pxQ676udd++upTl9667gC8/cJCd+ycZ6s4xVMoyUYsYqwZUg7S5Q7p472iCK+NqChlnxr1hLYzpy/uc05vlx/vLwPLuWxdipesPxanXaDT4xje+wfbt2/ne9743471vf/vbTE5O0t3dvah99vX1cc01z+Wuu+7i0ks2s23bNl72spctej9CCCGEEKcreVIrxCm20MROFBu0OjpFYnpCRjc3z3gakqMPBpQ6/jGB52i6spqpRpwWqVoLqFkLTF2t8V1FGFvC2OD6mmqzs2YnXLm+j3seHaM377WPkxjoL/iMVUNKWZfxakgYG6YacbsT0FI0YtOetOE0hxZesqYESrHl3G4uHiod95kf//jHvPOd78QYc/wOj7F27Vo+/vGPk8/nl3R+QgghhBBCiMU7Lp7y0rioETabeLS6luo04alIi+HCOG1oEiVmRtOT5rDzttliqkwzUetoRcZ1CF1LbKA751ENYhJrKddjevIecTJ3LDHQleFgOSDjarRWGGNpxIac14oHLVONmLAZJ5aa8VB/wacn7y/q6zRWCYkSi++miw8hjcc65a677uITn/jEgra98cYb+aVf+qWOHVsIIYQQQgixMJ1eaLQQUrB56lw8VGLLud3s3D/JxoECPx0uc6QesWe0yoaBwoIX880euybEiZ0zXj38+C6+8dk/p1GZXPD5nnfh03jOL/8WD5QzKGdlYteVVGmk+dPW18R3Fa5e3oJVz9FsWlWkvxZyYLLBVCMm4zpk3PTflbWW0UqAsenfQcZ1uHB1ke7c0WcGGwcKXLN5YNY8qBBCCCGEmN/0OEqR5oVcR1PKqo7VtKWO5oS0Su8FjbH05j26sh6VMOHGq9Zxxboyd+8a5bHRKr0Fn95Ceu8XG0MYG4wBrdNFh8fej24cKHBeX55v7xppT3nuxH3rfFa6/lCcGtZafvKTn7Bjxw6++tWvUqvVZt0uiiK+8pWv8N/+239b9DF+53d+h9/5nd9h8+bNyz1dIYQQQojTjizkE+IUW2hip1VLam1aMOprTU/exXfD9gSJdGHf8cdwHY3nKLKe0953NUin8CXG4jpqzgLTtNTV0lrLFid21u2WYnUpy4aBPHtGawyVsuwbr/PEeI1L1nRRbkSAppTzKNcjGlF6vl1Z77jJgfNJjKXSiNKHHTq9ojXdOfoKGYoZh61b1h73mX379vGmN72JMAzn3X+pVOITn/gE/f39izovIYQQQgghxPIcG0+5TtrsZHr8BMenTn3XwXcdYmNoRAlRYokTg6LdrH6GY2OqsUrQjqe6si7WWrTWZDyHRpR2Pp2sR+3i2NnkfZeurMtUIybnOVSDmGoQk2l2HplqxjCQLj50dHoO5/cvrnlIGBueGE+TZ0OlLCjFxoECq0uLm+o3l0ceeYQ//MM/bDaJObGf//mf501velNHjiuEEEIIIYRYnJVYaDQfKdg8tbZuWcvukQoAmwaLPDpSYbQSEieW9QOF9kSREzk2dq0EMePVEK/ZMOfYeHXPj77Df3zur0niaMHnedmzruPZW2/iiSPppJOViF1XWmLSmLiVT11sLvNEevLpAslaGDM6FTAVxNTCBFBorcBYHK2bDYwU5/RkWT9Q4Mr1fWfM108IIYQQ4nR1bBzVV/BQShEltiM1bQDG2hk5oe683z7u6lI6qboVR108VOLioRKHyg3u3zvO3tEqB8sNQOP6M+/vHZ3eW0+/N/zZcDqFbyXuW09kJesPxck1OjrKl770JbZv387evXsX9JkvfOELS1rIJwv4hBBCCHE2k4V8QpxiC03stF5tvW1JE6A5z23+2dKTOAQmfa81rc9xVDMYnmWH9ugCwbnKSy2tCRbpn12nswH8tZsH2TP6OEOlLGPVkGqQsG+8xpruLLtHqigg57tUw7Tr0Hg1pJhxyXh69us6hrGGiVpEIzIoBa5Ok4obBwu4WnHjVeuOm0Q4NjbG7/3e7zE5OX+nUN/3+djHPsb555+/1C+BEEIIIYQQYomOjadaEwVmi59m42pNMaOb21iSxGKsnT+mmhZPKaU4pzfHwckGjlL4Trq/MDbsHqmglKK/6LdjPWst9Sghig3FjMNYJcB3NIHWRMYwXgtnLIor5TwyroNWsGlVEddZeKGttZa9o1ViYylknLQYErhm88CC93Ei4+PjvOlNb6Jer8+77YYNG/jgBz+I46zsxA8hhBBCCCHE7FZyodGJSMHmqVPIuNx41To+c89eegs+F1Bk90iFI/WInzx5hFVdGYoZtz3B3nM1Oc85blrfmu4s5cYUSkEUGxKbBsT9xaPx6sbBAg/c+Xl+9O//vODzU0pz1dZf5VnPuZYDkw2MYUVi15PBaXZabeVTzQKa3SxW3ndZ1++2918PEx548ghhYtk0WKAr6/G7z9/EJWtk+p4QQgghRKccG0e5jmb9QIFdB6fIuA6lHJTr0Qlq2iyJtRgLYZIQmbQZg6vTppRBZKgEcTsv1MoJVVXcXBiY3mAeG0etLmV5xeVrm+8ZDk0FVIOYOEkb+hcyLqu7MsfllE7GfetsVrr+UKysKIq4++672bFjB/fccw/GzN3IdDa7du1i165dsjBPCCGEEGIaWcgnxCm20ADZa3bFdJrJM2PsjOJOhcJ1NHa2kXyzOWYyxWyloLExhHG6Yasr57GL3pbr4qESW87t5ruPjeG7mv0TdUamGmQ8B99RTDU7DGEhaE4NDOMEz9HkfRff1bjNrp/tS7OW2FiCKKHciImNARR536En57GqK8tAMcNNV69j02DxuHPavXs3o6Oj85671po//dM/5fLLL+/I10IIIYQQQgixOMfGU60YyWkmAI+Nn44tRpwujamWFk91ZVxyAwUOlRs4WtGT96gECcbCntEqe0cruI7GGEts7YyFgfUooR4aEmuImjGPqzV536G7OdlAK7hgVZFS1lvY+TW/FntGqxypR2lR5UABlGLLud1cPNSZor4f/ehHHD58eN7tSqUSt956K8Xi8fGXEEIIIYQQ4uSQgs2npk2DRW66eh233buPrKfpznvsH69RCxMOTjZQSpHzHDxH4zoKRyvynkNXzqUv72MsVIKYWnMKnOtobGJwHU2YWHKeZUNflp3/+jc89qN7Fnxerp/leb/yRtZdvIXDU0eoBglKwfr+fMdj15OhmE3zp618ahhbYmNWbOqlViotEFeajAsDXRlcrSnlFv7cQAghhBBCzG+2OKqU9bhgVZFHD1fIuA59BZXWpyWGqUbEVCO9X/OUoYhpZ4TKdUNgFMaAwWKNRSlwtMZ3NaWs284J9eTTBpELiaNcR3NOT25B13Oy71vh5NQfipXxyCOPsGPHDr70pS9x5MiRZe1r+/btvPWtb+3MiQkhhBBCnAXkjliIU2yhAXLaARMg7cxjTLpYbSmMte0EbeuBw2xTHWpBAkDG1bha42hY3ZVZ0jHn8tDBMqOVgIcOThEllrzvUK4bGlFCnKSL72phmrzLuJq4ed1xlBDEBlenSUU9bQFjq0g3StKuRkopSlmX7pyH52ietraL//Hz62ddxAdw1VVX8clPfpKbb76Zcrk857m/7W1v4/nPf35Hvx5CCCGEEEKIhTs2noqTNN7JuA5KRSg1M37yOlAwOlc8pZSlJ+9TDWI8x6Evr+nJe+wbr9OIkhn7UEphsVibxi9hcwGfQmGsJTGWIE4X9mU9h02LXMQXxoa9zUV8SqWFmznfpZhx2Lpl7bK/Bi0veMEL+MQnPsE73vEOKpXKrNs4jsOf/dmfce6553bsuEIIIYQQQojFk4LNpy6lIO9r7t+b5uIKzSl8tTAmMZZKELe3c5RKu9aMp/Fv2ljTIee7hIkh6zpopSg3IqLYQFjlO5/9GGNPPLLg8yn0DHD9a95OYfBcdh+eoosYVDr5L/Fd8h2OXU+G1V0Z0lSrJuNqgthQCxJKuZX793Uy8rhCCCGEEE91c8VRPXmfzUNd7D5cATS9eY9yPWIqiNtT/DI6rV2jOaW8EVkaiWJ6z0mFQlmLIp3+l/UU6wcKPHKoMuO4nYqj5L5VzKdcLvOVr3yF7du389BDD3Vsv1/60pd44xvfiO/7HdunEEIIIcSZTDIlQpxiCw2QlUo7YFbDBE8rAmPb0xoWK05a3U/TSXZKQc53jtuu3IgAKGTS94ZK2VkX/C1FNYjZsXOYnfsnAdg0UOAnT5YJogQLNCIDWKoBOI7GJAarFBrwtAIUibFEJi1y9VydPvawlsSmDzcUkHEcevIeGc9BK3j5ZWt47XM3zPuA4/LLL+fTn/40b3zjGxkeHj7u/de85jW88pWv7MjXQgghhBBCCLE0x8ZTAEFkyPkOec8hDEw7fgpjg9eBeGaueGr4SB3P0Zzfn0cpxaHJBhO1mK6si+9oKmFMGBviY6arA2DTIX9aK1wUiU3jvfFqRDHjknUXdt7GWsYqIU+M14iNRTcX8fUWfFytuPGqdR0vmr366qv5zGc+w5ve9CaeeOKJ495/5zvfyTOe8YyOHlMIIYQQQgixeFKw+dRzbC7u6WtLPHhwisPlBpGxGNvMq7X+P2lzTE3auMbRaXzaiBJW5Tw2r+rjsdEqxsJ5eY/xA/vY+bm/IiyP4bsaR88sSp7NwHkXcN2vv4WayvPAk5Moayjl00V8hYxLbYVi15XmOprVXVmGJxsUMg5BbCg3ohWdkLeSeVwhhBBCCJE6URxVynpcdk43j41W2TdWI4gNvqNJVFrPZq3FGAvNKeWJgdYfdbMRpde8744SQyNSrCo50MwhrUQcJfetYjbGGO6991527NjBN7/5TaIo6uj+V61axSte8QqiKJKFfEIIIYQQTWfWE3AhzkKLCZC7ci7VMCHjpds1ogSLRrG4qRKtBYBec3pE3k+7Z05nrGVkKgCgv5A+DFg/UFj09c1m90iF2+/bRyVIwFoOlhscLDcwWIK4uQDP1cTGYJqL8iDtT5RYSxwbtNa4WuHrdGKFMRbf1SQGHAWuVriOpivr4mpNT87jN67ZwA2XrVnwea5fv56/+7u/441vfCMPP/xw+/UbbriB17/+9R35WgghhBBCCCGWbno8lc9oMFCLYnK+QzHncCQwM+KnfMZZdPx0rNniKaAdPxV8l5FKwEBXmog6XA6oRQnG2PZEcWuhNVRcqTQnmzQn8yWkCVxHK1ytODDZYGQqYMNgkaFSlnzGmTExIzZp0rjciBiZCprdXdOE6MaBAjnfxdWKm65eN+dU8uVav349n/3sZ3n729/O9773vfbrN910E7/4i7+4IscUQgghhBBCLI4UbD61zJWLC2NLxnMwYYIhbZTpk5YWJ8Yyve+MUpD3HHK+QyMyPD5eY8t53TQiQ9F3+Nfb/55oagyLJYgTFArXSeNZrWYu6rMWzrn0ai664TXsOmKJkioAPVmHdX0evuvgaMWrnnnuisWuK23DYIHhyQb9hQzj1TRGX9uTOy4H2wkrmccVQgghhBBHzRdH1aKEahCT9TTGWupR0m7oqHTawNHa5vTrZjPH1i23tZYwsThW0ZVxKeVcjtRiDk42cLSmr5Aeo9NxlNy3ipYnnniCHTt2cMcdd3D48OGO7tv3fZ7//Oezbds2rrrqKrSWZwFCCCGEENPJQj4hTgMLDZAHixkOTgZkXI3WCmMNUWLxnYUH0rb50AAg46WJ065ZulqOVcJ0366iN58+GLhyfd9SL7HtwQNlbrt3H7Gx1MOYx0arVJsdWYsZl9Wl9GugSB9i1MKEepS0k4eJsekCP2MIEgigPQUjTNLORp6ryfsOAwWfrpzH+f0FfuO5G5aU+Ovv7+dTn/oUb3/72/nud7/L1Vdfzbvf/W7UCjy8EEIIIYQQQixeK57qy2cIKg0maxF9hQwDhQz7j0RH4ydjCSJD1jt+GvlCzRVPteInYy0Hyg2shfP7sxyYbOA5moyxJNriORrPSZuSzIwpbLPjqmW8GmCbE/osaUOT2FgeOZROTfBdB99VKBQWSxjPnO7nu4qhUpahUhaUophxuPGqlVvE11IqlfiLv/gLPvKRj/D5z3+eZz/72dx8880rekwhhBBCCCHE4kjB5lPDiXJxnqNY21OglPVQCiaqIVNBTC1MG9DEzYn2jSjBWEsliEmsZV1vnrW9OXKey0suHeC+PeNc9ytv5It/+UfUa7X2xJEosTTD5hlx75orb6D7WVs5VE2b47Ri17UlH181yHmaazYPsnl110n/enXKlev7uOfRMXrzHr6rCGPLWCVkcAWmUK5UHlcIIYQQQhxvrjiqXI949HAFY9NFepZmo0Zlsc0mF55ztHl91tNok94jKwWKtHk9QBAbJmoRXRmHSpBgbcx5vTmg83GU3Lc+tdVqNe688062b9/OD3/4w47v/2lPexpbt27lJS95CaVSqeP7F0IIIYQ4W8hCPiFOAwsNkHO+S1fWZaoRk/ccwihNpLmOQi9wqkQjNlhr0VqRcdNOJwPHHCeMDU+M1wDaxZ8bBwqsLmWXdZ27RyrtxOFENWT3SPoww9WK8/ry9Bd9tFJEiWHfWI2xakjed8n7aUejIEqIjMU1Kl3Ql1gs6QK/1gK+rOtwydouVndlUUqx5dxutm5ZS2GWxYoLlc/n+djHPsanP/1pfvVXfxXPW7nutEIIIYQQQojFacVTPXmPsTrECUzVI7K53Iz4qRLEVIIY39VLLlKdLZ7qzvnsHqkQJYbYGHJeOgHvsZEqxkLWc7hwdRf9xXRCXz1MiBODATRpN9fctCnpQZzw4HCZ4ckGtpnAzXlOu4CyS6nmJ48u4Mu4mkLGob+QSROhzX11Ih5aDNd1eec738lll13GddddJ901hRBCCCGEOM1IwebZb6G5uJaubPp3Y6ydEa8CVBoxh8sNEgtH6hH9xQyxb7lr1yj/7crzeGCwSPVX/4A7/+7P8IwhNpbEGBKbNsKx1qIclw3X/zr9l1w9R+xq2DBQ4KoNfctqvHM6WF3KsmEgz57RGkOlLPvG6zwxXqMn7+F1cILKSuVxhRBCCCHE7GaLo/aN1xidCjA2zeuU6+k0ckcrunMZMp7GU5auTNS+vy4lDonVOE7arBFIp1tHhkoQEyeGkUqCAjxXc2gqoKfgdzyOkvvWp65vfOMbvOc976Fer3d0v729vbzsZS9j27ZtXHDBBR3dtxBCCCHE2UoW8glxGlhMgLymO8tUo0LOdzAm7cBTD2MK/vz/nBNjqQYxkBaCgqIr65Kf9llrLXtHq8TGUsg4aSANXLN5YFnXWA1ibr/vaOLw0ZEK1kJPzmPDYGHGdXqOZtOqIv21kAOTDaYaMRnXIeM67XNMjCWxllqQEBmDIp3ol3EdDhxp8Mx1fbzwaau4eKgznV1c1+W3fuu3OrIvIYQQQgghROe04qnHRyv05n1GpkJGKgG9vpkRPzViQ5wYphoR3TkPFtgMpWX2eMrhULlBlBhqYUx3ziOIE0IFvuPMGu/Mt6gu4zpcsa6Xc6YCHjpQptyIqEcJpZxHyXVwNFy4qohWGq3BdzXuMQvmNg4UuGbzQMfiocVQSrF169aTflwhhBBCCCHE/KRg8+y2mFzcsbRSx8WrvXmf1aUse0erHKlHPDpS4QKK9BZ8vvCjJ7n5+s1cse4XyQYT3PGPf4vrKFynlcsDP9/Fc37lTaxav3nO2PU5m3roc8LOfzFOkWs3D7Jn9HGGSlnGqiHVIGHPSJULVxdnTChcqpXK4wohhBBCiLkdG0c9PlbjoQNlenI+kTHtRXy+q+nKeu3GGQpwtKbVrsJ3HCI7855Qoch6Dr6rmayHNKIEC+R8B2thdCqguALNGuW+9anpggsu6NgiPq01z33uc9m6dSvPfe5zZTCCEEIIIcQiSWt0IU4T124eBNKEZiHjEBvLnpFqewJDS0/ep7/gA4quZqAeJ5Z6lDB9IsOxrLVUgghrLa6jyfvpY4I13dkZ2+xpJuO0ShNoNKfaLbcAdMfOYSpBQj2M2d1MHA4UfS5cXZwzcdiT97lkTYmnn1NiqJShkHFQKi0MdR1NxnXoLXjNItp0skVf3uOioXTaxakoWhVCCCGEEEKcfK14qifvk/E0xsDe0SrdOa8dP5WyafwUxoapRsyJ4qdjzR5PpQ1GjtQjKkFMIeOSGEsYG3zHmTfemc9gV4bnXjjApsEiOc+hHiYYY0gMjEyFFJtNWVytcTSc05PlORf0c/P1F/K6azdKPCSEEEIIIYSY1ULzUUslBZunzlJycfPxXc2Fq4sMFH2sTSf+1cOYSpCwY+cwFw+V+Nv3vpHf+NUbKWbc9nF6V5/Ltj/4E9ZvftoJY9cLV3V18ktwyl08VGLLud3txatapdMM94wu/9/YSuZxhRBCCCHEiU2Po8LYkBjLZD1kspY2pch6Dt05b8b068VQpM01tFZopZrHMPQVfHbsHO7UZbTJfetT07p167jiiiuWtY/169fzxje+kS9/+cvccsstXHfddbKITwghhBBiCWQinxCniVaAvHP/JBsHCvx0uNwOkDcMFGZ0uzm/P0+5EYHR5DMutSAmjA3lRkTG9497KGCtZaq5DUBX1gUU/QWfnrwPpMWsrY6aSpEWi/ouxYzD1i1rl3VtDx0ss3P/JFjLY6NVTKv75zHXNZe877KuP/12ZaylHibEicGQrkZ2tOLJiTqTjZggMeQ9h537J7liXVkeAAghhBBCCPEUcPFQicvWlnh8uM5QKcO+8TqTtZg9o1XW9eXS+AlNKedRrkc0ogRj7YzOqHOZLZ4yFoyx1EJDlCTNyQKKyXpEV9ZbVLxzIkopLhrqQivFkXpE3tds6C8QG8s1F/ZzwaouChmX1V0Z3A5OzxBCCCGEEEKcvRaTj1osKdg8dZabizsRpRQbBgrESdrM5rHRKpeuKc3Ixb33f76TiZGD3HvvvVz9rGfxB//ve8DLEicW11FPqdh165a17B6pAGm+9dGRCqOVkDixrB8o4LuL/xqsZB5XCCGEEELMrxVHfXvXCI6T3l9XwwQFFDK6XYu3FNPzUL6TTrKOjSEylp6ct2I1cHLf+tS0bds2fvSjHy3qM4VCgZe85CVs3bqVpz/96R2Z2iiEEEII8VR39j8pF+IMsnXLWooZh5zvsmmwiFIwWgl55FClXTQK4DqaTauKaAWeThfzQRoMj1dDGlGCbU6XSIyl3IgIogSAUs7D1RrPUazrz2OsZWQq4IEnJ9uJ1QsGi/QWfFytuPGqdRQyy1vze9euEQAOlhtUgwRXKzYMLi1xqFWa7OvO+/TmfbrzPsWsx4bBIq5WVIOEg+UGAHfvGl3WeQshhBBCCCHOHC+7bA05T+O7Dmu6s+14as9ojXX9ebSCjOtQyqVdIWeLn451XDyV9dLCxVrY7IoKOc8h4zo0ooSc5+I7esnxzmyUUqwfKOBqRS00TAUx3XmfJycabF7dxTk9uadEIaQQQgghhBCicxaaj1qMMDY8cigt/JSCzZOvk7m42UyPTWfLxbmuy4c+9CFe//rX8/H/9b/YfO4gm1d38bS1padc7FrIuNx41Tpcregt+FwwWGxPOHngyUlGpgLMAqecnIw8rhBCCCGEWJitW9YyXg1xtcZ3NcZajAWLIllaGDVrXV933sPRCt/RK1oDJ/etT03XX389uVxuQdteeeWVvO997+OrX/0q73rXu7jssstkEZ8QQgghRIc8NZ6WC3GGWEyAXMp6bBwsoJqL+bqyLq6j0y49jYixqYCJashYJSBoJl1LOY+M6wCW1aUsh8oNdj5xhD2jVWJjKWQcLl1bagfRN129jk2DxWVd06Fygz2jNbC2/XDhvL48XoeTdb6rOa8vD6RJylbH0UPNYwLEccwtt9zC6Kgs8BNCCCGEEOJsk/cdrtk8iKPT5h8bBwrteOrx0Rr9BR+FJeM69BX8GfHTeCWkGsREicFai7WWepQwUQsJYoOx4DmaShAz1YgpZjy6smnBa2xAqzQmacUlpyLe6bQ9e/ZQqVRWbP9CCCGEEEKIU0cKNs8up0surquri9e+9rU4jtPR456JNg0Wuenqo//GLl1bopBxiE06tXLnE0fYP1GjXI+Izcyq79gYyvWI/RO1Fc/jCiGEEEKIhasEMQPFDFpBbCy+kzbSjxPDRC2kHiXYBcZR0/NQ4TF1fa5WXDxUQiu14jkhuW898yRJwj333MM73vEOhoeHF/35fD7P9ddfP+f7a9as4bd+67fYvn07f/3Xf80NN9xANptdzikLIYQQQohZSNZEiNNMK0C+7d59aYDslXhstEo1SNgzWmX/RI3BrgylbFo4OuDlOHCkDkZTymqMTaiECXFisKTderRSZNy06LQaxBQyLvsn6u1j+q5iqJRlqJQFpShmHG68qjNB9P17xwGYqEWEscVzFP1Ff9n7nU1/0Wf/RI0wtkzUInoLPvfvHecVl6/FWsuf/umfsn37dr75zW/yiU98gvXr16/IeQghhBBCCCFOjTXdOZ63eZBv7xqhp+Bzqee246mRSoixEMYxWmm6cy5BZKhFCcZYqkHEVINpHVRTinQRX5QYQNFf9FjfX2ColGXfRA3PUQwUMxyYbJyyeKfTRkZGeMMb3kChUODWW2/l3HPP7fgxhBBCCCGEEKfWovJRGTWjPWxiDFNBQrkRMTIVECVpBFXIOGwcKJDzXSnYPIk6mYuz1p5wwsLJjE3PdJesKfHq56zn9vv2AXDpmhIHyw0OlhuEsWX4SINh0mJs31UoFBZLGM8s/l7JPK4QQgghhFi4+/eOU8p5rOrKcKgc4Dma7pzHVBATJ4ZKI6KqFDnPwXM0zjGVucam93pRYmYs+nOdZgN/rdEKNq0q0p3zmov8Vv6+W+5bzwz79u1j+/btfPGLX2RkJJ3IvmnTJn7rt35r0fvatm0bO3bsaP/Z931e+MIXsnXrVp75zGeitcyHEUIIIYRYabKQT4jT0EIDZE9Z1hdjAIIoYbwaExqFqxUKjbEWR2ta+TZroSvr4buajKspZBz6Cxl68x6tjbac283WLWs71h11z0gVgLFqAMBgVwa9QiPWtVIMdmUYPtJgrBrQW/DZO5oe/2/+5m/Yvn07AAcOHOC1r30tt956K1u2bFmRcxFCCCGEEEKcGuf15XnhJav4yiNVDPqYeAoyrsNUIyaoJ2lsosBYiBOLgXbiVKFwHYWj018ZV3Phqi7O682146e857LmnByPj6Vxx6mKdzqp0Wjwlre8hcOHDwPwa7/2a3z0ox/l537u5zp+LCGEEEIIIcSptdh8VKtgc2+lQWSPxj5SsHlqdSoXV5+a5Nv/+L/4uZfdyKrzN8+6zcmKTc8WmwaL3Hz9ZnbsHGbn/kmGunMMlbJM1CLGqgHVICGITbMI+mgh9MnK4wohhBBCiIVr3XeHiaE752GsxXU0vXmPWphQbzaOrIVpLV9dW3q0TTtGWtp1fS1ap4v+8r4DKDxHsWmwSCnnAZzU+265bz09VatVvv71r7N9+3Z+/OMfH/f+jh07+M3f/M1FL7y74oorOO+88yiVSvzCL/wCL37xiykWJX4XQgghhDiZ5E5ZiNPUQgJkkyTE6dA9Mp5DKaeoRhZjLBnPIeNqQGGtpZRzWVPK4Xsa39W4xwRwGwcKXLN5gIuHSh27hjgxHJpKO/JUg/RES1mvY/ufTSnrMUyjfbyD5Qb/95//mf/9v//3jO3K5TK/+7u/y5/8yZ9w3XXXreg5CSGEEEIIIU6uNd05Xn/dGr7808OzxlNZz2GqEVELE6LEoBX4rkbrtDGK52g8J22K4qh04t66/jyek8ZRGwcKPHtTP/+/+/eRmFMb78SJwXU60xnTWssf//Ef87Of/az9Wit2ete73sUv/MIvdOQ4QgghhBBCiNPH4vJRUrB5uulULm7iwD7+/e8+QvXIKN/47J/zit//AMXewVm3XenY9GxTyLjceNU6rlhX5u5dozw2WqW34NNbSKcmxsYQxgZjQGtOWh5XCCGEEEIs3LH33b6ruWCw0IybQvK+S953CGJDECVEJl3wZq2dFkYptFZ4Ws2o6wPoL/gz8lBw8u+75b719GCM4Yc//CHbt2/nzjvvpNFozLntgQMH+P73v8+VV165qGMopfj7v/97urq6lnu6QgghhBBiiSSDIsRpbL4A2ZqYvKlhbZofHRjMo7RLPYwZqQRMNWJcrVhdytKT92fs29EwVMqyfqDAlev7WF3Kdvz8D00FJCYN5IPYAJDPOB0/znSt/QexITaGfT/9AXf821/iztJ4NAxD3v72t/O2t72NV73qVR07h/ThTUClEZMYi6MVxazL6q6MJDGFEEIIIYQ4SfK+s6CEYy1MmKiGNKKERmywR+tS6cq6rOnO0l/0j4ufnjxSP+XxDmgOTQWc05PryP4/9alP8fWvf/2415Mk4f3vfz+7d+/m5ptvXnRnT7FwEk8KIYQQQohTYdH5KJ3mo6aTgs1ToxO5uP0P/ZBv/X//izhMC0QblUm+/ukPc91vvge8DJa0vNhzNDnfWfHY9Gx18VCJi4dKHCo3uH/vOHtHqxwsNwCN68+M905GHlcIIYQQQizcbPfdpbxHXzFDfy3kwGSDqUZMxnXIuOn9souhmIna99P91iNm5n1fKw91bF0frHxOaC5y33pqHDx4kDvuuIMdO3bw5JNPLvhzO3bsWPRCPkAW8QkhhBDipJJamOPJQj4hzgBzBcgWTUYfTcYFaJSGC1YVuf5pq7lyfR/9BZ9DUwHVICZOLK6jKGROzje+SiMGIGw+wPBddVwnnk5ztcZ3FWFsObBnF9/+x4/Tk1G43uzHtdbykY98hEajwa/92q8t+bitv5s9I1UOTTVIzPHbOBpWd2XZMCgPL4QQQgghhDhZ5ks45n2XgWIGSBOpxazLYDHDxUNdrO7Ozhk/nep4J4wNrq+pBnFH9v31r3+dv/3bvz3hNrfddhuPP/44H/rQh8jlpECzUySeFEIIIYQQp4vF5qOkYPPUW05saq3lwXu+wv07/gFrDcZYYmNJjKW6by93fPrPuXDbG1DT/u6Vgpzn0IhiXK07Hps+FawuZXnF5WuBowUspyKPK4QQQgghFu5E9909eZ+evE8tjBmdCpgKYmphgkLhTLs3V0qhSBtRdmVcBroy5P25y3dXMie0EHLfuvLCMORb3/oWX/jCF7jvvvvSCY6L9O///u+8/e1vp1gsrsAZCiGEEEIsndTCnJgs5BPiDHJsgDw8UWVkdLS9MnlwYIC1vYXjAuRT1QEzMWlwaZrfeLWaZSzeClAoGhMH+fa//TlJHELm+K5F05VKJa655polHeuhg2Xu2jXCntHajNdb0z2MAa3BdzWgGZ5sMDzZ4J5Hx9gwkOfazYPSnVYIIYQQQoiToNMJx1MZ74BtHzdOFp/UO9bPfvYz3vOe9yxoW9d1yWQyyz6mkHhSCCGEEEKcvpaajxIn31JjU5Mk3PuFz/Dwd79OYtLCYHNM0ejk3gfY+63Pce7z/hsKcLQCFLUwoRomGBPzyKEK5/fnOxKbPhW5jpZJhkIIIYQQZ4CF3HfnfZd1/Wk5rrGWMIwoUW9P5OvqyeH73qLySSuRE1oKuW/tHGstDz74INu3b+erX/0qU1NTy9pfGIZ87Wtf45d+6Zc6dIZCCCGEEMsjtTALIwv5hDhDuY5mTXcWPz4aJPd3Z0+rpGma0Eu/2QLHJQBnY6ylHiZEiWk/yPAcTc53FvwgI6hOsuvfPo6uTaGbScW5+L7PrbfeyoYNGxa075ZqELNj5zA790+mL1jLRC1irBpQDRKC+Phl4xlXU8g49Bcy9OY99ozW2DP6OFvO7WbrlrUUMvItWQghhBBCiJOhUwnHahBTCSKCOMFYQzWIFxW7LIUljatacZbrLO9Yhw8f5s1vfjNhGM677ebNm3n/+9+PXuHJg2c7iSeFEEIIIcSZ5EzIRx2r1byl0ojbiw+L2bNzWsRScnFBvcq3/7//xZO7fkwYG2JzNAYxNi0stQAWDv7wGyT5frovvbZ5HIWnFbGxKKAaxuw6VOHrPzvI+f15iU2EEEIIIcRZabH33Vopsr6DkyjiJL2/jhJDEiaLyiN1OickTp3x8XG+/OUvs337dnbv3t3Rfd9xxx2ykE8IIYQQp5zUwizO2XtlQohTrphNv8WkK6YhjC2xMbjHFH3WwpjRqYByI6YeJcz2rEMpyHkOpazLQFeGvD/7t696vcrPPv8JgsmR9jZz5WSVUnzgAx9gy5Yti7qu3SMVbr9vH5UgAWs5WG5wsNwgjGeeuO8qtFJpl6XYEsSGIDaMVyN8VzFUyjJUyrJz/yS7RyrceNU6Ng3KmHshhBBCCCFOV4fKDe7fO86ekSqPjVb56XAZay3legTAA09OorVaUOyyFGl3qjTuaMVZy3lo1Wg0ePOb38zo6Oi82/b19XHLLbeQz+eXfDwh8aQQQgghhBArZXq8dmiqQXJ8TQCOhtVdWTYMFrhyfR+rS9mTf6IdttBcXMvU2CH+/e8+wvjB/QSRaRcGG9ssRp4lR1d++Dv0XPJcrNYYY2kYSxAlKBRBZHAzisdGq3zs33dJbCKEEEIIIc5KS6mBi+OYc7Jx+7399ZjIqgXXwHU6JyROvjiO+c53vsP27du5++67SZKko/s/55xz2LZtGy9/+cs7ul8hhBBCiMWSWpjFkzt7IcSKWd2VaS6i02RcTRAbakFCKZc+XDhSCzkw2WCqEc/4nLWWxNj2RD6nOVWvFibUwoSD5YCurMua7iw9eb/9OZPEfOPvP0b10F6USh98AHN2V33b297GC17wgkVd04MHytx27z5iY6mHMY+NVqkGaZDtOYrBrgylrEc+48x4WBOb9NrLjYiRqYAwtuwbrzNWDdk4UADgM/fs5aar13HJmrN/HKwQQgghhBBnkocOlrlr1wh7Rmvt1zKuBtLYBdKixzAxZJQzb+yyVLVm7JFxNa7WzSLUzJL2ZYzhPe95Dw899NC823qex0c/+lGGhoaWdCyRknhSCCGEEEKIzpstXoNW0avBmHR6RVr4qhmebDA82eCeR8fYMJDn2s2DXDx05t5Hz5eLm+7Q3of5xmc+SrVSJojSWMRaSI5ZwKdbOTYFPeufzqaXvQ4nk8NYS5xY6lGcfl6lhcpRYsBCJUgkNhFCCCGEEGelpdTAeSqdqGeaNXBxYrBKs5AaOOhsTkicXI899hg7duzgi1/8IuPj4x3ddzab5frrr2fbtm1cccUV6DmauAghhBBCnCxSC7M0spBPCLFiXEezuivL8GSDQsYhiA3lRkTOd9g3VmOsGja3bK6ojhIikz7AOJbWCk8rMp5DxtVMNWKmGhX6Cz7r+vO4WvGdf/nfPPnwTgCc5iI+z9GoWc7t137t13jVq161qOvZPVJp/6CZqIbsHqlgLLhacV5fnv6ij1azHQ1crSnlNKWcx9qeHGOVkCfGa1SDhJ8Ol9k0WKS34HPbvft49XPWn7Wrx4UQQgghhDiTVIOYHTuH2bl/Mn3BWiZqEWPVgGqQMFGN2sWhibWMVSwZT58wdvHmGhm+AOVGOvmvkHEAGCpl52xcMp9PfepT3HnnnQva9t3vfjeXX375ko4jUhJPCiGEEEII0VnzxWtBfPxIvoyrKWQc+gsZevMee0Zr7Bl9nC3ndrN1y9ozcrrFXLm4Us6bsd3u79/NPf/8N0RR1F7EZywzcnJaK/S0sGTVlhew7nmvROk0BtVK4buKKEmLlx2tsCgs8LMDEpsIIYQQQoiz11Jq4BSGLo5OYDtSN4RGzVsD18ojdTInJFZepVLha1/7Gtu3b+eBBx7o+P63bNnCtm3beNGLXkQ+n+/4/oUQQgghlkJqYZbuzMtGCCHOKBsGCwxPNugvZBivRuyfqHO4HBAbC1hqYUI9So5bvKeVSsfxWTA2XdwXmPRhh9aKnOeQ9x3GqiHlRkTjx1/lkfu/RZyk+3GaK7bTKRkzvexlL+P3fu/3FnUd1SDm9vuO/qB5dKSCtdCT89gwWFhUMa5W6ery7pzH3tEqR+oRj45UuID0B87t9+3j5us3n5EJYyGEEEIIIc4Wu0cq3H7fPipBAtZysNzgYLlBGB+NXTxXYSKF52pMlJCYdEKfOUHssmmweFxB5UIYaxmZCgDoL6QdV9c3O1At1le/+lU+9alPLWjb17zmNdxwww1LOo5ISTwphBBCCCFEZy0kXgPwXYVWCmMtYdwsqI0N49UI31UMlbIMlbLs3D/J7pEKN1617owsBjg2FzcyFbC2J4dWCmsMP/za/+XH3/hXrIUgShc4Tl/Ep9S0KXwASnP+829k1ZbnH3csi6URJSilKGY9XK1RymIsEpsIIYQQQoiz2mJr4Hzdut9Oa+BaBczz1cBtGixSzLodywmJk+N973sf3/jGNzq6z4GBAV7xilewdetWzj///I7uWwghhBBiuaQWZnnOnisRQpyWrlzfxz2PjtGb9zDWMFaJ6Mq6uI5iqhETJ2nCUKn0wYTnaFxHzVh9bawlTixRYtoPPKpBTBAburIuh3/yHzx+5z/jao3FopTCbbYMzfszv81dddVV/NEf/dGix8rv2DlMJUiohzG7mz9oBoo+GwYK6QOXJfBdzYWri+wZrTJaSVehX+qV2se78ap1S9qvEEIIIYQQYnkePFBud4yqhzGPjVapBmnXVM9JHx6Vsh5awc8OTAGWsWpIkhhynoNWatbYBTS7Dk2xaVWR3ry/qHMaq4REicV3Fb35dCHglev7Fn1tDzzwAH/8x3+8oG2vu+46fvd3f3fRxxAzSTwphBBCCCFE5yw0XstnHNxpuaDYGGpBQrmRLnQLY8u+8Tpj1ZCNzYLYz9yzl5uuXscla0qn5NqWanouzncVYWwZq4T0ZhX/8U9/zd4f/ycAYWywWOwxi/icaWP4HD/Hpht+i+71l856rCAyGGvRWjWbaSqevrbEwXIgsYkQQgghhDirLbYGLu8punIJmvR+u8+4BIYT1sC18kh9Bb8jOSFx8rz85S/vyEI+13V53vOex7Zt23jWs56F4zgdODshhBBCiM6TWpjlkYV8QogVtbqUZcNAnp1PTBLGBrBM1iNaOUGlFIWMS9bVc37T1krhuwrf1eR9h0ZsqAbpA5D9P/sBh+/8RwAaUYKjFb6TdjLKuBrPObrPCy+8kI985CN43uKmXzx0sMzO/ZNgLY+NVjGt1eLL+EHTopRiw0CBOLEcqUc8Nlrl0jUldu6f5Ip1ZS4eOrOSxUIIIYQQQpzpdo9U2kWhE9X0oZCx4GrFeX15+ov+jMYjXVmXqUZM3nOoNDuo9hX842KXiWpIKeeRcR12H66weXXXgifzhbHhifEaAEOlLCjFxoECq0vZRV3boUOHeMtb3kIYhvNuu3nzZt73vvctugmKmEniSSGEEEIIITpnsfHadK7WlHKaUs5jbU+OsUrIE+M1qkHCT4fLbBpMO/vedu8+Xv2c9WfUZL5WLm7PaI2hUpZ943V2P3GAw1//W8affAyAxFhikxYWJ3b2RXyZ0gAX/sLvketfO+txjLVUghiAvOcAilLWJZ/x2DDgSmwihBBCCCHOaoutgfOURWNm7ONENXCtPJLnaB4+OEVX1mNdX2HJOSFxcj3nOc+hr6+P8fHxJX1+8+bNbNu2jZe+9KX09PR09uSEEEIIITpMamGWT6qxhBAr7sr1feweqZD10g4xQZwQxgbf1fTlfXKes+Bv2q2uRb15n2TscQ7e+WmSxJAkadLRWIvbXLxXnDY+dWhoiI9//OMUi4tPvN61awSAg+UG1SDB1YoNg8v/QdOilGL9QAFXK6pBwsFyA4C7d412ZP9CCCGEEEKIhakGMbffd7Qo9NFmUWhPzuOyc7sZ7MocVxS6pjtNnOZ8B9fRWGuZakQoRTt28d308Uu5HhHECcamBahRYo47h2NZa9k7WiU2lkLGSRfyAddsHljUtdXrdd785jczNjY277b9/f3ceuut5HK5RR1DHE/iSSGEEEIIITpjKfHaXLRKJ/c9/ZxuenIexsKjIxUmqiGxsdx+3z6qzQVrZ4prNw8CafMXOznMT/7xTxne+wik6bNmoTEYS/u16V+v4toLuOTGd865iA/SWNdai+tocn6a8xtqxsQSmwghhBBCiKeClaqBm55HmqiGGGupRzH9BR9YfE5InHyu63LDDTcs6jOlUolXvepV/OM//iO33XYbN954oyziE0IIIcQZQWphlk8W8gkhVtzDB6coZT1iY1u5QUiH5rHU4Q7R5GEOfOVvIIkwWIxN962VIowtOc9pPzTp6uri4x//OIODg4s+zqFygz2jNbC2/UPgvL48ntPZb5++qzmvLw+kP9RaK9QPNY8phBBCCCGEWHk7dg5TCRLqYczukQrWwkDR58LVxTljgJ6830ykppMIIC2QnGrEgMXRilLWI9OMT8r1iNgYosSyb6x2wvOx1rJntMqRZkfXjQNp59Ut53YvqsOUMYb3vOc9PPzww/Nu6/s+t9xyC6tXr17w/sXsJJ4UQgghhBCic5YSr83HdzUXri4yUPSxzYYr9TCmEiTs2Dnc4StYWRcPldhybjdPPPRDHv6/f0ZYGSdpTo03Js2jAe3ftVa0air6L34WF/3Sm/DyXXPs3TLViNuLAdPYV9Ff8OnJ++2tJDYRQgghhBBnu5WogTuaR9KEiaEaJlibNrDfN15fdE5ILF8QBEv63LZt2+bdRmvNs5/9bD70oQ/xla98hbe//e1cdNFFSzqeEEIIIcSpILUwnSEL+YQQK6o1OnVdX55qEKOAgu/iaUUQGybrUTtpuFBRrcyuf/s4UaOSvtD8uAKUgsTY9iK+VhHqxo0bl3T+9+9Nx91P1CLC2OI5iv6iP8+nlqa/6OM56ULEiVo04/hCCCGEEEKIldWKXVoPflqTHTYMzN8x6vz+PJ6jcLSmlPMAaERJO95RStGVcdsdVVuL/MaqIUdq4az7DGPDI4cqjFZClIJNg0Vyvksx47B1y1wTEmb3yU9+km984xsL2va9730vl1566aL2L2Yn8aQQQgghhBCdsZx4bT5KKTYMFNqT+R4brYK17Nw/yUMHyx26gpVnraX+4Lf51mc/iokCMm6aJ4uNoRYmWI6dxpf+fs7Pb2PDS16Ddr1Z92usZbIe0YgSAEo5D0drPEdxfn/+uO0lNhFCCCGEEGerlaiBa7GAMbZ5v25RKl3gV25EXDQ0V8MN0UlRFPHNb36TN7/5zWzdupUwnD1/dyIbN26cM8d23nnn8frXv5477riDj3/841x//fX4/srkjIQQQgghVpLUwnSGe6pPQAhxdmuNTh2rBuR9lziJ6M37RMZQrkeEsWG8GlLMuGQ8jeLECdckbLDrC5+gfmQkfYABM5K0xkLe19TCmELG5QMf+AD/5b/8lyWf/56Ravv8AQa7MugOjX09llaKwa4Mw0cajFUDegs+e0erK3IsIYQQQgghxEyt2OVguUE1SHC1YsPgwopCXUezaVWRXQenyLgOpRyzxjvFjMdEEhInaSFl3nc5MNmYMcHAWMtYJeSJ8RqxsejmIr7ego+rFTdetY5CZuGPc7785S/z6U9/ekHbvu51r+PFL37xgvctTkziSSGEEEIIITpjOfHaQiilWD9Q4IEnJ6kGCQfLDYa6c9y9a/SMmHwRxzEf+chH+PznP09v3mOsEuA6CnAI4oTEWkiH6WEBRymU47HxJa+hb/MzZ92nxRJEhkoQY5vFyKWcR8Z10jh1VRF3lg7LEpsIIYQQQoiz1WJr4Bbi2Ptuz1G4zdq5epRw8ZoS39s7wX9Z17ti1/VU9+ijj7J9+3a+/OUvMzEx0X797rvv5oUvfOGi97dt2zZ++tOfApDL5XjRi17Etm3b2LJlS8diWCGEEEKIU0lqYTpDFvIJIVbMsaNTPUdz8VAXY9UQrR36CopyIyZODFONiGqgyHoOvqtxtZoRvFprieKYR3b8DeXhvUcPosBVqt2ZSKk0ARnEht98/Rt5wQtesOTzjxPDoal0/Go1aHYazc7ekbRTSlmPYRrt4x0sN4gTM2syVAghhBBCCNEZx8YuAOf15fEWcR9eynpcsKrIo4crZNy5452sq6lFCfUoIe87TDViphoR1kK5ETEyFRAlaZFkIeOwcaBAzndxteKmq9exabC44HP68Y9/zPvf//4FbXv99dfzute9bsH7Ficm8aQQQgghhBCd0Yl4bSF8V3NeX549o9V0IV8py2OjVQ6VG6wuZTt6rE6ampriHe94B/fddx8AGVfTV/AZr4a4jkIrJy0KhvZ0EJ3v4oJtb6B77cYZ+7LWEhtLGBsaUdLe3nU0payLozVawQWriieMbyQ2EUIIIYQQZ5ul1MCVMpo4Y3C0mtHYfr777jCxVBpR2jgy454RccmZplwu85WvfIUdO3bw4IMPzrrNF77whSUt5Hvxi1/MnXfeycte9jJe+MIXks8fP8lcCCGEEOJMJbUwnSML+YQQK2a20annDxTo78qw+3AF0PTmPephQi1KMMZSC2Nqzcn0Wh99iJEkhsN33cbU3gfSF1S6yrq1iQaUkz72iI3lihds45xnLD6Ynu7QVEBiIDaGIE5bleYzzrL2OZ/W/oPYEBsDaA5NBZzTk1vR4wohhBBCCPFUNlvs0l/05/nU8XryPpuHuk4Y71hr0/hCKRIT4GjF/XsiitMebPmuYqiUZaiUBaUoZhxuvGpxi/gOHDjAW9/6VsIwnHfbSy65hPe+971ofWY/5DqdSDwphBBCCCFEZ3QqXluI/qLP/okaYWyZqEX0Fnzu3zvOKy5fuyLHW679+/dz8803s3fv3hmvZz2H/mKG8WqIweJohTHpQj6vby1rX/rbRF39jFaCGbk4Y+yM/WityHsOOd8BFJ6j2DTPIj6Q2EQIIYQQQpx9lloDVw3S/IDSivFaQmjUvPfdXW7aoEMrdUbEJWcKYwz33Xcf27dv51vf+ta8+bPvfve7HD58mFWrVi3qOF1dXfzVX/3Vck5VCCGEEOK0JbUwnSML+YQ4Q8WJ4cBkg8MTdYy1aKUI3QZre53TZoXxXKNTS1mPy87p5vGxGmPVkJzvkvMdgtgQRAmRsZjmr5aJH3yZqV3fRSlQ0xbwAbha47uaKDFEiWHg4qt4xsv++7JHp1YaMQBh8weN7yrcFS5sTa9FEcZp5yXX11SDeEWPKYQQQgghxFNF2hkqoNKISUxazFjMus0k6/Gxy1IsJN5xTNptNYoNytVEWDKuppBx6C9k6M170Dz+lnO72bplLYXMwh/h1Go13vzmNzM+Pj7vtgMDA/z5n/852ax0cu0kiSeFEEIIIcTZ4lTno+bKNa0ErRSDXRmGjzQYqwb0Fvxl55pWyg9/+EPe+ta3Mjk5Oev7GVezupRhZCqgHiUoBcXzn86qF7yaQj4/ay4O0iJiTysynkPG1dCcHNJf8Dm/P7+gv3OJTYQQQgghxNlmKTVwJokBk07cSyxRDLHVKAXOPPfdB8uNMyIuORPs37+fHTt2sGPHDg4fPrzgzxlj+NKXvsSrX/3qlTs5IYQQQogzjNTCdI4s5BPiDHKo3OD+vePsGalyaKqBNYYS9fb75QfLKK1Z3ZVlw2CBK9f3sbp0aoox5xud6jqaTauK9NdCDk42KDdiMq5Dxk1XTVtrSazFWhj76X9Q/tFXcPXMxKyjFJ6rcZqvO1qRW3sx57/o11FaL3t0atJMXpr0Z82KJYaPlc4VtO3jxok94fZCCCGEEEKIuR0bRyVm5vvGWn64b4Ks6zBeDXEdNe90gfnMF+8EUcKReoRW0FvwcbXisnO7Z8QcGwcKXLN5gIuHSos6tjGG//k//yePPPLIvNv6vs8tt9yy6G6iYn4STwohhBBCiDPZ6ZKPmi/XtBJKWY9hGu3jLTfXtBK+8pWv8N73vpc4PnGxglaK7pxHEBv6L38B7paX4zgOpVw60XB6Lk6pNO+mjoldSlmXoe4sPfnFTUGU2EQIIYQQQpwtFlMD98R4jZFKQBRbNM1pfM17bKUU2HTJnkahtWrWvKnj7rvPhLjkdFav17nzzjvZvn07P/jBD5a8n+3bt/Prv/7rx8VJQgghhBBPVVIL0zmykE+IM8BDB8vctWuEPaO19mvGWuqNEGNDjAWtoKocctkMw5MNhicb3PPoGBsG8ly7eXDRxZ/LtdDRqT15n568Tz2MGakETDViamECKFylOLLnJzzxzdva22uVPsRwdfpAY7r+teez6obfIbK6I6NTWwsEWwvFjT053/QtdsZxXUceBgghhBBCCLFYjxye4j92TxwXR1UaEbUwITHg6DRhGhtLJYgpNyIAnhivcU5vbtGFiseaK97xXN2eMu6oNEkbxgmbBousH1heEexf/uVfctdddy1o2z/+4z/maU972pKOI05M4kkhhBBCCHEmOt3yUQvNNXVSa/9BbDqSa1oJhUIBY8z8GwJaa57zy7/Jumdcx84njhAlhkLGmZGLm04pyPsOXVmXwWKGnL+0cgKJTYQQQgghxNliIXHJkVrIgckG9ciQ8xwgQVkNzLxvb91+x8ZAooGEgeLxzTPOhLjkdGOt5cc//jHbt2/n61//OrVabf4PzWPfvn38+Mc/ZsuWLR04QyGEEEKIM5/UwnSOLOQT4jRWDWJ27Bxm5/5JAGpBzN6xKqOVgFqY4GDYUDwa8O+p1EjQ5H2HgWKG9f0F9ozW2DP6OFvO7WbrlrUUMifnn/1iR6fmfJd1fem5WWupRwlRYvjB/bvIugqFk67anuP7bqG7nxf9xjt4pKw7Njq1mHWb566b12KJjVnREbCxMYSxnXHck/V3JoQQQgghxNmgESXct2ecnaMGgz4ujmp1h2pJjCUyFkeBsZBxNdUwYdehCv0Fn/P788vucDpbvPOT/ZNEieH8/jylnMfrrtnI09Z2L+s4d9xxB5/97GcXtO1v//Zv86IXvWhZxxNzk3hSCCGEEEKcSU7XfNRic02d4GqN76qO5ZpWwjXXXMPNN9/MLbfccsLtisUib333+7hnspfYGBytcbTmoqEuHKXaubjWRD7P0eQ8Z9nTJiQ2EUIIIYQQZ5MTxSVxYnh8rMZYNWxubYmNxRiL4mg+ymKx1mJs2uDRdzVZzyHjahqROS4ndSbEJaeLkZERvvjFL7J9+3b27dvX0X1rrXnwwQdlIZ8QQgghRJPUwnTOmX8FQpyldo9UuP2+fVSChCPVgF2HK4xVQ8y0otNjv+dZ0iLUqUbMVCPm8fEa/QWfzauK7Nw/ye6RCjdetY5Ng8UVP//ljE5VSpFvdvh8/it/k57ubnbe+fk5t/ezBV70G++k0N2PKh+hU6NTV3dlSOt1NRlXE8SGWpBQyq3cD5takABp8bCrNY5Oz0MIIYQQQggxvwOTde7eNUI9MkxWNQ8erh0XR1lm9gexpIvrIpN2iooSAzToznmMVUPKjYhNq4qUsl5HzrEV72SbxZHFjNeMf5bfLeqRRx5Z0HYvfvGL+c3f/M1lH0/MTeJJIYQQQghxpjid81HLyTUth0LRqVzTSvnv//2/s3fvXj7/+dnzZ+eccw4f+9jHOG/d+Xx3x085Pjbx2rm4TpPYRAghhBBCnE3mikvKjYjdhytEiQUs9TChFiXtWMrXrakhCoXCczVJcy1eGBvC2KC1Iu855HznuJzUmRCXnCphGHL33Xezfft2/vM//3PBE8sXav369Wzbto0bbriBgYGBju5bCCGEEOJMJrUwnSML+YQ4DT14oMxt9+6jHiU8eniKfeN14sQ0C0xBLyBPaSxYYxmZCpioRazry3HBqi4+c89ebrp6HZesKa3oNXRqdKpSiv/ykleR7+7ju//6aaydGXhrx+UFr34LPUPnAp0dneo6mtVdWYYnGxQyDkFsKDciSrnOFPDOptyIAChkHACGStllT/8QQgghhBDiqWDXoSnufPAwYWw4MFnnewdjapFdVBzVmkJQjxKC2FDMuJRyHrsOTnHBqiI9eb9j59vJ2KXlTW96E+eeey5/9md/NmfS8mlPexrvec97lj1hQZyYxJNCCCGEEOJMcLrnozqVa1qslYjXOk0pxdvf/nb279/PfffdN+O9K664go9+9KP09PQASGwihBBCCCHEMswWlxyphTx6uIKxkBhDuRETJ2leRitF1nMoeIpSLmkuyIM+4xIaiE06Za/RXPRXCWIasaGUdQHdzkmdCXHJybZr1y62b9/Ol770Jcrlckf3nc/neclLXsK2bdt4+tOfLnk0IYQQQohZSC1M55z5VyDEWWb3SIXb7t3HeDXke3vHeWykSpQYEmPbRaUtijRRp7RKf5+2H6XSJGti0okSj41U+d7eccarIbfdu4/dI5UVvY65Rqcu1UXPup7rfu3NOO70wlnFtTf+HkMbnwaszOjUDYMFAPoL6crtkalgxRLFxqaJ7unHWz9QWJFjCSGEEEIIcTbZPVLhc9/bT6UR8+jhKQ5ONk4YR2ml0Fqlv6ujr7fiKGMsxlrKjYiRqYAgNjx6uNJ+OLRcKxG7tLzyla/kL/7iL+jq6jruvVWrVnHLLbeQyZz5nanOBBJPCiGEEEKI09mZkI/qdK5pIVYyXus013X58Ic/zPr169uvvfzlL+ev/uqv2ov4QGITIYQQQgghluPYuKQaJOw6NIWxEMQJ49WQODEopejKevQVfQoZF8/RzIye0rjKczSFjEtf0acr66GUIk4M49WQIE4wNm1eWW1OHjnd45KVFscx//RP/8Sv/MqvcNNNN3H77bd3dBHfM5/5TN73vvfxta99jT/8wz/ksssuk0V8QgghhBAnIM+bO0MW8glxGqkGMbfft4+RSsBP9k8yXg2bnXtss8g0LTjN+y7dOZ++QoZS1qOU8ShlPfoKGbpzPnnfbRekaq1IjMVYGK+G/GT/JCOVgNvv20c1iFfsWlqjU12djk6Fo6NNl2rdpc/kpb/zbjL5tCD1qq3/g/VbntV+fyVGp165vg+A3ryH7yqixDJWCZe1z7mMVUKixOK7it68N+P4QgghhBBCiNm14qjRSsDesSpTjRjL3HFUfzGT/iqkvw8UM/iu0+7WpNTRQlTbSsJWQupRwu7DlXZH1eVYidhluquuuorPfOYzrFu3rv1aNpvl1ltvZWBgoGPHEScm8aQQQgghhDhdnSn5qJXINc1npeO1Tuvq6uJjH/sYvb29vOENb+C9730vvj9zmrzEJkIIIYQQQizd9LjEcxTlekQYW4I4oVxPG0D6rqav4JP1nOMW781FkU7u6yv47cV65XpEECeEsaVcj/AcdUbEJSvJcRxuv/12Hn744Y7tc2hoiNe97nVs376dT37yk9xwww1ks9mO7V8IIYQQ4mwmz5s7QxbyCXEa2bFzmOEjDR4+WOZIPSQxaWdRtzkpopj16C80u/a4CmMskTHtX8ZYPFdRyLj0F3yKWQ+tFK5WxCbtonqkHvLwwTLDRxrs2Dm8YtfSGp0KR0eZdmJ6xeC6C7nhDe/jGTfcxNOuuWHGeysxOnV1KcuGgTwoxVApvZ4nxmtEHSjenS6MDU+M14D0vFGKjQMFVpfkIYEQQgghhBAn0oqjHjk0RTWIMdaSGHvCOCqMk2YiNMFa8B2F5yh8R6OVAlS6mI90EkWQJEzWI2phwuNjtWWf80rELsc6//zz+cxnPsOVV14JwPve9z4uuuiijh5DnJjEk0IIIYQQ4nR1puSjVirXdCInI17rtHPPPZd/+Zd/4TWvec2skyMkNhFCCCGEEGLppscljSjBWEsjjtuL+LKeQ3fOa+aXFk8rRXfOI+s1Y556RCNO812NKG00cibEJStFKcXWrVuXvR/f93npS1/KX/3VX7F9+3Z++7d/m7Vr13bgDIUQQgghnlrkeXNnPDXv7oU4DT10sMz3Hp9g9+EKk/WYxKTFp76j0649eR/PUVTDmIlqyOhUwJF6SC2I27+O1NPXJ6oh1TDGcxS9+bRrj+/o9j4n6zG7D1f43uMTPHSwc6Pmj7VSo1O7B9dw2fO3zXhtJUenXrt5EEh/CBQyDrGx7BmpYjs0BtZay97RKrGxFDJO+4faNZtlUoYQQgghhBAnMj2OKjfSpKYx4Go1Zxw1UQuZrEeU6xGT9YiJWkgjSghiQ+sOX6n0gYlWCmvTxXxhbCjXI0YqAUdqS+8ktZKxy7FKpRKf+MQn+PjHP84LXvCCFTmGODGJJ4UQQgghxOnmTMtHrVSuaTYnM17rtFKpdML3JTYRQgghhBBi6TYMFjhSC4lNev88VY+x1uK7mq6sCwucwjc3RVfWxXc11lqm6ulU89hYjtTCMyYuWSmveMUr0Hpppc6XXnop73znO/nqV7/KBz7wAa666qol70sIIYQQQqTkefPyyR2pEKeJu3aNsG+sRrkREcaGKLF4ribjOWRdTbkRMVENqYcJsUlXLNtZfgHExlAPEyaqIVONiGxzP56riRKbFqA2IvaN1bh71+iKXdPZMjr14qESW87tbq/k1gqO1CP2jC7/B461lj2jVY7UI7SCjQMFUIot53Zz8dCJk65CCCGEEEI81R0bR8UGHEelsdQJ4ihjj/6ygKNVcxGgbU/0U0rhaIVuvpcYS5gYKo2Yg5ONJZ/zSsYus3Fdl2c/+9krtn9xYhJPCiGEEEKI082Zlo86W3JN83niiSc4ePDgiu1fYhMhhBBCCCGW7sr1fRyYbJBxdZozshZjoSvrsfxFfC2KrqyHsTT3b8m4moOTjZMWl5yuVq1axbOe9awFb9/X18ev/uqv8rnPfY7Pfvaz/PIv/zJdXV0reIZCCCGEEE8t8rx5+dxTfQJCCDhUbvDDfUcYqwbUwpgoMbiOwnM01ljKUdLettXF1ABGpQlWSL9pNUJDYDUacJTCcRRhnBAlBt/ReM0uqFFiqIUxY9WAH+yb4FC5sSJjRlujU/eM1hgqZdk3XueJ8Ro9eQ/P6dw64pMxOnXrlrXsHqkAsGmwyKMjFUYrIXFiWT9QwHcXfz1hbNjb/EGjVLrfnO9SzDhs3bK2Y+cuhBBCCCHE2ejYOMokBken0/issUw1YiKTJk+nx1GzPTBSStF6Wat0gV+YGDyt0EphaC7kixMUMDxZZ7DLp7eQQauFJ2hPRuwiTj8STwohhBBCiNNFJ/JRAEFkCVv5KJ02QYkSsyL5qLMp1zSXH/zgB7z1rW9l9erV/J//83/I5/Mn3D5ODIemAiqNdKKioxXFrMvqrgzuCb4mEpsIIYQQQgixfO3ISDX/0Kl1fJDmqtTR41hrCWLD7sMVxirhgu/9T1eHDh1iYmKCiy++eNGf3bp1K9/5znfmfF9rzTXXXMO2bdt4znOeg+tKabQQQgghxEqS583LI3erQpwG7t87zoHJBkFsCBOLtWnxaJIY4uY2sbHExs4oOrVYjKH9YMBY0gkSQIyFBLQ6mkB1tUIriC2ESRroH5hscP/ecV5x+cp8c7t28yB7Rh9nqJRlrBpSDRL2jFS5cHURtYiC17mcrNGphYzLjVet4zP37KW34HMBRXaPVDhSj3jgyUnO68vTX/QXVMRrbNot9onxGrGx6OYPmt6Cj6sVN161jkJGvj0LIYQQQghxIsfGUU4zjjLGNpOoatY4Kn1HteMoS+v9tHtqi23GTUqlMZoFEgNBbIhrETv3T9KV9ch5DqWsy0BXhrw/9338yYpdxOlH4kkhhBBCCHG6WGo+Ki0knXm/aq0lAZLEoozC1emvMDEo6Gg+6mzJNc1m+/bt/Omf/ilxHFMul3nXu97FLbfcgtYzixwOldOv356RKoemGiTm+H05GlZ3ZdkwWODK9X3HLUKU2EQIIYQQQoiluX/vOGu6s4xWgrQWT6WNIKeCiFLW61hcUgmi5h8gSiyHpgL68pa//NajrOsrtLed797/dBKGId/61rfYvn079957L5deeimf+cxnFr2f5z3veZRKJcrl8ozXN27cyLZt27jhhhvo63tqTy4UQgghhDiZ5Hnz8pxdVyPEGeonT0wy1YhpRAlxYtsTIFq/R4nB2FYpqkKptKhUKYXWzURq8wFBOknCNgtSwWAxiUWrtIg13QfECTSihKlGzAP7J1dsIV9rdOrO/ZNsHCjw0+EyR+oRP31kD9He73PF9b+M0kvrEHSyR6duGixy09XruO3effQWfC71Sjw2Wk0TxqNV9k/UGOzKUMp65DMO7rTrio2hFiSUGxEjU0G7c20h47BxoEDOd3G14qar17FpsNjxcxdCCCGEEOJsc2wc5Tpp/KRUGguFsaE1TEKRNjjRSqH1zPJTCxiTPhQK4zT2mrHszx6zrbVgoBEmFDMetTChFiYcLAd0ZV3WdGfpyfszzvVkxy7i9CPxpBBCCCGEOB0sNh/ViqMyrsV3jq4cy3gaGyuMTaf2WWuJEkti0ul+0/cbJ3bZ+ai5ck17RqtsGCgsq2j2VMVrxhj+8i//ks9+9rMzXv+P//gPPvaxj/HmN78ZgIcOlrlr1wh7RmsztouNSWNYA1rT7G6sGZ5sMDzZ4J5Hx9gwkOfazYMzrkNiEyGEEEIIIRZvz0iVnnxaRKyArpxLEKX35FNBTFfGXXZcMlELqYUJxlocR5EYiyKdeD5WCenLZxZ1738qWWt58MEH2bFjB1/5yleYmppqv/fAAw/w2GOPsXHjxkXt0/d9XvrSl/K5z32OYrHIS17yErZt28bTnva0jiykFEIIIYQQiyfPm5dOFvIJcYrFieFnByeBdLJDq2jUU2lAHjZbaqYJ0+bUvVYXVJsu6Gt1RTXNPzc/0J7SB+k2jk73EzenTTSihO4c/PTAJHFicJ2lLaibz7GjUx98/ADf/aePEpdHmDj0JM+78Q04nreofZ6q0amXrCnx6ues5/b79gFw6ZoSB8sNDpYbhLFl+EiDYRoA+K5CobBYwnjmBBDfVQyVsmlXV6UoZhxuvOrs/EEjhBBCCCFEp80WRxnbKkJNp0cYq1BoXCctPp0rhadIO5dqC8aBMJ75vj1m+zTGslTCGFUN8LQi4zlkXM1UI2aqUaG/4LOuP4/n6I7FLt/85je59tprcRxnwZ8RpxeJJ4UQQgghxKm0mHzUsXHUsfFUK45ymtsmxhInaVwWxAm+o3EURDad+hfE6b6Xk486Ntf06EiF0UpInFjWDxSaxayLc6pyTfV6nT/6oz/im9/85qzv33bbbQydcx56w9Xs3J/+nWEtE7WIsWpANUjaX9PpMq6mkHHoL2TozXvsGa2xZ/RxtpzbzdYta9sdiyU2EUIIIYQQYuHixHBoKr0/zroOSilynkvGtZTrEUGUYK2lmPFw9OIXlEWJYbwatO/xPUdjLRhriBLDaCVob9eKzhZ673+yTUxM8OUvf5nt27fz6KOPzrndjh07+IM/+INF7/+Vr3wll19+Oddddx2ZTGY5pyqEEEIIITpEnjcvjSzkE+IUOzQVcKQWY6dNf/AdjbG0k6aOUjhKERlDs2YUiyXBthfxzUY1F/M1P0JsQKuji/7qYUIQJUzWYw5NBZzTk1vweacPKQIqjZjEWBytKGZdVndljkvATh+dWnQNB7/ySYIjhwF46Hv3UD5yhJf+xtvI5gvzHvd0GJ26abDIzddvZsfOYXbun2SoO8dQKXtcAjX9AXP07+fYhyg0uwGd6ocoQgghhBBCnGlmi6O0TqeTtyaRp1MjNAtpwpkYS5Sk8ZajITHHL+A7lrXpZAljLEFs0FqR8xzyvsNYNWSyHtFX8BmvhsuOXf71X/+VP/mTP+FZz3oWH/zgB+nq6lrQ58SpNVfc/HvXXcCXHzgo8aQQQgghhDipFpqP8pyFxVEtCnCbk/vixJDYdFGg72gcrQjjdEqFtXZJ+aiW6bmm3oLPBRTZPVLhSD3igScnOa8vT3/RRy/g5E9lrunw4cO8+c1v5qGHHkpzd4kh/fJbaDb1TIzl7e9+Hy987f/L2gsvm1H0MJ3vpl/3dMJ8GpsGsWG8Gs0oeti5f5LdI5UZRQ+S6xJCCCGEEGJhDk0FJCadGBIZSynr4TkK0JRyUK5HhLFhIgkpZFyyrl7QhDhrLZUg5kg9Suv/LDhaEScWi0Wh2g1YHJU2W0ljrMXd+6+0JEm455572LFjB3fddRdJksz7mS9+8Yu84Q1vwHUXFz9s2LCBDRs2LPVUhVhxi6mpFUIIIc4m8rx58c7eKxPiDDFZi6hHCcn0glPU0aRpM/nZ+rOdPpFvWitUBWjFjM4+1lpQ6bc70yxENRZaIYGxpF1GdfpQYb7E6aFyg/v3jrNnpMqhqUYzsTiTo2F1V5YNgwWuXN/H6lIWSL9B/7dnnsNvvP6NlA/uIec57Y6vTz76ALff8oc893+8lVWrVp8Ro1NbCeMr1pW5e9coj41W6S349Bb89jmHscEY0Bp8V8+4JoCNAwWu2TzAxUOlk3LOQgghhBBCnC3miqNikwYpWik8VxPNErMca/rkCTttqvmJtKKugp92Xq1HCcakCddamOC7iii2HJhsUMq59BX8Jccu3//+9/nQhz4EwHe/+11e85rXcOutt3Leeect6PPi5FpM3Lx+IE81iBmZCiWeFEIIIYQQK24h+SjP0XNOM5+PVuC5aWeUVpzlNe9jY2NJrKUWJgvKR81l02CRm65ex2337qO34HOpV+Kx0SrVIGHPaJX9EzUGuzKUst5pmWt66KGHeP3v/wFPDB8kiE1zosZMsbEEUYJWii99+s95+k3vQncNAuA5asHXF8aWfeN1xqohGwfSRpqfuWcvN129jkvWlJrXLrkuIYQQQggh5lNpxEA60RugmHU4v7/A7sMVMq5Db0Ex1YiJE0OlEVFVzcaPnsJgmR5lGZtOM48SQyWICeJ00ZtqFv8lzZrAjOtgrEUBPXkP33G4YFWR7py/pHv/lbBnzx527NjBF7/4RcbGxhb12fHxcb7zne9w7bXXrtDZCXHyLKemVgghhDibyPPmxZGFfEKcYoenGlgLQWTa0/VaxaetSXyzLuIjXXSc/lLNP6sZYyParwNKW4wBQ/oL0k0TY5msxfzoiYk5g/eHDpb51kOHefDgFFFsmj1B0/2n6wZV+xsqaIYnGwxPNrjn0TE2DOS5dvMgF63u4guf/Stq+36adkPVkPMcoiTtVlQd2c83//aP2fz//AG5/rVnzOjUi4dKXDxUagdke0erHCw3AI3rz/zh4mgYKmVZPyABmRBCCCGEEMsxWxyVtBbxkXYkXUjx6fGL+NJ9NUMWjJ19Mp+x6TZTQdyMg2xzAkIaL9VChe+kiwmttZzXkyPnu4uOXfbv38/b3va2Gd1L9+7dy6//+q/zZ3/2ZzzjGc9Y0H7EynvoYJm7do2wZ7Q24/XZHkS24uaWgaJHV9YjjI3Ek0IIIYQQYsXMl49aziK+FgV4jgZrmgsGW/GWJYgMrtYcKjeWVUx6yZoSr37Oem6/bx8Al64pzZhYN3ykwTDp/fbJzjWdqPP+bV/4Mu9773uo1uozPmNt+vVJm3HadnFwbCyZtU9jJMmSq0dsGixw/kBhzomDrtaUcppSzmNtT649cbAaJPx0uNyeOHjbvft49XPWz7hOyXUJIYQQQggxt6TZCKUZ3qCVojfvs3l1F7tHKoCmN+9RC5N248daGBPHlinHpPV7CsarCY3k6D7DJH1Pc3QBn0bRk/coZFzGayHGpJP5II0dYHn3/stVqVT42te+xo4dO/jJT34y4725Jo67c8Sa27dvl4V84oy2lNzgsTW1T4VFCkIIIZ565HnzwshCPiFOsaA5IqIWpt17rG2FsgpXz72IT6v0wcAc+brjKJUutrPNhwutPUWJwXMU33hohG1bzpkxgnTPaIVP3fUYDzxZphYlaaI1NgRRQmQsprkvV2s8t9lNyHdnjDjdM1pjz+jjjH3/S3zvK58n42pWlzIcaXZ+9VyNZ5vdWGtHePhzH2Hzf30rDJ7LmTQ6dXUpyysuXwscTdRWg5g4sbiOopCREelCCCGEEEJ0ylxxFCgcZ2GL+Ky17ekHxzVNaf6P4mhidMZnm6+HcVoA62iNVoqMq4mNbX+m6LtkPIfdo1X++1V9/NdnnLfg2KVSqXDzzTdTLpePe69cLvP617+ed77znfziL/7igvYnVkY1iNmxc5id+yfTF6xlohYxVg2oBglBfHzbzWPj29FKxGglYsu53fyPZ51PJUwknhRCCCGEEB13onxUJxbxtSjSQk0TGyxpfKRUetxCxm0vVFuOTYNFbr5+c/tefKg7x1Ape9y9eLp4b2VzTfN13g/jhP/48ud5+Bv/F0eBqxXGps1okuYiPppnmSRH/3/PM19B75YXkc24FDMuI5UQY+H8/vy8sYFW6eS+7pzH3tEqR+oRj45UuIC0oPf2+/Zx8/Wbj7teyXUJIYQQQghxPCftck9rWEgrn1TKeTz9nG72jdUYq4bkfZe877Rr6xRHG5vQzkOltX7GWvzmfXWrNjDjOPQX/ePut1u1gbPVCC713n8xjDH84Ac/YPv27dx5550EQdB+L0rSRYtzTRxv8RxNxtXkfRfPSS/k7rvvZnx8nL6+viWfmxCnQidyg62a2tOl9lUIIYRYCfK8+cTkp78Qp1jG08TGtLv3tNKJrqPSAlCOmQzB9Cl8s82GmJtS6cOF1rEg7fATG0sUG3bsHObGq9bx0MEy//qD/Xx71yhRkiY5a2FCLYxnJCCVSru0GixBZKmHCVONmLzvMF6N2t1Mpx7+Lvf889+jlaKv4JNxNX0Fn0aUUAnSYN51FK7jMLTxAn5+y0UkyjljR6e6juacntypPg0hhBBCCCHOWnPFUY5mwcWnUXJ8vEXzz0wLt7RKJ/AdqzVp4mgCV1H0PXxXMxXEBFFCuRGxLu9xXl+ejOssOAmTJAnvfOc72bt37wm3+cAHPsDw8DCvf/3rF7Rf0Vm7Ryrcft8+KkEC1s6YAjKd7yq0Us3pGs0GObGZETcPlbLs3D/J7pEKN161js2ru07RVQkhhBBCiLPVifJRC20auVBapfttxV2KVj7KNDvRL18h43LjVeu4Yl2Zu3eN8thold6CT2/BB2bvgN/JXNNCOu9P1Rrc/c+fYuSn96TvWahbi2Jms06lVNo8UwHao+/aXyW/fguGtCFnECfkfIexaki5EbFpVZFS1pv3HH1Xc+HqIntGq4xWQnaPVLjUS6+1lROci+S6hBBCCCGESBWzaW6nFcuEcRrbuFrjOZpNq4r010IOTDaYasRkXIeM6+ApSykXYZr1fz2Ji1GaqUbczE1BEBu0UhR8h56836wHTBf/tRrsO83XvBMUOC/n3n8uBw4cYMeOHdxxxx0MDw/PeK8RJUwF8XGNWqZPHE9rHNO4J0rShX6VIMZ3NT2FLC943vOo1WqykE+cUVYyN9jJ6ZlCCCHE6UaeNx9PFvIJcYqt6sqkXXhmyZImMzrypNqL+Gwr+D26vW01Fj1BwjX9/MzPhbEh62m+//gEBycbPHRoit2HKxibLuCbrEfNqRJpctHRaaChALTC04qM5+A5ijhpBd8x1jr85Af3s3v7J/EdQMNYJaCv4JP1nPavVneerlXn8MLXvAU3kznuvJ/Ko1OFEEIIIYQQM80VR+l5qk9bycMkSRuagMUcE1e1eqa0XpqrfYoljdm0TWMkYyzlRkTWc1hV9JtTzdMFfj05j537J7liXXlBBaK33nor//mf/znvdkopnv70p8+7nei8Bw+Uue3efcTGUg9jHhutUg0SADwn7YBbynrkM86MYuHYGGpBushzZCogjC37xuuMVUM2DhQA+Mw9e7np6nVcsub0a1wjhBBCCCHOXHPFUa3mJHOx1mKav1qMbU3am/uzjlZEydE/K6UIooRVXcfngJbj4qESFw+V2pPx9o5WOVhuABrXn1no2olc00I771crZR7Z8Unqw4+kmzU/3+obY0m/RhlPY21aCJsp9rDq+tfh9K9DKdDp7qkEMY3YUMq6gGbXwSkuWFWkJ+/Pe75KKTYMFIgTy5F6xGOjVS5dU1pUjCqEEEIIIcRT2equDOkaunSqXBCnz/lLuaPxRk/epyfvUwtjRqcCyo2YRhA2c1FHhc1GHa5WhIkh42qynqaU9WbEV63Paa3ai+FynnPC8+zEvX8QBHzjG99gx44d3H///e0J4i3GWo7UIuqtYM+m53rsxPFjz8tR4GjN4Dnnc+GVz2fjzz2Xn7voPHoHh+Y9JyFOF5IbFEIIIUQnyUI+IU6x7ryfrr2bvrjOMq0j6rRFfOlb7Y47aaJ0euIUmgP00gV7zNFF9ZgiVUvaHWTvWI0HnpwkNpZqEDMVxDQiA9j2tAnPSRfxtc7DGEtg0q4hWivynkMh42AtTB54jEfv+CTWJNQNZFwH11GMV0P6ixkyzU5FnqO48Pxz+MxnPkNf/4CMThVCCCGEEEKc0Fxx1Gzhj7GWxKQL9lqFp+14y85cqKdmee1E3GbBqwWyribvuziOIrFw4eouHh+tUQ0SDpYbDHXnuHvX6LyJ0n/5l3/h9ttvX9Dxf//3f59rr712gWcrOmX3SKWdqJuopp1tjU3/ezivL09/0Z9zUamrNaWcppTzWNuTY+z/z96/x0l234Wd9+f3O7e6dfV9pmckjWY00li2bMkXJBkbG2zMLVhLIIEIJ05MlkuWZBPv7vOY7LMmr2w2y8NuYMO+CNkAgcdsguOwCQkxEGKMMTZyIgmwx7ZsWdZoRqPR3PpeXbdz+/2eP37nVFffZmpmuqdnpO+bVzMzVaeqTlW34Hz7e2snvLTkfk6eOd/i+GyDyXrIR588ywfeflSmbwohhBBCiF1zI3GU1XZDAWqSGWLj8kVarQ+AHKaK5weKpr/189gLB5sV3vvgYQCy3OxJrmnUyfu95Ys8+5s/T7J6udgEvzEx5ym3JdBYSz8xoKA2e4Q7v+vHSIIxlFJM1UKUhjh1Wyuy3LDUSWhWAyLf4/nLbU7MjY20mU8pxdGZOl9+efWaY1QhhBBCCCFe7XxPc3CswvnVPvXII84MrX5Ks7rxWny4ia+X5njFkPwyGjBY2nHuhkMCoPC0YiwKtgxJKTfdBUUeqhZ6VxykUrqea39rLV/5ylf4rd/6LT7xiU/Qbre3Pc5tE0tcrs0Wg/6N3dK8N3ye1lp0WGPq/keYed3bmDh8N1PjVSo12UQmbi+SGxRCCCHEbpNGPiH22XQtGGy3K5OnxthB196G7RDD0T1s2BJR/nvwV1s0AVq3lWI4TthQqFo855nFLpO1gMV2glaKNDckufulQOhp6pFP6Gs8pfA8hUJhrUvcJpmhn+YYYwdTQaN4mdO//X9hswSl3LFxlgPrzXwHmxFaKRqNBj//8z/PgQMHAGR1qhBCCCGEEOKKtouj3LY9NShCzY0lzjZujQCwxg5irM0Ne9s18Klt7lO4osuxik+cGox1w01ym9Gs+KRYTs93mK6HzLcTlyhtVnhhocOlVn/HrQ9PP/00/9v/9r+N9Bk89thjvP/97x/pWLF7OnHGx55aT9Q9P9/GWpioBhybrRNcQ1GwVm4653g14MxCh5VeyvPzbe7FJew+9tRZPvieE9Qj+fWdEEIIIYS4cTvHUWyIozKzNY5i0ybzMkBym/rcBgatFL5Wgw1/ww1sbvikK+icrl298exG+Z7e9VzTqJP3l1/8Kv/pX/8spt9BK0Vu7aCQtfycTZEL9JTCYKnc+Xru/I4fIibAWmhWPHTxOVYCj9DXrPVTkszQ6qU0q2545qnLbd5wx/hIzYmhr7lrqsbpYmPhKDGqEEIIIYQQwjk2W+f8ap/pesRSx23VOjxRRSvFSjfhwmqftX625XFq6E+FiwMsbmCHxVINPDJjCPX6tj2LpV9svIuKLXxjldHzBNdy7f/cc8/x4Q9/mBdeeGHo9d1wFFc26CLGNHfNixTvIc7MIG5UKHxPDQa8uPBHcfjEg9zzlncyfe+b6GQwvxaT5rKJTNx+JDcohBBCiL0g/99eiH222E2ZqAa042w9gQcoC2AH2yDKyaVDQ1IxamMxqcEl/4Z/CYByiVRVNPRtLj4tnzPLLQvthH7ifhFgisSi77lpqv00H/ySANykkMBXVAKPeuRTi7zBVNC4vcqp//B/kndaaFVM11GqKG7N0coDDSvdlIMTdX72Z3+W48eP796HKoQQQgghhHhF2y6Osrg4RivIc0hzi7FqEPOUBarXsnGvfN7NlAJP6UE8tNOGhIV2jLGQZLDcTZmshzx9ZmmwJWLY2bNn+Ymf+AmMMVc9pze+8Y38j//j/zjS9FWxuz5+8jztOKeXZJwqEnUzjZBjM/Xr/n6Evua+gw1OL3RYaLspng8EzcHrPf7Ikd18C0IIIYQQ4lVqpzgqNxZPuRgqH5p6MhxH5XrjloXcQm7Wm/MUbrtEkls8owiKTeWb51ROVAMWuyl3hLdXinrUyfvPPfWHfPpf/yJplg0Gd5aNk2WDozGQW4s1FoOl+YZvpfkN72Ul0UCOVrDWc5v6Al9RDTw8rRmvBqz1M/ppTquXMlVXgObFxS7HD4w2rX+6EXJuuUuS2avGqEIIIYQQQoh1Dx+d4onnF5msBYS+Isksl1p9unHOYicpjnINbnGakxqLj6Gp1nM+C+2Mfu6mqhjLoKZutZcS+YZGxUcrNRggqbUi8l2D0GwjuqbzHfXa/9ChQ5w7d440t3STjDgzpPnGPFVu7IaaQWNcTaFWyi0F0OsLBsam57j3G76Ze7/hndTHpwePmQTZRCZuW5IbFEIIIcReGH0UgBBiT7T7GVP1sAhq1aapp0NNfLhGPcvVi07LYwzFhNQiWZpbS15M9hk+1teKJDO0+xm5cYlard3kVF8rLMpNBx1KumbG0EtyljsJK92ENDNUAo/xEC79/i+Rrs5jjPvFA6w38wHExRvrpTk//Hc+xFve8pYb+gyFEEIIIYQQry7bxVEWyDLjGviKIMhaF98Ya6+pee9qLODpYgAKbsDJVD0kLBKqrV5KnOVYFEmWY61lsRMDcGahs+X5Wq0WH/zgB2m1Wld97cOHD/OP/tE/IgzDXXxHYhTPXmxx8twqWMsLCx1MOW3zBhJ1JaUUx2bqTFQDjIUXFjpgLSfPrfLsxav/XAghhBBCCHE1O8VRSZrTz4xr4rvGOKocqJLbotHPulxUPzMkaT7IcaliW99UPaQTb91ScSvbbvJ+GQu84c5xZscilLX8ye/8Op/9jX9Gmrn3VzZFlk181rrc32BrhdZMftPjNN7yGKCL7Ya22GChBnm4pSIPl2SGsYq/Hnf2M8CyWNw/inLyP3DFGFUIIYQQQgix0cFmhWMzNVCKuWaFJDOcfGmF+XYMuCa4xU5S5IcMxpTxgEIVMVi5Fb2MC4x1Q1IA4szV4MVpTruImWqBByiaFZ/qNQ5DGfXa/+WOZeLeN3F5rU87zgZNfOVgkuEmPmPdogBXQ2jd5nUFQRRx7zd8M9/5N/4e3/ehf8xD3/q9G5r4Np/T6+8YH+RCnp9vs9xJyIzlY0+dve3iRfHKJ7lBIYQQQuwVaeQTYp/lxjIzFlENvA0TUDc3223epFd+6aGv4duHH1s29G23eUK5QT8kuXH3Ff/Oi8mrcWaIs3zw1S8SuklmyItfOqS5YbWXstrpc/o//jLJ/IuDSTvGDG0VVKBwm/nS3PDwY+/HHH7oBj9BIYQQQgghxKvN5jiqjGsM6zFIbtcHi1AcwzYx0XUpBp2YoRfQSjFeDagEHuCa+XJj0Eqz1s/oxC7RebHVJxuaZpplGX/37/5dzp49e9WXrdVq/ON//I+ZnJzcjXchrtFnnpsH3PewE+f4WnFs9sYTdSWlFEdn6vha0YlzLrb6AHz2uYVdeX4hhBBCCPHqtlMcldsrx1G6/NJq/au4bfhS2BSPHxR8FnkplxuCSuAxMxaR5bsSld00O03ev+9gg8DTpHGfP/wX/wdf/qOPk2Qu1jNDiT2tlBuiWXzGADqqcfA7fpzavW91xbDGDgZqJpnZMQ/X6mU0It81+uWu0Q/g4mp/5PfTrAQAO8aoQgghhBBCiO2988QsAJGv6SZuWP5qN2W5k9KJs8GmulroM14NmapHNCsBzShgrOIT+JrQ84ZyCq5+Ls7MoDluoR2T5Qbf01RDl2+aG69c1/le6dq/HFjya597kdkH3g5Fk16c5nSTnG6S0UtzOnFGllvS3JLlblMgxbCS2qHjzH3LX+Hhv/GzPPoXfoy5e143Ur6k3EQ20wix1m1A7yUZ7Tjn4yfPX9d7FWKvSG5QCCGEEHtFGvmE2GeedgH8YArqFY4dNOqp9a8N9w/dvl1D3+bUqMUlUbOhrOxg697QgxXldFZ3YzmNNcldMjEzbtLquT/6GIvPn8Raiomu7vHl1NHcWDztbpx547t54Jv+HC8sdLjUGj3BKIQQQgghhBA7xVGD7eR2PcYpC0/LbRO7QSn3Gq3++nTS4p4tGxJ8z01SXeunZMaQG7i0Fg8e8bM/+7M89dRTI7ym4qd+6qc4fvz4Lr0LcS0utfqcXuiCtYMk2l1TNQJvd3+1Fvqau6ZqgEsKlhM+JW4WQgghhBA36kpxlCm2xZXWG/iK/NCmhFR5m1ZqS0NfXjSllc+miteeqofUQh/f251it5vhapP3O6uL/Mf/6+9z9pk/wQxt2xts3VNsaOCzgG7OMvvdHyQ4dN8gnzfMUjZCbszDgYstV7opUeDikG6aAy427SWjba6oRV7xXGbbGFUIIYQQQgixvfvnmhwer3BqvsNYxSc3lrU4o5tmKAWNSsB0PaQeuTyRHgqUcmPdwH69vrU78PRgIH6crW9KT3NLJXAj/afrIRO18LrOd6dr/1PzbX7uk88NYh01cw95ZZw4ywc1gLCx1rC8za+NM/nQt3Hn9/8kd//5/57ZB97Gaqr58surtHrpyOcmm8jE7UByg0IIIYTYS9LIJ8Q+a1R8AO6YqOJ7asfC0uEGvispN+8NP+5Kdipm9bUi9DwqgUcl0FR87f4MPELPw9fulwm22K43/6f/idWvPgGsJ2l10bRXbqsAl7ycec3DHH77X2S56wL4p88sXeUshRBCCCGEEGLddnGUGmrWK4eWlIWnwIatEruhjL1Wuglxlg/doxirBIMNCXFq0ErRTfLBdoZO7Aosf+M3foP/5//5f0Z6vQ9+8IO89RvfxssrPb52cY2vnG/xtYtrvLzSk+0JN0EZty53U5LMEniK6cb1Jc+vZroREniKJLMSNwshhBBCiF1zrXHUqNPlhxv6rF1/rsHWP8D3FHdMVAGoR/6uv7e9cqXJ+wvnXuB3fv7DLJ0/A6wPzSy38ZUNkrA+cCY8eJyD7/3vCMcP4mtNoD08rQYJe4X7rLRSW/Jww1s6+kk+2HwYF3HmfHu0Zjxfa0LffW83x6hXkuVG4lEhhBBCCPGq1okzFjsJnlZDQ/Pdxb+nFZGvd4yj1hvi3J8KCDw9aPgzxm28sxYCT9GNczwNd0/XRjq3tcVLfP4//QbzZ58f3Lbdtf+Xzq3wkSfODLaOP3OhxUsrMVOv/UYUrrmwEnjUQh9PKXyt8HyfsXvexOHv+nFe+4GfYubR78FvztKJM5a7bohlmlueu7TGcjcZ+fO8nTeRSXz06iC5QSGEEELspdsnUyLEK9TBsQhPw3Qjcsk6xYZJpSVb/K/t4v3y2O0edzWbw8dy+k/gabYbHuImp4KHwvcUubGsPPtfWPnT3y4OcFNcTbF9T2s1mEKqlaJ++D7e/Od/hOUYFjsxk/WQMwudazxrIYQQQgghxKvZ1jhKoZTdEA+VRZPKrt++m718xhZTSZWi1UuZqKnBBEatFI3IZ62fug0JCtLc0E1yaqFPlluefPJJfuZnfuaqr5Pmlje87d0sHnyYv//xZ9guB+hpODhW4dhsnYePTnGwWdnFdyoATs+7uHWx44pjZ8eiDdN0d5NWitmxiPMrfYmbhRBCCCHErtkujrLYDUNPyjhKc/XBksOs3ZqjspTb0RWeVsXruvO4HVxp8v6ZLz3JZ//VL5Bn60Wq5UZDO4hBrWvEK26r3/coU2/7SwRhMNiImBuLsqA0YIaKe7F4Wg/ycFluB1s6Qk/jaUVuLRpFnOZEvsdaf7SNfOC+J2AxRXyZ5dtHy5dafZ4+s8Tp+Q6X1voSjwohhBBCiFe1j588T5wZ7pio8icvLuFpRcP3yXJDlluWOgmNyCcKNOqqo/fXB34Yu/F6XCm3pS/yPfwrbP5K4z4vfvkpvv7UH3Lp9FcB6KwuMXvk3vXnGrr2b/VTPn7yAs1qwHIn4dR8G2PdsP83fdN7WPn87w3iQGMslZm7mHngG1F3vQkV1hirBFQCD2st/czQiTOy3LDcSWhWAyLf49TlNicOjtGsBiN9puUmstMLHS62+sw1K4NNZLdabCHx0auP5AaFEEIIsZekkU+IfeZ7moNjFb5yoUXgaRcQ71BdWk5DLcMBa7c24l0ru81rjfLLBHccxC9/lZUnPjb0fHbQzJcbi+etb+ULJw9x72M/Tq59IKMTu60VF1t9stxc8ZcPQgghhBBCCFHaGkflqEGJ5Pr2h93ewrdZkhtCXBFlq5cyWQ8HCZwo0HTicrCJK2Bd7iTMNCIuvnyWf/ATP4ExO0d0/TRnLc6YvOs1HP7mH+RCyyWJMmNIMoMxbghL6GtAc361z/nVPk88v8ixmRrvPDHL/XPNvf0AXiWy3HBpzRXulnFsszJaEvp6NSsB5+lL3CyEEEIIIXbNdnEUdmsc5XJPthguuXPGaLB9z9rBv9XQ84DLNynlhkeudBMeONy8ba5pt5u8P1UP+OKnfos/+71/teFYW2zKK/9urUUpNdhOOP7w9zDxhncT+t62DZKK9eRgkWYjN4bA024DhlakmSG3dhCHKhRJZvC1e8Jukg9e92rKVkNdfCt8b+Njnr3Y4jPPzbtGxiESjwohhBBCiFerZy+2OHluFaxlvh3TrAT005yxSoCxllbfNbWt9VM6saISeNQDNzxlQ1Rl7SCWilMzuDb3PF3ktdxG7tmxiG6Ss9JNmKiFQw+3zL/4db7+J5/m9Bc+R5b0N5znmS/+Zx79nr9GELmN6OXzG2s4Nd/hnpk6y52E5+fbWAsT1YBjs3UCb5JDx1/H8sWz3POmb6J+36N0qweJs5xWL0UrRRS4AEIpRTXwCD1NO05JMkOrl9Ks4pr55tu8/o7xwfDLq5luhJxb7g42kU3WQ54+s8R7Hzx8nd+t3SXx0auT5AaFEEIIsdekkU+IW8Cx2Tp/8OxlKoGHpxQZliv08+3JNomNr2ex2A2TY5RyxwwnAPvzZ7n4yV8Ba4qEpPtNw3AznzFuE5+qjXPnn/tx/EqNtHjiODNkxgCaS2sxd0xUd/EdCSGEEEIIIV7JhuOodj/DWIPWCmtsEbvszeuWT+sVxZJJboiUB1ja/WwwZVThErWdOCXLLaGv6ac5cbfN//4//39pt9vbPr+xlpVuSi/NaUwd4F3v/yCt2LK4tEYnzomzrc1/ka+pRx7T9YjJWsDphS6nF17koTvHeeyhw9Qj+fXPjbi0FpMbl5QtP/9a5O3pa5bPL3GzEEIIIYTYTZvjqMQYPM/FUYPcU7lZr/hfFje40QxNSsnN+uAUO9S5N8glAUq7wSah1lQCjwurfb77wUM3543ugu0m71947otbmvhgvZkR2LhNwwuY/ub3M3bsIdc8uelxZdxafmblZ+1pRWYsWtniOEXga8gNuXHNfJGvsVj6aV68vqKXui3wV+KKTd3zukJTBjFjJ874+MnzrkDZvTGWuymLnVjiUSGEEEII8ar2mefmAddY04nddfdrDzc5u9glzS2TtYBektNNc4yxdJOMLLO0PIMqcldxBnE2HDNYtHbDO3ytMNblnAJPD+Kvi6t9Jmoh3dUlTv3ZZ/n605+mtXBhx/PMkpgzX3yS+x7+lg3X/pdaMWluyYzh9EIXa2GmEXJspj6oBXzH43+TSr2JFwQ88/IqJDn9JMNYS+BpkiIe0EoNBo40KwFrcUac5sXASwVozi52OX6gMdJne6tuIpP46NVNcoNCCCGE2GtyZSjELeDodJ21fkbk6cGkUq1cwm6vN0hsx1hIMrPt1E6tFFqB6Sxx4ff+GTZNgDJHqwaTfAbTRi14UYVD3/XfQG0CgH5qCDxFmls3LTTUdOLs5rw5IYQQQgghxCvC5jjKUwoP8AJNltsNhZS7qQyTykRqXkxHjXxNnOUkmSb0XaIl9DVrfbdJXWtFN0749L/4edTi+W23WsSZYamTYKzFD6u85nv+JicvZ6S5SxLqIpkb+hqtFMZakswSZ6Z4bEroK+aaFeaaFU6eW+XUfJvHHznC8dnREqZiq3bfxatlkjr0Fb7e2+mXvtaEviLJJG4WQgghhBC7Z3McpZXCV4og8kgyQ5qbQcwzaOZTRbPekKG6U6DIEQ3FSqGvSTNDVuS6Ik+z1s84Ol3f2ze4S3aavD/2moe475F38/WnPrXh+PLjGM7p6WqTmff8CNXZI9s28cH6oJjhj9flBl03ZcLGwlCt3AdqgTR3mz1y65r5qqE/GKS5HWstvTRnuZOQZDmB7wpxg1BzcCzi1Hybjz11lnacg7VcbPW52OoPCn9Loa8kHhVCCCGEEK8ql1p9t42tuE4GuGuqxnQ9YrwS8OJil8VOQjX0qYaeu0ZOc1RxPe8Gp9hiCIq7ple42Gl4a1018GhWfNpxRjfNiTzLmS/9GWd++2kuPf8lrN35en/Y83/yR9z38LfQLWIZi2tAU1gurPYx5Sa+oSY+gPrENADdOOPSWp80s7ST9cEhm+MNX2sCT1H1Nda6XMZaP2OyFrDYSZjetE3wSm61TWQSH43Oxc8x7X42GEzTqPgcHItu601ykhsUQgghxF6TRj4hbgFnFjuMVXwW2jG+p8lNXgTKluHL/71s6hvOubrJn2pDYrZMwhprSXttLv/OL5B1W6hi8976MWpQMGsB5Xkc/o4fJZw6jDF2ENznxTGmiPGzfB86FoUQQgghhBC3reE4ytMKbcHTLgcaeIrAg8TufhxlbDF4xVp8T2Myg7GWzFh8regm+aCRz01QdXGQp+DFP/wY/Re+wqHxypbn7ac5C203ETW3cPBdf4Wz6RikMUopqoFHgMJqCLRmrOoz24gIfE03zmn1U+bXYpLMcnapx2In4Z4ZVyT7kSfO8L5Hj/DaQ83d/TBeJXKzMX7Ve7XucRNV7OSQuFkIIYQQQuyWzXGUtS6OUcptDvC1Iim2vg0a+ixYxYaWMlvcXm7gA7e1PPT0YHt5GQ95WhHnhtlGxJnFDq+/Y/xmvuXrstPkfaUU3/i9f5324iUunHpmcPx6I5/7WzB9JzPv+RGC+uSOTXzuePdlrd3YzGc3/ll+L4x1Fb/GWEzuvkdaKbpFI9/mhstekjHfjlnruUJga91WiW6SEfmaL7/colHx+Acf/wqnFztM112R7QsLnUEBbeC57RjNSkAt8jYULmbGSDwqhBBCCCFe8Z4+swTAcjclySyBp5huuGtn39McP9BguptwcbVPq58R+R6BpyDPCX1bxAmKwAeMIsvtoG4OXENfLfQIfc813Z1/kZWv/RfOvPAnmLgzGJYyqkunv0pr4SItz12DJ5kh8j1ya+kmBl8rjs3Wtwz4X+kmXFjts9xN6CV5EffZQQBoyjH/RRyYGUNmoJfmeFpjrGvq6iZuY+GFYpvgKG6lTWRfvdDio0+eJTOWXpJJfLSNS60+T59Z4vR8h0trfbabKeNpODhW4dhsnYePTnGwuTU3eiuT3KAQQggh9po08glxCzg93+HQeIWXl7v4WpF7GmMtumh4W2+u2ziVc69YC/l2r2TBZgmLv//LZK354tji/IqGvuFmPmstc9/yfsK5ewdPkVuLrxR57jb2lfGs792cYEcIIYQQQgjxyrA5jvKVh1IGXymschNGPaWK5OLustZtP/A9F8uk+XojX5q7JGOZvCsbCVvPfIb5L32GqfrWpGWZ1MuNxViYevR7ie54LQDV0CP0NForPKVQKDpJTifJubgaM1bxOTRe4c7JGocnqiy2E15a6tKJc5453+L4bIPJeshHnzzLB95+9BU36fNmKAuRy/jVbK6O3SNlKa/EzUIIIYQQYrdsjqO08tDKDQvRyhVNVrVHmrsGtrJmczvlxr6yCbDcJBH5roAzxRAWzx+nOXPjFc4sdG7WW70hV5q8rz2fb3n/f8fv/JOfpLVwASjyd9Z9VY8+xPjb34cfVfA9xXa1ftbaYohL8SC7MQdY/jloqBzafKjU+saH3ADKkmaG3KxvUywLcNf6Gyf3G2PoJhnGuoJjW+Qi//MLixgLpxc6brtf4FELfbdlpBHuWLDoa02zqmlWA4lHhRBCCCHEK9bpeRfHLHZiAGbHoi3XyBO1EGMtrX7KQjuhn+YEytDU6xFVnEDfrD/OU4rJWoDveWT9Dpe+/BQLzzxB+9JZjHWxgKfVoKHoWnz96U+jH/gO8rIbCLfhqxJo7pqqbdgEmOaGs8VWQXCDQ3Lj8l7la8ebOrUUCl2cn9aK3BRDL3OLUhm10GOt74aI1MKrlyjfKpvITs23B018y52EU/NtFz9pJfER8OzFFp95bt5tqBySGUOSGYxxOS3XeKo5v9rn/GqfJ55f5NhMjXeemOX+udujiVFyg0IIIYTYa9LIJ8Q+c+vF3QQa39PEmRmsmHfTTF1T3M0crlE2Dm653RqW/uj/Jp4/A5uOscXo1eHbJh75HmrH3gwwKGq1liJwN4S+N5gYVI/k/xwJIYQQQgghRrNdHDVe9YGErEgqelphst1v4gMXCxlridO82K5QxG3GbZvopzmNSNPPDBbon/sqK0/8GxRQKbb1UTzHcidhqZNicU18tfveSvX+d5LmbipqL8npkQ8eo7Ui0Ioo8Ih8zVo/Y63fZroecvd0jdmxiPFqwJmFDiu9lOfn29yLSw5+7KmzfPA9JyT+ukaNivu8yvg1yeyGZs294JKedsPryvdNCCGEEELciJ3iqLV+RpobKoGH7ynW+tmgWLPctLA5Z6Rwm8pLbmuCZazio5QizVwMUz6/72kmaiEXW32y3OB7e3ctvRuuNnk/qjX41h/6EL/zTz5M0usMYsTJh95D9Y1/DosCu174t/m509wMGiGBHePWzY8ebMRgfVufsa7wdi3OUMCpy+1BAS5Y4swQpzmpcQWxaW5QKNpxRjvOWOokBJ5rDuyl67HngbEKk7Vg5K0DWimJR4UQQgghxCtOGUcBg61szUqw4ZiXljq8MN+hPdR4FvkaX4GnzGBQh+8rdOqu83NribOM01/5CtnpP6Hz4hexuXt8Ocxjw+bvnYr5dvDVpz7NfSfeM4j14szlNIa3CQK0eimn5tukuQUs3SSnHWckudmw8XtDjSCu2Si3uEH+ucL33DDKzFp6xXM0ooCFtZgj06PFAPu9iawTZ3zsqfUmvufn21gLE9WAY7P1Dc2PV/NKi486ccbHT57n5LlVd4O1LHdTFjsxnTgfbLIfFvmaeuQxXY+YrAWcXuhyeuFFHrpznMceOnzLv3fJDQohhBBir8n/lxdin11ai8mNuxCvBh69JKca+tTSnE6cD4pQbzaFKxAtGWNYffLf0n/py4Pb7NCxsLGZr/n6d9F44F2DQlZjLGg3eTTL3WjRyNf4Wher1KOb9daEEEIIIYQQt7nt4qjA86hFPp04I8kMSQrG7s2UwmLpAcZCklu0KjabF/FPmrumvk6cka5cZOnTH0Fbi9ZqULAaZ4alTkIvyV3C01j8g/fSfOtfRGmFr1WxxVwNNjMYYzHGEhtXjKm1ohZ4VEOPxU5Cq59y/ECDZiXgvoMNTi90WGi7iaEPBG7C5cdPnufxR47syefySnVwLMJ92zSR7wqeu3FOs7p3ybpuURAgcbMQQgghhNgt28VRoe/RrCpWuglLncRtaNNus4Kx6xvGN4dWlvX7tFpv6lvtpiilqASucS/wNFq5DW+ZMYDm0lrMHRPVm/W2r8sok/fHZw/x7r/2P/CJX/pfURrmvvFx6vc9SifJwDKI5YblxhIXTY526PPdTpmnGy7itVi2WwJggbV+xjPnW3haA654tpvmLj+Hy+FluUEpRehpF7tmBqWhl7oYUymoBR7Nis9KL+VLL68OYsxRhb6WeFQIIYQQQrxiDMdRZbNSLXIDG/tJxudfWmGpGKRhcUM2stxirCXSlrSyfgGfZorcKLLWZXqnnqb7/FPk3dXB5m2/uP4fzNIYuvY31o40ZMPzA+543TfAkW8AymYgF5v4nt6wTXC5m3Dqsts4lxnDWj8jyw3GWBQuLsqMLWK89SGV1toiXnS5LUuxcVy5WDK3sNpLCTzN2g5b9UzR8FcOOVFAkudYu3+byD5+8jztOKeXZJwqmvhmGiHHZuqoEQecbPZKiI9Ozbf52FNnacc5WMvFVp+Lrf6g4awU+uvb45OsGCqTGZY6KaGvmGtWmGtWOHlulVPzbR5/5MgtvZVQcoNCCCGE2GvSyCfEPmv3XcCaZC55NtUI8ZQi8DTG3vwV8SVjXWHqIA5N+8Tnn2Ob3xVsGPpjraV+z5uYfuv3khq3/cLiJglZwFOKOM+JAjd1BWCuWbnlp68KIYQQQgghbh3bxVG+dnGJSyBaDIor1ETesLKIUgF5MWjSFIFRmuWsxZD22sx/4pcwaYznKULfJV36ac5Sx20PTHNDbi26McP0u36IwPdpVgKiwBs08w1e01oyY0mynG6Sk2aG1czQSTLGIh+Lx3MX17j3QIOJmksuZrllpZfywkKHBw41OXlulTceaXH/XHMPP51XFt/THByrcH61Tz1yk2tb/ZRmdfRi1mvV6qcAEjcLIYQQQohds1M+ql80cRnrmsTya9x6sN7wZ4vtfe75cmOpBu51FIokM/ihprNDIeetZNTJ+3P3vI63/8DfoDo+zZf6U2T59rv1jLWkmSEdNNUxUrxqrSuaZbAZ0cWHZd6t/LuxFmssS52ERsWnn5rBuWiliHxNkhso8o+TtcBtUfTdMa1+5k5KKTJjWOllNCs+oDfEmKNSSkk8KoQQQgghXhGG4yhwzUq+1pxf6fGlcytkxtXDlduvd5InMWvPnWT1uadILr+w4T4XTrlmON/TblBKOdCjqN27Wvwwfec93Pfwuzj60DdytuWuw2uhRy/NsJbBNrlySEerlw6a+OIsp9VzOQmlFI2KRzfOQCnydD3uKLNVSik8BR4KX7vNfFm+HlOCixFbvWzQ2KWVoptkLKzFtPoZvTTfMKTEWstCOwbg+cttJqoB3WR9Y/hee/Ziy22bs5YXFjqYchPfDTTxDTvYjFjrp6z1M75ywcVEX3hphTcembil46OvXmjx0SfdlsJekvHCQmewmTLw3NbBZiWgFnkb4uXMuKa3Vj9lfi0mySxnl3osdhLumakD8JEnzvC+R4/w2kO35vuX3KAQQggh9po08gmxz/IiaVeuha8GHqGneXGxs2VS581UJv40btqPjmoc+O6/w8Inf5lk/sUtDX1lwB7NHWfyHX/ZbfMz1hXRFu+xfEw/zQer0wGOFgGaEEIIIYQQQoxiuzhqtu7TbXW33U6wV4wBpV0SNTcWZVwcleUWkydc/P1/Tt5eRCmKyYmK3OA2XQBx6opbVVhh9j0/SrUxxmwjKjYobJQZQz/NSYsCUtdI6DaeJ7mhm+SEnibyPdb6KzxwR5MDYxWOztT58surdOKci60+c+NVPvvcwi2dGLwVHZutc361z3Q9YqnjEo+HJ6ojTcC9VsZa5tdcwlriZiGEEEIIsVuulI8CF9dcbUPc1VjWt/MttmPmmpXBFP7ydbNrbBTcD9cyef/4m99BJ84IXlgkzV2zncUWsaEht267+qDxblMT33YDNMt/W4aa+YYeMFTXC7jhMlq5z3ZhLSEKNFopGpFP6CvacV5synDHLXdS4jzHU2owYAYFnnJNi2me0UsyJmohtdDn+cttTsyNXdNmPqWUxKNCCCGEEOK2tzmO0kpxdqnDl19uYYuNdP3MYIeSU77W+FoR6pzupVNceOYpLn/9C3T7yY4xV1l3l+VmsCH8air1Jve8+R3c9/C3MDl3F9ZaTi90WOmlaAWHxiucmu8wUQtY6boGoVrkkeaGU/Nbm/hCXzMWBWgNvaKJTimFLRr0tkuHKKXwFXhKu618uM8E44ZhrvZSXl7u0o5z1vobh7qUn58t3rfFbQHsp4ZLWczHnjrLU6cXeeeJ2T2PIT7z3DwAF1t9OnGOrxXHZq+/ia+XZMy3Y9Z6Gd2iaTE3llY/Y7XnGvrqkc+FlR7f//BdPHx0ioPNym6+pRt2ar49aOJb7iSDnxlfK+6aqjHdCHfMkfla06xqmtWAwxNVFtsJLy116cQ5z5xvcXy2wWQ95KNPnuUDbz96y27mk9ygEEIIIfaSNPIJsc/K4Lus0yyDtdAvptvsI2vBYPGK4MOrjjH7XX+LxU//Gv2zXwY2Jgr9iTmm3/3D4AVkuR0kK8tfanha0c8MWrtNFJM1l/B7+OjUzX5rQgghhBBCiNvY5jiql+ZcbuVM+x69NN3TTXzDLC7xVp5PbixJ7gaaaJPi+8GgwDL0XeJ2ueua+NJyOqtSzL77h2jMHmKsEmxp4hts39tmkqtWCt+DLHcJnnKLRpJr/uTMEndP17ljospdUzVOL3Rc4WSzwgsLHS61+rdcUvBW9vDRKZ54fpHJWkDoK5LMsthOmB2Ldv21FtsJaW4JfSVxsxBCCCGE2DVXykf10pwrLI8ARtsgB8XGcu0aBV9Y6DBW8Yl8b/C6vrefYyxHc62T99PcUAk8OklebIp3zXtJUeyaF4Wv232GV/pcTbGBw1MWNVTMa8sq3w0bLCDJjdvWYWGqEWItrPVTeklOZiy+VoNNIrp4TJqbwYYO33MxZpoZMuM2YtSCjFrk85Xzq9x7oEGgNYGvqQbeVYtaQ19LPCqEEEIIIW5r28VR55Z7WOuGLJbX1+CuqT3trrNza7n89O9y5oufGNxfXr5vupTfcL+iGByp1LbDVJTS3Hn/m7j34W/hrte+Ce258t8kM5wpmviUguOzDbRyW9PmmhEr3XSwTfDU5TZp7oZGlk18UeAxFvmDa3xfazJj0EBenJO+QiynlCLw3MH50GATa+Er51tM1iMotrfHaU5q1hcDAIPzCTxNq5cwUQtRwOmFLqcXXuShO8d57KHD1KPdL3e+1OpzeqEL1nKx1QfgrqnaYIvhtVjpJlxY7W/btGixVHxNJ8npJhm10OPcSp/f/8olnnh+kWMztZvStDiKTpzxsafWm/ien29jyy2Fs/Vr/mxqocddUzVeXu6yFmd89WKL1xwcY7oR8bGnzvLB95zYk+/tjZLcoBBCCCH20q139SPEq0yj4v4zDH1NbgzzazGh74Lhq+RM91z5CwJjrNuwB2g/ZObdf53l//xv6Hztc1Aco2vjTH/bj0FYBeuC8sEvGIqpQ76n6MQZlUAz16yAUtwzU5dknRBCCCGEEOKaDMdR1lqWOgkzdZ+ezW/6uZTNfMN/10rRaDQIvvNvcPlz/5bk60+gFGSDya2WfurO9cDb/yLNI69DKUXFX098GWtp9zPibP095cYNSsmtS4LaTUWb642FFqXg+cttLhXFkp52mxWWuymT9ZCnzyzx3gcP7/XH84pxsFnh2EyN0wtd5poVzi71eGmpy0QtuK5k7k6SzPDSUhdA4mYhhBBCCLGrrpiPutIqvutgjCvCVEozvxZzaLxCWMQ7t1px3qc+9Sk++clP8g//4T9EDw1WuZbJ+xbX/OdrRZ/1+NAaC1fZdHg1FsgseMYWGzAUZptV9BYXR4Zao7B04pR+6gqLcwuhp9yWeGvBWFILxpjBc6V5TmbUoHDXHWZZizM6idtIsdbPGK+GgGtQrAUeY1Wf2UZENdz++zrdCDm33JV4VAghhBBC3JZ2iqPSoSY+rRSBpzDWNaSV6kcfpDvUyDfcvXelZj5wjV9aqcEWvPEDd3L/I9/C8be8g+rYxOB4Y+1g21lmLLpo4push7R6adHQpwbnudJNWOwkgB00m7lNfP6GQR2Br8gS18iY5y435XvbNxcO3lPRzJcahTGuaa8c+r/aS8g2Ne+V54QCU3yWCgaDVL5wboW5ZoW5ZoWT51Y5Nd/m8UeO7Pr2tqfPLAGw3E1JMkvgKaYb4TU9R5YbXlzsFp8t7NS0aK0lydz2wctrMRVfc2ahw+sONW9K0+KoPn7yPO04p5dknCqa+GYaIcdmRttS2E0yFtZiWv2MXrGR0HHvv5/mPHl6kcPjVabqIb/+X17kR7/5+J6+p+shuUEhhBBC7KVbK1MixKvQwbEId12vWe4mg4k0SbrfbXxOOdXTFlNDAZT2mHzbD+DXJ1j9s99FBRVmvu1H8eqT7jEU2/iMeyy4x6aZ20wxXY9c0AG848TMzX9TQgghhBBCiNvacBzVS3OMtbR6CbXIYLcpaNxrG17RWqLAc39VHvd/x19m4qHX8sS/+1VUkXiNMze4Zer172DmwW8hycyGbQZp7qaglgWAUs8DAAEAAElEQVSVmbGDBOd2BZubz6VM1lpraPczTicdFFANfRY7MZP1kDMLnV3/HF7p3nliltMLLzLXrLDYSejEOafnO9x3sDFS4vJqrLWcWeiQGUs98iRuFkIIIYQQu+pK+airbYYYVfl4CySpccMirWW5m+Brt53i4B5Mrr8e1lo+8pGP8Au/8AsAHDhwgA9+8IOD+69l8n4ZDfjaFe+W4YGBHT/QoQV7IzX65RaUBVUM0tz8+pai+Q5X+Bpn7iilIPLdefUzQ6AVmS02QhTxpVYKrVyDYG7W85Nl+GmwZMZtH1Eoxio+oOgkOZ0k5+JqzFjF59B4hYnaxoJXrRSzYxHnV/oSjwohhBBCiNvOjnHUoIkPPL0+yBFbXptbwsk7qM8cprNwfvB81xRv+RFTr3uUA69/O+9665sHg0cyY+jGOa2+GzhSNg/WI497ZupUQx9fK9774CE+8/UFuolr2DPWcmHVbZzrJjlZblBKMRYFW3Ic1cCjl+R4WqGMwtqimU9fOReilELZImYphoNkuWGtb4l8jVKKauANNoJrpeinOaYYXNKsBKS5pRF5JJnl7FKPxU7CPTN1AD7yxBne9+gRXnto97bWnZ538cliJwZgdizadoDLTlr9dLDlECy9JKdbvKdhWisUirzYjJ5mLmZ+aalHkpub0rQ4imcvtjh5bhWs5YWFDqbcxDdCE9+VNhLmxv1cVAKP3FjS3HBpLSbJDf/6T85xuR3zF99y5y2xkXCY5AaFEEIIsVekkU+IfeZ7moNjFZ48vUicGrDQH0qa7rdBYI3FGwo+lFI03/gdeLVxvMYU0fSdg40QxoLGNfQZ435hoVBkxlIJNCcONkApHrpz/JYLvoQQQgghhBC3vjKO+sqFFlluyI2lnWWYcP8jKaVcQjPOcsarIUen68zd8+3ktSlO/ub/Rae9hrGW2uHXcPxb38dq7DbulZMb4yyn1UsBiumtZtDAZ4vnLyMza9cLOFVRuVn+2xSFmf00pxr6WGtZ7MRkxnB0us7FVp8sN/i7ODHyle7+uSYP3TnOyXOr3DNT55nzLVZ6KacXOiNPId2JtZbTCx1Weila4ZLSEjcLIYQQQohddLV81I028VE8vnweg3t+Xyvi1PDSUoe33jN9S8QgSZLwUz/1U/z2b//24LZ/+S//JXfffTff+73fC1zb5P3A0ySZIcnL5sWdX1ux3ui33X2w8/fB7nDf8G1ZboqmPEPouy2Bae6a9gJP4xXNhr7WpBgsltDTg6JKXbQKGjO8DcTFLErBUiemm2QEvibQiijwiHzNWj9jrd9muh5y93Rtw/e5WQk4T59OEf9KPCqEEEIIIW4X28VR8dD2OKXc9bXLz9gtscDB1z7MC5/9rWt6zfDQCWrHH6Fy94NUqxWy0OeLL6+6ofpYkmzji4S+GjSBoRSNyOPxR45QCTw+8/WFwXb0bpwTpwaloJe6a/N65KO3ac7ztCbw3ObBMqbIcusa+65w7rmxDM39JzegNGgs1dCjHm7c/GespR27pq966BP6HjMNnxNzY4NNg50455nzrcGmwY8+eZYPvP3orjS5Zbnh0pprbizjlWYlGPnxK92E5y+3MRZyY2j1M7J8fVNjJfAGcVn5vpPMsNJLUEAt9Omn7vtyM5oWR/GZ5+YBF7d1Yred/djslXNgaW44O8JGQgb3us8hyQxawXg14E/PLNOJ81tiI+EwyQ0KIYQQYq/Ib8eFuAUcm63zwnzHraO3Wydp7rdyiud2ix/qJ95K5fAJgA2Bui2a+op5ny75p+A1c2NUQ59G5PHYQ4f3/NyFEEIIIYQQr0zHZutcWO0TBR5xZijyYvseTync5NXJWshkPWCuWaGXZNxx4kG++2/9L/jjs4TjBzj+3T+K53mD5JXvqcEmPnDJzjjLyY0ltxalFF7RxGfsemPfhtdWm+Iy3NaGbrKeOFztpTx9ZonlbsqltXivP45XnMceOkwj8qiGPsdnGygFC+2Er19qDybwXqskM3z9UpuFdoJScHy2IXGzEEIIIYTYEzvlo3Zq4lOsxxhqh39vZtnYkJZbV+z5wnyHo0VB4n5aWVnhb/7Nv7mhia/00z/90zz11FODf7/zxCwAc80K9cgjM5bT850tm+B9T7HWd7GcUmrD53o1w0+llPvytcJTOz9+u9uHGwStdcM5bVFkrHBbD8ZrIRPVgMBTaO0Kja11MUk+dCLWbh9flsNjktyQ5a4ws9VLWewk9JIMsCx2Er708iqt4vMAqEVua32cGTLj4neJR4UQQgghxO1icxxlihq6cmubtQxuLynl6uQO3v8WtOcVN+4cR3mNKcYe+k5mv+8nmf72H6d6/BvwgpA0twSe2xAeZ2bQxBf5mql6wH0HGrzxzgnmxquDBqAPvucEx2cbg22CvtZEvqaf5mTGPY/bgKeo+DuXD9dCd96+dpvzLJb0CnkQN+RyaMN38adW7nzd57Ixyljrp1hr8T1NtXi9ufHKYLP36+8YZ6IaYCw8P99muZOQGcvHnjpLJ9649e16XFqLyY3bclieexm/XE2rnw6a+OIsZ6mTrG85rARMNULqkU/g6Q3v2/fWmyFrocdUI+TwRBVfq0HTYvk+P/rkWU7Nt2/4fY7qUqvP6YUuWMvFlmtwvGuqtmWYzbBWL+XLL68WTXyWbpKx2Elo9dLBzxoUm+CLnyUFg/+eWv2MxXbCxVafbpJx8twqP/fJ527q+74ayQ0KIYQQYi9II58Qt4CxyKcdZyh15Smd+8niikWvVBWrlBokCfNNh2qluGuqxpGpOr5WPP7IkVtmcooQQgghhBDi9nN0us5aP0NhyYtA6lYIpwwWrRSBpweTE2uhx0QtxNRneM0P/F1O/Pn/lvrY2OC8y2TvcBNfkptiOMr6dvS8aOAruUSwa/DztPvyPYXGJYJ1kRS2FlLjPidrYamT8OyFFl86t3ITP5lXhnrk8/gjR/C1YrIecu9sA61gpUhUzq/FG75HV2KsZX4t5ssvrw6mbd5bTJSVuFkIIYQQQuyFnfJRW4aEsN4Ytl2h6dXuH34+UzSFteOMsX2+vj1z5gwf+MAH+PznP7/t/Xme8xM/8RO8+OKLwPrkfZTinpn64Nr/9MLGZr5zS71iC56L4Yab6rZtxiseOpx229AgqUBrhad3+Ow3Ndlp3FbAcKgI1+KGzISeplHxma5HVAOPssSwHOBprAVVFB+bjTGn1q5od/g5dRF/KgXV0HPv27gtGsvdlNwY0tzy3MU1VrpuG4OvNaG/vn0C2JWiWyGEEEIIIW6GMo7SxbAMKK731dA1Neu36yJ3o5QirI0xdeyBLc+pAO0F1I5/AzPf8eMc/AsfZuyN34k/Nj04RhfPd+LAGK+/o8nrDjV5/R1N3nz3BA/dNcG9B8aYrIeDeOWvve3uDXmFcpsgQD3ySHNLUmxJA6gG3hW3iYW+R+S7praykSu3Ln+1nTS3g2UB5Xtcjx3dVr91lrV+NogPmhUfUEzXQyZq4dA5aO472GCmEWItnJpv00sy2nHOx0+e3/HcR9Xuu7ikPI/QV/j66iXVWW44NdTEV+b3Ql8zVQ+pBB477S7USg3ygrmxKBTNir/nTYujePrMEgDL3ZQkc02k041wx+OXuwnPXVpzGxuNYbmb0omzQaNoLfQZr4ZMNyL3VY8Gf5+qh+7nylrS3NCJMz5/dmXw/f3IE2f46oXWTXnfVyO5QSGEEELsBWnkE+IW8EfPzRN4bvLNrczY9cJRa9ma2S1u2zBhCPcLiolawOsONfG14n2PHtmV9fZCCCGEEEKIV68zix3GKj5LnfTqB99ELmlrODZTH0xOnK5HACy0+3hRjYOH70CxvqUB5ZKFppjYOtzEp4ttDhuKKYvmPV0OU9mUC1RFUWU50bKsuzRFQtlt/sv4+MkLt9REy9vF8dkG73t0PWH3wOHm+naOhQ4nX1rh3HKXVi8lMxsT2plxGyvOLXc5+dIKpxc6ZMZSjzweONwcJOokbhZCCCGEEHvhavmozeGFsWAYpH82fBm25oN2KgHtpzmBp/mj5+Zv9C1ct6eeeooPfOADnDt37orHra2t8Xf+zt9hdXUVuPrk/ZVuwmInISi2rCvW47Fyw96w4c9uuIlv0PhXFAeboXzb5iY/s7kwtmj621g3aNFFs12zEqD1xhMxQ017m4uPN8ecww2FxlqMcf82BqYaIWOVAKUUWW5Y6iTEWe6KTy+3B5v5yiLWMkTK8s1JRiGEEEIIIW5NZRyVGjO4ht8wGKMw3MA3bO51j2z4d3jgKJNv+wEO/+D/wsw3v5/q4RMotbWMN3czN7i81qcW+jQqPrXQx9caT8MdExXefu80H3zPffzIO+/h/rnmluc4Nuu2ok/WQjJj6Kc5aRFQXGnLWmms4heNZxCWzXzGNQQOX9Hnxrqt72Zo83sRD9ni88hyg8XFIau9dBCXNqsBntYEnuLu6dqWc1BKcWymPmhye2GhA9Zy8twqz168sUavcuBmGafoKzQ2DntxsUuaW/Ii5wPFFvRqMNpzlNvUi38a9r5pcRSn5zsALHbcBvXZsWjH99PqpRuaGZeHNhI2KgHTdbeRMPT1lufQShH5LlaNfPe9V0rRjrN93Uh4JZIbFEIIIcRuk9Z9IW4BX7u4RuAprnPT9k2hYOMvIwbjQtfv2K63z9Mu0Hz9HeNM1AIef0QCDiGEEEIIIcSNOz3foRF5xLdaIGXdlNJK4OFrxfe/5U7+7//itjl0E5fAGot8Wr1sUAiZ5xZjXMIyzQ0MN/ENJYLdoBS1c3VsoYzf3LYEl+TUSpFkBmPdVNRukrHaS/jYU2f54HtOyHTHa/TaQ00+8PajfOypswA8cKjJxVafi60+SWY5v9LnPH3ATXB1jZuWJNsYNYe+Yq5ZYa5ZAaVoRJ7EzUIIIYQQYs9cLR91Pa1VozwmMxB4iucurV3HK+zwnLnh0lpMu5+RG4unFY2Kz8GxCH9TQepv/uZv8tM//dMYM1r8eO7cOT796U/zPd/zPYPJ+x954oybvE+DU/PtweR9Yy22yJoZawcxmAvjLKMM5S+3VmjFlin+ZQhY3uoKINef19OuAHes4tONU4xV5Maicc14tW22bFiK2LN43bIEd6eYcz2icTJjsGjiLKeSaSqBR+hr1vopSeYKFJtViHyPU5fbvOGO8cGjy+UWvjdagawQQgghhBD77WsX16iFHqu9dMO1eW7spiEe21/jTt19P40Dd1KdPUF076MEE3Mb7ldKobFsN+uiHnqMVXx+6O1HyXKL7ynq0fZxz3YePjrFE88vUvE1WrtYIc8tvlYjXZMrpWhWA1a6CZ5WhGiS3LhFAKnB99zG7szYjRvHVbFhRCmsXY8lunFOL80HG86b1YDI99AKjh9o7PielFIcnanz5ZdX6cQ5F1t95sarfPa5hW0bGGG0mNErBp6UccooW9XKYS5gaRUb/ULfxWRXTeCVNg1tKd912bSY5ZaVXsoLCx0eONTk5LlV3nikteN73Q3u83J5rU5cNFlWgm2PTXPDqfntNxKORVsHyewk9DXdxHV8TlZD2nGKsZbn59vci9tSdyvlMSU3KIQQQojdtP9XN0K8yvWTjPl2TG8ft/H1XvhTdHWM6NCJKx5XJvCsXQ++rxa+GgvVwOPRo1P85bfefUsEVUIIIYQQQojbW5lMWutnI8UlN5MqtiD0koz/5luOU68E5MYVOpZNhy6Zt54gTHJD6CnyomnPAJpNTXzK3TZKDlANZ5ILnl6/3WJJcsPlVsxdU26S5+OPHNmlT+DV4/hsgw++5wQfP3mek+dWmRuvMtessNxNWezEdOKcODNFgm79GxL5mnqxqXGyFgxWbzx05ziPPXRY4mYhhBBCCLEn9jsf1UtzLq/F9JOMSnh917yXWn2ePrPE6fkOl9b65Nv05XkaDo5VODZb5y1HJvhXv/rP+OhHPzrya/i+z4c//GHe+973Dm4rJ+9/9MmzbvJ+0OSFhQ6r3ZTlboJSbsOcQuF5bvdckpmh5ryrv+7mUM8VA6vBpj4zXBVrGSoYVlRDzzXvaY3N1r+/gae3xMtaKdJsvYmv6DdE651jznITvBp6sjQ3hJ6mm+SEvodWivFqwFo/o5+6Qs6pugI0p+c7g8LF0HclqhL3CCGEEEKI20EZR4W+N2hI23yNr6/QxAegtMdbfvB/4FRLEZvtjxve1j3879zC/FrMkcnqdcVRB5sVjs3U+PzZFWqBR6ufkeWWwNu6JW0ngacZrwas9lI8rYiUR5objLWkuSXN3HAQ4+ZUDhobPa0Hea60GDRpjHsO39M0Kz6e1mgF9x5o7Ng0Vgp9zV1TNU4vdFwjX7PCCwsdLrX6HGxWgGuPGe+crA2eGyDJLJkx+HrnJskLq65Rq5fkgw10Y5WAUZv4jF3fjl7mCYcbGK+naXE3XFqLt+Qza5G37bFni42E2dBGwijwGIv8K/63sJmvy83tbihOsxLQrAS0+hmn5ts8ELj3eyvlMSU3KIQQQojdIv/fX4h99syFNeLM0Ev2Z4tEfP5rrPzxrwOKiW96H9V73rLtccPThIb/fSUaF2jeMVnj9GKXX3/yRd55YnZPg0ohhBBCCCHEK9+ltZi1fsZyJxl1tuXNY13BZqufohS0i2mcSZH0Cn1FoxIU+ZkiQWUtxq5PLC3vMmZoK8KITXxbTqco8HQFpGqwaQFgvh3TTbKbMsnzlarczvHGIy0++9wCLyx0mKyHTNZDwCU8k8xgjCuMDX29JQF8z0ydd5yYkc9fCCGEEELsqf3OR/USVwz4zIU13nL35DU99tmLLT7z3DynF7obbt/uehs051f7vHh5mf/5f/oJLn/9C4xFPpVg+wLEYc1mk5/5mZ/hzW9+85b7tpu8/8VzK6z2XWNckrvGPZMZF3tZ6wpVt0molYWtpeEC2u1qHrVSBMWWi8zYQXGsO15R8TXt2MWeg4JQzzUBbn753LjtGcPx5cgxp1qPL3NjwXMNfbkxeFoDirGKj7G2iIszJmsBl9ZiwDJWCfC1Lgpno6u8mBBCCCGEEPvvmQtr5MZdRw9vm1NDQzGGb79W1jJoECyHdQzHEMZCO86vK44qvfPELH92doVq6NFJ8mJDWA4bIosrC32PiZoqmrYska8H8UluXJPe0NwRjAGj7KDOMDPFwEqtaUQ+1dADFIGnOD5CE19puhFybrlLklmWuymT9ZCnzyxx74HGNceM51f7WLvAc5fWONisEPmaODN045xmdftGvl6SsdbPAEu3GJLTiPyRmyLBDYEB0FoNhre4z2PdKE2Lu227fOZ2DY3DGwnXhjcSXmMTHxTbKLXCGEtuLb7WzI1HaKVu+kbCayG5QSGEEELsBmnkE2KfLazFdOJspNXsuy1dPMfyH/4qWBeArXz2X5B3V6k/8C4XKBWxVXlq17rpQmtF6GnqoQfWcnqhy+mFF2WSiBBCCCGEEOKGtPsZC2sxqbHYfYil8t4a8ctfoXbvo9veHwWa5U7Kr33uRWYbkZtMWtTKaqXQSlENPLrJ+qaErHgv1lq0Vgy/La2ur4lvmBna2KBxGyJyY/n65TYP3Tmx55M8X+nun2ty/1xzMO31TJFcBY0fbkzOeRrmmhWOztR5+OjUniVdhRBCCCGEGLaf+ShwDWadOGOxHY/8mE6cDabcA2Dtlin3m0W+xuuv8NV//0/oXD4HChazhGrgMVELdiywvPvuu/m5n/s57rrrrh3PZ/Pkfa010/WQxU7iNuJ56wWIqux4KyjWty1Y7GDoyk7no4s8XbmhAiA1+WCLnlc0C/paucY81odxAvjF825+9n7qGg3zoiEQ1jfujUKhBuefG4unFb00pxHpwRFjlYClTkKWG3pJjrGu4W9u3MU+c83Kho0TQgghhBBC3KoW1lz80i+atjTrAxQ167V01lqXexm6rnZNehv/PazcVlfS5UZua8mL7XbGGtIcTl2+/ka+++ea3H9wjK9fajMWeXSTjNy4Jqyxis+owUDgaabqIWv9jDjL8bXC04qusVtiH73pKT2t8LViohoQ+q5pbboecvd07ZpiA60Us2MR51f6LHZixio+/+EL55luFINCRowZhzejZbnluUttcuO267X6Kc3q9o2F80U8G2em2CKniIJri23SYk1gUHxItdDbNi7cqWnxvQ8evqbXG1UZTw7nM7dTbiTsDm8kjIJrbuLbbP1HaH82El4PyQ0KIYQQ4kZIF40Q+ywtklg3W7a2yNInfxGbbUyYrv3pfyDvrNB85M+DGl7bvh5ou19AbPplw9BzlJNEdTGZ86XlHkvdhLlmhblmhZPnVjk13+bxR45wfLaxh+9SCCGEEEII8UqUG0urnxVJzpv72jZPWf7DXyGdP0O6+BLNh78XpdcnZVpcAm+1n2KM4fnLa7yw0OHwRBVYT8o2K/7GRr4icVdmecvjdqOJz1pLjnsaX+tBsSfAfKsP1u75JM9Xi4PNyiCJmuWGS0WxdJZbfE9Rj3wOjkVStCqEEEIIIW66/cpHDeul+WC6/9Wcmm/zsafO0o5zsJaLrT4XW32SbGMQGPpqsAEvySyL507x9f/wC2TdFqrYZBd4ml6aE7cMU/WQyN94Pf7II4/w0z/90zSbVy8KLCfvv+HOVX7y33+ZMmALfc14NcTTuCY247bSDTfMgQv5PKXxtRoMcRkeUFNuZBgOAy2QZmZw3PDZ+xrS4jMp40qlFKqI+YaLKbPckOYGpVzMWd5TFh6PWnhZHlc28qX5xu+JVopG5LPWT+kkbkODtW5TBcDRmfpIryOEEEIIIcR+K5uu4rTM4TCIP9x1uxrkc/JNCStfbxxGaYzbTDesvAQfNPEBkafpFt1UxgAanr24dkPv47sfPMTvPXMRaz1CT5Pkhl7iBr2MVXYeeLKZUopmNSDJNJ04pxOnRSzhthRS1AtGvgdqeLubLuoOFc2Kz9x4hYlaeF3vpVkJOE+fpU7CWj8jM5bJWsDltXikmDHO3Lb4pU5K6KsivnHbBdf6KQCHJ6rbfiZrPRffxEVjZyXwitGZo7HW0iseGxVb48d2WISwuWlxsh5yZqEz8mtdq3LwTLk4brshQN2hjYTl+6hHPnpz5+Z1KD9upfZnI+GNkNygEEIIIa6HNPIJsc+0VmQ3ufLUxB2WP/mLmP72QX732c9geqvMvfuvklqPIs52RbJDxw3Hqxr3Xvzi/SgU0w0XcFcDTZJZzi71WOwk3FMk6D7yxBne9+gRXnvo1pqWIoQQQgghhLj19dKcEfOKu8Zay+rnfoN0/gwA3Wf/mGx1nplv+WvoqDZoKrTG0k1yTp5b5chUjTS3vLjYKSZ/emTGMDMWcaHlplaWGw1gfZpr6UbfoivQdAlUpVzMluQWz3PJSZesTJhqRHs6yfPVyPc0dxQNnEIIIYQQQuy3/chHbVYWsV3NVy+0+OiTZ8mMpZdkvLDQoRO7IsHAc8WMzUpALfLw9Xoh3KkvfI5nfuufopLExVnWkuSuIDPyNWhYbMdM1UMqRdHk933f9/GhD30I37+2tPlELeQ1c03a/ZSnzqSkuSXwFQrFRC1kpZuQKlcMmRXNfBZLoDW+pwexniqnY27D4oqBs9wOYkZPq0ETnlaK3DJYmVDm8PRQI6A/VFBZbhEZvPbQPyyjxZ9FjeuG13MNhBufIQo0nViR5AYFBL4ebMN4+OjUCK8khBBCCCHE/guKxpusSNxY6+bih1pjrLvG10Uz3+Zoy7Cxzq68ah5WXteXTYGh7zZyq9QUG/ncIxY7yQ29j2MzdU4cHOOrF1oExWATY12j3VInoRH5RIEeqSnNYjEWcmvxPE1mDRrIi3cX+R6eVqzPr3TDVUJP88YjE9TCGytZrkUeSZaz2kuZaUQYazl5bnUwYORKMWNmDN04p9VPmV+LSTJLbnJa/YyxyEcpWGwnnFnocM+m5QTWWrpFTJUWsXXoX1tjVr8Y0KK1GgyYmRmLdjy+bFos4+GLrT5ZbvakIaxRcd+X8j0lmSUzZsPnV26oLDcSKqWoXONnMMxaiyk+S6+Ii8v/5m72RsLdIrlBIYQQQoxKGvmE2Gdug8TNS5zaLGXpD36ZrHX5isf1XzzJxf/4T5n6th9He95gMk05bUarorh0aDJQ4GnyIllYjzxqoU898njtoSaL7YSXlrp04pxnzrc4Pttgsh7y0SfP8oG3H5XNfEIIIYQQQoiR9dIca0GzNTG6lzpf/hS9F57ecFty4WvM/+7PMfNtP4rXmBkk37RSdGJXcJrkOaHn0YkzFIpunNOsBlR8VzjqaTeF1VjQyg4a+VxB57Wf54bt6dY9n9bge27jgzauuLTiu60UF1p9phrRnk7yFEIIIYQQQuyvm52P2o6xdlDMuZNT8+1BE99yJ+HUfBtjXUPaXVM1phvhls0I1lq++Af/js9/4jdQuMLDwHNNcElmMMXWg8j38D3FUidhZqzC3/1//w/84A/+4Mib6Ia1+24Tg9aKRhQQ+oqH7pygl+akuWG1l/Hll1fIjdviUW7yyIwlNwZPKzy9/fY9a925u21+69vaA98VrBoLvu8KY41xhcTllr3yWHAb2YffW1nYOog5tXttY91tlu238m3+sSkPsUWxsire13DTYFmE3E0yt3Uj8GjHGffM1G/JDQpCCCGEEEJsZ2Ysclv1ykGOuOtjz1P4StFP86Hr8PK6+uqG53kY65oBo8A18W03f6Wf5jfUwOV7mvsONIpYJcUYSxRocuMGc6z1UzqxohJ4hL7bID4cG1hrB1vHh9+z7ym0crmuOMsJPc1UIwRbDORMoRK47eVlLeGN6iY57djFY70kp5NkjFcDaqG/Y8w4+By0plnVNKsBhyeqg3pGRcZyNyH0NYkxfO3iGhO1gKn6epNdmZscbj7zr2ETXW4sneK8q4EHKMYq/hU/k1pUfraGrFjPeGkt3pNGsYNjEe7HSxMVg1hcPnP9Z67V37iRsBp41xVPl8phQ7r4eVOq/Gxu/kZCIYQQQoibTXb1CrHPKoH7z9DehOSptYaVz/6LwfaIqwnueB1WexjL+rTQYsqnBVDrU3MiX6OKiTuR71Ev1r6PRf4gsHr9HeNMVAOMhefn2yx3EjJj+dhTZweBqhBCCCGEEEJcTTXQKOWmQd4s/bNfZO3Pfnvb+7LVy1z++P9BcvF5ACqBx1Q9pBH5WAudOCfOcnytaPVTlrtucupUPQDWp0yCS9CWSdpRJp9uxw79pXwurYoiUdanaXrFJowyHisneQohhBBCCCFeeW5mPmo75euW57GdTpzxsafWm/ieL5r4JqoBb7hznNmxaEtBZp6mfPZj/5TPf+I3NtyulCsqrYZuGwS4wtIst3hhxKOPf5Dv+Qs/cN1Fh3kRbBXzLYstGopa6DNeDTkyVeP4bANfu83oLh5TRY7NbTaIs5x+mtPPzPpX6uLHzJhBY12Zh9NqfdO6p3Sx0d01/BmzPhSmLCYNvM2Ft8XmPltu7VMb4k5jt//5KG8pjyzfq3ve8rEbH2etJc3NIJ9YCz26Sc7bjk9fz8cthBBCCCHEvnjg0FhxXb71viQzKLU+SMOM2MQHFNv23N/LjXxuCMnGa+vyb+PVgEvFNrTrdWy2zkQt5MTBMbRSJJllourTiHx0sfm7m2SsdBMW2jGLnfWvhXbMSjehm2Su8VArGpFPs+IXcYqrFwx8Tei5P7PcohWDbehjlRtv4styw6nL7cH28rUiv9WI/B1jxp0M1zMeaLqGvSQrYybLF86ukGT54Pi0uC8vGzc3NTteibWWdpxircX3NLXQfSaHxq885MTXmtBXG85tr2osfU9zcMydT71oIGz108H95YAcWN9IGNzgZsDyPQVFDFsLNzYGNisuj7p5I6EQQgghxCuBNPIJsc/izOBrtWWa5W6z1tJ66jfpn/3iSMfX7n8H9QfeveG28pcPSis8pQg9TaWYwgPgae2m8njbr38Pfc19BxvMNEKsdVNVe0lGO875+Mnzu/ROhRBCCCGEEK98ilrg0c9uTrImXXqZlc/+S66UgjVxl/lP/FN6L31lsJHv6EydmUZI4ClavRTf01hreWG+jbGWRiUg8j1Qis1DO629rmV8xWPthg3qSrlkmsIlUssi1jKZmRSTPHPDDSeChRBCCCGEELemm5WP2okttuolV4jjPn7yPO04p5dknJpvYy3MNELuO9jYtkCw327xn37pH/LC5z+743MqBRXfw9dFI2N1nHf/yN9j5r433lBuahBXFae13bbDI1M1purhoBjRNRdqQk/jbWiGs4Mvd87b5+Ei36MSrMd05bCW3NgNWzt0cX9ZMAvrmw4s65v3PA0MFR67c9nazDd8XsCW+HXwxEPHr8VZ8ZoKX2ushalayEQ93P4DFUIIIYQQ4hZUCX3Gi2ai9YY9S5K7wRvDm8/Vpi+tXHHu4EttPaZ8vnJDdpy5Dd/Dm7tDX+NpfcMNXA8fnQLgrskqB5sRoafpZ5Zq6DNdD2lWA5ffKi74TTEwxAxtTYt8t81uuh5SDX1AEfkek7XAxQlFXBCnZtDwV9YQzjaizad0zV5c7JLm7pySoqGrEngcnalfd1NZ6GseunOC6WL7Xrl1sZfm/NnZ5UE8VIY8gw3nIz5/GR+VsbBraFRM10MmalePj8rhK+UQmSzfu6D+2GwdYPBZzK/Fg5/vXrLNRkJv1E9hK4ulXzQGRjs0e27eSCh5TCGEEEK8kkgjnxC3AN/TI0/kuV6dL3+K7rN/PNKxlSMP0nzkewcJufKXC5XAoxJ6VHxd/JKgnOipGav4lHWiV1r/rpTi2Ex9sJnvhYUOWMvJc6s8e7G1e29YCCGEEEII8YrlaUUY6EEh4l7Ke2ss/8EvY7PkiscpBUHzANW5e1xzHi5WOjZT50Ax4CRODVpBN8l5caGDAhrFtNIyFWeHJrba64gUXRJt422R7w02NzSGkmCeVi7xrPZ+kqcQQgghhBBi/92MfNRObPH6O1U7Pnuxxclzq2AtLyx0Bpv4js3Ut91ysHLxHL/98/8Tl1/82tVfXEHkayYP38NrH/+7LAczN5ybKmOrcuN5kq1vvCtVQ59mNaBZDRmv+Giliq0UitB3TXqVwCPy178qwfZ5uPFqQKPiY63F025LvacV2lMYawZFrFq52DLwtPu8C2Xx5XDRaVgMfBneIlJuBrGbjqc4Dtxgz+0+Y3BNha1+SpzmKNwGxnJDx5HpmsScQgghhBDitnP3jGtuKq/PjV3PxQwP9PC0wvfWv8pN1uWXVhvv94YmZAya+Sykuft7eTlfNjfdaAPXwWaFYzM1UIrDE1Wa1YDQU9RDV+cX+R7Nash0PWKmETFZNJpN1kNmGhHT9YhmNSxyYIpmxefe2QbNajAYnGKKTeDt4rq/FqwfWw1vbCPfSjdhsZNgrCEuclqR72oWb3QznFKKt9w9QSXwBjESwGI74Ysvrbrti4Nj3Z+jfDeG4yNg8FkFnuLIdG2kcytzhWUYdiPNc1dTNntO1gJCX5HmlsW2y4+mRcxZbqfXxc/09Rql2fNmbiQUQgghhLjZpJFPiH02VvEJtkt47aLeqadZ+7OPj3RseOAeJt7xfpRy51QGp77nJn6W4Zfvaaqhx1Q9ZLwaEGdm5PXvqthM4WtFJ8652OoD8NnnFm7ofQohhBBCCCFeHRoVH2XZMJF0L9g8ZflTv0LeXbnqsTqqM/NtP0KlVh9sWqgWWxdOHGwS+R6ZMegi/js13xkUSzaLaa7u38Vr45LBZmgrw1XP11pys7H9z9eq2N7gXkfBYFKmV3yAWqmbMslTCCGEEEIIsX9uRj7qagKtaUTbF29+5rl5AC62+nTiHF8rjs1u38T38nMn+Z1f+Enay/Mjv/bRB9/Kn//b/4Da2OSu5KYOjkV42hUWlkWH3TjfclyZK2tWA+qR7xr/FIMte4NNHWp9QwdszMNN1EJC3xvEa77ntvUBVH29ofGuXIJRDT2uRik1KHgdbuaD9Xh0uEiz/FOp4S19DF63l+Ysd5NBgWWzGhTFyYojk25DhsScQgghhBDidvNtrzsIrF/Dg7tWHt7E52nF5tBFqa1fm+/3hmrxhp8T1q/Bj0y5hq/daOB654lZAOaaFeqRh6c1gad5/eEx5sYj6pFXnKsqGs40vtaDvFc98pgbj3jDHU3uP9Tk4HhlcHy5ya/VSwc1hGVcMrdDDeG1uLDqYrhOP3MNYErRrAYopUaKf64m8D3eeGRi8LmXQ1surfX58surtPrufXnlZkazc/7OWrttfFQO3jw+u/3W+c0yY0gyu+F86jvE1LthuNlzrum+Zy8tdUlzMzSEtHADP47G2pGbPW/mRkIhhBBCiJtp767qhBAjuXuqtqeVp/H5r7HyxL8a6Vh//CCT7/5hlO+KSHWRtPM9xUQ1IPC1+3eRdIPrX/8e+pq7pmqcXuhwsdVnrlnhhYUOl1p9DjZvPHgXQgghhBBCvHIdHItIckPoabpsLZTcDdZaVp/4GOnCmaseqzyPA9/6XxM1Z6kUibRa6G1I9h2frfOVCy2MsfhaEWc5Zxe7KCxR4BH6mn6au2ToUOKv3NCnsEPTPtXQ/cWWBFwSyw6OcfGcSwQqmlVXMFpOzNRaDZ7H1+qmTPIUQgghhBBC7J+9zkeNRBXnscmlVp/TC12wdtBgd9dUbdvCxmf/8yd48t9/BGvNlvt28uC7v5c3ffv3o7Tmrim1K7kp39McHKtwfrVPPfKIM0Orn9KsBhuOm6iFTNdDFjsJzYrPUicZPH6i5pOXxbou8NuShxtWxnOBVlQCj3ZsN8SHxbL3orlwtEJWTytCNEluXByJGhQPD2JMCyi3FcT39IYtfca481/tpYPbfc9txfC1phNnNKs+zZpf3LffP4RCCCGEEEJcmzcdmaRR8VkqNpOBG3yhcFvSbmQrGbh8jbF2Q44H3OazKPA4UMQqu9HAdf9ck4fuHOfkuVXumanzzPkWK70U31ODbehlE1qaG2wxVDPwNNXA2zJoRStFNfDoJm4YSzvNUbk7vjliDeEoeknGWj8DLO3E5QWrgcvDDefjbtR0PeL+uTG+cqFFZiyTtZC1OKOf5lxY7bPUSagEXhEnWTJjCbxyU6Mlyy1pbuil+SB/NxwfaQXHDzS2xI07KYfFRL5rqPS0y5HupXeemOX0wovMNSssdhI6cc7p+Q6zY+57OPikr7ufzrLWH73Z82ZuJBRCCCGEuJlkI58Q++zAWIS1dsvUnd2QLr3M8h/+KoyQzNTVJpPv+TF0tJ5ALVegj0U+9Sgg9Dx87YpA4cbXv083QgJPkWSW5W4KwNNnlq7jnQohhBBCCCFejcqtB3uh86Xfp3f6T696nAJm3/4DhHP3EviaKHAJp7FNCdW7Z+rUQh9j7eCY+bWYfmoAS8V3CTzLenw4HCdaW25EcLFY+VXeNpzg9bTbtudrhe9pxospn8BgCEtQJIZdclPdlEmeQgghhBBCiP2zl/moUZRb3A5sU3RY5oaWuylJ5gohpxsbCz1NnvPkb32E//LvfnXkJj7t+bzjL/1N3vydfwlVVP3tZm7q2GzdPWfdvaf5tXjDBo3S3dM1Ak/haT0o2OynOa1+ilaK0PMIfW9LHm5YWUwLEAUevueGb8aZKQpC14tHg216+Mr7y++/ZX0wjKfdhj9V3F9umBh+J27rn2sm7Ke5i0eNJcnN4D6tFfXIZ7IWDIpMG5GLRyXmFEIIIYQQt6uDYxGHmhVya9HDeRvWt4XdKIXacP3tKff8ZQPYbjZwPfbQYRqRRzX0OT7bQClYaCd8/VKbJDMopaiFPuNV14A3Xg2phf6229IBmhV/0MRW5q7GKn6x7U9x9wg1hFcz344BF0dluUGhBtveN+fjbtTdM3WmGxFYyK1lshbQiFxMo5Wim2SkmaGfGRbbMYud2P3ZjlntJXSTDGvtlvgo8BQnDo4xeQ1Nja2+i1nrUdHs1qzgj7DJ70aUzZ4oxT0zdbSClV5aDN2xxdb1rRskR2NZ668vjLhas+fN3kgohBBCCHEzSSOfEPtssZsOEmK7KVtbZOn3/xk2i696rPIjpt7zY/iNqY23KzfFZKyycQrMbq1/10oxW/ySYbHjzvPMQmek9yeEEEIIIYR49bq0FtOo+KT5dY97vKLeiydZ+/zvjnRs44F30XjN2wg8jafVoLlwZlNCVSvFPbN1tFJkuaFZDUiNm8y52kuJAo1SCo1y/6Nc4tYrBqxcKWocWt6AX0x/VUrRqPhM1cNBcsti6Q8Vfma5K5C9mZM8hRBCCCGEEPtjr/JR18JTisWieW7Y6XmXGypzRbNj0YaNCmnc4w8+8o/46hO/N/JrRbUxvuNHP8zxt7xjw+27mZt6+KjLq03WAkJfkeaWxaEtHSXf0xw/0EAriHxv0MyXZIalTkI/zQdbBnbSz4wrBlVuKMtSJ6EeemjtYr/IdzGlAtb6GbnZ2OzoF8WWbpRLWXi5fn8Zz5bPXx7rKQbFylq74uLB/crFr5HvGhSn667AtyzEPDZdJ/S1xJxCCCGEEOK25nuaesXfdut1bi3X3Mu0iS0axkoKMFAM/XD5nd1s4KpHPo8/cgRfKybrIffONgbNWl9+eXXHASXbKQdGLnUScus2hgeexqIG2+d247zXehkAnTjDgsttBdvn426UVoo7J6tM1cPBtnTP07zxzgnumqoS+ZqgyLuleTl0s9wat3N89Po7xkfexAfus51fczFrOTzm6Ex9V9/rTrZr9mz1Mlo99/nrIkjMriFPW25y7w8tjLhas+d+bCQUQgghhLhZpJFPiH3W7md4nrrhoH6Yibssf/IXMf21qx+sPCbf9dcJpu7YeHPx53g1QBVJuyQzdOKMxU5Ce2jF+WQ9XG/iu4b17wDNokmwUwReF1t9sny0SapCCCGEEEKIV6d2P2MsCkhys0uzTteliy+x+tlfH+nY6I7X0fyGx9BFYWM18ADFWMUvknMbTdZCmtWAzFgi36MeelQDTZIZunHuiimVK6AcTHVVbsiK1gpPrzf2uWY9wBb3F49TxX1TdTcldbj4NU6NS6oWicQ0N1QD76ZO8hRCCCGEEELsj73IR10La93wyE6cbbg9yw2X1vrAeq6ouWnApPZ88nRrg9xOxmcP897/9h9y8Nj9296/W7mpg80Kx2ZqoBRzzQoALy11Sbd5rmYl4N6hZr6peojvaay1rPVTltoJnTgjzc1gU14pzw1rvZQ0d8Ng2v0MXysm6iFvuXuS8arbdjFVD9FakxlbbIBfbxBUShXb/tYb84aLcy2QF5v1yjDS0wpdfNVCn0rg4WsXc3paUQ09KoF7XVfU7OLhEwcbHD/QoFsUaErMKYQQQgghbmeXWn3y3DJT37oxzFrIzfU3821+fHmtbi1UAg8L9JJs1xu4js82eN+j6818DxxuUo88MmM5vdDh5EsrnFvu0uqlZJuGhGTG0OqlnFvucvKlFc6v9vG1a+CbrAZ4WtGNM+6erm2J7a6HtZZusRW8l7pzKRvkdsrH3ahmJRhsJjxxsIGvFQY4NlOnWQ05MBZRC92WvlroMVkLmWlETNcjmtXt46NRliIMW2wnpLkl9BWTNfc5lsNk9tp2zZ6eVuTGDZWhGDC6Xey7WTlkdKmzw8KIKzR77sdGQiGEEEKIm0X2DAuxz5IsxxiXFNuN5KnNUpb+4JfJWpdHOn7i7T9IdPg1OzwZ9JKcXpJvmbSjtaIaeNRCF3gGnuL47LU18QHUikArzkwR+GsurcXcMVG9pucRQgghhBBCvHrkxrIWp/jFNoBde97uKkuf+ufY/OoFov7EISbf+VfxPA+tFL6ni/gIDo1Xtn1MLfIIPE0j8gFL6Hscn63xpZdbRTGrm9ypcFNLlYLQUxhL8eVKMC2sF3YWSd1yEqWnFZO1kHDTZFhjLe2iYLYWeNji+Tytb/okTyGEEEIIIcTNt9v5qGulFOQG4qK5q3RpLSY3rhg0Lor6ytxRyfMD3vVX/3t+55/8JK2FC1d8ncP3vYFv/isfJKruHN/sZm7qnSdmOb3wInPNCoudhE6cc3q+w30HG6hNGxAnaiEn5sY4dbkNaCZrAb0kp5vmGGPpJhndIhwtNxxYa4lTQ15suvA9jdZu4/u9sw1QivFqwLMXWsSZReE2aaS5odVL8GJNJXAFpr6nyIyLG/PckhmLVhZTFg8XEbanNRVPU8aooacHsWhe/AwFnkYBoee2TYxFPjNj0aCIdj+3RwghhBBCCLGbnj6zxMxYxItLXSJf00vN0HAMd53srq1ZH8KIi7uGY6/NfzfWbtqS7R6f5W4go8JtIptvx3vSwPXaQ00+8PajfOypswA8cKjJxVafi60+SWY5v9LnPG7oSui7bdwWS5JtDChD38UnSx0XzOTWUgt9ljspM41oS1x0rXpFvLTWTwcbABuVK+fjbtRwzNio+EzUmjz+8F28tNxluZvw8kqfeujTjjP6qaEW+oO8Xi30tsRH1yrJDC8tdQHXvIZS3DNT52Bzb97vdspmz48+edY1ewZN/uzsMivdlMzYYhthSuC5Js7h77O1Lt5MMkM/Xa879T1Ns+IG0WgF9x5o7NjsKTGlEEIIIV7ppJFPiH220kvJjQsyR11LvxNrDSuf/Rek86dHOn7szY9RPf4NW27XuASh0hvPSWtFoBVR4BH5mrJidLoecmS6ds2TY8AVm4a+Islc8OaHess0ViGEEEIIIYQY5mnFWi8j9F3h4G7UoNosZflT/xzTXb3qsTpqMPnuH8aPXMLMAGMVN/1zuh4yUds6lRXW4x/wuHu6xvmVHr7WvPHOcU6eWwUs7Th3iVvrCjBjGGzVK5v3FMWGBKXclNOhTXzNarBNbOYSnOVW9Wro0UsNka/3ZZKnEEIIIYQQ4ubbzXzU9dBKkVvLSi/dcHu773JC5WT+0F/fHDcsqjX41h/6EL/zTz5M0uts+xqveet7ePR7PoD2rpwC383c1P1zTR4qYrp7Zuo8c77FSi/l9EKHYzP1LUWrzUrAG+4Y58XFLoudhGroUw094swQpzmpsZjiy9qiONK6YS/1yKcWehwer3D8wBgAD905zmMPHeZzpxb42U88R6Pik+aWfpaTGQsYuomlm7hCyKRYu5cXFcN9mw9iTlXEmH5RlayVZqruYkxrDcvdFOMpPK0Zr7oNFa89NMZUUVQ5bD+3RwghhBBCCLGbTs93Bg1ZgafRStErBpR4ar2ZrxzICC6P42m7Ydu2G2CyNaflji0aAK0blmGwuLDIXZ/vVQPX8dkGH3zPCT5+8jwnz60yN15lrllhuZuy2InpxDlxZormvfUzj3xNPfKYrkfuel+pYmCJaxD82sW1K8ZF1yJJc9birBj8ooh8jVb6ivm4G7VdzFgNPd774GHuPdDg//fEGXpxxrOX1ugmOVXf4/iBOrXIH8RX18tay5mFDpmx1CNvsP39HSdmduOtXZPNzZ5vumuSp88s0U2ywcb4xU7iNrfr9fdtzMafcq0VtcCjOrww4gpNfCAxpRBCCCFe+aSRT4h9lhs37TPQqkioXR9rLctP/jv6Z7840vG1+7+J+uvfveE2BWgFY5XAJQVx00HXf2GwMdAcq/gcGq/ccFCsitJbU2xbz/J9GAUrhBBCCCGEuG1UA003zQm8G0uGlay1rDzxUdLFl65+sPKYfNdfxx+bHtxUDz18rQk8xZHp2pUfXsQ/9dDnDXeMc2i8wnw74c7JGoudGEtMN8kwRTLX5BZ0uaGvaNjDxWjeUFIs8j3GKv42yVDLWj8bFMU2Kz65cbFoNQr2bZKnEEIIIYQQ4ubarXzU9Qq0IssNeZkMGpyXO5fy5isVPY7PHuJd7//v+cQ//1+xQ8+jlObhx97Pa9/+nSMXiO5mbuqxhw5zat4VrR6fbfD8fJuFdkKWW47O1An9jY2Jvqc5fqDBdDfh4mqfVj8j8j2iYrO6a+AztOMMiyVQMF4NiHyviDvr3DNT5x0nZrh/rgnAt71ujvMrfX7nixfIjCXruCJXTys8BZnr6UNhMbh8oCk2hGjlzmnnGNMNncmNxdOKqXpYbHcPt23iuxW2RwghhBBCCLEbstxwaa3YSlcMUZyqhyx3U7pJhmXo2nrocWXbm9nmtmHDTXwKqIQexkKamyJmgUbFJ8sN/nUM2B9FPfJ5/JEjvPFIi88+t8ALCx0m6yGTdVcPmBlDkhmMAa1x2743DV+5Z6bOD3zDnfzuly7QjvOR4qJRJJnhzFJ3sNk99FyMM0o+7kbtFDPeP9fkTXdNcPLcKq871OSZ8y3i3HB5LeZYdGPl2NZaTi90WOmlaOU+V5TioTvHB7Hfzba52fNAs8JaP8XvpbT7mYsT1XpMX7rSwoi7p2tX/HmWmFIIIYQQrwbSyCfEPsvLxKSn4AYW0b38Z3/I2lf/eKRjK0cepPnI921IZipgLPLxPEU19Gj3MxdQDQVNu7X+fTNb/JqijPH9XSrGFUIIIYQQQrwy2V0OGdpf/AT9M58f6djxt/0A4cF7ABcjhZ4m9DRauWTW1TaVD8c/vqd570OHMdbyB1+5zMe/eJ7xaoAxbsJnXkxq1crFZlqXadt1gaephR5hUfA5zFi3iW/QxFcN0ErRjjMakb/vkzyFEEIIIYQQN89u5aOuly5yP/mm4r6yeazMEV1tW+Chex/gG7/vR/jcv/lFAPywwjf/5b/NXa998zWdz27mpsrC1488cYbJesi9NDg132all/Lll1e5a6rGdCPc0qQ4UXMbJHpJxnw7Zq2f0Ykz+pmhE2dYa9HKxXKVwKMReTz20GHe++DhbQsY/+Jb7uTccpdzyyEvzHe4sNpzRZW+ZqISoBX00py1fga47Xy22PZX9vBtjjG3iyu9YpDN3dsUzt5K2yOEEEIIIYS4UZfW4mKTnkEpVQzX0Ew3QmjjBjMWIUyxUG9kCpdnMtbiK1U07LkYIPA0xlomagHNSsiltZg7Jqp78A7X3T/X5P65JpdafZ4+s8SZhQ4XW31A44cbc1+edg1WR2fqPHx0ahCfNKvBNcdF2zHWsthOeGmpSzdxAexYxR9sUh8lH3ejrhQzXuswl1EkmeFM0cSnipxjNfQHceB+Gm72/Ld/co5PfW3e5TOta3YNPLehEVxTqqe2LoxoVnzmRlgYITGlEEIIIV4tpJFPiH2W5RZfa5L0+rOml7/2p5z53G+PdGwwe4yJd7wfpTYGjJO1gDcemaTdz7hrusrTp5ex1nLPbI1Aa3zPrYi/0fXvm7mpPS7wLYPY+g1OpxFCCCGEEEK8svUTQzXwWO0m15QU3U7vzBdof+E/jnRs/YF3U7v30cG/g2JjgVKK4wcaNKvBFR+/U/xzx0SV++eaPHxskp//1PNYYKWbEKcGY22xLcMQKo1SCt9zRZPVwMPTW5OBFkucFtsbiiLYZjUg9DSdOKMSeHha3RKTPIUQQgghhBA3x27ko25EbixR4A028JUaFZcTKmOkJLNkxmzZ8DDsxCPvojV/ntMn/zPv+aEPMXnoyDWdy17kpo7PNnjfo0f46JNnmayHPBA0eWGhQyfOOb3Q4dxyl9mxiGYloBZ5G95f4Gsmqq6gNU4NgWdpVn2qvsddUzUaFZ9G5PNX3no3rz20c+w23FA4UQu5uFrhqxfWSHLDcjehHvlUA48st8RZTugpksxgAaUUk7UA3yu2Au4QV0a+5wbZHGhs2aBwK26PEEIIIYQQ4ka0+y5+KgdbTNUDlFJ0E7chztMKY93WtmvNV1lcM1/oKUDR7ueEvmaiFhTX4TDXdBuwywa2m+Fgs8J7H3SNY24jYUwnzlxM6Snqkc/BsWjbjWo3EhdlxtCNc1r9lPm1mLTYgFePfLRWeErRiXPqkU8t2jrccjddLWa83mEu2xluWsyMHQwOnayH+Frx+CNHbplayvvnmvxP730ds81T/NFz84Se5vxqjzQ39FLFWOQPGvgGCyMqPrONiOoICyMkphRCCCHEq8mtcYUnxKtYFLgCzKxvrn7wNlZeeo7nP/mvRjrWbx5g6lt/GOVvLC5VwD2zDY7N1GjHOVopGpFPnBlCz7tqMeqN6MbuFxuRr/G1xtNwcCzas9cTQgghhBBC3P5yY2lWfF5cvL44qpQsnGX1j399pGOjOx9g7C3v3XBbWex474EGk1eZIAlXj38eOTbN/+fPBfza587w+bMrdOKMlV5CPzXFVEtLs+pRCXx8vXGapS0a/pLM0E/zwRYL39M0Kz6gWOunVAKP0Ne31CRPIYQQQgghxN670XzUjcpyS1BRWzYTHByLcPWfmsjXxJkr3mxWr7zB4C3f9YO8/lseo1K/9mK+vcpNvfZQkw+8/Sgfe+osAA8canKx1ediq0+SWc6v9DlPH4DQVygUFjsoEC3VQrd1YK5ZAaVoRB6PP3KE47ONq57DcOHs3HiV8WpQFM5mZMZisRyeqLDYSdBKYYyl1U8BaMc51QAyY7eNKz3tttHfe6BBs7Ixd3grb48QQgghhBDiepWDSEwRRvmeZrIe8qVzq4PNef00RxXr+EZp5iszO0q5rzS3xd/VYIiGAsYqAboY1J/lNzrW8vr4nr7mTYC7FReFvmKuWeHAWMSfnl3B14rZsRBQI8WMN2KUmHFvmhY97pmpUw1dHvB9j44WB95sf/nRu5lfi2nHOUfaNb52aY3cWqJAc+dklVrohshs3sp3JRJTCiGEEOLVRhr5hNhnB8YqhL7CXEe8nSy+zFc/8asYc/Wkq66MMfmeH0NH9S33RYFmbrzC+x69m9/94gXOr/apRx5xZmj10z1t5CuTg/ViUs5cs7LtxB4hhBBCCCGEKHla0aj4pPn1F6DmnRWWP/Ur2Dy96rH+5GEm3rl1s7kCpushB0Ys+Bwl/nntoSY/8s57+Geffp4vvLRKFFRY7aW0+hm5tax0U3wvx1PgDT3WbAoqtVbUAo9KoOlnll6SMlYJiIomvltxkqcQQgghhBBi79xIPmo3GGsJfcXBZmXD7b6nOThWuebclNL6upr4YG9zU8dnG3zwPSf4+MnznDy3ytx4lblmheVuymInphPnxFm53WH9mxH5mnrkMV2PmKwFrqIXeOjOcR576PA1xW1XK5xtxzkKxUo3RWt3FnFm6KU5a/0U39ODmLMWeFRDD1AEXrGNfqiJ73baHiGEEEIIIcS18rS7Li97sHppTrLaZ6zis9xNSHODUuuNfkU/31UpBda6L/c4S8XXeFqx1s9oVHxCXw9e1/dGb4i6Fex2XHRsus54LeDFxQ5LnfSWqWfc7abF6xnmsh+GNxJONSLuV4pT822SzHJ2scddUzUqgccoP7USUwohhBDi1UqucITYZ+O1gHwoMB9V1l5i+fd/CT9Nrnqs8iOmvu1v4I9Nb3u/VvD933AXx2cbHJutc361z3Q9Yqnjpr4cnqiOtOr9WhlrmV+LAZiuu8LXozNbGw2FEEIIIYQQYlij4tOOMxgpBbSVzRKW//BXML3Vqx6rK2NMvvuH0UFly32e1kSBHmmi5LXEP8dnG/z9/+r1/NJnTvG7X7rIeDWkHrqkcJIZMmPJrMUzFq0UupjUqrUi0G7DhVaKNLcsdlJCTzNZC2lU/NtikqcQQgghhBBi911vPmq3WAu5ZUOx5Re/+EUefPDBV1xuqixqfOORFp99boEXFjpM1kMm626Te2YMSWYwxhUEh8WWh2H3zNR5x4kZ7p+7vmbFUQpnLZZWL0MBoadJc4PFDYrRni4KiTXGwmwj5O7pGr6nb/vtEUIIIYQQQoyqUXHltaGvMday1EmYLq7rMRZjLBbXbzbq0BTLxrisjHrSzKADj4mKz1o/I6zrwUbz27GRaTfjoucvt3ni+cVbMma8FYa57IdX80ZCIYQQQojdcGtf7QnxKnBwLKKX5Nf0GBN3Wf7kL5L3WvjeVQ5Wmsl3/XWCqTt2PMT3NG8/7pr8Hj46xRPPLzJZCwh9RZK5qSezI26YuBaL7YQ0dxNYJ2vB4PWFEEIIIYQQ4koOjkUsd1L0deTnrDWs/PGvky6+dPWDtcfku/46fmP7OMVau2UT3k6uNf6pRz7/3be9htffMc4//+xpFoq4rJvk9NKc3NhBotfCIFmZ5pY4ywAIPE2z4tOo+LfVJE8hhBBCCCHE7ruefNRu66U5B8ci8jznZ3/2Z/mN3/gNfvInf5K3vus7XpG5qfvnmtw/1+RSq8/TZ5Y4s9DhYqsPaPxwY4Gqp92Wh6MzdR4+OrVlc+H1GKVwdrGdcGahQ27d5oN+6jbzGWPpJjmBZ6mFHmtxyjPnW6+I7RFCCCGEEEKM6uBYhFvEpumnOdZa+lnOajclMRaFa+C7kXkpFlAWDBZjDAbrXifN8bXG0+48ble7ERdN1sJbOma8FYa57IdX60ZCIYQQQojdII18QtwCsmI6z6iS+RfJWvMj7Z6YePsPEh1+zZUPGnrxg80Kx2ZqnF7oMtescHapx0tLXSZqAcE2K+KvV5IZXlrqAgyCsHtm6ruSmBRCCCGEEEK88nWSDO86OvnaJ/8T/RdPjnTsxNseJzxwbMf709yMNO3zRuKfb3vdHG87PsOvP/kif/TcPGv9jG6S0U8NcZqTlhNfrWvs8z1N5GnGqwHj1eC2neQphBBCCCGE2H3Xmo/aTRbIc0u73ebv/eSH+dznPgfAT/3UT/ELd9zBsZnJV2xu6mCzwnsfPAxAlhsurcV04owst/ieoh75HByL8HfxvQ67UuHswWaFqXrI2cUui52EeqSZbYSDzfNuWMwrb3uEEEIIIYQQo/A9zcGxCl+50CIrNlgvd1Ky3JAXeZndiLEMoHHX38udFN9TZLlhpZvwwOHmnsUKN9ONxEW3Sz3jfg9z2Q+v1o2EQgghhBA3Sq52hNhnL6/2yEfc4FCq3Plapt7zY6x++lfBxDseN/bm91I9/vBVny8zlpdXe9w95dbAv/PELKcXXmSuWWGxk7iV5/Md7jvYGCTuboS1ljMLHTJjqUeeC3yBd5yYueHnFkIIIYQQQrzyXVqLscZi7LXFUr3Tf0b75H8a6djGG95z1XgqLyaiGmt3bOjbjfinHvn86DuP884Ts3z2uQVOzbfppTlpbrAWjLUY65JenlavmEmeQgghhBBCiN1zPfmo3dZbXeCv/LUPcPHc2cFteZ7zoQ99iA//7z/PaXjF56Z8T3PHRPWmvmbpaoWzF1f7fOVCixcXuxse90rdHiGEEEIIIcQojs3W+YNnLxMFHmtxRpwaYHca+IYZ6+KWzOREuIGNF1b7fPeDh3b5lfbf9cRFt1M9434Pc7nZXq0bCYUQQgghboQ08gmxz07Pt68rcRodfg0Hv+tv0f7DXyLprm25v/aab6L++m8d6blyYzk93x408t0/1+ShO8c5eW6Ve2bqPHO+xUov5fRCh2Mz9RsKfq21nF7osNJL0coFYSjFQ3eOSyAmhBBCCCGEGMlqN0FrRZKZkR+TzL/I6h9/dKRjK3e9gcab/tzVD7SwFmf0knzbyZC7Hf/sNMkz3+ZjeKVM8hRCCCGEEELsjuvNR+2W5PJp5j/9K+iaYawSbLiv1WrxT37qJ3nv3/pf+PqKkdzUTbBd4eyJg2O888Tsq2p7hBBCCCGEEFdzdLrOWj8jKPJSexlVlc+dZIZAK9b6GUen63v4ireP27WecT+Hudxsr8aNhEIIIYQQ10sa+YTYZ+eWr38Cajh9Jw9+/9/mmd/6JXor84PbK3e9geaj3zdygJoby8vL/Q23PfbQYU7NtwG3Av35+TYL7YQstxydqRP61z4RJskMZ4qgVyn3vNXQpxF5PPbQ4Wt+PiGEEEIIIcSr0+W1GE9rsnz0WEpHNbzGFFnr8hWP8yfvYPwdfxmlRoh5FPRTQ7ZNJ91exj+vtkmeQgghhBBCiBt3I/moG9V74U9ZfeJfgclIo+0LGM+ePcsff/TnOPrY34LQl9zUPpKYUwghhBBCiHVnFjuMVXxOL7S5WSGVsbDUTbhnpsGZxQ6vv2P85rzwLU7qGW8PElMKIYQQQlydXAkJsc+6cY6x1x/lV5rTPPj9f5vm3N0ABLNHmXjnXx2t6LRgrKWbZBtuK1ee+1oxWQ+5d7aBVrDSS/nyy6vMr8Ujn7exlvm1mC+/vDqYXHPvbIPJeoivFY8/cmTb7RVCCCGEEEIIsZ04NfTTjNH38YHfnGX6z32Q6PD9Ox6jK2NMfesPo4PRpj7mBtLckA/FRjc7/ikneZ44OMbrDjc5cXCMOyaqkvwSQgghhBBCbHCj+ajrYa1l7Qu/x8pn/wXWZFi44jl88QufZ/XJ35Tc1C1EYk4hhBBCCPFqd3q+QyPy6MT5TX3dTpxTjzzOLHRu6uveyqSe8fYjMaUQQgghxPbkSlOIfdZP8xue1hNU6jzwvT/On/3h71J5w7ej/OCaHm8s9NKtv2w4PtvgfY8e4aNPnmWyHvJA0OSFhQ6dOOf0Qodzy11mxyKalYBa5OHr9QArM4ZunNPqp8yvxaTFpox65HHPTJ1q6ONrxfsePcLx2caNfQBCCCGEEEKIV5Uo0LR66TU/Tkc1Jr/1R2g9/Vt0n/3MhvuU9pl893+NV5+8pucsB6P4Wkv8I4QQQgghhLhl7UY+6lrYLGXliY/SP/P5DbdfqaiyVqvxF977HUwek9yUEEIIIYQQYv+5bWJ95tvJTd9wnhvLQjvhYqtPlhtpfCpIPaMQQgghhHglkEY+IfaZ1mpXnsfzAyYf+fPE5vqez9/hPF57qMkH3n6Ujz11FoAHDjW52OpzsdUnySznV/qcpw9A6CsUCoslyTb+8iL0FXPNCnPNCihFI/J4/BEJeoUQQgghhBDX7sBYhX52Lfv41intMf7o9+FPHKT15L+Booh0/O0/SDh79JqfL80tX7vYZqyyPlBF4h8hhBBCCCHErWa38lGjyHtrLH/qV0gXzmy5T7H9eRw6dIif+7mf4/jx4wCSmxJCCCGEEELsu0trMWv9jJeXu9zcNj6wwLnlLq+ZG+PSWswdE9WbfAa3LqlnFEIIIYQQtztp5BNin1WDW2NaTnSF8zg+2+CD7znBx0+e5+S5VebGq8w1Kyx3UxY7MZ04J85MEeyuB7yRr6lHHtP1iMlaAMolZx+6c5zHHjos6+eFEEIIIYQQ1yUK1Q1PPq2/5u34YzMs/9GvUb//m6je85brfi6FxD9CCCGEEEKIW9vNykely+dZ/oNfJu8sb3u/2qaP78EHH+RnfuZnmJqaGtwmuSkhhBBCCCHEfmv3M84v9+il+b68fi/NOb/coxNn+/L6tzKJGYUQQgghxO1MrjqF2Gft/q0RaLd7Vz6PeuTz+CNHeOORFp99boEXFjpM1kMm6yHgVs8nmcEY0BpCX29YTQ9wz0ydd5yY4f655p69DyGEEEIIIcQr3/xqXC7SuyHR4dcw+199CF27sRjlngN1jk5vnM4p8Y8QQgghhBDiVnIz8lH9c19h5Y9+DZvFOx5jNg1l+c7v/E7+3t/7e4RhuOVYyU0JIYQQQggh9lNuLGeXuxizP69vDJxd7pLlN3sf4O1BYkYhhBBCCHG7kkY+IfbZxVZ/v08BgItro53H/XNN7p9rcqnV5+kzS5xZ6BTvQeOHGwNdT8Ncs8LRmToPH53iYLOyB2cuhBBCCCGEeLU5vdDdtefy6hM3/Bw+Ev8IIYQQQgghbm17mY+y1tL96mdo/cm/52pTV9KhRr4f+7Ef44d/+IdR263pGyK5KSGEEEIIIcR+Wemm+/76VwmZXvUkZhRCCCGEELcbaeQTYp+9tLR7Bag34qXFazuPg80K733wMABZbri0FtOJM7Lc4nuKeuRzcCzC9/RVnkkIIYQQQgghrs1yd+ftDvvhtYfG+dB33S/xjxBCCCGEEOKWtVf5KGtyWk/9O7pf++ORjk8yQxiG/P2///f59m//9mt6LclNCSGEEEIIIW6mTpySGct+7cOzQGYs7f7+NhPeLiRmFEIIIYQQtwtp5BNiny22b40C1MXO9Z+H72numKju4tkIIYQQQgghxM4ut26NOKqUWytJPyGEEEIIIcQtbS/yUSbusvKZXyM+/7WRH6OiBr/4i7/IG97whht6bclNCSGEEEIIIfbaUi/BmP1q43OMsSz3kn09h9uRxIxCCCGEEOJWJlVmQuyzbpLv9ykAt855CCGEEEIIIcTVaKVQar/PYt2F1d5+n4IQQgghhBBCXNFu54GytQUW/+P/eU1NfP7EIe79/v/XDTfxCSGEEEIIIcTN8PWL7f0+BeDWOQ8hhBBCCCHE7pBGPiH2mda3RvWpp+T/HAghhBBCCCFuD3dM3loTNLtJtt+nIIQQQgghhBBXtJv5qPjSaRZ/5x+TrV4a+THRHa9l+rv+DrXxA7t2HkIIIYQQQgixl1r9dL9PAQt89usLPHuxtd+nIoQQQgghhNgl/n6fgBCvdo3w1vjPsB55+30KQgghhBBCCDGSQ+O3ViOf78lgFCGEEEIIIcStbbfyUZef/RMufeJfY8zoG/5q97+T5sPfg9Ke5KOEEEIIIYQQtw1P3RoD+lv9lF/73Is8dOc4jz10mHp0a9QbCiGEEEIIIa6PXNELsc/GarfGf4Zj1VvjPIQQQgghhBDiag6OV9BKYazd71MBIPKlEFUIIYQQQghxa7vRfJQ1hrNP/R4vPf1JrBnxQUrRfOQvUL//m9bPQ/JRQgghhBBCiNtEPfRQCvY7HdVNMrCWk+dWOTXf5vFHjnB8trG/JyWEEEIIIYS4bpIpEWKfVW+Rgs9aeGucx/+fvfuOb6s6/zj+vVfLe8SxszfNIAESIIwwQlhhlL1nGAF+UEZbCGWHVUYZLXuPMsosBCgtSUsgrBQIZWURQsiezvC2rHF+f8gWdmJbki1ZsvV5v14GOTr36JH13HF073MPAAAAAEQysleunLYlfzA1CvlSJQ4AAAAAaEl7zkcF/T79MONFlf74bdTLWK4MFY6fJE+fEU3+nfNRAAAAADqLXgWZyQ5BklRdF9C8NeUa3D1bkvTsp0t16u79NaJXXpv68weCWlfhVWWtX4GgkcO2lJPhVI9cj5wOO56hAwAAAGgGhXxAkuVnupMdgiQp35MacQAAAABAJE6HLbfTVq0/2mkgEivXw4WoAAAAAFJbW89HBWrKtXnmk9Lm5VEv48jppsIDzperoOe2cXA+CgAAAEAnMaQ4O9khSJIclq0qb0DzVpdrSHGOCrPd+tvny3XWXgOjnplvXXmtvly6ST9vqNK6iloFmjnF5rClHrkZGlScrbEDu6lHXkac3wkAAAAAiUI+IOncrtS4i42bO6ACAAAA6CTWVXjltK1khxFWlONJdggAAAAA0Kq2no/a8tHz8pUuV7T3L3EVD1Th/pPlyGj+YlLORwEAAADoLDLdLjlsS8GASWocuRlO5Wa4tKXGp8UbKrWdQsV8L3+xXL89cKiyPS1fBrxwbbk+WrRBP5dWN/l3fzCoOn9QwaBk25LbaUuytbqsVqvLavXp4o0a1D1L+w4t1vCebZv5LxrMDggAAIB0RCEfkGR5GamxGuYxgwQAAACATqKsuk7JPWXaVI+8zGSHAAAAAACtauv5qPw9TtCmf/5ZCtREbJs5eFfljztJlsPVchycjwIAAADQSWS6bDltS74kFvJZkmp9AY3olSunw1JpZZ1+2lCpka5Qcd07367Wybv132a5Kq9f73y7Wt+uLAv9gzHaXO3TxiqvqrwBef3bTsnncdrK9jhUlO1RYZZLP5dW6+fSZdqpb76O2Kl3qwWDsWB2QAAAAKS71KggAtJYv8LsZIcgSeqbInEAAAAAQCTrK7xJPWm6tXGDC5MdAgAAAAC0qq3no5z5Jeo+4SyVz3xMJtjM1ZX1ckYfppwdD5JltT57OuejAAAAAHQWxpIcdutjnITHUP9TWlWnQd2z5Q8YbanxaUlplUb2ytO3K8s0un95k1nzftpQqZe/WK5Kb0AyRmvLa7W2vFZ1/qbn1txOS7ZlKWiM6vxGXn9QXn9Qm6p8cjst9czLUM+8DH27skw/bajUybv115Di5mdfj0aqzw4IAAAAdBQK+YAkC5rUuPg0NaIAAAAAgMiq6/zyNXd7ziSwJGVmtDzbBAAAAACkgvacj8rsPVTF44/T4g9e2+Y5y3Yqf+/TlDloTFR9cT4KAAAAQGdRVetPiTGMkVRR65dlWRrYPVtzV5WpyhvQ2vJa9czP1MeLSsMFbgvWlOtvny+XP2hUU+fXktIqVXkDkiSXw1Jxrkd5GS5leRyyLUs1dQH5AkH5g0F5fUHV+AIqr/Gpzm+0fFONNlbVaXD30A1Znv10qU7dvb9G9IqtmC6VZwcEAAAAkoGjWSDJymp8yQ5BklRWU5fsEAAAAAAgKlW1fgWCqXDqNMTrS42iQgAAAABoSXvPR/UctadqNq/Xqm9mhf/NzshV4f7nyl08MIY4OB8FAAAAoHNYX+GVjGRbUjJPSwUCRtV1ARlj5Hba6tctSz+XVoUK+fIytKS0SuvKa1Xp9YeL+DZX1emnDZUKGslpW+rXLUtFOW7V+gIqrfBq+Sa/anwBNX/PFyMjqaYuIH8gqHmryzWkOEeF2W797fPlOmuvgVHPzJeqswMCAAAAyUQhH5BkVV5/skOQJFXWpkYcAAAAABBJrT+YMrObW5ZUXX8nUwAAAABIVfE4HzVwryNUU1aqNYvnyVnQS4UHnCdnTreY+uB8FAAAAIDOotobkGVZsixLLVS8dYiACcoYqcYXUJbbqaIct1ZurladPzSzXWG2W5/8WKqFa8vDRXyLN1TKGKkg06VBxdmq8vr1w9oKVWw1JjPGKBAMFe5Zkhx26P1akjJcDlXU+lTplWr9ZRrZK1+F2W69/MVy/fbAoRFnxYtldkCnbYeX8weDqvYGVF7r04YKb1xnBwQAAABSgR25CYBE2lDpTXYIkqTSqtSIAwAAAAAisSxLqVHGJ9mWpZ82lCc7DAAAAABoVTzOR1m2rWEHn668keNVdNhlMRfxSZyPAgAAANB51Pj8sq1QgVsyBYKh//vqH9hWqAhOkjbWj7Gmz1urSm9ANXV+/VRfxNc9x62B3bO0fGO1Fq2rrC/iM/L6AyqvqdPGKq9KK73aXF2nLdV12lxdp9JKrzZWeVVeUydfIKi8DJcctqWyap/+t3yzKmrqVOkN6J1vV7ca808bKpvMDjhvdbmqvAE5bUuDumdrp34F6luYpbxMV5MiPkly2rbyMl3qW5ilnfoVaFD3bDltS1XegOatLtfmqjr5g0Z/+3y5ftpQGd8/NgAAANABKOQDksxblxozN9TWBZMdAgAAAABEJctlK1Uq+SxLWldRl+wwAAAAAKBV8Tof5XB7VLjb0bJdGW1anvNRAAAAADqLTHdoxrlkF/I1nBRrPClgXoZLklTp9WttWY0Wri3XxspazV9TLq8/qPwMp4qy3Zq3ulwbq+okGVXX+bWxqk7lNT55/UEFg6EObcuSbVuyrdA7DQaNvP6gymt82lRdJ4dtye2wVesL6L8/b1J5dZ2+XVmmhWubv9Flldevl79Y3mR2wGD97IA79M1X9xy3an0BldUXEJZV16m6zi/TzKyHDUWLo/rkqyDTpaCRFm+oDBfzvfzF8rjMQA8AAAB0pNbntgaQcLX+1DhhWetLjYJCAAAAAIhkS40v2SE04Uj+GVwAAAAAaBXnowAAAAAgNlluR/1scckdx9T5gwoao/o6O9XU+bWxyltfzBbUujKv/MGgvllRplpfQJZlKWCMlm6qlsthyeWwVV0XkL9+Rj/LspTpcsjlsOV0/FLAJ0lBY+QPGPkCQdX4AgoGjaq8fjlsKxzLNyu3aIe+Bfp4UamG98zbJt53vl29zeyA+ZlOeVyWFq2tULUvEC5KNMbIHzSh9ycp0+VQXqZTvQsyle1xhft0O239qkeOfi6tUmllnX7aUKmRrrzw6528W/8mMfgDQa2r8Kqy1q9A0MhhW8rJcKpHrkdOB/OfAAAAILko5AOSzOVMjYGhx+VIdggAAAAAEBW3w5al1JiUz7Ks+pO4AAAAAJC6OB8FAAAAALEpyfXI4ZD8weSekfIFjDZV1WljpVert9SqojY0A13QGAWNVOcPSJalKq9flmUpy2mposYvycjrM6oLGNmW5HJYyst0K8Npy7Kav0ulbVlyOy25nbay3A7V+oOq8oaK4QL1f4equoB+Wl8ph2VpXXmteuT9MmP7wrXl+nZlmWSMlpRWqdYXUNCECvYaXtNfXyTo9QfDfVpWaObDshqf1pZLi9ZVKsvtVM98jwYUZSvL7ZRlWRrUPVv+gNGWGp+WlFZpZK88fbuyTKP7l6swy60vl27SzxuqtK6iVoFm7mfjsKUeuRkaVJytsQO7NYkdAAAA6CgU8gFJ1j3Hk+wQJEndst3JDgEAAAAAopKX6QrddTQVKvmMUVEO4ykAAAAAqY3zUQAAAAAQm/wst9wOO+mno3yBoIyM5q8uV36WWx6nLa8/qDp/QHWBxtEZWbLk9Ydm5VN9oV+oSM6SJcnnD8rjDN0wM5KGmfvcDluVXp+8/qC8vqCkUCHeTxsq9cmPG3TcLv3Cy3y0aIMkaeWWGq3ZUqu6QFDdstyyLKnS61NlrV++oJExjeI2oVN+lhUqJHTYlpy2peo6v5Zs8GvV5lr1ys9Qn8JMFWS5NbB7tuauKlOVN6C15bXKcDl013sLVZKX2SR+fzAYms0wKNl2aFY/ydbqslqtLqvVp4s3alD3LO07tLjZmQUBAACARKGQD0iy7Upykh2CJGloj9S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",
|
||
"text/plain": [
|
||
"<Figure size 3600x1200 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import matplotlib\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"# 设置中文字体为宋体\n",
|
||
"matplotlib.rcParams['font.sans-serif'] = ['SimSun'] # 宋体\n",
|
||
"matplotlib.rcParams['axes.unicode_minus'] = False # 解决负号显示问题\n",
|
||
"\n",
|
||
"# 选择的指标\n",
|
||
"selected_metrics = [\n",
|
||
" ('firm_weighted_betweenness', '网络中介性（Betweenness）'),\n",
|
||
" ('firm_pagerank', '系统重要性（PageRank）'),\n",
|
||
" ('firm_num_supplier_firms', '连接广度（上游供应商数量）'),\n",
|
||
" ('Revenue', '规模属性（营业收入）')\n",
|
||
"]\n",
|
||
"\n",
|
||
"# 创建一行四列的子图，共享y轴\n",
|
||
"fig, axes = plt.subplots(1, 4, figsize=(12, 4), dpi=300, sharey=True)\n",
|
||
"\n",
|
||
"# 绘制每个指标\n",
|
||
"for idx, (metric, chinese_label) in enumerate(selected_metrics):\n",
|
||
" ax = axes[idx]\n",
|
||
" \n",
|
||
" # 移除NaN值\n",
|
||
" plot_data = firm_summary[['count', metric]].dropna()\n",
|
||
" \n",
|
||
" # 散点图（指标为x轴，count为y轴）\n",
|
||
" ax.scatter(plot_data[metric], plot_data['count'], alpha=0.6, s=50)\n",
|
||
" \n",
|
||
" # 添加回归线（黑色虚线）\n",
|
||
" if len(plot_data) > 1:\n",
|
||
" z = np.polyfit(plot_data[metric], plot_data['count'], 1)\n",
|
||
" p = np.poly1d(z)\n",
|
||
" x_trend = np.linspace(plot_data[metric].min(), plot_data[metric].max(), 100)\n",
|
||
" ax.plot(x_trend, p(x_trend), \"k--\", alpha=0.8, linewidth=2) # 黑色虚线\n",
|
||
" \n",
|
||
" # 设置标签\n",
|
||
" ax.set_xlabel(chinese_label, fontsize=12)\n",
|
||
" # 只在第一个子图显示y轴标签\n",
|
||
" if idx == 0:\n",
|
||
" ax.set_ylabel('风险传导次数', fontsize=12)\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "7f6b91e4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "0bf679a7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "venv",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.8.10"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|