1388 lines
2.1 MiB
1388 lines
2.1 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Data analysis: Velib"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Authors: J. Guérin (ANITI), O. Roustant (INSA Toulouse) and Amine Aziz Alaoui (IRT St-Exupéry). February 2022. \n",
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"<br/>\n",
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"<div style=\"text-align: justify\"> \n",
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"We consider the ‘Vélib’ data set, related to the bike sharing system of Paris. The data are loading profiles of the bike stations over one week, collected every hour, from the period Monday 2nd Sept. - Sunday 7th Sept., 2014. The loading profile of a station, or simply loading, is defined as the ratio of number of available bikes divided by the number of bike docks. A loading of 1 means that the station is fully loaded, i.e. all bikes are available. A loading of 0 means that the station is empty, all bikes have been rent.\n",
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"</div>\n",
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"<br/>\n",
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"<div style=\"text-align: justify\"> \n",
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"From the viewpoint of data analysis, the individuals are the stations. The variables are the 168 time steps (hours in the week). The aim is to detect clusters in the data, corresponding to common customer usages. This clustering should then be used to predict the loading profile.\n",
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"</div>"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Preliminary: Load and visualize data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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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",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Lun-00</th>\n",
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||
" <th>Lun-01</th>\n",
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||
" <th>Lun-02</th>\n",
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||
" <th>Lun-03</th>\n",
|
||
" <th>Lun-04</th>\n",
|
||
" <th>Lun-05</th>\n",
|
||
" <th>Lun-06</th>\n",
|
||
" <th>Lun-07</th>\n",
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||
" <th>Lun-08</th>\n",
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||
" <th>Lun-09</th>\n",
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" <th>...</th>\n",
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" <th>Dim-14</th>\n",
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||
" <th>Dim-15</th>\n",
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" <th>Dim-16</th>\n",
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" <th>Dim-17</th>\n",
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" <th>Dim-18</th>\n",
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" <th>Dim-19</th>\n",
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" <th>Dim-20</th>\n",
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" <th>Dim-21</th>\n",
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" <th>Dim-22</th>\n",
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" <th>Dim-23</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>1</th>\n",
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||
" <td>0.038462</td>\n",
|
||
" <td>0.038462</td>\n",
|
||
" <td>0.076923</td>\n",
|
||
" <td>0.038462</td>\n",
|
||
" <td>0.038462</td>\n",
|
||
" <td>0.038462</td>\n",
|
||
" <td>0.038462</td>\n",
|
||
" <td>0.038462</td>\n",
|
||
" <td>0.107143</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.296296</td>\n",
|
||
" <td>0.111111</td>\n",
|
||
" <td>0.111111</td>\n",
|
||
" <td>0.148148</td>\n",
|
||
" <td>0.307692</td>\n",
|
||
" <td>0.076923</td>\n",
|
||
" <td>0.115385</td>\n",
|
||
" <td>0.076923</td>\n",
|
||
" <td>0.153846</td>\n",
|
||
" <td>0.153846</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0.478261</td>\n",
|
||
" <td>0.478261</td>\n",
|
||
" <td>0.478261</td>\n",
|
||
" <td>0.434783</td>\n",
|
||
" <td>0.434783</td>\n",
|
||
" <td>0.434783</td>\n",
|
||
" <td>0.434783</td>\n",
|
||
" <td>0.434783</td>\n",
|
||
" <td>0.260870</td>\n",
|
||
" <td>0.043478</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.043478</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.217391</td>\n",
|
||
" <td>0.130435</td>\n",
|
||
" <td>0.045455</td>\n",
|
||
" <td>0.173913</td>\n",
|
||
" <td>0.173913</td>\n",
|
||
" <td>0.173913</td>\n",
|
||
" <td>0.260870</td>\n",
|
||
" <td>0.391304</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>0.218182</td>\n",
|
||
" <td>0.145455</td>\n",
|
||
" <td>0.127273</td>\n",
|
||
" <td>0.109091</td>\n",
|
||
" <td>0.109091</td>\n",
|
||
" <td>0.109091</td>\n",
|
||
" <td>0.090909</td>\n",
|
||
" <td>0.090909</td>\n",
|
||
" <td>0.054545</td>\n",
|
||
" <td>0.109091</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.259259</td>\n",
|
||
" <td>0.259259</td>\n",
|
||
" <td>0.203704</td>\n",
|
||
" <td>0.129630</td>\n",
|
||
" <td>0.148148</td>\n",
|
||
" <td>0.296296</td>\n",
|
||
" <td>0.314815</td>\n",
|
||
" <td>0.370370</td>\n",
|
||
" <td>0.370370</td>\n",
|
||
" <td>0.407407</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>0.952381</td>\n",
|
||
" <td>0.952381</td>\n",
|
||
" <td>0.952381</td>\n",
|
||
" <td>0.952381</td>\n",
|
||
" <td>0.952381</td>\n",
|
||
" <td>0.952381</td>\n",
|
||
" <td>0.952381</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.904762</td>\n",
|
||
" <td>0.857143</td>\n",
|
||
" <td>0.857143</td>\n",
|
||
" <td>0.857143</td>\n",
|
||
" <td>0.761905</td>\n",
|
||
" <td>0.761905</td>\n",
|
||
" <td>0.761905</td>\n",
|
||
" <td>0.761905</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>0.927536</td>\n",
|
||
" <td>0.811594</td>\n",
|
||
" <td>0.739130</td>\n",
|
||
" <td>0.724638</td>\n",
|
||
" <td>0.724638</td>\n",
|
||
" <td>0.724638</td>\n",
|
||
" <td>0.724638</td>\n",
|
||
" <td>0.724638</td>\n",
|
||
" <td>0.753623</td>\n",
|
||
" <td>0.971014</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.227273</td>\n",
|
||
" <td>0.454545</td>\n",
|
||
" <td>0.590909</td>\n",
|
||
" <td>0.833333</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.818182</td>\n",
|
||
" <td>0.636364</td>\n",
|
||
" <td>0.712121</td>\n",
|
||
" <td>0.621212</td>\n",
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||
" <td>0.575758</td>\n",
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||
" </tr>\n",
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||
" </tbody>\n",
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||
"</table>\n",
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"<p>5 rows × 168 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" Lun-00 Lun-01 Lun-02 Lun-03 Lun-04 Lun-05 Lun-06 \\\n",
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||
"1 0.038462 0.038462 0.076923 0.038462 0.038462 0.038462 0.038462 \n",
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||
"2 0.478261 0.478261 0.478261 0.434783 0.434783 0.434783 0.434783 \n",
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||
"3 0.218182 0.145455 0.127273 0.109091 0.109091 0.109091 0.090909 \n",
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||
"4 0.952381 0.952381 0.952381 0.952381 0.952381 0.952381 0.952381 \n",
|
||
"5 0.927536 0.811594 0.739130 0.724638 0.724638 0.724638 0.724638 \n",
|
||
"\n",
|
||
" Lun-07 Lun-08 Lun-09 ... Dim-14 Dim-15 Dim-16 Dim-17 \\\n",
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||
"1 0.038462 0.107143 0.000000 ... 0.296296 0.111111 0.111111 0.148148 \n",
|
||
"2 0.434783 0.260870 0.043478 ... 0.043478 0.000000 0.217391 0.130435 \n",
|
||
"3 0.090909 0.054545 0.109091 ... 0.259259 0.259259 0.203704 0.129630 \n",
|
||
"4 1.000000 1.000000 1.000000 ... 1.000000 1.000000 0.904762 0.857143 \n",
|
||
"5 0.724638 0.753623 0.971014 ... 0.227273 0.454545 0.590909 0.833333 \n",
|
||
"\n",
|
||
" Dim-18 Dim-19 Dim-20 Dim-21 Dim-22 Dim-23 \n",
|
||
"1 0.307692 0.076923 0.115385 0.076923 0.153846 0.153846 \n",
|
||
"2 0.045455 0.173913 0.173913 0.173913 0.260870 0.391304 \n",
|
||
"3 0.148148 0.296296 0.314815 0.370370 0.370370 0.407407 \n",
|
||
"4 0.857143 0.857143 0.761905 0.761905 0.761905 0.761905 \n",
|
||
"5 1.000000 0.818182 0.636364 0.712121 0.621212 0.575758 \n",
|
||
"\n",
|
||
"[5 rows x 168 columns]"
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||
]
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},
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"execution_count": 1,
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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": [
|
||
"%config Completer.use_jedi = False # To make sure that autocompletion will work \n",
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||
"\n",
|
||
"import pandas as pd\n",
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"\n",
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||
"path = '' # If data already in current directory\n",
|
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"loading = pd.read_csv(path + 'velibLoading.csv', sep = \" \")\n",
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||
"\n",
|
||
"loading.head()"
|
||
]
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||
},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<style scoped>\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
||
" <th>longitude</th>\n",
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||
" <th>latitude</th>\n",
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" <th>bonus</th>\n",
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" <th>names</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>1</th>\n",
|
||
" <td>2.377389</td>\n",
|
||
" <td>48.886300</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>EURYALE DEHAYNIN</td>\n",
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" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2.317591</td>\n",
|
||
" <td>48.890020</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>LEMERCIER</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2.330447</td>\n",
|
||
" <td>48.850297</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>MEZIERES RENNES</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2.271396</td>\n",
|
||
" <td>48.833734</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>FARMAN</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>5</th>\n",
|
||
" <td>2.366897</td>\n",
|
||
" <td>48.845887</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>QUAI DE LA RAPEE</td>\n",
|
||
" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" longitude latitude bonus names\n",
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||
"1 2.377389 48.886300 0 EURYALE DEHAYNIN\n",
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"2 2.317591 48.890020 0 LEMERCIER\n",
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||
"3 2.330447 48.850297 0 MEZIERES RENNES\n",
|
||
"4 2.271396 48.833734 0 FARMAN\n",
|
||
"5 2.366897 48.845887 0 QUAI DE LA RAPEE"
|
||
]
|
||
},
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
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],
|
||
"source": [
|
||
"velibAdds = pd.read_csv(path + 'velibAdds.csv', sep = \" \")\n",
|
||
"\n",
|
||
"velibAdds.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Preliminary: plot the loading of the first station"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
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"data": {
|
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|
||
"text/plain": [
|
||
"<Figure size 1440x432 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"%matplotlib inline\n",
|
||
"\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"import seaborn as sns\n",
|
||
"sns.set_style(\"darkgrid\")\n",
|
||
"\n",
|
||
"i = 0\n",
|
||
"\n",
|
||
"loading_data = loading.to_numpy()\n",
|
||
"\n",
|
||
"n_steps = loading.shape[1]\n",
|
||
"time = np.linspace(1, n_steps, n_steps)\n",
|
||
"\n",
|
||
"plt.figure(figsize = (20, 6))\n",
|
||
"\n",
|
||
"plt.plot(time, loading_data[i, :], linewidth = 2, color = 'blue')\n",
|
||
"plt.vlines(x = np.linspace(1, n_steps, 8), ymin = 0, ymax = 1, \n",
|
||
" colors = \"orange\", linestyle = \"dotted\", linewidth = 3)\n",
|
||
"\n",
|
||
"plt.xlabel('Time', fontsize = 20)\n",
|
||
"plt.ylabel('Loading', fontsize = 20)\n",
|
||
"plt.title(velibAdds.names[1 + i], fontsize = 25)\n",
|
||
"plt.xticks(fontsize = 15)\n",
|
||
"plt.yticks(fontsize = 15)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Descriptive statistics.\n",
|
||
"\n",
|
||
"Some ideas : \n",
|
||
"\n",
|
||
"1. Draw a matrix of plots of size 4*4, corresponding to the first 16 stations. (Do not forget the vertical lines corresponding to days).\n",
|
||
"2. Draw the boxplot of the variables, sorted in time order. \n",
|
||
"What can you say about the distribution of the variables? \n",
|
||
"Position, dispersion, symmetry? Can you see a difference between days?\n",
|
||
"3. Plot the average hourly loading for each day (on a single graph).\n",
|
||
"Comments? \n",
|
||
"4. Plot the stations coordinates on a 2D map (latitude versus longitude). Use the package ggmap (function 'qmplot') to visualize the average loading for a given hour (6h, 12h, 23h) as a color scale.\n",
|
||
"Comments ?\n",
|
||
"5. Use a different color for stations which are located on a hill. (Use the basis 'plot' function, and the function 'qmplot' of R package ggmap).\n",
|
||
"6. Redo questions 1-3 for the subset of stations which are located on a hill. Same questions for those who are not. Comment?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Question 1 \n",
|
||
"Draw a matrix of plots of size 4*4 corresponding to the first 16 stations. (_Do not forget the vertical lines corresponding to days_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x864 with 16 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axs = plt.subplots(4, 4, figsize = (15,12))\n",
|
||
"for i in range(4):\n",
|
||
" for j in range(4):\n",
|
||
" k_station = 4 * i + j\n",
|
||
" axs[i, j].plot(time, loading_data[k_station, :], linewidth = 1, color = 'blue')\n",
|
||
" axs[i, j].set_title(velibAdds.names[1 + k_station], fontsize = 12)\n",
|
||
" axs[i, j].vlines(x = np.linspace(1, n_steps, 8), ymin = 0, ymax = 1, \n",
|
||
" colors = \"orange\", linestyle = \"dotted\", linewidth = 3)\n",
|
||
"\n",
|
||
"for ax in axs.flat:\n",
|
||
" ax.set_xlabel('Time', fontsize = 12)\n",
|
||
" ax.set_ylabel('Loading', fontsize = 12)\n",
|
||
" ax.tick_params(axis='x', labelsize=10)\n",
|
||
" ax.tick_params(axis='y', labelsize=10)\n",
|
||
" \n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Question 2 \n",
|
||
"Draw the boxplot of the variables, sorted in time order. What can you say about the distribution of the variables? Position, dispersion, symmetry?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1440x432 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize = (20,6))\n",
|
||
"\n",
|
||
"bp = plt.boxplot(loading_data, widths = 0.75, patch_artist = True)\n",
|
||
"\n",
|
||
"for median in bp['medians']:\n",
|
||
" median.set(linewidth=5)\n",
|
||
" \n",
|
||
"plt.vlines(x = np.linspace(1, n_steps, 8), ymin = 0, ymax = 1, \n",
|
||
" colors = \"blue\", linestyle = \"dotted\", linewidth = 5)\n",
|
||
"\n",
|
||
"plt.xlabel('Time', fontsize = 20)\n",
|
||
"plt.ylabel('Loading', fontsize = 20)\n",
|
||
"plt.title(\"Boxplots\", fontsize = 25)\n",
|
||
"plt.xticks(ticks = np.arange(0, 168, 5), labels=np.arange(0, 168, 5), fontsize = 15)\n",
|
||
"plt.yticks(fontsize = 15)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Questions 3\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Plot the average hourly loading for each day (on a single graph). Comments? "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
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"<Figure size 1080x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"hours = np.linspace(start = 1, stop = int(loading.shape[1]/7), \n",
|
||
" num = int(loading.shape[1]/7))\n",
|
||
"\n",
|
||
"mean_per_hour = loading_data.mean(axis = 0)\n",
|
||
"mean_per_hour_per_day = mean_per_hour.reshape((7, 24))\n",
|
||
"\n",
|
||
"days = [\"Monday\", \"Tuesday\", \"Wednesday\",\"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]\n",
|
||
"plt.figure(figsize = (15,10))\n",
|
||
"plt.xlabel('Hourly loading, averaged over all stations', fontsize = 20)\n",
|
||
"plt.ylabel('Loading', fontsize = 20)\n",
|
||
"\n",
|
||
"for i in range(0, 7):\n",
|
||
" plt.plot(hours, mean_per_hour_per_day[i,:], label = days[i])\n",
|
||
" plt.legend()\n",
|
||
" \n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Questions 4"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
" Plot the stations coordinates on a 2D map (latitude versus longitude). Use the package ggmap (function 'qmplot') to visualize the average loading for a given hour (6h, 12h, 23h) as a color scale."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import matplotlib.cm as cm\n",
|
||
"import matplotlib.patches as mpatches"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 720x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(figsize = (10, 10))\n",
|
||
"\n",
|
||
"#Choix de l'heure à afficher\n",
|
||
"hour = 6\n",
|
||
"\n",
|
||
"scatter = ax.scatter(velibAdds['latitude'], velibAdds['longitude'], c = loading_data[:,hour], cmap = cm.Accent)\n",
|
||
"\n",
|
||
"legend1 = ax.legend(*scatter.legend_elements(num=5),\n",
|
||
" loc=\"upper left\", title=\"Load\")\n",
|
||
"ax.add_artist(legend1)\n",
|
||
"\n",
|
||
"ax.set_title(\"Stations coordinates\", fontsize = 12)\n",
|
||
"ax.set_xlabel('Latitude', fontsize = 12)\n",
|
||
"ax.set_ylabel('Longitude', fontsize = 12)\n",
|
||
"ax.tick_params(axis='x', labelsize=10)\n",
|
||
"ax.tick_params(axis='y', labelsize=10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"\n",
|
||
" <div class=\"bk-root\">\n",
|
||
" <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
|
||
" <span id=\"1001\">Loading BokehJS ...</span>\n",
|
||
" </div>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/javascript": [
|
||
"\n",
|
||
"(function(root) {\n",
|
||
" function now() {\n",
|
||
" return new Date();\n",
|
||
" }\n",
|
||
"\n",
|
||
" var force = true;\n",
|
||
"\n",
|
||
" if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
|
||
" root._bokeh_onload_callbacks = [];\n",
|
||
" root._bokeh_is_loading = undefined;\n",
|
||
" }\n",
|
||
"\n",
|
||
" var JS_MIME_TYPE = 'application/javascript';\n",
|
||
" var HTML_MIME_TYPE = 'text/html';\n",
|
||
" var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
|
||
" var CLASS_NAME = 'output_bokeh rendered_html';\n",
|
||
"\n",
|
||
" /**\n",
|
||
" * Render data to the DOM node\n",
|
||
" */\n",
|
||
" function render(props, node) {\n",
|
||
" var script = document.createElement(\"script\");\n",
|
||
" node.appendChild(script);\n",
|
||
" }\n",
|
||
"\n",
|
||
" /**\n",
|
||
" * Handle when an output is cleared or removed\n",
|
||
" */\n",
|
||
" function handleClearOutput(event, handle) {\n",
|
||
" var cell = handle.cell;\n",
|
||
"\n",
|
||
" var id = cell.output_area._bokeh_element_id;\n",
|
||
" var server_id = cell.output_area._bokeh_server_id;\n",
|
||
" // Clean up Bokeh references\n",
|
||
" if (id != null && id in Bokeh.index) {\n",
|
||
" Bokeh.index[id].model.document.clear();\n",
|
||
" delete Bokeh.index[id];\n",
|
||
" }\n",
|
||
"\n",
|
||
" if (server_id !== undefined) {\n",
|
||
" // Clean up Bokeh references\n",
|
||
" var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
|
||
" cell.notebook.kernel.execute(cmd, {\n",
|
||
" iopub: {\n",
|
||
" output: function(msg) {\n",
|
||
" var id = msg.content.text.trim();\n",
|
||
" if (id in Bokeh.index) {\n",
|
||
" Bokeh.index[id].model.document.clear();\n",
|
||
" delete Bokeh.index[id];\n",
|
||
" }\n",
|
||
" }\n",
|
||
" }\n",
|
||
" });\n",
|
||
" // Destroy server and session\n",
|
||
" var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
|
||
" cell.notebook.kernel.execute(cmd);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"\n",
|
||
" /**\n",
|
||
" * Handle when a new output is added\n",
|
||
" */\n",
|
||
" function handleAddOutput(event, handle) {\n",
|
||
" var output_area = handle.output_area;\n",
|
||
" var output = handle.output;\n",
|
||
"\n",
|
||
" // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
|
||
" if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
|
||
" return\n",
|
||
" }\n",
|
||
"\n",
|
||
" var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
|
||
"\n",
|
||
" if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
|
||
" toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
|
||
" // store reference to embed id on output_area\n",
|
||
" output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
|
||
" }\n",
|
||
" if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
|
||
" var bk_div = document.createElement(\"div\");\n",
|
||
" bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
|
||
" var script_attrs = bk_div.children[0].attributes;\n",
|
||
" for (var i = 0; i < script_attrs.length; i++) {\n",
|
||
" toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
|
||
" }\n",
|
||
" // store reference to server id on output_area\n",
|
||
" output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
|
||
" }\n",
|
||
" }\n",
|
||
"\n",
|
||
" function register_renderer(events, OutputArea) {\n",
|
||
"\n",
|
||
" function append_mime(data, metadata, element) {\n",
|
||
" // create a DOM node to render to\n",
|
||
" var toinsert = this.create_output_subarea(\n",
|
||
" metadata,\n",
|
||
" CLASS_NAME,\n",
|
||
" EXEC_MIME_TYPE\n",
|
||
" );\n",
|
||
" this.keyboard_manager.register_events(toinsert);\n",
|
||
" // Render to node\n",
|
||
" var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
|
||
" render(props, toinsert[toinsert.length - 1]);\n",
|
||
" element.append(toinsert);\n",
|
||
" return toinsert\n",
|
||
" }\n",
|
||
"\n",
|
||
" /* Handle when an output is cleared or removed */\n",
|
||
" events.on('clear_output.CodeCell', handleClearOutput);\n",
|
||
" events.on('delete.Cell', handleClearOutput);\n",
|
||
"\n",
|
||
" /* Handle when a new output is added */\n",
|
||
" events.on('output_added.OutputArea', handleAddOutput);\n",
|
||
"\n",
|
||
" /**\n",
|
||
" * Register the mime type and append_mime function with output_area\n",
|
||
" */\n",
|
||
" OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
|
||
" /* Is output safe? */\n",
|
||
" safe: true,\n",
|
||
" /* Index of renderer in `output_area.display_order` */\n",
|
||
" index: 0\n",
|
||
" });\n",
|
||
" }\n",
|
||
"\n",
|
||
" // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
|
||
" if (root.Jupyter !== undefined) {\n",
|
||
" var events = require('base/js/events');\n",
|
||
" var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
|
||
"\n",
|
||
" if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
|
||
" register_renderer(events, OutputArea);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"\n",
|
||
" \n",
|
||
" if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
|
||
" root._bokeh_timeout = Date.now() + 5000;\n",
|
||
" root._bokeh_failed_load = false;\n",
|
||
" }\n",
|
||
"\n",
|
||
" var NB_LOAD_WARNING = {'data': {'text/html':\n",
|
||
" \"<div style='background-color: #fdd'>\\n\"+\n",
|
||
" \"<p>\\n\"+\n",
|
||
" \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
|
||
" \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
|
||
" \"</p>\\n\"+\n",
|
||
" \"<ul>\\n\"+\n",
|
||
" \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
|
||
" \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
|
||
" \"</ul>\\n\"+\n",
|
||
" \"<code>\\n\"+\n",
|
||
" \"from bokeh.resources import INLINE\\n\"+\n",
|
||
" \"output_notebook(resources=INLINE)\\n\"+\n",
|
||
" \"</code>\\n\"+\n",
|
||
" \"</div>\"}};\n",
|
||
"\n",
|
||
" function display_loaded() {\n",
|
||
" var el = document.getElementById(\"1001\");\n",
|
||
" if (el != null) {\n",
|
||
" el.textContent = \"BokehJS is loading...\";\n",
|
||
" }\n",
|
||
" if (root.Bokeh !== undefined) {\n",
|
||
" if (el != null) {\n",
|
||
" el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
|
||
" }\n",
|
||
" } else if (Date.now() < root._bokeh_timeout) {\n",
|
||
" setTimeout(display_loaded, 100)\n",
|
||
" }\n",
|
||
" }\n",
|
||
"\n",
|
||
"\n",
|
||
" function run_callbacks() {\n",
|
||
" try {\n",
|
||
" root._bokeh_onload_callbacks.forEach(function(callback) {\n",
|
||
" if (callback != null)\n",
|
||
" callback();\n",
|
||
" });\n",
|
||
" } finally {\n",
|
||
" delete root._bokeh_onload_callbacks\n",
|
||
" }\n",
|
||
" console.debug(\"Bokeh: all callbacks have finished\");\n",
|
||
" }\n",
|
||
"\n",
|
||
" function load_libs(css_urls, js_urls, callback) {\n",
|
||
" if (css_urls == null) css_urls = [];\n",
|
||
" if (js_urls == null) js_urls = [];\n",
|
||
"\n",
|
||
" root._bokeh_onload_callbacks.push(callback);\n",
|
||
" if (root._bokeh_is_loading > 0) {\n",
|
||
" console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
|
||
" return null;\n",
|
||
" }\n",
|
||
" if (js_urls == null || js_urls.length === 0) {\n",
|
||
" run_callbacks();\n",
|
||
" return null;\n",
|
||
" }\n",
|
||
" console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
|
||
" root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
|
||
"\n",
|
||
" function on_load() {\n",
|
||
" root._bokeh_is_loading--;\n",
|
||
" if (root._bokeh_is_loading === 0) {\n",
|
||
" console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
|
||
" run_callbacks()\n",
|
||
" }\n",
|
||
" }\n",
|
||
"\n",
|
||
" function on_error() {\n",
|
||
" console.error(\"failed to load \" + url);\n",
|
||
" }\n",
|
||
"\n",
|
||
" for (var i = 0; i < css_urls.length; i++) {\n",
|
||
" var url = css_urls[i];\n",
|
||
" const element = document.createElement(\"link\");\n",
|
||
" element.onload = on_load;\n",
|
||
" element.onerror = on_error;\n",
|
||
" element.rel = \"stylesheet\";\n",
|
||
" element.type = \"text/css\";\n",
|
||
" element.href = url;\n",
|
||
" console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
|
||
" document.body.appendChild(element);\n",
|
||
" }\n",
|
||
"\n",
|
||
" for (var i = 0; i < js_urls.length; i++) {\n",
|
||
" var url = js_urls[i];\n",
|
||
" var element = document.createElement('script');\n",
|
||
" element.onload = on_load;\n",
|
||
" element.onerror = on_error;\n",
|
||
" element.async = false;\n",
|
||
" element.src = url;\n",
|
||
" console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
|
||
" document.head.appendChild(element);\n",
|
||
" }\n",
|
||
" };var element = document.getElementById(\"1001\");\n",
|
||
" if (element == null) {\n",
|
||
" console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n",
|
||
" return false;\n",
|
||
" }\n",
|
||
"\n",
|
||
" function inject_raw_css(css) {\n",
|
||
" const element = document.createElement(\"style\");\n",
|
||
" element.appendChild(document.createTextNode(css));\n",
|
||
" document.body.appendChild(element);\n",
|
||
" }\n",
|
||
"\n",
|
||
" \n",
|
||
" var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n",
|
||
" var css_urls = [];\n",
|
||
" \n",
|
||
"\n",
|
||
" var inline_js = [\n",
|
||
" function(Bokeh) {\n",
|
||
" Bokeh.set_log_level(\"info\");\n",
|
||
" },\n",
|
||
" function(Bokeh) {\n",
|
||
" \n",
|
||
" \n",
|
||
" }\n",
|
||
" ];\n",
|
||
"\n",
|
||
" function run_inline_js() {\n",
|
||
" \n",
|
||
" if (root.Bokeh !== undefined || force === true) {\n",
|
||
" \n",
|
||
" for (var i = 0; i < inline_js.length; i++) {\n",
|
||
" inline_js[i].call(root, root.Bokeh);\n",
|
||
" }\n",
|
||
" if (force === true) {\n",
|
||
" display_loaded();\n",
|
||
" }} else if (Date.now() < root._bokeh_timeout) {\n",
|
||
" setTimeout(run_inline_js, 100);\n",
|
||
" } else if (!root._bokeh_failed_load) {\n",
|
||
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
|
||
" root._bokeh_failed_load = true;\n",
|
||
" } else if (force !== true) {\n",
|
||
" var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
|
||
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
|
||
" }\n",
|
||
"\n",
|
||
" }\n",
|
||
"\n",
|
||
" if (root._bokeh_is_loading === 0) {\n",
|
||
" console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
|
||
" run_inline_js();\n",
|
||
" } else {\n",
|
||
" load_libs(css_urls, js_urls, function() {\n",
|
||
" console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
|
||
" run_inline_js();\n",
|
||
" });\n",
|
||
" }\n",
|
||
"}(window));"
|
||
],
|
||
"application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"<div style='background-color: #fdd'>\\n\"+\n \"<p>\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"</p>\\n\"+\n \"<ul>\\n\"+\n \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n \"<li>use INLINE resources instead, as so:</li>\\n\"+\n \"</ul>\\n\"+\n \"<code>\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"</code>\\n\"+\n \"</div>\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"1001\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Ajout de Google Maps pour l'affichage\n",
|
||
"\n",
|
||
"from bokeh.io import output_notebook\n",
|
||
"output_notebook()\n",
|
||
"bokeh_width, bokeh_height = 500,400\n",
|
||
"\n",
|
||
"from bokeh.io import show\n",
|
||
"\n",
|
||
"from bokeh.plotting import gmap\n",
|
||
"from bokeh.models import GMapOptions\n",
|
||
"from bokeh.models import ColumnDataSource\n",
|
||
"\n",
|
||
"hour = 6\n",
|
||
"load_per_hour = loading_data[:,hour]\n",
|
||
"copy_velib = velibAdds \n",
|
||
"copy_velib[\"load\"] = load_per_hour\n",
|
||
"\n",
|
||
"def plot(lat, lng, zoom=10, map_type='roadmap'):\n",
|
||
" gmap_options = GMapOptions(lat=lat, lng=lng, \n",
|
||
" map_type=map_type, zoom=zoom)\n",
|
||
" p = gmap(\"AIzaSyDbC_3q317zMxxK5bcb4-GFo-YrEHHcfXI\", gmap_options, title=\"Paris\", \n",
|
||
" width=bokeh_width, height=bokeh_height)\n",
|
||
" # définition de la ColumnDataSource\n",
|
||
" source = ColumnDataSource(copy_velib)\n",
|
||
" center = p.circle('longitude', 'latitude', size=4, alpha=0.2, \n",
|
||
" color=\"load\", source=source)\n",
|
||
" show(p)\n",
|
||
" return p\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"lat, lon = 48.886300, 2.377389"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
" <div class=\"bk-root\" id=\"c402f92f-fe0b-4fb8-84ca-78f44b4c0833\" data-root-id=\"1003\"></div>\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/javascript": [
|
||
"(function(root) {\n",
|
||
" function embed_document(root) {\n",
|
||
" \n",
|
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" var docs_json = 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DE L OUEST CHATEAU\",\" MACDONALD\",\" BERTON (BAGNOLET)\",\" HERSCHEL\",\" PARMENTIER\",\" CHOISY VISTULE\",\" REAUMUR MONTORGUEIL\",\" DIDEROT 2 (SAINT OUEN)\",\" PLACE DES VICTOIRES\",\" VAUGIRARD CAMBRONNE\",\" PORTE MONTMARTRE\",\" LOURMEL\",\" SAINT VINCENT (ISSY LES MOULINEAUX)\",\" AVENUE DES PORTUGAIS\",\" CONVENTION (LE KREMLIN BICETRE)\",\" CLERY\",\" ALLERAY\",\" SAINT FARGEAU\",\" FAURE (AUBERVILLIERS)\",\" IVRY BRUNESEAU\",\" MOQUET (MALAKOFF)\",\" PARMENTIER FONTAINE AU ROI\",\" VICTOIR CHAUSSEE D ANTIN\",\" DUGOMMIER\",\" ABOUKIR\",\" ULM ERASME\",\" SAINT MARC\",\" BOULEVARD VOLTAIRE\",\" CHABANAIS\",\" CHARENTON\",\" BLEUZEN (VANVES)\",\" ARAGO 2\",\" GARE DE BERCY\",\" BELLEVILLE\",\" VIOLET\",\" MINIMES (VINCENNES)\",\" CIRQUE D HIVER\",\" VAUGIRARD PRINCE\",\" PLACE DU DOCTEUR YERSIN\",\" METALLOS\",\" BONAPARTE BEAUX ARTS\",\" BASTILLE RICHARD LENOIR\",\" MUTUALITE\",\" PORT ROYAL\",\" HOTEL DE VILLE\",\" JAURES 1 (PANTIN)\",\" BACHAUMONT\",\" RASPAIL VARENNE\",\" CARPEAUX\",\" HORTENSIAS (LES LILAS)\",\" QUATRE SEPTEMBRE\",\" MONTCALM\",\" MARAICHERS\",\" BOUCICAUT FAURE\",\" GOBELINS\",\" DODU\",\" PARIS 1 (VINCENNES)\",\" TRINITE\",\" DANTZIG\",\" REPUBLIQUE PIERRE LEVEE\",\" HENRI MARTIN\",\" MARCEAU\",\" FAUBOURG MONTMARTRE\",\" FONTAINEBLEAU (KREMLIN BICETRE)\",\" MARTYRS 2\",\" PETITES ECURIES\",\" PAUL DOUMER / LA TOUR\",\" PORTE DE SAINT OUEN\",\" DIDEROT BOURDAN\",\" SAINT FRANCOIS XAVIER\",\" PORTE DE COURCELLE\",\" PETIT HONNEGER\",\" SALENGRO (KREMLIN BICETRE)\",\" WASHINGTON\",\" LABROUSTE\",\" VITRY DESAULT\",\" SAINT JACQUES TOMBE ISSOIRE\",\" AQUEDUC\",\" EDISON\",\" BRUYERE PIGALLE\",\" PARIS 2 (MONTREUIL)\",\" LEIBNITZ\",\" MAC MAHON\",\" CHARONNE AVRON\",\" PLACE DE BUDAPEST\",\" LOLIVE 1 (PANTIN)\",\" MOUCHOTTE\",\" JEAN MOULIN\",\" PERGOLESE\",\" ROUGEMONT\",\" LACUEE\",\" SUFFREN\",\" BON MARCHE\",\" WATTIGNIES\",\" PLACE DE PASSY\",\" LENINE (GENTILLY)\",\" RIVOLI SAINT DENIS\",\" JACQUES CALLOT\",\" TOLBIAC WURTZ\",\" PASTEUR COTENTIN\",\" HOPITAL SAINT LOUIS\",\" NATION VOLAIRE\",\" HOPITAL ROBERT DEBRE\",\" FRANCS BOURGEOIS\",\" MONTEMPOIVRE\",\" MONTREUIL (VINCENNES)\",\" PONT SAINT LOUIS\",\" MONDRIAN\",\" PRIMO LEVI\",\" DESCARTES\",\" LORRAINE\",\" NATION TRONE\",\" PLACE FERNAND MOURLOT\",\" BOBILLOT TOLBIAC\",\" CLICHY PARME\",\" PIXERECOURT\",\" HAMEAU FLEURI (BOULOGNE-BILLANCOURT)\",\" VOLTAIRE (LEVALLOIS)\",\" SEBASTOPOL-GRENATA\",\" SAINT JACQUES VAL DE GRACE\",\" HOUSSAYE\",\" BELLEVILLE\",\" GRENIER SAINT LAZARE\",\" FRIEDLAND\",\" WAGRAM\",\" D'ARTOIS BERRY\",\" DE GAULLE 4 (NEUILLY)\",\" REPUBLIQUE 2 (AUBERVILLIERS)\",\" QUAI FRANCOIS MAURIAC TOLBIAC\",\" PORT SOLF\\u00c9RINO (STATION MOBILE)\",\" WILSON (LEVALLOIS)\",\" CHATEAU DE VINCENNES\",\" TRANSVAL (BOULOGNE-BILLANCOURT)\",\" BAYERN PEREIRE\",\" GRANDE TRUANDERIE\",\" PARC DE BELLEVILLE\",\" AVENUE HENRI MARTIN\",\" COUTURIER 2 (LEVALLOIS)\",\" RUE SAINT BLAISE\",\" ARAGO\",\" PARIS 1 (CHARENTON)\",\" CHARCOT (NEUILLY)\",\" PHILIPPE AUGUSTE\",\" BELIARD POISSONNIERS\",\" RUISSEAU\",\" PLACE DUNANT\",\" OLIVIER DE SERRE\",\" LIEGE\",\" PORTE D'IVRY\",\" BIBLIOTH\\u00c8QUE FRAN\\u00c7OIS MITTERAND\",\" SAINT CHARLES - CONVENTION\",\" PARIS 2 (VINCENNES)\",\" LA MOTTE PIQUET\",\" BARBES (MONTROUGE)\",\" BEFFROY (NEUILLY)\",\" SAINT MARCEL\",\" PALAIS DES SPORTS\",\" CHARONNES VALLES\",\" PRE ST GERVAIS\",\" LAGROUA\",\" LES HALLES - SEBASTOPOL\",\" AVENUE D EYLAU\",\" STOCKOLM ROME\",\" PORTE DE CHARENTON\",\" EMERIAU\",\" LEON BLUM ROQUETTE\",\" NORD (MALAKOFF)\",\" CHAMPS ELYSEES CHARRON\",\" ROSSEL (LE KREMLIN BICETRE)\",\" VERSAILLES\",\" PONT NEUF - 14\",\" RENNES SABOT\",\" INVALIDES\",\" GUYNEMER LUXEMBOURG\",\" PORTE DE SAINT MANDE\",\" BOULEVARD LANNES\",\" SAINT PLACIDE CHERCHE MIDI\",\" MICHELET (SAINT OUEN)\",\" RIVOLI TUILERIE\",\" CHABROL SAINT QUENTIN\",\" METALLURGIE (SAINT DENIS)\",\" JULES (IVRY)\",\" CONTRESCARPE-THOUIN\",\" SAINT JACQUES FERRUS\",\" PORTE DE PANTIN\",\" RICHELIEU DROUOT\",\" TELEGRAPHE\",\" PLACE TREFOUEL\",\" HITTORFF\",\" CURIE (SAINT OUEN)\",\" PROCESSION\",\" MIRABEAU\",\" BREGUET SABIN\",\" PIROGUES DE BERCY\",\" ANDRE MALRAUX MUSEE DU LOUVRE\",\" GARIBALDI (SAINT OUEN)\",\" SQUARE BELA BARTOK\",\" BOURSE DU COMMERCE\",\" VILLENEUVE 2 (CLICHY)\",\" LESENNE (SAINT OUEN)\",\" VILLAGE SAINT PAUL\",\" TOLBIAC LERREDE\",\" NATIONS UNIES (CLICHY)\",\" PLANTES MOULIN VERT\",\" BIBLIOTHEQUE FAIDHERBE\",\" COMMERCE\",\" MARCHE SAINT GERMAIN - MABILLON\",\" MAZET SAINT ANDRE DES ARTS\",\" PLACE DE RUNGIS\",\" LOUIS BLANC\",\" COURS DE VINCENNES PYR\\u00c9N\\u00c9ES\",\" CROULEBARBE RECULETTES\",\" CHAMPS ELYSEES LINCOLN\",\" SAINT JACQUES GAY LUSSAC\",\" CUSTINE\",\" DE GAULLE 3 (NEUILLY)\",\" PORTE DE CHOISY\",\" SILLY (BOULOGNE BILLANCOURT)\",\" SQUARE D'ANVERS\",\" NATION PICPUS\",\" MONCLAR\",\" SENAT CONDE\",\" PORCHE POUCHET\",\" LAME\",\" MONTORGUEIL RUE MONTMARTRE VERSION 2\",\" BRUNE\",\" REPUBLIQUE FERRY\",\" ODESSA\",\" PAUL BERT (IVRY)\",\" BOURET PAILLERON\",\" PLACE MONGE\",\" GARE DE REUILLY\",\" BODIN AVENUE DE CLICHY\",\" LAMARTINE\",\" SAINT SEVERIN\",\" MIROMESNIL\",\" FLANDRIN\",\" ABBESSES\",\" LEON FRAPIE\",\" DAGUERRE GASSENDI\",\" PLACE D ITALIE AURIOL\",\" PLACE DE LA PORTE DE CHATILLON\",\" PARADIS\",\" MAUBEUGE CONDORCET\",\" OCTAVE FEUILLET\",\" PORTE DE CLICHY - AVENUE DE CLICHY\",\" LALLY TOLLENDAL\",\" SAINT MICHEL DANTON\",\" PERI (SAINT OUEN)\",\" DENFERT-ROCHEREAU CASSINI\",\" NECKER (CHARENTON)\",\" PETIT (CLICHY)\",\" RICHARD LENOIR VOLTAIRE NORD\",\" LEGENDRE\",\" BOUTROUX VITRY\",\" BROCHANT\",\" PARC DE BELLEVILLE\",\" L'ISLE ADAM PYREN\\u00c9ES\",\" DELIZY (PANTIN)\",\" PRAIRIE L INDRE\",\" IVRY TOLBIAC\",\" ITALIE MAISON BLANCHE\",\" ATHENES CLICHY\",\" LECOURBE\",\" MONTREUIL VOLTAIRE\",\" CHARONNE DU BUREAU\",\" REILLE MONTSOURIS\",\" COURCELLES - DEMOURES\",\" HOCHE ALBRECHT\",\" PLACE ANDRE MALRAUX\",\" LA FOURCHE RUE DE LA CONDAMINE\",\" MILLET - JEAN DE LA FONTAINE\",\" PORT ROYAL\",\" PORTE DES LILAS\",\" ST MANDE NETTER\",\" HAIES REUNION\",\" LEDRU ROLLIN-BASFROI\",\" IVRY BAUDICOURT\",\" GENERAL DE GAULLE 2 (SAINT MANDE)\",\" MORICE 2 (CLICHY)\",\" VERSAILLES EXELMANS\",\" TERNES COURCELLES\",\" GUY MOCQUET DAVY\",\" SIMPLON\",\" BAC\",\" PLACE SAINT FERDINAND\",\" MARIGNAN\",\" RIO\",\" PICPUS\",\" FRANCOIS 1ER LINCOLN\",\" AUBER\",\" LEGENDRE AVENUE DE CLICHY\",\" D'ORVES (MONTROUGE)\",\" NAVIER\",\"CAUMARTIN PROVENCE\",\" TARDIEU\",\" JOINEAU (PRE SAINT GERVAIS)\",\" RUE LOUIS LUMI\\u00c8RE\",\" CHARLES VALLIN\",\" ALESIA GERGOVIE\",\" PAUL VAL\\u00c9RY\",\" PLACE DE LEVIS\",\" CHARONNE FROT\",\" PROVENCE\",\" AVENUE RAPP\",\" LEPIC VERON\",\" BROCHANT\",\" MADEMOISELLE\",\" BOBILLOT MERY\",\" BARTHES TROYES\",\" CHARONNE PHILIPPE AUGUSTE\",\" BOLIVAR BURNOUF\",\" LEDIT DE NANTES\",\" AMETTE\",\" ROBESPIERRE (IVRY)\",\" LACEPEDE\",\" EMGP (AUBERVILLIERS)\",\" JAURES 1 (BOULOGNE-BILLANCOURT)\",\" BEL AIR\",\" ASSAS LUXEMBOURG\",\" COURS DE VINCENNES BD DAVOUT\",\" RUISSEAU ORDENER\",\" DENFERT ROCHEREAU\",\" COURTELINE\",\" CHANDON\",\" CLER\",\" BOURSE\",\" REPUBLIQUE 23\",\" SANZILLON (CLICHY)\",\" COURONNES\",\" DAMREMONT CAULAINCOURT\",\" LOSSERAND BOYER-BARRET\",\" CHARONNE SAINT ANTOINE\",\" BOBILLOT VERLAINE\",\" OPERA - CAPUCINES\",\" GARE EMGP\",\" RUE DU COMMERCE\",\" BERTHIER STUART MERRIL\",\" DIDOT CHATEAU\",\" PLACE DU CANADA\",\" PELLEPORT BELGRAND\",\" CIMETIERE DE GENTILLY\",\" BOIS DE VINCENNES\",\" MARTYRS CHORON\",\" EDGAR QUINET\",\" REUILLY DIDEROT\",\" HUGO (CLICHY)\",\" ROCHECHOUART GERANDO\",\" POULMARCH (LES LILAS)\",\" DAVOUT VOLGA\",\" BIR HAKEIM\",\" SAINT FARGEAU MORTIER\",\" CARDINAL LAVIGERIE\",\" PYRENEES ERMITAGE\",\" PORTE MOLITOR\",\" EMGP NORD (SAINT DENIS)\",\" BASSIN DE L'ARSENAL\",\" MENILMONTANT - PELLEPORT\",\" PEREIRE SAUSSURE\",\" CANDALE (PANTIN)\",\" RENNEQUIN PEREIRE\",\" PORTE DES LILAS\",\" MATHURINS\",\" RIVOLI SEBASTOPOL\",\" COTY TOMBE D'ISSOIRE\",\" SAINT AUGUSTIN\",\" THOREL\",\" SAINT MARCEL JEANNE D'ARC\",\" MAINE GAITE\",\" CHAMP DE MARS COTE 16EME\",\" LECORBUSIER (BOULOGNE-BILLANCOURT)\",\" SORBONNE\",\" BELLES FEUILLES\",\" ETIENNE MARCEL\",\" LECLERC (KREMLIN BICETRE)\",\" GARE DU NORD 2\",\" DAMREMONT ORDENER\",\" SULLY MORLAND\",\" COURS DE VINCENNES - BD SOULT\",\" PORTE DE MONTROUGE 2\",\" ESPACE CHAMPERRET\",\" THEATRE\",\" ST ANTOINE GONNET\",\" ILES (ISSY LES MOULINEAUX)\",\" GAY LUSSAC LE GOFF\",\" ROUVET DAMPIERRE\",\" OPERA PYRAMIDES\",\" PONT NEUF\",\" FAUBOURG DU TEMPLE PLACE DE LA REPUBLIQUE\",\" ROQUETTE THIERE\",\" LOSSERAND - PERNETY\",\" PIGALLE GERMAIN PILLON\",\" CHERCHE MIDI\",\" ANDRE MAUROIS\",\" MALESHERBES PASQUIER\",\" PARIS 3 (CHARENTON)\",\" SAINT SULPICE\",\" ST GERMAIN-DANTE\",\" ALLEE PIERRE LAZAEFF\",\" ALEXANDRE DUMAS\",\" JOURDAIN\",\" MONTAIGNE\",\" VASCO DE GAMA\",\" CONSERVATION\",\" CHERCHE MIDI\",\" CHARLES DE GAULLE (NOGENT)\",\" GRANDS MOULINS\",\" VINAIGRIERS\",\" FRUCTIDOR (SAINT OUEN)\",\" PONT DE L'ALMA\",\" EOLE\",\" CLICHY\",\" SAINT MICHEL HENRI BARBUSSE\",\" DIDEROT BERCY\",\" PONT CARDINET\",\" CARNOT\",\" SAINT MAUR OBERKAMPF\",\" RUE DE SIAM\",\" PLACE DE LA NATION\",\" GROULT\",\" BOIS DE BOULOGNE / PORTE DE LA MUETTE 2\",\" MURS DU PARC (VINCENNES)\",\" GUESDE (LEVALLOIS)\",\" FALGUIERE ARSONVAL\",\" ILE DE LA CITE PONT NEUF\",\" VERDIER (MONTROUGE)\",\" BROSSOLETTE (IVRY)\",\" BOETIE PONTHIEU\",\" BEAUMARCHAIS\",\" GALILEE KLEBER\",\" PIERRET (NEUILLY)\",\" MARCADET - RAMEY\",\" DESAIX\",\" KARMAN (AUBERVILLIERS)\",\" PYRENEES RENOUVIER\",\" MARCHE ST-PIERRE\",\" GUY MOCQUET\",\" PARADIS (BOULOGNE-BILLANCOURT)\",\" VILLENEUVE (CLICHY)\",\" DAVOUT VITRUVE\",\" ROMAIN ROLLAND\",\" MAIRIE DU 4 EME\",\" BOLIVAR\",\" ITALIE TOLBIAC\",\" MAIRIE DU 17EME\",\" PLACE BARB\\u00c8S\",\" ALEXANDRE DUMAS\",\" JACQUES BONSERGENT\",\" PORTE DE SAINT CLOUD\",\" FONTAINE DOUAI\",\" LAFITTE ROSSINI\",\" CACHIN (IVRY)\",\" JAURES VILLETTE\",\" CADET\",\" ROSIERS (SAINT OUEN)\",\" PARC DE BERCY\",\" WEISS\",\" AQUEDUC\",\" CLEMANCEAU (NOGENT)\",\" MAISON DE RADIO FRANCE\",\" PATAY REGNAULT\",\" KENNEDY RANELAGH\",\" PLACE GENERAL KOENIG\",\" VOLTAIRE\",\" HAVRE CAUMARTIN\",\" MARNE (MONTROUGE)\",\" ITALIE ROSALIE\",\" GERGOVIE VERCINGETORIX\",\" LAMENAIS WASHINGTON\",\" ASSEMBLEE NATIONALE\",\" CROIX NIVERT\",\" ARAGO CORDELIERE - VERSION 2\",\" ECOLE MILITAIRE\",\" DE RICARD (FONTENAY SOUS BOIS)\",\" PONTOISE\",\" REUILLY\",\" HECTOR MALOT\",\" METZ\",\" PORT ROYAL COCHIN\",\" PETIT PALAIS\",\" SQUARE ROQUETTE\",\" PORTE D'ORLEANS\",\" SERRES\",\" SQUARE DES C\\u00c9VENNES\",\" WAGRAM (17EME ARR.)\",\" RHIN DANUBE (BOULOGNE BILLANCOURT)\",\" PARMENTIER LOUVEL-TESSIER\",\" BARBES MARCADET\",\" TOLBIAC NATIONALE\",\" CITE VANEAU\",\" PLACE DE FINLANDE\",\" BINET\",\" AVENUE DE GRAVELLE\",\" ROQUEPINE\",\" JOHANN STRAUSS\",\" FRANCE (LEVALLOIS)\",\" MARGUERITE DE NAVARRE\",\" CHAROLAIS\",\" PALADINES\",\" GONCOURT\",\" PAILLERON\",\" PONT DE LODI DAUPHINE\",\" FALGUI\\u00c8RE LEBRUN\",\" MAAR (SAINT OUEN)\",\" STRASBOURG\",\" CADET LA FAYETTE\",\" HOSPICE DEBROUSSE\",\" POISSY\",\" LECLERC (BOULOGNE-BILLANCOURT)\",\" ALOUETTES\",\" GARE DU NORD 3\",\" TEMPLE 113\",\" PORTE DE BAGNOLET\",\" GARE SAINT LAZARE - COUR DU HAVRE\",\" VERDUN\",\" CLIGNANCOURT\",\" ALBERT KAHN\",\" GRENIER (BOULOGNE-BILLANCOURT)\",\" BERCY VILLOT\",\" AUBERVILLIERS\",\" HUGO (AUBERVILLIERS)\",\" MADAGASCAR\",\" LERICHE (CLICHY)\",\" LEPINE\",\" SAINT MAUR AVENUE DE LA REPUBLIQUE\",\" PYR\\u00c9N\\u00c9ES\",\" CALVIN\",\" GUICHET (CLICHY)\",\" PECQUEUR\",\" MANIN SIMON BOLIVAR\",\" GEOFFROY SAINT HILAIRE\",\" RENAN\",\" AMIRAUX\",\" CAMBRAI\",\" SAINT GERMAIN DES PRES\",\" BRIAND (LEVALLOIS)\",\" DE GAULLE 2 (NEUILLY)\",\" FOLIES BERGERES\",\" CONCORDE/BERGES DE SEINE (STATION MOBILE)\",\" EGLISE SAINT JUSTE (SAINT DENIS)\",\" RIVOLI CONCORDE\",\" PHILIPPE AUGUSTE (20EME ARR.)\",\" VIVALDI\",\" MASSENA\",\" NOTRE DAME\",\" JARRY (VINCENNES)\",\" POISSONNIERE\",\" MANIN CARRIERES\",\" CHAMPIONNET\",\" AURIOL CHEVALERET\",\" SAMBRE ET MEUSE\",\" TAITBOUT CH\\u00c2TEAUDUN\",\" SQUARE LOUIS XVI\",\" SQUARE VIVIANI\",\" ORTEAUX MOURAUD\",\" BOTZARIS\",\" RENAN (ARCUEIL)\",\" VARENNE\",\" HUGO (VANVES)\",\" CAIRE\",\" BASTILLE\",\" ALEXANDRE CHARPENTIER\",\" BUTTES CHAUMONT\",\" REUNION\",\" FRANCOIS 1 ER\",\" JEAN MOULIN ALESIA\",\" GARE DE MONTPARNASSE\",\" RUE FRANCOIS PONSARD\",\" CHATEAU (NEUILLY)\",\" JUSSIEU\",\" GAUMONT\",\" L'ISLY\",\" SIBELLE ALESIA\",\" DEPARTEMENT\",\" RECHAUSSIERE (AUBERVILLIERS)\",\" BRIAND (MONTROUGE)\",\" FAUBOURG SAINT JACQUES CASSINI\",\" VAUGIRARD PASTEUR\",\" CHATEAU (BAGNOLET)\",\" CHEVALERET TOLBIAC\",\" MAGENTA PARE\",\" MONTORGUEIL ETIENNE MARCEL\",\" ARCHIVES PASTOURELLE\",\" PLACE AIM\\u00c9E MAILLART\",\" HELIE\",\" HUMBERT\",\" BATIGNOLLES\",\" GARE D'AUSTERLITZ\",\" MONTPARNASSE\",\" SAINT P\\u00c8RES\",\" CARVES (MONTROUGE)\",\" INSTITUT\",\" ELUARD (CHARENTON)\",\" REPUBLIQUE (LEVALLOIS)\",\" GODARD\",\" DECAEN CANNEBIERE\",\" TURBIGO SAINTE ELISABETH\",\" SAINT AMBROISE\",\" OURCQ-FLANDRES\",\" PERI (MONTROUGE)\",\" BOUCICAUT\",\" DUBLIN\",\" PYR\\u00c9N\\u00c9ES - PLAINE\",\" JOSEPH DE MAISTRE LEPIC\",\" DODU\",\" BIZOT\",\" REPUBLIQUE (VANVES)\",\" ALMA MARCEAU\",\" VINCENNES (MONTREUIL)\",\" MOULIN DE LA POINTE\",\" VAILLANT (BAGNOLET)\",\" GEORGES POMPIDOU\",\" DE GAULLE (NEUILLY)\",\" GARE D'AUSTERLITZ\",\" PORTE D'ITALIE\",\" PLACE ADOLPHE CHERIOUX\",\" CHAPELLE LOUIS BLANC\",\" POLYGONE\",\" RUE DE SEVIGNE\",\" PLACE JOFFRE / ECOLE MILITAIRE\",\" RANELAGH\",\" PORTE D'AUTEUIL\",\" COLONEL FABIEN\",\" CITROEN\",\" ULM - LHOMOND\",\" PLACE DU CHATELET\",\" JAURES 2 (PANTIN)\",\" JACQUIER\",\" MAIRIE DU 20\\u00c8ME\",\" NATION\",\" BLANQUI CORVISART\",\" ETIENNE DOLET\",\" SORBIER - M\\u00c9NILMONTANT\",\" JAURES 2 (MONTROUGE)\",\" PETITS PONTS\",\" SERRURIER\",\" DOCTEUR DEJERINE\",\" GIDE\",\" BROSSOLETTE (MALAKOFF)\",\" PIERRE ET MARIE CURIE (IVRY)\",\" MUETTE NEUILLY\",\" MICHEL ANGE AUTEUIL\",\" GARE DE LYON CHALON\",\" BIBLIOTHEQUE NATIONALE\",\" HAUSSMANN ROME\",\" BASCH (VANVES)\",\" CRESSON 2 (ISSY LES MOULINEAUX)\",\" TOQUEVILLE\",\" RECOLLETS\",\" MOSKOWA\",\" ST DOMINIQUE\",\" VOLTAIRE (SAINT OUEN)\",\" BASSANO\",\" PERE LACHAISE\",\" CENSIER BUFFON\",\" MOSELLE JAURES\",\" TOUDOUZE CLAUZEL\",\" SAINT HONORE\",\" DAUMESNIL\",\" NICARAGUA\",\" RIQUET\",\" SAINT PAUL PAV\\u00c9E\",\" JAURES (MONTROUGE)\",\" RENNES - ASSAS\",\" LA TOUR MAUBOURG\",\" LAGNY (VINCENNES)\",\" SAINT DIDIER\",\" PARIS 1 (MONTREUIL)\",\" BRIAND (ARCUEIL)\",\" BRANCION\",\" MAIRIE DU 2EME\",\" VICTOR MASSE\",\" ALLENDE (PANTIN)\",\" PANTHEON CARMES\",\" MONTROSIER (NEUILLY)\",\" MANIN HAUTPOUL\",\" PLACE DES FETES\",\" HAUTEVILLE\",\" BUFFON\",\" JAURES (MALAKOFF)\",\" GOUTTE D' OR\",\" KOCK (LES LILAS)\",\" ROQUETTE DALLERY\",\" GOUTHIERE\",\" VAILLANT (PANTIN)\",\" LONGCHAMP\",\" BOURDON\",\" BOURDELLE\",\" MAIRIE DU 9EME\",\" MANIN SECRETAN\",\" CHATEAU LANDON\",\" VAILLANT (BOULOGNE-BILLANCOURT)\",\" DIGEON (SAINT MANDE)\",\" REPUBLIQUE PARMENTIER\",\" SAINT LAZARE RER\",\" OURCQ\",\" LEGENDRE\",\" CORENTIN CARIOU\",\" ITALIENS LAFFITE\",\" SQUARE BERLIOZ\",\" TRUDAINE MARTYRS\",\" FELIX (AUBERVILLIERS)\",\" GARE D'AUSTERLITZ 2\",\" TOUR MAUBOURG UNIVERSITE\",\" FREROT (GENTILLY)\",\" OP\\u00c9RA PYRAMIDES\",\" BUFFON AUSTERLITZ\",\" MONCEY BLANCHE\",\" TURENNE BRETAGNE\",\" ZOLA\",\" VALITON (CLICHY)\",\" BELLEVILLE RAMPAL\",\" ALMA\",\" CEVENNES\",\" AURIOL QUAI DE LA GARE\",\" PARIS 2 (CHARENTON)\",\" SAINT MICHEL SARRAZIN\",\" PARIS (LES LILAS)\",\" DESNOUETTES\",\" BUISSON SAINT LOUIS\",\" SAINTE CLOTHILDE\",\" PORTE D'ARCUEIL\",\" CITE UNIVERSITAIRE\",\" PORTE DE CHAMPERET\",\" MOUFFETARD SAINT MEDARD\",\" PORTE DE PASSY\",\" AVENUE DE TERNES\",\" CITE RIVERIN\",\" DUNANT\",\" GENERAL KOENIG\",\" SAINT GERMAIN COPEAU\",\" GEORGE V\",\" VERSION 2 JAURES\",\" PARIS (BOULOGNE-BILLANCOURT)\",\" GEORGES BRASSENS\",\" LA FAYETTE PROVENCE\",\" BAGNOLET-ORTEAUX\",\" RUE DE BASSANO\",\" SAINT GILLES\",\" JAURES 2 (PRE SAINT GERVAIS)\",\" LIART AMIRAL MOUCHEZ\",\" SAINT AUGUSTIN\",\" COLISEE\",\" COLONEL DRIANT\",\" DAREAU\",\" MAZAGRAND COUBERTIN\",\" LA PITIE-SALPETRIERE\",\" BOIS LE PR\\u00caTRE\",\" MARCHE ST QUENTIN\",\" JONCQUIERE\",\" COURCELLES\",\" PORTE DE VINCENNES\",\" BLUETS REPUBLIQUE\",\" TANGER\",\" AVIA\",\" QUAI DE LA LOIRE\",\" PLACE JUSSIEU\",\" JOURDAN LE BRIX ET MESNIN\",\" MOUTON DUVERNET\",\" ARRIVEE\",\" JAURES 2 (BOULOGNE-BILLANCOURT)\",\" LECOURBE VOLONTAIRE\",\" PLACE MONGOLFIER (SAINT MAURICE)\",\" SQUARE NORDLING\",\" LOBAU\",\" MENILMONTANT OBERKAMPF\",\" TRAVERSIERE\",\" CHEMIN VERT SAINT MAUR\",\" MORICE (CLICHY)\",\" RUE MOLITOR\",\" BONNE NOUVELLE SAINT FIACRE\",\" DIDEROT\",\" TEMPLE DE L'ORATOIRE\",\" PARIS 4 (CHARENTON)\",\" ECOUFFES RIVOLI\",\" FAURE (AUBERVILLIERS)\",\" BUTTE AUX CAILLES\",\" GARE DE L'EST SAINT LAURENT\",\" ALFRED ROLL\",\" CASANOVA (IVRY)\",\" QUAI MAURIAC / PONT DE BERCY\",\" SELLIER (SURESNES)\",\" BOULEVARD MONTMARTRE\",\" BLANCHE\",\" MAIRIE DU 8 \\u00c8ME\",\" MICHEL BIZOT\",\" VICTOR HUGO RUE DE LA POMPE\",\" RONSARD (CHARENTON)\",\" NATIONALE DUCHAMP (PROP 1)\",\" CHAPTAL\",\" BERCY\",\" QUAI PANHARD ET LEVASSOR\",\" METRO ROME\",\" PERGOL\\u00c8SE/ MARBEAU\",\" PLAISANCE ALESIA\",\" OUDINE PATAY\",\" CHARLES HERMITE\",\" BOURSE DU TRAVAIL\",\" GEORGES SAND\",\" CARNOT (MONTREUIL)\",\" WALLACE (PUTEAUX)\",\" POISSONNIERS ORDENER\",\" SEVRES BABYLONE\",\" CONVENTION\",\" PORTE SAINT MARTIN\",\" SAINT MANDE - FAVRE\",\" NARVICK\",\" CURIE (IVRY)\",\" TRAKTIR\",\" JASMIN\",\" BARBES (IVRY)\",\" COUTURIER (IVRY)\",\" ABBE CARTON\",\" THIONVILLE\",\" PARIS 2 (MONTREUIL)\",\" TEMPLE REPUBLIQUE\",\" GARDE CHASSE (LES LILAS)\",\" MICHELIS (NEUILLY)\",\" VOLONTAIRES\",\" ARCHIVES BLANCS MANTEAUX\",\" HUGO (BOULOGNE-BILLANCOURT)\",\" THEBAUD RUE DE CAMBRONNE\",\" SILLY (BOULOGNE-BILLANCOURT)\",\" SAINT JACQUES SOUFFLOT\",\" BRIAND (ISSY LES MOULINEAUX)\",\" PASTEUR (VANVES)\",\" RUE JEAN BOLOGNE\",\" PLACE DE WAGRAM\",\" SAINT LOUIS\",\" SUFFREN TOUR EIFFEL\",\" DE GAULLE (MALAKOFF)\",\" DUNOIS CLISSON\",\" MENILMONTANT BOYER\",\" PLACE CHARLES VALLIN\",\" OBERKAMPF\",\" STALINGRAD (MONTREUIL)\",\" REPUBLIQUE 1 (BOULOGNE-BILLANCOURT)\",\" BOULEVARD FLANDRIN\",\" REPUBLIQUE 2 (BOULOGNE-BILLANCOURT)\",\" D'ORVES (PANTIN)\",\" PLACE DE LA REUNION\",\" RASPAIL QUINET\",\" PORTE DE VERSAILLES\",\" COMPO FORMIO\",\" STADE GEORGES CARPENTIER\",\" LE VAU BERTEAUX\",\" MUS\\u00c9E D'ORSAY\",\" GARE DE LYON\",\" PAU CASALS\",\" MESSINE\",\" AQUABOULEVARD\",\" GAMBETTA GATINES\",\" LOUVRE / COQUILLERE\",\" PLACE PIGALLE\",\" EUROPE\",\" FAIDHERBE PALAIS DE LA FEMME\",\" FONTAINE RAYNOUARD\",\" PLACE DU MAROC\",\" LAFAYETTE (ISSY LES MOULINEAUX)\",\" MARTINIE (VANVES)\",\" SINCHOLLE (CLICHY)\",\" MICHEL ANGE\",\" BROSSOLETTE 2 (MALAKOFF)\",\" JACQUES KELLNER\",\" PORTE DE MENILMONTANT\",\" NATIONALE (BOULOGNE-BILLANCOURT)\",\" POINT 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PORTE DE VINCENNES BIS\",\" GAMBETTA MARTIN NADAUD\",\" SAINT MARCEL\",\" ST OUEN LAMARCK\",\" SAINT HONORE\",\" MOLITOR - MICHEL ANGE\",\" TOUR D'AUVERGNE\",\" CHAPELLE MARX DORMOY\",\" DUROC\",\" GEORGES MESSIER (MONTROUGE)\",\" VORGES (VINCENNES)\",\" QUAI VOLTAIRE\"]},\"selected\":{\"id\":\"1038\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1039\",\"type\":\"UnionRenderers\"}},\"id\":\"1029\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1020\",\"type\":\"PanTool\"},{\"id\":\"1021\",\"type\":\"WheelZoomTool\"},{\"id\":\"1022\",\"type\":\"ResetTool\"},{\"id\":\"1023\",\"type\":\"HelpTool\"}]},\"id\":\"1024\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"longitude\"},\"y\":{\"field\":\"latitude\"}},\"id\":\"1032\",\"type\":\"Circle\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n",
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" var render_items = [{\"docid\":\"e0819443-5d44-4467-805f-127563f14842\",\"roots\":{\"1003\":\"c402f92f-fe0b-4fb8-84ca-78f44b4c0833\"}}];\n",
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||
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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||
"\n",
|
||
" }\n",
|
||
" if (root.Bokeh !== undefined) {\n",
|
||
" embed_document(root);\n",
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||
" } else {\n",
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||
" var attempts = 0;\n",
|
||
" var timer = setInterval(function(root) {\n",
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||
" if (root.Bokeh !== undefined) {\n",
|
||
" clearInterval(timer);\n",
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||
" embed_document(root);\n",
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||
" } else {\n",
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||
" attempts++;\n",
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||
" if (attempts > 100) {\n",
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||
" clearInterval(timer);\n",
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||
" console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
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" }\n",
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||
" }\n",
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" }, 10, root)\n",
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||
" }\n",
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"})(window);"
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||
],
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||
"application/vnd.bokehjs_exec.v0+json": ""
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||
},
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"metadata": {
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||
"application/vnd.bokehjs_exec.v0+json": {
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||
"id": "1003"
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||
}
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||
},
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||
"output_type": "display_data"
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}
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],
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||
"source": [
|
||
"p = plot(lat, lon)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Question 5\n",
|
||
"\n",
|
||
"Plot the stations coordinates on a 2D map (latitude versus longitude). Use a different color for stations which are located on a hill."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
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"outputs": [
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||
{
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||
"data": {
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D9Kn6h2pt9cZq01TPXdV1gHoljNWPqX7u1Xx1FV6t+gzEqhavmiiKQrdu3ZpsMHRDXiPVW3Sq27VrF88//3ytz0N1TfE3lZmZCVTOuGvo+0L1pDAyMpJf/OIXvPLKK7hcLhYvXszixYuJiYlxv84nT558za9P0TFIMiValdjYWGbMmMGMGTN49tlnWbhwobv14v/+7/947LHHrqkuVZVXX33VnUhZLBamTJnC0KFDiY+PJygoyD1eYteuXSxduhTwLOXQXOx2O0CdLRhVqh9nt9trTKYa25L305/+lKFDh/Luu++6q9ZnZWWRlZXF2rVr+e1vf8ukSZN48cUX6dmzZ4OvX/1Dtb6P/WpN9dxVXQfwOV7paiEhIV4x+FKf12v1Fpz63Ls+x9RXY18jaWlpPPnkk+6ZlD179mTy5MkkJSURGRnp0ZX/y1/+koKCgib5m2pMQnZ1K/S9995Lr169+Mc//sHu3bvRNI38/HySk5NJTk7mj3/8IyNGjODFF19k2LBhjQ1dtEOSTIlWKyoqir/85S9Mnz4dl8vl7poZM2bMNV0vIyOD5cuXA5CQkMC//vUvunXr5vPYq7sbm1tISAglJSU1dotcrfpx1T/Um8PMmTOZOXMmly9fZv/+/aSkpLgLnuq6ztatWzlw4ACffvppg7+9V29Jqu9jv1pTPXfVfy4rK6vzOtUTqMb+DqonePW5d32OaSnvvPOOO5FasGABzz33XI3j1l5++eUmu29wcDAlJSUkJiayadOmRl9vzJgxjBkzhsLCQvbv38+BAwfYu3cvhw8fRtM0Dhw4wP3331+vkiSi45EB6KJVS0hI8OhOubogY0Ps2rXLXaPohz/8YY2JFHzXhdBSqgbm5uXl1fmNW9d192DxyMjIJi2AWJv4+Hhmz57Nyy+/zOrVq/nqq6/cY5SsVqu73ldDJCQkuH++1sHNTfXcVV0H8Cre6Ev1Y6rXi7oW1c+v6966rpOent6o+zWlnTt3ApV11Z599tkaEymbzVZn0dKGqOo+zc7ObtKu+KioKGbMmMF//dd/sWzZMrZs2cKcOXOAyhat6vXQhKgiyZRo9apXLL66K6d6F4Vex8pI1Wdc1ZZIQeVSIrVpyH3ro6rrQNd1n5Wcq0tJSXG3rvizy6FHjx78/e9/d3eNVh9MXl8jR450f/hu2bLlmrp/muq5q/7/qhmGtdmxY4fPc69F9fPregyHDx9ukXF89VU1A7Jr1661dhnu3Lmzzt9v9USsrr+rqpmoqqo2SctUTeLj43n99dfdyfbRo0fdLXFCVJFkSrS4qjff+sjIyHBXS4fKQdHVNaR7pPrYldq+2ScnJ9dZDqGh3TJ1uemmm9w/v/fee7V+kLz77rs+z/OHsLAwdzXuq+tU1Ud0dDQTJkwAKn8n//nPfxp8jaZ67kaMGOH+wPzmm29qrXP29ddfk5aWBlQmhA2tdn+1qVOnur80rFixotYWnPfff79R92pqVeO30tPTa3zuVVWt1zI4DelqveOOO9w/L1q06Jq7ieujan3IKtfyWhftmyRTosXNmzePl156yWM6uC/Z2dn8+Mc/dhd0HDFiBN27d/c4pvpSL0ePHq31ekOHDnX//N577/n8wDp48KDXUhe+REZGuosAHj9+vNGtU1OnTqVv375AZevJn/70J5/f4t9++233mnGdO3d2FxdtDlWL7dZWtHTdunUUFhYCXPNU8meeecbduvX73/+etWvX1nhsTk6OV0mDpnruLBYL8+fPByo/LJ999lmf3conTpxwLyUElV3GjRUdHe1ODgoLC3n++ed9tn7861//8kvdtdpU/V0VFBS4i55W53Q6efnllzly5Eid16r+93zs2LFaj73uuuvcBUzT0tJYsGBBrV/UXC4XycnJXkvirF69ms8++6zW1qbU1FT37Mlu3brVOWtUdDwyAF20OKfTyfLly1m+fDlJSUmMGjWKgQMHEh0djaIo5Ofnk5qaSnJysvsNLjg4mF//+tde14qIiGDQoEEcO3aM3bt386tf/Ypx48Z5fMOdPHkyUJmMDR48mKNHj5KZmcnNN9/MvffeS8+ePSkvL2fXrl2sW7cOXdeZM2cOX3zxRa2P44YbbmDDhg1cvHiR5557jptuusmdYEHlgNb6zjw0GAz86U9/4r777qO8vJz333+f3bt3c+uttxIfH09+fj7r1q1zd6WZzWZef/11j5lSTe3YsWP8/ve/JyIiggkTJjB48GDi4+MxGAzk5uayfft2d3eooig8+eST13Sf4cOH8/zzz/P6669TUVHBT37yE5YuXcq0adPo0qULmqZx6dIl9u3bx86dO3nyySc9usWa8rl79NFH2bx5M/v37+fMmTPMmTPHY22+lJQUVqxY4S4RcM8997irqjfW888/z7Zt28jOzmbr1q3ueyclJVFcXMyGDRvYvn07Xbt2JSwsrNWsE/fggw+6u0Vfe+01du/ezcSJE4mKiiItLY1Vq1aRlpbG2LFjuXDhQq01pqrX2Prv//5vCgoK6NmzpzvZjo+P9yim+oc//IHz589z6tQpdu/ezYwZM5g1axbDhw93r7mZm5vLsWPH2L59O0VFRV4FVC9cuMBbb73F7373O8aPH8/QoUNJSEjAYrFQUFDAvn37SE5Odn+pu9bXuWjfJJkSLa5///7k5+ej6zoXLlyoc8Bt3759ee2112pcqf25557jqaeeQlVVPv30Uz799FOP/VVddoqi8Ne//pX58+eTlZVFfn4+ixYt8jjWYrHw61//GoPBUGcytXDhQrZt20Z5eTnr169n/fr1Hvs3btzo8U27LoMGDeKDDz7gmWeeITc3l6NHj/psbYuMjOR//ud/mn1GUdX4leLiYtauXVtji1FVoltXwczaPProo4SFhfGHP/yB0tJSUlJSSElJqTWu6prquTMajbz77rv87Gc/Y/PmzRQXF/vsVlMUhQceeKBerZj1FRkZyQcffMBjjz1GZmYm6enp/O1vf/M4JiEhgUWLFvH73/++ye7bWNOmTePJJ5/knXfeAWDTpk1eY5iuv/56/va3v9VZCX7AgAHuLzJ5eXleg73nzp3rsVBxaGgo//73v/nlL3/J2rVrKSsrY+XKlaxcubLGe1w9WaDq9VRaWuouheCL2Wzmxz/+8TVV6RftnyRTosW9//77ZGdn8+2337J//35Onz5NZmYmVqsVqBw30aVLFwYNGsT06dOZPHkyJlPNL9UpU6bw73//myVLlpCamkpeXl6NTfZJSUmsWLGCxYsXk5ycTEZGBkajkfj4eCZMmMB9991Hnz59+Pzzz+t8HAMHDuTzzz9n8eLF7Nu3j+zs7EaPnxoxYgRff/01y5YtY+PGjZw5cwar1UpISAg9e/Zk6tSp3H///e5xSs3pN7/5DXPnzmXXrl3s27ePtLQ0CgsL0TSNsLAwevXqxfjx47n77rvrVZiyLnfffTfTp0/nk08+Ydu2baSlpVFSUoLFYiEhIYEhQ4Ywbdo0pk+f7vP8pnruQkJCePvtt9m2bRsrV650LzNjNBqJi4tj7Nix3HPPPc1SFb9nz5588cUXLFmyhPXr13PhwgUURSExMZEZM2bw0EMPER0d3eT3bayf/vSnjBo1io8++oiDBw9is9mIjIykd+/ezJkzh7lz59b6N1zdn/70J0aNGsXatWs5ffo0Vqu11jFKoaGh/PWvf+WJJ55g5cqV7N27l0uXLmGz2bBYLMTFxdGnTx9Gjx7N9OnTvSafPPXUU0yaNIldu3axd+9ezp07R35+Pi6Xi5CQEJKSkhg7dix33313nQVVRcel6E0xFUkIIYQQooOSAehCCCGEEI0gyZQQQgghRCNIMiWEEEII0QiSTAkhhBBCNIIkU0IIIYQQjeC30giapqGqMpFQCCGEEK2f2WyscZ/fkilV1Skqar61lIQQQgghmkpsbFiN+6SbTwghhBCiESSZEkIIIYRoBEmmhBBCCCEaQZIpIYQQQohGkGRKCCGEEKIRJJkSQgghhGgESaaEEEIIIRpBkikhhBBCiEbwW9FOIYQQoiW5XE7s9hIqKsrQNNXf4Qg/MhiMBAQEERISjslkbvT1JJkSQgjR7rlcTgoKLhMcHEZ0dAJGoxFFUfwdlvADXddRVZXycjsFBZeJjo5vdEIl3XxCCCHaPbu9hODgMEJDIzCZTJJIdWCKomAymQgNjSA4OAy7vaTR15RkSgghRLtXUVFGYGCIv8MQrUxgYAgVFWWNvo4kU0IIIdo9TVMxGo3+DkO0MkajsUnGz0kyJYQQokOQrj1xtaZ6TUgyJYQQQgjRCJJMCSGEEEI0giRTQgghhGgx7733DhMnjiIlZV+9z3n66R8yceIoj20pKfuYOHEU7733Tp3HNjdJpoQQQogOYuLEUUycOIq77ppDRUWFz2PmzbuViRNH4XK5Wji6tkuSKSGEEKKDuXw5m2XL/u3vMOrt5Zdf5aOPlvs7jBpJMiWEEEJ0IGFh4YSHR/Cvfy2mqKjI3+HUS0JCAklJPfwdRo0kmRJCCCE6kMDAQH7wg8ew2+0sXvzPBp27ceMGFi58glmzpjBt2gQefvj7LF26GIfDcU2xbN6czBNPPMz06RO4+eZp/PrXvyA3N8frOH+Mg2oIWZtPCCGEaCKnrMfZWbgNm2ol1BjGuKhJ9Asb6O+wvNx55z189tkyVq36nLvu+j7duyfVec477yxi6dLFREZGMnPm9wgKCmbXru28884idu/eyd/+9g9MpvqnFStWLGf79q1MmDCZ4cNHcuzYETZu3MCZM6dZvPhjLBZLYx5ii5KWKSGEEKIJnLIeZ3P+19hUKwA21crm/K85ZT3u58i8mUwmFix4GpfLxdtvv1Xn8UeOHGLp0sXExcXz4Yef8Pzzv2DhwmdZvPhjxo+fRGpqCh9/vKRBMezevZN3313Cb3/7RxYufJZFi95lxoxZXLiQxrZt31zrQ/MLSaaEEEKIJrCzcBsu3XMGnEt3sbNwm58iqt2NN85gyJBhbN26mYMHU2s99ssvVwMwf/5jxMR0cm83mUw8/fRzGAwG1qxZ1aD7z5v3fXr37uOx7bbb5gJw/PjRBl3L3ySZEkIIIZpAVYtUfbe3Bk8//RwAb731V3Rdr/G4kydPADBy5Givfd27JxEbG0dWViZWa/0f64ABg7y2xcXFA2C1ltT7Oq2BJFNCCCFEEwg1hjVoe2swZMgwpk6dzvHjR9m0aUONx9ntNgCPVqnqqrZXHVcfoaGhXtuqFqPWNK3e12kNJJkSQgghmsC4qEmYFM8B2CbFxLioSX6KqH6eeuoZTCYTb7+9CKfT6fOYkJDKxKegIN/n/vz8PI/jOhpJpoQQQogm0C9sIDfG3ORuiQo1hnFjzE2tcjZfdYmJXZk7926ysjJZvvxTn8f069cfgAMHvJeAychIJzc3h86dEwkLa72tcM1JSiMIIYQQTaRf2MBWnzz58sgjj7Nu3RcsWfI+BoPitf+WW27jiy9W8eGH7zNhwhSioqIAUFWVRYv+hqZpzJlzW0uH3WpIMiVEA5Sr5aSVnkVDpXtQT0JNHfNbmBCifQkPj+Dhhx/hH//4u8/9Q4dex/33P8zHHy/h4Ye/z9Sp0wkKCmTXrh2cO3eWYcOGc//9D7dw1K2HJFNC1NM5+xk25H6JgoIO6GzihqhJDI8Y6e/QhBCi0ebNu5cVK5aTlXXJ5/4f/ejH9OvXn88+W8b69V+iqi66dOnKE088xb33PojZbG7hiFsPRa9tLmQzcjpViopK/XFrIRqsXC3nw/R3vGrImBQT87o8QIzF9wwXIUTrkJ19gYSEuqt8i46nvq+N2NiaeyJkALoQ9ZBWehYF73EEqq5yynbMDxEJIYRoLSSZEqIeNFR8NeHq6Lh0tcXjEUII0XpIMiVEPSQF9ULHu4icSTHRJ6SfHyISQgjRWkgyJUQ9hJhC3QX5qrr7TIqJfiEDSQjo4ufohBBC+JPM5hOinq6LGEnXoCRO2Y7j0l30CelHQkAXFMV7LJUQQoiOQ5IpIRogxtKJcdGte2kIIYQQLUu6+YQQQgghGkGSKSGEEEKIRpBkSgghhBCiESSZEkIIIYRoBBmALkQ7lO/I41J5BkHGIHoE9cZkkD91IYRoLvIOKxl4Le8AACAASURBVEQ7ous6G/PWc9Z+Ch0woGBQjNyRcDedAuL8HZ4QQrRL0s0nRDty2n6Cs/bTuHQXqu7CqTup0MpZm7MKP61pLoQQ7Z4kU0K0I0eth3DpTq/t5WoZ+Y5cP0QkhGgvJk4cxdNP/9Bj23vvvcPEiaNISdlX57HtmSRTQtRDqVrKnsLtrMpazrb8zZQ4i/0dkk9qjYsuK6g+1hYUQnQsEyeOYuLEUbUeM2/erUycOIqsrEstFFXbJ2OmhKhDsbOI/1z6CJfmREXlUnk6x62HuS1hHgmBrWtdvv4hA8l35OLSXR7bjYqBWIuMmRJCXLuPPlpOQECgv8NolaRlSog67Cj4BodWgUplq4+GhlN3siVvg58j8zYofCixlnjMihkAA0ZMiomb4m7BoMifuxDi2iUl9SAhIcHfYbRK0jIlRB3Syy6i4z14u8CZj1NzYjaY/RCVb0bFxB2d7+FC6TnSyy4SbAxmQNhgQk1h/g5NCNHGTZw4iuHDr+ett/7p71BaHUmmhKiD2WDGqTq8tisYWmVrj0Ex0DOkDz1D+vg7FCE6nNTU/WzYsI7i4iIiIiKZOfNmhg8f6e+wRDOTZEqIOgwNG87+4t0e45AMGOkT0g+jYvRjZEKI1iQ1dT+rVi3H6aycUVtcXMSqVcsBWl1C9d5779S4z2aztmAk7YMkU0LU4frIMRQ48zlXehojRjQ04gISmNJphr9DE0K0Ihs2rHMnUlWcTicbNqxrdcnU4sXv+juEdkWSKSHqYFAM3BR3CyXOYgqceYSbIom2xPg7LCFEK1NcXNSg7f707bf7atw3b96tZGdntWA0bZ8kU0LUU7g5gnBzhL/DEEK0UhERkT4Tp4iISD9EI1pS6xs9K4QQQrRBM2fejNnsObvXbDYzc+bNfopItBRpmRJCCCGaQNW4KJnN1/FIMiWEEEI0keHDR0ry1AFJMiW82F02tuZv5ELpeVAUeof0Y1L0VAKNQf4OTQghhGh1ZMyU8ODSnPzn0kecLz2LioqquzhjO8HnWZ+g695VwEXLKVNLuVSWgdVV4u9QhBBCVKPofvqEdDpViopK/XFrUYuT1mN8k5+MU/eslWJWzMyKu5Wk4J5+iqzj0nWdbfmbOWY7hBETKi66BnZnVtytrWopGyFas+zsCyQkJPk7DNEK1fe1ERtb87Jc0jIlPOQ7c70SKQBVVyl05vshInG4JJXjtsOouopDr0DVVTLKL/JNfrK/QxNCCIEkU+Iq0eZOmBTv1g6jYiTSHO2HiMTBkv0eS9lAZXJ7xnYSl+aq4SwhhBAtRZIp4aF3SD8sBgsKinubAQMhxlC6B/XwX2AdWIVW7nO7jo7LRyuiEEKIliXJlPBgNpi5u8sDJAX3QkHBgJHeIf24s8u9GBR5ufhDYmA3j+S2SqgpjABDoB8iEkIIUZ2URhBeQk1h3BJ/h3v2nqJ4f5CLljMuejIZZem4dCcaGgoKRsXI1E4z5HcjhBCtgCRT7YTNZcWpOYk0RzXZB6x8ULcOkeYo7u36MKnF+8kuzyTSHM2IyNF0ssT6OzQhhBBIMtXm2VxW1uesIc+Rg4IBi8HM9E430z24h79DE00ozBTOpJgb/R2GEEIIH2QQTBum6zqrsv5DTkU2qq7i0p2UqqWsy1lFkbPQ3+EJIUSrIoWHxdWa6jUhyVQbll1xCbtqQ8fzxaDqKodLUv0UlRBCtD4GgxFVVf0dhmhlVFXFYDA2+jqSTLVhdtUOPmZ56eiy5IgQQlQTEBBEebnd32GIVqa83E5AQOPXnZVkqg2LsySg4f1Ny6SY6BrY3Q8RCSFE6xQSEk5pqRWbrRiXyyVdfh2Yruu4XC5stmJKS62EhIQ3+poyAL0NCzeHMyB0MCdtx9wVsg0YCTaGMCBssJ+jE0KI1sNkMhMdHY/dXkJBQTaaJl1+HZnBYCQgIIjo6HhMpsavcSoLHbdxuq5zwnaUwyUHcGgOeof0ZUTEGAKNUsxRXDuH5iCzPB0Fha6B3TEZ5HuXEKJjq22hY0mmhKAyKdXQMCqNH4jY1p2xnWRj3nqUaqMAbo6/jW5Bda+qLoQQ7VVtyZR83RQdmq7rpBbvY3/xHiq0ckKNYYyPnkzf0AH+Ds0vrK4SNuat91pYee3llfyg25MESIunEEJ4kQHookNLKdrDnqId7sWEbaqVTXlfkVZ61s+R+ccp23E0XfOxR+Fc6ZkWj0cIIdoCSaZEh6XpGinFe7xaYVy6i92F2/0UlX85NAca3smUrms4NIcfIhJCiNZPkinRYTk0h1ciVaXYWdzC0bQOScE9MSk+ZrYoCt2DerR4PEII0RZIMiU6rABDAGaDxee+KHN0C0fTfGwuK+llFyipR4LYOSCRnsG9PRIqk2JmSNgwoizt5zkRQoimJAPQRYelKApjo8azo2CrRwuVSTExLnqSHyNrGpqusTF3PWftpzAqRlRUugX1YFbsnBpLHWRXXMKpOQkyBmEglGhzDEMjhksRWCGEqIUkU6JDGxo+ArNiYU/RTkpdNiLN0UyImUzXoLafPOwr2sW50tOoqKh6ZYHC9NI0thdsYUqnGV7Hn7adYFPeV9UKwBoo18qYZL4RRfFetkgIIUQlSaZEhzcgbHC7rBh/uCTVa0yYispx21Emx0z3SJA0XWNr/kaP4zU0HFoFewt3Mi12VovFLYQQbY2MmRKinXLWMPtO1V1eM/asrhJcuvfyGjo66WUXmiU+IYRoLySZEqKd6hyY6HN7J0ucV6X3AENADfWlIMgY3OSxCSFEeyLJlBDt1KSYaZgVC4Yrf+YKCibFzJQY7/FSgcYgkoJ7YMAzyTIpJkZEjG6ReIUQoq2StfmEaMesrhJSi/eTU5FNJ0ss10WMJNIc5fNYh1bB+pwvuFSegREDKhqjIsYwKmpcC0cthBCtjyx0LISoN6urBLvLTrQlBksNdbiEEKKjkYWOhRD1FmYKJ8wU7u8whBCizZAxU0IIIYQQjSDJlBBCCCFEI0gyJYQQQgjRCJJMCSGEEEI0ggxAF6IDcWgO0svS0HSNbkFJBBqD/B0Suq5zzHqYlOI9lKllxAckMD56MrEB8f4OTQgh6kVKIwjRQVwoPc/6nNUoGAAdDY0pMTMYGDbEr3HtKdzBgeJ9uHSne5tJMTOvy/3EWDr5MTIhhPhObaURpJtPiA6gXC1nfc5qXLoLp+7AqTtRdZWt+Rspdhb5LS6n5uRA8V6PRAoq1w/cW7jTT1EJIUTDSDIlRAdwvvQMoHht13SNU7bjLR/QFVZXyZWWMk86OrmOy36ISAghGk6SKSE6AJfuRMe7R19Dw3lVq1BLCjGGoOmqz30RNSx7I4QQrY0kU0J0AN2DevrcblLM9Azu3cLRfCfAGEi/0IEYFc+5MCbFxOjIG/wUlRBCNIzM5hOiA4gwRzIifBSpJftw6S6gMpHqE9KXhIAuLR5PkbOQ07aTqLqLQWFDMRssHLMeQtM1go0hTI6ZRufAxBaPSwghroXM5hOiA8kuv8QJ2zE0XaVv6AC6BnZHUbzHUjWnwyWpbC/4Bl3X0NAwKSYGhQ1jQvQUnLoTi2Jp8ZiEEKIustCxEAKAhMAuJAS2fEtUFbvLzvaCLajVxkm5dBfHrIfoG9Lfr7EJIcS1kmRKiA6owJHPGftJNF2jd0g/YgPiWuS+F8rOXZm95zno3KW7OGM/JcmUEKJNkmRKiDZG1VWyyy9hUAzEB3TGoDRsHklq8T52FW5H01V04GDJfoaFX8+46EnNE3A1hhrnvCgoPko3CCFEWyDJlBBtyIXS83yd86W7zIFRMTI7/vZ6D9YucZawq/Bbr262QyUp9A0dQCdLbLPEXaVHcC+25Cd7bTcpRvqFDmzWewshRHOR0ghCtBF2l431Oatx6BVXqpg7KNfKWJP9OQ7NUa9rpJWewUe5KVRd5Zz9dBNH7C3QGMSMTt/DqJgwKSaMGDEqRkZGjG2xrkYhhGhq0jIlRBtx0nYc35Nvdc7bz9A/bFCd1zAohsqZcl6XUXxWIm8OfUL7kxjUjXP2M6i6ix7BvQk3R7TIvYUQojlIMiVEG1GulaHiXS1c1TXKtfJ6XaNncB++Ldjitd2gGOgb2q+xIdZbkDGYweHDfO5TdZWUoj0csx5G1VV6hfRhbNQEgozBLRafEEI0hHTzCdFGdAtKwqSYvbYbFIWuQd3rdY0QUyhTY2Z+182mmDAqRsZFTSLSHN3UIV+TtZdXkVK8B5tqpUwr5bj1CP/J/Ain5r9lb4QQojbSMiVEG9E1sDuJgV3JLM/AdWU9PZNipm9If2Isnep9nQFhg+kW1IPzpWfQ0egR3JswU3hzhd0guRU5XCpPd1dph8r1A8u0Mk7bjzMozHdrlhBC+JMkU0K0EYqiMDv+Dk7bT3DCegyDYmBQ2FB6Bfdp8LVCTCEMCb+uGaJsnFzHZZ/bXbqTrPJLkkwJIVolSaaEaEMMioH+oYPoH1r3YPO2KNwU4bPelBEjkeYoP0QkhBB1k2RKCOFTviOXoyWHKNPK6Bncm94h/TAqxma9Z2JgN4KNIZS4it21tAAMipGBYUOa9d5CCHGtZKFjIYSX49YjbM3fiKqr6OiYFDOdLJ24o/P3mz2hsrvsJOeu5VJ5BgCR5ihmxN5MbEB8s95XCCFqU9tCx5JMCSE8ODUn71/8h8cgcACTYmJSzDQGhQ1tkTgcWgWarhFoDGqR+wkhRG1qS6akm08I4SG7ItPnGnou3cUZ28kWSaZUXcWAEYsxoNnv1dSOHTvC9u3fYLfb6d9/AJMm3UhoaM1vwkKItk+SKSGEB5Ni9hivVJ3FYGnWe1doFXyTl8xZ+yl0dDpZ4rix08w208W3eXMyW7duwumsXN6nsDCfQ4cO8MwzzxMcHOLn6IQQzUWKdgohPCQEdMHsI2kyKSYGN3M5hTXZn3HWfhoNDR2dXMdlVmQtw+6yNet9m0J5eRnffJPsTqQAVFWltLSMnTu/9WNkQojmJsmUEDXIqbjMiqxPeSft7yxJf5cjJQdrWBuvfVEUhVsT7iLIEIRZsWBWLBgxMiJiNN2CkprtvrkVl8l35KJdtWSOqqscLklttvs2laysSxiN3o39quri9OmTfohICNFSpJtPCB/yHXmsyPrEPQjb6nKyvWALdpeNsdETmvReGWUXOVC8F5vLStegJK6PGE2IKbRJ79FQnSyxzO/+JJll6VRo5XQJ7EaIqXm7qYqcRT4XW9ZQKXDmNeu9m0JoaBia5r12IkBkZGQLRyOEaEmSTAnhw97CHai65wejS3eRWrKP6yPHYDZ4r5F3LY6VHGZbwSZ30lbkLOSU7RjfT3yYUJN/By0bFSPdg3u02P06WTqhofmIw0R8QOcWi+NaxcbGER/fmUuXMj2SKrPZzIQJU/wYmRCiuUk3nxA+5DpyfA7CVjBgdZU0yT1U3cX2gi1e69BVaA72F+1uknu0JVGWGLoGdseoVP+Op2BWzAxuI8vIPPTQo3TvnoTJZMJiCSAwMJDbb59Ht27N1z0qhPA/aZkSwodIcxQlrmKv7ZquNlkXXJGzyGfCpqORXnahSe7R1twcfyt7C3dxzHoIl+6ie1APxkdPaTO1pkJCQnn88R9RXFxEWVkpnTrFYTLJ26wQ7Z38lQvhw6jIG7hUnuHRamRSTPQLGUiAoWlqHwUagtB0724tgBCjf8dM+YtRMXFD9ERuiJ7o71AaJSIikogIGSclREch3XxC+NA5MJFZcbcSZgpHQcGkmBgSNpzJnaY32T1CTCEkBnXzKpBpUkyMiBzdZPcR7cPly1ls2ZLMtm2bKSjI93c4QohqZDkZIWqh6zou3YVRMWJQmv67R4VazvqcNWRVZGLAiI7ODVETuC5iZIOvVaraOWU9TqlmJzGwO92DeqAoSpPH3NIqtArO2E5iV20kBHShW1BSu3hcDbFhwzq2b996ZWC7gsGgMHv27YwZM87foQnRYcjafEK0cjaXlVK1lChz9DXNFMwsS+eLyyvQ0VB1FbNiJjYgntsS5jX7wsTNKbfiMiuzlqGh4dJdmBUzMZZYbk+4G5OhY4xSuHQpk3fffQun0+mx3WQy8bOfvUhYWLifIhOiY6ktmZJuPiFagVBTGHEB8deUSGm6xlc5X+DSne5yDk7dSU5FNsdKDtV5vt1l47z9DDkV2S1alFTXdU7bTrAi61OWX/qYQ8UpuDSXx/71OWtw6A732DWn7iTPkcPhkgMtFqe/HTlyEJfL5bVdURSOHz/qh4iEEFfrGF/thGjH8h25uHSn13aX7uKE7RhDI0b4PE/Xdbblb+KY7TBGjGjohJsiuC1hXrMX6ATYkreBU/YT7tjzHbmcsp/gzs73YlAMFLuKKFXtXue5dBfHbUc7zLiy2ro0O1p3pxCtlbRMCdHG1TaWq7Z9J23HOG47gqqrV1p/nBQ68/kqZ01zhOmhyFnASftxjyTQpbsocORxvvQsAAq1JBHNHmHrMXTodT7LK+i6zsCBg/0QkRDiapJMCdHGRZs7EWAI9NpuUswMChta43mHSlI8Sj8A6OjkVGRjd3m3CDWEqquUqaU1dhtmlmX4TIicupOLpecBCDdFEGr0HqNgUkwMDBvSqPjakoSELkyZMh2TyYTRaMRkMmEymbjttrsIDfVvlXwhRCXp5hOijVMUhdnxt7Mq+z9ouoaqaxgUhaSgngwIrbnlokKrqOF6Bpx6BdDwrj5N19hZsJUj1oNouk6AIYDx0ZMZEOYZR5AxyOc6fAaM7qKoiqLwvfhbWZH1KZquXZlVaSIhoDNDw313XbZXU6fOYOjQ4Zw4cRSDwcjgwUMJD4/wd1hCiCskmRKiHYgNiOfmuNvZlr8Jq6uEKHM010VcX+uYmp7BfThccsBrPTyzYibCFHVNcWwv+MZdvRygTCvlm/xkAo1B9Aju5T4uKbgnRsWI86qGK4OiMCD0u1anGEss87s9yVn7Keyqjc4BiXQOTOyQY4ViYjrJGn9CtFJSGkGIduBSWQZrLn/mVbH95rjba1ysuEwtZVnmvyjXynDpLhQUjIqRWXG3eiQ+9eXSnPzfxX+g6t4zz+IsCdyd+IDHtnxHHl9eXkGZWoaCgkExMDN2NknBPRt8b9FybDYrX331JcePH8FgMDJixCimT5+FxWLxd2hCNCupMyVEO/dp5lLyHDle2yPN0TzQ9ZEaz6vQKjhWcpiM8guEmyIYGj6CaEvMNcVgc1n5KON9r3FYAEGGYB5Nespru67r5DvzUHUXQYZgTtiOYXUVkxjYjT4h/TtMLam2wuFw8MYbf8JqLUHTKls0TSYTiYndePzxH3XIFkPRcdSWTMk7lRDtQIEjz+f2ImcBuq7X+CEXYAhgROQoRjCq0TEEGYO9lsapEhsQB4BTc3LceoS00rMEmUIYFj6c+IDOXCrP4JPMD1F1DQ2VM/ZT7C/azbzEB5psLUTReIcPp1JWVupOpABcLhdZWZlkZFykW7ckP0YnhP9IMiWuWZGzkMMlqRQ5C+gc2JUhYcMINAb5O6wOKdAY5LMmU4AhoF6tBVZXCadtJ3BoDroH96BzQMPHJRkVI2OjJrKzcKtXd+MNURNxaA6WX/oIq6vE3a14zn6KidE3sq9oF06PMglOrK4SUor2MC56UoPiEM0nI+MiDofDa7uu62RlXZJkSnRYkkyJa1K5fMnnqLqGjkZmeQaHSlL4fpeH3LOxRMu5PmI0uwq/9UpihofX3eJ0xnaK5Lx16LqOhsrBkhR6BvdmZuzsBidUwyJGEGQMZl/RTmyqjThLPOOiJxEbEM+Bon2UOEtQqYxRp3Ldw28LNvssoaCicsZ+UpKpViQ2Ng6z2ey1tI2iGIiOvrbuYSHaA0mmRIPpus6mvK88PrhV3UW5qrK7cDvTYmf5MbqOaVj49ZSr5aSW7ENBQUOna2ASMZZY1CslBXxxak425q3zGDTu0p2cLz1LWulZeob0aXAsfUP70ze0v9f2c6Wn3YlUdZXxal7boTIhFP7ncFSQnn6RuLh4DAYj8F0yZTAYCA8Pp1evhr9WhGgv5J1KNFiZVordZfParqOTVnrODxEJRVEYGz2BkZFjOFC8j31Fu8gsTyezPB0FuCVhLl0Cu3qdl1l+0ec4J5fu5KTt+DUlUzUJ9FFYFEAHIk2RFLoK0fmuhcqkmBgcdl2T3V9cm5SUvaxZ8zkGgxFd17FYLERFRZKTUznhoW/f/sydew8GQ/PXgNZ1nTNnTnH4cCoGg4Hhw0fRo4fM/hT+J8mUaDCTYvL40KvObJDp0f5U7CoipXgPGhqa/t3Yli+zV/BI9wWYrlpI2VfhzCq1LUVTndVVwtGSQxS7iugS0JX+YYOw+HgdDIsYQUb5RY8WTQWFUGMos+PnsjJ7GRVaBfqVVqqkoF4MCZdkyp+ysy+xZs3nV7r1KlujHI7KYq8vvvgbTCazz6VumoOu63z++accPXoIh8OBoigcPJjCuHGTuOmm2S0SgxA1kWRKNJjFEEC3oCTSyy54dM+YFBPDwof7PMelOVEUA0bF2FJhNqnz9jPsKdqJzVVCJ0scN0RPJD6gs7/D8nLcehRVV72268DFsjR6hfT12J4Y2M1nWmxSzLVWT6+SVZ7J6uzP0HUNFZW00rMcKN7L3YkPEGQMdh9X4MgnrfQ84cYIilyFV7oddYKMwcxJuJMIcyQPdXucjLKL2FQr8QGdibF0auCjF01t795duFzeXbNOp4OMjHT69OkHwMmTx9m4cT2FhQXExSUwc+bsJm8xSk+/wJEjB93jtXRdx+l0smPHVkaOHENMjLxehP9IMiWuyYzYm1mT/RkFzoIrY15U+oT081rmI7fiMpvzNpDnyEFBoXdIX6bEzCDA6LvLp4qqq5yyHeek7RhGxcjgsGH0DO7jlzo2x61H2Jq/0d2iklF+kZVZy7ij8z0tklBpusbRkkMcsx1C03X6hw5kWPgIr1YmAIdWUUOroY5Tc3ptNRlM3Bx/G2svr7xyr8oyCgPDhtAtqPaZWbquk5y7zmuxYrtqY2/RLibHTAMqB7hXjstS0dExYiLAEMiM2O/RJbCr+3dqUAw1FhgV/mGz2WpcX7GsrLJO4KFDB1ixYpk7yblw4TwffvhPHn74cXr27N1ksRw/ftRr4HuVU6dOMG7cxAZf06k5yanIxmwwE2uJlzpZ4ppJMiWuSaAxiLsTHyS3Igerq5hOlnjCzeEex9hdNlZkLcN5pbtJR+es/QzFrmLmdb6/xjcuXddZk/05lyuy3B/Ul8oz6R86kKmdZjbvA/MRy46CrV6FKF26i50F27ij8z21nmtXbZgUU6NKRqzLWU1G2QV3DHuKdnLWfpq7utzn1RXXK6QPp+0nPRIcqEzIugZ193n9bkFJjI4cz96inWi4sGAhsh7LydhVG3bVe+ychsY5+2kmx0xD1VU2533tOVkBF2VqKTkV2SQGdavzPm1FXl4uGzasJS3tHCEhoUyadCPDh49s0x/QAwcO5tSpEzidnuUQVFWlR49e6LrO+vVfeCU5TqeTr776ggULnm2yWCyWAIxGI6rq2fJqMBiuqfr6SesxtuQnY0BBRyfQGMSc+DuvuWit6Niaf8SgaNdiA+LoFdLXK5ECOGJN9epy0lApcOST66Nad5ULZefJqZZIQeWA6BO2YxQ6Cpou+Hoo18pwat51dQCfFcerZJdf4qOM9/lXxnssvvg2n1/6BJvL2uD7X67I9kikoHLmZKEznws+BvsnBfWia2A3TMp3rVYmxcToqPE1lqw4VnKYvUU73M+3Q3ews3Arx6yHa43NpJioaf2EqvvnOXJ8tpSpuDhtP1nr9duSgoJ8/vd//8axY0ew2+3k5Fxm9erP2bTpa3+H1ihDhlxHfHw8ZvN3ryez2cykSdMICwvH6XRitZb4PPfy5ewmjeW660ag+BjHp+s6gwYN8XFGzfIduWzJ34BLd+LQHTiv1DWrWixciIaSZEo0mwJHPhre43cUFIqdhTWed7E0zaOAY3WZ5elNFl99WAwBPt/AAUKMvpMTu8vG6uzlFLuKUHUVDY3sikusyPq0xi6TmmSXX0LzcY5Td3KpPMNru6IozI6/g5mxN9M3ZACDQodye8I9jIwcU+M99hTt8NnytqdoR62xBRqDSAjsgoJny4tJMbkHjpsVi3tA+dV8DVJvq7Zu3YTT6fT4/TqdDrZt20JFRbkfI2sck8nE448vZPbs2+nVqw+DBg3lgQceYfr0m9z7LRbfFerDwry/YDVGdHQMt99+l/ueAQEBWCwW7rvvYYKCguu+QDVHSg76HFvo1Jwt/h4j2gfp5hPNJj6gMxfL0rw+qDU0YiyxNZ4XZAzCgMGr9pABhYAaptc3F6NiZGj4cA6XHPAqiDkmarzPc45aD3t9u9XRKVNLySxPr7G7zZdgYwhGxYB21Ru/UTERYvS9TpSiKPQK6esebJ5dfolv8zejYKBf6ABiA+I9jvdVOb1qe21L0QDcFDublVnL3N19GjpJQb0YdmXsXJQ5mlBTOEVOzxZFk2L2Gl/Xll24kOaxxEoVo9FAXl4eiYneZSlaC03TSEnZy65d31JRUcGgQUOZMmUawcEhQGXCNHr0DYwefYPXuQaDgYkTp7J160aPrj6z2cyNNzZ9l/yIEaMYMGAwZ8+ewmAw0KdPvxqTudqUqaU1zkguV9tu8iv8R5Ip0WwGhQ3lQPE+XLoKV964jIqJroHdax2X0D90cOX0/qsSEkUx0DO4V3OG7NMNURPRdZ0j1lR0wKQYuSFqEr1D+vk8vthViOqjRU6HBnf19QzuzVbF6NVSZ0Chf9hAn+fous5x6xEOluynxFmMinrlg0PhiDWVERGjPRLBcFMExa4ir+uEmyLqHO9jV23EBSRQ6MwnyhzDdREjiauWrCmKwi3xd7Aq6z9UaJVT6jVdZUjYMHoFt3yRx4KCfDZt+prz588SFhbOlCnTGDiwYV1EvkRHx5Cbe9lru6qqhIc3BFBRIQAAIABJREFUbQtNU1u9+jMOHkxxJ0O7dn3L0aOHeOaZ5wkIqDtRmTJlGprmYvv2rWiahtlsZtq0WYwY0fj1Hn0JCgpiyJDGlczoEdybC2VpPsYWqnQJTGzUtUXHpOgN7XdoIk6nSlFRqT9uLVpQibOEHQXfcLHsPCbFxKCwYYyOGldniYTzpWdJzlkLVLbqmA0Wbom/g7iAhJYI2ydVd1GhVRBoCKq1BtMx62G25W/2eqM2KSbmdXmgwVP+Cxz5rMtZhdVV4k4wI0yRjI4aR9+QAV4Jz/b8bzhiTfVqEaxiVIzcmzifSHPlIPNz9jNsyP3Sq+Vteqeb6RPqO2EEOGE9yjf5ye5ZeibFRIgxlHsSH8Ry1eLEuq6TWZ5OmVpK58BEQk01r75+tTK1lPOlZ9F1nR7Bva55uaKCgnwWLforDkeFuzvObDYzc+Zsxo9v3JI1Fy+msXjxOx6tMyaTiX79BnD//T9o1LWbU2FhAW+88Sev8gdms5mbbrqlQTPkVFWlrKyU4OCQFing2Riq7uKzS59Q6Mx3v+6rll8aGz3Bz9GJ1io2tub3LeMrr7zySsuF8h1N0ykv9z0uRrQfAcYA+oT2Z2TkWEZEjqZrUPd6FYOMMkczPGIUXQK7MiBsMBOjpzboA7g5GBQDZoOlztaaSHM0J23HcGpOd1eCSTHRPagHwyKub/B9g4zB9Arqy1HrIfdyLOVaORfLzuPSXR7dhuVqGV/nfOGzZcz9ODAQZgonIbALAFGWaDpZYsl35OHUHUSao5gSM4PeoX1rvIZLc7Eye5lHAqah4dKdGBWTV7V1RVEIN0cQY+nklWjV5rTtBCuyP+Vi2QUulp3nYEkKFsVCfGDDS1KsW/cFmZkXPcY1aZrGhQvnGT9+MkbjtddAi4iIJDY2jrS0c2iahqIYGDr0OubO/X6jrtvczp49xcmTx71myGmahslkZNiw+nfFVs6qq9/C2o1hd9k5Yz9JgSOfUFMYJkPDO1gMioH+oYMIMgTj1JzEWGIZHz2FweHDmiFi0V6EhNT83iXdfKLVMipGugS13rEmNTEbzNzd5QH2Fu3irP2Ue1mU664hkapyqCTFq6XLpbtILdnH8IhRBF6p25XvyMOoGH0Orq2iKIpXy2CP4N70CK5/TaCqumFXU3WVc/bTjIr0Hl/TUKVqKRvz1l95LN89nh2F2+gW1IMoS3SDrpeWdraGCQAKBQV5xMc3rmbY4MHDGDhwCHa77crg6IaP5Wlp4eERPp8Tg8FAVFTrKxFwqPgAOwq/QcGAAuj5OjM6za418a+JyWBiaMRwhkb4LjQsRENIMiU6LFVXOVi8n6PWQ/x/9t47SI7DzPL8pSvT1VXV3sM3vDcEQBAgCIIGtKAVnSiJYow0RtLFzezFxv5x999GXFxc3O7e3sa43R2NNJREUnSiJwES3nvTMI323laXd2nuj+oudCGz2gIgQNVDkBGdXWmqOivz5fe97z3d0Kl1LWBdwcZxDUUnAofkZEvxNrYUb7sJR5qaYrQKA5aQGEz2UyWlSGe+7EbLMj03AgPD5IQ+WdhFe9Zw4ul4ao1GU/iaJWHTDZ1r4SvcY7t3UtvzegsZHBwwb0/XyM+/ObomURRv6hSbpmnU119mYGCAiopK5s69uca1M2bMwuMpYGCgL4NUSZLEhg3WAxbfFXyJAQ759pnI9a7+z6h2/uymnXc55DAV5MhUDlOGYRgMJPqI6TFK7eXYJ9G+uRPwec9HtMfa0IZbVecCZ2iONPJyzY+G407uHHhkD70Js2+Php5h0eBVCqiwV9IV6zTZUkjIIMD2kkfJk1zTOp5CWzFeuYDB5IApnHiFZ+oVuNHQ0bJ4uRtjVt6yYevWB2lvb7HQNS3G5Zre53ErEAwG+Md//K9EIhE0TUWSJEpKynjzzb/Ebr85U62CIPDTn/6cP/zht3R0tCOKAg6Hk+eff/mOi2e5Gr5smmpNQaAxco0l7uVjrq8bOiE1iENyTKrVnEMOE8GddcfI4a5BUA3wcff7BNUAIgIaOhsKN7Hae893fWgTQl+8h45RRApSN++wFuJa+CoL85d8h0dnxqqCe2iONmZolEREyu0VeJWCjNc+Vr6Tb/q+oCXSBIKATbAxP38hpbZyZufNvWlP8E9UPMufuv5IWAshIKChsca7ntnDE5dBNcBQ0keBUohbnny1ZpZzHgfZa1ouC9KUKmu1tQt48sln+fzzP6HrOpqms2jRUp57LruL/XeJ999/h0DAn7Zc0DSNnp4udu36gieeeOam7cfj8fKzn/2CYDBAIpGgsLDojhSQa4aaNSrJmmRdR13gPId8e9EMHcPQmZe/gG3FD1tGMuWQw1SQI1M5TAmfdn/AUHIw4+J2zHeIElvZuJludwJ64t2Wl+WkkaQr2nHHkalyewXbSx5j78AuVCNlDlnjnMXDpY+ZXmsX7TxWvpO4Hiehx8mX3LdEFOyWPbxa8wZ9iR6iWpRyewUOyYlmqHzd+znN0QYkJDQ05jjn8VDZ45MKuvYoHtYPx9yMnhhc5l6ZYb8wGaxdu55Vq9YyNOQjLy9v0maPtwuqqtLQcNXkXaVpGmfOnJo2mWpvb+WTTz6ks7Mdh8PBvfduYevW7bjddx6JGsHcvPmcD5inVA0MZo1hmdISaWL/4DcZ6zWEroIBD5c9fsuON4c/L+TIVA6TxmBiAL86ZHpKVA2Vs/5TdwWZcsseRETTzJskSHgU73dyTOOhNn8Bc121BNUAqq4S0cPE9XhWjZddtN/y1qsgCCa7iiODB2iONqIZWnqqsCnayDHfIe4tmpwFwZqC9czKm0t96DI6OvNcCyifpD1Gd3cn58+fRdd1li1bSXV1zU1vYUUiYerrryJJIvPnL5qQP9NYMAwja1SPMc24kwsXzvLuu79LT/BFIhH27fuGQCDAzp3PT2vbtxIVjioW5i/lSugiqqEikBqkuKfg3jErnyeHjpoImIZGQ/gq92sP3hSNZA455MhUDpNGTI8iZkkiimp3h3fYDOcs7KIdVUtmkEIRiUXu6Zs43kqcGDpCffjycNVHp8Yxg0fLnkIZp2XhTw6hGipFSvFNr1T5EgO0RVuwifaUhcONNy9D5ULgzKTJFECxrYTioon7HY3Gnj272LNnN5qWOp4jRw6wceNmHn30CdNro9EIvb09eL0FFBSMH/Q8ghMnjvDJJx8iihKCkCJCL7/8IxYsWDSlY4aUz9PMmbNobW02Tdvl57vHdaa3gqZp/O53v+bq1cumbSaTSU6fPs7DDz9GXt6dWa0D2Fq8nYX5i7kWvoqIyML8xZTYy8ZcJ6haZweKgkhUj+bIVA43BTkylcOkUWorR7dokkmCxBxXarw+qkWoD18hrsWocc6kwl6VcfE3DAO/6kMRbFM2YZwOREHkuaqX+ar3U3rj3QiCgFv28HDp4+RJd+7N5JT/ONfCVzKqPu2xVg4MfMu20kdMrw+rIY76DnI1dAkdHRERm2jn4bLHb0oF0TAM9g3s5lLoIhgGAgIq1mah2fIWJ4K4Hqc10gzAzLzZE6q4DQz0s2fPrgxDymQyyZEjB1i5cg0VFZXp9/DVV59y+PABJElG01TmzKnl5ZdfH7fC1N/fxyeffDS8j+v7+f3v/5V//+//DxyOqevTnnvuJf7Lf/m/TMRnaMjH6dMnWLNmcvrEgwf30dh4LWs+pCTJDA72k5c38bij2w1BEKh0VFM5CZfySkc118JXTJV0AWFKWr4ccrBCjkzlMGkoosLmogc4MPhtunwuIeGS8lnuWU1btIXPej7EIFWROOU/ziznHB4texJBEGiNNLOr73OSRgLDMCixl7Gj7Knbbsrplj08X/UKUS2Cbui3jdQZhkHSSCIL8oQMTEfjxoxASFk8XAnXsbXkoYztBdUAb3f8lrh+PWtMQyOqR/is50NerXlj2jeTlmgTl0N1pkqUFSrsVVPax7XQFXb3f4EwXA3V0XmoZAe1+QvHXO/y5TrLVpmqqpy8dhTNUOlP9CLFZTpa21FVNU28mpqu8eGH7/LSSz8ccx9nzpxE1y3CvAWBc+fOUFFRSX6+m6KiyXs22WzWBrGqqnL48P5Jk6kTJ45kTDLeCE1T70hvqelifeG9NEcaUEcJ2GVBZkPh5klp+HLIYSzkyFQOU8JSzwqKbMWc858irIWZnTePZZ4VSILMF70fZ9zwVSNJS7SJa+GrlNrL+Lz3o4zf98a7+ajrXV6teeOWuydbwXkbK1HNkUb2DewmrIYQBZEl7hVsKrp/whf1hJ6wXK4bOrqhZZCp477D6Ty8G6EZOnXB82wonF50xqXgeZOZ6I0QEJAFmS3FD6aX+ZNDJI0kRUpx+piTepL2aAsGUOOciU20EVZD7Or/wkTWdvV/QaWjGpecj67r9PX1oCi2DNIiSSJWp5OtzEZLZSNGbJhpKeDe6kbfrxNrShFPVVWpqztPPB4fszqVSCQsA46TSZVPPvkQRVHQNI2amhm8+upPJtVCi8fjiKJkcicHiMUmH8Y70uq0gizLrFix5o60iJgqDMPgSqiOM4GT2AQbTikP1UiSL3lYV7CBOa6JZUNqhso5/xmuhC6CILA4fxnLPCtzRCyHDOTIVA5ZYRgGXfEOmiONKILCgvzFGWP4VuX2jmibZRtBNZJcDl2gO15k8ggyMAhrIbrjnZMq399t6I518uUooqkbOnXBcyT0ONtLd0xoG9WOGlqiTablhUqRacy7LdoCljOLYKBPOnTZCjeGUVvBLXvYWfEiHsWLPznEZz0fEVCHhgXEMg+VPoaBwZe9n6RNOg10Hip5jJAWsn4PhsG18FWcPXm8997vSSaT6LpBSUkpr776Y4qKilm6dAVffPGJadX8e/IxxMxtioqIZ4MnTaYgVV1KJMYmU0uWLOP48SMkk5kk1zB0DAPi8dS53tbWwttv/5Y33vj5uJ9Xan0DwzBQFMW0bUmSWLJkbE8lKyxbtpIjRw6ayJkgCGzadD/btz866W3eyTgwuIe64Ln0903URRySk6cqnpuwPYhhGPyp+z164t1pQn/Et5/mSCNPVzz/nTz85XBnIpfNl4MlDMNgd/8XHPEdpDPWRlesgwvBc7glDyX20qzrhdRgylzPIhvOqxSSNBL4koOm30mCTI1zJkW271+bYQR7+nfhS2Y6cOvo+JKDLHOvnJDnTamtjCuhOozhfyNVn0fLnjK17K6G6ohoYcvtSMis8q6l2Jb9bzkRCIi0RJuyuqGPvOreoi3ohs47Hb8loPrRh/+phkpjpJ5roStoqOhow//pNEUbKbYV0xXrxIpQeWJePvm3D4jFYmiahq7rhMMhLl26wMaNm3E4HHi9BdTXX0aSJCRJQhRFCu4twBDM2xMkgfDFMKPfSiQSoby8IquFgtdbQH9/H4ODA2iahiAIljdYwzAIBgOsXbt+XB1Wa2sz//zP/41Dh/ahqskMsbmiKOTnu3nhhVew2WxjbudG1NTM5MKFs2iaiqZpyLKCLCv8xV/8NatXr7tp3lKBgJ+vv/6cL774hMuXL+HxeCgsnFz0z3QRVsPs6vssI6PSwEDHQBbN2ZHZ0B5r4az/lCmDMqJFqHLU4FZymqs/J+Sy+XKYNFqjzTSG69MtHB0dDJ1vB75mtmteVgFwuaMSURBM9z5ZUFjsXkZEDdMWbTHpfnQ0ymyTG3m/1TAMg8uhi5wPnEEzVOa7FrHCuwabOLmb2AiGLEgkpCYIw1poQk/LhbZiXqn5CWf8J+mJd1GklLC6YC0Fivlmtcq7jm/7vzJ91gAFSgHzXAsm/yZuwDzXfOrDl2iNtKRDmG+Ec/h9dcTaiOtxkxA4q5u5kSKMkiCi3lABkwSJwboBNE2/YRWDSCRCU1MD8+bNZ/Xqdcyfv3BYP2WwaNES/jT0R4ZUn3l3uoGRzAxBPn36OBcunOUv//JXlJWZva0EQeD5519m1aq1nD9/BkmSuXLlIn6/3/RaUZSIRMJjxs2EQkF+/et/IpHIrEbJssycOfOorV3AmjXrcTgmP4HmdDr5xS/+jgsXztHS0khRUTFr1txDfv7N0yoODQ3x3/7b/0M8HkfXNXp7e2hubuCpp56z1Hg1Nl5jz55d+HyD1NTM5MEHH6G0dOzpvImgP9FrmVGpGSrt0dYJZ0d2xTotByc0Q6Ur3nFXZofmcGuQI1M5WKI+fNnyIiIi0hZtoTbLjVgSJHaUPc2nPR/CcOyHJEjMyZvHvLz5JI0kZwInCKvhdPVKFmQW5i/Bc4c95e3u/4KGUYTyxNARroWv8GL1D6eklyizVxBQ/SYyYaDjlifubZUvu9lc/MC4r5vvWoQv6eO0/xggoBkqsqCw0ruGtd4NN0XzIQoij5XtpDPWzr6B3fiSPoxRpR1ZkFntSd1EI1oEqwqTtat1KipHFhSWuFdQN0qbNULMu4KdluJvSJGSEeTnu1m3bkP653VsZM/A1xkkU0LG43PRJ/ZlaKAMwyCZTPD115/x2mtvWO5LEARqaxdQW5v6TnzyicCxY0dMxyYIAsXFY1cCT58+YanBEgSRdes2smTJ9Gw7FEVh9eq1rF69dlrbyYY9e3YRj8cy3kMymeSzzz5i5co1SNL1c+7cudN88ME7aVH80JCPK1fq+PnPf0V5+eQerAzDQEdPn9P5cr5ltVRAwCsXmJZng0vKRxYUky5QEuSMGKcccsiRqRwskc1HKvW7sXUCNc6Z/HjGX9AQriemR5nhnJU2drQJNn5Q9UNODR2nMVKPTbSx3LOaRflLb+rxTxe+xCDXwlczhM8aGn7VT0P4KgvyF096m+sKNtIUaci4MMuCzErP2ilXu8aCIAhsKNzEKu9aBhP9uKT8CRuSxvU4dYHzdMRa8SqFLPesokCx9l4SBIFq5wxeqHqNXX2f0RJpSlUF0FjhWcPiYd+uCnul5Q1OFuSUgP6G38mCxOy8uZTaypmXN58roToAFuQvpspRw6na41y5Umeq4ui6xowZ2W0fFrqXENNjHPMdTO9zmXsVK0pX839/9h9NrzcMg+bmxjE+rUxs3bqd8+fPpNuPkCIxTzyxE1ke+5Lr9w9lWDlcf086waC52jX697quj7v9Ww0r13ZIHd/g4EC66qTrOp9++lHGdKFhGCQSCb766jNef/2nE9pfUk+yf+CbtPVHqa2cB0oeotReTpFSTH+iL+O8kgSJFd6JZ0fW5i/k4KA50kgUxGmHhefw/UKOTOVgiUXupdSHL1tGN8xwzs5cZhj0xLvoiLXhEJ3UuhbgkJws9ayw3LZDcrKp+H42Fd+fXtYYvsbxocOE1ACltnI2Fm02OWvfTnTHO9Ni6NFQjSRt0ZYpkakiWzHPVb7MocG99MS7cEhO1njXs9Rt/TndLNhFO5WOagYTA3zc/R6dsfY0iV3jXW+yZ4hoYd7p+DfieizlNB1toS54jifKn6XGae1BZBgGl4MXGUj0owg2yhwVbCq6n2Lbdadxr1LAovylXAnVXbfUEGTcspcqezVXwpcyqk/zXQvT50CVs8bUUlmxYjUHDuzB5xtMExBFsbFy5Rrcbg+nT5+ku7uTsrJyli9fic12vTW90ruGZZ6VRLUIDtGJLMokk8msguK8vIlXIdxuD7/85b/jwIG9NDRcxestZPPmB5g9e864686ePZdTp46bCKIgwMyZs02vTyaTfP75nzh16jiaplFWVs7TTz/PrFnj7+tWwO124/OZ29mapmdMMobDIeJx64nEtrbmCe/vs54P6Yp1pLVRvYluPuh6m1dqfsKTFc/xVe+ndMY6EAUBm2hjW8mjGefkeLCLdp6pfJEvej9OGxLnSfnsKHvqljwA5XD3QjCyObjdYiSTGkNDd4db9p8rDg/u52zgJBipNgMY7Ch7mll51y/UuqHzZe8ntEab0i09AYGnKp6f8GReXeC8KTtLFmSerXzpOyNULZEmvuz92NTqFBFZW7CB9YWbvpPjGoFhGHTHO+mJd+GS8pmTV4ssZn82CqoB/tD+rySM6zdpWZCpdS00TRLu7d9FXfC8qVKUL7n50Yy/sCQce/q/ziBJAgJ20cGrNT/JsJ7QdI1Dvn3Uhy4BsCB/CesLN6EICu2x1pS43jBYmL+EGc5Z405LxWIxDh3ax/nzZ7HbbWzYsJl582r5x3/8r0SjERKJBIpiw2638fOf/2pcIfT777/DuXOnMqpDimLjiSd2ZrQKbxU0TePv//4/09/fN4ogKtTWLrBsM7711q+pr798w/Eq/PVf/683RXs0WVy6dIF33nkro+IkSRK1tQt4/fU308uSyST/8T/+75ZVuLKyCn71q3837r4GEwO82/lvpgc+EYkVntXcV7wVSBkIJ/QEHtk75em7EZNhhtuEuSm+P0+UlmbXF+am+XLIihnOWdS6FuJRCpibV8sDJY+YJvmuhi9xNnB92mVkSqs50shK79pxLzq6ofNxz3sZN/mR7QSSfha5v5v2n0f2ciF4xkSmJEHiwdJHb0rmnWGkLCF0wxiTCN0IzdD4uPt9TvqP0RZtpiXaxLnAaebkzc3qmXXMd4jueGeGPmlkknBx/rKMp+w9/V+TMMz+VBo6i9xLTO89rIb4pv9Ls+WFYSAJEtXOGenj/qj7XVqjTcSNOLqh05/opcxeQaGtCK9SwAznbLxKAR7Fi10a/zMeEWZv3Hgf69ZtpLKyig8+eJeOjrb0jVrXNZLJJH19faxaNXaLp7Z2AX19PQwODqAoNgQBNm3awubND9yWG6goiqxatRZBkAgGA7jdHrZseZBHH33SNG03NDTEZ599aElIenu7OXz4AN9++zVdXR1UVFTdllDn0tIyJEmmtbUp/fnNnVvLD37wGrJ8fVpVkiSGhnz09vZktAUVRWHHjqfS7vRjoSvWSXOkIWNiD1LVc0VQWOhOhZUrooJDckzr7ycIAg7JiUNy5ojUnzFy03w5TBkFSmFWrQzApeAFS9NG1UjSG++hwjH2RTGmR7PGjPQleid3sDcRoiDyTOVLfN7zEQHVP2xBoPBw2eM3JYKiLdrCN31fEtWjGIZOtXMmD5c+NiED0XP+U3TFO9J6Lt3QSRpJvuj9hFdqfmy5Tm+821KvJAkyg8mBDPd3RVSwcLZI+R4JimlZQ7gewTDfYDQ0OmNt6Z8vBS/Ql+jJJN6Gzq7ez/jprL/mrP8kx4cODwdQa1TZa3i0/KlJE9crV+pMuh3DMLh2LaXnGcsCQFEUnnnmB5w7d4pQKMzKlatveijyaPh8g3R0tOH1FlBTMxNBELDZ7Dz44MM8+ODDY647ONiPJMkmMqXrOo2N19I/nz17msuX6/jFL/5uUpmDU8WWLQ+wYcO99PX14Xa78XisdXpPPvksqqpy4cJZRFHCMAy2bXuIlStXT2g/xbYSE5GCVBpDuX18MpZDDjcTOTKVw7SQbRILBLIZRo6GXbRbapMA3Lc5XuZGFCiFvFLzk5seEDyUHOSzng8z2hMd0VY+7n6PH1S/Pu76l0IXLONb/KqPkBq0jOUpUorpiXdZ2BKopummFe41HPLtzTg+AZEqR3WGfUNEC/Nx93v4kj5LW4TU5NT1ttrV0CVLmwaA0/7jnBw6mvmZxNr5uvcznqx41nKdsBqiNdqMNCxUtw2Trmx/I0GAYDCA3z9ESUmZpRv5lSuX+MMffpNua+/bt5vHHnuaDRtubltX13U++OCdYTuFFJEoKCjkjTd+PqZ1wmiUlpaN6Wo+ghFh996937Bz5/PTPfRxoes6kiRTXT22bYAsy7zwwis88cROgsEghYVFKMr4Xmsj8CoFzHLOoSXanPF9kESZZZ5VUz7+HHKYCnJkKodpYXH+Mnrj3aabpCRIE9I7SYLMMvdKLgTPmjRT9xTce9OPdyoY7fp+M3DOf9rUEku13Hz0xXsptY+tdcnmOi4gZP3dKu86roYzyYwkSNQ4Zpkm/JZ5VtKb6KY+fBkRCTDwyAU8XPZExuu+6PmYgUR/VkItCRKrRk1OyYL15cbA4FroiqX3WHu0hagWMVXszvhPcGTwAIIgDtP263q+ZctWcvbsqQynb1EUcbny+U//6f9MhxmvX38vjz32dJp8RaNR/vCH35jy6z7//GPmzq29qRqk48cPc+HC2Yw8wP7+Pt555y3efPOvJrQNt9vDihWrOX/+zJiZe5AiOM3NDdM6Zl3XOXBgL0eOHCAejzN3bi07djyZrtyFwyE++uiPaU+vOXNqeeaZF8bNJXQ686bcgnyk7EmO+Q5RFzxH0lCpdtSw3L065XWXQw63ETnN1F2Onng3DeErBNUAXtmLeJvzoopsJfQmegipIXT04fBeiSfKn5nwGH6NcyYJPU5/oi/V5hDt3Fe0Na15uJlI6AkODe5jV9/nnPIfI6D6qbBXT0qzNF2c9Z/Crw6ZlsvDLvCFtrFF0jE9Tk+s00Ri3LKHdQUbLSszTslJtWMGvfFuYnoUSZBY6FrC9tJHTeeMIAjMddWywLWEckclK7xr2FC4KUNXFVKDHPbtz+p87hTzmJU3h4QeJ192YxftyKJCc6TRtI5TykPHIGGRI5jyIFucQab64718PexurY/61xipZ4VnDfPmLODy5YtpgqEoNiRJIh6Po2kamqai6zrd3V04HA5qalITihcunOXq1cuWWXgOh4O5cyeW5TYRvPfe2wSDgYxlIy7p69dvmrC7+cKFSxAEcVh7ZDBz5myCwYBlpFN19YxxNWNj4f333+bYsUNEoxE0TWVgoI/Tp0+yevU6FEXh7//+P9PW1ppusQ4N+Th79hTr12+6ZZYNoiAywzmLNQXrcYp5XApeoCFylTP+E3THu5idNxcpC4nPIYfJIqeZ+h5CN3Q+7/mI9lgb+vAU3T5B4pnKlyY1+jtdiILI42U76Yp30BFtwyk5qXUtnHD21cg27it+gI1Fm4nrcRyi0zSub4WEnkA3tEnlbH3Q9TaDiYG0Yeil4AU6om28XPPjKZlYaoZGa6SJkBa8FZf9AAAgAElEQVSk3F45oWpctXMmnfF2szszGqV2s8v2jVjtXUdzpIGh5CBJI5kisIg8UvbkmG3ISkc1L9f8GFVXEQVx3M/Yo3iyGqkm9ERa23QjZEEhaSSpD1+mIVzPsaHDPFSyg3muBSzMX8Ll0EUEUq1DURB5ovxZLgTOcCl0wUQQRUHEc0Nl8EqoztI1XUCgJdLI/PxF/M3f/C0NDfX09vZQWFjE22//1kSSkskkBw/uY+PGzemfrUjISJvsZiKRsA6gFgSRRCI+4cBhURR54IHtPPDA9vSyf/u3/0l9/dWMFqCiKNx//7YpH28g4Of8+TMZ+qwRQ9PDhw8we/ZcAoGAyfBUVZOcO3eae+6ZmOP4VNEWbeHA4LcZ1c32aAtf9X7KkxXP3dJ955AD5MjUXYuLgXO0x1ozQnOTRpIvev7EqzVv3NaJE0EQqHLUTDjvKhskQSZPGv+UjGgRdvd9Tnu0FUhl/m0v3UH5OESmLdqCP+nLyA3U0QlrIZojDZOOVwkk/bzf9XsSehLd0BEEqHLU8Hj5M2MSs6XuFZwLnCKqRdNu4bIgs8C12FLvdCMUUeGFqldpiTTSEWsnqkWI63EuBy8gCdK4ZHo6Vbj60BVO+48R0cJoFi1FARHNUNOkSEcDI+UmPytvLg+UPMQq71o6hz3JZuXNQRJk1hVupCFST1JPpCtXsiBzX9EDps9SNTTL1qIB10NtRZH58xcyf/5CotEI2QxgotHr9iwLFizis88+Mr1GlpUpBQuPhcWLl1q6pLtcrmmLxF988TU++OBtLl26iCiKyHLKMHTOnHlT3mZPT7el2F3TNFpbm3G73ZZu9IlEgp6e7invd6I4NXTM1CbW0GiPthJWw7jkiZHTHHKYKnJk6i5FXeicpZg3pAXxq0NjTuDdzTAMgw+73mFoVGyJLznAR13v8FrNTzOm0m5Ef6IX1aKikTSS9MV7medagGZo1AXOczl0EYDF7mUscS+3rOJ82fsJES1y/cZuQGesnbP+U6wpMOeQQYr02sSUC/xx32Gao40ooo0V7tUs86yc8OcgCiI1zlkc9R3Crw6hGkkEBC6FLrCt5FEW5C+a8LYmihO+I5z0H80qIh9pp1iJ40VE2mOtzMmbZzkh6pY9vFz9I077j9MebcUte1jjXW+ZfTbPNZ/LoYumKVLD0JnpNJtVOhxOvF6vyUxSEARmz56b/rmgoJBt2x5mz55dqKqaml5UbCxbtpJZs2ZbfyhAU1MDu3d/SX9/L+XllTz00I4xHdgBtm17mEuXLhKJhEkmk4hiKoj5uedemvaDkN1u5+WXf0QsFiUSieD1FmTEuIyF5uZG9uzZxcBAPzNmzGTbtlRWXmFhkWX7UxRFysrKKS+vtJyStNlsVFVNzG9uOghpIcvloiAR1aZOppJ6krgeI09yma4BcT1OUk/gkvJzdgk55MjU3YrsXqsCRhYR8ncBVVcRBG6abqEr3kFIDWTkv0GKpFwMnmd9YXbRulcpQBZkkjd4WsmCglcpwDAMPu3+gK54R5owDA720xRp4MnyZzMumBEtzECiz1QhUQ2VuuA5E5kKJP182/8VHbE2QGD2cJXmAWns8fexUBc8h1/1pY/VwEA1VPb0f8U8V+1N1Yok9aQlkUpN7BWSL+dT45xFb7ybxki95TbGiiiCVObgluIHxz2WascM5rnmp3MTBQQkQWJt/kYOfrM3HTi8bt0G7r13M5IksXPnC7z11r+kSZIoiiiKwqOPPpmx7a1bt1Nbu5AzZ06gaRrLlq1kzpx5WW+WI9N/I/qsUKie1tZmXn/9zTE1Vi5XPr/85b/j1KnjNDZeo7i4mA0b7htXrD0ZOBxOHI6Jt9svXDjHe+/9PiMr7/LlOn72s19SUVHJrFmzaW5uymgfSpLEpk33U1xcQnFxKb293WnSJYoiDoeT5ctv/WRdjWMG/uSQ6boAxpQeLDVDY//At+mWtCTIbCq8nyWe5cS1GLv6v6At0gyCgEN0sK3kkQwz4xz+/JAToN+lSOhJuuIdpotHnuRiQ+Hm7/xJyZ8c4vOej9g7sIuTQ0fpindS7ZiRHl+fKjqj7bREzSJmAwOX5BqzVedVCrgYPJtR0RAYiZl4hO54J6f8xzMIQ6oNGKbKWZPhLxXX45wLnrZsN9kEGyu914Nkk3qSP3T8K77kwPDrDfzJIRrD9SzzrJry3+rg4B4CasC0XBZkqp0zccse+hN97O3fxWHfflqjzXjlAvJlN1EtwrnAKc4FThNI+ilUipDF7GPpA4l+roTqMlqkI3BKebxY/dqwdYKda6F603kpILC15CECqp+zgVM0RRqQBAm37Jn0+xcEgTl5tVQ4qlAEG1WOGjYVbOXzX/+Jq1cvE4mEiUTCtLQ00dHRxooVqykqKmbhwsVEo1EkSWLx4qW8+OKrlh5SHo+HBQsWsXDhEgoLi8Y8vt/85r8TDmdWRUbE7evXjz2NKssyM2bMYsWK1cyfv3DappqqqpJIJKYk9jYMg1//+p+IRqMZyzVNY2jIx8qVa1iyZDlDQ4P09fWmQ5tffvl1qqpqEASBFStWE4lEGBjoQxQlli5dxiuv/Pi2mIUW20q4HLqIPqryLAsyGwu3WFY3x8O+gd3D2jwVHR3NUGmPtVBiK2PfwG46Y23o6BjoJI0EjZF65uTNI0/KtRO/z8gJ0L+HWOFZTWOknsFEf1qELCDw6Dgi5NuBpJ7kj52/I67H0mSjPdrCe52/54cz3pyS0HsEJfYySwIjCzKV9rHbCZIg8XzVK3zT9wWdsQ4MUuG7D5Y+iiIqdMbasxiQqnTG2jM0YS4pH7fkYUj1Ze4Difn5CzOW1YcvkzSSGcdtoBPRwrRGm5mdN5epIBsx1YcdoHviXXzY9U6aHAbVAJ2xdjYXbeOQbx+aoaEZKs2RRk75j/NC1atZn+JdkivjRjUanlEks8o+I3X+3fgnEqAueJ5Dvn0Yw6HGdcHzzHLOmdI5KwgCNc6Z6azAs2dP4/cPZVRNkskkDQ31dHZ2UFVVTWVlNS+99MMJ70NVVUKhEC6Xy9L/SNM0BgcHLNft7R1bJ5TKpouPS9Ymglgsxkcf/ZG6uvMYhkFxcSnPPvuiZZZfNkQiESKRsOXv2tpagFT78IUXXuWZZ36Aqqo4HI6M1zkcDnbufP62eFndCLfs4aXq1znhO0J7rBWXlM+agvVT+m4l9SSXQxdNQw6qoXJkcD9+dcj0MKcZGmf8J03RTHcb+hN9HPcdoi/RS4FSxD0FGyccC/bnjhyZukshizLPVb5Ma7SZzlgbLsnNgvxFE3LQvtW4Fk55BmWSB4O4Hqcl0jittPViWwk1zlm0RVvS2hwBEbvoMFkpdMU6OO0/QVANMMMxi1UFa3HLHnZW/oCkPjw2P6oakye5kAXZ1MqSBZm8Gz5XQRB4uOxxPux6N/3kqggK+bKHtQWZGW6+xKAlSdMMnaGkz7R8oljuWUVnrMO0bZfkothWygddb5vei2qo7B/4JmMKTzNUdENj/8A3PFVhfSN0yfnMyJtNW6Q5Y11ZkFlTsD79c2us2dKE1cDgwOC3GeeEaiRpiTbRHG1kTl5KHJ3QE/QnenGKeeNaRIxGS0uj5cSdYUB7e8ukdDuGYXDw4F6+/fbr9HTahg338cgjj2fogkbaWLFY1LQNl8tauxcKBXnnnbdoaWlKr//88y9TWzu54YfR+O1v/yft7S3p9lpfXw+//vU/8Ytf/N2E24Z2uz0rqXO5MociZFm+ZVYH04Fb9rCt9JFpbyeqRbMaCYe0oGW72hiuNt/N6Il38+Goa0ZQDdAVa+fRsqem/MD354Q77xuRw4TRHe/kjP8EvuQAhUoxpfayO4JMDSV9WciDaumvNFnsKHuK0/7jXAycQzNU5uTVsqHovgwfpCvBOvYMfH1d+5To53LoAi9V/wiXnJ9BokZQ61rAwcE9puUCArWuhablZfYKXp/xJleCdfhVP1WOaua65psqbyX2UpRhu4DRkASRYtvUNTKznHNZ4VnNWf/JtFeUTbTxZEVK39Wb6LFcz8rOwMBIT0dmw9bi7bwbf4uIdr2Csdy9OqNiF1KDlsahmqEhkHIVHw3VSFIfusycvHmc8Z/gqO8gIiI6OkVKCU9UPDOh1klBQRGyrKCqN3zGkojHM7bpqq7rnDhxlOPHj6BpKiUlpVy9mhkefPToQWRZ5qGHrlceBEFg8+at7N27O8M0U1EUtm41a78Mw+Bf/uWf6OtL5dFpWioz8K23/oW/+Zu/paSk1LTOeOjp6aazs80kDldVjcOHD/DEEzsntB1Zllm9+h5Onz6R8RnKsszKlatRVfWOJFCQ+lx1NESkSVf5Akk/MT1GkVKcnnJ1ya6s+r4yeyWd0TbTcgmJ6im0E+8kHBzYk/Xha5Zzznfe8bjTkdNM3aVoizbzac8H+NUhkkaSoBrgWvgK5faKm+7YPVnEtBit0SZTKVwWZFZ610z7+ERBpMpRwyrvWlYX3MMc1zyUUURKMzQ+7Hong7wYGOiGjmqozMrylCWLMtWOmbRGm4BUSK9TyuPJimezHrMiKlQ4qpjlnEORrcRy6q9ALqQueD7jeEQkCpQCNhVtnfJFShAEZjhnsdi9jFJ7GYvdy9hcvC1NqC8GzpkCpMeCLMimqtpofNrzIUPJoYzqUn+il9k3aEWuhC6a/vYSEgKCZYu2zF6OLMhp8jtixhnRwnTE2lnqXjHusRcXl3DkyMEMUiEIAnl5Lp588tkx8/jefvu3HDlyCL9/iHA4TF9frynbT9d1Ojrauf/+bRl/r5kzZ5NMJunsbEeSZGRZ4v77t3Pffea/a2dnO4cO7bMMJjYMgwULFo/7Pm9Ee3sLly5dNMXKGIaB3W5n9ep1E95Wbe0CfL4B+vv7kCQ5PcjS3t7GgQN7yM9335bJvMngaugyn/S8z2HfAc4FTiEgUGGvGvc7FdEifNT9LkeHDnElVMdp/3GcYh6l9nJEQcQm2ukY1kWNQBYUdpQ9iYDAQLI//buU7tLO9tLHLB/S7hbsG9htacKb0BOs9t4zLXnG9wU5zdT3EPuzPEUcGNjDKzU/mdI2RyYEp/sEMtdVy1HfAYJqIP3lFJHwKoXUOMYeGb8ZSNkmmG/aOjqt0eYx13VKTmY559AV68CrFLCxcAvF9uy+TUNJH3v7d9ERa0MURBa4FrO5eFu6SuZPDnFocC9xPYYoiOiGgYzE/PxFbCq2JlJBNcDe/t20RVMts3muBWwpfhCH5DC9FlItuFrZXDlb7b2Hw759ppger1yALzmYceHMVn0b/T574t0mAXpKK3KCh0ofA6DcXkGVo4aOWHu6DSuSEpqH1BA3JijLgsxi9zJODJknBQ0MBhL9+JND4xLw/Hw3b7zxM9555y2CwSCGYVBRUclLL/1wTFuA7u5Orly5NG4cC0AymUBVk9hs1y+ooijyyCOPs23bw4RCQdxuT9YKjt/vt/x767qeVXs1HsrLKy3z+WRZnpRmamSd559/hccf38mvf/3PdHV1outa2mD0k08+oKioeFp+VTcTTeFrfNv/Zfq8ietxjg0dQsdg7ajWsxU+7fmAvngvxqgzev/gNxTYCqly1LDcswqX5OLE0BFCapByexUbi+6j2FbK5uJtFNlKOBs4SVyPM9M5mw2F95mkAHcbHKKTkBY0LZcEOUekJoAcmbpL4UtaX3wHsywfC0E1wJ7+Xemb9+y8uWwteWjKkymSIPFC1ascHtzPtchVBAQW5i++bVOGDtGZNaNurDboQKKP9zp/n9Z7Dak+2mOtPFXxvKUhaUyL8sfOt4gPx6BohsbV0CUGkwM8X/kKUT3Ku51vkdDjaXInCzKz8uZm1XYk9ATvdr5FTIum17kWvkJ/oo+Xq380qc9vuWcVES3M2cDJVG4fOgvzl7K+YBO/af9nGPUZGRh0x7rQDd2yuhZUA0iIpgahgWHSfT1e/gxn/SepC55HMzTmuxaxtnADffEePu35MJ2lZ2Cw0rOWKkcNUe1by/cgIRLTo3gZv5o5Y8Ys/vZv/wNDQz5kWZ5QYHBra3NWQ08rxGKxDDIVi0XRNB2Xy0VhYXaN18BAfzrT7kYoijLlqJrCwiKWLFnOpUsX0oRQEAQUxTblcOZYLEZPT5fJhDOZTHLgwJ47hkwd9R20fKA8NXSU1d51WR3+h5KDDCb6TROnqqFy1n8y/V2f65pvqe8UBIGlnhUs9YxfMb2bsMZ7D4csHr6We1ZNKJHizx05MnWXwiE6ielm4atTnNzTkTo8eRcdNp80MGiKNNLf+Xteq/nplL9EDsnJttJH2Mb0BaGThUt2DVdHzGX61d7sbY8DA3tMrUHVUNnbv8uy2lcXvGAZCTOQ6Kc30U1LpAlVz5ziUw2Vpsg1Akm/ZXZhfegyyRvW0dEJqn7aY63McFpX9gzDoCXaREukCYfkYHH+MjyKl41Fm1lbsIGgGiBfzscm2mkM1yMimIhRSAtknS4ssZVaaq1EJKodMzKWpQKOUzezC4GzXAnXkTASrC/cxBsz/5KmSANJPcFM5+z0ZzDLOQdfYsC0Dx2DYmXi8UiCIIxJam5Efr5nzBbgaCiKwtCQD4/HSyDg5913f0drazOQajO+8MKrlm2wcDjMP/zD/2spVBdFCaczj3XrsrdXITUdePDgPnp7e5g1aw6bNm3B40l9ds8//zIHDuzh6NFDJBJxamsX8MgjT5Cfnykc1zSNCxfOcf78aWw2O+vWbbAkceFwCEmSLNuRfv+dI7IOqH7L5aqhktQT2LNUciNaJKsmKqSaKzM3oiXSxImhIwTVABX2KtYXbqJoGtrHWwXd0DnlP8b5wBmSeoJq50zuK9qadWJ3mWcVES3CmcCJjIevjYWbb/OR353Ikam7FGsK1nPshiczWZBZncV5Oxuuha+S0BOmsf2oFqEl2pSesrrb8EjZk3ze8xE9ie7hiorOOu+GMScJu+KdlssHk4NohmoywUw5qptvOAKpCb7uWKclAZGQGEj0WZKpgUSfpXhfN3R8yUFLMqUbOp90v093vJOkkURE5Iz/BNtLHqM2fwECAs2RBi6H6hBI2TrcKIaH1E1oINFnSaacUh5L3SupC1533k9pRRRWes3hubv6Pqcpci392kvB8zRHGni15g0W5pu1Qau8a7kcukhMi6Y/s1SczNYx/a+miwULFqEoCslkYgwj3BR03aCkpBRd1/mnf/r/8PuH0uv09vbwP/7H3/O3f/sfTLl6J04cybr9ZcuW8/jjO8c012xsvMZvf/s/0DQNXdfp7GznxImj/NVf/S8UF5cgSRJbt25n69btWbeh6zq/+c1/p7W1hWQypaO7dOkimzc/wPbtmQ88ZWXlJs0YpAw6582b+tThdJHQ47REmtHRmemcRaFSTG/CbEFhE21j+tmV2MostUES0rjGm5eCF9g3sDt9XjdG6mmNNvF81au3NRN1Itjd9wWNkfr0sbZEGumMtfNq9U8skyIEQWBD0X2sKVhPUA3gkvOxT9MX8M8JOQH6XYoKeyUaOr3xnuHQWolV3ntY610/qVbQ1fBlOmPm6RRIVZcuBs9y2LeftmgLXqVgQtlxdwJkMaXFWeBazBzXPO4r2sqMPOuqTlyP0xltpylyzTJAVxZk1hXca/pcA8kAnRbGqaIgsabgHiJamL54j1m/JQjUuhbgUbymyl9YC9EebTNd7FPl9tWW2qGr4UtcGGVGamAM68OaWOFezZ96/kh9+AoRLUxUj2Z9+hYQCCT9RLQQRUpJxnQkwEznbJxSHn51CFEQmeuq5dGyJ03nxFDSx/7BbzI+S2P4qJyik3JHJZBqizZG6rkcqiOiRdhYuAVFVFD1JGX2SrYWb2de/q29eYuiyKJFS2hsvEY8nkCSZJxOZ8oLaxShUBSFNWvuYdmylVy7dpXTp0+YtEqCAE5nXjp6pr+/j/fff4cTJ45YRrHYbHa2bNk2ZvTMiJlmOBxKkzHDMNA0jUDAP2F38UuXLnLkyIE0kQLQdY329hbWrLkHu/16FSclpJdpaWlOt/pEUcLhcPDii69gt9/+G2xzpIE/dv6O5kgjLZEGzgROUOtaQH+i74bqs8y9RfdT7sie0ykJEhISXfGODE2nU3KyvXRHVvKuGzp/6v6jKUFhxNh3/i2IcJoqgmqAvQO7TNczw7g+uJINI4M38k1MUPi+ICdA/x5CEAQ2FG5irXc9ES1CnpQ3pQDbEpv12H6qRXMmfbEJqgE6Ym08Xv7MmF/EOw0exWtZARrBWf8pDvv2IyFaVpkkZBa7l1sS1MXupZzyH0UfFbwrIVFiK6XMXoFDdFIXPG/Sb2mGytd9nyEgcF/xAyxxXw/RrXUt4ojvIJp23adLRMQje6lxzLR8D1dDlyyrWSBwNnCagURfRl6e1VM5pAhPQPNzxn+KuuB5flD9eobr+0S1In3xHkREU1VONVQ6Yu2s8K4hpsV4r/N3hLXQsOmsgixIPFf5CusLp6b1mSpKS8v41a/+NwYHB1BVlbzCPPZ27aY50ogaT6I2aKwr2ciWzQ8A4PMNWkY2qarKwEAfAIGAn3/4h/9CPB7PWvEyDH1cO4RYLGrZWjMMg4aGaxN+j5cvX7T04RJFkYaGetPU3+bND1BSUsaBA3sIBoPMn7+ArVu3T0iHdrMR06J82fuJ6ft5PniWrcXbORc4hS85iEvKZ33BJpPfnBVWF9xDka2EM/4TRLQIs/PmsMq7DoeUvUKYCve2zqXszlLV/q4wmBhAQrJom2t33LF+X5AjU3c5ZFHGI079AjfPNZ/Dg/tRb7h5p7xbzALN/QPf8GrNG9M65jsFnbF2jvj2oxmqqRmnoKALOrOdc7iv6H7L9R2SkxeqXmPfwDe0R1sQBYlF+Uu4d/j1HsXL0xUvsqf/KwbTUTIpjJDX/QPfpIjSsJO3TbTx4vA2WyNNCIJIrWsBm4u2Za04jpXBN5QctGzpCQi4ZQ9BNWCqnOloxHWdY75DU3J0Hk3ARiNlB5HSaxzzHSSg+tPnmGokUY0ku/s+54Xq1ya9z5uBoqJiEnqc37X/C1EtCnYD2S7jWOMgnhdJa6uqq2dYrm+z2Zg1K9UmOnRoP8lkMiuRkiSZqqoaKivHthqQ5ewtzhsdyMeCw+FEEATT8QiCkHU7ixYtYdGi8YnJdBDRInTG2rGLdqodMyw1mo2Ra2BlBGvohNQgL1X/aEr7npU3Z1J5enbRYTklDJAvZQ9Y/y7gVQrQLB6aBMQ7rh35fUGOTP2ZQxJkXqh6jYODe2gavmjVuhZwJVRn+XpfchDDML4XBm7n/actq1GyoHBf0QPMypszblvTqxTwVMVzWX9f4ajk5Zof40sM8oeOf7UkqKf9x9NkClJk5InyZyb8Ppa4l9MWbTFVp2RBotxeSUPkqqWr+/qCTZTaK3in4zemJ1gDg7ZoC4Gkn4FkPx7Zm74I98S7qAucJ2HEmedawNy8+Rk3wXJ7JW7ZkzpXRt18REFkqXslkJpQtKqQ9SV6SejxaWc4ThWXgheI6/GMY1MNlcbINYaSPgqUQqqra5g5cw4tLY1pkbYkSbhcbpYtS72/trYWy9YepKpBK1eunpChpqIoLFu2gosXz2cIwhVFYdOm6yRf13UikTB2u8My+mbduvUcO3bYZGoqCCLz53837akTviOcGDqSNpyVRZmdFS9QbMus1mmGahFgnKqwWj0o3CooosIC12Lqw5dNWtW1BRtvyj5GBknqQ5cQBJFF+UupdsyY9PW2QCmkyl5NZ6w947stCRIrPGaNYw7TR45M5YBLdvFI2RMZy1qiTUS1iOm1NiEVO6EZWtqFXDVU5uTNY0PhZlzy3RP0GbWYhgQQEfAonpuqD1OH8xOtTDSDE5ggGguznHNY4l7OxeBZhFH/Hi9/lkKlkCO+/aZ1REFirmv+cIvSGkk9ye86/gUJCR2dUls5M/PmcHLoCNpwa7M50sRF+zmeqng+TagEQWBn5Yt83fsZnbF2BEHAJeWzvXQHHsWTfk12fHdEPZXPaCbYIiJ98Z50Ze3113/Kvn3fcvLkUTRNY+nSFWzf/kiayJSVldPW1mIScsuyzC9/+XcUF0/c7fzpp18gHA7T3NyEJElomsqqVWvZuPE+AC5cOMsnn3yYnhZctWotTz75bIbfVVlZBU8//Rx/+tP7SFLq7yRJMj/60ZvfibN5R7SNk/6jaGhpXU9SS/Bx9/v8eMbPMo1RHXM4YOwxbUMWFObmTc1SYqrYWrIdA4P60GVEQURAYEPhfcybRkTWCAzDYHf/FzSE69MPRg3hqyxxr2BL8bZJb++x8p3sG9hNfegyOjqFSjHbSh7OOs2Xw/SQI1PfAwSSfvoSPeTLHsps5TelarTas45jQ4dMT2Ajk1tf9H6ckY93OVRHa7SZV2veMAmX71TMzaulJ95lunlq6JTbK2/qvgqUIstKjIiYUZWaCgRBYEvxNpZ7VtEebcUuOpidNzftxryz8gd82fsxES2MAbglNzvKnxr+vcLMvNm0RpozDDkFBFQjmcodHF7eE++iK96RsW/VSNId76Ipco15ruti8TzJxc7KF4lpMTRDJU9ypc9LwzBwii4iN5D1Effq7/L8KVAK03E2N2J0+1KWZR588GEefPBhy+0sWbKcU6eOZyyTZZnZs+dNikhBKjfvJz/5GQMD/QwN+SgrK09rl5qaGnjvvT9kmI6ePn2ChoaraJqGy+Xm/vu3sXz5KtasuYelS5fT1NSIoijMnj13TEPTm4XBxABNkWuIgsS8vAV4FM/wwISZtCb0BN3xzoxw3bOBU6b2mojIfNfCm/49HQ+SILO9dAdbircR0SK4Zc9NM7TsiXfREM6sIquGysXgOZa6V0zafkERFbaX7mBbySNohnZXu7PfDciRqbsYuqHzbf+X1IevICJhYOCVC9hZ+cK0M/pWedcR1aOcC5wevrloLMlfzrqCjQwmBmgfRaQgZacQ15MpNAIAACAASURBVGNcDl5khXf1dN/abcFi93IuBM8RVP3pC5gsyGws3JK1zRRSgxwY2ENLtBFJkNI+LONdqBRRYUPhfRlGgwICimhjjXdydhbZUKAUWj51ltnL+WHNm2lfHo/szSDc24sf5b3E7xlSr5tvSkioZN7ssgnXVSNJQ/hqBpkagZVre13wHEPJQdNyEZGHyh7L8u5uD5a6V3EucCZjaEBAxC17J3Tj1nWd9977PRcvns/4jCVJYvnyVTz11LNZ121oqOfbb79mcLCfyspqtm/fkeFbVVxcQnFxpt7lxlxASPlJ+Xypv2UgEOD9999hYKCfBx54CLvdcct1UKNxdPAgpwMn0A0dAYGjvgPcX7SduGY2L4VUTTKhX6/e9sV7uBQ6b6lVWu1d953JDWyi/aa3olsiTZYE0zAMWqPNU/aySk1750w3bzVyZOouhGEY9MS7uRQ8T33oSqpUPlw98CUH+Lr3M56ufGFa+xAEgU1F97OuYCMhNUi+7E5XDPoSPZap6qqh0hXvYAV3B5lSRIUXq17jUvACjZF6nFIeyz2rLN3O4bo7+YjBaeqp8Sx98R6erXxp3Av7Ku86vHIBp/zHiWhhahwzWVe48bbYTQiCkDWS5WzwNCEtNPrVJiI15rYRsAkTv7GcC5y29N/SMVCE7/bp2aN4eLrieXb3fUFIDWJgUO2cyUOlj03oxn3s2CHq6i6YDC+rq2t4/vmXs6534cLZjApTIBCgsfEab775V9TUZK9cTiSGJplMsHfvbu69d8tttTXoi/dwJnAi/dBlDP9v3+BuNhRupitubqnq6BlVqaZIA6qFXQkItESbKbwDzTKnCkW0ISKZIptEIeXndrehP9HHlWAdqqEyzzV/Stqvuwk5MnWXIaQG+ajr3fRI+Y3Q0emItRHXYlkdgCcDm2gzPRF5ZGurARGJQmXi7tN3AhRRYYV39YSqaVeCFzOiYSDlldSX6KU30T2hysUcVy1zXLdX5zEaupGqINpFB6IgktATnPYfv2HkO7t5pVVYsSRILJlEtEZUy6JVE0SSRhIHmePpuqHTFm0hqkWoctSMaXVxM1DpqOa1mp8S0SLIojwp48KjRw9b5vx1dHQQCgVNruSQejj67LM/mdZLJpN8+eWnvPnmX2Xd34wZM4etGsY2HBVFif7+PqqrrR8UbgWuha9aEiEBAVmQKbaVMpDoRzWSCAhIgsTmom0ZbV5ZkBER0G9s8wkC8vcsL25+/kKODR2y/PrNzZu+Jut24qz/JEd8B9Laysuhi8xzzWd7yY7vLaHKkam7DJ/3fIRfHco6ogupKkTSSGJn+mTKChX2quFpLV/GlI0kiCx1f7/yqkajN9FjWYZnOJD3RjIV1SKohkq+5J7wBSSqRUjqSdyy56ZedAzD4NTQMU75j6EZGrIoc0/BJirslZaZe5C66Y34RYmkjGG3FD/AocH96TaYjsbGwi2U2csndBwXA+csY5AAHKKDfCmTbAwmBviw+x1UXYVhM9Il+cvZUvzgLb0oC4IwpWGKRNI8YDCyvWxhyvF4jFDIegiho6N9zP1t2/YIly5Ze0iNhqapeDy31yMqRfCyWEMIIs9WvsS18FUaw/U4RSdLPSsoveE8qnVZEwwDmGvRVr6b4ZY9PFSyg939XyCk424MHi17akz/qzsNYTXE4cH9GdXnlBSgnsX5y6h2WluL3O3Ikam7CKkx9YExiRSkxL+uW+h7IggCz1T+gN19X9AWbQHAqxSyvXSHZUzB9wVFSgmyIJsIlYBAgXxdqxRSg3zV+yk98W4EQSBPcvFw6WMZ7YsbEdHCfNn7Kd2xTkRBwC462F66w2SQahgGl4IXOO0/TlSPUGGvZlPR/ePqKc4ETnLCfyR97JquccS3n/UF91m6vgPUOGdSYa+iO9ZJoa2YFcMO7Avzl9IebUU1klQ7ZuCQnBiGQUKPI4tKVkFuQk9wYPBby/NXROTBkkczCJJhGHza84FpqvRi8BxXQnUYpLyC7ivaestbpYZh0B5rZSDRj1cpYJZzjkmH0hXrwKjRIAA3ysvy8/MpKLCeolIUG5IkWUa4uN3X31cikeDcudM0NzdQWFjMPfdspKSklJ///Fd89dVntLY2Y7fbCAaDGbYMsiwzb96C2264KWTR6WiGxuy8ecOaw8WW8UIj8ChethY/xN6BXek8PR2Dh0p2kDdNXeidiNr8hczMm0N7tAVBEKlxzJyUcHwo6ePE0BG6Yh14ZC9rCzZMe8BlsmiNNqf+9saNpr1JroWv5shUDt89EkbCMqB2BKnqgXhbSqlOKY8nK54joSfQDW3CT04jZqA3awLmdmKxeyknRxESuO5OPkKUDMPgw653CKj+FGkw4P9n7z2f4zqvdN/fTh2BDogECJIAc845iQpUlq1oSZbz2HNm5rimps6tulX+Nn/Arbq3ampmbs0Zn3PHY3tk2Qo2lWhJpEQxiDln5JyBzt073g8baKHRu5FIkaLMR1WqYqN773fHd71rPet5YnqEfd1v8t2aHztO+pZl8ceu32d1mUwLdCPO+z3v8PLsH+SQyk8MH+Nc5OSXflupRjo72/jO7O9P2PJ8Zvh4XhCoWzoXomeY66ujNdWUE1SN6lDN8lTnbUsSJMJKKSeHj3J44CACIqqlopkqgiCyvGglO0r35F3j7nRnQYPZCvcs5vpqcz4b0PrzOv7ALmWPSkw0JG7QkWrjtZof35aythNUU+Wdrt8xrA1hWiaiIOKRvLxQ9Wp28ZAxM+zrfhPvWi+JlgRGygAdEEGRFF544ZXCoquSxJYt2zl+/GhO9kpRlKzfXjKZ5F//9f8hkYijqrbtzZEjn/GjH/01oVCYoqIiJElCkmRWr17HtWtX0HUN07RYunQ5zz338sTHqKqcOvUFly5dwOPxsnXrdhYvLhzkTAXX4hcdP3eLHnzS1LN+y4pXUudbQEuqCQGBed66r+xafx3gEl0TeogWwpA6yO87f4Nu2UbpUT1Cd08nD5Y+yuLiW7uW04EkSI7iJnZ59957708V94OpewglSqktcDeOKyUgEJCD1PrmF/Rv+6ow1TZ21VT5fOBAVvOk3FXJnrK9lLsrvuIRFoZlWZyJnOBc5DQZM02pq5zdpQ8VzCCNTqAH+z+iO9OJgMB830IeKHskO1F2pttHJAhysy+GZXIldoHN4R152+1Vux2VyA3L5GL0XFZjRjXVnEBqFLqlc3r4Cx4ud+6EMy2TtJl2/FvSSLC3/Ek+7f+IhsQNEOzJbnfJQ46BFNiZtzc6/zOPPwaAZXI1fgnN0vLU0xVRKZhVdcqk6qbu2OiQszssNEvlavwSa4MbJ/zuTPHF4OcMqANZYrBhGei6zsH+P/P0iGBrQ+IGFiC6RcqeKyNVn0LtUlECCru3PkTdnIkNw/fufRJdNzh16gsEQUQQBPbseThr83Lw4EdEo5FsxskwdAwD3njjN+i6RjKZxDRN4vEY0WiElSvX8NBDj+L1eic0UQabm/Vv//ZPDAz0Z4O5pqYGdu58gIcffmxG58yyLMdAGOzAc7rwSF6WFN25LsR7EceHDmcDqVHols7ngwdZWLTkjnX01frmOz7nkiCxpHjFHRnD3cD9YOoegiiIPFi6l4/7P8gS+2RBxif5ean6ta/1au29nrfpSXdl6+i9ajdvd/2O79b86K6ZJx8e/JQrsQvZ4KRf7eVP3X/g+apXCwZ5YVcpz1e/gmEZNqdo3AvKDoryYWIQ0XI91gzLIKZHGFIHcLTLwMz5TUQbHsOlGPs9i+5Md8HjFAUxax2TdzxKCYqosLfiSfaYe1HNTI4mlBPORk6hmWrBwEi3dG7Gr7GjZE+ONIKtIeVGM8YrtcusCuQb9pa7K+xxTFzVRrd0ejJdE39pBjAsnaZkA1fjl/I6rCwsWlMtGJaBJEikjTTmSGZPVET8y/z4l9nZF9E/+SQmSRJPP/0sjz76BPF4nEAgmCOmefnyBUdF9UhkGFHMLRFqmsbFi+d4+OHHJg2kAM6fP5MTSNnbUPn884Ns2bLdkTQ/GQRBoEgqJm7kc8GCBRpY7uPWYJuu5z8suqWRMOIFbZ5uN1yim8crvsWHvX8aaVixrX+2hHdS5pqextq9hPvB1D2GBUWLCblKuBg9S0yPMs9bx9LilV9rocwBtY/eTHe+6aZlcDF6jm0lu+74mFQzw+XY+Ty+kG7pnBo+xhOVE1t9FCpTVrpnOb7QZEHJkVy4ErvIkcHPsCwzGxjn/0bO4TsUyUXZCXs8gvLE2cgd4Qf4uP+DPBHW7SUPZP+tiMqU+BkdqbaCmlOjEAWJpJHIBlO6qdOQvMk8bx31iRsjjQsCJgYbg1sdeRSSIPFI2eP8ue89TMssuE8JiRJlen5jlmXRkW4jYSSY5a7Ky+YOa0O81fk6uqUXaDoAO8qzr1uNdy4nh8U8U2tZUKbFWXG53JSU5HcPOlnEjB6HYTgYdEsSXV0dBXlaY3Ht2hVHcrwkSbS0NLNixSqHX02ObeFdHBz4c949t62A1+V93Br8kt/RtcKyLNzinV1oz/PV8eO5f0NzshHDMpjrrf1G82nhfjB1T6LUVcaeMmfl5a8jhgtkVAwMBtS+uzAiO4MkOriqA/Sr/TPebthVSq13Pi2pxuwkIiLik3wsHilTtKVa+HzggCORfazZtEf0srx4ZfbvXsnHfP9CGhP1OeOWBZmNoS0TjmtB0WJkUeH40BEi+hBhpZSt4Z0zIqcWywEGtImvm4WZXQnH9Rh/6PwtqplBszRkZBTRxZbwTub7F0woMFvnX8jLrh9wJXqRhBGnK91BzMjNsEmCxPJpdJHG9CjvdL2RnXhMLBb5l+QQ4P/c+y4p07lMBfa1qnLPzppMV7grqfMtHNFFsgMTWVCo8cwpqFs2HWzatI1PPvkwJ+gRRRG/v4hEIp5HXjdNa0qBFNgkdycTZMsCn2/mJO/FxcsQRYkvBg8T06MElSDbSnZT5/uy5KmZGj2ZLlyim3JXxTe2bf5OYENoC5/0fZjzXpGQWFi05K4stl2im8UTNBd803A/mLqPrxwlSqljVkFCouIO2EFYlsXl2AVODx8naSQodZWzJbR9nLbSl7hVV/VHK57iYvSsbZlh6izwL2ZjaEs263PagQw+ipBSgm5q1Hjn4BG9HB08xFxvLbW+BYiCyENlj6MIB7ieuIJlgVfysru0ML9pLOb56pjnq7ulYwNYH9pEe7ql4DHIgsy64Kbs8X7W/0kOj0xHxzAN2lPNrAhMnvUIKWG2l+7GtEw+7N1HPBnLbktC4vGKZ6YlY/BBz5/yOGr1ievMclezIrCapJFgUC0shikLCrIg81B5Lp9ob/mT1CeuczV2CROTZUUrWVS09LYECNu27aS1tZkbN64BFpZl4fF4ef75l/ntb/+/nGBKkiQqKiqoqvqS+5dKJbl8+SKZTIZFixZTUTEr+7fNm7dz7tzpnEBNEAS8Xi/z5k1+v7SnWjk2+DlD2gDFcoAt4R1ZAvVC/2IWFpAwuBK9yOeDBxARsbDwSj6emfXCPesdl9AT1Ceuo1ka87y1eTIPXzUW+pcQ06KcGD6GgIBpGcz3L2RP6SN3dBx/qRCsydTeviJomsHwcOGV3318s/Be99u2l99IRkVAwCW6+G7NT77yFufTw8c5NfxF3ooNyMtMSUi8UP0q5e5K+jK9xPQo5e6K28o3+HXbL4now3mfK4KLF6pfIaZH2d/7bra0pQgKZa4Kvl31Ura8qJs6mqXiEb2TTtaGZXA9fplrsSuIgsjy4lUs8t/aJH8zfp1DA5+gWzqmZeAS3RiWgU/ysT64mWXFK7PZjn9t/r8LElL/pvYfprzPc5HTIyTbL6/jaIboueqJu9VGEddj/Lr9l45yEGWucl6e/QMSepz/bP93x+8ogoudpQ+w0L/0jq/2TdPkP/7j32lubsCyLGRZQRRFHnvsKQ4dOkAsFsWyLBYsWMSLL76Kz2cHmPX1N/jNb/43IGCaBoIgsnHjZp566tnsPXDu3Gn+9Kc3EQQB07QoLi7mBz/4KWVlE3Nc2lOtvNfzdl4pb0/pXpYUFyaM92ZszuT4gLxIKuYHc352z2WoGhM3+ajv/ZFuXHNE9mE5D5Q+csePRTc1InoEv+S/p/Sp7gWUlxfmD97PTN3HHcHjlc9wYugYl0cI3zWeuews3fOVB1KGZThmgpzKewDVnhqK5QBvdPyaIW1wRIrCYJF/aZ4O0kwx2zOHaDziEGBYFEkB3urMnWQ0S6NP7eFq7BIrA2sAkEUZeQqPr2VZvNv9Nt2Zjuw2ezLdtCSb2Fvx5IyPYVHREhb4FxHTo7hFj6MHH+T6rI3HZJ1643E5mm+Oa5PvO0kbqSlNHKNq207QTDsz45eLCMhBhsb5B0qCxOrAurySomVZNCXruRa/AsDSouXU+RZO616xLIuOjja6ujopKSmlrm4BophbGj979hStrc1ZIrqq2l1xn332Cf/jf/yCRCKOoig5pHNN0/jtb/9jHCfK4PTpkyxZspxFi5YAsHbtBlasWE1HRxtut5tZs6qnNP6jg4ccu0uPDh1icdGygtu4GD3nGKxmzHSe0fHtxqiifkQbosRVdss2J6qp8lHf+3kGxdfjV1ngX8Qcb+1tGPXUIYvKjLPrhmXQmKinT+0hpITuyqLhXsX9YOo+7ggkQWZbya4Zk80H1D6601345SLmemun3ObrJFMwEboynXzc9wEDal9OabI+cZ0KVyWrboOJ84bQVuqTN3I64mRBZkt4J4Naf4GOHJ0b8avZYGqqaE+30JPpHPei12hM3qQ/00vZLUhTiII4oQzHmeETnBw+5vxbxGkrWBcqKwqCMAFJPBdBOYxLdKOPI22LSDlGzY+WP8XbXW9gYqBbOoqgEJBDrA9tztvmJ/0f0pC4meVKtaVaWOBfxCMFpCpGiwGjE7imafzqV/9Oe3sbYCEIIoFAgJ/+9O9yOulOnfoCzUFhPZFI0NfXQ2Vlfsm8qakepzhB01TOnj2VDabAJrnX1s53HHMhDGnO5dCUkcSwdOQCXouj/pbjISCQLmA3dDuQMpK81fk6CSOe1QwLKWGerfrOjI2L21MtjpxQ3dK4Fr96x4OpmSJtpHmz87dZqzJZUDg2+DkvVL9K6B6zCbsbuB9M3UWoZob6xHUSeoJZnipqPPOmtEJqSTZxZPBThrUh/FIRm0PbWRZYOenv7kWYlsn+3n20ppoBEBBxiS6er3plSh5tXnF6mS8BezIcz/GyBS7P3pZgKqAEeLn6+5wcPkpHqg2fXMSG4Gbq/AvpzXRTSAtAFqb/uLalWp09HEe62SYKpjRToz3VgoVFjXdudrLJmBlExAk7/5oS9ZwcPuYY5CiCgl8qYlfJnmkdy3z/Qi5Fz+ddG79UNGXFf0EQeKT8Cd7veSdbRpUFBb/kzwmUytwV/GDOT7mZuEZUjzLLXZXlrY1FT6abhsSNvGC1IXGD1YF1VLi/5CbF9Cif9X9sK0QjssC/iN2lD3Ho4EHa2lpyzJEHBwd4++03+P73/yr7mZNCun1Mhf9mmhZOshv23wrJ/04dfqmYiD6U97kiurLkfCfU+RbQkW7LzxhbxpT4fzPFp/0fEdUj2XvIsAwG1H6ODh76Spp67qVi5fGhwznnRrc0dEvj474PebH6u3d5dF9/3A+m7hL6Mj280/V7TEx0SxvDi3lxwpdQW6qZD3v/lH0JxY0YhwY/QbNUVgfX36nh3zFcip6jNdWcO1kZGh/27uM7s7836e9lUWZ1YD0XomfyuDZAzupYRKTWO5/GVL1jPDOqun07EFCCjiKb5a7KAlpMCiumYSY8Cq/oQ3LoWpRGVLwLoSXZxP7efZA9TyabQtupT1xjYKTbsdpTwyPlTzi2PJ91EBcF+7zvLn2ExUVLpyUi2JZqye53tOtRRLTlE8qfmFaZZo53Hq/O/hGXYxeI6hHmeOex2L8UeVxw6JY8rHTQvxo/LqdylWEZtKZassGUZmr8ofO32YyMhUFD4gb9ai8tp3MDKbCDo5s3b6BpWlYWYe3ajfT29uTJGLhcbsesFMD8+QscgyaXy8XatRsmPLapYHNom6P8wfrg5gmvyZKiFVyMnieiD2V/KwsyG4NbC3Z3jlr6DKr9BJXwtDLUYC/MmpONecG4icnN+LUZB1M13nk5HqWjkAXlnhIarU9cd2wU6sv0oJrq/XLfJLgfTN0FWJbFh73volpfKgGP8mIuRM6yLrSp4G+PDR525CicGD7GqsC6e464ORkujRHVHIWFxaDaT0KPT0m7ZGt4J4qgcDZyCtXKEJCDbApt48TwUdJGCt0ykAWJYjnA7tKH6e7qyhO4FBCo9U6vBDITCILAU5XP8cfu32NaJhYmFrCkaPmMnOMXFy3jxPCRvODQVm933l7aSOUE7KM4NnQo598d6Tbe6nqd12p+giiItKVaODX8BTEtQqqA4rosyJS7KxAFMdtleS5yioyZYY53HlvDO/Myjpei5zky+Gl2PAICEhIrA2tYG9w4I9HXgBKcdslZNzUuRs9zI3EVSZBYUbwal6AgClJeZ6goSLjHTD43E9dQxwmdmpjE9RhCuQAJpz1aORmnTZu2cvnyBTo721FVFVmWEUWRl1/+Xh6/ahQul5sXX3yV3//+v2xNM8NAUVwsXbqCJUtufaJfXLwMzdL4Yuiw7c0oyKwLbmZ9sPA7DOxFzgvVr3I1domGxA3ckodVgbV5XpSjyJgZ3un6HRFtOFue80l+nq9+dVq8y0Il/8l00yaCS3Sxt/wp/tz3nr2tESHXJUXLqfHcui+eZVlciJ7hTOQEKSNFiVLKztIHb7vn3kQcxunyG/8ScT+YuguI6hGSRjzvc93SuRq/PGEwNTyOFDsKzVRRzczXWgV9JigkXyAIQkGDXqfvbgxvZUNoS44v4OKiZTQnGxnWhih1lTHXW4sgCDxU9hjv9byDYelYWEiChEt0szm83XH7lmXRr/YSN+JUuCrzAjzLsmhONnA9fgUQWFq8gnneuoKBb7m7gh/P/W+0JJtIGSlme+c4tot3pNo4PPgpA2o/XsnLuuAm1gTW52zXL/t5svLZbHcgWCiiiycrny1YpmtM3mQqBQoLi5SRoi3VQtpI8enAR5NylwSE7LF8PnCAq/FL2d/cTFynNdXMq7N/mD2HuqlzdPCznO1aI/+BcMfU803L5O2uNxjU+rNjGVD77XvG4fsCdqv6KAbU/iynaiwMy6R68WzqW2/kleqqqmbjdn/J45FlmZ/85G+or79BU1MDhmHQ3NzI//pf/y+K4mLjxi08+uiTOcrpACtWrKamZi4XLpwlnU6zZMky5syZGqVgKlgRWM3y4lWoZgZFdE05W5Qykgxq/WTMDD7Zj0csnCk9NniIQXUwx9Inqkf5rP+jSQV2RyEKIrM9c+hIt+UEVQICdb6FU9pGIcz3L+QHnp9Sn7C5kPO8dbfERxyLk8PHcjK9A1o/7/W8zbdmvXhbifpLipbbjQFjstgCAtWemmmZLf+l4n4w9TXDZK+3oBKi30HoUhYVlG9gGnahfwnnI6fzylReyTdtuQJBELKSCGC/XOf781+iNd65vDz7+1yMnmVIG2K2Zw4rilc7dqwljST7uv/AsDZsd/5ZBsuLV7Gr9KGsNMDHfR/QmKzPTqYtqSYW+5fyYPmjBccqCfKEZqc9mS7e7Xkr+4JNGgmODx0mY6TZUpLr/zfHO4+fzP1bejM9iII4qTiiZupY1tRW6iYmUW2YEwX4UWMhCzI7Sx9EEiSSRpIrsYvjrquFZqqcj5xhe+luMkaaM5ETjkGziZnl0d0JNCcbGNIG8rhRrakmdpTs4ehgbtbu8YpncspVZa5yFEHJ469JgsjWlTvo/qKLdDo1knFSkGWJ55//Tt44RFFk8eKllJdX8E//9H+hqnbpWVUznDhxlOHhQb773R/l/S4YDLFr14O3cgomhCAI01rIDaoD/KHzt1kvuUGtn+ZkA09WftuRsG17eo639DFpSjZmM1VTwZ6yvSP71bP0CpfoZlt4J9djV6hPXMclulkRWD1tsVWf5Gd14NY5lWOhmzpnI6ecqxFDR/l21Uu3bV+bwtvpSLczrA2O2CTJuEV3np7afTjjfjB1FxCQg/ilojytIUmQWVo0MZF8S3gn+3v35XEUNga3OL5QDMvg1NAXXIlfRLd0ar3z2V6y+56R9t8Q2kxTsp6YHkO3NCQkBEFkb/mTX2lJM6SE2VX60KTf29/7LgNqbgfe1fglKtyzWFq8gp5MN43Jm3mT8I3EVVYF183Yq+rE0FHHF+y56Ck2hDbn8X9EQWSWZ2oCqXO9tRwTPp/UEw/slWuRXOxIcgf73gzKYYrlYtaFNmUnqAG1D0mQ8gIlE5OuTAcDah9vdf0Ow9QLlmD8Ur5Qp2VZtKSaqE9cR0JiWfHK20JoLkTkt0b+/1fz/pbOdDtgexC2pVo42PdnvJKXpcUrWehfYmtkGXqOyn2xHGRReCn/8A//J+fPn6W9vZXy8grWr9+U1YlywpEjh/J4Vrquc+PGNYaGBgmH87uv0ukUH330ARcunAMsVq1ay969T+L1zkyLyLIsujIddKc78Ul+FvgXTzmDcXTwM7QxHEQLC93S+bT/Y75X81d5z7ZZ8GacnkxiUAnx/Tk/5Wb8GoNaP+WuSup8C3iv5x361N7sgqcxeZNNoW2sC26iX+0lpseocFfecR9R2yza+RgHtZk7NTjBJbp4qfo12tOtDKh9BOQg83zzC1pn3Ucu7gdTdwGCIPB4xTO80/0GhmWOtBDLVLhnsXqSbrFa33weLnuCo0OfEdOjeEQvG0NbC66IPuj5I+3ptmy57GbiGu3pVl6r+fGMW4HvJFyim5dnf5/6xE06U20ElCBLi1Z8LYLBpJGgJ92Zx8PQLZ3z0dMsLV5B2zjy/ChMy6Q12TTjYGqggOWNgEDciBMSZ64iHXaVsKp4zQhfXSDorAAAIABJREFU7UtrFCBb+gRb4LTcVYEkyAUzWUElzCuzf5D3eUAOYjgESXYZMMSfe99HNTN5fx/FqMr6WFiWxf7ed2lJNWXHfSNxlfXBzWwKb8vbhm7qnB4+bhsZWwbz/YvYGt7pSMz3S35HIr9tFeRHEmTmeGsxLIM/df+BvkwPmqUhInIueoa9ZU/wYvVrfD5wgOZkI6IgssC/mJ0lDyIIAi6Xm02btrJp09aCxzwWXV0djh18kiTT39+XF0yZpsn//J//TH9/X1an6vTpEzQ1NfDzn/8fSNL0JkzDMniv+226Mp3Z99fhwYM8O+s7UypvdaY7HD+P6zFUS8Ut5L6b6nwLqE9czyvPzfbMmRYJHeygYWwzx4341ZxACuxn+PjQUa7HrxLVI9ms89LiFXdUiHMiPlhYKb3t+xMEgTneeQW5a/dRGPeDqbsEu/X6r2lM3CRuxKlyV1PtqZnSQ7qwaDELixZjWdaE3x9Q++kYE0iBvQJUzQxXY5dZc490/0mCTJ1vARkjRWe6HdVUWRlYc8dc0AtBNVX7/DssHDMjgYBLdDlPwoJ4S8FsiVJCwoF3Z2FNWSZgIuwo3UOtbwHX4pcxLZPFRcsod1VwfOgIjcl6REFknreOllQTH/b+yXEbE3kGBpUQVe5qutIdOefGJu6u5Eb8zYJjkwWFbeGdzPXV5nzenm7NCaTAnhRPR46ztHhFzv1iWRbv9rxFd7oLA/v5uBq7RFuqhVdn/whZzH01LiteyenICbDGd0VKORY91+NX6M30ZMdgYoJl8kn/h/xk7t9Nmd8zGaqrZ9PW1prXqWcYOuXl+cHMzZvXGBoaygZS9ncNIpEIN25cZdmy6UmrXIqep2uMEKxmaWDBh737eK3mJ9n3UtpIZTW45nrrCLvsIM8jedD0/O5YQRAcJUB2lOyhK91B2kyjj2ggKYLMg2WFS+VTRWOiHic+m4XJoDbA2Af8evwK5a4KVkxT722mkEWZNYENnI+ezqtGFOJw3sfdwf1g6i7CJbpYWrxixr+fLPDqV3sduzB0S6c708ka7o1gKmkkeKPj12TMNLqlIyFxIXqWb816IY+AqZkaNxPX6E53ElLCLCteOaGR7q0gKIdQBFde5klEzBJaF/qX8sXQ4byAy7RM5txCp8+m8Ha6ujvzXrCrAutuG1l0tncOs71zcj57sPxRHuRRTMvkP9r+jaSR34YmCzICApvD23NI2OPxROW3Odi3n8ZkAwI252RP2V5KXaUUKm34JD/fq/krx2MsNCkKiLSlmnOUy3vVbnoy3dlACuzAJ2kkqU9cz3su/XIRT1U+y59738vyfPxSEU9WPpsjZXIjfrXAGAR6Ml1553MidKbbOTLwGf1qH17Jy/rgZlYF1iIIAtu37+b06ZOo6hjDa1lhyZJlhEJhLMsiEongcin4fH66ujodBT9VNUNXV+e0g6mxjQNjkTDiRPRhQkqY5mTjiLyGrWt2TDjMquK17Ch9gLWBDRwb+jzP4mmJf7ljWckv+3mt5sc0JG7Sp/ZS4iq5bercbtGTYzI+ikLiuReiZ+9YMAWwJbwDl+jmbOQEaTNNWClhZ8mDt8VA+z5uH+4HU99gBGVndWoJ6StJEX9VODF4lJSR/FJoDwMsg0/6PsxZBaeMJL/v/A0pI2XzqwSJ08PHebbqO5S7KzEtk5ZUE63JJjySl2VFK6ck/FkIgiDwUPlj7O/dh2EZI51/Mh7Rw4aRjIxf9vNYxdPs730PLAt9ZPIWBZH/6vwPtocfmLS0OwpbZ6eF9lQbXtHLg6WPcTJyjGFtELfoZm1gIxtCW+jL9PDF0GH6Mr0Uy8VsCm+n1jczWYe4HiNlJAkrpTnZmo50W9Z+ZTzmeefzSPkTedmd8XCJLh6rfIaedBcd6VYCcpjZ3hqkEfmE3kxPzoQmIbPQvwTNUlHID6ZcostxUhQgT4m7L9NbYLLU6M50OS5yarxz+dHc/8ag2o8kSISUkrwFTSFh1dGu0KmiN9PNvu43s8FGwohzbOgQaTPF5vB2wuESfvaz/867775Na2sLLpeLTZu28sgjj9PU1MCbb75OPB7Dsizmzatj1ao1KIqSJayPwuVyU1Iyg3fBhJauFpqpsb/33dyAy4JLsXPU+RawKrCOiB7hcux8NnM7zzufXaWFSfKyqLCkeDlLmL6kQ1yPcTZyks50B0E5xPrQpqwG2MrAam4krkxZRX8ii6TmZAOHBz4jog/hk/xsDG1lZfGaWyoLCoLA+tAm1oc2TVqNmAyjY59qEKqaKldjl0aezxArA2vuWSPqrxr3g6lvMCrdVQTkEEPaQA6JVxQkVhSvmta2VFPl9PBxbsSvArC0eAXrg5vvSMtsU6rBkYQc12OkzCS+ESLy8cEjJPR4jrqxgR10vTT7e+zrfpPeTPeXXJbIKfaWPzlh19xkqPXN56Xq73EheoaoFqHGO48VxatyOptqfQv40Zy/5j/a/i2bcBl9cR8bOkSVp3pSh3nDMni3+216Mp1oWSK+wJOVz1LjmZt9wfZmeni76/Xs9lNqkv29+3ig9JFpZUHTRpr9vfvoynQgIgEWW8O7soHfRHwmC3PSQArs4PCjvvdpStZjYWf0pAGJZ6u+w97yp3ir63U0U8OwjJFyqsWl6HkuR89T5q7gsYqnc0p3S4uWcz56Jk9Ow8K+BmNRLAdGfBdzIQsyIbnwZCEK4oScoBWBNXSk2/OyU4rootI9tQYAgOMFGgzORk6yPrgJWVSoqqrmZz/77znfGRwc4Fe/+mVOFqq5uZFYLIrb7UHTtBw7G5fLRd3ShRwb/JzOdDshJcTa4EZKJ+HyLSlawfHhI3nn2iv5CMphmpL1BbPi1+KXqfbWsKv0QTaFtjKsDVEsBybkQcb0KE2JehAE5vsWTosIHtGGeaPz1+imholpC6WmGnm04mnqfAsod1eyveQBjgx+hjhiCyMLMhYWaTPX2kZELLgwaU025wSQSSPB0cHPMCydtcGNUx7vRJhpIBXRhvm474MRhwWocM/ikfInJrSDShlJ3uj4NWkzhW7pCIhcjp3nycpn73OqHCD94z/+4z/ejR2bpkU67byyvY/bA0EQWOhfzJA2QFSLICBQ6irjycpvE3JN3WvJtEze6vovmlMNZMw0qqXSk+6iLd3CsqKVttO8ZWaDlNtNzrwUPZflII2FgMCG0JZsNuBA/37HjquMmcYjergWv5x90VlYmJi0JBtZG9wwbRLrWHglH7W+BSwpXk6VZ7ZjINGRbqMhcdOhvdvWS5osc3QtfpkrYwRMR8ffnGxkXXBj9px/3PcBw+PsPUxMutIdOd+bDO/1vE1nuh3bcMXAxKQz3UaFaxZBJYRX8nIueiovuyMLCutCm6ZErL8ev8K5qN32bY3sR7d0WlMtbAptY3VwPSWuEoJKkO50JwZGVmMqaSRoStazeoxQrVfy4RV9tKVbkAUFSZCQBJGnKp/NcnVGEZCDXI1fyssymJiElTBzvNPTYRpSB+hMtxOQQwiCQL/aiyTISIKMIip8a9YLecFCxkhzLX45q00UVMLZfR4bPJTT7TYKSZBYXLS8oLH0p59+QmtrSzZgAjto1XWN5557iUQiTiQyjCAI1NbO57nvvsS+oT/QkW4nZkQZUPu5Fr9MuatywgxEhbuC9lQrGTM9YsljH+tTs56jSC5mUBugKdmQd78DlLrKsgsYWVQokosnzJRciJzl/d53aEu30JZq5UL0DB7Rm2PVMxEODXxCn5qb5TQx6Ui3sTawAUEQqHTPYlVgHRXuSpYVrWBX6YNUuCtoSNz8suFCkPFIHh6teMpRhmZ/77vEjVjOZyYmPZnuaT17txu6qfF6x6+I6EPZ5ydhxLkZv8aqwFrEAhnTL4YO25zb7DW0n9L2VCtrRs7bXxr8/sI81/uZqW84PJKXJyufRR9pMZ8Jx6A11cSwNpTTxm5gMKj205pqpj3VwqXYeUzLxC8VsbvsobxMwK1gZfFaTgwfybODme2Zg3sMibvQSwEYIcE6pfEFutPT47LMBIVKA3ZDgLNa+Fhci112HL9pmfRmerKyB31qj+PvNVMlZaampBYd12N0ZToc/QnPRk4y11eLV/KxKbSdU2P0pWRBptRVNiFPaiwuxc47HlPSiDOkDVLiKmWBf7GjrpotGJqkI92WowS9IrCaBf5FtKVakQSJud55yKJCQo8jCVK2U08URJ6veoUPev9Iz8hqfRRX4hfRLG1K+jq6qfNB75/oSLchImJhUuGexYtVr9GrduMRPczz1eVZRPWrfbzd9TtMK9dI+fnqV3CJLsITNBj4HCQhRjE42O9oHyMIAqZp8pOf/E3WjkZRFD7u+4CMmckGDKMSBQf7/8wP5/x1wQlTEmSeq3qZtlQLXekO/HIRi/xLshnZiSxWFvuXAfa9255qJaoPU+aqoNJdlbe/iDbM0aHP8iQ0Dg8eZJ6vbkpNKO2pVsfPM2aapJHIBrlu0U3dmPfWHG8t36n+PheiZ4now9R45rC8gN6cPdZ8j0IAw9RRzcyE9k1fJRpGNO7GBpP2ddZoSN4saHnTlKx3rAhkzDRRPTJhVusvEfeDqW8YVDPD9dgVetVuSpRylhWvwCN5p1R2KYTekTbv8bDbh4/kiBnGjCj7e9+9req8a4Lr6cl00ZxqRBwpHRTJAR6peDLne8uLV3EmcjKv9CAJ0gRiqNPjsswUs71zMB3EJ2VBYb5/8aS/L5w5sxDHKp5LRY5ZPAuLuB6bUjCVMpKIDh2IQM4EvyG0mVnuKi7FzpMx0iwsWsKSomVTPp9O5wPsQHns36LasONYLOzAbzw8kpdFRXZA15Pp5uO+94lpUSwsKt1V7K14MltWKpaDecGUbuncSFxlW8muSZsXjg8doSPVijFmhD3pLi5Ez0wYjH3U+15OqVSzNIb1QU4PH2dbyS42hbfR7dBgsLJ4zYSl9bq6BdTX38jz7zMMg+pqm7A86vUH0JpqduSOpc0UQ9pgVuJhrrc2j18oCAJzfbV5XZVgByYPlj3Ggf79WFlDaZmF/sXM8c4jaSR4q/N1kkZyJOgSKHdV8MysF3KOryFxMyfLloUFjYmbrAlO7i/okbykzKTjNiYTOg67Snig7OFJ9wG2DIjTYkYS5bsqQxPTIo7vb83SiGqRgr9TBOdzY1nWfUV0B9wPpr5BiOlRft/xGzRLRR/Rfjkd+YIXql4l7Jo54bxILkYWlDweiITEgNrnmME4OfwF35r1woz3ORaiIPJ45TMMa4P0ZnoolgPMclfnrWI3hDbTlmyhW+3MG8+gNoiEnNO9BfbLdKrlgluBT/KxpWQHJ4aOZsnqsqBQ6a5ivm8hqqlydPAzbsSv2p1+vlp2lz6UXXkvL15FT6bbkYtT7vqSb7UpvJ1P+j7Iy/iYmLzV9TrbwrtYHVhHa6qZ7pGMwkL/0pzVtt2ckD+BiYh56tROHX9TxSL/Moa0wbyxyoJCiatszD7m0phsyDt2OzgqfO2SRoI/dr2RM5F0Zzp5u+t3fK/mrxAFsaBel4REVI9OGkxdjY9XcbeztjfiV3mw7FHHzE5CjxPRhvM+Nyz7d9tKdlEkBVjkX0pjsp6MmcYluFgT3MDG0MQ6VOvXb+bIkUPEYrFshkpRFFasWO1INHeLHlJGfqBhWRZvdPwaUbAJ/YexWBfYlKeuPx5xPcbp4eO0pVrwSX52lz5EykiimRq1vgVUumchCAIH+vYT1SM5gVxvppuTQ8fYXrr7y3EUEGy1y9y59+jocYy/ZusCGzk0+Ele52Cdf+FtNe/dGt7JB71/zBdUDjkLKt8plLkrHNX3FUGhfAL+3+rAWg6P8cQEe6FT4Z41YXb0LxX3OVPfIBzo20+/2psNbkxMDMtgQO1nWfH0Wp/HIqiEuRg9m5fxkQXFLh84vvAs1gTX05Js4oOeP3J44CBXYhdxC+4JH+CJ4JG8lLrKKZKKqU/c4PDAQS7HLmCYBmXuciRBZkgbyMs0gN3RNcdbS8yIIgkikiChiArPzHohj8yaNJIc7P8zH/W9z6mhLxhQ+6j2zrnl1ViVZzY1nnlYWATlIBtCW9hWshMBgbe7f0drshkDWxRzWBvmRvwqKwKrkQSZEqWMQW2A6IhqvizIyILM07Oezxl/iasUt+jO8p3GwhrhOzQlG7gcO097upWOdBsXomeZ452XLXeMamB1pNtytiEJErtLH8Yn354XabmrgtZUM6qZsT0TkZAEiScqv5VTQggrJdyIX0UzvyxVyCPaYysDa3O2mTQSRPQILsHFpdh5OlJteZkXy7JLcUElRHe6c0RLKBcWFh2pNk4MH6E91UqJq9SRIH1i6KhjZsfCYmNoq2MwpVs65yOnHX/nkbwogsK7vW/Rr/ZjWAYiImsCG9hSsmNSnoosy6xdux5NU4lGoxQXB9mz52EeeeQJx99KSLSnW3MbVBCznLzR/ywsetVuqj01BUtrCT3O7zp+RXemi7SZIm7EaE+1UOOdy6bwNorkYgRBQDftMqKTFEFEG8rxJvWKPi7HL+YFVaIgsbv0ITyShyF1kH3df+DY4GHORU7TmLzJbE9NNqgqc5WjWRq9ajeKoIBgB+iPlD9xW7PSQSVEmauc3kwPGTONT/KzJbSD1eP8Mu80AnKQ+sSNnHKuiERICbG95IHCHqGuSqJ6hCFtYISDKBJQgjxV+dxtDULvJUzEmbofTN0iLMuiT+0lqkfwSf67ugI50P+hc9ebEWNDaMuMH2hJkKj1LaA700HGyCAgUuaq4MnKb3ElfjFvnwICNZ65uCUPH/T+kYSRsLlBlkpbugWX4KLSU4Vh6aTNFJIgT2tsn/Z/xKnIcYb1IeJGjI50G22pFpYULedq7KLj5CgJEhtCW9gS3kFYKWFx0VL2lO6lWMmdGAzL4I2O/6Q705WdRIa0IeoT11kZWHvL17dILqbOv5CFRUsodZUhCALdmc4R/8Hx/CELn+in0mOv5hf4FzPPW0dQCbPQv4Q95Y868hYq3VXEtRi9jvwpgZSRzGZTRgnm7anWHDJ3pXsWxXKA5mRjzqR3I36FWt+CKZULC2FA7edG/CrD+hCbQ9upcFfiEb3U+RfwUNljlLlzyeviCOnatAwSRhy/5GdDcAvbSnZlx6uaKh/27uPz/gNci1/hbOQkGSNDzIjm7V8UxGwHZVgpsRXQx9zDo/IKaTM9Yqgb4Xr8CvO88/GPCyS7Mp15tlBgW8qMVdkeC0VUaEzW52WEJEFmWdFKTkS+zF6O2jr3qT3M89ZNSfnf5XKxePEydux4gK1bd1BTM3eCCbOClJGkX+0bCTQEgkoIbaTzbSxMTNsU2MHPEuySZ1c6l2s32vywJrAhG7gYlsHpyHHHbYiCxIbQ5uy/vZIXLNuL0sJCQEASZDaHtlHnX4A2Qq4ezXKNNifcTFxnVWCtXeIfUfVeWbyWub5aNoa2Zv92O5E2UlyMnqNX7UYSZBb4FrE2uCHP2ulOQxAEFhctRR8p6ymCwrLileyteGLCsQmCfa0X+Zbiljx4RR+zPXMIu0oK8sa+6bhPQP+K0K/28V7322TMdLYN+OHyJxzNc+8EREECB0KvMPLfraDEVcrLs39A0kgi8GUqfV1wU46jOdiBy6bwNg707Xds7z4+dJSoHuFy7EK23LU9vJvlgcnlGgbVAa4nruZkyXRLt9udk43M8c4bUcHOL3NVuqsIKMEJu5Rako2ksjwOGxYmaSNFU7KBhVPgN00Xg+qAY5ZCt/Q8Dka5u3JSGQWwu6SchQidXc7sjM5wzrlpTNTnfNvERLVUDvbt58XZr006hvGwLItP+z/iRuIqpmUhCiKfc5CnK5+blJfikTzsKH2AHaUPOP79k74PaEs229ylEb5Vn9rjqD4PUO6yy4MlrlKerfoOB/o+ZFAbtMdZ4FocHzrM07Oez/l8V+mD/KGzE93UMTAQR7JrD5Q9MuHxPFphSz/opo5h6YiClPV+ExBh3Jh1y6A+cWNK1346EASBXWUPsSG8lZ50J53pDlpSjQ6BvY3xRPCMkaYheRPN1GhNNjku5kREBrWBbElWERUqXJX0qOMzyAJlSjm6qedwPDeGtzLfv4iGxA1AYKF/UZa20JC4kZcxt8ep05C4kSMH4pE8VEm3h8c5HqZl8mbnfxHVI9lzcDV+ic5MB6/M/sFdXWSDbcu1s/RBdk6g4+UEy7I4EznBjcRVdEtHRORU5DgPlD58S9WObyLuB1MzhGEZ/LHr93k6JB/1vccrrh/elU6HpUXL7bLXmBeeiO0BdrvSzOMzEptC2/BLRZyJnCBlJKlwz2JHyQOUusoYGpmcxkO1MlyKXci+BA3L4PPBA3gk76SBqFO5EWwyZWuqhe0luzkXOU1Mj2YnUbuDaOmUBDoHtYGCZM0hdQBGEhMZI83ZyCkakjdxCS5WB9ex2L9sRuc5rJQ4Brt2d9zUvfsiI6VBzVIJu0oRER0DiUIYP4bWVDNO3KletSdbfupX+xCAUlf5pMfekmrkRuJaNtAdJZm/3/tHfjL3b2ecKUgbKVqSTXnHOlo6FJGyLfqyIDPbMzen1FyqlBHT8zvnxsOJXBxSwny35idcip6jN9NDmaucVYG1k2aQQkqYH875GU3JBuJ6jAr3LKrcs7kav4jTOZ/p0xvXY5yPnKFf7aXcVcnq4DpHjSZJkDg8+CkJI+H4fIH9HC0qWpr9d1uqmfd7/ggIWJbp6LUINods/HvjofLHeavrv7JBqA2LXrWHX7f/Oy9UfzennFjiKqXEle+vGNdjBZ/XmJ6flfyq0JxsIGHE87JycT1Ka6rptnY330l0pNtyn9kRe6TPBj6hzrfwLzZD5YQZBVOmafKb3/yGffv20dDQQCqV4sqVKwBcuXKFN954gx/+8IfU1dVNsqV7F62p5rxVGtgrlKuxi2wt2XXHx7Q1vIu+TA99ah+MpMSDSojdpVPrRpkJBEFgRWC1Y0kjqAQd29qBvBe2TVo/NmEwdWroC67ELjn+TUTCJ/lQRIUXZ7/GucgpGhI3UASFVYF1Bdt/xyOslBQka4YUW6tINVXe6Pw1cT2enaQ/7f+YnnQXu6fY+TMWVZ7ZBJUQg+qX4qoCtkfZ0imO+3rsCgcHPhrTOaUQdpUwqA4gjnQzWlgs9i/LrjLHokgqJiDnBpuSIBW2Rkl3sb/vXbSsorKbxyu+lZVocMLV2CVnDzTLojPdPmMhwLSZQhREx+fRK/myWQ1JkFhRvDqvA8wOGidHsewcjPsk34x80iRBzpORqPUt4NDAAYfvSrb6u6lxPnKa64krCIgsK1rJ6uA6x0B0QO3jzc7XMSwDE4POdAeXYud5ofqVvCD9YuQsCSPueA7BDqTqfPOZ5a5GNzVA4IOefZOqhouIVLln5/GsSlylfK/mp7aQ7pgMlW5pGIbOJ30fUuWZTWuymWI5wNrgBmZ5qvO2X+6uLPi83onGklH0q30FgjqdfrX/ng2mbsavOT6zIgJtqeac4PovHdMOplRV5Wc/+xknTpwgGAzi9/tJJr+s/dfU1PDmm29SUlLC3//939/WwX6dkDZSjuWAUX+vuwFFVHiu6hV61W4G1H5CSpgq9+y7Rn7cEt7J/t59eV00o+TW8YhPsJLMGGlORb5wFAEEEAUhm9J3i262hHewJTxx55ETan0L8EhedF3PXl8BAbfoyQZ612OXSRqJnLHolsaV2EXWhTZN24BZEASenfUdDg0coD5xAwuT2Z45PFD2SI6SeiFkzAwHBz4aV/rUGNaGebDsUUwMJGRq/QuQBZmYHqUr04lhGciChChIPF75TN59sqxopZ0JJDfTWeubz7s9b+VMHpqh8afuP/DDuX+do/01irgeoyPdXvAYRtvfM2aGjJGmSC6ecmmkWA46ZvYEBGq8c9lV+uCENiX2/TmRPYqd0doUys+M3G74JD8PlD7CZwMfg2UHwIIgsi64iVJXGW92/hcDan+2DHdi+AhtqWaemfVC3vU71H8gR/jTxMC0DA71H+C56pdzvtuYrHcMpCQk6nwLqfbUcDF2lv/d+q+AraDtKFnAiJK9IGFaJrO9c3i0/CnH73kkj2P22sKiI92W5V/1qt20pBrZU7qXJcW5i4u53lrCSikDal/2Ph21+pk7rvO0EFJGkmFtiIAcnBInzQlBJVwgqJML2nrdCyj8DAp/kaKdE2HawdQvf/lLjh8/zs9//nP+7u/+jn/+53/mX/7lX7J/DwQCbNq0icOHD3+jg6lqT41j264iKMz13b2MnK3mWzWpdUXKSNKX6cUv+6dVSpoOan3zebjscY4OHSKmR/GItlnr6chxMg5ClRPxQfrU3oL8FwGBxyu+Ne0gxgmSIPFi9Xf5rP8TmpMN2ePYXfowkiChmioNSWcBUFGQ6M10z2gcbsnD3oonecR6ApiebUR7qgXBcuoa02hLtbB3nB7XM7NeoDvTSVe6E7/sZ75vkWOn4pbwDvrVXrozndlgJaSUUOWe7ZjNsTBpSFzPMRQGO1v7dtfvHK/56C/LXZXs79lHU7IBQRCRBYmdJQ/mTZ5OkASJHaV7+HzgQPa62Jk9BQGRd7reoNxVwergesdrU+OdVzAjIyLiFj1sL9nNvALPdXOykXORUySMBHO9tawPbs4jqk8Hy4pXUuOdS2PiJoZlUudbQNhVQnOygSFtIIfPpFs6XZlOujOdebpuXZkOx+07fe4tICg5mnl+v+ednEChJ9NVcPx1voVsCm/DK3lvqYV+7IJLt3QODXzCwqIlOVk4QRB4tuo7nB4+zvW4XR1ZUrR8Sg03pmVyaOATrsUuIwn2u2W+byEPz6DLb4FvEUfFz9CN3EWYS3RPmG0fVAc4GznJkDbILHc1a4MbpmWV81VjSdHyHOeIUViYzPV+cytPM8G0g6l9+/axfv16fv7znwPOL/2amhoOHMhPVX+TEFRCLC9axdX45WwadFQBer7v7hDQpwLLsjg29Dmu135FAAAgAElEQVQXomeQkEbsM0p4etYLObwGwzI4FznN5dh5DEtnvm8Rm8PbJ9XdGY+FRUtYWLQE0zKzqxyX6OLw4ME8PZat4cKlUZ/kLyDBAPN9iwpOdDOBT/LzROW3cjzMLMvi+OARzkVPYVjO42ASdeqpYCarvSF1EB3nzlinSUEQBKo8sycVVZVFmW9XvUR/ppcBtZ+gEqbSPYtTw184BpOGZZA0Unmft6daHbWMwA5W9lY8xcGBP9OaasqaWOuWxqcDH1EkF09Jx2p58SqK5QBnhk8Q02OUKeW0pJu4Hr+c7Si7HLvA81Wv5HnruQu2eQs8WPYYS4oKc+HORU5xfOhLdf6oNszN+DVeqfnBlO8F3dQ4EznBtdgVuxRbtIwNoS155ciudKdjKcm0DLozXXnXUxZkx+87mTGvCWygM92epykUUsK2ZMe4YNMpKw/2YnJJ8XJKx+iETYSF/sVcj18p+GyP3+ewNpi3+FNEha0lO9lasnNK+xzFmcgJrsev5DQtNCYb8A0emjZRWxZlXqj6Lgf799ORbgPsIP3Bsr0FA7P2VCvv9byd7dzsy/RwNXaJl2a/9rUxE57lqWZNYAPnoqfBsrOkYPFYxdN/sfIIhTDtYKq9vZ0HHnDuqBlFMBgkEimsrPpNwa7Sh6jxzuVS9Dy6pbHIv4zlgZV3vXNjItxMXONi9FzWBBigX+1nf8++nNT//t59tKVasi/XK7GLNCcb+W7Nj2ektzT2nKwIrMYreTk5fIyYHqPcVcG2kl1UTJCZKnGVElZK6Vd7c17ksiBPy0TUtExUM4NLdE96ncZOoJdjF7I+co7fRcAn+Znlzud13E4Ma0McHfyM9lQbLtHFquK1XIldLDim6ZgbF0KZuyInAKn21DiLuAoy1Q4BWkyPFpx85/sWUemexf7efXkTtm7pnI6cmLIo6BzvvCzv6u2u3+WMz8QcyUQc4PnqVwB7YWFi0JFqQxJkzDwvPIvmZD1LC2THVFPNCaRG95Mx05wdPsX2kt10pNu4Fr+MZdlB0lxvbc59ZVkWf+z+PX2Z3uzzeD56mtZUEy9Vfy/nHrXFc+W8e1ASJPwOgduy4lVcjp7PyeZKSCx3MDmf66tlU2gbJ4aPISFiYhGQAzxV+Ryf9n/sGOxIyNns/ChPr9a3gFrvxD6TY7G9ZDdd6Q4SRhzN0lEEeYTjlb8/ExO3ePsIzxciZ/POpWHpXI5dYEfJnmkvbAJKgG9XvTRSbhcmzG6NdraOv3dUK8PRwc94svLZae37q8TWkp0sLV5BS7IJRZSZ71t016xxvs6YdjDl8XiIxfItHMais7OTQODWSy5fdwiCwHz/oqxp51eFsRmSW8X5yBkHJWmTnkwXCT2OXy5iQO3PCaTAftDTZprr8SusDKy55XHM5Lw9Pes5Puj5E31qr22oDOwufXhC0vMoLMvibOQkp4ePo1sGimhzYKYqqHdmnPzDWEiCRKlS7sg7up1I6HF+3/kbNFPFwkIzVE4Of1GwjV0UJKo9Nbd9HNWeGqo9s3MyGXaXXA1V7vxgqlCQLAsK83x1JPREQfuamF54UTZKXL8evwpYLCpaSo3H1lTqShcucZmmybnoKc5ETpAxVTyip6C1zag0RFSLcmr4GO3pVnySn/XBTfikIkTyA3LbDLaFw4OfciV2Mfu8NSbrWehfzMPlj2e/255uHeFAjfG9tAwi2jAtqaYcr7hF/qUcG/w8b3+SIDlmw7eFdxHRhmlPtyIhYmBS45lbMAO8PrSZFYE19Ga68Uo+SpWybBazI92af/8LFt+qfJHuTCcZI4MoiLSlWni941cs8i9hdXD9pNkLj+Tl1Zof0ZJsZEDrJyiHEYBP+j/M2Z+ISKWriiK5mJgeJa7HKFFKp8QpLATVwXYJ7CB+tBN0Jhjvw+i4b0st2G3YkWqb0X6/SoSUMKHg1yNb9nXFtIOppUuXcuTIEVRVxeXKf1BisRiHDx9m3bp1t2WAf8lI6HEODXxCc7IRsMnRu0sfviU+RroAb0UURFQzg58i+jI9joRe3dLoSrfflmBqKuhOd3J6+AQRfYhKdxUbQlt4ofpVYnqUtJGmxFU6ZW7DhehZTo4x5c2YBl8MHUYWlILiimORLlCmEhD4TvX3cuxPwJ7or8evcCl2Ds3UWehfzJrghltKjZ+PnEE3cw1LCwVSYE9AzckG5nrrJszCWZZFY7Key+MyrIUmBUEQeKryOa7GLnI1fhmA5cUrWVq00jGYLHdXUu2ZYzvQj5x/ERG/5GehfzEWODYWCAhUuwsHg0cGP+XymGDlZuI6S4qWsadsL4qgoOZlmuwA7kzkBKcjx7P3wnh5k7HfXVq0nLge443OX6GOBLExPcpHfe+zOrC+oByAIrpHZEpymwJs8dc1WU5jX6bHMUjXLI3edHdOMOWRPDxb9RL7e98laSSwsNWtH694xlF8URZlnp71HMPaEMPaICGlZNLykVt053VVrihexflIblZWQqLWuyBrJ3Sgbz83E9ez1+LUsC10+9Ls1yYNLkRBpM6/kDq+DAiHtUFORY5nqQilrnIeLn+Mfd1v0pFuy/In1wQ2sDW8c0aLmEpPFZ0OTRGlStlX7tcpC1JB7T/XfbmBexLTVkBXFIW33nqLhoYGdu3axblz5zh58iQ///nPiUaj/OIXv+DatWv84he/oLa2tuB2vikK6F8VDMvg9Y5f0av2ZJV9h7UhGpI3bkmJO6pH6Mv05JVdXKKbrSOK0hkzw83EtbxUu+1ntWjGXmzTQVOygfd73mFQGyBtphhQ+7kau0SdbyEhJYxfnp7a/Hs9b+dNriYm/Wofa6dglmq72+dnSYrlAFscXuaf9n/EmchJYnqUlJmkO91JY/Imy4tnXgY+OXzMUdFbQBx5MedeUxOD5mQDralmFhctK7jfzwcOcGL4KMP6YFZRviXVzNKiFQUnKUGwPbqWF69iefEqyt2VOd9VTZWedBeapeGVfCz0L0YURKL6sC35ULyCveVP4pLcDKr9XI5dyNuHLMg8WvG0Y/ZhQO3n04GPc4IVE5MhbYC53jokQaIv05vTJGKXuFZyMXbesd179DujQrK13vlsDG3li6HP6R5R4B67rz61l3KlYiSwyS09z/HOc3zOTEz8UlH2GepMtdGZbs/7nojEoNbPieGjNCUaCClhAordbbY6sI5FRUtZHVjPxvCWSXmMHsmLTyoa6ZDrxC16pqUPJIsKbslDS7KJ0XtMGrFzKVYCDGtDfDbwSc61sLBQTZVhbZCIFsEr+aZVGqr2zmFV8Vpme+eyLrSR9aHNHOz/iNZUM+aIrfSoMnyRXJzHg5sKylwV3IhfzSGM2/fcU7elmWUiiILIsG4HuePvnQ2hLY4yEPdx93FbFdCffvppjh49yltvvcWBAwcIBm3tleeff576+npUVeW1116blFd1HxOjMWEbnI590Cws0kaK5mQjC2ZYWtwQ2kJD4nrWKkMYqe3vKd2bnWyrPTX4pSIi+nDO/kVBZIUD3+J2w7IsPuv/OGclbGGhWRrHBj/nqVk2n8CwDIbUAdySZ8KXn2VZBbMPCWNysUaA7SUP8FbX6/8/e+8VJMd1pfn/bmaWr6723sA1LOE9QdB7T1EkpRFJiSONU4x2H/b/NBHzthsTOxGz8zKxE7s7satZzeyMHEmQBClS9CC890Cju9EO7bururxJ93/I6kJXZ1YDDQIUJeJjMILMzsq8lZmV99xzvvN96ObVbh1FKNxT/aAt4JhSI3QkzxdxgHR0YlqMrsSl6+pQc0KVu5qR7JB94hWCSlc1Uw6mwaqpMp4b5XzsDGvKi33swBL6PJ84UzRWzdQI5yYKZalppPRkUZa0lKXMqegxDkb2IiFhYFDuquSp+m+xuWIbmyu22fbfF/7ckVPlFp6S97U/3YPp0AigmTp9qctsr7qLqBahP91byGK0eBewsWIr50pwzBRcLC9bSVSN0uJrY31oEzkjS3dersIGE7ZV3cWxqUMMZweR8mWhnVX3YWA1XBizxigh48pnJ09Fj3Nk6mAJfpBOOv/MjuVG2D36Bk83fJsmbwsib/lyvRjKXGH3yJtMW9OYmKwpWz+nL9tMxLUYX0x+UnQNNFNj9+ibvNb254xkhhyzLDoanckOupOdHJ7az7bKHWwo32LbrxQ8srcQdOaMHD2pblsGUzM1TkSP3BA3sNZTx0vNr3Ji6ghjuVGq3DVszEtQfBW4t/oh0no6n2mzdNKWB1exLrTxKzn/bdxc3JBo59/8zd+wefNmfvazn9HR0YFpmpw/f56lS5fy2muv8e1vf/tmj/Mbh0hJJW6NiDoJ3Fgw5Zf9fLf5Nc7GTzKQ7iOklLMutLFoZWe1G3+Hj8bfYyhzBYEg5CrnwdrHinRYdFMna2TwSr6bSrrPGGnSDl1hAMNZKy1/KX6Bzyc/KpSIat31PF7/jGMHlRCCkFLumFm63q6ZWk8dLza9zNGpg4xlR6hwVbK5YrvjCtKaXJwsQVT60703HEytL99ER+K8rdzS5GnhmcYX6Ex08PH4b2zcI83U6EiedwymrPtrH6tqWvYg08HU+dgZ9oQ/zk+agj2TH3Nf9cO2SWwg3cfByN6iMYZzE7w7uovvNL/q+L3Gsk4egtZzkDNzeIR9NagIV4lgRcIluZCFwhP1zxFVp4ioYSpdVZS7KjBMA5ekkDUcOFICLiUuYJgWh/BM9DgaGjnDXi4E0FBxCzfPNr5IQouT0dNUuquQhUJaT7Ev/Jn9FEKwNLCctJ7iQGTPdSvUa6bGwfDeAnn+eqGbel7WoPg7nI2fps2/kNa8FpNqqIxmh1GEi3pPQ1GQdSlu2f/YYdKT6sIvB+a0q5pWzT4U2V/ILIP1rJyNnSRn5GgPLGNF2R0lS4I5I2uNyWEYpRZK14MKVyX31z5StC2Sm2Q4O4hPDtDmW3jLSn6W0frzxNQoMS1Klbv6S3cD38bvDjdsJ/P888/z/PPPk8lkiEajlJWV4fffuPnpbRSjyl1TUgSuylVd8nOmaXIl009/qgev5GNZ2Urb6t4re9lcsZ3NFdtLHiegBHi28UWyeiZvB3H1R26aJsemDnI8eqRA1NxcsZ315ZtvCgHbJdwIe9XKGrvkZzQ7zKeTvy2asEezw+weeYOXSkzYOyrv5aOJ92xyDHdV3Xfd46pyV/NInbMA4UyUmlwkpC+lIVPhquLphm/z2cSHTKlTSAjag8sLCvcVrsqSSuClJgSv5C051unMU0yNsSf8se24n01+SKWrmoF0L0k9SauvjfOxMw6aNFZLeyQ3iRCCfeE9DGUGcAsP68o34pV8qLo9YJGEZJnvOmBJYBn7wp/btgshilTFy10VRVkcSUhsrdjBgcgXNhkAY0YXmW7qtgDECUeiB3nS+xxBpazo3vpkP4/WPc0HY7sL19fE4MGaxwgqZXQmLs7b7iesTlzXfpO5CVJ6glp3PeO5McdAaFpkttW3kI74eT6b/KhQKnZLHp5u+HYhQ5Mx0o6cNsM0yOoZlgZW4JbcaLrqmGGchmkaXE52srFiK4cj+4s8PUeyQ5yPn+X5pu86PqsBOYhHcpPSZ/PLBM3etuu6LteCaZp8MvE+nclL+SWDhCIUnmt8iSp36Xful0XIVV7S6iqmxjDQKVcqbotkfs3xpb35vF4vXu9twtzNxqKCErdeSK9bE1yABX7n1mPDNPjN6FsMZgZQTRUJmaPRgzxc+8QNdxw68VVORo9yLHq48CLU0Tk8tR+X5C5JTs/oGS7EzzCSHabKXc3qsnUl1YYVSWF5YFVBA6awXShsLN+S70i0T9gRNcxkbsIxTb8kuBRZPM2hyF5iWpQKVxXbq3besIXJXGjxtTlOLlaZ9Npk97nQ5G3hey1/TM7IIQu5aOKpcdfikbyoenEArghXyfO2+S1+kTprDpSExMp8Sbc71eGodm2aJm8M/zsgMNAtTacSGlymaRJWw3wy/gE50+qiymFJC9S5G0gbSVugu8S/lA/GdjORG6PCVcmWijsLmUC/7OeR2if4cPy9fGbNClYeqHn0mgGr1WXm4cjUAZJagkp3NTF1ypGwfi30p3oK/z2eHeVQZD+TuXEq3VVsqbiTH7b9mCvpPkxMWnwLCg0IFmHcWbXd+i72613KzmYaKT3F7pHXiajhQqC2yNdeMmekm3qee1bcoq/qKm8N/4rX2v4cSUilVcGFoMW3AElIPNf4Er8Zfcsy+s1bGpVCUktyfOpw0W9bMzXC6iRdyUssD650OJXg3uqH+HD86oJoOgu5vXJ++lKlcClxga5ZxsmqmeO90bd4ueWPv9JgJpKb5P2xd4hq0YKx/CO1T11X5/Jt/G4wbwL6zcJtAvrckITE0uAK4lqMqDqFJCzD4sfqn8btYNcB0JXs4FTsRIFcO23b0pe6zLrQRqSblK5+b3SXI5l7MjfmqPkU12L8fPD/0p/pI6xOMJIZ5mz8FG2+hSVf1K2+BUS0MFF1ylKyFoL1oU2sL9/M6dhxErpdnkMRCgv8i218EtVQ2TPxMYcie0kZScuvsObBW0akF0KwyN/OlXQ/qmkFPR7Jw6N1T1PnvTl+YbKQbaVVIQTN3hY6kx156QgJOf/cbK7Y7jgZSEJigX8hvanLmJjIQkERCg/XPlEIXIYyV7iS6bd91pzxD1jPQKnMhImJT/Ix6kDkTulJ1oU2Mp4bRxYyQggW+BbRk1f8zhoZotoUncmL1LrrC2WiSnc1a0MbqXbXsCjQzn01DxFSytkz+QkfTbzPiegREnqcRm+LFTAaKr2pbsZzYyzwL2RTxTY2V25ndWgdJ6JHSxr8zgVJWFnZ4cwgu0Z+SUSdJGfmiGlROpMXafA0sTCwmMpZnadlcoiTsWO2bJ8iFJYH72BKDRcFJIpQuLfmoTnL0rtH3mAsN1pE0I6qUUyH+6IIF5srttOT6mLEQc1cYDUY+GQ/746+6RgcLQksY01+8eSVfawJrac9sJwady29M8jqM6/V3dUPMJodpi/dY8t2TWuBtZcwZq90V9PqW0hWzyILmSWBZTxc+wRlrptDFv9s8kNHuQLd1FgSWDpvweIbhW5q/HzwZ8T1WP4NbmnjdSU7WFW25oZ0/m7j5uBLEdAffPDGTHKFEHz00Uc39NnbsOCXAzxa99R172/xaZyNaYezgwV+xPXCMAy++OIzDhz4gkwmTVvbQh5//OmS8grJEvIB+yY/z39metK1PMI+nfiQl5pfcfyMIik8WvcUKT1FUotT7qosrOpbfQsYy43aJj89z52ajQ/G3uFKpr+wEg6rk7w98mu+0/xqwbx4GpqhcSiylwuJs2iGRotvAXdX3z8vwi9Y5aU/avkBUXUKzVSpdFXfcjHXKTXM5xMfFcyHy5QQ91Q/eE11+Gp3Ld9v/VMmcmNopkadp6Fo4l/oX1JS9Xw+GM2OOIs/CoU2/yK2VN5JQo/jlwO8O7LLkfu1Z/JjXvX/SWGbW3KzJM/r0k2dXw7+M3EtVjjPudgZhjND3Fl5N++PvQ35UpaBwY7Ke1lbbkm4LPEv5WJeLf16ISGxNH/uvZOf2a6PNd5PeMX/Q9tnFUnhqfpvsXvkjfyvwhrTtsq7WBfaREgJcSJ6BNVU8csB7qq6l4UzMtIZPc3Z+GmG0gNUuqtYEljGaG7YRpTX0QjJ5SSNZMEE2yVcNHtbWRJYSk+qs0QAbJI1MvTlGw5mQyAIOTQH9KV6OBDZU3RMgUASMtsqd1DhqpxTO6w33c3/6f9HtlTsYG1ogy2oqvc08Fj90yU//2VQylJIINBK/O1WoCd12fF8BgYdiQvX1X18G189rhlMOaX3VVVlfHzcOoCiUFFRwdTUFJpmvUxqa2txuW5Hz181SvFiTCh0Gs0H77zzBidPHkNV86KDl7v4p3/67zQ/30ImYCd9Vs0KTKZh+bjZn6OJ3Biqoc650vLLflvX2JrQBs7FT5PWr3I5pkuAs1u+LdHCAduLctou576ah4u2vze6i6HMlcJE3p/u4VdDQ7zc8sc3tDJ1CsLiWozT0ROE1QnqPY2sDq0v2Rl3vcgZOV4f+nkRGTeuxfhk4gO+3/onBWJvSk8xkhnEK/lo9F41wRZClPRGrHbXsDa0kdOx6fKqQEYqZD6vB27hodJVxXjOLhego1OmhFAkFxWS9QyN5UYcjxPXYmiG6qirdDnZmTegvjomA50pNcK7o7tsmZADkT00+1qodteyvnwz3clL5ExLS0pGQREyPsVPUktgYqKZGiL/jyxkQko5O6ss25GJ3JjjeKNapMhKaRqqodKVvGR9f1Ojxl3LvTUPFwRON1duZ1PFNjRTQxFKUVCR1BL8YvBfyJk5dFPjSqafc7HTMIeMxSO1T3I2dhITk7Wh9Sz0tyOEYKF/SX7yLl6EGaZBk7elkLGcjWnpg5mIqVGLVO8QCDxV/y1afBa3qdnbhiIpjjw5sMyuD0a+QBHKdWnA3SwsC6wgooZtizQ5bxP2VSGpJRxFZHVTI6HNLZh9G787XDOYmu2xl0gkeO2112hubuY//af/xObNm5EkCcMwOHLkCH//93+PYRj89Kc/vWWDvg1nrCxbTX+6z/ZilIQ0b92SZDLBiRNHCwHyNDRNw9PhRduk2snc1fcymRtnIN2HW/KwxL8Uj+zNe4TZX5zWinX+2Rqv7OU7za9yYuoovelufJKPdeWbHHlhMW0q3xpv51hN5ooJvZO5CYazg0UZkelJ9Fz8jGNb/3wxlh1l1/AvCpYZg+kBTseO80LT3H5cVmNBH+diZ9BNjWXBlSzJazeBVeJ14pGp+Zby9sByjkQOcCx6KB9Ym3gkL882vmDLzjnhzqq7WRJYRlfyIiBo9y/jg/Hdtg7Jac0rYxbXbX3+/nSnLhV3IwqZFm+rjYDrlXyOpVxZKCU7vsZzY44dsLqpFXhVxdt1LsbPsbZ8I28M/zvaDNkLE4OH6p5mgW8Rl5NdTKoTNHtb0E2dgUwfqpGj3tOU9yqzjIKTetJ2DrdwOxL8d4++zmh2pBB4jOXG2D3yOi+3/ghPvowvhHAk4B+M7CVjpGeM1URHdzS7ng7+Phx/Nx/UyYyOj/BMwws0eBtZEljG6dgJJnPjM9TsXawPbSKgBGn1LXAMplzCxeLAkqJt3alOnJr+BIKx7GghmJKExLMNL7J75HWyRtbxnmmmxpGpA19pMLUmtJ7OZAdTajjPOZWQhMQjdU98pRZhDd4mx85Fl3A52jXdxtcD8+ZM/e3f/i1dXV386le/oq2trWhl29LSwjPPPMNPf/pThoeHueeee0oe5zZn6uajXKkkqSeYVCeR8gJ0spB5suFb8ypT6abGvs7P6bl4GVMv/kWbpolLuHnq7ueYykWsspC7jvurH6Er2cEX4U8ZSPcxkO7jZOwYDZ5GPJI3Lz56NWMgIbHY387S4IrCtq7kJd4fe5sD4S+4nOwqCBU6wSW5aPUvYE1oAyvLVlNZottGFjKnosccRRGXBJbR5l9Y2DaY7qc3ddmWbTEx8EjuorFOX4ueVBd7w59zMX4WgaDKXT0nUfXd0TeJ6/GiidAwDWJqjGWzjj8TByJfsC/8OZPqOFNahL50LyPZIZYFViCE4HKysySvqdZdj2aq7Jn8JB/E6XkfsBx9qR7HcooTrMl1Ia2+BQSUIC2+NrqSl6wASgiLn+VfSntgGWPZESRhTUZrQxvYWnkXfsXyLhzJDKEaOSQk2oPLebD2cVtWVUJiKDNg4w2tCW0oumczEddiXEn32+6flM+iOaHGXUdfqifPNbr6OROTkewQPckuTsePM5odpjvVyURunL70Zcazo/SnezkdPUaztw3N0GzZqWnfyOkgYhpj2RGOTR1yzOB4Jd81ScafTX7oGIBYGTOFmcKaLuEia2YKgaJV6NPpS19mfWgTkpBYHlyJXw6imio17jruqrq3EMR4ZC+6oTOWu1qiVYSLVt8CNpVvK3puRrJDBbL97HG1+FqLjJj9sp91oU00e1u5kDjr+D01U2VL5Z1zXoubCUnIrCi7gwpXFR7JwwL/Yh6ofbRkxnYupPVU3q9w/j1eQSXISGaIpJ4oXHMZmUp3laM22HQH94noEQbS/fhlf+mmgdv4Uripop0ffvghTz75pKOVDIDH4+HBBx/k3Xff5a//+q/ne/jb+BIQQnBvzUOsCW3gSroPj+RlUaB9XhYmhmnw5vAvGWMEQ7eXcIQQNDQ0WJNq88LC9p5UN5eSFwur2+murt+Mvc0PWv+Midw4VzL9hYmtylVVVGI7HzvDF+FPCp+fFip8qv75L0UUDypltAeX0528NCuTJrOuvFgcr8JV5Tjpysg2p3qwVM6t72xNbCPZYS4lL/BU/fOOwYluakzkxm3bTaysUylE1SlOx47PEtZUGcpcoT/dywL/Imo99Y5SGopQqPXUcTp60pHzlNZTTOTGbmjCqHbX8Frbn9Gb6iGtJ2n0thTKIRsqtpDSk/gkP4p09TXT4mvj5ZYfkjNzhWDfCWtC65lSw5yJnyxscwk3K4KlxRnbA8s5EP6iSFgVKFmKVISLxYF2fjv2nuN9n/aAm878YKpF5cfpZ3zX8C8QiOLOTSRWla11lB+ZzE2UsGvSGMs6lzdnwi3cpLHzEwUSz9Q/z7nEWeJqlDbfwnzQbfcpVI0c47nRPD/OKqeVygJtq7qLVt8CLiQs2YulgRUsypcJZ2Kxv51Dkb0OFX3hmDUWQtDoa/7SGnA3E7KQWRpcztLg8mvv7ICx7Agfjf+GqBoFTJq8LTxU+/i8g5vH65/lbOwU5+NnMNBZHljFuvJNtgyZaZp8PPE+3cnOwnvofPw0WyruZGPF1hv6DrdxY5h3MDWTG1UKqqoyNTV1w4O6jS+HKnf1Deui9KS6COcmMP0m3jYvmf5MkZ6joijs3Hm/7XMX42cdye+maTKaHeaphm8Rzk0ymRun3FVBrfuq/YhpmjbdH7AmlwPhPbzQ/PJ1j38oc3zNi3AAACAASURBVIV9k58zmRvHJ/vZVLGV+6sfocJVyZnYSXJGlmZvK3dV3Wtroa/11FHjrmMsO1pUppKFzB1lxZIP4dwkHckLNu+14cwgA+k+x+yJyHfYmQ6aPcqMck5MjXJ4aj+D6QF8sp9ypdyRu6iZKr2pyyzwL2KhfwllimXtUVjNCpkKVxUt3gUciRx0vF4CUVKU8nogC8VRjV8Wckn1ciGEoxDnTBgY9KS6i4KUtJHizeGf82rrnzouENySmxeavscn4x8wnA8gSmWkZBQW+BbR4rXkCkoJP86lmzQNJ60oWcjcWXm3Y3mowlXpeFSBQDXUIh6haqicih6jI3kegcTK4GruKFvH4al9NiPgVt8CmnytNM1YfFh8RSeIEkKczmjytdDku+qTqJs6uqEX3YdyVwXbK3dyMLIPw9RndHnqfDC2mwdqHnEM2ktpwO2o+v1y0UhqSXYN/7JoQTOYGeDN4V/wcssP5yWtIOcXe7MXfLMxlLlSFEiB9d48PLWfZcGVX0rX7jbmh3mX+d59913Onz/PCy+8gMdjfyFGo1H+83/+z9TV1fHyy6Unwdtlvq8nTkWPMZqzWqW9bV6MrIEaVsGE8poK/ug7P6ClpY2UnuRc/Aw9qW7AZCQzwpQWsR1Pybcwl7sqkJAoc4WocFUW+7iZOY5OHXScuHJGjk3XyVUazY7w9siv8i3FJjkzx2BmAIFgc+V2NpRvZnPFdpYFV5Ykk7cHlpPU40RyYQAaPc08Xv+srUzamexgINVn654yMPDJfudgSghiWoRIzu7HtSq4hqHMFT6f+IgjUweYyI2TM3Ok9CRhddLx2khItPjaaPFZ5fZlwZWopkpMjeKW3NwRXMuDtY8hSzKqkWMoc8WWpRFCYmf1/UUZIsM0uJLpZyw7gltyFzg8XyV6U910JjscAhVBUA4WiNqz4ZW9rCxbzYZyKzM27kAMF0isC23kvpqH88+habs2kgPHaj6QhUKjt9mxTB2Uy+hOdZLR07b7mtBjdCTOszy4CklIvDn8C7qTnaSNFBkjzXB2EM3QafQ2EVHDuPKyIdXuWh6vtxsem5hcSffZ7rtbcrGz+r55aydljSwfj7/PR+O/4Xj0CF3JS9S66wuTdoO3iSX+ZVxOFU/wKT3JpcRFVgTvsAXCVe5qat31hNVJVEOl2l3DA7WPXLML9euG09HjDGYGbPfUMHUavE0lKQtfBqdixwsLh5mQhUKFq+KGMs63URo3tcz33e9+l//yX/4LL7zwAj/+8Y/ZvHkzNTU1TExMcOTIEf7H//gfTExM8Bd/8RdfatB/aMhms/T0dCNJgkWL2r+23Y5+JVDwVBOyoPzOckLbQ7hMNw83PMGiwBKupPt5d/RNq/xh6pyJnaBMKUcRLlt2ysQk5Arx5tAvGMkOAYIKVwUP1T5Bbd7CxiUs+w/DgaQ+n5XVocg+x+zW8ehhNlRsvqZ7PVjZjQdrH+OBmkcxMUsST72SF0kIZlHKkJDxzWHoenf1g8S0mMUpygsrtnhb6UpdIq2n5qWILYRUZOfikTzcXX0/d1fbM4erytZwPn6WqBYpdKVNm9XO7KacUiPsGv5lPltl8bnWhK7fx+1GoZuW6GdH4gIyMn4l4Kj7pJkqUe3aWW9FUkrqqilCpsZTW/g+a0MbmcxNcClxAVnIGBhUu2sdjYrng1IlTCEEzzW8yGcTH9GV6ij6m2ZqJLUEJ6KHafQ2E1Eni5onNFNjNDfMtqodbK3cwXh2jJASKmn0uyJ4B12JDkayQ6imaul4IXi07ukbIlXvHnkjn7m1grOwOsHbI7/iu82vEcrrPalmjqyRtXdtmjpn46fYVnmX7bgL/IuuO3iKazHOxk4RUSdp8DSzqmzNvIybbxWmtIjj79cER/2qmwFFKLYSM1gCIHIJ94DbuDWYdzD1yiuv0Nvby7/+67/yV3/1V7a/m6bJK6+8MmdW6puGs2dP8frrP0eSrr68/uiPfkB7+7I5PvW7wcrgak5GjxYpWQshUGSFBf5FGKbBB2PvFCsmmypRNUKVu5qIGkEzVWQs8cWHap/g7eHXScwgXYfVSXYN/4JXWn+ET/YjCYmN5ZuLVNXBelE4vXhLYdKBjwTWyyypJUnpKU5FjxLX47T5FrI2tKGkk70QYk6/sUX+dj7DrqMmCcHyYGnvPbfk5luN32EyN5G/ZjVcTnYykBmYVyClCIX7ax69bl6JIrl4oel7XEpeoCfZjV/2szq0rmjlapomu0fetJk/n42fptJVzWh2mN70ZdySm7VlG1gdWn9TAizDNHhn5HVGs8Mz1K1lxzDGJVzUup0Dh9lYHlzJxcRZW4BtYLLAd3XiFkLwQO2jbK3cwWRugjIlRJW7mkPhfZyMHSssEKb5ftcTYMlIjGVH6Up2UOdpYIl/WRF3zCN72VZ1F73pbtv4dHS6kp2AKNHppvLWyK/ZGNrM5so75wyKJCHxdMO3GcwMcCXdj0/2szS4okiKI6bGODK1j4F0P17Jy4byLSwLrrTd24ncOBO5MZvExPSC6q5qqywXVaccfzsGOuHc9VnilMJodpi3hn+FblpE+v50HyejR3mp+ZXfeUmr0dNsK7lZMG9Zhmh5cNUMyZKZZzRZVMIp4zZuDW5IAf2ee+7hrruuTnI+n4/m5mbuu+8+/vqv/5rvfOc71zzGN6XMNzUV4ac//Z+oqoqu64V/z507w7ZtOxwzVDkjx6nocfaH99CXuoxfDtySFLETPLLX6nBK9yAhI+ftJJ5p+DYBJchYboQL8bMOHW8mITnEQ3WP45cDNPqaWRlcTdbI0pPqtgUKQoh855Il2dDotfgY09kAr+RjZ/V9LHOwliiF3lS34wpQEhKVrip+O76bCXWcpJ5gNDPMxcQ5lgdX3ZCisCxkmr1t9OZ5PbKQUYTMI3VPUee5tsq5X/ZT6a7GK/s4GNlL7DqyLdNwCTc/bPtxyVJXKUhCotZTz7LgChYFlthIsWF1klOxY7Z7a2DQn+5hPDeOaubIGBkGMwPEtCiLAu3zGoMT+tI9tgnBCljMok68aW/De2oevK6sSlApI2fkGM+N5VfqMkJIPFTzmKMSvSJcpPQkOTNDQA7Q6ltAhbuShBZHEQrLgitxCZcjWXp6fIpwWRpcAq5k+hjODjGQ7uNi4hzLgiuKnjXd1DkVO+4YnJUpZTT72hic1dF49foYjOVGSGhxFs2SKJgNISyj8hZfGw3exqIxJLUEvxj6GWPZEXJmjrSRoj/di2qqNqulkcwQvQ6/ZRPLz2/aBkYgOBs/ZSuBy0JheXBVUVcfWEH8lBoha2TwSN45A/R3Rl4nqSeKJCx0UyOlpxy5e18lKl1VXIyfQzOv2kjJQqHF23bLhDZ9sh+38DCY6c83dChIQvBY3TNfqTbWNwU3tcw3jQ0bNrBhw4Yb/fg3BqdOHccwnLri4Pz5M2zaVNxxkTNy/HLwX0jqicLk0pfqYW35RnZUFUtNDGWucDiyn3BukkpXFdsq7yoiid4oFvoX88O2HzOeHUUWCjXuqyURJ72eaUiSTL2nkfPx03QmOvKeb5rtpQpWuWJqRgAhhMVr2lixFc3UClyQ2TBNk7HcKFE1QrW7tuiFsbViB7tH37Blt+4oW8e+cLFCtY5OWk9zfOpIYUU9XzR4G3mt7c8ZzQ5jmAYN3ibH0o5hGoRzE3keQ6XtewXlMsdUvTMEC/2Lb4mlhGqoJbNxsyd0zdS4lLjAlso7KVNCBYJ8qYlQN3W6k5foT/cSkIOsKltT4KH1p3odMzASMk3eZiZz45iYLAksY3vlzsI1NkyD4cwgWSNLk7fZMcu4o+oeVgTvoC99GUUoLPYvI6AEbPuNZIZ4d3QXuqnnNdJNHqh5lPbg8iLj5H2TnzlyzxQUVoc2UOep42T0KGO50cLfVFNF1+IcDO/l/tpHCtdjJDuMT7L0qYo5dC5Wl61nSWAZB8NfOF5PsO5BR/I826t2FnEADdMgZ+TwSJ5rZg5PRo+iGrmi82umxqnoMTbMEsGtdteiOyrYyzR4rso5VLmrafW2MZDpn1GqtTSzVuX9Hqcxmh3hg7F3SOfdEwJykMfqnnYsW2b1DFOqnZdpYtKXdlZq/yrhkly82PwyhyL76Ul1IguFVWVr2FC+5Zaed235BtqDyxlI9ebtoRbPq4P7Nm4OvrTR8W3MjWw2i647WAMYBtls1rb9bOwUCS1etPrT0TkRPcKVdD/PNLyAV/YykO7jvdFdhQAhnU3xzujrPFb3zE0hbspCdhT6rHXX4ZLcjma6q8rWcCJ61DILRS9pzwBWuabR4fiSkHAL5xdBVs/w9sivCavhwoTX6GnmifrnUCSFZl8rj9Y9xReTnxLTYriFi3Xlm1jkb+d8/IzteAYGfenL3MWNdw1JQqLR20xMtXhQVa7qInPo/lQvH46/V2jXDyplPFH3HJXuq0KZ68o35gm7c3fJysh5Y9e7b3i8c6HWU+cYSpUK9GQhcyXdT0+qi7684e9C/2LuqX6oKGDRDJU3hn9RJIZ4OnacR+qeYpF/iVXqzfP0Zh9/Vdlaxzb1cM6yBJruRDTQ2Vqxw7Ed/Frdraqh8vbI6zZh2Y8n3qfO01CUFV4dWs/Z+KniMjhW5mdH1d2opsqH47+xncPAoDvVyf08QlpP8frQv5PSk0VBpCJcmFjedKvK1iCE4NnGF/lg7N2SmUsZmZgWxSf7MUyDQ5F9nI6dwDB1PJLXCibLSstJDDoEhmBd+7A6QZN8dXFW7qpgoW8xfenLM55VK0iabXD+WP0zHI0c5Fz8NJqpscC3kB3V9xYFZxk9w1vDvyq67lFtil0jv+QHrX9uWzCU4qBBvgRrml+pGbETfLKf+2oe4j4e+krP65f9LC8rTS+4jVuPeZf5hoaGiMfj1/VvWVnpGvY3pcwnyzJnzpzCMIoDC0mSeeyxpwgEilfJB8JfENOdywhpPUVEnWRpcAXvje6yKS4bGIzlRlkbsmcMU3qKw5F97A1/SlfyEl7ZR+V1KF/PhhCCJm8zXYmOQqlFFjIL/UvYWrGD346/S7aEd980JGSCSpAVZav5fOJjDkX2MZjpp8JVOaceyycTHzCY5xYZ+X+SWgIdvVCSqHBVsa58I5sqtrKpYhstvjZMDE7F7MKdYFngrCxbPe/rMI2ckeXdkV3sj3xOV6KD47EjaIZGs7eVuBbnzZGfkzNzhfFmjAxdqUusDW0sXL+AEiQkl3Ml3YeUN/qtddfyaN3TrCpbiywkXHnR0AdrHyd4iwT5JCFRrlTSl75qIaIIFy7hsvFkwHoWhjKDTOQzRyZWuaY7dYnVofWF73c6drJIoX1aPLI/3cO68k2UuyqsAGXWpO6SFO6vedhGJDdNk18N/Wte1NASIZ0W2Wz0OHfQzYXLyc68WKv9O7old5HOmVf20uhpZjBtPYcCy1z6iYbncEtusnqGk7GjjudxCzcbKrbw6cRvGckO2cpl1e5anmt8iZVlqwtBQUAJsja0gYnsWEni/ZaKO3EJFwcjezkTO1EQ6NRMlYF0LzXu2pIq91fSfYTVSfsfhGBT+baihQHAokA7AkFEDSOw7Ggeq3u6iK8UU62OREkI6r2NZPQ0KT0JCGrddYWg6GLiLP3pXkeR1XKlghpPsbabJGQmcmNE1SmHjjmDzuRFFvnbSxrBXy8SWpzT0RN0JjswTJ1yh2zybXwzcVPLfA888MB1PVhCCM6fPz/fw//BYcGCRaxYsYqOjvPkctYKzOVys3nzVmpr7ansufzfTEz6Uj3kjBwRNey4z5Qatq3Q0nqKXwz+jIyexsAgooYZy46yuWI7m0oIu8W1GCOZYQJyoMjDDaDe08gP2v6cnmQXaSNNs7elQLCcS7MoKJdh5Ffezd423hn5dWGCjWlRBtJ9PNPwgo1TAdbLsjt5yfbi1dE5Hz/DnVXF2ZqZq9igUkadu4GRbLERrCJcrCvfXHK814OPx98vePlNT46nYsepdFdZmk9O+lCGxkC6r8i4dlnZSpYElxHOTeCRvEUBwbUUsW8m2oPLqHZXczZ+mpSeYIFvMbWeOn499G82XSOf7Le195uYZPQ0vanLBQ5LZ+KiY9bNME0mcmPUexp5tO5pPiyIZ5q4JDdP1n/L0YNvNDvsGLBrpsbZ2ElHkdeckWMg3YthmrT6FhRlSKzOM3t2xsAgo6dRDZWzsZN0Ji9aJbjQOl5p+RFJI4FLuArlxQvxs3w++bHjdZWFXGhMuJzqcswGTeTGCCn2QDBtpFkdWs9Aps92DyQh888D/xO3cJMzVWYrZmqmxuHIARb6nXlVGyq20FuUabIWO40e51Z+WchsrtzO5kq7GCnAmdhJ9oU/A9OuvzUVOUBXsoMXmr6HLGSSWtLxudBM3dYEMY37ax7h7ZHXmcxNFAW/BgZTaoT3x97mhSZ785OldzdCXItS66krGVxOZ/wN08TA6jCtctfwXMNLRQ0Et3EbszHvp+O5555zDKZisRgXLlxgaGiIrVu30tx820MIrKDyxRe/R0fHBU6dOo4kSWzcuIUlS5zJkutCG+lP95Qs+VgO5ho+2UdKt6sgeyWf7f6cih4nq2eKXuCaqXJk6gBrQuuKVnKmafLF5Cecj5/JZwRMfLKfZxteIuS6yo1xS27HtHKLr9XRHLXSVcX3Wv648P//duWfHWUM9k5+yovNr9iOa2KU5BRdqzwGVtnh3ZE3CasTBUmCTeVbWPwlCNRZI0tfqsc2aWimyompI9R5GhyzHSZmfqVeDMM0iGlRNGMSWci/M0uISne1TV7hyfpv8cn4B6SMJGY+IKlyVXPCIQujmhoRdRKwnvFS/C4TsyBWutC/mB8u+HHehkamboao62zkjFxJblfGsJfOe1PdfDC2O8/3s56k+6sfLjy/VvbSDpdw0eZbxBvD/86UGik8Z+MTowwFrxQp+EdyYfZMfuwo56AIF9XuGrZW7nAccykktQQfjO22VNGFwC3cBOUyprQILuFCN/VCiSznICsyjXgJwjxAnaeBh2qe4PPJj1DNHKZp0uZfxEO1j81rrNZ5YuwLf1ayvK+jEVUjXE52sTS4nEZvM66YXbW/FMUAwCv7eLHpZX4++H9tGTUTk4ncOHEtViQYm9ZTvDX863ypVGBgsNC3mEfqnixqZDBMg9+OvWvrVJ7IjXMufvqaApq38c3GvIOp//pf/2vJvxmGwT/+4z/y85//nL/927/9UgP7Q4IkSaxceQcrVxZzF3RdR5KkokmjydfCnZV3szf8mWPwEFCC+CQfG8u3cjCy10a23uhAdhxI9zqrNCMxkRunyXuVF9GZvMiFxLkizpOmxXh39E1qPXV0JTowMGjzLeSe6ocK2jLT2FF1L4OZK2iGhpEvg8hCLpp4TNPMT7Z2jM+SN9AMjUvJC/SmLuOVfKSN2QGkKGpzLwW/7OfF5peJ5CZJ6Slq3LW2EoYTdFMno6fxyj4bZyOrZx0NScHKJrT6FtCV7LBNFiamzbB0KH2F3aNvFvYwTIOtlc4coN8FWnxtvNr6JyR1Kxvjkb10JTtwxe2ToUsoVLmucpRWh9Yxmh2xtYwH5EDRfrKQHbOSw5lBDkX2Ec5NUO6qZGP5VsfMjuKgxp7R03wwttsWcH86+WFBVLPCVckdZWs5Hz9TGKMiXDR6W8gaGabUqaLPa6bGxcQ5NpRvKZDoLybOOQYREhIbyrewpWJ74Xde7aopsqWZxkL/4iJXgF3DvySq5UtaJqRNDdXM8WrLn1gZ0ewV2zGccC3JgCXBpTR6m+hIXMAluVgaWH5DpTJLwHfuqoVqqlxJ97E0uJxW3wJq3HWM50ZnmCwrNHqaaPSUXowLITBKLKwkJFt2/OPx94mok0XPTF/6MieiR4sy85O5ccdgWDc1OhLnf2+CqXBuku5kJwJYElhq8y01TZPh7CCdiYsILLHfUsHrbVw/bmreUpIkfvKTn/DFF1/wd3/3d/y3//bfbubh/2DQ39/L22+/wcjIEC6Xi82bt/Poo0+iKNbtWFu+kVbfgkJpxcAomJg+UPMoQgjWhjaSM3KciB7JB12C9eWbWe9QtgoqZUXdRdPQMfDLxZwti3Nhn/zD6gSRGUrc/elefj30/3il9UdFnSMVrkq+1/wap2LHGc0MUeWuYV35piI9JCEEbslDziGL4JWuBjiqofL60L8R1aZs5Q0DA1kouIRrXrYTle5qKrm21Y5pmhybOsTx6GEMTKT89d1ScWdhwitTynAJt22iFghafQtYHFjK8egRIrlwQXhRES7aA8uKygyaofHu6Js2AvSRqQM0+1qp93x1Zb65IIQompgX+dvxynvQNL1QJpOQ8MuBorLSEv8yBoMDXEiczVvqCCRh2Z8cjuxnSXAZNQ7ehwCD6YGiDs10Ns1vx3ezPLCKjuR59LxtiSIUKl3VNu++7mSn43FN06AzcZFNlZa6/s6q+2jzLeR8/DSaqbM8uJL2wHI+mfjA0SZJIDGcGSwEUzkHkUqweD5BJVh4Zi7GzxFW7VpLbuHh3uqHUA0Vw9SZVCeKJACmYZgG5+KnmNKcy/xOiOTC9KV6SjamnI+dYU/444Lq+77wZzxY8zjtwXnq4JlWiXYuWHxJ6xmyCPYvcDp6kouJcwghWBVczR2hddekkiz2t3Mqesy2SJSFUsQFtcq7dgV4zdQ4Fz9VFExJwlnbzDpuafL71wnHIoc4Ej2IkQ/sj0YPsXWWT98Xk59yIWHZfwkE5+Kn8UpePLKX9sAy1pdv/tK8s28ibkkReMOGDezatetWHPr3HuPjYwXdKbB8DI8cOUA8HuW73/1+Yb9KdzWvtv4JZ2InGcoMUumuZG1oYyEoEUKwpfJONlZsIaWn8Mv+kgrf68s305/utQUkFjG1WPRxLs7TbG6MaqpcSlywdfIElKBNxmE21oU2cnzqcNHLUBFKUTB4NnbKFkhNY7G/nQZPEytvkfrxmdhJjkUPFc6tAyeiR3BJbjbkxyiE4N7qB/lo4jczxCYlXJKLrRV3IQuZ5xu/y5nYSTqTFwp8m2WBYu2sgUyf40tcN3UuxM5SX/v1CKZmQxYyLzS9zN7JT7mcskQmF/vbubv6fgQC3dSQ8uKt99Y8xPryzQxnBhnMDNCZ7OBc/DQAJ2NHWV++hW0OZbC9syQtwJoIBzJ9fKvxO5yNnSKtp1gcWMqy4Arbb0AzNUdfQwOjKKMmhHBU4Q7IQcdOQ4Eo4jcu9C+hI3HeIQtpFOk1HZ7a7/g8S0Li04nfMpC2DK/9csAxODMwiKpRqlw1pPR+29+doKOzN/yZYzAVVafYE/7E8tqb8Vv8aOI3NPta5uRwzsaiQDv7I3vm3EcSUlHDhywUNlRsZkPF/LiLG8o305m8SFpPFSn6P1DzSFHpzinTNA3NKL5XVa5q/LLfpiOmOHQrfh0xpYY5Ej1Y9J11U+Pw1AEWB5ZS4apkPDtaMKwGCo0jKSNFykhxPHqEzmQH32l61ZGveCMwTINzsdNcSJzBxGR58A7WhNZdlyPF7xNuybeJRqOk087God90fPHFpzapBE3TuHjxPLFYlCtXBti79zMSiTjt7cu4776H2NJ4Z8njyUIpaSg7jUZvM/dUP8jeyU8xsdrI692NPFb/tG3fJYHlRKOH5pQ1KIzbVEuqjl8Lte4621SxJLC0EKgAdKcuOU4800GXU0loJkzTZGCgj0QiTktLG6HQ9Xd5zQykpqGZGsenDheNcUlwGUFXiGNTBxnKXCFrZMkaWd4b3cXa0HpG8qreWyp2sMi/xHHFrRnOL/zpgPXrDL/s55G6J4u2dSUusS/8GQk9YXWwlW9mU8W2Qhbns8kPi54vzdQ4ET3C0sBym4RBKcXsmBal2l3LA7WPlhybZmhWGdHS0SiCIpSSpOyZWFW2htOx40VSCGDxwGYGSW2+hTR7WxnMDBTumSIU1oc2F/0+E5ozsTpjpOlL9xYGmtDjjvspQqHJ0wICR72rUnBqTAHoTHRgmg7ke1OnK3GJNeXrr+v4AGVKiB2V97I/8jmmaRYmagkpL2rr4pG6JwkqZWiGyqXkRYYyVyhXKlhVtmZeHEGv7OO7zT/gQvwM/eleypQQa0IbbEKVPtlPSCm3+YZOdyIWbROCJ+qfY9fwL9FNPV8RsN5LsxdAX0dcTnY53kvTNOhJdbGhfAs9qW60Od7tuqmT0OJcSl60aYLdCEzT5L3RXQxmBgrv06nIXnpSXTzX8NIfVJfkTQ+m9u/fz3vvvcfSpb9bNdqvK0ZHRxxFPGVZ4ZNPPuTUqWOFrNXRo4c4e/Y0/+E//H+Ulc0dMF0LK8tWsyy4kogaxit5S/Io1pdvpDNxgYQeL6z4plWobUKFwkV1ifLMXIhrMX47/q6NnN2buoxuagVSspPBrmmaZCYydE92QZOgsdG51j+tPB+PxxBCoOs6W7fu4PHHn76uH3DagdwP1qQ3e1Kq9zSQ0lOoM4KiSXWcTyc/LPx/T6qbVl8bj9c9azt/q6+tkJafiemS4O8T+lO9fDwjU5czsxyLHkLHYFvlDnpS3TgkijBMncupTlsw5ZcDjoGFW/KUNCOeLtEeix5GALppFGllKcLiBdVfQ6leMzRGssO0+RbSn+4raJsF5TKeqH+uKAMihODx+mfpSXXTmbiAIrlYFVxjE9Etd5jYZ4zctmVmVkxCwiv56Ep15G1dZr9HHKLGPEopi2umWkJh3eR49DCrQqvnlUFYW76Bhf7FdKcukdbS1HrqqHRVIwRUuWoQQpDRM/x66P+R1JMF66kT0SM80/DCvLg7bsnNuvJNrLuGuviDtY/x9sivMUwDHR1FKLglj6NVVbW7htfa/ozeVA9pPUWjt/n3SEnc+b0muGqNpQgXEqU5Z5DP/Kb7bkowNZodtji0sziH49lRBtJ9jobwv6+YdzD1/e9/33G7rusMDw8zPDwMwF/+5V9+uZH9gaKpqYXh4UFbQKVpGidPHkXTrj50lrBnMj76lwAAIABJREFUhr17P+Pxx5/50ueWhVySmzINt+ThpeZXuZQ4T3+6l6ASYoFvEbtH37AfD2ledi/TuBg/Z1vpg5UO7k1fLihOrwmtZygzWOCsGDmD8PthtIjGJ9IHfGy+T2vrAl599Uc2W55/+7d/JhyeLCrxHDlykNbWNtasufZqu9JV5ai/U67YNWfGs6NM5sYdO/emYWn+9Du+QLyyj7uq72V/eE+BA+QSLlp8bdeVPQErgBjMDNCbuoxH8rA8uOorsyCaicMlzKZPRY+yuWIbpRwPTUzGs3Ze36aKbTb1egkJGYn/0/+PNHia2V61s2jCuxA/a8ssSshUuKuoc9ezNLiCFm/bnEF1Sk/x66H/Z0kjmCoyllXHo3VP0uJb4PhZSUgsCSylzlPPlBpxvP47qu/lt7MI8dNBoVNQU+2qRUNFM1QWB5bikbwcix52LF/JM6x3Zh8rZ2T5YvJTdlbdVzT2xYF2TkaPOjaopI00lxIX563D5pJcXE52MZ4bQ45LGJjsqLq7sPA6NnWQuBYv/F6mm10+HH+PV1p+ZLu2pmlyMnqUk7FjZPQMdZ46dlbff91cwgZvE3/U8hpnY6eYUiM0eptZWbbacbEGVrb/d21NcyNYEljK4al99nhawGK/tShrDyx33mcGJCTK5C+3eJ/GUGbQcaGomipDmSvf7GDq8OHDjtuFEIRCIXbu3MkPf/hD7ryzdGnqm4y7776PU6eOFTSnAFwuF4sXt9Pb21MUTIEVpHZ3O5NobxVckos7Quu4I88T+M3o2477+ZXgDdkWpPWU48RhYJLRr+oHLfQvYV1oIyejR5GEzOTBCdRJFQzIYV2//v5ePvzwPZ544tnC58LhScbGxmxcGVXNceDA3usKpnZW38d7o2/ZuiV3Vt9n2zemRee02ZmGZqpcTnUVXiB9qR72hT9nSo0QkAOsD20mZ+RQTZXFgXYW+BZdVxbNNE3eH3ub/nQfWl5h/Fj0MA/WPOaoHn4rUUpYcvreLgkstXSIHNCf6kUz1CKuxh1la8kZWY5OHcLyYbOem7Rh0Qh6090MDvXzYtMrBVX5ow4lWh2dmDrFS02vXJev377Jz0hoiQKxXkfDMHWOR4/QWmIC0E2ND8feozd9GRkZHZ1F/nYeqn28QGBe5F/Co3VPcSD8BVFtipBSzqqyNRyK7HNcYHhlH083vFx4Dv79yj+X5AFNB0ROGTsTk/Px01QolUWluzpPAy3eNvoyPY7f53Kyc97B1HujbzGWHcGYsbzYH95Dhasq3+F6yXHhkdQTJPWELWu+P7yHs/GThXs6kh1m1/AveaHpe9edGS9TQjYtuj80lLsq2FF5j8Vbs3qSALir6r5C13XIFeK+6of5bPJDJCRnGychcUdo7U0ZU0AOIAvZ9mwrQnG0dfp9xryDqYsXL96KcXxjUFVVzZ/+6U9477236O/vxev1sn37Ttau3cA//MPfOX6mvLzScftXhYF0nyMZdkoNoxrqvH3i2vwLuZg45/hDbvYWl0W2V+1kTWgDw5lBfnb5fzM7BtM0jePHjxQFU9lsFklynjAnJsbJ5bK43XN3q7T6FvJ0/bc5GNlLRA1T4apkW+VdtPjabPtWu2uvi7siEAWrnIF0H++PvV2YIBJ6nJOxo2yvvNuxBds0TQbSfUzkxihTylkcWFIov1xOdRUCKchnJUyDTybev2U+fqVQ5apxbNmXkfDJPiQh4ZeDJB1Kd5KQmMhNFImUCiHYWLGVdeWbiKsxfjH0M8fM19Gpgzxc9wQAaQcNr+n9dFO/rmCqJ9VlE/I0sbJ/hmk4HuNAeC+96Z4iMndvqpvDkf1FE/lC/xJbxnEg3c8Vh66z4azlv7mtyl6Smi80U+N49LCNB7W+YjODowO26yoQjn6HcyGmRhl3KEFqpsbJ6FFafQtKlg1N0941lzOynImftAWQuqlzNHKQRx14n99krC3fyKJAO5eTXQispoDZnNoVZXew0L+YvnQvGT3N+fgZotoUEgJFuHio9vECv/HLYnFgKXvCn9gyYQLB0sCKm3KOrwv+sOj0vyPkclmEkGylplJobGziRz/6sW17W9tC+vp6igjqLpeLu+++72YN9YagCMXWtg8UWtynYZgGRyMHORM/iWrkaPQ2s7P6fhvnoM23iFpPA2N5crZ1DhfLAitsmigAASXAYn87pgPXDCCTyfAP//B3rF+/ie3bd1JXV48sO7cyp9Np/umf/pG/+Iv/WHKfaTT5Wnje99059wFLDmKBbyF96d45u4ckIRd80g6G9zoGBUem9rNmhhULWB2Wu4Z/yZQaRjM1FKGwN+zm241/RMhVzqXEecf2fQmJwUz/dZcKbwa2Vd3FOyOv2zJ6WyrvLHynKnc1ybQ9mDIwcEsurqStLrVGb3NhcpWFnLdvcc66jGSHCv9f665nODto208SEr8a/Fda/QvZWL5lTsJzKVHQuXSUzsdP2+7/dBBxJnYCKa+Cvr1ypy3AfaL+Wf5v//8sZNxmfv5E7AgbK7biklysCN7Boan9cz5ncwX2CT3O+6Pv8HDdE5YRuaESyYUds2KSkFgdun4COljlURnJseCd0qwgd3VoLYdmlYMFgjpPva17MKbF8iK7xTAxGc+NzWts3xSUKaFramJ5ZR/L8xSNdeUbialRVFOlylV9U0nhLsnFcw0v8f7Y2wVLIY/k4bG6p+cdqH/dMW9vvu9///sIIVixonRU+dZbb/E3f/M3fOtb3yq5zx+CN9/IyDD/8i//m/fee5s9ez7lypUB2tuX4nbfmGP3ihV3MDR0hWg0isul4HK5ePrp521in181VENlNDdStFKXkFkSWFZURvpo4jdcSJwhZ1ou9DEtSkfiAsuCK4v4CUIIlgVXEFAC5PQcFa5KtlfdxYbyLSV/yEIIurs7iUady0jJZIK+vl66ui6yadM2amvrOH/+jENbvEkul6W+vtHRzmcauqkzkO5jPDuKV/Jds5y5OLAUMPOu9oJGTyMZI40sFOS83949VQ/Q6ltAR+I85+KnHI9jmrA2tL6o1HUwvJe+1GW0vFaVgZEncY6xsmw1PakuR36XLGSWBlZQ7qogpSeZzE0gC/mWZqrKlBCNnmYmcxNkjQxBpYwdlfeweoZ2kE/ycznVaZv0y5QQp2OWJ1pnsoOTsaPUzzAalhAzdNWKUedpKNi1VLmruZS4YDu+iUnGSOfbw8+yLLiypJ5OXI0xmZsoOpdAsMC/uDAJpfUUJ6KHORTZz0C6n3EHLbfp8xoY6KbGRG6MK+l+FvgWcSlxgZHMED7Zj0/2cXTqoCN3ycTkbOxUQbphMDNQsIZygiJcuCW7/lnhu2lRNFOj1l3PL4f+he5kp2PZTREudlbfd12ZvGl4JG9em80uJVHhqmSBfxHN3jYmcmPEtRiSkJGFjF8J8HTD87b7MZWLcC5x2vFcjZ5mlgX/sLIbvyt4ZC9+2X9LuusCSoC1oQ0sCSxlZdka7qy8mzLXzeFkfdWYy5tv3sHUX/3VX7FixQq2bi2tzPzpp5/y5ptv8pOf/KTkPr/vwVQymeS///e/JxKxWo5N0yQSmeTixfNs27bjhh5Kl8vF+vWb2LJlG+vWbeSRR56kqanl2h+8QeSMHHsnP+W3Y7s5HNnPaHaEBk+TTRm8wdvEZG6MmBZDEQqSENR66nmk7kmUfMo+ocX5fOIjh8nAsu+YrXEjCYlaTz0ry1azvGwVVe65V0S6rpPJpOnp6UYI4awdZBhkMmkaGhpZuXI1uVyOgYE+x2OFQuUsXerMJxrPjvGLwX+hM9lBb6qbU9FjgEmTg+fbzO/T7GstyACsKFvN+vJN1HrqWehfzL3VD9Loa2bP5Mccix4qORG6hIstlXcWXYuPJ37jaBeS1BOsK9+ET/bnJ8TiY8qSxfH6ZOIDPhv/kM7kRU5EjxLToiyYobY9Exk9zaXkRUayQ3gl3w1peIVc5dwRWsvmiu2sK99Eraeu6FzlrgpkZAYzxeXArJHJm1hb/+qmTneyk9Vla1EkF4rkIqKFmcpNUeyxqHB/9SOFF3RQKWOBbxEJLYFmqo4itLqpF/SpnNDoa6E31Z3/rMhzPII8Uf8sLslNUkvw88GfcSXdT0yPllT0nw0Tk7Se4lTsOFcyfQyk+zgTP4nIK3eXkkTQ0ehL97A+tJkVwTto8DZRrlRgmAYZ42pgJQuZkFLOPdUPcjnZWVKrKqxOoBpWU0TJxokMuDMeaoP1JcvmsyELGbdwO8o2JPUEZ2MnafG1saFiC4v8S6hQqhBCENdinI+fIa2lqPc2IguZI5EDfDb5ka3cCtY9f7D2sd+Z5dJtzA9CWLpstypg+6pwU42OrweZTOaaJZTfdxw7dghdL175GYZBNDpFb+9lFi268dJKMFhGMDi3BcSXhWmavDPyOuPZ0UIA1J/u4Vd5VfOZmSRZyDxe/yxTaoTJ3Hje0b04qxNRw1YpZlbnhoFheYt9CWQyGf7X//oHpqYi6LqOEBJXyy3Fk0Uul6On5zIrVtxBc3MLLpebXK5Yad3lclFR4cwJMEyDd0ZfJzOr3HIsephGb4ujiW4pyEIpMjOOazEuxM86Zh/AmiA2VWxDEhKGadCT6mYsO4JqzLXoMGnxtrG6bC1n4qcgr+tjmiYP1zzBkch+upOdRfZAncmLlCkhtlQWN4n0pi7zwdg7gMDEYB+f0+ZdSJ2ngTpPA60luthuBHeE1nI8epiMg2Hx7O/XlbxUEE18oOYRFBQ6kpaJukfycnfV/8/eewbJcd5pnr83M8t3V1V7h4b3HmhYkgBIgg70okiRIimNZqRZaSZidRsxuxOxN3GxoW97H+Yi5kK7e3ur1c6JHEoUSREg6CACIBwBwnug4RoNNNp3V5d36e5DVlejurLaAKBGo8HDL2B1VuZb6d7n/ZvneaRAgkAzNHrSXWSNDH4lQFpP5xXoR/ZqcilxkcHOQbbUvlBki+SSXLza9H1upW8wmLOxmeaZkY/SHAt/TdpI5yf60RGsUj6SMFIobgxvYsKx8CE2VT1WYK0yGmk9xWC2n2pXLVM8U5nimcqq4DouxS9wNnoKzVSZ7ZvHskALTslKA/+2+23bfamGmosOFt+LRtYgvCdMpjPDVvk9tsu/Y9mjK5m3dCEzvbMRhqCj4wZCSDQ3Ty161y8NrKTCWcXegZ0FDQkGhuV/1/8J35vyIyocVXzR9ylD6lB+HGdiJ7iVvsnjNU9bkho2nWB+xc/D1U9QO460xWSR1JMktBgBR8W4kei0nuZi7Cy92R6qHNUs8i8tcpO4j39duCMyVeqFapomXV1d7Nu3j4aGP07V5nuF/v6+os47sM5BKDR4V2TqD4HeTA8D2f6Cid3ERDNVWmPnbXPuQUdFkWL6MAJK0JYkCMS4cgzjYd++3QwODubJq50w3TAURcmLc86fvwiHw4GqZgsiWZIksWyZvTZNd7rTVkTTsp84MykyNRrDJr6lPNzWVTzEUv9KMkaG33X9mpgWRc1ZPtih2lmbT4s8WPUwi/zL6Ei1E1WjXEtc5rO+bbYRMM3UOBM9UUCmskaWHX3biyby66lrXE9dwyEcVDiqeLHhO0VpwqyR5VTkGFfirUhCZnH5Uhb5l42ZHroUuzghg2rd1MnkCFdYHeJG8jq1rnpWB9chSTIeqXClq5s6H3a/S0gdmND+B7P9bOv5rW1LvoFBo3sKzZ7pRd+7kbpuGzGRsdrqrQ5PQV+mpyR5Hv07h9QQz9e/zPaeD0qItYoCwcWOVDv7B7/Macd5WBlcw3J/S/531LjrqHXW2/oANribSOv2wspDu4bI9mTBsIippmoc3fE17dI1XLUuS55k0Dq3sizz+us/YPr0mQX7uF3QdDRSepKoFiGUHSCqRQoInW7qhNUQp6LHbKPPAsGC8qVj7n+y0AyVnf2f0568ZnWeYeT8FNfbznVRNcp7XW/nop4a7VzjVOQYLzW+dke6e/fxp4EJkan58+cX3FQ///nP+fnPf15ye9M0+fGPf3z3o/sjRnPzVM6dO4Oqjk6/mNTX//GbRlr+YMUvK83UCmo/NEPjevIaST1Bg7ux5GrQ7wjQ7JlOR7LQVFkWyriieuPh7NlTRVHAUpAkieXLLSKoKAo/+tFf85vfvMXgYD9gyXe8+uqbeL32NhkWebHH7V6CRk5V+HryGm7Jw8LyJUWCk6Phk8uwO+cCwWL/svx5OhI6SFgdyhOhUlEOHb2gmzLoqCBjZDgY2jcukciMsg26mbo+pryDmlO7PxE+UtBZpps6v+v6NWFtKE8SDw7t41b6JlvqXii1uwmTHQmJqZ7pHArt53T0BOQEUw8AT9Y+W1Rcfy1xmZA6OKF9w0jarTvTmTf8TulJvhz4ghvJNkxM6l2NPFL9RF56ASwPyRhR2z0+VPUwHtlLWk/z9q1foBvjkykzV1nV4G5iXcUGDg0VX0MrvW5FhLvStwqkO9JGiiNDX5E1sgW2PJuqH+PDrt+goTMctZSFwoaqR+hJdxXZ9ehxnWxvtqhr1tRNIqcjVD5RiW+jj77fjBR//+pXv+Bv//b/wO0uLCiWSvjZmZjIQqYv02tLGjVTI6ElbBcRwyLCpWCaJl3pW6SMJPWuxnFNngH2Du6iPXmtIHp7MnKMciXAgvLietWvQntyEVXruRz+3pcDX/By4+vjHu8+/jQxITK1evXq/L+PHTtGQ0MDTU3FVh6yLBMMBlm/fj2vvPLKvRvlHyGWLWthz55d6LqWF+BUFIXm5mk0NX1zdU73CpYZaPHLShEKVQ5rdRXKDvJh97vopoZuGkjCMvB9qvZ526jDkzXP8lVoDxfj59FNjWpnLZuqHisZzZooJMn+pSzLMn5/gHg8Bgg8Hg+vvvomPt9IHUVNTS3/9t/+DZFIGMMwCAaLRTdvR6O7yTaaY6mRWzVWuqnzUc/79GV6bzMLPc2mqsfy3Xp2qHM14JPLiGjhAoIkC5nF5SNdU1cTlyYktRDOhjgePsy6yofynx0PF2ss2Y+lkBRb3Vxjm9Tq6FyKXyggU22JK0S1SJE9zM1UOwOZvqJ08DBqXLUocYdtF2IBhJXeOhM9MdLBlhvmjr6P+fOpf1WQkmlPtpUwJh4r9SZI5hTvTdPkw+53iajh/DXoznTyXtc/sah8KS7JzZyyeSwLrGLPwO+LxDcb3SN+dm7ZzbcbvsuXA1/kuwtLjUMRCrNy99fC8iVcTlwklB1ANVVLolQIHqt5Ot/deGSo2ONvuHNwVXANslBQDZVj4UM5SxdL9brKWcNTtc/hdwSodFTTk+nmSqIVYUoY6GgpDUmSMPTi+09PWNdYOARKlZKPTgGcP3+WlpbCOtpF5Uv5emh/UddehaOSMqUcvyOAIorvAUUoTPNM51b6RnFLvZBKugJE1DDbet7LR9wM02CxfxkPjhIqLThnhsqVeGtR9FAzVU5GjtiSqZup69g9K32ZHnRT+5PznLuPiWFCV/2tt97K/3v+/Pm89NJLYxaX/2uAy+Xir/7qf2PHjk9obb2AosisXLmGRx55/J9tTKZpcjF2jtPR42SNDNM8M1ldsd62SLPe1UiFo5LB7EBBmF0WCgvKF2GaJp/1bSuoHTJMSx/pfPSMrWeXIilsqn6MjVWbMTDGdFofyobymkl1rvoxCc6qVWvZvXtH3mYHrFRzfX0Dr//wBxzu+4qQPkiDr5FgCU2uQGBiuilOycWGykfZnzN/NTFRhIMaZy1zcp1DV+KteSIFw+lRjb2DO5npm1Oy3kIIwQsNr/B533YGsn0IJBzCweaapwqiHhOtShomN7eTqbAaGvM7liGswoaqR4lrMULZQfyOAFM90ydE4EYTgc70LdvogoklrliKTM3xLeDw0EF0XRuzvghg78AuW4IokLiZaqfKUUXaSFPtrMUr+2wJiyIczPTO5mriUtHEaZg69Tk17Vvpm8S1WNG5UM0sp6LHkJA4FjnEQxWPsMS/gjPRE8hYqaEqZw1P1D5DVI0wkO0n4AhQ5azhpcbX+KLvk5xYpX0x9eLyZXmCq0gKLzW8xvXkVW4m2/EqPhaULS5QVLfr3rRgktSTlCt+9g7u5GaqMFI8pA7SkbrBIsdShBBsrnmKVcF19Ga6KVPKqWyo5v/87GfF45TA2TByXwvpttSqrpNKFdsvLfEv51ba0s+yCJ3VSfpkraUNNds3LxdFve25zhkWWz5zZu7QEpKw1N03VD5SUtn/096txLVYwbU/HztLvbupJAHLmtmSLjylLKVkoZS4H8WExHvv408Tk6bQu3btwu//l9nWeK9RXu7n5Ze/+889jDwODH7Jhfi5/MvpQvwcbcmrvD7lB0WaHsMT+/7B3VyNW5GQJvcUNlU/jlv2EFaHiGvFnUWaqXEhbk+mbt+3jD2R0k2d3/d9wo3UdSQEJhB0BHmh/pWSuiMPPLCBtrYrtLdfxzQNZFnG6XTxxMvP8G7Xr/KmpKHYIJfiF/hWw6vUuOomeNaKsdC/hFp3PReiZ0gbaWZ4ZzPLNycfjbuSaC2p69Sd7mSadwZRNcrR8Fd0pG7ikb2sCKxijm8+ZUo5Lze+TlyLoRpZAo4KLscv8lbH/ySpx6l0VNPobqYtVzQ+HkysTtJh/alaVz1hdaiITAgEFUolde4GlgdWcTJylCvx1px+k0GDq5EHKx7mq6G9mKZhO+nLyMwvX1jwWblSnlf7LjwXYsxOK4fk4JXGN9g/uJsbqetgWjVKo8etmzoR3V4Ow8Tk4OAeUkYq52Fnsty/ClnIRZOdIimsCKzmRuo6hpHOH0cRDhaWL8mngyJqeExyZwmiwoGhL/l+81+yIrCKgWw/ZXIZAUcFu/o/51rycp5gVTtrebr2Ba7adFuCdU5fanit6H61rGnmMqsECah0VNFpO9kLvLIXzVC5Gi8mjsPRq9sVrgOOYIFI48MPP86uLz/H0IzhXSIcgrIlI9dTHRi5/yVJYtas4q5ISUg8U/ci/ZlebiTb6EjdJKyG+Kx3G8sDVlfitxtf44u+zxjIaUZVOqsJZ0Pcytws2FeDu4nN1VtKqmYPZUNEtUjRtdNMlbPRkyXJlEfy4pLcOQ2kQshC4YOud2hyT2VZYGU+4riwzDK/vv3cSljXazIyEvfxp4VJSyP4/X5crrHVoyeCf+nSCH9sSGgJdvZ/NqpryarDkIViWzitCIWZvjm0BNeyOrie+eWL84QmpSc5HztrOwG4JS9LJinmN4wTkaO0xs+hm5rV3YNBWk8Tyg4Wacb09/cxMNCHz+ejpWUNc+bMpba2npUrV/Pccy+xN7pzVMrM0vMZyPSx8C7tELyyj2nemczyzaXKWV0QObueuGbbCi8JmQVlixBC8G7XW/RlesiaWZJ6gpupdouw5q6DU3Lhkb2cjZ7kQGgPKcOy2EnocSLqEH5HMJ/WUoSjRLGzTLWrlq9CezkaPsi56CmmembkrTzy2+Xq1p6uf4EZvtlcjJ3nXOyUVeuBjolBQovjlJw8WfssbslNuRIgqoYRCAwMqwDdWcWj1U8WRBwDSgVnY6cKjicQKJLCkBri2NAh+rN9VDlrimQWnJKLOWXzWRVcR5OnecLpzWEYGGTNrKXhhEWoezPdTHFPI5IzExYIfHIZC8oWs3vwc4xctBGgXPazsepRlgdW5a+vbupcstGoKjr3QiHgCNLonoIsZC7HL3IwtI/O9M2C8ST1BGF1iCHNPmJoYhLKDjDLN3dS6SG/I1B0vhRhEcZmzzTSRobTkeO2xNAEVgZHUnKmaeYiSBaBWTRrCZ3Om0TCEYQkcM9wU/FIBbJPBhMSxxJk+6yaO4fDyeLFS1mzZqROK6pGiGoR3DnFe4CdA58T0YZQTZWUkaIjdQPVzDKnbD6L/EtZ4l/BysBqBrJ9RWKcJiYJPU5LcG1eiqXg76bJzdQN2lPXbK+bS3Lnu0FHQwiBX/bTnmqzjUbG9Th9mR4uxoZ1yZw0uJvoyXSR1BPIQkYSMlXOap6sfRZFup/i+1PGXUkj/PznP0cIwRtvvEEwGByz8Px2CCHumx3/ATGQ7bOVJtBNnc70TVZT2ivRLsUWdFTiltzE9ULCKwslL1p4JzgfPV0UNTAwuJm6ni+mjkYjvPXWLxkY6EOSZAxD58knn2XdugdpahohhberXt+O3mwPZq5Q+W6R0pN0pW/hlJw0uafmfatupNqKox9Cod7dyFehvahGtmAi00yVE5GjLA+05DvwDNPgSLi49kVHxy3cbKx7lP5sL+VKgKBSwbae36KZOpqp4hAOnJKLnnRXfoWcMlKciByhJbCWG6nr+fNjmDptiSvMLVtAtbOGs9GTtse8mrjMozVP5Lv8NlY9yrXEZeJajBpXHVM904vOqU/x8Xz9t/l93yekjRQmJm7JQ9pI05uxTM8vxS9yPXGV7zR9r6RNRb2rkYCjglB2YFwiIyHlSV5RJAudm7f5zJmYqIbKycjRov0mjSQ1rrqC31TvaqTaWUN/tte26zK/X9PgVuoGWSPD4aGDGObtTnQjMDC4nrqGU3KSMTI2e4LeTC97B3byeO0zt+3f/v4dTn01uqfwdN0L7B/cQzjfzbeaZX6ricEjeXDLHhJ6vGgfDa6RBpmEFufD7ndJ6on8uax3NbJh+SMkGuNF90mZUs6DCx/mVOY4QkisWrWGhQuX5Pf1ae82BtUB6xoJwcNVj+XkPUY/DxqnIydYEViNWx7RM+vN9NgSQBmZqBouiuD1ZXr4tHcbGT2dF7W9HRISs7z2UalhzCqbi1fxcTx8hIg6REyLFkSddKyO0uPhw2ys3owiKTzf8DID2X4GswMEHUFqnWOXKtzHnz4mTKaefvrp+2TqjxhlSrntJCQQBJTJF4ALIXiy9lk+6nkfAxPd1PLt8Uv9K+54nGMVR+umhgMHb731S3p6unITh0Xmduz4mNraOmbOnJ3f3iE5CzrshqEIB5fiF4jrcepyRq538qI7GTnK4aGvkBixNHnIOyezAAAgAElEQVS+/mWaPdNY7l/FyejRXGeRZavzXP1LSEKiM9VRIqUjEcoOUu+2JrO0kSp5PgbU/ryW0DC+1/yXXE1cIqZGqHU3sLtvh20a53zsTEEdk4lJRAvzYfe7/FnzvyFr2k/qYKKZej5C4pAcYxbUD6PB3cT3m/8yryn02863R9mdmKimytHwIR6r2WK7DyEEL9S/wr7BXVwrUVsEoOBgVXBtvibITsx09GRsZ4UEFiG6lrhMS3BtwTier3+Zr4cOcCl+Ad3QctG7YtJ2JXGZK4lLtvsePZ7sGFphxjCRNZ/iWvwyh4b2E9djeCQvayrWs6h8GaqpcmDwSy4nLmKYwyn5x3h9yg9s9ymE4OHqx23lLm6mbnAhdpaF5UvY1f95UXqsO91Jg7uRVYF1HA0fQhYyJiYuyc0LDS8TnFrJ8lHSIqZp8lHP+wypIUxM6640YffADsoVv/3zIGRC6iCN8kjDToWjkiGbuj/d1Is681RDZVv3e7b3wMi5NehMd7DCXDVmDWeDu4ln679FWA3xbufbYKOX155qYyOb859VO2vuWvZlNLrSt3KkLkyju4mW4Np75pN3H98sxiVTv/rVrwBobGws+P/7+ONClbOaSmc1A5lCk1FZyCwdx6epFOrdjXyv+Udcil0kocdodE9hmndmUV2AZmjE9Rhe2Teu2N00r2WjMXpyCjiCuGVPPrU3WmNGVVUOHtxfQKYWly/jTPREwWQhI2OYOvsGd6GaGg6hUO2s5fn6lycVgu9Od3Jk6GCBaa1qwvaeD/jB1B+ztvJBFvmX0pnuwCW5aPZMz7+s/Y4Ag2p/0T519II6IpfkRpgluoxMtchE2ik5WVhuRQEM0yBt2usEJfS4bTrEMA2uJi4xxT2V68lrttfAVcJe5XYMZQeJaBGqnNV5E1UhLLuQoWwIu2peE6tl3TRNUkYSh3AW6VW5ZTdP1D6DYWzh7Vv/k5heKD0gYXVyaVjdgpORP7CDgcn56BnaElfxKWUElCCzfHOoczWwoeoRNlQ9AsCxoUMcixwB0xwVDRu7cL5wDGNH20xMriUu8+XgSIdgykjyVWgvhmlyJWE1PQxHv26lO3i/6x3emPIXBX52w8+NEILp3pk8V/dttvb8tuAcGOjsH9xNlaOGznSHLVG8EDvHD6b+mIX+JfSku3DJbhpcTSUXJQM5hwS7mjc73TbrOAZlciFBagmuLbq2ilCY4Z1d5NvXlrRXeB+Nnkwn56NnWBooXASm9CQ3k+0gBNM9M3DJbpySu6SOnVv6Zr3krsYvsWvg8/xvj8bDXE1c5pXGNwoaVO7jjxPjzi6jbWPGspG5j28OWm5lq4zhq/Zc3Ut80f8pt1IdSELglFw8Uv1EkdHwZOCRvSwP2utEmabJifARjkcOA9bqbX7ZYjZWPVqyEHN9xQY6cukRzdSQkZGExKPVTwGWTY8lhVC8ko/HCyfXNRUPEFXDXE9dyxdBS0ioppo3blVNlb5sL6ejxwsiEOPhfOyM7WStmRpd6VtM8UylTCnP+8HdjpWB1XSMmhBkZJrczQUO7rKQqXXV05W5VbQPSci0J6/lOwiL/y5RJpfb2o+4JHde6LJw7CoJLc4DlZvoTHegGlpBasowDS7GzjE/V/c1Glkjy6e9W+nNdOfMZ3VmeeewuWZL/np7ZI+taS5Yk+I/dvx3Mro1ttll83i46rGie1qSJB6vfZpt3e9j5KJCMgpOycmVRCvDXnej9YasInT76Kz9pGsS06MWacsFN87FTjHXt4CHqx/Pn4NVFeuZU7aAtuQVDoX22/42OwynI4WQxpWAqHJWc3TokK3cweHwV+iGXpRG1EyL9LQE11h2ToO7uJm0UpwzvLPZWL2ZlJHMGZUXHt+qDTtfcjzDKU6P7GWGb3bJ7YaR1JNINn2oJiYe2UvKSBb+NgNqXXVFnXm1rnq21L7A3sGdee++uZ4FlN8KsP/Sl8yYMYspU6xobUpPjpmKHYbVNHO2gExdiJ1l3+Cu/D20B5PN1VuYXTaXRvcUOtOF0WVFOFgRWDXuse4Upmmyb3B3wTkaFlE+PHSAp+qe/8aOfR/3BpMuQL9XuF+APjFE1Qif9m1j7+BOjkeOcCt9kyZ3c5F/HlhEa17ZQpb4l7GwfAlrKx78Rlc0rbHzHApbOjLDK/YhdZCskWGqd7rtd5ySk4Vli3FKbhySkxneWTxa82Se8Hk8Xvbv/zKv3ZX/bYpCS8vaAmV5SUjMLpvHvLKFTPFMY2H5Ulrj54omThODuB6bVHryYuw84VwRc8E4hMx078wxz2uZUk5QqaAz3ZH7RDDdO4PHa58uKjLuz/TZKlTLQqLR3TymZYZP9lndaTZFyL2ZbuuaGCaZmxmSV5KYMZPlTS00lk1hXtlCq1j/tmLfjJGmI3WTuB4vsMEZxu7+HflW++HUV0QLI4TIC14qkoOBbD/R0VpayKSNdN4E28QyhQ5lB5hdVuyR2J/p5VryMmBNKgIK7rPhz2/f/2zfPGShkNKTBX9ThMKywEr6s32luuDzMDAIZUM0upoKJnq37KbGWZdfOIwFCYmAUsGcsvlsqtrMhfjZkpEpCRlFKGype75kwbhu6sg2RNHEwC17mO6ZyW86f8VAtq/g3LYlrlDjrMs3P4xGtbMGHaNIAkBCYo5vPjN8pV0cTNMyjZaERRgT4TgXs8XPniIUlviXk7yUIuaIWATVhExHhoGdA7SsWI3DUUimA44gS/0rWB5YRWNiCh/9zw+5crmVq1evcOrUCTo7O1i8eCmypHApfn5CTQseyZNvmomoYT7p3ZrvAh7+rz3VxsLypcz2zaUrfYu0kUIR1tiWB1pY6l/xjdVFJfUEJ6PHbO+TtJ5mRXC1zbfu4w+NP7g3333cG2iGxgfd75DSU/mXVHe6kw+6f833pvyoZNrKKuj8ZkPSAMcixQKRmqlxLnaa9ZUbS0anXLKbFUH7VZ7L5eKJJ57h97//JK8rpSgKZWXlrFv3kO13yhU/5YqfmBallEqTjTPFmJjtm8ut9A3bQu1h4jDm98vmMdM3h7gWwyW5bMkvwHTvTFrj54oiByYU1EvZYU7ZfGQh8/XQAaJalKASZF3lBqZ5ZnAz1U5Popv+j3vRIzqmZpJSUvzm+Fv86Ed/TX19I34lUBS10UyV1rgV7RiOokXVCMfDh7mcuFg0Bs3UOBs9xarguvxnm2ueYnf/51xPXstPtmWyn5A2UPBd3dRoT7WR1BMFvmZZI8MX/Z8WRB3GmzB1dNqSV9hcvYVL8QvcTLUjhNX6/kj1E0z1Tmdh+VKuJS5zK3WTW+mbY+xLY3vfB2yu3sKc24ieIik0uJroznQWkYYRLSSY4ZnJ47XP5O//lYHVnIwcHSVeKeFX/FQ5a1gVXJc/B6NTm2Cprdv5MypCocZZx7XkFbJGpmBMZq6TUAhhO0E7hIMZvtks8S+3hHkx0E0NRTjwSJ4C7bLRuBy7yIHQHjJGBgFkr6oMHQrhWebFu9CDUETunMh4ZC9TxXS2ffkBmqYheSVM1cRUTRTFwZEjX7Np06NFxxBC4MDBr9/5FZnMSJTVMHSuXr3EyZPHaGlZwzTPTG6kro8Z+VOEwvyykdq/q/FLtqk8gSVCu9i/jG83fpehbIiEHqfaWfONv0+dkqvkS8rzB3iX38fdY9JkarS1jB2EEJSVlTFz5kyeeOIJ3nzzTZzOsWtp7qMYbckrqIY66iVpohpZ2pJWd9Y/J0qJ2hmmgWqquMSdSWisX/8QdXX1HDy4j3g8xty5C1m//iE8nrFfKgKBIhyjip/t9ZHGw+yyeZyPnaE/25dXOZeFzAOVG0sSo9GQhFRSYHAYzZ5pubTCrfyEMKx9NBHl+Bne2cgDCleuXsLtdlPpr8oXUf/60/+P7nAXpm7dP4ZmkNbS/Pa3/8RPf/of6LAhi2BNgn2ZHsoVP6HsIO93vVPCK87C6IneITl4su450nqatJGkXAnwbqd9raWMTFyLF5CpG8n2OxI/1EyNk5GjvNL0Bhkjg2pk8cll+fdV0FFBS3AtTslJd6ar6D65Hbqps3vgc3yKj2pnLZdi5+nOdFHlqmEwO4DOSFelO0c+NFOjztVQlFZfHVxPwBHkRPhoXs9IM1XiWoy4FqMteQUHDgxhr4y+vmIjrfHzBT5/w+KrC8sXcypyvIQti05aT7EysKaAzCnCYdU/emYghODN5h9yMXaeiDpEuSMAJrTGLzDLO6fo/r2ZbC+o6wIQ08CT9RA9FCHbl6FsSRk1jbXMKpvL8kALN65eR5YVNE3DSI6QGE1TaWu7YkumAHp7u0mni+sCVVXl2LHDtLSs4YnaZ7gcv8iFnIxLo2sKZ6OnMMVI00yVs5olt0WlhyOco2GaZgGBl4XMpfh5dqU68MheVgbXlNSruls4JAezy+ZxNXG54L5UhMLKSZQn3Mc/HyZNplavXk0sFqO1tRVZlqmvr6e6upqBgQF6enrQdZ158+ah6zoXL17k9OnTfPzxx7z99tsl/dDuwx4RNWz7klRNlagW+WcYUSFqXXW3pbJG4JG9OMXdkeeZM2cXFJuPh/ZkGzv6thfV6ygoVLtqWO6fnD+gLGReaHiFa4nLXEtcwS25WeRfRm0JMdCskSGlpyhTysfsGhoNIQRP173I1cQlLudENBeWL7EUyQ0DIUTJxYthGLz33ju0tl5AVbPIssKuXTv4znfeZMGCRfS29uSJ1O0IhQaJRiO2kSkLJjIyBwb35GrHShMpgaC5RATNLbvzLe8NriZbMVEdo4g0WpGUSYYScwjn9JxckqtkMf0c33wOhfaPK4mqmRo7ej/GxFoc3F7jtzzQkrdMmuWbM6ZGlBCCeWULmVe2kK9DBzgVOVbUhami5n+ywFL7LlfKWRt8kHnlC5lTNp+Dob1Wh6GpM8UzlY1Vm3HLHiqdVTiEo+hdoQiZSmcV072zmOKZyoXYWVJaioAzyDTPjFz6VOSIwmpOho9yOHwwF7URHB46wAMVGwsaWI6Gi+u6JIeEd66X2NEY6RtptE6N1Y8/wLoHreiW3x8oStuDVRtXWVnaz9IwTEpHmq39SUJifvki5voWcObMKY4fPwy6oGFhA9XzamnyNedJ4zBm+GZxKnqseCEhrAYZgJgW5bddb5HNSTrE9Ri7+j8jkh2ipeKbITcPVz2GZmi0J68hCRkTg5bAWub67Osm7+OPC5MmU3//93/Pd7/7XZ555hn+5m/+Jt/lB9DV1cXf//3fc/r0aX7961/j8Xj4z//5P/P+++/zi1/8gp/+9Kf3dPB/6qh21dq+JK3V1vgtuUPZQZJ6khpXbV7b6F7igcqNfNj9blHnzYbKRyZVW2CaJt2ZTnrSXXhl35iWLHbQTZ0v+j4tfskjsdi/jAcqN014PLqpc2ToIOdjp8kaKvWuBjZWPVrSFkU3NfYM7ORKvBUhrJLjdZUbJiVqKgmJuWUL8pHGrq5O/vuv/m86O28hyzIrVqxiy5bni6K7ra3n80QKQNc1dB3ee++f+I//8WdIkn10xzStCX6JfxkXRhXaW5Orj90DvydjpMdMr1n2IFbkJKyGkIVSUGB/O1YG13A1cQnVHIm0KkJhuX9V0bWe6pmBYac1JBSryNw0RonTjqBcHt+dwS17eKbuW3zetx3VVMeMUCWNQmXsYVPb64mrbKzazNdD+9k3uJuAEmRtxYMlawWHcTF+blxle0XIPFv/UkE6uT3ZRnemC0Vy0OyazrqKB/Mt87N8czgU2o92mzWPlLMquhA9x43kdRaWLcElubmauUR35hatsfM4JAcv1r9ChbOKsBricPhg4bkwLdPq6d7Z+B25lG+JRZxpmkhuCT2uo2ka0ejIdlVVNQSDQQYHBwpIlSzLJVP3APX1DTidTrLZQikPh8PBihWFNUTvv/8OFy+OPAs93d1MuzqdB/5sY/7Z7053cnjoK0LZARzCaUWictdCEQrLA6vzxP5k+CjZUVkBzdQ4FvmaJYEVk3o/TRSK5OCpuudI6UniWpygo6Ko4/U+/ngx6QL0n/3sZySTSX75y19SXl7Y1lpeXs6TTz7J1q1buXTpEs888wybNm3i008/5fr167z++oij9v0C9PERUIJcTrTmV0dgTWABR2BM886knmBr9285FjnM1cQlTkQsPaQGd7E59d3Ap5Qx3TuLpB5HMzRqXHU8Uv0E03zFxculoJs6n/R+yPHwETpS7XSkbnA6eoKpnmlj2pHcjp5MF5fjF4u6nSx3eoUF5YsnPJ6d/Z/RGj+fI7DWivRy/CJzfPNt03t7Br7gSs62Y1j5ujPdQaWj+o6K/8PhIf7bf/sHhoasCIthGPT19dDRcZPlywuja1988Rm9vd1F+1AUhaamZny+cjo6bhRMYEII6uoaeOihh3HLHmqcdXSkbuT/VuOqo97VSG+ma9w6pSX+ZSwrX8WO/o85HT3JmegJriYu0+yZVqR27pbdzPTOIaHHSOW849ZVPMSyQEvRfaxICuWynxup9lzBuJmve3ms+mlaE+dKEqCMkaZMKaemBPkdht8RYHmghane6Ux3z+TaBNvsh5E2UlyOXySqR9FNjYQepy15hQqlikpn6WjLyfCRcSUdZKEw3TtrZGKPHOVA6EsSehzNVAmrQ7TGzzPLNzevMj7HN5+YFiGqRpCEhEM4UU2VkDZAf7aPi/FzeWkFI3enqqbKzVQ7C8uXcDC0v6AZYRgSEmVKWV4brSt1y7Yxw9RNYidiYFqq6A89tImqqhr27t3N22//kkwmg6ZpVi2Uw4HX6+OVV15n2rQZJc+DEIIpU6Zx7txphJAwDAOn00lz8zSefvr5/GKhq+sWO3Z8UuDdaRg68XiMKVOmUllZRWeqg+29HxDRwmimhmaqSEg0u6cxzTuTB6seLhAjPhjaR8ooLmMYvjYg2De4i90DOzgdPU5Gz1DvarwndjIOyYFP8U0qwg0Wob2auMQX/Z9yNHyQvnQv1a5vvt7rXxPuaQH6gQMH+Pa3vz3mNg8++CAffPABYK0+Vq9ezfbt2yd7qH/1kITEtxte4/DQV1xJtAJWimJt5UNjPrSf9m6jP9fZM4yj4UNUOqttu7TuBtXOGp6ue/GOv38heoau9K38BKOaVrrjs76P+N6UH00oomS1N9tPhJN5IQ3Xr4xut9ZMnVPRY2ys2lzwedbIcjlx0VY483j4a2ZOoKV8NA4dOoCujyrq1zTa29sYGOinunokIinGuAeEECxbtoKzZ08SCg1iGCaKouBwOHj11Tfz203zzuDPp/6EsDqEIhTORE9wKnp83HEKBOeiZzjHmQLSFcoO8GH3u3y/+S+L7tEKZyVb6l4Yd98A88oX0uCewtVEK6qhMsM3i1pXPTv7P7MVah2GgcHewZ3M8M4adxKRhESdqwFcsFpdz7Hw1xPyQwRywpTF1/3g0F5mlRX71A1jlm9uvr6n9G/Qqc+plGuGWiSZMGysfSz8NY/VbEE1rPb59qRlieKVfKT1VH58wx1+dohrMX558//Jm3qPh7UVD1iNGYaWz8AZqmERqdxP8vv9zJ27gFOnjrN3784CkiNJEvPmLeQ733mjZOT0dkyfPoN//+//jjNnThKLxZgxYxazZs0ptHe63mabRsxms7S1XWX27Ll8Fdpr20wS1oZ4rqF4PitX/LZm0gY6TuHkva63C1TjT0WO05fp4fmGlwu2v1dODBPB8fBhjt/WFHQteZmbqeu82vT9cWs37+PuMWkylUgkiMeLLQpuRywWI5EYCY8HAvcv5J3CJbvZWL2ZjdWbx98Y8o71xYafGqcjx+85mbpbWMbMxSv1lJ4krIaoGGOVP4xaVz2K5EDVR9eMOPIilxPBkBqyNe01MejL9BZtn9bTiBI1HXEbG4+JoKenC10vntBlWWZgoK+ATK1cuYorV1rJZgsVoE0TLlw4y8mTx5Bl6xEvKyvjkUceZ/nylqJWdCEEFc5KDoe+4lzs9ITGWWqCNjHJ6Gk6Ujfy9Sd3Cr/DX+AhB9iKjY6GhMTNVPu4DRpZPcuZ6An6sj1UOqpZXL6c07HxiWQpPSuw0mCGaZRc7LQE19IaK93OrwiFtRUP5SN7kVJpNUy6050AfNa7ja7Mrfx9a2chUwrDacuSEDDDO0IOq121vNTwGtta3yPlSqEndeKn4qTbrI47WZbZvPlJJEli377dBUQKQNd1WlvPo+v6hMgUgNfrK5kO1DQNh8OBLMtFz42iKPh8VnR7MDtg93WiWsSSnhi16FoZXENnuqNIK26KeyodqRtkRnVP6mh0Zzrpz/RS7azlXOw0R4cOkTKSlMt+1lduLOgMvddQDbWASEGuWclUOR4+zCM1T3xjx74PC5MmUzNnzuTTTz/lJz/5CXV1xcW4PT09fPbZZ8yaNaJR0t3dTTB4XxL/D4G0kc4JKhajVPfdRKGbOjeT14npMepc9XftR2WYBlkbcclh2E2ZmqER0cJ4ZW9eEXnYnf6j7vcxMa0idCGY65vPTG/pKMFoBB0VtpEJgaDGWZw2KlPKkIVcRAYFIh9ZmCyampppb28rmhh0XaOmpvB5mzt3AYsXL+PMmZNWzYpkTQirVq3l6NFDaJqGpllji8djnDt3mtWr12EH0zQ5HT0+YVXxsaCh0ZFqv2syZQd5Al1+pklRN2BaT5HSU/gdfmSh0J5o49O+rfkJ8TrXrJSWXE5STxSQHYFAICEJ61/lip+MniYxqp4Kcqr2JQg2YHWajbqzBQKX5KbZM40l/uUF6Xif7CspgupX/ITVEF2ZzgmJV04WspBZX7ExXy81jBpXHY8Hn+Ef//H/LSJLsiwzf77VOTvWojuTSReR+skgm82wffuHnDlzCtM0ihwTwIrcLltmdfF5Za+twK1TchWJv4LlffhI1RPsD+1GM3VM02Cadwaba7awb3BXiaYMwUC2n650J18P7c8/SzE9yu6Bz5GFPG60+lbqJueip8kYGWb75jK/fOGEDLDDasi2A9bEpCvTOe737+PuMWky9ed//uf87d/+LS+99BJvvvkmK1euzHfzHT9+nLfffptoNMrf/d3fAdbK4dChQ6xa9c2px97HCCodVdjREAmZaXcRlYqqEX7X/WuyRhbDNBBCosHVyDP135p0bh8sYvZRz/vENfsXrlvyUOEorDk6HTnB4aEDgEXEpntnsrlmCw7JQZ2rgR9M/QnXk1dJG2mmuKeOWbtih3LFz3TPTNqTbQWkShJS3kD2dkhC4oGKTbkXrvXitOQZFNZWPDipYw9j3boHOXz4YAGZUhQHc+bMo6pqpOU+Egnz/vu/5saNdsDE5ytj1aq1PPDABn7xi/9aNMkZhkF7exuJRIKMI83B0F660p04JSfL/C0sLl96T4jUMM7HzrC24qFJFdCGsoMcDx9mINtHlbOGluDaIpmBBeVLOB05PmY6TkfLEznNUNk9sIO2xNVctMgi2ZaQZuFzYuQELJvcU+lM3wQE5Uo5lc4qbiSvo5sGTsnFqsB6VDNbcN0h18YeWF1ygdGevMbJyNGi45qYZIw0m2ueLJo43bKHmb45tCWuFPxmRSi0BNcRUSPIJRZPo2FpYcl5qY9hkmhXzF/lrGFL7fMlfeGmTZvBgw9u5MCBvYBAkgSmafLd7/4ZiuJgz55dBfpQBb/J7cHr9dn+baJ4551f0d5+rSgl7nA4EEJCUWReffV7lJVZdb0twbV8FdpTdL1W+FchhMAwDW6lbhLXY3l5i7nlC5hdNo+YFsUljXSmVjiqbE3lBdY7xM4PUTM1vh46MCaZOjb0dUF0qSfTyYXYWV5qfG3cd6xPKbM12gbwK/czQ38ITLoAfd68ebjdbvbu3cvXX3/N1q1beeedd9i6dSuHDx9GVVX+3b/7d/li83A4THV1Nc8++yw1NSMpivsF6HcH3bRECi/FLxLTogQdlcjCatv2SF5upW/kV9cyMh7Zw+M1W8a0oxkL23s/IKyG88rXBgYJPYEsZBrvoLD9QuwsrSU6mxQcPNvwrQJj07bEVfYN7ixQwY5qEcLZUF5BWxYyVc4a6lwNeGQvpmnVlgw72E8EM3yziKkRBm7z1pOQGFAHmFM2vyh9U+Oqo9pZSyznS9bsmc7jNU8TdFZOKmqnGRpnoic4HP+KyiVVeNxe4l0x3G43a9c+wHPPvZRPixiGwX/5L/8Xvb3d+VV5Npuhp6eL9es3sHfvLjTNRuRRUZi/fBEfhd4npA7mipCzdKVv5f3QxupsmwxkoVDjrJlwEX5vppvfdf+agWw/KSPJkDpIa/xckQVPg6uJrsytfJTVLuUnITGvbCEe2cPO/s9pS17NNwgY6PRni1O2t393feUGHq5+nGWBFQypIa4n2/ITlW5q3Ei1sdS/ggpnJb3pbhAjyvMtwbW2170jdYPP+z4as1ZKNTSaPdOKvj/NM5Oobt3rspBxSi42VT3GDN9sJGTOxE7YRrsAHMKJLGTcspsXG16lzl2PLBSaPdN4oGITrfHzNqrlDjZUPTxuw8rMmXNYunQFlZWVLFiwmBdffIW6unq++OIzDhzYY5uudjgcvPDCy9TXN4y577EQCg2yY8cn+ahr/jcLwdy5C3jxxZfZsuX5gsVHjbMOSUj0ZnqQhEASMsv8LayuWE9Mi/HbrrdojZ/nRuo652NnGcj0MdM3B0lIuGV3gUBy0FHBueipgneXQMLvCLI6uJ6j4UO249ZMtUDc9nYk9SSf9W4r2KeBQcbI4HcExjVUdkhO+jO9RabVilB4uPrxkl229zE53HMF9B/96Ec8+eSTbN++ndbWVmKxGGVlZSxYsIDnnnuO5ubm/LaVlZW89tprd3KY+yiBtJ7i/a53SOoJVFNFEQ4OhfbzcuPrBBxBFvqXUOGs5HTkODEtxjTvTJb6l99xV0dST9KfKa7D0k2NC7EztAQn79d4OX7BNhIiI7Ol7nmrMPg2nIgUd0Hpps715DXSerqge8w0TY6ED3E6chzNVL697ucAACAASURBVPHJZTxY+TCzy8YX3JOFQt+oriYdnZ5MF6cjJ1hpY+sw3TuT6d6ZmKbJ8fBhftfzGzJGhqBSwYaqR8dtlzdMgw+73yWkDowIKy50sGH1wzxWs6Vo+ytXLpFMJotSG7qus33772yFDsGKCLSJy7aFuH3ZnjsSyhwLdvIGpbB/wM6XTGPf4G5ebfpe/nNFUnix4Tv0ZXrZP7ibnkxX0b4kIdOd6cSr+IoiOuPBxEQICafkJK0bXM11at4Oq/j7MEv8y5jlm4siKSwuXz5mJPTw0FfjRv7Ox07jkpysrnjAOo6hcSR8kIsxq3ux2TOdluAaal31t5F6E5fkzouBDsMhnLzY8B0iWhi35KbRPQVJSNS4agv8JB+o3Mihof35AnSHcFDvamKG14qgZIwMXw3u4UrCUg1v9k7noeDDXD13mePHjwAmK1euYdmylciyjKqqHDq0vygyCuDxeHj99R8UWELdCUKhQWRZLlowmKZJMhmnuXla0XeEEKwMrmFZoIWUnsQje/JRwN/3byeuxQrebzdS1zkbPcUyG5N4r+zlWw2vsmtgB4PZAQTQ7JnO5poncUgOXJKbtFH8DAaU0qUu3elbSDbRLs1UaUtcsfUAHY3Hap7my4Hf05a4ghCWgPHGqkcn5NhwH3ePO7aTaW5u5q//+q/v5VjuY4I4FNpPTIvmV7laTitnd/8OvtX4KgAN7qa7lkIIqyFupTpyNSj2KFXPMR5K1QFYK8Fi0pcokQ4UQiJtpArI1KGh/ZyNnsxPXnE9xq6Bz3DJTpo908ccV1yLEbFp/dZNjYvxs7ZkahgHQ/s4FzuVP25YG+Kzvm08X//ymNfievIqQ+pgwWSrmSpXE5dZGVhTNEkPDYUwjGKCoKoqra3nbetHAL71re9wKmPv/wXc9rnAK3twCCdRLVq0vcgZ+JZKKwzvy07MM6wOcSN5HUUozPTNzte99ZWIFg1k+2w7ompddTR7ptGX6SmK9ghgINPH5VjrhHzbbockJKa4rXEn9LjtBAfW5Neb6UI1VQQSF2Pn2Fz9VD5KapgGWk6BWwhBRC2+p0ZDMzVORY6zKrgeIQSf9W2jM3Urn4ZrT7XRk+nijSl/gVt2k9HTvNf1T0UTt0ty8e2G13HLbiQh8CvBPPlK6Ukr2qEEkITE0sBKGtxNXIidJWtkmeWbw3TvLMsaxzTZ1v1bBrOD+Wt9I9nGjXAbA58PkE1ZjQ/d3d2cP3+W73//h8TjMUq9LRRFuWsiBVBXV1+U3gOrXktRHGzd+h61tfWsWLGqwDWhN9PDifBhwuoQ9a5GVgbXoAgHAzYLRc3UOB87bUumwCrEf7Xpe2SNLBKiIOK/ruIhDoS+LEoprqvcUPI3ldIBFAg80sTErh2SgydqnyFrZMkYaXxy2T2RariPieG+N9+/QFxLXrYxPbWELzVDveNUXn5fpsn+wd1ciJ9DYD3Qus2kJCEz5w7VeReWL6Un011UyOmUXLbF3o3uKVxOtDK6HkwSUkEIWzO0AiKV/9zUODx0cFwyZZhjqS6XjrSohsrZ2KmiNJlmahwZOsgLDa+U/G5H6qat0r0AutK38mRKNzV60t14Gt1IssToUheHw2EbEYDhFMh8bvZfzxviloJDONhU9TjVzhre6fxH9FGEWRISklmaTMlC5pGqJ4omiMOhrzgZPQo50dD9oS95vPppZpXNwSW5SNs0IziFs2S6dEH5Yk5GjhYRes3UuBA7O6mIFFj3+VO1z+frvPxKoCTxNDDyJMvEQDMNdg/sYJpnBiejxzgVOY5uarhlDw9WbKLCUUX3BAqBVVPFQCecDdOVvjWqnslEM1Uuxs6xIriKi/FztoXQmqGzb3AX3enOnJK2yQp/C73ZHm6lOpCEhCJkNlU9xuyyedS46thko+zfne4krA4VXGcTE1OYyFNluJQbs5rlxo022tvbbKNCw6itvfPU3u0oL/ezdOlKzp49WXC/67rOjRvtXLt2BYfDwZdffsGPf/xvqa6uyTskDL8XhtQQVxKX2FL7POTMl0djIjWEduKdi/xLkYTMkaGvSOhxAo4KHqjcOGYndZO7GYfkQNULO3NlIbPIv3TccYwe0zchKnofY+OOydTg4CDnzp0jEonYanwAvPjinesP3cdYGKsW5+41TdpTbVyMn7etn1GEkl9xlyl+Vt2htcJs31w6Uu05goQV6xAST9U+a7v9mooHaE9eK1LQfrBiU0Fxpl14fRhRdXwLnnKlnDK5jIgWLvhcRh4z1J7UE0gI2+l7SA2NeUyf7ENCLiInAglvLnLTnmzji75P8u/8qu9UMfTFEOmekZb08nI/2Ww2Fx0oxLBtx4rAaq4lilN9xTDxOwJsqtrM3sGd+Y4nE5PHa57hQuwMN1LXi77lEE5aAms5HD7InsGd1LrqeKByEyYGp6LHRqI8uR+yc+BTpnh/wlL/yqJUriKUAk+10ShX/Dxd92JO/V7FwMQpnGSMzKSJFEC9s7GgA9EhOWgJrC1qObe34LE+3zO4k7bklfz2ST3Bl4O/Z1VgPf3Z3nHPu2VHpDCY7bftCtRMjd6MJdTan7Hfn4FOV/pWAeE7Gvk6P27DtHwFdw18TrkjQJ2r3nYsIXXANlUrHAJHlYMUI89aNpulvb2NGTNmsWHDw+zfvyevRg7W/fnoo4+P+dsngxdffJmamhoOHTpAJpPG6XQRi0XzqT9VVdE0ja1b3+OHP/wr9g7stJENyHI6egKv7M2ZpI9AQmK2986lDBaUL2JB+aLxNxw+npB4vv5ltvd8QNbI5CK/BhsqH6WmhIXVffxxYdJkSlVV/tN/+k9s27atJIkaDsvfJ1PfDOaWzed8tFAsUSCY4p5aUCh5p7gQPWu74lVwsKBsMQhocDUy0zfnjjr5wIpMPFrzJMsDq+hKdzCUDXE1cZnfdb+LQ3Kywr+qoJg34AjyatP3ORb+ms50B+WKn5bgmqJIk0f2lqz9Gd0ZVmpcT9Y+y9bu32IwkqoJOipZHijdkeqTfSWjPeMdd0H5Yk5EjmCM+rosrA7MuBYr7hByQtVTVcS2xdGzOosXL2Xz5qe4ePEcH3/8YcGK3eFw8MQTz+TH8kzdt9g7sJOwFsZuSW5iMMUzLT+2Gd5Z3Ey1IxBM887AIZwIBJ2pjnxDAljkZ6Z3NsciIyKTnekOPuz+DdO9s2zTZQKJm8nrtATXktDjtMbPW1pfps4c33zW5OqHSqHZM40/n/oTQuogilD4fd/HpLL2EiClSNAwQlqxFlFLcC0+pZwTkcOk9BT1rgZUU6PLxpPSxORa4rJtjdXV5CWernuRrwb3EFIHcUluskam4BmWhcxDlQ8D1v1uN1IZmcrc/VTtrKUtebWIUI2lATZ6XKcix3iyxAIm6Ki0XSCYqokWKu6i8/msDr1HHnkct9vDF198mrsPBZIk8e67b/PDH/5VQWH4ncIwDGbPnseSJSsIBoP87Gf/e9E2pmly48Z1kmqCZAlZmJ5MJ8/UfYvtPR/kbIp0FOHAJ/vuqBb0blDlrObPmv8NvZluskaWenfj/QjTvyBMeub9h3/4B373u98xdepUnnvuOerr61GU+9nCPyTWVWygO91FRB3KCc4puCQXj9Y8eU/2X2r1LIRgpm82U0oY294JKp1VRLVIgUJx1shwPHIYA6NgMvU7AuP+RlnIrK5Yx5Ghg0VRjrUVpX3AbkeNq47vN/8lVxKtxLQYLslNR+oG79z6X1Q5a1hT8UCR4bEiOVjuX8Wp6PECIqoIhTXjyCSUKeU8Xfciv+/7JFcIbOCVfTxd9yKykDkXPW1LRGRF5sUfv1wgTtnSsgYhBLt27SASCVNRUckTTzzNokUj4qVTPFN5o/kvyOgZDoR2czUXqRomoXXOBs5ETrCgfDE+pQy37MkfoyPVzs7+zy2JjFzxs1tyUemsZnlgFR/1fGCbYu1Nd5cgMlZnqCQkHq5+nHUVDxHRIvgVf76eajwIIfKE1SUVW/6MHGnsgnifXGxfJIQoijK0J9voy/QULTh00yiZ+oxpEZo903htyp+N7CfRxud92/OpPNOEM9FTTPXMoNZZT4WjksFsf+GiSUgsKrfSPtO8Mzk0tH/0iJmMSfRY0domdzN+JcCQGsqPQSAwdIPUtcIIsBASS5Ysz/1b5IjVcGTNzEWKovzTP/0vfvrT/zDh8dnhxImjfPLJVsBK7TU1NSNJ9hF5IQRO2VkyXu+WPDS4m3hjyl9wIXaWqBahyd3MbN+8ooVpR6qdr0NfMaSGCDiCrKt46J5rqQkh8tY99/EvC5NmQR9//DHTp09n69atuN2lX1z38c3BKTn5TuOb3ErfYCDbT0AJMs07846jRKMxr2wBPZlOG1Jl3rEY5Viw63QaXjW3BNdO+nct96/CLXk4Fv6apJ6gylnDg5WbqHdPvGbDJbtZ7F/OzWQ7n/VtGylmT8XoTN+0LSpfU/EAbtnDicgR0nqKKmcND1U+nE+jZIwMl2IXCGUHqHHVMqdsQX7lORxhGcz2IwuFCoclrdCT7uJE5IgtETBM07bOaOXK1axcWbpQfuQ3uthcs4XF/hVci1/O1+B0ZjroyVjHfb7+5fzLPaKG+bR3W8G1yhhpXJKLp2qfJ6KFS05amqnaqssbGEzzjExIbtlzV15iSwIrrNrBSUo8KEJhdcX6CW07zTODxeVLORs7lS/Gt9KMpYvdKx3F0ZgzsZMF5Gs4Pff10AEeqnqYlsAadvR/XPAd0zSI5kRrP+vdVrRPCYEinGTN0pY7wxBIBQujwWw//Zk+yhU/je4pVnah4VX2D1qEezhiOVdewDb3+2REGhA4nU6++93v4/GMkN/Dhw8WpPmssZsMDYWKbJEmg5s329m+/XcFkdeOjpt4vR40TS8oTLcERBfhkJ3MLVvA5Xih9dOwnAVYOk1jXf8byet83vdR/r4ayPbxed9HPFa9hVkT6BL+ptCVvsWpyHHiWoxmzzSWB1omvAi5j3uLSZOpwcFBXn/99X+1RCqbzXD+/FnC4SGampqZPXvuhG0R7iWEEDR7po9bUH0nmFu2gEvxi/luJQkZSQg2V2+5J2nE0YiVsMwwMMgamUm/HKxowuKSBse6qXE8fIQLsbNopsYM7yzWVWzApxQLCe4b3G1L9A4M7uGVpjeKjrsssNK2AyisDvFB1zs5k1UNJeHgSPgQrzS+kdfTslrXRyJepmnyed9HpSMqgnzn2d2gzlXP1fglVCObn2yGbUa+6P+UN6f8ECEE56Kni4q9TUySeoLuTCfVztqShKJM9jNgFBvp1jjq7qkR63TPTJb6V3I6chxJWHVopdTBBSKnzSazNvggs30Tq5EZbrN3SR5C6gAeyWPdSzbil2BN2utHdXKphkpn6qaNgKfB6ehx6l0NfD30VbEcCToHBvewvnIDCT1erC8lJKZ6ptOeulYgJGvtu/hYinCgmzqf9X5EZ/pmflufUs63Gr6DV/bxWM0WFpQtZiDbT9AZZIprGi+++ArXr1+joqKSlpY1RdmJbNaezAkhFZGsyeDAgb02grQ66XSGmppaQqGBfJlJMFjBCy9Yvnsbqx4la2RoT7XlSf1S/4oJ202NFvyEYS/GfUVkKqOnOR4+wrXkZRRhyWZYRen3dp64GDuXU2O3xjWYHeBi/ByvNX0fr3x3oqj3MXlMemZsbGwc15vvTxX9/X38j//xczRNI5vN4nS6qKmp4Yc//Cuczv+fvfcKkuu8snS/Y9JXZpb38J4whAcIQxiC3jsIFElRarXmhmJiYqZvd9yIiRsdPfMwL/PUcaOnZ9hWUosSjeiNaEESAGEKtgAUUEChvLfp7XH3IbMSlXVOlgFANSlhIRjByjx5TOY5/7//vddeq7CY1/cNGTLk03Qm2umMt+OSXCwvWnnTZpkJLU5Mi+GXi/OUsUtsZZZ6QbIgT1m2mQzDyHQ0DqYGKJK8LPQsspRg+GjwXXqTPTmC/ZXoZboTnfyw/id5HAXd0C1lEiCzMh2HZqhE1DBuyVOwxfmrkc/y/LxUQ0HTMkHZA1WPWn5mVBkhrReaeASWeVbMWuW9EK7FzHpKADEtRlSL4JV9Gd85y2BJIKZGqXXWs7xoFVeiTaYSq02yg0Wj4XB6MKv7c2tW04IgcFfpTtb41jOQ6iOhxfhm9GtToCMgsNJ7J+uLN+GWPLPKfl6LXuHzkY+zBTVjSnkQl+jmgapHqXbUMpwaRDEUKu3V00o2fD7ycUEB1ZH0EGE1aBlka4aKLMo8UvUUp0MnCCshapx1JLUkHYk2JpcAz4Ya0A2NnmRX3vFCSoAvhj/mgcrHeKf/dQLKaKarMwVDHwwhxEHTdERR4PPPf09NTR0rVqxiw4ZN2O0OVq1ay8jIsElYU5YlqqpuvKsvHA5avi5JEg8//DiSJDEw0E95eQULFizKcS5l0cYDVY8RU2OMpofoTnYxnBri6NjXrPatN1nmTEawgLRFWA3lSXeousIbfa/kSdccDXxNf6qX+yofvtHLNkEzVI6M5ssv6GiktCRngyfZXrb7lh3rNmaGWQdTTz75JK+88gqRSASv1zv9B/6I8PrrrxCPXycyptMpBgcH+Prrg9x7r1lc8fsMQRByYpQ3C1VX+GLkE9pj13Kt2huLt+YInneV7uT9SVwbWZDZXLxtxqs5zVB5b+CtjO5Q1rj08KiNp2oPUGwryW03khrKtJzndfbouRLcav/a3OsCAnbBTtowBzSubDblbOgkJwMZxWPd0FlatIJd5fvyJmfd0OlL9ljaiHQm2gpe01R9mX7Zz+7yW9cdJYsylnQfw8gFpPXOuXQl2k0rdB0tJ7J6d9lebILMxUgmi+WS3Ows3UND8Kjl5C8JEmE1nBdMhZQgxwNH6E1045RcrPNtZLl35awU5T2yh0XyEgzD4Hz4LEElkHd8SZC4078er+xjODVIX7IHl+RmgXvxlBY4SS0xZaAzEbJg467SnbhEN7/u+WcSWjxHgt9ddi+l9vK8oHwiBLAsi0Lm3quwW3d4yYKNakctda45uVIdwK+6/5FCXKpLkfOm6zEw6El0cWzsEKPKcC67F/gmgBJOMx4LalqmKamt7Rrd3Z0cP36En//8v3DXXTs4f/4MgUAARUkjihKSJPL00wduKpO/ePEy+vv7TTpTmqZSU1OH0+lk7tz5udeDwSCaplJaWoYgCChGmk+HP0TVVTQ0epPdNEXO80TNfioLdDVCpsHEyrzcJbrz7sursWZik7wdVUOlLX6NQHpsxo4A0yGQHrP8NXV0OhPtbGf3LTnObcwcs7aTWb9+PRcuXOBXv/oV8+bNo7i4GLt99h0H3zc7mVgsyqeffmTSGtJ1nWAwwPbtd/87ndl3HwezqrwZS4+MrcdAqg+/XEyZvRyv7KPGUcdoeoSUnsIre9lWuouVvjtnfIwzoQZaYs1ohsq43Y1qKPQne1k1YT+diXY6Ex2mzICOjkN0sshz3RhZEAQ0QzMJQ8qCzKbibUTUEEey6f9xi5ugMkZMi+UFoQYZZXSrYCLjsWaWlxhODdKV6GAg1WcqU2XI9NuodBYe/GcLTdfoT/WaOkQrHFW5sqVP9tMYPm3aZknRilxJVRAE5rrns96/mbX+DRnRUUc5A6l+xtLmbjkE2FqyPaeNFlHDvNb3b4ykh1AMhaSeoDvZiWIozHEV1jAqBEEQWOhewmCqn4QWz1qruLiv4hHK7ZV8MvQ+xwNH6Ep00pVopzF8hrmueXhkMxkdoCV2hW6L+2f8u5j4/y7Jxd1l9/C7/leIapGsmU3m/u9KtLOjbDdtsdaCZdw65xxian4pT0RkS8l2FnqW0JfoyXtfRMQluSm2lfDx0HscCxzmWuwKxbYSRtMjpvb/8e+nkD+fgEBIDeQ00AzDIPh1EItLBzJjoaKkkWWZxYuXsn79ZoqLS3Lekk8+uX9KHaqZoKqqhrNnT6JpWm4sttns7NlzL4sXX392x8ZG+Zd/eZmDBz/h5MljnDx5nLq6OZxWTmQlHzIXMT5WDKUG88aJybAJdnqSXaZxYHPJtjwu5rnQKYYtAmRJkCi3V1DuyGjo6YbOudApPh3+iNPB44ymR6h0VOEokNmeDD1bDra6d0rtZQUpDrdxc7ildjIrV2a6WgzD4Cc/+UnB7QRB4NKlS7Pd/R8NgsEAhw9/SXt7G6WlpezcuYd5825t58f3AYquFLTkOB08wZKijOhnnWsO++teuOHjNEesdbEC6VFiaizHh/LLxZYZHwnJZKwMsLF4K2k9xcXIecRsVmGtbyNrfOt4tfeXljyK5mgTO0p35/hloiCywL2Y9vi1/FZ4JJZO0q4yDIPPh39PW7wlYyidPVsJGZ1M52ads54VM+R6zBR3+tfTn+qlO9EBZCZSp+jKa5tvCH5jWdLyit7cuQ+lBwgpQcrs5ZRN8BPb6N9MW6zF1Ok4z7WQjwbfZTDVj1104Jf9qLqSN0mohkpj+DTr/ZtwSLPnanrkIp6qPUBMjaEYafxyMZ2Jdn7R/X/yCPy6oYGRKQP/aM7PLDNhETVckNxeaisnoobQMVjgXsT20t0MpwdJ6+ZFo2Zo9Ca6ebT6Sd4feMus4i6IrPStobeABAPAw9VP5Lh/mqGx0L0YWbDl6XUFlDE+GnyXLSU7sh2IEwjagsxC9yJsgp3maJPpHIptpcS0SZpl0zQKqqrKxYvn2b17HzabLdcMYRgGra0tfPnlpxgGrF27gcWLl1p+x4ZhEItFsdlsOBz5v7fH4+E//sf/m8OHv+Lq1WY8Hg87duxi+fLr3ZaapvFP//S/iEQiuYArFAryq1/9I5UvVlkGIKPpYVRdLcgJvcO7GtVQORk8ipLdbqN/C2sm6aD5bH7LjKKAkOc1+sXwx3l6ZC2xZroSHTxf/5MZcQiLZC9V9hoGUn2mAG/dFBIut/HtYdbB1MaNf5o/lMdTRGVlNf39+SrGsiyzdu2GvNfGxkb5+7//W9LpFLquMzQ0QGtrC0899YNc+/D3FXEtjpw1W50JUnqyoMJwIe2XG0EhpWqE/PdqnHUUyb5s2ef666IgcYfPHKCIgsiOsj1sLtlOXIvikby5MlBskh/axLNJGynkCY/X7vJ9BPpHs1wKAwGBUluZiZjcGr9qqR0kCLDZv4061xyqHbWzKnnNBKIg8lDV44ymh3Ocs3rX3FyZ1TAMywnXwOBitJG1xRt4b+B3jCljOS5RjaOOh6qeQBZlSuxlPFmznyOjXzGY6schOnN6aeN8pqSeIJm2Fl2VkAgoY1RLN95NmgmoPQwk+8y6XROQ0pOMKiN55rIJLc4HA28xXEA9PmMou8/U1t6f6rE8hoFBX7KXraU7WeVby6XI+aw8RYYUf6dvA82RS5YZ1IbAUVb51iJlMyObc15+Cv/c9feWAX5nvI27y+7hm7GvMvIbhsEizxL2lN1L2kjTmWgnpSdRDRWJDCn/nooHaAo35n53QRCw19lJ96anDKomWriM4/333+Ls2dM58vmlSxe58851PPFEvjNAe3srb7/9OqFQhhu1ePFSnn76Odzu62XgoiIvDz74KA8+aM01vHbtKqlUyrKKgGaABT1OQJySUjDeXLLat5a0nsYu2i23v8O7hnOhMzAhmzyepaxzZjxrw0qI1vjVvIzzuIjoxXAjG0uszZAn44GqR/lo8F2G00NIiOjobCq+i/num7fssUJYCTGUHsQre6m0V9/yMej7jlkHU//2b//2bZzH9wL79z/PP/7j/0JVlQkE9Ep27dqbt90XX3xCKpXMe5gVReH9999m5co1/y7dfzeLgWQ/Xwz/nrAaBgzqnHPYV/lQTqG7EDxSEXbBRmJycIBw096BE1HvmselyAXT6z7Zn7ciFASBJ2v288Xwx3QnOgEosZdxT/n9U3bAZCwa8jNX1Y4aSxVwu+Aw+Wk5JRcH6l6iN9lNUAlQai+jxlFnGpAuR6wtQjKu9H6GUoMElQAL3YtvKEszHcrsFXkZpXGMGw9bQdHTfD36BSOTNJH6kj00BI+yrTRTAq90VPNkzQ8YTA3Ql+ymPd5asANuMjS0vN/xZnAyeHxa6QRjUgbus+HfFwykABZ5lpnMuQFqHHWZjJcFAsoor/T8C/trX2CxZykt0WYEQWRp0XKqHDX8a9f/sfycjk5MjZlI05nFifUEN6aMssK7imVFdxBVIzgl5/UFkQ4L3Itzz0+R7GVfxYNUOqrwlu6gJ9lFQoujGApl28sYfG8QSZUsrYtk2UZZWQXnzp1hxYqVOBwO+vv7OHv2VN72ipKmsfEMmzffRW1txoh3dHSEX/3qn/O6/VparvLLX/4DP//5f8m9lkjEuXr1CoIAS5cux+nMD94ikbCloLSqqriHPcRr4nlZbAmJJUXLpwymklqS7kRHpoztmp/bVjd0GkNnaIo0ohoqC92Lua/iIQ6NHiSpJzAMg3JHBfdXPpp71kfSw5bZK83QZmQ5NA6X5Obp2ucIKgESWpwye8W3IvKpZ62SrsWuICIBBl7Zz+M1z047/v8p4bba5ixQUVHJX/3V/0tT03mCwQD19XNZtGiJKThqa7tm6eOmKOmckOL3CVE1wnsDb+T5x/Uku3in/zWeq/vxlCsUQRDYWbaXgyOf5LVqy4KNrTMU0ZwOSS1JS+SK5Xv7ys2NAS7JzSPVT5FQExiCccMDwl2lO+nr60HN8rQgk6HYUbrb8jsRBIF619wpRU/1Av5/qqHyxfAnGa9EQeTQ6EEeqnrsW5HGsIIoiJTbKy0J09WOWlpjZr9IDY3LkYu5YEo3dD4d+oDOREeO2zYTSEjUO+fesmCqUGfWOGTBlhdQJrUEvYnuKc/3WrSZrng7eyvuz+PLeeQi1vo30hg+YwqSdXQSWpyjY4e4t/Ih0+LCJ/uJW2Q/NUPn6NhXVDtrWVG0KhdUT7UYGG/CEAXR1JX70eC7WfuZzOQeVkN8MPg2z9f/BJfk5of1P+ZarIXh1CDFZSXMm5+dBQAAIABJREFU/8uFfHnqM5q6LyAWC7gWuEj3pgl+HUTXNc6dO83582d57703+dGPfkpXVweaZg4oVVXlwoVGuro60TSVgQEzsVzXNYaGhujr66W2to5z507zzjtvIIqZ9JJh6Dz99AFWrbrOd5ozx/r5stvtrHKtY9DVR2dWIkFHp8pRw86yvZafAbgSucSXo58hZp1KDXTurXiIhZ4lfDr0IZ2JttzY1hQ5T0e8jefqfkxCjyMLsol/57P5LTl3IiLFFlSD6VBsK8lrsrnVuBhuzCj7G1ouAAwoo3w29OGUnqN/apg1AX0iFEXh2rVrdHR0EA6H8fv9SNLMWoy/bwT0cUiSRE1NLQsWLKKsrNxy0mxsPG3pjyYIInv27EOWb86IeDYwDINLkfN8nCXadsbbKbWVzWpiOhs6RV+y16x5Y6jUuurzjIatUGYvp9ZRT0yLIQDz3Qu5r/Jhiu23ZgBoipynJ9lpGqBkZOZ5FpgGqNH0CB8NvM03ga9oDJ1mOD1IvWvulF1cVnBLHha4FxPX4ih6mnJHJbvK97HQs/iGr0UQBLosCc5G7p+e/dcWa+VO34aCK2pFV2iJNtMcbSKqRSm2ld6UsGu5vZKWWHMe4VkWbNxbmfHqK3BFbMwS7K/GLlsGFZMhIuIUXRjoiIgs9CzhnooHb5kobX+yZ0q/xEeqnsRvK879HdcSXIycK1xKZjxzp9Aev8YC92JSWoJvxr7mROAospDhxo3z0SYjooYtmxA8UlGGO2dxLwSUMfqTvTRFzrO4aBkO0YEoiGi6ylB6wPSZmBpFN3TqnHPyxqzR9AgNwW8suwZtoo1aZ302kK5grns+lY5qBpUBzkgN2Opl7OV2BFlAj+okO5Lomo6u62iahqZpXLp0kUWLltLW1mrKFomiSHd3J62t12htvUpfX6/lItRmk1m4cBE2m4Nf/OIfUFU1t39d12luvsyGDZtxODKZtqIiLwMDfQQCY7ljyrJMSUkpjzz8JMt8K1jiWU6Ns471xVtY5l1JTItgFxymZymshHl/8E20bJPJeANNe7yVOsccTgS/mdQZnHk+PbKHue75lpkit+ShI95GQotP6jCVuafiAZzfQsb5ZvD5yO8tKRlRNcpq39pvRXvwu4pbSkAHiEaj/M//+T957733SKWui7M5HA4ee+wx/uqv/gqfb+oJ9o8ZO3fu4e2338hLV8uyzPLld5hS0tNBM1ROBU5wKXoe1dCY71rIttK7C3YbTcap4PE8QupAqo93B97gqZoDMzbQDCpjU9hkmDuErFDrqucxV/2MtoVMyjsjYaBR66yfMn0dUoKWZRsDI1uWvI6kluCt/ldJ66ncNp3xdt7uf53n6l6aNQ+g1F5WUCfqRrDEs4xrsSv0JLoyquGChG7oBbMiPckuS/mKmBrljb5XSOkpVENBFmwcDxzhmZrnp9XUKYRqZw0/qHuRxtBpRtLDVDqqWevfgCzIlNrKGFUmd+sJzJuQOStUwpwIWZBZ6FnCvvIHiWsxbKL9lpcuNhRvoTXeYvmeU3BR55qT95pX9uIUncQsWuMnQzM0Tox9Q3eyI2sNZBBQRmmLXyvoDVgoSJznXsCusn18M/Y1ipE2dXWOC8D+tucXSIJErXMOW0u245AcHB87khcg6WSMpottJSzzXm96GEuPWBoqa4bKcGrQ8rxOB0+YnrdYSwxdNQebhqEXnAvGA51CHq+5c9E0amrqaGpqpEDilqamC2zdet22af/+Fzh58hgNDcdRVYXVq9eyc+funLio31aMS3Lz+fBHdMU7EIVM+WpLyXbu9F/nwF6LNZtKvpAppl6KXLD0LlQNhb5k95TdgY9WPcXBkU/piLcCmSzknor78oL47woUiwYKyPA4M89zfvA3nBrk8OiXuaaSNb61bCjeestFS79rmHUwFY1Gee6552hpacHj8bBx40YqKioYHh7m8uXLvP7665w5c4ZXX32VoqKZTfh/bFi9ei2joyMcOnQQURTRNI1Fi5bw5JM/mPW+Php8N2coC5muj55kF8/X/2RaEriqq5wJnbQkpDYEjvJw9ZMzOodaRz0d8TbTfnQMKgvo3dwM+pO9fDj4NrphIJCZCPaU3cdS7wrL7audNTRHL+aVISGTCZx8fpcjF02Tko5OVA3Tl+wxTaRW0A2djngrA6k+vLKfpZ7lN8VfymghneF0sIGEHqfEVsrm4m2k9RROyUVvsov27KBr/qz1RHRo9CBxLWYSCT00+jmPVD91w+dabCthV/k+IGOP89nQh/Qkritni1kirCzIyIKNbVnjXpjKGy9DWbcJNlZ672Rr6Y6Mv9ukBcNQaoAzwZOE1SC1znrW+TfNeFExERWOKmqdc0xmxSLWTQiCILC3/H4+GnzHMoMzEQYGPcmuvGdlnG9mF+w5GY1xSEhTdmYu965kWdEdxLQIv+z+R8ttFENByWbFehKdPFXzHMc4YtpONVTOhBrygqliW6nl7yIi4pV96IZumgStFlCGVrgEarfbOXDgBV577ZWch56qqgiCYBL1tMLKlXdSUlKKoijouvn713UNVc1/9kVRZMuW7WzZUtgX84vhj+mKd+TU/gGOB47gk/0syGaXFd3aJkg3jIIZGREJ/zRlN4fk5MGqx1B0Bc1Qb8oFIK7FOD52hPZ4K7Igs9K7hnXFm25ZJneBexGXIhdM34Nb8pj8LINKgLf7X8uNxUk9wZnQSSJq5JZ5x35XMetg6uWXX6alpYXnnnuOv/iLv8hbdUQiEf72b/+WV155hZdffpm//Mu/vKUn+32BIAjs2XMv27btZGRkGK/Xh883e/XwkfRwJjtDftdHWk/RHGlijYVtyUREtUhB4UcrLZRCWOZdyelQA7oWzz1QsiAz1zWfkgkK3HEtlu1cuXFSoqIrvD/wFsokocwvRz+l0lltyQ1Y5FlCQ+AoETWSy6BJyFQ6qk2k4DFl1FJCwcAgpAaoY+pgKq2neavvVcJqEMVQkAWZ42NHeKJmPxVZDZnZYnL2MKCM0RD8hkeqnqLONQefzU93NlOVf846dQX4V53xNkuR0K5ER55i82wRVSNcDDcSUEYZTY0Q1sJ55S8Dg1rHHOa7F7DCuzqvZLGiaBVDqUHTdThFJy/N+Q9IglTwvNpi1/hs+MM864zm6CX2175wQ8r8D1Q+wjv9b+SsjMa7DzcV5/uzpfQUUTVCtbOG/XUvcibYQF+yG8VQSermzkMRyXTvjiNtpCmRy4hq4ewvY1DlqDUdczIEQcAtFeUC1ULIdIQpnAk1ZL5Hi/gmoeWfc4Wjkgp7JYOpQfRJmayLkUauRC+xrXRXnm5RrbOeSDScd3+5FrtI96UxVHMH3fz5i7Db7fzX//o3tLZeAzLSBx999N6U1z2ORx55AoBly1bw9ddfmIjvoihRvaCWw6MHiagR5rrms6zojmnFVzvjbdaSLaGGXDC1wLOIc+FTFt21Aqt96+hJdBGapEYvTTCjng420YaN/PPUjYyNll00lx0nI62neb3318S1eO45PBU6wWCqf8aL5emwqWQb7fHWXLenmO18vKf8AdPzeibYYLl4vxq9nBGw/SMmrM+aM/Xf//t/Z8GCBfzd3/1drkY9DofDwa5duzhy5AhNTU28+OKLBffzfeVMzQayLOPz+U1aKTNFd7yTjkT7FAKTUxtsioLEmdBJS65HpaOK5d6VFp8yQxIklhatIK1lJhaX5GKdfyM7yvYgCAIj6WHe7X+DhsBRzoVO0xFvpd4194Zq/22xFjribZZlRZtgsyRvi4LI0qI7UI00ETWMQ3Syxr+W3WX3Ion5q7O4FqN3kvheZh8S64s3UzRNpqMhcDSPcDouxNiX7GH1JM2ZmUAzND4afMci66cTUoKs8K6iWC5hTBnN2blkBjOJe8ofoLJAqfZ06ERBkuvG4q3TBlODqX4+GXqfQyNfZA19AQR+1/cKfckexpRRUkYSqxm71F7GXaV305loYyDZj1N04pCclNrLGUz1E9OiueyVKEg8VPU4xfaSgudkGAbvDrxOSr9OKcjYuGgk9SQLJwitzhQ20cYq753UuuqpdtSyoXgL64s35XVpHR49yGfDH9IcacoEKIjsKt/H2uKNrC/eRErLSCjok4LJgscU7Lw09z9kj1nDhuItbCjePKPyhyAIjCmjJiV3KxiGgY5mWfpe4F5kGjcWeZYR0yJZVe3r+x7PqHUnOqmwV+UWMmX2cpojF9Em6hv5ZZQRBT2mZ0Q9RZAlmaeffo7a2gyxXpJkKioqqaioxO8v4Ztvvp62xOd2e9izZx+CIOD1+ojFogwODqDrGoIgYLPZWLFxJZfLzzOQ6iegjNGb7KIl2swy7x3IFnZSkFloWmVbIGMWPV7q88hFRNUIAWUsbyF5p28dS4tWsMizhKH0IDE1liH3y34eqHqMMrvZ2HomOB86yweDb3Mm2MDZ0CkMQ6dmgpL9ZFwKX6Aj0Zo3XhroRLUIC9yLb0m3nU20scK7GofoQMpqw+2tuN+SJtIQPGbZNGETbMx1L5iWX/tdxy3lTPX393P//VOn6zZv3swvfvGL2e76NibBZ/PPSmByMuyinTuKVnM5esHSqmU2cEsedlfcy27yLUxSWpK3+1/LcZAg47f2Vv+r/GjOz2adak7racvgT0fPm0wnwyk52Vm2d8quHMiYOJ8KHssoKGcnDgmJSkfVjEqWGZV1c6AXVkPE1Kip7BQIjDEw0EdJSSnV1WaNpMkk1IkYSg/wWs+v8NuKWevfxCrfnXTE23AIDpYUrZiS+7TYs4yr0ct5k8U4mXu6QGo0Pcw7/a/n7pm4FuNE4BtkwWYqpVphLD3GL7Jt/eOk+bW+jWwt3cHDVU/Qn+ylN9mNU3KyxLN82hJHVItYehQaGDl5ixuBIAjUOuupdeZz+RRd4WTgKJejF/M6mJoijbglN+uzNkg7yvZQ4ajidPA4QdXaM24csiCz2re24DFz12QYpPQUdtGOgEBEDSMJMh7Zw66yfYSUAAElAFNIVRTJXkIps3m4gMCWku3E1CiDqX7ckocqRw120c49FQ+wo3QP/9r1vy2zNaeCx5nnzogO+23FPFv3AicDx+hNdBHX4yBCyb4S0v1pUl0pRIfE+rWbWL3Qmjfk8Xh47LGnee+9tzAMHU3TmRyY22w27rnn/rz79aGHHmflyjWcP38WEFhz51o+5/eo+vXvQjVUIlqYxtDpnAbXZHhlP4IgmtYCAoIp27urbB+LPctoiTZnF24rcp2XHrmIJ2v2k9QSaIaGS3QzlB6gLdZClaPW0jy9EJojTRwLHMr9rpqhcTrUkFvoWaE/1VvgPhAYSQ3dcFA3GQ7RwVr/RtZOIwhaZi9nND1sblZCwyd/9/hgtxKzDqZcLhejo6NTbjM2NmYp3HYbs0O1oxaf7M9bFUFWYHKGaeQdZbuxi3bOh8+gGipFspedZXupnQUZfCq0xJpNOjoGBoqepj3eyuJpsmeTUe+aW0AU0caCWYjRpfUUJwPHuBprRkBgWdEdbCzeil2082ztCxwdO0RHvBVRkFhRtIpNxVu5HLlIY/g0KT3FPNcCNpdsMwVHVmTd7EXnDfq6rvPWW69x8WIjkiSj6xpVVTW89NKf43JdXy26JHfBfWqGxogyzIgyTGeinfsqHs7JDECmZftU8DgxLUaFo5JtpbuoyvqL7SjdzVBqMKPIneW9eGQvd08INlVdZSDVhyiIVDtqcxmSk4HjBcnO00FAIJa1TpmIxvBp5rrmU+uqz/03U9hFh2WXF4BTvHXjTEpP8eXwJ7THWy0zFqqhcjZ0KjexCYLAcu9K2uOtBYMpGzZ0dBZ7lrGlpDB/B6ApfJ7jgSOk9RQCIpKQKetltIoqub/yEZ6tfYHBVD8hJcil6AUGU/15v5UsyLhlD0bSggclSJwIHKUtfhWRjEdmkVTE4zXPUiR7SeqJbIBhXixM5kkV20q4t/IhRtMjvNn3GxRDQRAEHLUOHLWZ1fuQ3D/l9a5fv4kFCxZx8WIjiqLgdLo4efIYo6MjeL0+9u69jw0b8oMIQRCYP38h8+dnmi5G0sPofebz1QyN1tjVgsGUJEhsL93F4dGDeZItNtFuKrvORNLEKbmIqGF+0/sL4loUENANjdW+dWwrvXtGZfWTwWOWJbLToQbW+TdZ7qPYVlpAcR28N9hocjNY799Ma+yqafG+0L1kVoHl9xGzDqZWrVrFxx9/zM9+9jPmz59ver+rq4vf//73rF37/Vb6/i5AEASeqNnPwZFP6Iy3Y5CJ/PeW3z/jG1MURLaW7mBLyXY0Q0US5FuqXBtWQ5aTrGboRFWzPMR08NuKWeNbz4XwuRy3RhZs1DnrZ+zNphs6b/a9SlAJ5NLfjaHT9Ca7ebrmOTxyEfdWPpT3mUMjB/MyeJejF2mPt/Jc/Ut5df4V3lWcCp7I410JCJTay/J0fo4dO0JT03lUVc2RbPv7e3nrrdd4/vnrNkySILHOvymPM2UF1VD5avRz5rsXIQgC50KnOBH4JveZvmQP7/S/luvSdEhODtT9iJ5kJ2PpMUpspcxxzcv99m2xa3w+/FG2wyxzHmt86/DKPgZTAzPWgJqIjH6YnPsNJp//peiFGwriHaKDee6FJo6LLMis92+a9f4K4YOBtxhKDU7JS0pNsJ8ZR0CxXlzaBDs7y/Yy371gWq7ItdgVjox9OeEe0JnI6R5KDfBO/+u8UP9Tqp21VDtrWehZwtejn3MtmtFYc0oudpXvoyl83rr71oDW2JVcaRogpAb5/eC7PFv3AkWyN6ullA8BIRekT4ZDdBT8vsJqiJc7/j/qnPXsKNttqaFUUpKx2hrHtm07TdtMBZtgQy9wr07XBXqHdzVe2ceZYAMRNUydcw4birfOuts1qIzRl+zldPAEETWfS3Yx0kiVs2ZGi8pC3aKKnkZHQ7KYrld6V3MudDIvoBYQKcr6nf6hUWov47HqZziUFfGd2FTyx45ZB1N//ud/zp/92Z/xzDPP8MILL7BlyxYqKysZHh6moaGBX//618TjcX76059+G+f7Jwen5OKhqidQ9UwX0I22iQtCRijzVqPSXoMsyKZAQBTEgnye6bCt9G7muOZlW+lVlniWs2gG5alxdMRbsx5p1wcYDY2x9Ai9yW7TCjOmxrgUOW9J9D/c9SUtH11hYKAfl8vNXdt3UrWkmqH0ILqhIwkSsihz3wQPO4Djx4+YiLKapnH1ajOpVCqPbzieMRvv5ivUQp/Sk8S1GE7JRUPAehV7IvBNrltPEATmuOabhD3DSiiPzA2gGNAQPIqMjDpFx9pkErSIiFvyIAoic5zzqHRUc2TsK8vPWpVHZ4p7Ku7n48H36Uv15Fbia3zrWVpk3eE5W4ymRxhJDxWUABmHS3LzT53/i7SeotJRzd1le6lwVFtymXQ0FnoWz8i8tiFwdMpg2sAgocXpTXbnSkw20ca+igfZVbYPxUjjEt0IgsBwaoieRKdZYdtCbd7AYFTJmCB7ZR9bSnbklZogo39UIpfyas8v0dBY6lnBnf4N2EU7RVlrkYFUn8X16+iGTmeinf7ePn5Y/+Mb6r6cCn5bMSW2UlNpSRZsM+IwznHNm3KRltbTDKcGcUpOSm35uoKGYfDVyGdciV0Gw7Ds9FQNhfOhMzMKpkpsZZaiuG7Jk1UeN8MjF/FE1tFhXIy23jWXeyoe/Heze6lx1vGDuh/lvEX/VGxnZh1M3XXXXfzN3/wN/+N//A9efvllXn755dx7hmEgyzJ//dd/zbZts+Pk3MbUuFlhNEVXaIk1E0iPUm6vZJFn6U3vM5Ae40TgiGkSGOcg3czKaLpBbioMpgYsuT2aoTGUGjQFUyPpISRBMk32GhpNA+cZ7c9kHuLxGIe++oJN8a08tufpjIed7GWBeyHSJKLrRP21yVBVJS+Yyvh+bciRXn/T8wvLbIdhgE20E1OjBTNHM+nSvBK9ZGlYDBS0d5GQWFy0jLH0CAElkJWsMJjrms/9lY/kuHEpPcWhsYOmz8uCjSWe5dOeWyHYRQeP1TxDWAkT0yKU2spuqZ1OWA0hMjURXEAgpSVzk+Zgqp+3+1/ngYpHaI+15N1z4y3qMwmkgBllcXVD58jol4xl741651z2VNyHV/bldYSt8t3J+fBptAkyAhKZjLSVzpeImOOkrfGvwyMXZcrHaoQqZy2qnqYxcib3nJ8OnqA11sKzdc8jCRIPVD3K+wNvElQCCIiW3YyqodAYOsO2srtN790sHqx8nHcHXieRtdPRDY0V3lU3db8BnA+d4VjgcG4B4ZP9PFL9VI5E3RJr5mqs2bI7eCKm4npOxPbSXXw4+LapRLa9dNeUAUmlo5rn6n9MUksgCtK3YilzI/hj15WajBuaTQ8cOMDdd9/Nu+++y+XLl4lEIni9XlasWMFjjz1GXd0fPr34fYKiK1yLXWEkPUSprZwlRcu/1QcgrIT4Xd8rKIaKaijYxgUca5+/4Tq2Zmi82f9by7LHat9atpTs+HdbkfhkP7JgM00ckiBZpvC9ss+6VKGDEszfh6IoNJw4xj1776fGX/g+X7ZsBefOnTZxfYqLS3C7p/7O1/k2cmjsi/zsABILPYtzxORCwZRPtpYJMAyD/lQvbbFrWeuQqbuoJkMQBDYV34VP9jOUHiSshCi3l+dJY0Cm7LO7bB9fjX6eFRvVkQUbc13zZsV5KwSfzXfDoqNTodxeUVBDyiE6qHbU0m2V7TFUrsWv8GTND/hm7OucifNa/0bu9E0tXTIRpbYyBtMDU26joeUJo/Yku/hd32/40Zw/zwXzuqHjltw8U/s8R0a/pCfZhSzYWORewrXoVcv9SkJ+Q8sizxIWZTskh1NDvNX/27x7UUMjrAZpj19jsWcZbsnDD+p+xEh6mI5YK2eCDSiYrXMGU1NzqG4UPpuPF+p/Sn+ql5gaxSv7KLWb3SkMw2AkPYRmaFQ4qqZsjulNdHMscDjvugPKGB8MvMWBrLjvxXDjtCK0ElLuu5wO9a65PFL1FMcChwmkR/HZ/Gwp2WEpymuFm9Gquo2bxw2nJmpra/n5z39u+V4qlUJRlD9Z0c6pMK5MndZTWZ0iGyeygc2N6OXMBF+OfEpST+YmYMVQUDWVb8a+4r7Kh2e9P1VXeaf/dctASkTCITots16qrtAaa2FUGaHMXs4i981nx6ywpGh5diC8PtCNk0utJvRSexll9gqGJ/FlDN0g3mS2UZAkiVAoSGWlNY8EYN++B7h69TKpVApVVRFFEUmSefLJ/dMGmcu9KwmqARrDpxENEZUM1y2kBLkUOc/yolWsLFrNJasuzRKzZpFhGFmj0qvTDv6FoBoax8YO80DVo1Q5qvHLxZwMHs2Zn67wrmStbxND6QEkQeLRqqfoTnSS1tMs8Cyi3jn3O53u98o+FnuW5ZFnBQQcooMf1v+EkBKkP9lLelLWxcBgODVMhaOKJ2r2W+5bMzTOhk5xKXIe3dBY5FnKpuK78ia/u0rv5oPBt2ZE8p947IQW58OBd5jjmkdj+AwxLYpLdLOp5C4ernoSQRAwDINf9/wzacwZEhGRveX3IwoiA8k+2uItiGSkUErtZQym+izDdsVQ6E30sNizLPdaqa2MhDOeJ5kwjnFeoRUSiQRdXR04nU7mzJl3Q0bwgiAQV2McHv0SxUhjGAYLPYvZU34/NtHGaHqEDwffJqklMmcjCOyreLBggD/esDMRGUeFEGPKCGX2iml/K1mQ8UhFeYrq06HONYdnXD+c8fa38d3Bt2Kq89/+23/j3Xff5dKlS9/G7r/XODz6pVmZOksufqz66bxtk1qCmBbDJ/tn7Rs3Dt3Q6U2aTVoNDNrj125on0fGvmIobW01oaNZKiRH1Qi/6/tNLoi0CTaOiYd5tvZ5Sx5FRA0znBrEIxdRaa+e1URsF+08VXOAz4c/YjSdWclXOqq5t+IhUzluHI9UPclnw7/PqHkLAk7Rgd4koAbN2QJN0/D7p27z9fuL+c//+f+hoeE4nZ1tlJdXsHXrDsrKpm9VFgSBu0p3ss63kfcH32RUGSVtpBhKDzI2+iXtsVYeqHwMUZC4GDmHbug4JRc7SndbGh/3JLtuKpDKwKAz0Q5ksjG/63slTyT1TPAkp4MNiIgIgoCOzkrvnezMapFNhKIrhNUgHqnoplbTQ6kBhlIDFMk+5rrm33RZYW/5/ZTZKrgQOUtaTzPXNZ+tJRmhQQNrzpeAQLmjwryzCfho8F16k925ctDFcGPWDPcl5OxzXeeaw6NVT3No9AsLWx4KZiMNDLqTnXQnr0tEJPQ4R8e+xjAM1vjXMZDqy5bAzBAEgUpHNV+NfM6VaBOqoSIg0Bg+zV0lO7OkdNGUs5OQ8E7w92yLXeOrkc9QjLQl70wSZMug4ujRw3z66YdIkoxhGDidTl566Wdcu3aVQ4cOEotFKS+v4KGHHmfp0sJlu4FkH1+MfJwX4LTFr6EMqzxQ+Sjv9L+eL7JqwKdDH3Cg7iVLCxcrLzrIBJ9JLbOIXFq0gkBg1MwXRaLeNYd5roUs9678zpTdbuPbxbfmUFiolflPHR0Ja2XqnkRnTpla1VUOjnxCW6wFUZAw0NlYfBcbCmiNTAUh63RuJa4oTMMRsYJu6DRHmyy1oGBcWNPMdTo0+kVeEDmeHTs0+gUPVj2e284wDL4e/ZzmaFOWdGnglX08Vv3srEqSpfYy9te9mFuJOiUng6l+Tg4fI6ElWORZwtKi5bngyim5eLT6KZJakrSexit76ZN6+KfTf59HJLfZbGzatHVGQqxut4fdu+8B7pnxeU/EiDLMmDKWx8lQDZWeZDfD6UG2l+3irtKdKHoau+goGHC2FgikJCT8tmJ0wyCsBqct/cmCRFpP0xa7RlyLmQj+kCnnjN9qlyIXqHXW5UQiDcPIqb0LiLkszd6K+woGuVbQDI0PB96mP9WLQWaCc4gOnqo9cFOigKIgsq54I+uKzVoNS6ezAAAgAElEQVQ6LtFFvWsu3Yl8Q21JkFjvL/xcDqcG6ZsQSEHmO0pocVpiV/KVxV31HKh/iXf736A/2Zv7TjNdkjb0CZpX00E1VE4Gj7HatzajZVZgONYMjUOjX9CV6MgFBeNinUcDh/hh3Z8hizKKlp+REwUxJ/o7nBo0NTSMQ0Cg1FbG7vJ7Te4FXV0dfPbZR3kdr+l0in/4h79D065bxIyMDPPb3/6SF1/8KQsXWpuIn7ZQ3tYMje5EB1ej1tpwuqFzOXLRstNsgXsRw+khEx9KR8+JVa7yrqEl2syYMopqKIhIiILAA5WP5TS5buNPB39aDLHvAKxajyFfv+jr0c9pi7WgoaEY6axo3jFaos2zPp4gCCxwLzQFTiISSyak6GcK3dBMulIToRgKp4Mn6E/25r2ekXYwB5Ed8ba81y5FLnAlegnNyFy7YigElDE+Hfpg1ucKmSDJKTm5ED7LO/2vcyV6ic5EG4dGD/Jm36umwdIpOfHZfAiCQF3dHF588adUVWUsaVwuN3fffQ8PPHDrjI2nQm+i2zII0gyVvmQPkJnUHJJzysydKEiWWlaiILGxeCt3+tcjIGSySgjIyKbtRUQ0XeOfOv+OgyMfz0i8UzUULoTP5f5ujl7KSUAoRhoNjdZYC4dHv5x2XxNxNniSvqxYoZbdV0yL8tnQR7Paz0yR1tO81f8qPYn8DG+ZrYLHq58tWL4CGCpgFqwYiukZGcfDVU+w2rcWh+hAFmQWuBexv/aFrBnvzJHSk+hoVDtrp+xS7E50FgyEepKdPFVzgFK5DBEJWZApkrw8Wv10TgrkXPiMZbAiCzL7a1/gQP1LVDvNgrUnThw1dbwCpFJJk9eeoih88cUnBa8hVEDnS0IirAQts3o6uqVaN2RI/EVSUV6QLwsyW0t25jJNsmjjqdoD3FNxPyuKVrO+eBPP1f1k2kAqqkZoCBzji+GPs2PdzEu7t/HdxbeWmboNayzxLKc5eilvcBMRWeBejCAIma67aHMBFeITLCmafYfKrvJ7Ge37bSabkBVwLJK9rCuevUaPLNoosZXmOoqsMKoM897A73im9vmcAm8hYcrJr18In7XkKgym+olrsTwtp5kipaf4ZuzQpAyPQkAZ5Ur0MndMYTS7cOFi/tN/+sub8rMrhLgW5/jYYdri15AEkRVFq9hYfBeyKKPqSkHCrizIU+oWjaVHaY1lyMYLPUtYXnQHlyMXLL7XjC3RwZFP8u43FRUJCUHIhP66kdElmi1pHchTLrfS0tJQaY42saN0z4z5c5eiF0wT0Pg9ktQSJPUkDYGj9Ca7M4rl/s039NyM49jYIYZTg3nfkYBIhaPCMkgA6Ii3cTJwjKAyZhloSEJhM1xZtLG9bDfby3bnXouqkSkXMVZwSS5EJNySh9XedTRGTltuJwoSgqGaAg4BgUB6jNPBBsJqCFmQWVa0gp2le/NsmgoFKyIiSQte5TjicetSWiEMDxfuVK111hFUxkznoaOzyLOEs+GTps/Igo257vmW+7OLDvbXvcDFcCPt8Vbckps1vvUmI3RJkFjsWZbHHZsKvYluPhh8G93IqH1di13ldLCBZ2qfm9a4/ja+27gdTP2Bsa1sF0PpAUJKME+Zeld5phSU1lNQ0KTUehU1HdySmx/W/4SuRAfdiQ5aolcJKSFe7fklFY4q7qt8eFblkV3l+3h/4E00Q7McRCGTYj8TPMG9WYL7Qs8SWmNXTRpFkztdJhN8xzEeaBaQW5kSA8k+JAveh2qotMauWgZTw6nBTNBr6Cz2LC1o/3GjUHSFN3p/TUyL5Uqm50KnGUj183j1s7w38GbBYEpAKOjLeDrYwMngsdzEezrUwEb/Zjb4t3AqdDyj+5Ll3zxQ+RiXLIKs8aPsLs9YBzUGTzGszNwYexwScl72sxBvBwMUI41sMRzF1BhnQg10JzpwSx7W+zdPEVQIhJQQ7w28gWIoGBjEtRgHRz4hrITYULJl1tcAGSmJyYsbA52W6BX2Wpi9Xolc4qvRz6YkKGdI+6sKvj+OoDJGZ7yDiBpCtJDvKARZkPM6areX7aIn2WniY41LOFgRrnVD50LkXC5wVQ2FK9FLiIjcXX69dF0t1dB6roV4WxzBJuC5w4NzoRNN0Ka0M1m5cjUdHa2W2SkrlJYWzgCu92+hJXolQz7PjkmyILPOv4lyRyUrilbRHL00QQhYpsxezkJ34U47u+hgffHmglYus4VhGHw2/FFetlk1MvzBs6FT0yrk38Z3G7eDqT8wHKKD/bUv0pvsZiw9QvEkZWq35MEu2ElYDMTjYn03AlEQKbdX8MnQB3kPc0Yr5zVerP9zy8xLTI0RUgL4bH6KsoTTWmc9z9a+wLnQKQZS/YSUgClrYWDkaR7tLNvDcGqQmBZFMzQkQcIjFZm89Ba4F3MxfM60P7vosGz7NwyDllgz50KnSelJ5rsXsaF4S57Bp120Fwz6HKKZ+3Q6cIJToeO5yaU52sQSzzL2lN93y7JTLbHL2Q7L69eZMUzu5UzoJMPpIctMkEN08mj105ak1qAS4GTwWF7WRjNUToUa+EHtiyzz3kFnvD1TOsqKSZ4OnrA8P0kQ8Uge6l1zOTZ2qOB1jGsz+W3FhJWMEbOBgSzY8Mt+VvmuOyFUO2rpTLSZ9uGQnJa2MDE1xmu9vySlp9DRCShjDKb6qbRXk9CSptKV31bMpcj5XCA1DtVQORU6zhr/+htq5CgUwFj9PoZh8M3Y1wUDqfFyqkfycDV6iVXetQUzckfHDnE+fDYjMIZgKbpptX+v7GNz8TaWee+4/rog8FjNs7zX/zvCahAQ0NFY4lnO1pIdOEUnJ4Lf5DiWBgbFcgmjynDe/seV7LeWZspdiqJw8tUThMfCjP8cwbEgnkEPux68Z8oM6p13rqeh4RjDw4MoSsaORpJkU4lvHOXlhYn+PpuP/XUvcCLwDT3JLtxiJpMU02K82vMrZCETvAbSGcL4Us9yVnhX/0G1kEJq0LIDWjM0rkWv3A6mvue4HUz9O2AqrydBENhZtoeDI5/ktWhn6vU3J8l/KXLRJNZoYJDUEvQku/JEMnVD58uRT2mJNiMJMhoqC1yL2Ff5EJIgUWovY2/F/SS1BL/oftkykxZQxjg4/Am7yjOD6nP1P6Yr0UFAGaXEVmbZgbWxeAttsRYSWgKNTGeRJEjcY5EBgMyEczFyLvddXQyfozV2hQN1P8aZFXWsdtRiFx0oWv4gLQsyq3z5RqwRNczJ0LG8CVQ1lBxZuFBAG4/HaG6+hGEYLFu2gqIir+V24xhI9lvyoQx0TgS+KVgWrXfORRYky7Jje7wVw0KM0zB02uItbCjeYrre+e5FDKcHLcpvek7BvtxeQSxhtrqwCTaer/8JsmDDITkJpMe4GGkkpkaZ717IYs+yvEDhrtKd9PV1o04oKcmCzN2ley1/27Ohk7lAahyqoTKUHqBIKiKhx1EMBUmQkRC5t+JBPh3+yDJwFhAJKgEqHJWm96bDHNd8uhJmzl+dc47pvFN60nLCHD8HSRBRDZWgGuBE4Buuxa7yVM0B03PQl+jhQvjsrPk0ZbZyJFHmQuQcaT3NHb7VSNn7xS25+UHdiwylB4mqESrsVTnNrnXFm1hctIzOeDuSILHAvYjXe//N8hgiIjE1gt1exvnzZwkFQ+TFtSokriZZ/uDKKc/VZrPxs5/9Rxobz9DUdAG3201d3Rw+//xj0mmzjMNYcoQrkUu4JDf1rrmm78xvK85JvWiGyhu9rxBUArms4qgywlLPCvZU3DfTr5PuRAeNoTMktAQLPItZ41s7bTluLD1KTItQZq/MW9RJglTQpEn6FiRibuMPixn9gitW3BrLhtuYGZYULccteTgdPE5IDVPjrGVj8VZTN8xskenYMq+yDcwKzKeCx7kWu4KGlgss2hNtHBs7xI6y615aTsnFMs8dXI1dtlyNt8QypPm9FRktm/nuhcwnI0Kn6AoxLYpHKsoNjJmg6yUuRS7Qk+jCbytmtW+tpa9XXItnJpwJ16Sjk9STXIycY2PxViAToD5a/TTvD/yOtK4gkMkCbS7ZZirfdcbbLQMZ1VBoi7VYBlONjWd4++3XEUURw4D333+Lhx9+gk2btpq2HUeJrTQTpFp8Z5lslfWKuT1+jc5EO27JzUNVT+SVUcZLeFYo1Lm5yreGpkhjLmMI43pV23OTxpaS7fQmu02aVhv8W/BMaI8vsZeyc8K9MRll9nL2173AycBxBlP9+G3FbCjeUrCE2p3osMz+CIjcW/kgITVEf7KXYrmEZd47cElufLKfoDJm+oyOdsMCtXeX7eWNvldQDQU1628pCzK7yveZtrWJdkRBtFSYN9BRjfzAcCw9Qke8jYWe/C615qxMwWSMtwkU6uobmZBJGkkNcS50CsVQSOhxvLKPbSV3s7homaXXnlf25QXb5Y5KInGzMruBQdG4CnjLFRTFXJoXJZE3z/8W7xIfSzzLWeNbZ5kVtNlsbNy4hY0bMyXYoaFBPvvM3Ejg2+ZDWZbm69HPAQG7aOeJmv0Fx8SW6BVCaiifC2ioXIldYn3xZks5hMk4ky2Zj/8Oo8oIzZGL7K970TIznNQSfDD4NqPp4UzDhqGx2reWbVkFc6/sK2B9I7PKe6dpf9NBMzSuRJu4Gr2MLNhY6buT+a6F32k9tz9mzCiYuhGZg9s/6M2hzjXHRHa86X0659Aaa7HIiBhUThpcM0bDk1uNVZoiF9heujvv991Vvi9nQTF59a4aKlejl9lRtic3AGmGxuHRgzRHLyGQWbFtLdmZG8jtooO1/o2s9Ztb1CdiODVobQNjaPQkunLBFGQm8h/N+Q8MJPtI6UlqnHU4JRfJZJKmpvNEo1EWLFiIVCxBAbNXq/b9SCTM22+/nmvtHseHH77DokVLCvI8lntXcjJ4vGCPlYFuqS007ncWVkO80/86P577f+WUnBd5lnA8cNiUJcx49M1F0RXThJYh2r7IhfBZ2mNZoq1/fV6WssJRxePV+zk69jXD6SHckpsN/i0z4vxMRrGt1GQyXQge2WvZ6JAJjLxUO+tYVnRH3nsb/JvpmxT4SYLEXNeCG2peAPDZ/LxQ/2c0R5sYSg9SbqtkhXelpUaWJEis9q0zNVKIiBiMB8rXoRgKvckuUzBVSHpEFmT2VtzPQtdiGoJHORs6WbAxQEMjrIVyf0fUMF+MfIwoSKbjTURSSxBUgqz2rjd1+smCzFrfxtx95PcXI4oiup5/DpqhErGFSadTBNMBrsWaeab2+SlVxwEqK6uoqqqhr68XPWuH41zoxL3YDSK5LlJFS/PR4Lv8sP7HlvvJnLe1dc5Asm/aYCqlJWkIHs0bWzRDJapGaQo3WjbvfDr8kUn492KkkTJ7RU5G4oHKR3m7/zXSeobbZWAw371oyiYYK+iGzrv9b+RllXuTPdzhXT3lguY2vj3MKJhqbp59S/5t/OERSI8ykh7GZ/NbCl0u8SzLOptfF1sUEam0V1Nqy5/00wX8pFRD4V+6/jc1zlq2luyk1F6GKIhsLtnGpcgFS+dzQRBJaPFcMHV49Mu8lmDVyKixuyWPaZAfX+FbcRs8clGBzIVgya8SBZFa1/UsSE9PF//6r/+AYeioqoosy8ydPx9jh26Kp0RBYpmFqW5T0wWsgi/DMLh4sZFN27fSGruKYijMdS3IZZJckpvHq5/hd/2/MX0WwCcXk9TiBQn5kAkau+LtLMh+Z17Zx47SPRwZ+zJ3ToahY8PO7/oyx5nnXsje8vtzJVDI8Pg2Fm/NCz4no9pZw1O1Bwq+/21gnX8j/ckeU1BS7agt2DBR66pnT/n9HB49iGooGSVs9xL2lM+8tGMFh+ScsZL11pIdGIbOxUgjQLZstiR7H+T/nhISbsksWrvEs4JrFgsfHZ05roxKuCiIBQOpQlANleOBI5bBlG7oHBr9guZoU8ZM2tCoc80lpSUZUYZwiS7W+TezegIPbvPmu2hoOGoKpgS7gL06u3hCJagEaY1dnZEx9Ysv/pTXXvs3uro6EEUR7yovgs38jEXUEEFlzDJrXSQXmUy5s2c2JY9rHEPpwZyh9kRoqHTE20zBVFJL0JfoNh1PNVQaw6dzwZTfVsyP5vyM7kQnMS1KtaN2SmmNQuiItzKcHsp7NlRDoSnSyBrfuhll3m7j1uJ2ofaPAJqh8cnQB3QlOrIrYINiWwmPVz+Tt3qWRRvP1D7PqcBxmiLnUVEQEBhOD/Kbnn/liZr9OTXyakctfakey+Ml9QTt8VZ6El3sr3sxl2qvctTQHr9myqaICDnyuqIrNEebTOWtcS2t8UE+pkb5cuQzurKq23Nc89hdfm/eJFpur6DEVspIeiRvJS8JEmv8U/uiGYbBb37zS1Kp6/yWdDpNZ3sHmxdtpauuPVsaM9DR2V66y+RDBxk1dKvMra7rjCSG+VX3P2b+NnROCEdZ6V3Djmxmr8pZwxLPclOXY6aEtjkbFE1xDegkJqo6k9HHme9eSHv8GgktwZngSZLG9W064228P/gmz9Y+j6ortMWvEVZDVNirmOua/53KKM9xzWN76W6Ojn3NOGG6xlHH/ZVT63wtLVrOYs9SomoUp+T4g7eci4LI9rLdbCnZQUpP4pLc6IZOR/waiilrKLJ8UnYNMte+2LOUa7ErqIaa0wDbXbYvZ55cai/HJthmpPk1EWE1ZPn66eCJnMbbeBDRl+xmjW89z9RdtzhRdZWR1BB20UFpaRkHDrzIm2++iqpqaLqK4BUp2VeMIF6/l1RDoSfRNaNgyuPx8MQLz9I+1oqsyFwW/n/23uu7rTNN9/ztgAwQAHMSReVI5WDJtmTLli1bzq6yK1e5uru6etY6s87NWbNm5qbnj+jVa07P6dOnKzmVc86WZVmWlaksimLOJHLcaS42CBHEBgkqWKoqPlcSgb2x4/e93/s+7/O0l1CFF80OXwus9q3jdPREUbnVLtotuarT4RRd6CUYTm6LcnFGz5jvjsUmk4rpkxAF8YZFPbuTVy0zbwIi/ene+WDqNkD653/+53++HT+s6wbp9I3YW/ztIKUl6U11kdSSeGVf0YR3LPxtPkDRc3pAaS1FSBkv0teRRZmYGqEn3ZXvvNLRyegZhjOD+dJNjb2WS/HzJbvgwOROZPQMi3PyBlX2ai7EzxYFBjsqd+X1eFI5nlOpTqiNga1ohsaL/f/JWHYk//tRNcLlxAXafBsKslSLPMsYzgyRVBNIgoxddPBAzSOzlkiHh4f49tuv0bTClaeuaxhpnV/v+S0BW5AW1yJ2VT9Ic4n9eTwey5W5bLOhbshiuIz8dTbQGc+OUe9szPswtrgWMZodJq7FsAk2EGB9xSY2+rdyLtZO1ijtOC8IIjsq7ykqN9lFRz6wHc4MFtxD856lqbJV8+bQq3QmL9OT6uZqsoPOZAfLvCtnLcV8n6h11LO+YjOt7sVsDmxnnX/jrHpUQ+lBPhp9h8Ohg1yIn0FAoM7R8L0HiqIgmsbUgpCbQBfTk+rKd7M6RCeP1D1haUdjiu0uwSv76Et2o2MgItKf7qHGUYffFsBvC3Axfg5Fz874nk5H0FZZkF2axAcjbxdlQnV0xrIjbA6YnKaLsXO8MfQS7T2n+O7EN5zsPc7mVdvZe/+jrFy5ipaNi4iuDIGj8HgkJFrci2YNZHRD56ORdzgU+pIBtY9+o4+MnrYsedtFOzsrd5PR04xlx5AEKV9+dEpOaux19KRMDqQoiPhtQR6vf7aszJRbcnMpcb6omUAWZHZXPZhfHE7CITo4HT1hGeAohsK5WDsOwXFdDRBWGM4MFL3bYNr2LPeutFz4zePG4fGUXpjNB1N3OI6Hj/DeyBt0JTu5lDjPmdhJWlyLCgaEj0ffK3rpDQyiSoSN/i1Fysmfjn5oWY5LaUlWV7RhE+24ZQ9LPSvQDBVVV8nqGcsBW9GzrM9lgVySm1b3EpJagoyeJmAzCcmTKW4whfJORY9bEq+bnAtY7l3F1eQVLieKhUsBKmwBqu3XJh+baGOVbw2rfG2s9K7hrsp7ykqbx+Mxjh07UhRMAfh8fu7adjdV9hqqHbXYRBuapnHuXDsHD35JT083wWAlbrcbt9uNruv09fXkM1Q2m42VG1ehLdKKCP86OgLkA1BJME1lG53NxNUYqq6iGAou0RzMSxGNZUFmhWfVjLylU9HjhNWQ5baDmUGTdD7FBiajp9F0jQXuYjug60FMjfJd6BBHw98ykhkiYAvOyYtPMzSiagRJlKmw+cvKMI1lR3l98EWiahQDA8VQGEj3oRjZAh7Y7YAp/LgxJ6S6hp2Vu2fMIGiGylvDr+YCHDMon9RGW+VdS1yLk9bSpPU0qqEgCVLJbMokZEG2tHYBOBw6iFVqRUdna2AHY9kR3ht+k/GvxwkdCpHuTxPvjXHkm29Y1LqElpZWany1nImdLMqWSYLEnpqH81m1UjgTPUV7rjtXR88vDkVEJEGe8m+JvTX7ORU9xidj73M5foETkaOE1RAL3YsRBZGALcgG/xYWuhezzr+JrcEdZT9/giDQ6l5CX6rb1EATZARB5J7K+y1LpIIgELBXWmbmwdTP6013YxPs1DsbyjqGqYgoYeJaDKfoypHZ/ZyJnS7i1tlEG/dVP/i9Sj78LWGmYGq+zHcHoz/Vm9MNupZ2VzSFt4f+zC8W/EN+pT2TOKBmaMgUko6n8zYmMV0Y028LcF/1XlP+oOf/tdzGP42bVGWvLvDamw5RENkZ3MVXE59NI7ba8h5ZYWXC8pwUQ7Hs1ALwyB48eAgrIdqjJ4koYZpdLaz2rbWchGtr63E4nGSzhdfCZrOxaVMhH0JVVf7H//hXhocHyWaziKLE4cMH+cEPfsKaNW3s2fMQK1eu4dSp46a57LoNZIMZPhn9wPJYpw+1USXCu0Ov5/WRYlqUofRAyc48r+RjZ+WuWVWXG5xN9Kf7igJXM0gpVq3WDI1LiXPsrNo1437LwXh2jD8P/CmXLdUZygxwIX6Opxp+SJ1j9smkPXqCwxMHzZyeobPUu4L7qvYiCRJhZQJJkPPZvan4LnSo6NlRDZXT0RNsDtx1201nBUEomyPTlepEtyghG4bBgbHP6ElfzQvn2gQbbslDXIsX3G9T10pCR8MvB9hZuYtW92LL36tz1DFkIRRbba9BEATaoydJ9iRJdaSuSSHo5sLt93/4n/xf/+f/gyzLPN3wHO8Ov0lcjeZlXfbWPlqWMPDZ2CnLd9/AYEfwbkYyw3hlH6t9bVxOXCgqS3YkLuGWPOysNJ9hURDLzgaFlYn82NHkXMDqinX8qPmXTGTHSespaux1M+qULXIv4dnGn3AqcizPk5wK0y/xEG0VG8oOdqJKhPdH3iSkhBAnZWJq9tHqXsLe6kf4dOwDJr1X7aKD/XVPzcnnch43D/NX/Q6GVUcdmFo2w5nBfOms1b3YsiQXsAVxSMWilEvcy0w+wbRVjUN0WhK3nZKLxZ5leb/ASciCzOYZSMtgDvznYu2cih4nq6dZ6FrMtuBO3PJjfBc6TEyLUmdv4K5KMxMEZkAmC3LRYGQTbHkCt6IrnI+doSt5Bbfsoa1iI1k9zXvDb+YnmP50D6cix3iu6WdFqX1RFPnxj3/Bf/zHv2EYOoqiYLfbWbBgYb5NexLHjx9haGggr9Ss6xq6rvHaay+yYsUqZFmmsbGJxsZrsglmt05xKVMWbCz3XOONaIbKJ6PvWZZXSqHF1VqWPcpa33pOR46TnqJULwsyC12LS66gb5Y9+dfjXxQE7aZ5rsKXY5/wXNPPZ9y2M9HBoYkDBc9+R/wSSS3JeHY03wkVkAM8UvdkQXZnLDtqtUsERGJqdEZF7jsNKS1pKWWiodGZ6mDq3VIMxdKfbrK8/JuF/zuSINGRuMifB/6EomdZ4lnOev/mfIB5b9UeXh98GS2nAzap8barylQ7T2hxkpeSGKpVgKfT1dXJ0qXLCdgq+UnTr4ioIVRdpdJeXXbwUGphOFkmndoEcCpSrNquGSpnoifZEbx3TmXd3lQ37w2/MWXs6OVU9DjPNf18TgTxansND9TsozNx2fJzVVfzPLrZYBgGbw69QiyXZdUw7/OHI+/wfNPPWeJdTqtnMUPpQWRRtmw6msf3h/lg6g5GpkRHnYBQ4Hl2V/AeelJdKLppiiwhIQoie2r2WW6/ObCdK8nLpLRkntwqCiIP1FgLYwLsqX4YWZC5FD8PAtgFB/dW3T8rN+nA+Gc5zRwzEDkfP8PV5BV+0vwrftj0U8ttWlyL8Mo+03InF1SIiLgkN4vcS8nqWV7p/z1xLYZqmMKeVxKXEBCndbeoJLUER8PfWrYLt7S08t/+2/9Ne/tJ4vE41dW1yLLMyMgQDQ3XAqNTp06UsLwQ6Onppr7ezHJJ0rVyql2080D1Pj4Z+wAMAw0NWZBZ7lmZLzdltDSvDPyhpEmrFWyCjWZXCyktyYXYWULKBPXORpZ5Vhatmp2Si+eafs7h0EG6k53YRDttvo2s92/izwN/YiQ7VPB9Cakg0LsRTBoxT8dodiTPGSqFY+FvLT38elNdBX+bUMZ5ffAlfrHgH/KTddBWaUmw1tGKeC53OhqdCyyzkxKmfEc5iuiT0NA4NH6A8/Ez+XcxHAlxOXGB5xp/hizaqHXU81zjTzkeOcJoZoQqew2bAtvyAWirazGnjBOW+xcFsaARQxAEyy672bDMu4IT4aNF5W2n6MIvF5ZES3UcT2Z4S2V2p8MwDD4d/aBo7NC1JEdD3xRY55QLvy1Q4AAxiUmuXDkYTPeT0pKWGeT26CnurbofSZBvuoTOPK4P88HUHYwlnmUMZfqLPbPQCwxWvbKPnza9wNloO73pLjyS1xT5tFsL2jklFz9q+iUXY2fpS/dQIQdYW7F+Rv6GLJr6NvdW7SGrZ3BLnllXQQk1zvlYe8HAaGCQ1TO0R0+yNbjDcjtREHmm4cccmviSjsRFwOQY3WaLxsIAACAASURBVF25G0mQOBU5RkyN5vdrZj2sJxYdnavJjoJgKqUl+TZ0iM7EZSRBYvXSNsJfhDhw4DMkSULXDWpqavnVr/4Bt9uD3W5dGlIUhd///t/RNBVZtrFr1x527bo/f12WeldQ72ykI3GRrJ6l1b24QM/rSPgbYmqxKOJUyIKcPzcJGb8tSMAW5Pe9/54TVFXpSFzku9A3/LDpZwWKy2A+Gw/WPFK03721j/DngRfRDJOjZRNsVMiBkvdkrrCJdrRpnYZgEmQnLWhKIaHNfE0mYT5LWXpT3fnuqK3BHZYCoyu9a2bl69xpqLJXs8SzvEAbThZkKmQ/USVa9n4CtiBZPcO52OmCd1EzNGJqlIvxc6zJabwF7VU8YPG8AKz0reXrlQfoH+gryk4ZhkFrq3X5cC7Y6N/KlcRlYmoM1VAQcwvDvTWPFow3ESVcMliqshVnwvpSPZyIHCWhxljgWsgG/9a8iGtMjVkaMptjxxV2MfdganvwHj4YeavoOdzo31pwbOPZMQbSvThFN4vci5GnLIgSWgJL2RWMIpHledx+zBPQ72BU2qrpSnaSzVlqTPIP7qm8n4ZpbvVJLcGh0AEmlDHCSoizsVO4JU9JvoAkSGZrvnclLe7WAt2hmSAJUr5DaTZ0xC/Sne4qKndNrrSmEtOnQxZN/7jNge1sDmxnsWdZPvPy9cQXxMqccAF8ki/vEafoCi/1/y5PSs4aWS6fuETPiS40VUPTzBJeMplgaGiA9es34XA4uHDhXF5EMH8ehpGXRtA0ld7ebmw2Oy0t14jOdtFBvbORJteCvOzEJD4f+6hkt56ISKtrCRv8m0lqCZyiizb/Ru6r3sv7I28S06L566qjoxgq6ZzlRTlwSi7aKjZQIfupsdeyzr+RnZW7Z+2UKxeqrjCSHSooV0o5c99Wz5IZtx1KDxBWionzVhAFkQZnEzU56xuv7KPOUc9weoi0nsYm2FhfsZmdlbvyz+xYdpSj4W/zpfGALXjHlkcWuZfis/lJ6ynckoeNFVu5t/r+AgPiSUhI2EQ7preejoiELMg8UvcE49lxulNXLRsiREFimXdm/t2kUOyaxjZ6BrpIROIYuoEoSciyzPPP/4y6umJV9elQdTWXnVQtxxxJkFnta6NC9pPRMmSNNBo6o9kR/LYAFTY/hmHw6sAfi2RBJq/BQ3WPFfCzzkZP8+nY+4SUCVJ6kpHMMBfiZ1juXZXz7dQ5ETlqWfb2yj7LzsfZELAFCciVjGSHyOoZHKKTrcEdbPJvRRAEDMPgk7EP+HriC3qS3XSnrnAqepwFrtZ8kGcX7ZyOHC86LlmQaavYUCS0PI9bj3kC+l8oZFHm2cYfcSl+gc7EZVySm7UV64teIsMweGvoVaJqpODFOzD+KVX26u/9pTPNXr+g3cKwGMwy5fSU/VxgZYo7uV/rgWdj/v+X4udI6amC44qfi6Gr0xScNY0rVy6TSqVYuXINW7Zs47vvDiOKIoIgkMmYHVZToShZvvzyU+6+exexWJTDh79mcHCAxsYmtm/fic9XSMCdiUeywNXK3tpHc92K1zr2snqG8Wyx5o6BTmeygz08XHKfhmHQkbjExfg5REFglXctK7yrb0kgsTm4nbAaymX/TG/HBa5W7q7cPeu224N305PqKvDwE5Hy/J+Cc8KgwVG4sFjgauWnC36NZmimPtOU8zsbPc3Bic9RDQ0w6Ex2cMZRzxP1P7gjO6AEQWCFdxUrvKvI6hmyehabYOexuqd5e/i1XGnN7PTb7N9OW8UGzsXaGcwMUGmrZG3FBnxyBaquYsWIE6ZowJVCV/IKn45+mG8mqHmwlvszD9Hb0Y3L5WLduo1UVBRzLafjXLSdgxOfIyCgoVNlq+bRuieLFhmmzZLGcHYwn9kZzQ7z7vDr7K97GrvoIKklLH+j0dlcYE+kGWqR8fSkFMzxyHfcW3U/TslFY65ZY+rzJQsy66aMHXPFUu9ylnqXWz6HlxLmmD55XJp5G3lv+I18c5FPrmC1r43zU2gSkiDhlXwst9Amm8ftxXwwdYdDEmRW+dbO2AI/nBkiqSVK1NZPlEzb3yp0p65yNtZekkQtCVLZatJWWFexqaiUY6qeBxARiGsxJkUel3tWFVg1DGYGirRgjKw17VoQBBQli8vlYv/+p9ix4166ujpxu9388Y//C10v3s7MaA3yb//2L6iqiqapdHZe5vDhg/zmN/+F2lozg5LVs7S6lnAu3l7UfVXrqOOx+qetj2mGEtlMPCTDMPhg5C16pths9KZ6WO5ZOSfj13IhCRIP1e4npkYJKxP45aBl950VKmwBnqj/AacixxnKDOCVfWzyb+Vw6GsiaqjAQ3Cxe2lJTZ3p1yOjZ/hq4vOC660aCsOZIToSF8sSlIypUb4e/5LulGkIvMq7lu3BnQXlmZuNjJ7h09EPTN9IQcApOriv+iFeWPBbelJXyWgZHJITxciS0BJsCmwr2kejsxmn5EJV1YJxQhKkGX3hJrLjfDjyTsG7NpIZ4rjtW3784K/KDsQH0/1FHbyj2WHeGX6d56c1JBiGweHQV5Zdmd9MfMVdlXeXLPFN51qFstbdvzo6PVM4eHtr9/PW4KtE1HDe+9AcO9aVdX4zweq9PBc7balJldHTjGdHqc5VFO6t2kO9s5H26AmyepYlnhVs8G+asatwHrcH88HUXwHSeopStfWEar2Cu5U4F2u3HCjAzCrtrXn0uiwUJtHibmWzfztHw4dzTuwGbsnDE/XP4pMrGMkOEVfj2AQb52Pt/KHv36m0V+XNoqfbRDhaHKQupYoW7l6vryCbVFlZlffaq66uZWSkkMANEAxW8s47rxcoq6uqiqqqvPPOG7zwwm/4JvQVp6MnEAyTRDwpKigi4RAdMyp820Qbza6F9Ka6CidFzIm9FAbT/QWBFJiBxKXEedb5N+Y7KW82fHJFWS3xYJaSDk18ydnYaXRDxym5uKfy/nwJqsnVwsnIMToSF5By5rDTPc3CygSKrlJl0UE2kO4zDWin/a5qKFyOzx5MZfQMr/T/gbSeyncntkdPMJod5qmG58o6x+vBe8NvMJQeNEt0BiQ0lQ9H3ubZhh/T6GzmzaFXiChmE4OBQaNzAY/WPVHQIi8IAk/VP8d7w28QUcOmYbIg8kD1wwTtpYni7dETRd6Xk5ydkexQWTIXYN15Z2AQViaYyI4XjAeKkS3ZfBNSxqlzNKBZdsrKLHYvK/ibS3JbdkQCeKZ4NbolN883/dwU0FVj1Djqyn5urwfTr2nBZ1POTRAElntXlRXoz+P2Yj6Yus3o7Ozgiy8+YWJinObmBezZ8xC1tXMry9U7GiwHDFmQS2rK3EqoJSwebNjYW/MoLe7WG/6NLcG7WFuxnqHMIC7JVdAWbA7wg7wx+HK+1TmihulNdfNAzT7EaebIFRsryPZkERQRVVUQRRFJknj66edKrrwfeeRx/vjH/yjo8rPZbOzb9xgvvvg7y226uq5wMnosN0EV+s01ORbQ5t9Ii6t11nLTAzUP8/rASyS0eD6gqnM0zOitZ5bNiu+Lbuj0pnrKDqZGM8McCX3DWHaEgC3I1uCOgrLKjeCrfOeneW2SWoLPxj7AKTlZ4FqIXbSzLbiDbRYk+bAS4r3hN4jltI0kQeLBmkcLbDtsQunVfDn6UxdjZ1GMQrVxDY3hzCCjmeE8b+tmIqyEGM4MFb3fmqFxMnqMrJ5lIjtekAXuT/dyNPQt2yvvLtimwubnR82/JKyEUHSlIOA0DIOu5BXOx8+iGzorfatZ4l6eFz+dDgHBXKiVyemPl+A4ipi+nYZRSV+6h0vxc2BQwlcPvHIFdtHBjuC9BdkrWZDzZbGp8MheGhxNDKT7ipwZNvq3MpEd59DEAQbTfTgkJxsqttBWseGWc+hWeFYznh0tCjAlQaLGfnNU0ufx/WKegH4b0d5+ipde+h3j42Ok02lGR0c4ceIoK1aswustv41bFm1gGAxnBvMDhoSEz1bBfdV7v3d7EAOD3lRX0WBoatbsKVJkv17Ioo2ALWhpsfPhyNtE1cKOJx2diewYj9Y9xVC63/TTQqC5ooUf3PNjPE4voiixbNkKnnnmeZqbS7ccV1VVs2DBQsbGRslkMtTV1fHkkz9g1ao1fPXV50X2MgA2m53UqkTRqtvAIKkl2VP9cFm8HZtop61iA3XOBuqdDXmS/kzbjmaGGUj3WdpPLPEsK0vYcCg9wBtDLzOhjJM1skTVCB2Ji1Tbay0VtecCRVf4aPS9IlK1jk5UicxY5tYNnZf6f0dUjeRUs02l8M7kZZZ5VuaJzl7Zx6locYZEFmTuqbp/1kzE6eiJku3utY76fGlmLjAMg95UN53JDtJ6Cr8cKHiWx7KjXElcslTCl5AYnBYkgMmgCqsTbPRvLdoGzOYDj1zYjfvF2MccCX/DhDJGRA3RnbzKWHaERmczA+n+Ely1Jo5FDnM1eQWn6JqxjJtQ4wxlBooDM0HgnqrdHJz4gsOhg4xkhxlTrLXCZEFmV9UDVNqrqHc20OhsRtEVXJKLtgqzOcOq/NXqXsxwZpCklkAWbIiCwF3Be2hwNvHywO+ZUMbQ0MjqGQbSvaT1FC036J03G6odNfSmusnoaXR0JCQkQWJf3eM3/C7N49ZhnoB+B0LXdd59942CzIZhGGSzWT788D1++cu/n9P+tgR3UOOo53T0BBk9xWL3MtZWbLgltXXDMLiSvMyl+HkkQWSVt40FroX5wXmZdyUX4+cYzgyiGEpex2pP9cO3lFsyFSOZ4kkPIKRMUGWv5sfNvyKtpXL+aQ40TaO6uoZEIkEwGMTtLjYznY4lS5axZMmyor9v3LiV48ePoKpT2qJlmc2bt9KjXbXc12TGo1xtHEEQ5mSPsty7iiPhQ5aqnJPWNrNhOpEXTB7LV+Of3XAGNKklSp57KWPeSfSlegp01yahGzrnYu3sqLwXMAn/j9c/y1tDr+YMcA10wyRul5Ndq7RXIyXlooDPgOsyls3oGV4feJGoGslrb7kkN882/hh3rgRVZa+2LAmJSDQ4mxjNDlvuWzXM4CCjZ/BKxYuNqRjLjnIpcX6azpJCd6qL1b423LKbhJrIZ8ckzOM8FDqQz3ZeTXawwb+VbYEdDGUGiKtxanMeggBtFRs5F2snpSXzgaEsyGwN7CCihLk4JSMJFFjIaIaGS3KxI3gvS6Y8q9PJ5qXglFw81fAcMTVKUktSaavCJtr4YuzjomytaqiciZ5iS+CuOVkfzRWSIPFUw3P0pK7Sm+rBLblZ6V2DR/YymhlmODOEV/aVlamex52B+WDqNiGVSpFKJS0/6+vrvq59LnQvumE38tlgGAbvj7xF7xT+TVfyKqt9bXktJ0mQeLz+WXpSV+lKduIUXazyrf1encydktOy48cm2PI6R5ODZSaT5r//938hFBonm81is9n45JMP+bu/+y2NjcWD9djYKKHQBLW1dfj9xee0b99jjI+P0tPThSiK6LrOwoWLeeih/bw8/HtLS5yArbJg0DQMg6HMACktRb2zsUg/aq7wyF4erH6ET8bezwUtAqIg8Ejtk2XrL1llZcAkZau6ekOyCl7ZVzKMrLHPXD6zar4Ac0KersdT66jjhZbf0pvqJqtnaHK25FvRZ8Nq31qOh48UiGWKiARsAeqndRSWg0PjXxJSQvkgRTd0VDXK52Mfs7/uKYB8B+/ZKTxEAQG7aGNTYCv96V7Gpt0XAQG7YOffu/8VQRCwCXZ2Ve1haQn5g75Udy64LIRqKAyk+3mu8Wccj3xHZ+IyDtFBvbO5iECtGionwke4FD9PKvfe6egs86xgT/U+nJKT55t+zqnoMboSnbgkN+v9m1noXsTR8OGSHKItge2sq9iU88a7sdLbdP7eULrYKBjIWRaFqL+FwRSYwX2rewmtblMqRDM03hl6jf50Lwbms2UX7TzT8KOymzfmcfswH0zdJjgcjpKDw1xKfN83+tO9BYEUmIPu2dhp2io25FPU0weK7xsbKjZzJFzo0zYpkzD9uh848Dnj46P5TJKZLVR4+eU/8F//6/+R/142m+EPf/gPuru7kGUJVVVZu3Y9Tz/9XKH6ud3OCy/8IyMjQ4yOjlJTU0ttbR0jmSFiSnGWRUBgV9We/P8jSpi3hl4lpSVzbeQaG/3b2B7ced3X42LsHF+Of5Ijveu4RBdPNvxwRvLxdLhElyX3RRbkGy4lS4LE1uAOjoSK79ls593gbCpp3WPFz5ME6boyaS7JzTONP+KLsY8YzgwhILDYvZTd1Xuva6K/nLhYxIUyMOhOXkU39HxwfXflfQRtVZyKHiejp1ngWsj24N24JQ97qh/i9cGX0XP+dLIgoxsGSS1hlv8MM9D5dOwDvLKvQOx3EnbRgShIRQGVhIRTcuKUXOys3JX3uzPVwi34d+hEp6n5dyQuUedoZG3FepySi+3Be9gevKfgO5MLnOmlTFEQsYn2W9a5FrRXMqGMWXZB30ryeSmcjhwv6FLWAFVT+Gj0XX7Q+JPv/XjmMTfMB1O3CWbZZxvHjn2HqhaSmHft2jPDlrcXXcnOEp16Jk/qTqn3b/BvIaklaY+dMI1eDY0V3tVsD95d9N3Tp08UlOQmEQ6HiETC+ezT22+/TlfXVTRNzd+zs2dPU1NTx+7dxfestra+oJngaPiwJfdFQMiTTg3D4J3h1/J+XJM4GTlKnaP+uoKA0cwIX4x/XBCkJPQ4bw//mZ83/33ZgcCmwDYOTSv1mVo8m24KYXejfytu0cPRyGGSaoJaRz07KnfNykXy2wKs8KzmUuLCNT0eJPyyn6We5Td8XFNRZa/m2cafoBlqviPuemGVFZn8ZCoEQWBNxTrWVBS36dc46vhp8685FzvNhDJOUK7kWOTbIh6VaqgcCx9hf/1TRftY4l7GV+OfF/1dEASWeYo9IJ2i01LTzep8VEOlPXqCtRWl5ReWelbwTehgUQnagJt+/6Zik38rXckrBc+zhMRC96Ii7avvA2djpy07HscyIyS15A1np8vFJI+vJ3UVp+hihW/1bQku/9IwH0zdRjzyyBMoisrp08cRRQkwuO++B9mw4fo1mCYRVaKciZ5kQhmnwdnIGt+6m8IBcIhOy04bMyV959h1CILA3VW72Rq8i6gaxSv5Sqq8i6L1hGgY1z7TNI3Tp0+iaYWDnaIoHD580DKY0g1TtX4y0CileSMLMjE1hlNyMaGME1djRRPTZBv+9QRTZ6InLcsoaS3FYKa/7G68tb71pLQkJyLfISCgY7DK28a2G8iYTccK32pW+OYuSHhf9V6aXAtoj55E0RWWeVewrmJTXh7AFCy9yInId6S0FAtcC9ka3HHdk8RU2YHrxWL3Ui4nLhZk1QQEmp0tcwrSPLInbwM0nBnkVPRYkXE2QKwE98whOXms7mneG3kTwzAQMAOZh2r3WwYVq3xttMdOFXHHSkEp0d177fjNEvSnY+/nddQMdPbWPJrnjt0K1DjqeKT2Sb4c/4S4GjMFUj2rLX08vw9YlVoBEECfQUrhZh/Du8NvMJDuy9n5iByLfMtDNfvLdlf4W8V8MHUbIcsyzzzzHI8++jixWIxAIIjNduMp7aH0IG8NvYJmaOjo9KV7OBU5xg+bfnbDK4wV3lUcj3xr+eIvcs/+sk2uevrSPbhFN8t9q27pgGkXHVTP0va/adM2Pv/844IMoSAI1NXV53WmNE3FKDHYZTKF3XkD6T4OjH3KuDKGLNhY61vHXZX3UuOoI6KGi8sKaPhznIisninpXZfWiv3DykGiBKcIhDntUxAEtgV3ssm/lbgWwy15y5IU+D4wmx7Pd+FvOBE5ms9cXYifpTPZwY+bfnnLsxCD6X4uxM5iYLDMu5JmZ0su2L+PwUw/aS2V90eUBRv3Ve+97t8K2iotNZgExBmD5ibXAn7d8k8M5jr3GhzNJTlwlfYqdlc9wIHxT/PBjySIgJDTvLsGEZFqRy1/6vsPQkoIj+RhS+AuVvvaCrKZS73LaXG35syshbwUxq1Gi7uVn7n+jqyeQRZtswrf9qS66EhczIkprylbZ6scLPEs53T0RFHp1ytV4JGsn9GsnuVk5Dsuxy8iizJrfRuKru1ccDlxIR9IgVm61Q2dj0ff4+/c/9tNWUT8tWL+ytwBcDpdOJ03j+z4+diHKFNKcZqhkjY0vpn4iodq99/Qvitsfh6o3senYx9cm/QFgf21T806+E0SLCe7/CRB4tvw1+yve5pmV8sNHdeN4O67d9HZeZmenm50XUOSZOx2O88//7P8d2SbDVfARWKikNQuCAKLF18LIsezY7w99Od8ul41FM7ETpHUkmwJ3MXV5JWCMqksmAPgZFavxl5nTYpFvu6SR6t7Mf3pHgvDbM2SQzMbZNFGQCyfazUX9Ka6ORk5SlyNs8DVwkb/trIJ4qWQzVmHTM2kGBgoepYTkaPcU3Vf0TZJLcmZ6ClGMkNU22tYW7F+VtsVK3wz8RWnp8gxXE5cZJlnBfdXP4RbcvPT5he4krjMWHaEoK2KpZ4VN8QRsosONvm3ciLy3ZT7LWATbWwMWEslTEISpLLfw1W+tSzxLGcg3YcsyDQ4mxhM9/Pu8OvohilPIQsyNsFOT6orf+3jWoyDE5+jGAobprkg2EU7S6Y844qu0JG4SEQJU+2oZZF7yS2ReREEAccs3qSGYfDx6LtczdMcBC7Ez7LZv+2mmYNvCd5Fd6qTuBrLjY8yIgJ7ax+1DI40Q+XVgT8SVcP5zPPBic8ZSPey9zrH+YuxcyVoHAKD6YHbOk7f6ZgPpv7KkNEzliaxBgbdKeu2/LliqXcFC92L6U/3Igkijc4FZQ1yF2JnGMoMTPGjMgeAD0fe4YWW3962FmBZlvnVr35DX18Pvb09+P0BVqxYhSxfez2+DX2NZ6eH5AdJDM0g126DbJPZt++x/PfMSbtwZakaKleSl7i7ajfPNDzPwfEvGM4O4RSdbPRvYV3FpmvHIsrsrnqQL8Y/zguOmoKEftbMwDuZCSu9q2mPniCiRPKdaLJgY4N/S9k8jKye4Xj4Oy4nLiAJEmt862ir2HhT79k13zzzGMPKBJfi53m+6Rdzyh4ZhsFodoSUlqTO0UBYmUCyUD7X0elP9xZtH1ZCvDrwB1RdRUOjN9XN6egJnml4fk5aUmFlglPR40X2NZcTF1jta6Pe2YgkyGZGjWsZNcMwuBA/y5moWUpb6l3B+orNZQdZWwM7CNiCHI98R0pL0uRsJiBX8dHIu2bwXrGexe5lc8pejGZGGMkM4ZMraHa15CRF7AVl52ZXCz9q+iVnoqeIqhGanAu4GD/LyDT5BtVQORr+hnUzPD8RJcyrA39ENVTUXNbOI3l5tvHHt1SyoBT6071TAikAA81QORI+hFN00+a/vndzKhyig+ebfs6VxGUG0v1UyH5W+taUfEc74peIqdGC8cYcazrYkh0vabM0E2bSAJyXaJgZ88HUXxkkSr8MMylAzxU20TZn/s6F+Lmi7AiYE8wr/X9gQhnDLjpYX7GRTbOIUN4KVNT7WV2/Br8cLJhoDMOgPXoCqU6i+qlqEmcTqCEVW62N2rY6qquvlRHHM6MlMksSUSVCvbORpxufn/E4VvhWU2mv5kz0JAktTqt7CSu8q687YyGLNn7Q+FPORE9xJXkJh+igrWJj2fdPMzReHfgTUSWcJ9AfDh2kP93Lo3XFhObrgWlI+8WMhrTlIKZGeWvozyTUWL4Tss230ZL4D1BhUfY+OP55gbCqjoZuaHw5/gnPzqGrqjvZZRLvpkE1VLqSnSWzgp+NfUBH4nJ+4g6HQnTEL/HDpp+WtWiZWvLUDZ3XB1/KZUTNazuUGWSlt4fd1Q/Oui/N0Hh/+C360z3mvhFwSi6eafgRHsnLYKaf/lQvTsnJMs9K/LYAd1ddM7P+NvS15X5VXSWjp3GVCBQ+Hf2AjJ7Ov0uKoRBVIxwOfc19ZRz3zUbnlPsxHQcnPqPaUU2Ds+mGfycfXJdhH9OX7rY8JgGBoczgdQVTa3xtuY7Cwv1KgnRd8h9/S5gPpv7KIIsyre4ldCWvFNknzNRR832gVHCkGipjiqmVk9ZTHIscIabGbokBrxUmsuO8P/IW8Zxiukt081DtY9Q7TT6EZqjXbCv8Mv6d1zRfFKFQdNUlucFizNUMbU46WzWO2pt6/maZZwsbA1vmvO2VxCXiarQgIFENld5UN2OZketS/p6OiewEVv6S0w1pZ8M7Q68TUUIFAe2Z2EmCchUTyngBH2XSUmQ6+nKBw3QMZQYLJAtmg03MaSNNi6dExJILm1B2gsuJSwXZLA2NiBrmSuJSwSSr6gphJYRL8pQshV5NdhTZlqiGwvn4Wdb7N8/afXsqcqyoRKyqKh+NvItDctKX6kHNlaQOTXzFY3VP0+S65hzgtwUshUUlQcIhWpfWFF2xVEvX0elIXLwtwZRNtFt2ME4e1/HwEfaXMCefirAyQXv0JBElTJOzhdUVbWXrvE2HT/ZbNgMJCCU5VrNhcuF2IX4WMHJUDoH9dU/NZ6ZmwfzV+SvE/dUPUe2oRRZs2AQ7kiCx0LWYTf5iN/lbBVVXGM+OktKuCZOu9rUhl5EdUw2Vi/FzBdveKqi6yuuDLxFWJnIlBZWYFuWtoVdIayaZVsr5flmhNicoaXbBvM5Qpr/oO7Igs9K3xnIVHlUifD76EX/s+5+8O2Qa2t5pGEj1FXDwJmFgBhg3Ay7JVZYh7UyYyI4TtSD4q4aKU3Ky0N2KhIQs2HCKLvZU77PMDsklSLYSUpFKu6qrJbuwppvuTkIQBJZ5iyUHAAYz/ZZK8Kqh0Ju6JuZ7KnKcf+/5V14bfInf9f4b7wy9RtbCHLgn2WV57wTMRonZUKpdfygzQG/yWmZEy5XjPhh5q+B6bA/eXXQ9ZUFmk39bycnZlJS1LkGW6xBws7HCu7pkYwhAZJq+lhV6U1281P872qMn6U5do0qmEgAAIABJREFU5Uj4a/7U9x8kr3OcW+VbW1SWMwVd7dfNbRIEgfuqH+T5xp9xd+Vu7qveywstv70ubuXfGuYzU3+FcEpOftj4U0Yzw0TVKFX2agK2IJqhci52ls7EZVySi7UVG25qN8okTkaO8m3oUK59XmOhaxEP1jzKcs8qupOdXE1eQTd0JEFCNdQZVYhLlQFuFq4mOyxbvHUMLsbPs95vaijdW7WHD0feLtJY2lm5O7+f/nSfZRlzvX8z2wLF8gGh7DivDPwR1VAwMAgpE/Slu++4NmSfrQIJqVhUEfG6SNlW8Mq+GQ1py0FGT5ec8LJ6hicbfkhaS5HRM/jkipKT+WrvOk5HTxQonUtILPOuzJd/h9IDfDH2MRPKOCIiy72ruLdqT0Ep1im5eLj2cT4ceTvf9aYaKoIh8Lu+/49qew13Be8lpEzQm+rCJ1VQ5aixDBgkpPy17kp2Fpj8gmmp89HIezw2LTvilj0lshciTnF27lEpZXIDo+D6XPu+zkhmKD/5LnQv4sHqRzkU+pKoGsEputgc2Mb6itLyL7Joo9HZnFMCvzY2iEhllb9uBSrtVeyo3MXBCQs9LgQaHDOX+AzD4NPRD6dlCFV0LcnR8OEC0d5y4ZMr2F/3FJ+MvkdGz2KgE7RVsq/2CctnWzd0LsTPcjF+DhGR1b42lnpWWHLngvaq6yoT/i1j3uj4Lwz9qV4Ohw5yIXYWgKCtqiSR1CN7qbRX4ZRcqLrKa4N/4mL8PCFlnPHsGJfi53GKTmod9ZbbXw86E5c5MP6ZOVBgEqijaoRwdoKl3hUs8SxnoWsRAVuQpd4VSIJESBkv3pEA2wI7b3p7tGZodCQucjpygrHsCCk9Rb+FAbCBTpW9mgWuVgACtiCNzmZiapSsnsUjeVhXsYnFnqWIgsSR0NeMWxi02gTTlLjSXl302edjHzGujBX8TUdnIN3H+orNN825vjfVxSej73F44iA9qS4Ctso5BUF+OciZ2MmCCXmSO7Or6oGbcpyGYdDiWshIdniaIe29ZetOuUQXxyPfWRhsmyXuRmczsmjDKTlnPOZGVxMjmSHiWhxZkBEFgTpnAw/WPJoP8l8d+BMJPW4eOwYhZZyRzBArvIXHGrAFWefbiM/mJ2tkCsqlSS3JpcR5BlK9hNUQY9kR+tM9iIJYFMRIgsSemodxiA4+G/2wyK/QwCCuRlldsa4goKuQ/ZyNnSq6JnbRzn3VD85auompMUYzI0XvhyzIRfucPM4V3tUFz9fkQi6kjJvBhCBQ66ifkUje5FpAR+Iik1KgNkEmaA/m78HtQL2zAVVXGMkM5a+HgIBNsLG3dv+MHYExNcrJ6FELU2qDpJoo6mwsFxU2P+srNrPEs5wN/s1sCmyz1NMzDIN3hl7jbKydiBomqkboTnURUkMFfofzmBnzRsd/JTgSOlTQ8tyX7uVc7AxP1D8766B4IX6WUK6UBeZLrBoqBye+ZLl39U0LWo6FjxRlZzRD42ryChktjUNyUuOoo8Zhlsdq7HVcTXYUqhALMovdS2+6/k9Wz/LngT8RVSM5QTopV1Iohk2w0TBNl8crVTCRHUczNKJqhOORI5yJneKHjT+d0cC5VGlzMF1cEgRTTyqlp/JdPGktzaGJL+lIXMQAFrmXcE/V/WV14nXEL/Lp2AdTnpkehoZe5on6H5RNmPXIHp6o/wEfjb5HSktgGAaV9mr21T5+U3gUHfGLfD3xJXEtjl200+bbyFLPcirt1XMi3cuijXur7uerXDAP5qTvkby0VWxA1VWORb7lfOwMuqGz1LOcbcGdRZO6JMg8Vv8Moew4E8o4AVuQqpxWWViZ4NWBPxVlZTRDoz/dR1gJFfCQOuIX+Wric1JasqTi+WRwNflO2gWJgFxJXIsiICALNu6veYiBdD8x9TwRxbqkJAoiqWlK2RU2Pw/VPsYnI+/nft/AITrZX/90WUHJ1sAOupOdJLSEyY1CQhQkNvi35MaiYqLy9MXZZ2MfciVxKX9PupOdDKT7+EnTr0q+4z65gp8v+Hu6kleIKBGq7TUFZuq3Czsqd1HlqOV4+FtSWopGZzN3Vd4zq3eeTbShWzQjALOOvWktTX+6x5SucC4s0v8SBGFWW6i+dHeuk7rQBqwzcYkx/5ZZtfjmMTvmg6m/ECTUOMcjR6a1wSqMZAbpSl5h8SyrC7MbpTgtLyEylB6w9DC7HliZCwMIgkhaTxet3irtVTxR/wO+HPskL3K5xtfGjpwPmGao9KV6MdBpdC64oaDvZOQYETWUv4aTHB2TRyMXTMBBWxULXYWm0V+Of0xaTxV0GKmaysHxz2nzbyyYMCYhCkIBIXcqnJKLtG4tmmnPBWBmN9aLhJVQflXbkbjEUGaAnza/MKOInmEYfD3N/gXM8sKhiS/n1JlW72zk581/R0yNIgnSTQt0u5NXC4K9rJ7hTOwkNtFGnXPuJejVvjaq7NWcjpwgqSVY6F7Mal8bNsHGG0OvMJwezAdCZ2On6Ul18ePmX1pex+mlDs3QeG3wJTIl7pmESFSJ5IOp3lR3wbmVC8PQ2Vf3OJIgoRkqIhKvDb6Yb4SYiU9kRShf5F7Crxf+EyOZIWRBptpeW3ZQ4pSc/Kjpl3QkLjKQ7sNvC7DKtxaX6GYiO0Z36iqaoSIJMgLwSF1hiSmmROlIXCwYtwwMVF3hdPR4/j23giRIBbpTdwIEQWCFdxUr5lhudEluGpyNDEzLgk/aMZXCuWg7ByY+Rcx1aQvA/rqnaXSV51owid5UjyV3TjcM+lO988HUTcB8MPUXgr50r6UZqGIodCY7Zg2mSqWgDYybWkprdDZzKXGB6S1MkiCWJHE3OJv4UfMvi+xX+lI9vD/8JgbmIKKj80D1PpZ6V1zXsXUkLpTkgKyv2ExXqhPd0FnhXc36aRo4k8rtVn5kV1OdPFz3OBv9WzkeOYKAaJ4H5sBXKgOwsWIrX018VpSVW+ZZkc909aa6ianRgvKAgU5aS9GZ6ChJZAYzaEpoccvPxrLFJcnZIAjCdbvXn4+d4UjoEAktQcAWYGflblrdizkS+toy2DsZOcrmwPbrKunUORrYW1sYiA2lBxjJDBVklHR0klqCjsTlsibH7mQnql46MNLQCjIER0OH5xxITR6XXbTn35eX+39XoCxuleGa5O+Vul6SIOUzkbqh053spDfVjVvyFJXlivYtmg0UK31rCv6+r+5xhjOD9KV6cIoulnqW58eZsBLiwNin9Ka7rXaJjn7Tmhf+UvBQ7X7eGnyVqBoxZTsMjeWeVaz2tVl+fyI7zoGJz9ByJtaTeGf4NV5o+ac5ZW1dosuS9ygJYkmbrXnMDfPB1F8IzICneDUpIJRFJG3zbSgy9QTTa+9mktC3BXfSlbyCkiNVgznQ311536wloamfZ/QM7w6/UVRG+HTsA2odDVTY5m6LU3JiFgRW+9ZxV+U91p9Pfq1Ea7SYuy/bgjtZ7WujN9WNXXSw0NVaVP5LqHHSepqALcgq31piapQT0aM5UUmNVtcidlc9kP/+hDJmGQAqhsJYdpRllA6mZEFGFmTLFemttPCZjvboCQ5NHMg/eyFlgg9H3uaR2ieJlPCLMzWm0jftOEezwxgWZRbFUBhKD5QVTCW1RMmOQwGBJe7lBQuGcjq8rPZTba/J7yelJRnPWnAKIS9k6ZV9bApsY4Fr4az71wyNNwdfYSw7YqpsI3E0fJhHap+8rux0naOhaPxIa2n+PPDHAq2u6RAQqLT9bRGc3ZKH55t+wWh2mLgao8ZRN6O914XY2RKefAJdyU6WzWFRudy7iiPhQ0UyHQJCya7TecwN88HUXwhaXAsRLTRrJEFilW/trNs3uprZFtjJt6GvkQQJAzNAe7z+2ZvKQ/DbAjzf9AuOhg8zkO7DJ1ewObB9zq26nYnLlsUM3dC5HD/P5uD2OR/bGt/6ImFIAYGAHJg1OBMEgUXuJWYn4pQskYjIUs+1Qc0r+yzvR1pL8eHIOwxm+hEREQSRXZV72F55NxsDWwgrYbyytyh4CMhBJEEqar+XBRtB28w8CUEQWF+xmZPRo0VdiFsCd8247c2CYRgcCR2yzD59E/qKSlsVgxZyEpIgl7VIKBc+2Y8oCGjT3h9ZkAmUqf9V52gsWWJb4l7GAzX7Cv5W46gjkbTODAJU22sIyEGuJq/k3kkDr+xjX+0TZR2PQ3Ty0wW/Luu7kzgXbWc0O3zNhQANDPho9F1+3fJPN4UDdyF+pmSX7iQkQWL9FNK1YRgMZ4YYygzgltwsdi+dkYf4l4C0lmYw3YdddNDgbEIURIQc+b6cph/FyFpeQwMdxcLIeiZ4ZC+P1j3JhyPv5sYSA5to49G6p27Ivmge1zAfTP2FQBJknqj/AW8PvYZmaAiAhs69VXuosugUs8LGwFZW+dYymO7HITlpcDTdEkJnhc3PnpqHb2gfip611O/R0ckYpVe8M2F1Tt33avJKjnguYhdt7Ksrb/LaXf0g4wNjJLR4XryxQvZzd+XuWbd9d/gNRjJD6Oj5CeyL8Y/x2wLUOxupzRHyp2OhezEuyY2qRgs6iOyirSyvvq3BHehonI6eAMzgb2twByu9a2bZ8uZAMbJkdeuBP6KEeKz+mQIvQzADnG2BnfmJ3TAMulOdnImeIqtnWeZZwSpfW0kjXiu0uFpxii5UrXCSF5GKOvBKocZRS4urlZ5UV/54JSSC9koerH20KBDZHthJX6rbstQnCzJb/DtY4l1GQo0zkhnCLXuptdcVvJMuyU2lvbKoLDvZNTdXXEqctzwe3dC5kriES3JTY6+d1atuJoxNEwmdCgGBoK2S+6r35vlduqHz3vCbphRC7r06IHzG0w3Plz22pbUUE9lxvLLvukvRNxOnIsf5JnQACXPhahNtPFH/bL6RoRwsci/NuUYUZpYNDFpyXcZzwQJXKy+0/JbRzDCCIBY9a/O4MQiGVe77e4CiaITDt16U8S8Jly9f5PDhr8lkUqxZs54tW7ZjsxWuGnRDz7t63ygh+3oRV2MktDhBW9Ut+/1QdoKXBn5XpAElCzYer3tmzgTMqRjPjjGcGcAteWlxtc5pNa4bOr2pbsLKBJX2Kpqds3cYhZUQL/b/p6We1WL3Mh6ZJZhLagm+GPuYrmQnAAtcC9ldtXdOpU5VV0npSdyS53ttLTcMg//R8y+WJZ8qWzU/av4lfakevp74klB2HLfsZWvgroLs3qGJA7RHTxQ1CDzb+OM5nUtcjfHx6PsM5booK+1VPFjzyJwmON3QORs9zdn4aXRDY5lnJRv8W0qu7kcyw7w5+ApZiwWAgECbbyNbgttL6qkZhsHR8GGzRJODhESlvYqnGp6f8/v3+uBLJcQ6BSREk/SOxhb/XWwJXl/28lTkeJEOlnncMo/VPUWzu7Ac2R45yaFQcaNEQA7yk+YXZny/DMPg0MSXtMdO5jhBOo3OZvbVPn5bxkYw+XlvDr1SdD5uycMvF/ym7PHGMAw+GHmL3lR3vlQ/KXh6s8yV5zE31NTMwC38Ho9jHjPg008/5ODBL1EUcxXf39/H8ePf8Y//+F8KDHdFQbxtzt1ZPcuHI2+bBse5gWuLfxtbbsGLHbRXssa3jnOx9vzKTBZsLHQtui4PLMMwiKhhRCSq7NVlrXgNw6AjcYkL8TMYhsFK3xqWelaw0L2IhSyadftJJLWEpdEukLewmQku0c2uqge4r2ovTsl1XaUYWZTxiXPnmd0oBEFgc2B7UalPFmS2V96DYRg0ORfwfNPPLbePqzFOR44XWdmElAk6Epdm5TpNbWrwyj6ebniOrJ5BN3RLnSPd0LmavEJvqguP5GWVb20BOVsURNr8G2jzbyjr/KvtNTMKX56JneRK8iI/avqVJRH4eOQ7jkeOTNsOdlc9eF3BwhrfOkYyQxaZIwMNLX+sxyJHqHbU0OpeMuffWOldzdHw4bxRN5gZwGpHDU0WY9e5eLHKOkBcixFRwzNa3pyLneZM7FQBSXsg1cvnYx/xcO1jJbe7lTgbO2V5PoquMJjuL9ndOx2CILCv9gm6kle4nLiILMis8q3Nj39ZPcuVxCUSWpw6RwPNzpb5TNNtxHwwdQcgFovy1Vefo6rXXkBFURgfH+X06RNs2lSeAvStxiej79Of6jUHXa4Nun5b5ZzIkOXinsr7aHUv4nzsLJqhscK7ikXupXMeMIbSg3w0+k5O6wf8coB9tY/Pqs3y8eh7OYNYM5gbyPRzOnKcR+qenJM0QLW9Bs1C4FBEonkW0vBwZpCPR94jrsUwDKh11PFQ7f6SxFXDMEhqCWyi/ZauzCe1w8LZCYL2Klrdi0tmiTZUbEHMEZ3TegqfXME2/066Elf4cOQddEOj0dnM7qoHi+7JQLrPUsRSNRS6k1dKBlOjmWG+GPuEkeyQWRLzrOaeqvuxiTbsJbzQJq2FQso4Sk6H7HjkCI/WPZkXb50LQtlx3hh6xVIpfBI6Omk9zdnYKTYHCnmAmqFyLFzcEaijcST8DQ/XPkZKS+KVvTNKZEzFMs9KelJdXElcwjAMBEG0NMtVDYWTkWPXFUw5cg4MB8Y/ozfVhShIrPCuYmflbst3t3RxRMAoYdUziZORY8W6dmh0JjpQdOW28IHSWmkawkykfCsIgsAiz9IiR4Tx7BivD76IZuiohoJNsFFlr+HJ+h/Oqfw9j5uHeQX0OwAdHRe5cOEcmlY4YWiahiAItLWVtwq+lUhrab4Y+6Som0lHJ6pGWFOx7qb/piAI+G0BlniWs8y7gqC9CgODrlQnV+KXiGsx/HJwxkxNSkvyysDvSekpdHQMdFJ6ko7ERdb5N5bcdiQzxDfTShUGOgktzunoCVRDKXslKAkyGGZgNEleFxFxSE721jxScsBPqAleGfg9Sd0UfDQwSGhxOpOXaavYWPTbXckrvDn0MscjRzge/o6QMsYCV+tNKeuFsqZqvkN0kNEzvDTwn1yOX6An3UV3spML8bMs8660PBdBEKh3NrApsJUtgbvY4N/CgfFP6U515Z+nmBrlYuI8q31rC/aRUBN0JC4VPXcCAk2uFha6izOEUSXKqwN/IKaZWT8DgwllnOH04Ixq6qejJ+hIXCgQttXR6U52scE/uyJ9Uksynh1FEkzdslcG/1BSmmIqJu/tdOmBuBqj3UK9HCChxTkROcq52GlORL5DQKDe0YggCIxnxxjPjmAX7UX3QxAEFnuWsci9lKC9knpHA0PpQcvfmFTvvx44JCfLvavYGtzBlsB2Wt1LSj6HWV1hMNOPMe0Y3JKH7cF7ZrzuR8PfWGaBRMwMou02lPp0Q6M31V1s4SPAvVV7bkqw88bgy8S1WP43dHRSWhJRFGl0Xj8FYh4zY14B/Q6Hy2XNlxBFEa/35nif3SgyehpRENAtFpGpEkKdN/0YtDR/HnyRuBpFya3Gvha/5NmGn5TkD12MnUe36IhRDZWuZGdJUcC+VA9aiVWxjs7p6ElqHQ1lWzFsCmzDK3s5Gz1NSk+z0N3KJn9prgyYXVHTSfgGBmktRV+qp6CVfSQzzIcj7xRMLJ2JDrJ6lsfqnynrGK2Q0pK8M/w6E9mxvM6ZT6ogrsYKxUvVGAfHP+eh2v0z7k8UREYzw4xmR4oCJM3QOBtrZ8uUDE2zqwVZlFG0QhK7JEis8VkH8O3R40WZLM3QGMj0E8pOlMxIXopbk7M1Q2U8O5pX7S/+XOOLsY+5HL+QE9rUaHG1klLL44QKCJaZRvPZsM7aXOvGM/Fd+BskQeZS/FzeL1AzNNb5N7EjeG9RQDJZ6tYMlaPhb4u7hJFodS8u+t3u5FW+nviCsBLCI3nZEriL1b62GyovravYSGfyMhPZMVOuQZAREXi49rFZ99vkbOFK8lJR15tLcuMSb62vZyks867kbOwUY9mxKRQFmbuC994UTaeYGiVqIbuhoXEhdu5769SdRyHmg6k7AK2ti3E6Hfz/7L1nkFRnmuf7Oy59ZXlfQOGt8CBAIEAgIQMytFrSSGp1q3u6t2dn7869c2M+7IeNmBuxH3Y/zcaN2NiNmZ29uz07I3VLLdvyQhIIBAgrfEFBQVHepan0x7z3w6lKKitPlsHJ1T9CoSDzuDzn1Ps+7/P8n/8/k8lNASuKwtq1d49o2JXq4HjkCFE9Qr13GiuL12TLWUVqMEclfBgS0rilqtuFQ6H9RPRwdhIeViD/vO8jnqj9qeM+MTPqbGQsLOJG4ayBR/EMGTE7B1SGsBWcxwumhgnEJyJHsISFKqusLbmPpcUrxtwPIKKH80T2YMiHzczlWp1wsvHBpC11nUEjOqaezVj4sPtd+tI9OavssBFyuCaLK4lLEzrmgD7gKDFgCoO+dM+If5t8EzmOgjIkgioNlbMEWyseoqyAEWtfptfZNw6ZiBEqGEwVypwIBPIY2b2vQ1/ZKt8jOEetyatjSgOMhIzMdG/jUNntxn3RZI3FRUs5O+jMKRoJQxgcHNiXzaYN43T0JBWuyoIGwYqksql8K/v699zoUJQUPLKXFcWrc7a9nrzKhz3vZLeLmYPsH/gcQxgsKy6s4j0eVFlld+1ztCav0pFqI6AEmBdYOKZ33zDWlW3keuoquqVjYQ29IwpbKh4E7Cylrdh/93TVFEnhydpnuRS7wOX4RTyKh8VFy7Lmz3cW30o/2RSYCqa+E5BlmZdf/i2/+91/Jx6PIUkylmXx+OO7qam5G3+AcCnWxGcjrC9Cej9NsXM8U/czgloQWZK5v3wbn/XdcD6XkdFkjTUlG+7ONcab8rIZAkF76jqGpTvq0tR6Gjg3eDpPuNIuPRW+t7N989jf/8WY15M2nW1FRuJ4+GuOR24EOqZlcjC0D5fsyivrjEadp4FL8SZHTkuVK1enJlxAIFJBJmYM3lQwFTMG6c44l4AcMcFxvEwrdww0FEnNyf580P0O7anWnEDCLbt4rv7nY7buV7lr6Ei152e+MCkdQyhySdGyobb+3PttCIPMGDyYM9GTjoHsRGFh8XnfxxwY2Msj1U9Q7a6hO93FkdBX9KV78Sl+EmacZHeS1NkU6Vgad70b/yI/sudGmdrpnIbQ+SZyvGAwBbCwaAmlWhnfRI8TMwaZ4Z3JkuDyvCzKwYH9jnphR8JfsdSh7DwZyJJMo28Wjb5ZpMwkBwe+HDI6htn++Wwo2+QYXBVrJTxX/3NORo7RmWqjWCtlRfEaTGHwT23/aNtbCUG5u5IdlbtuSuz3ZqBIiqNq/O1AkRokqBYT0gdyz4ly1yRPppCPqWDqO4LKyir++q//HR0d7aTTKRoapuNy3Z16vyWsnJUp2AN8xkpzJPxVVoxwbmABAbWI4+EjDBp29mpF8ZoxrShuLya/6prpm02xVkoo05+dbFRJpcpVw5V4M5diTcz2z80LrNyKh53Vu3m/521HL7aJ+IYJITgePVJgAjo47kA7xz+fo+FDDBqD2cBAlVQavDOocFflbFvnqWcg05cX+IwVQAgh6Ey305Fqx6d4me2fj3sEOTttpR0tjJwgIeeRZAuh0l1FlbuG7nRnNpNjG/qqLB6y1uhNd+cFUgJBykpzNXllTI2lpcEVtibViFKfIqnM8DZSPIZA57zAQprjTVxNXsn7btjCYzTfRQhBZgwBRVVSc7ranCAQ6EJHN3Xe6XyNBysf46Ped2/8dgtSl1MM7h/ENE2EEOj9OokLCSqeqkDxDvu2OSv0j7SiAZu7dzFmWz7N9S+gxlOX/W8shPX8jCTYXWppK31bSliWsHij89WhDLT9LjfFztKZbuPP6n/hyHEMqEVsLN+S/XfciPHPbf8jZwHVm+7mzc5X+dm0P78twqTfNnZU7eTNzt/nEdCXjxBCncLdxRQB/TsESZIIBoOUlpahKHdPCyhqRDgVPeGYgUiZSZaPSPcXqUHmBRawJLicGb6ZuGQ3STPB1cQVBo0IASV4xwarqBGlP9OXM2FISNR7GlhUgABvG5MuQpZk4mYMnxKg2lVDe+o6Hek2utIdXIpfIG7E8jgiRVqQ5cWrkYfMoEfa4wSUIh6o3IE6RheVKUyOjNAHGglDmHnchqgeJWKEccseZElGlmTmBRZhCYOYEcOr+FhRvJr7yvOtecpdFZyLnc7hWKmSyrLgSmb68zuybKHEtzgaPkxb8hrXk618EzlOg3d6Njh2y25ORo/l8Y9kZFQ0FEnGwrJtTdQAD1c/PuHuqTn++aTMFCHdtkqZ5p3BI9WPZ8/dkrg8VCrLfSctLLyyj0aH3zQMl+xilm82ESNMzBjEJbtZGlzO/RXbxnw3JUmiJ91Nt4NnnCzZkhqlo0qLkmRbezgZfJdrlTxW/SQyMmkrVdAgedRV0Ja6nrOtsAT97/dj6SPuhbA/F6bA0+CxzbplzfFZzQssyhL1Dw3sZ2//p3SlO+hOd3IpfoGUmWS6A5F/NJrjTSTMfB6YJrtYU7Ium5lKmUk60x0YwsA3BifQCS2Jy1yInc0J4AUCU5iUuSrG7cAFOBU5bguA5vlo2qr0Y0ktfF/gU/wsCS4nqAapdFWzomQ195ZuRJHv3rzxY8QUAf1HACEEYX0AAZRqZZNKubtlj6PaODAmQRrsgeur0L4bruaSxM7qp25KC2o8rC/dSEeqLYeArskutlY8POZ+mqyxpnQ9a0rXEzMG+d9t/5inW3Qhdpb5gUV5q3NZshXDZ/rncDpykpgZZYZ3FguKFo8rPaBICj7F79jRNdIKJmkm+KD7HXoy3cjIgGBj2VYWBe/Bo3i4r3wL941YeTshoBbxTN2LHBrYT3uqFbfiZUVwdUGroXODp+3y6FD2Y7i09UH3O/x82m+QJJt7srlsG5/3f5yj+D3c+t6V7iSU6afMVT5mt5YTNFljc8U2Nldsc/w+oBYNZcVyoUjKhBSuS13l7Kr5yYSvZxiFAx6Bbjkv/u4vf4C3u17Ly0CF9QHe7PwDa0vXs7vkOf6/6/9t3PObGMTNwZzPjLDhnJS1QG/TafQNE61vAAAgAElEQVTOZm3pBqJ6mE/7PshehyIpuGUPq0rWArYQrh0c38j2GcLg7OApFgQW52U7R2Nd6aYczhQMK7nfiyzJWeugE9EjKChYWJRq5eys2Y1X9tIcb+Lc4Gm7czGwmHmBhXnBbX+m19FLUhc6/ZleZk0g+xk1IgW4hlbevf0+wyW7JmQlNoW7g6lg6geAnnQ3H/a8Q9JMABJexcvDVY8XtCgZDY/iYYavkdbE1ZxBSJU0VhQX1rjqTfdwMPRlrqu5gD91OZdEbhVuxcNz9S9xLXGF/kwfQa2YWb65kzrPtUSLI/nZEAaX4xcLljoqXJVsrXxwUtcrSRL3lW3J4aLBsPHzDQua97rfojfdPWQ1Y+PLgc8o0UrHVHq3hEVbspWoEaHKXU2Vu4Yd1RMTKjw/5J82GhkrTb/eR8WQKvi8ooUUu0o4GTnGoBFlureRpcEVeBQvc9QiDK/B4dB+Puv7GMMyaPBOY1P5VkrG8Q0cD9O9jbhlN4ap5wQoMjIL7uAEMss3h8vxi3kTuiWsgmK5NZ46flr3IscjX3MtcYWUlWakCObh0AF8ip/1pfdzKPTlhInpw5DdMsKpjRaoLa7nsZonAbt8GtRK+CZ6jEE9QoN3BvcEl2e5RleTVxx1mwxhcCV+adxgaoZvJtsrHuGr0D6iRgSv7GNVyb0sDdrNFFcSlzgZPZozHvRlevmw+x0CalGOZlt3uovmeBOPVT+Vs/Ar0UrRJC3v/muSNuGMUr1nGs3xJseg7Haaut9umMLkePgwZwdPYwqDRt9s1pVuuqvk+SncPKaCqe85Mlaatzv/kMPbGDR03u78Az+f/puCAoWjsb3yET7sfpeOdFtW3XxF8eocE9/RsCdkpxWg3c00kVXkZCFLsqOI3WT2xyGYkpDG7Ni6WcwNzEeTNQ6HDhA1IpRp5awv3ZQNksJ6yLH7zBAGJyJHCwZTMWOQNzt/PyREak+0Ne46dtY8NTEBx7Hm81EiitXu2oJq0h/2vGPLSHCji+21jn/hhYaX80ybJwNZknmq9jk+7v0TvekeJAkCSpAHqx6ddOloMmj0zabWU09Hqj2nrX1V8b1jCrWWucrZWvEg/3DtvzD65hpD8gPPN/yCRt8sLsTOkjHTdKe76NN7nA84AopfwVXpItOdyTm0prnYuDHXF7LSXcX2ykecjyMpduDi8OwvxM6xpnTDuBnt2YF5zA7My+s8BGcBTYFFd7qTnkz3qIyYTnuqjfbU9ZwgdZZ/DgcG9uZ4KNpelK4JjydzAvM4Gj5E1IjmcA2nexsnZR00Erqlo0jKHeVbjW64aIqd43ryKs83/PJbs8aZwsQxFUx9z2ELGuaPjhaC5ngTiwpo8YyGS3bzeO3TDBpR4kaMMlf5uIGYPrQCzzu3MLkSv0SpVprHMfm2MdM3m339e/I+VyRlzI6nW8Fwl5ITkmaioNXMWCWJT3s/YHCE+TFAZ7qDY+EjrB3D3sewdE5Hv3Hk+ID9HhSacAYy/RwJfUV3potitYT5gUW0pa7nlVRMy+BM9NSY1zERBLUgT9c9T8JMYAkTvxK443YZkiTxWPVTXEk00xxrQpM1FhXdM6GydcbK5AWiw0gMlXrLXOVsKLsfsDMR/+3qfy58LSMI5SUPlBD6JIQ+oCPJEopQ2LRpK4sW3UNYD3Ep1oQpDGb651DtrnE83mzfXA4U6FBNmAk6U+0T9rx0eg4pM+mwpQ3njJhOe7I1J5hSJJWf1P0ZX/R9wvXkNQAavDPYWvEghmWgo48rmaBIKk/Xv8Dx8OGsDcuioqXZDNpk0JXq4PO+TwgNaXfNDSxgU/kD4wY3hmVwMX6OK/HmIX7TMqoKPBewy5tODRdpK82FwbMTklKZwreLqWDqe46EGXcs1xhCJzFB0cCRKFKDE26jn+WbS3P8Ul4ruYnJpfgFmhMXWVy0lI1lW+7oJGhZFpcvX6Kl5TJFRUGWLl2B3++cFfEoXrZXPMKnfR9gZ6hs9el7S+/L+vVlrAxpK4VfCdzxzp9yV2UBTSSloIVJ2krTmWrPKxeZwuD84OmcIEa3dA6H9tukXmEio2AII082QJVUJCQertrl+Kz6Mr280fEKhrAzBoNGlI4hw+DRMDHpcSBx3yzuZCbKCbIkM8c/jznjdGuORFeqg6PhwwVlJKocykuKpFDhqqIvk5+dKtPKCaolXE1etrf1KlQ8XoERNpCSMtvnP8Ki8iWcjZ7iy4HPEcLCwuKb6DEWBBZzf/m2vOfoVwNM88zgWqol73wCQW+m+5YMxBt9sxwbWYazwaN5mYqk4HF4tkVqkF01P8mS6eNGjI973qMn3QXYzRbbKx8tqDMGdvPE+rL7WT8UuN4MwnqIt7tez45vJiaXYnazyuO1Txfcz7B0Xu94hYgRwhAGEhKX4hfYVPYAi4L3OO7Tl+7FKWNuCIOudAdLmQqmvuuYCqa+56h11w+JaeZzDO60SFyjbzb1ngY6Um35HBMsEBbnBk/T6Jt5U95mE4FhGPyv//UPtLdfJ5PJoKoan3zyPi+99GsaG507lGYH5lHvnUZL4jKWsJjhm0lALcIUBnv79nAxfj4rEHlf2eYxSZ5CCFoSzZyOniRjpZntn889weUFu9qEsHWx2pKteBQv8wILuLf0Pg6HDozQ77JJ3oXanMfyKxvdzfVe95t0pTpGZI/yA28JmZXFa1kaXFFQv+ngwD6HZ+wsmSBjBwl3GzFjkOPhr2lPXadIDbKyeO0tBQcTxZV4M5/0vldQWFOVVNaXbnL8blP5Vt7t+mMep25T+QNcjJ3PkztQS1S0UhdFviISZoIvBz7LeebDzRTzAgsds2mN/tlD2cTca1Uk5aaFXYexsmSt3R1opTCFmRXQvL/sAb4c+DxvewmJuYEFBY9nq8kb/LHzlZxydm+mhzc6X+Wlab++o+WvbyLH8gR/TWwl/bAeKsjhOjd4JhtIgR2oGsLgy4HPClouFWlBh1DKXlTdKv9wCncHU8HU9xx1ngbbX2uoFRmGdJTctdR7JuZOfrOQJIlHq5/kauIKpyLH6XDw1zKEzvnBM3csmDpy5BBtba3ouj3RG4b9/9///nf8zd/8e2TZObPkUbx5QdLnfZ/QHLuYDTwMYbCvfw9+JZBj3TISXw3s48zgN9lgtj9ji53+tO6FPGK8JSze636LjlQbhtBRUDgc2s+j1U/ycNXjnIwcJWHGmeGdxYqS1SiSypf9n9EUO48QFrP8c9lQdj9exUepVka/3pdzfBk5R5G9d6jNfzydKEWS8av+nEDKnqBFln/lJBcw8rwjsxGKpOR4ug0HnOcHzwKwoGgRs3xzb2u2MqpH+UPH77JK2AN6P+2p62wpf3BMP75bhRAiT6NtGAoK030zubd0Q8HSaZ2ngd21z/F16CD9ei/lWgVrStdT5a5Bk11cGuEVmD2upFDvmcbF2HlHHTBDGFyKXXAMpuYGFnAo9CWmdeOYw5ykGQVK0cOI6hG60534FD91noa856dJLmb55nIudgaQ8Cl+NpdvY6Z/DqWuct7vfvvGgkGS2VG1c9ysY0viCrqVccjC2lmiYU9Qw9K5EDtHS+IyPsXHPcHlY5bVJoIBvd9ZXBaZiB4uGExdTlws6BfYne50bGSodddTpAYJ6aGcMVSWlKz22hS+25gKpr7nkCSJnTW7ORs9xfnYaQAWBpawOLjsjvNLwB4UZ/nn2J5rPd2OAoaFPO5uB06cOJoNpEYinU7T09M1YQX5tJWmOdbkODEdDR9yDKZixiCnoydy9jExiBoRLsbPs2jUIHgxdj4bSNnbmiDgo54/8fL03+aY9goheK3jnxnI9GWPfzF2nvbUdZ6vf5ltlY/wVufvMbEwhYEmaXgVH/eW3pc9Rn+mz7FzcTQkZLxDZPGkmeCLvk+4mriCQFDtrmVrxUN4Fb+j470iKcz1LeBS4gKmMKlx17G5YnsOWXtP34dcHlEObku1MtN3iQcrH71t7+jR8EEyoyZdOxvwOXMDC+5YuTZlJUkW4Aqpssaj1U+Me4xKd3W2I28kqt01rCvdxMER0iOqpLCr5ifIkjzmvRvdTHE1cYWTkaOkzCSzffPoSncSHlLQrnbXsr3y0cJ2OkLwRd8nNMXPDUl32JIpT9Y+k5PNen9ooTD8vibMOJ/1fcwLnnpqPHX8Yvq/oifdlX2vJvJMBo1IXrYV7EVa1IgAdin79Y5/IWqEs2W15njTmGW1ieCGCXS+kv5YJUaP7JzdFYiCmTRJkniy9hn29H6Y5YqVamU8UPnwmI0PU/juYCqY+gFAkRSWFq/4VkmK9Z5pjnwRVdKYf4eI3QCy7DyhCAHSJCbQpJlAlmTHgXvQiDrsAZ2pDuQhY9uRMITOtURLXjB1IXbW0RrGEhY96a6cTEJ76jphfSAnULOwSJlJTkdP0pXuAOzsR4WrksXBpcz1z8+x1JloK/lwp5MQgjc7/0BED2WfZVe6gzc6X+Hekvv4KrQvZ8WtSCoLA4vZXLGdB8SOIQ+73Hvek+7icjx3pW4InZbEZbrTXdR4bk+r+vXkNccsgilMokbkjgk1apKrYLjqlcf3lguFBgiFBqiqqnY0NV9WvJL5gUV0pK7jkt3UeRqy97jRO4svhn6zmTTJdGeQ3TK+Gl/O39yx0GGORg5ln0FYD+FVfDzf8As8ii9H9d4JF2JnuRg/nyN5YBhRPuh+h2fqXwRsAnVnuj1PbNMQOucGz7CyZA2yJE+aelDpqkaRlDy+lSZp2czTucHT2UDqxnlvBNITFZIdjaXBlZwZPEXGGikXozLLNzcniBRC0JXuoCVxGVVSmembTWvyal52yqv4qHQVlqvxKj521uy2s6vCHNMyaQrfPUwFU1O4LdBkjW0VD/Np34dZMqwqaczwzmSm7/ZLJAxj1ap76e7uystO+f1+qqomprMFDA2OzpIJVa5qDg58yaX4hazO0YriVXgVL07djBKS42qycJZIIDFavLDPMaOnCz2rVTQcPPTrvXSnO/PKltXuWkq0UvodbGZUVJDArwR4tPpJFEmhLdlKzIg6yDSY6JbB6uJ1HI0cRsIO7Ob657OxfGv2upxI+9eT1wpmFq4nr1LjqcWwDDpSbYBti+PksTgefIqfmEP3oxBWwUzB7YAqq8wPLKIpdm6URps6pkZbJpPmlVf+iZaWZhRFxTQNVqxYza5du/NK0x7FwywHQ2234mF7xSO8/tGrDJ6KIg0tLBLuJPxKgko743okcjDnGZiYJK0EF2MXWDOBjsvTDt6DAsGA3pc10bazoPmLF0MYjs0IYX2AtuR13LKHmb5ZBZ95vWcaZa4K+tI92fsrIxNQg9kO2dHB+jBkJHrSXdR7b47u4FcD/LTuBQ7076U91Yomu7gnuJyVxWtv3IehrN3F+AUMoSNhOxdM9zTSmmoZyigK3LKHXTW7J5SJtYO/mwsAp/DtYSqYmsJtw5zAfKo9tVwcPE9apGn0zqLWU583gGSsDIqkTFgx2xQmfZkeXJIrT2ph5co1XLx4nubmS1iWiaIoyLLC88//YlIlJEVSWFd6HwdDX+ZmX1AY0Pu5lmrJTkjHwodoT7ays3o3btmDbup5x1pStCzvHIuK7qEr3ZmXnVIlLU9gtVgrse1aRgUiEnJOIAVDpOPBs6wp2ZAj8CdJEk/U/JS9/Xu4HL+YLa9sLt+OwEKR1By1/IgeLpDdMQgbAzxQuYNlxSsZNKL4FJtjZVg6n/Z9THOsaUg1XWVj2Zas76Bb9qBIigPvR8Utu7mevMoH3e8O/TZ7kn6oamdBKYlCWFmyhk97P8h7dtN9jeO20o+GEIKklcAluSYU2G0qf4CMyNASb0aWFAQWy8dQnwd49903aWlpxjAMDMO+5pMnj1FeXpmnHTUWzA6L1JkkmCBM+9ml9CS/+91/56//+t/Rm+4e0o0bVaoSJq3JqxMKpnTL2XtQQsYYUoUv0UoL8IsUykbwxYY5ZudjZ5GwFxhfSDKP1zztKOkw/A4fCx/mQuwsYshPcE3p+uz44b6JstpEUaKVOpZgh9GRassGUvY5LUxh0Zps4dn6nxHWQ7gVD7Xu/HFwCj8sTAVTUwDsQS6VSuFyuW7JF7BIDbKq9F7H7zpSbXzR9wkRPYyExJzAfO4v3zbmgNcca+Lzvo8R2ANVUC3mseqnspYiiqLwwgsv09bWSsvVy1AsMXfWPKp9ky8fLS1eSUAt4mj4MHFzkBp3HXWeaRwO7c/rmOpKd9Kb6eaJ2p/yXvebxIxBJGQkYGvFQ46cijn++VxNXOFK4hKWsJAlBQmJR6ufyMnmmMJEt3Sb9yIMhrNf0ggph9FQJIUBvS9PLdmteHio6jEs8UjWYqQQbGmI/AFfHVFSUWUtJ6D9rO9jrsQvZflfhjDY2/+p3YbvncEc/zwODHyRd0wJaPA28lrHP+UFWh/1vMuLDX8+KeXn2f55RPQwR8IHs6TsBs90tlc+OuFjgP2+7ev/jIxIg4D5gUXcX/HAmEKoqqyyo2onSTNBzIhRrJWM+U4bhsGpUycxzdzfres6Bw9+Oalg6vDhA46cwXg8RmdnO74Kf0G5Br8yMS7ObP88TkaO5gVkiqRQrNrl00pXNWWucvrSvTkcI0VSWDxC6+5q4jIXYudyu+SE3XX6i2n/ypFHpcka68o2sq5so+P1zfDNpDXZkvc7fYr/jneVXoo3OZbuZUmmJ919R5sfpvDdwlQwNQXOnDnF+++/RTweR5Zl1qxZz44dj91Ws+VQZiCvBbw51kTCiBfUbOnP9LJnlBVLSB/g7a7XeLHhVzkrPaPMoMk8hyUszvWewq/4ebT6yTGJok6Y5Z+bU1I50P+Foy2FJUy6050sK17F8/UvE9IHyFgZKt1VOQFL0kzQne7CPzSwP1j1KL3pbtpT1/HIXmb55+ZMvDFjkD92vELaSqELYyh8sgOpWnc9XsXLlURzfnfTUKBZCBMh+1a7a6l0VdGT6coGj8OdXk6CpikzeSOQGgFDGBwLH2aadwYexcuj1U/yYc+7tmr20DY7qnbRkbrueB1iSHB2WfHKca95JFaWrGVJcDlhfQCf4s+aJk8U7cnree9bU+w8hjB4sGr8oMyr+Mb1sgQ7mCokb5FK2d6AQggG9H707DvlPFQPbz8akiSTTqepczVQopXRn+nNlViQ1DzpjZSZJKyHCWrBHPX6FSVraI43ETdjudw3S+eNrld5vOZpXLKLx2ueZl/fHprjTUNZ0Bq2VDyYExSfHTzlGHwYlkF3unNSnp5CCD7pfZ+WUX8PqqRm+Ud3OhukSHKefMUw7rRG3RS+W5gKpn7kuHKlmT/+8ZXs6tY0TY4cOYhh6Dz++A2j2L5ML4cHDtCT6aJIDbK6ZN2kSjHfRI/lcWfG02w5HT2Zt49AkDQTdKU7sgNvRA/zUc+7OQN9xAjzVtcf+Pm030zKgHc0itTgkI5Xfnv68GQtSVJe0CaE4FDoS76JHLcJtAiCapDHa56m0l1NZQHfxM96PyJuxrKDsx1IySwquoctFdsZyPRzLdmSV86qc9dTrJXc9O8c/h27an4yJPJ5DkuYNPpmc1/ZZsdMS2KCpP1p3hn8cvpf5PCiFEnlePhrR4NtU5hkHDoHJwKX7Lrplvhj4UN5z9nE4HLiIpvMrZMuFxaCx+OhtLSM/v5caQtJkpg5czZhPcR7XW8SM2NDuU7YUvEQcwP51k5Lliylvb0tKwkyDCEsGhrsFvyd1bv5oOdt+jK92W68TeVbs2RwIQRf9n/GudjpbElwlm8u2yp3ZMuxz9a/xJsdr9I7wv7GxKQv3cPBgS/ZXLENt+zmwapH2SYeLpgFdXpXwM5UFjJbL4SmISmE0c9Mk1y8WP+rgrIotxPzA4s4N3jakVM2sjt3Cj98TIXOP3J8/vkneWUCXdc5fvwI6bS96u1N9/DHjn/havIyCTNOd7qTj3re5cKQbtBEMJAprNkyONTiPBoxI+a4D0gkzBvq7ucGTzsOxIZlZNuMbxbzAouyE9CNs0uoskajb3bB/S4nLnIqehITk4zIYAidkD7ABz1vF9zHsAzaUq15v1lg0RxvAmw7kseqn6JYLUFGRkKm1FXOiuLViAJWJpOBJmtsLN/Kn8/4S37T+G95qOqxgq3ZhTJhEhI17tyuLUVSmOadwTTvjGyWZZq30XH1rkpqQV2vO4lIgfdQRiE+yn5HCMGRI4f4u7/7j/yH//Dv+ad/+ke6u7smfK4nnngaTdOyE76iKLhcbh7a8Shvd75G2AhhCJ2MyJARGT7r+5D+TF/ecVavXkdlZSWaZge7kiShaRq7du1G02y+l1/183Td8zxf/wuerH2GX834ixw+14nIUc7HzthBrMhgCpMriWYODOzLbqNKap6uGdgB1cXYudz7JckFFzCFutkEYtKdnXYQk5/l0oXOgNE/qWPdLKrcNawqXjvEAVVRJQ1Vssu+E/VFncIPA1OZqR85BgacBx1ZlonFYrjdHg6NImWDXco5MLCXeYGFE0pn13jq6E535vEaTGFSqjmX4hp9s/L8qsAusY2crBNmzJEXMpzFuhV4FA9P1j7Dx73v2dkWYQc0D1XtHDPj9U3keN5ALxD0ZfqI6lGCmpPadOFgaGSA1eCdziNVT/Bm56uYwmQg08f7Pe9Q667jsZqnJpSJS5gJetPdBNTATZu/qrLK2tINOertEhKqpE2I2FzprmKef2EOgVeVNGb55lDlujXBxZtBjbs2z+8Q7Hs/OnDcs+dDDhzYl12INDWdp6XlCn/5l/8X5eW2LZFlWVy71kImk2HGjJl4PDeI0rNmzeEv/uKv2L9/L729PUybNoP77rufmGuQdDy/dGcKk7PRb7i/YlvO55qm8Zvf/B+cOnWCCxfOEggEWbt2PbW1+RIEQa2YIPkB8KlovkHxsDXRprKtSJKU1/QwEoU4WaNxPXmN04Mn8j6XkYd0riY3HRUSo72ZLNetYHXpeuYFFtGabEGRVGb65uCZkjX40WEqmPqRo66ugWg04pjVCAbtgXfYE2s0dJEhZSVz+BWFsCy4krODp3LUjFVJZY5/fkFuy/zAIk5FjxPVI9mBU5U0lgaX5/AwpntnOnoECizqPLduJ1LpruaFhl9mSeYTIUanLWcui4xkk5sdoMoate56OtO5vnsyMnN8uT5xH/W+S3rEcSxh0Zlu51TkBCtKVhe8LiEEXw3s5XT05FD50aJUK2dXze4J8X1GY3nxaorUIMfCXxM3Y9S661kQWMz+/s/pSLXjUTwsD67inuAKR/7KlooHmemfzYVBu1NrfmAxM32zv5XOpzWl62lJXM7hyKmSxurie3O0itLpFPv378srrel6hi+++JSf/OQ5Ojra+d3v/mEo2JIwTZPHHnuCNWvWZbevqqph9+5nc47RG+/GqQlAIPKyY8PQNI1Vq9ayatVax+/Hg5MYK9gBnClMVElFlmRqPfXZUu0wJCRmeCdW7j/Qv9dRwsCr+Jjln7x8ygL/YgYyfY6dohU3uUC4WQS1YpZoy8ffcAo/WEyV+X7k2LbtIVQ1N6bWNI3Nm7ffKBMU7PqRcEnOqeywPsC1RAsxw9b+GdZsmembjSa58CsB1pRsYGvFQwWvTZM1nq57gTWlG6h0VVHvmcaDlY+wbpTP2Sz/XEq1MtQRK1tV0lgQWHLLPKKRCKhFE+4wm+mbg0J+hkiWZMoKZOIAHqjcgUf2oEn2vdckjSI1yPqyG785qkeJOgiJGsLgfOzMmNd1MXaeM4PfjCg/GvRnevm4570J/S4nzPbP45n6F3l5+m/ZUHY/H/e+x7VkC7rIMGhEORj6kv0OHX1gl6UafbN5uPpxHql+gln+Od9aC3mJVsZP6p6n0Tcbj+yhTCtnS8WDrCzJDVL6+/sdmzOEELS1tWKaJv/zf/49sViMdDpNOp3CMHTef/9tOjtzzaEzVobm+EUuxS6QMpPUuuvz5DDAfp/vFAen2sGEGWxZgJGWSFsrHsIje7J/Z+qQ6v7G8i0TOk9Id86Cx81YQS7VWFgUvMe23Rn6W1FQsiW2QtlyIQSdqXZORI5wMXY+K+0whSncKqYyUz9y1NTU8ed//pd89NGfaG+/TiBQxObN21ix4kZ2Y3XpevaM0vBRJZWFgSV5/nMZK8MH3W/Tme5AwSYnzwnM54GKHZRopTwyAXuNkXDJLlaVrGVVSeFVtyIp7K59ljODp7gUO48qaywpWs4c/7yC+9xprChezaXYBZJWImtxoUgKW8ofzBnoM1aa5vhFEmacWnc9dZ4Gfjbt1zTHm4joYSrcVcz0zc4p3QmsMeQ/xy5vnHQo6VhYdKbaSZiJcb3SxsOx8Nd5GUJDGJwd/IY1JetuG4n7TqHcVcFj1YV1hQCKi4vzZA2GUVZWweXLlxy/NwyDo0cPs2vXbsC2ePmo592s2KWFyeby7SwtXjkklDlc+lQpVouZ55+Yk0DciBM1bO+40dlGw9I5N3iaS/EmXLKLJUXLuK9sC292voohDATihkFxeW5JsUQr5cWGX3Ehdo6BTB+V7mrmBRYWlIEQQtCd7kQXOjXuOvxqwNFNQELiH6/+F4JaMWtLNzgKlIKdfZWQssG2Iik8WfMM15IttCdb8Sl+5gUWFVzwmMLkva436Ux3YAkTRVL4UvqMp2qfm3TX7xSmMBpTwdQUqK9v4Je//G3B7+f455Ew4hwO7cfCQgALAou5z2FFurfvUzpTtq3E8FrzcvwiZVp53gr/dkKVNZYXr8pr977bEEIgSRIexctzDS9xNnqK1uRVAmoRy4IrqXDf0L3pTXfzVucfsIbsL7Qhg+pdNbvHFHwMqsX4FH/Wm2wYCrYa91goVH6UJJmMlb7lYKo73VlQvDGsh6j5jgdTE4HfH2DhwiWcP382p9SnaRpbtmwjHA7h1AsghCCRsDl8KTOZ14EKsLd/D8/VvUStu45T0RNkrAxz/PNZElyWt3AZDVOY7On9kCuJS3ZXnjCZHzl0GVgAACAASURBVFjE5ort2a7LNzp/T0jvz563I9XOkqKlPFP/M46FD3E92YoQFiVamR1cDb3Pw3ArnjzJCiEEESOMIilZm5W+dA/vdr+BbmWQkLAQQ/y4c46dbzo6/Xofn/S+z/3Wtpz3fyDTzxd9n9CV7rD16fzzuX+oe9DObM6aUGfxqcgJOtPt2fNbwkIXOh/2vMPzDS+Pu/8UpjAWpoKp7zHi8RiHDx+ktbWFyspq1q/fSFnZnVlhLS1eweLgUuJGHK/idfS7MoVBc/xinjGoIQxORU/c0WBqPAwP+JrkmpQY5ESPfTJ6jOPhr0lZSYrVEjaWb6HRN5sVJWtYUZJvKyKE4IOed3KMoXWh053u4Ez0mzE1liRJYkfVTt7ufA0LaygQ0yjVylkeHDuYbPTN4mz0VB5pWJM0itX8kmjaTHEt2YIQgum+xnF5VaWuMgb0PgcdLDPHz+z7jt27n+W9997i5MljCCEIBIrYtesppk2bQWlpGZaVX7ZyuVwsWmQHCVcSzThyo4TFpbht8zJzkjyigwP7uJJozvHQuxg/T5FmS5k0xy8S0gfyfBJPR09yT3AFg8YgaSuFIQwS6QQ9Pd0sKVrquGgaRkeqjU963idlJREISrVyHqx8lLe7XiM1KnBvip1lWfEqzg5+g2EZQwuz3PfEEAYHB75kQWAxkiSRNBP8seOVLM/Q1iC7SFgf4Om6FyZVEr4QO+PI2YoaUaJ6JCsEPIUp3AymgqnvKUKhAf7rf/3PZDIZDMPgypXLHD16mJdf/g3TpzfekXMqklKgC82GzXtw7vjJFLCkuBu4lmhhT++H6EJHCIsqdw07qnbdtqDqaPgQxyNfZwfqiBHmo54/8Wj1k0zzznDcJ6yHHDsNh3lP4wlWVrlr+Nm0X3MpfoGYMUitp47p3pnjdlauLlnH5fgl0lYac0T5cWvlQ3kT0+XYRT7t+yDrKWj1WdxfsS3PwHkkVhav5eoo7R8FhRneWQUlFr6P0DSNJ5/8KTt3PkUmk8br9WXvXyBQxJYtD7J376fZbj9Nc1FbW8+iRfa9s0tq+SVZC8tRJHY8CCE4O3g6V1l86DynIsdZXbKOa4krBdW6T0VP0JPuyg+0Bu1AyynQiBsx3u16I+eY/Zle3uh81bGbzsLCEia/nP6vSVspftf63zHIv560lSIjMrglN2cHT2EyuixtMqAPTNoou1A3ojTGd1OYwkQxFUx9T/HRR++RTCazXXiWZWJZJm+++Rp/9Vd/861ck0t2U6yVENIHcj6XkAoGFXcaoUw/H/a8kzNJdKU7eKfrdZ6rf+mWyc6mMDkROeIoHXE4dOCO/m6P4uGe4OQ6iHyKnz+r/zlnBr+hLXmNoFrC0uKVed1PSTPBJ30f5E3O+/o/o8EzveAqvtJdxaPVT/BF3x5iRhRJkpjvX8Sm8gcm9+PuMDJWmuPhIzTHm1AllSXB5SwqumfSqtWqquY1cABs2bKNGTMaOXLkEOl0iiVLlrN06fIscX2GdyZfsS9vP1VSmTmGflkhCIRjoASQHlrI+BR/AbVuiVCm3zGIk5BpS7WySMsPoM8PnslTchcIm9Tt8GclECSsJLIk41V8FGlBR1K6IilZUrlt+J2f5ZOAiB6aVDA1L7CQo6HDecGZT/GP6R4whSlMBFPB1PcUzc0XHeUM+vt7SaWSeDzfDjdlS8WDvNv1R0xhIhDIKGiyyoay+7+V6zkVPeGooj5oROjNdFPhqiJmDOKW3bhvQhsmZaYK6uxE9FDB/YbJwaMJuRISCSPO767/A7N981hdcu9NXddY8CheVpesY3XJuoLbXI5fciS5C2FxKXahoP8i2GKcLzb8kozIoErqLSnQ3wkYlsHrHf+SI7lxYOAL2lPX2VG1s+B+nZ3tHD16mGQyyaJFS1i4cMmYlkszZ85m5kznwKhYK2FFcDUno0ezgbgqaczxz8sTPJ0IZEmmXKtwFNasGerWW1x0j11iGxUgq7ItJdCWas17lyUkPAWMhAeNaEGtJ6exSZW0nEBxbekGx8aWZcWrs0FtlasmL9MJ9t9wmavC8dyFsDy4iquJKwxk+tCFbks+ILOjaueUCfEUbhlTwdT3FC6Xi1Qqmfe5JEkoyp17rEIITkdPcixymKSZoFQrZ2P5lmwGps7TwLP1L/FN5BgDej817jqWBlfctRKPJSyOhg9xOnqSjJVGkzTHFL6ERHOsiXdjdpnCErb9w/bKhyelXOxRPMhDFhyjUaqVFdxPkiQernqct7MEdD1bTktaCbDgVPQ4VxOXebb+pXHJx7cbpjAdJ8SJlqEkScJdQDbj20ZzvIlBYzDnmRnCoCVxmYFMv2Nn19dfH+SDD94Z8tUTXLhwlvr6r/jFL34zKQ/LnnQ3fZkeitUS1pZuYIZvZta6Z25gAQ2e6Tc9sW+u2M47Xa9nFzK2gKqalS4odZWzreJhPuv7OFva8ihedlbvtkt9gyfyynO6yBDWw3lEdIA677QcwdVhSJLEPP/CHBNgVVKpdFUyy3eDBzbHP4+0meJQaD+6lUGWZJYFV7G25Ibg68KiJRyPfJ39TWCXjavdtVS6J2dirMoau2ufozV5lc5UOwG1iLn+BbdFYFMIQUeqjQG9n1KtjHrPtKkA7UcGSdwOD4qbgK6bhMO3pk79Y8bevZ/xxRe5VjCKorBw4RKee+5nd+y8R0MHOTaCHwT2QLmr5ie3RSDzVrGn90Oa402ORNORsK1YpJwJVUGhztNQ0Hi5EI6Hv+ZI+GDePdlZvZt677Qx97WlEZroTfdwfvBMXlCmShqby7exoGjxpK7pVhHWQ7za/r/ysnoSEutKN7GseOV3LuM0Uezp/ZALsXwrJFXSuL/8gbxOymQyyX/6T/8PhjHKA05z8eSTT7Ns2fiGzIZl8F73m3SlOwD7PgbUIp6qffamxFILYSDTz/HI1/Rn+qhyVbOiZE3W91IIQUgfsMniwsIlu6lwVWUn/eZYE3t6P8QYVQZTJZV7givyssumMPh9+/8maoSz74kqqczwzuLh6l1cS7RwdvAUGSvNvMBC5gcWOb4zQgjSVgqX7HYss0b1KPsHPqM1eQ1VUlgQWMy60o2oDk0w3wbSZoq3uv5ARA9jCYEsSQTVYp6sfXZKCf0HhsrKwubpyt/+7d/+7d27lBuwLEEqNSWYdrOYNm06vb099Pf3ZT2+6uoaePbZF1HVOzPImMLk/e63HHWKokZkzHb+u4G4Eefzvo8Llh6GoUoqftWf120kEMSMQRRJ4Vj4MK3Jq/gUf0GF9mHUuOtwKx76Mr0YQqdMq2Bb5Q4aJsCXUiSVSnc1CTNOa/JqXpnFwsItu29KIfpW4FG8mMKiJ92Vd03d6Q6a4xeZH1g4aQuQyUIIwbVkC1+HvuJy/BKa5CKoFt/Sqr8v00NXKl/CQZFUFhXdkyf0evnyRc6fP4tp5r5XlmUihMXSpSvGPefXoQM0x5swMW0iNhYZK82APsC8wIKb/i1X4pf4rO9jjoUPE9IHmOadwYKixSwJLmOmf3ZW1yuih3mj81VORI5wKdZEc7yJWk895e4bpbIyVwW9mZ48zqOFRW+mh6XB3ABaluSsFEfciOFXAqwqvpf1ZZuQJIkSrZS5gQUsKFpMpbu6IB8tYSa4krhEd6YLr+zHreRmNN2Km7mBBawuWcfKkrVM981EnkAg35PuYm//Hr4OH6Q71UmpVnZbA9dh7O3/lLZkKyYmYujZpq0UcTNWUDNrCt9P+P2Fs+1TZb7vKRRF4ZlnXiAUGqC7u5PS0jKqqydnFDpZJM1Ewa6XUObuGIuOhYgeQpFUR8KqV/ahyRou2cWy4CpORo45HsPC4uvwV9ljXI5fZH3p/SwttidMUxicjByzybdYzPUvZGXJWu4JLp80GXwkAkpRVrxxJBSUb40ce2/pBhp9s/hT1xukrBslZV3oRPQQR0KHuK988x07vxCCz/o+ojl+MVsuaklcZn5gEVsqtt/0cRcV3cOJyNEcpXEJCbfspsE7PW/7YRNhJ7jdE8s8nHPIOlpYtCZaMCzjpsq4ozOi5wZPcznexHP1P8evBuhL99CV7sSvBNjXv4e4mWscvqfvQ0pd5ZSP4B71Z3odzyUjE9IHaE9e50LsDEII5gcWsbx4FfeW3se9pfdN+voBLgye5Yv+T7Nlx6/Yy7rSjSwvLmyJNBFcT17l/e63b3TY6iGuJJrZXfsslW5ns+WbxaV4k+MiqDnWxPbKR27ruabw3cVUMPU9R2lpGaWlhbk5txNexZvl9YxGyRj8oLuFoFac16kD9kTZ6JvFA5U7sp/ZK/B+R/L4yGDMEAZfhfYxv2gRLsnFn7rsUs3wIH0yepRrySv8tO7FSXeCjUSDdzpu2Y1h6jkTniTJ9Gd6+fur/y8Ac/zz2VC2+a6VD4Jq0FHWwsTkUvzCHQ2mejJdeSVbQ+g0xc5yT3DZTRs0B9QidlXv5pPeG/pIZVoFD1ftcnyGFRXO59E0jdWrC5P4R6IgUZuJGwWPRMbK5JWWBRYZK8Px8BEGzSjXk1cR2J1vTmVvJ/PkUq2ciBF22NbgQP/n9GZ6ssc6Gj7M1eQVflL7ZzeVKYwbcb7o/yRv8XModIDp3pm3pEq+t2/PqHtj8xL3D3zBU7XPjrHn5DG6o3EYFpYj12wKP0xMefNNYcJQhjpt1FGlHVVSb3plejsRUItsT7xR16dICiuKc4UzVxavQZNdBYPDnP2R6Up10JXuoCvdmTNIm8Ikooe5mrh8S9cuSzK7656jyl2DgoIiqRSpQVyyK2u+qwudptg53uh8xVHH505AGsoZFP7u9sI217Xvb2viqmMQYAmLa4mrt3SeOm8DL037Nc/Wv8SLDb/imfoX8+QehBC8//47/N3f/Ucsy74HkiShaS5UVWXLlu00Nk7ML2+mb7bj/ap0VRa0YxkLIb0f2WH4trBojjdxPWnfO1MYBfmDAkHMjOV8trp0nePf93RvI72Z3tx3H4OBTB+tyauTvn6AlkSz4z2xhElzvOmmjgm2Zc5od4BhFDJtvxVM8zYyWgtCQmK6t3EqkPoRYSozNYVJYW3JelySxvHIEVJWkhK1lI3lW8clWt8tbK98hIMD+zg7eBpD6FS4Ktlcvp1SV27mzK8GeKbuZxwJH+B6shWv4kWVtCxBeCQEApfsojvd5RjE6EKnK92Rw49ImHH6M70ElGDeuQuhSA3ydN3zJMw4hmXSne7k876PcjIXFhYxY5DWZAuNN6FHNFl4FC+V7mp60l05GTMFhYW3kRSfMBN83vcx1xItgKDGXUetp962RRmV1ZEl+aYCkNGQJLvt/2LsPHEzTp2nIWcCPH36JEeOHMohngshCAaL+PWv/w2BwNhcupFYX3o/bcnWrMK4IqkoyDnZ0snAp/gLZrv0IQPr8aBKGo2jzJOr3TU8Wv0k+/r2EDbCaEMaXG7ZzbVki8O5dLpSHczwzSSshzgRPkJPuosyVwUrS9bmlBBHQxQgDQi4pcWCLCkokuJ4D9wFZB5uBZsrtvFa+z+jCx1D6KiShiaped6GU/hhYyqYmsKkIElS1iLlu5jCViSFjeVbua9si61zNUbpLagF2TaC09CRauPdrj/mDcJu2UONu464GUOR5ByuDdgr96IhXpMQgv39n3N28BSKpGBhUeGq4rHqpyZcmvMpflDgXPSUowyBIQz6M313JZgCeLDyUd7ofBXdymAKE1lSqHBVsrL49tgDWcLijY5XiBqR7PTamW4fsqVxxuzbQOztStnirRYCUxicjp6gwlXFE7VPo0gqX331JbqeX+KMRCIYRu470Jq4ysnoMRJGnBm+mSwvXpVDdvarfp5veJmmwXP0ZLooVktp8E7Dr4wvGdKevM6R8EEiepgqdw1rSzdQ7qqg1l1PR6otJ9hWJRWX7EY3x27uUbB99JzMk6d5Z/DCtF/azxoZSZJoip1DldS891GVVAJqEX3pHt4YYZbcr/dxJXGJXdU/oc7r3OXb6JvFgYEv8j5XJeWWnq8sySwuWsqZwVM5orOqpOZlqG8HitQgL077FRdj5+nP9FLuqhzTAHoKP0xMdfP9wGFZFocOHeD1119h37499PX1Ul8/Dbf71jWAvmuB1EhIkjTp6ytSg6iSRkfqOpqkIUsKPsXL4zVPY2FxInKUfj2foKtKKlsrdqDKKucGT3MscnjI6Nnu3EqYcQb0/gl1bQkhOBY+zPs9b3E9dc1xG03SWFR0z11zuvcoHpYGl1PqKqfKXcOK4tWsLd2AIt8eaYTryWucj+UTtCVk5vkXEjYGbIFFSUGRZB6uejxrGB03YnwTOcaF2FkyVpoSrWxC3DUhBH/sfIWUlcraulhYpKwkLtlNjaeO/fv3kkjE8/ZVVZXly1cRCNiB0MnIMb7o/4SwPkDSStCT7qIpdo4FgcU57fuKpFDtqSFtpfg6/BUXYmc5GTlKT6aLGb5ZjrIBzbGLfNT7LhEjTEZkCOshLsTOMsPbyOKipfRmeokZg6iSiipr3F++jSIt6Gg47ZW9VLlqhpTzV7Cl4kG0MSZ8WZKzf0PFagmnoyfyBT8lja2VD/FZ30eEjVyRWgu7G7RQY4ZbdqNJLtpTbYBdKFMllaXBFcy/xaxnvXc6g0aEUGbAVlOX4J6iFawuWXdHxi1FUqhy19Dom2WX6r+nsiFTGBtT3Xw/Yrz11mucPn0yq0d1/PgRLlw4x1/91d/g9d7+NuHvO5YXr2JBYDFd6XZcsptadz2GMPjntn8k4eClV6yWsKNqZzbr9E30uKN0RGviKmkrjXscQdBDoS855TBpDcPuOvNMKCtlCgNLCEdT6slCkVTm+Oc5fpc0ExwNH+JKvBlVVllSZHc2TpSQHzZCjmUdQ+jIsswvp/9r2lKtSECDZ3o2QOlMtfNO1x8RwsLEpDl+kWPhwzxd/8K493lA7ydtpR3OaXBhyJB34cLFfPVVf54kgqKoWVJ6xspwOLR/FJfIJGUm+SZ6PI9L2J68zr7+XHJ0a+IqH/f8iZ01u3O2FUKwf+AzRyL1VwP7eKL2p+yq2U3CTJAykxRrJSiSQsbKcCXezKARQRc6CgqyJPNI9RPUeurHvC+FoMkaT9U+x0c97w4R1CWKlCIeqtqJW3Y7lscBQvoApjALBhfLilcy3dtIc7wJS1jM9s/NBsq3AkVS2Fb5MPeVbWbQiBLUSsZ9J6YwhVvBVDD1A0YoNMCpUydyOB+WZZFKpThy5DD337/1W7y67y48Sm6wcil2nrSVyVvpq5LKA5U7clqt06O0q4YhSRKZcYIpw9LHDaSme2eyteLBMVe+CTPB570f05psQSCoctfwQMWOO5LJylgZXuv4Z+JGzC43mXZA2JXuGNOaZSQqtEpkSXaUtLgweAa/4s/LKAgh+KT3/Rz1bUPoRI0ox8OHWT+OfZE8JrHeDgI3bdrK6dMnicViGIYd2CmKwu7dz2RVz/szvY5EcBOTa4mWvGDq+CjB2+Ft21KttlbTCKeAtJUmaea7HEAukdqn+PCNKCm6ZBfP1L/Ilfgl2lPXKVKLWRBYfMvG3mWucv6s4RcMGlGEEBSpwewzcctux8WGIimO92ckSl1lrHGtH3Obm4VH8Wa1tqYwhTuJqW6+HzA6O9sdrS4MQ6elpflbuKLvJ3rTPY4msgLbiHUkZnhnOnYoeWQPAWVswrI9GTmXIHyKn982/p/srHlqTGseIQRvdrzKtWSL3ZqNoDvdaZe0TOdA71bQNHiOpJnI4e0MW7OEMgNj7HkDtZ56SrVyFPLfVROT45GvORE5kvP5oBF1nLwtJtYJVqKV2dy0UVCHhDsBfD4f/+bf/N9s3/4wc+bMZ9Wqtfz2t/+WhQtviNN6FV9BaQMnPtRoL8ZhyCgkzNySoiZrSAWye07XPhKKpDA3sIAtFQ+yqmRtNpASQhA3YiQd7t1EUaQGCWq5wqlLg6vyugBtEdSl32k6wO2CKQwuxs7z1cBezg2eRremKCw/Nkxlpn7AKCkpzbZ0j4QsywW1c74riBtx2lKtuCSN6b7GO660PRbKtHJUSc3LKMhIWauOYawt3WBLGVgZTEwkJBRJYWvFQ+NOKmNNkOVaxYTKZm2p1iFxxlEigsLkQuwsy4tXjXuMyaAjfd0xkyYj0ZPpnlAnoyRJPFH7Uw6H9nMqeiLve0MYHI8cYWXJDcK7nZlzzixN5F2RJIlHqh7nra4/YAlriFgv0+CZng2mADweDxs3bmbjRmc9rRKt1FYOT3fnZC5VSXW81/WeabbX3ajnI7DytNoUSWFR0T2cGzydR6ReWVLYaLoQetJdfNL7/lBmCSrdVTxUuZOgFkQIQWe6nbgRp9pdkycTMR5WFK9m0IhyIXYm24E5yzeHDWWbJn2d3zckzQSvdfwzKTM5ZKCscWjgS56ue2HS93EK319MBVM/YNTW1lNRUUl3dxeWNcKDTlFYt27jt3hlY+NY+GuOhL4aCh5sIvmu6p9Q47mzCu+FMK9oEV+HD+aYrcrIBNQgDZ5cxWy/EmBF8RpORL5GWHYpZHPFtiEtmhtImymuDZXhZnhn4lG8qLLKiuLVnIgcyfP5W1u6YULXGtHDjuUyQxh3RKW+WC1FRsFyaNMvGicTNxIu2cWm8gc4E/3GMdOTtlJYwsoGlH41QIWrkh6HIGZJ0bIJnbPCXcXPp/0rriSaSZhxat31VLtrJp1Jeaz6Kd7vfou+TC8KMgLBhrLNjnIhK0vWcil+gcyIsrEqaawtXe/IbbuvbHM2EB4ul60qWceCIRuXiSJpJnir8zV0caM7sSfdxZudr/JU7XO80/U6CTMGSFiYzPMvnNACYBiyJLOlYjv3lm4goocpUotvuqwohKAn08X15DXcsoe5/vnf6VLdgYG9N8rc2OVmUxh83vcRT9Q+8y1f3RTuFqaMjn/giMfjvP76v3DlSjOSJBEIFLF797PMmnV3vd4mCptU/LqjPMHL03/7rXXJhPUQe/s+oT3VhoTETN8cNldsy/P62tu3hwuxM9nrHyaMP9/wi+y2l2MX+bTvg2w50MJic/l2FhYtQQjB6ehJjkcOkzSTlLkq2Fi2JW9iTpoJ0laaoFqck7E6Ez3J3v49edcvIbGl4sGcrMtkIISgOd7EN9HjpM0Ujb7ZrCxZgyEM/qXtf+aUQSUkitUSnm94edKByattv3PsmCxSg7w07dc5n0X1KG92vkraSmczPdO9M9lRtfOW1OhvFhE9TMpKUa6Vj2nCG9WjHA0fpC3Vik/xs7J4zbgebhkrTcKME1CCN2k9c2TIJmmUWbOk4VeLiOihvKB0Y9lWFgeXjnvssB5i0IhS4aq8Ze87mwv3Hi2JK5jCGPp7l3i0+gmmTcDrcqKIGYOcjp6kP9NLtbuWxcFlObyzyeDvr/7/7N1ncFzXeT/+77ll+2IBLHojWECw9yqKoihSlEQVqvcWRU6cv+388p/JCyeZJB7PxDO/iWf+LxynjpOMnNiW1RslWZREiaIoir2BBAmS6G0BbK+3nP+LBVZY7F30Sj4fvuLdvXfPLhbYZ895zvP8Ii1IHcDA8KfV/4d29t1Ahmt0TMHUTSIajUJREnA6c2Z1DsOnno9wKXQh47jMTLi76H5U2aqnf1CD6FwHg3HZhbAaxq9b/iNji78IEetyN2FT3i2IaBG80vIfGR9qIpPwdPmLIy4LxLQoPu5+Hx2xNjAmQGYSbi/Yk2qE/F7HG2iONRqe+1zFHyNnSBPf0fq670ucC5xOBU0CRNhEG56seAG9CQ8OeD5ERAuD82TBzT1F9w6b25VNS7QJH3S9nfH62ITkYw39sNa5jtZoM0JaEMXm0mGLRGajcx2d8XYouoJSS/kNWR/oYM8nuBA8m3FcgNhfPDNzNrDAVIgnyp/Pes24FsP+rnfQleiECAEaNKx0rsEt+TvG/TemIVyPTz0fZ+QomgQzXqr6s0kJTDzxbrzV8Sp0nixfIkKEJMh4rOyZjCbXo/EfTf+EhMHOUAYB36/+PzMS2JOpMVwwRct8Nwmr1QqrdfZOlQ8YLnHTqIDleHDOcTl8Caf9xxHToqiyVmNj3lY4pJGXpYb7w9iT6IbIxIxlNg0a2mItAIBr4SuGKeac67gSuoT1ecPnwrzf9RY88a7kkgLXoHIFn3g+wCPSUygwFyGoGSc4y5ANSwGMRkSL4Kz/ZFqQqENDVI/iQuAs1uVuxHMVLyOkJesdTWR2otI6DxWWyoxq2zE9hoM9B3BP8QPwKV5cCJxBQA2g0joPtY5l4y7/0Jvw4N3ON6DoChiSs4Tb8+/AspzxzeDNVqWWCtSHLmYEKQzJ/DHN4Cu1UU/GwQ70fITOeDv0QYu854NnkCe7x/36XQxeMN7swTk6Y+2T0mnhYM8naTNJGjTouo6veg/i3pIHx3y9GnstLgYvpC11D7SToUDq5kE/aTKrLHIshsQyPxh1aCi3TE7LmqPewzjY8wf0JLoR0oK4GDqPV9t+nbGbaiyCagA61w3zfRgYcqVkorrGNRhNBuvQR2wB0pfoRW/Ck/EYGtdwJnACAFBqLjfcTcgZh2tIsvxoeeJdhjMCGlfR0t+XjTEGp5Qz4WUeIFmJfigdOq5HrqIpch2vtr2CM4FTuBa5gsN9X+DVtlcQH8dORZ3reKfjdUS0MBSeQKK/Dcuhvs/giXen3TeshuFN9E5bT8TJtsheA4foSCtTIDIJZZZKwxYrAkQstBnXFQOSZRuaI40Z70WVq6n34mykcQ2eRFfGcQ6O1ixFckeyNf825Mn5yUK/ECAzGQ7JiZ0Fd050uGQOoZkpMqsssNWgznweHfE2qFxJ7Ybbln97RjuWhB7H1fAVxPQoyi1VKBpU7ymbmBbF6cDxtNkjDo6EnsAZ/0lsHePuo5AaxIfd76bqDWlcA4OQtmwiMhGr+3d2zbPNxxHvoYyNaBKTMN+evRAn5xwB1QfGDQIlcPiVZGPX9bmb0RCuh8KVtATn9a5N416+J34/cAAAIABJREFUsok26AY75xgYHKITZ/2ncCZwAjE9hnJLBW7Jvy1jZ1o2CT2OoBqAQ8pJ1eAy7tiW3PH2qeejtKBT5QqCahAn/ccyfnZRLYKr4StQeAJV1vkZS4BtsWbDAFbjGi4Ez+J28+60ZVWBCRCYiB3u3ahx1I7q+Y0V5xyd8XYE1QCKzMWjfh1HIjIJj5Y9jeO+b9AQvpxqubLatR7tsRbs73on9WVAYlIylys3e+uVhB5PLuUZ/KhiWWqtjcZS53K0x1ozZ9AYQ4mlbNzXHSD0/zPqazi0tMNomQUznih/Dq2xJvQkepAr52GedT7NSt1kKJgis4rABNxX8hAaI9dwLXIFZsGMpc6VKDCll3JI9lV7I5nt0b+tvdq2EHsK7x02X6M30WPYPFeHhtZo85jGyjnH2x2/T/WUG7gmA1I9zayCDTsL9qQKZubKeVibsyEV0HFwSEzGEscyFJlLDB/nfOAMvvUeRlQ3LuAoQkRFf3JujuzCY+XP4qj3MNpiLbAJNqzL3YTFjswebKNVYCqCS8rt75U3qNkxS76OR7xfpoKS65GraIu24MmKF+CUcrJek3OOr/u+wLng6dRuwKWOFdjuvgPV1oW4Grmc9lgMDMXmUvQkMpPTdWi4Gr6SFkw1Rq7h4+73krdzHd+yr1PXH3h/ZFv25OCI9ddh+qDrbXTHO5NLWVwDuILPej5CjuxCcZaf10hiWhR1wfPoTXhQZC7GEueK/qKXYbzd8RpC/bWodHDMty7AnUX3TsoHs1m0YJv7dmxz3552vNJajSfLX8D5wBkEVD8qLFVY4lw+7NKpQ3T2jzk9GB1Y3hqvhbbFuGZrwPVIw6DK6Qx3F90/KflSjDHUOGpxOVSftiwnQsQy58jJ9sNdt9JanbFrl9w8KJgis47ABCywL0olVQ+lcx37u95Jy3vQuY7GyDVcCV8aNnCwSw5oWYosusZYE6Yz3p5Mujb4er7UuRIbcjfDLjoygrvN+dtQbV+Ay6GL0DlHjaMWpWbjNh91gXM43Hcw6xKgAAEm0YxVg/qf5cp5o64+PhqMMdxf8gg+6n4XnkQXBAgQmYhb8nbgi74DGTliKldx2n8c2913ZL3mKf9xnA+egdafBAwAl0IXYBGsuNV9OzribUjo8f52KBIYALvgQDfvNLyeadAHv6Ir+EP3+2mvmc51XAxdwHz7otSusDJLhWFJB4nJWGCvgU/pQ0+i23Ap67T/eNbXuD3WiovBc1B0FTWOJZhvW5gKhryJPrzR8RtoXIPKVVyLXMFx31E8VvYsPu/5GD6lL+391Bi9hjP+k1ibuyHrazkZXHIutrmNa2kZYYxhZ8EefNz9XupLgQARJkEedRmPbNfdU3QvuuKdaIk2wiJYsGiSSyNsd+9CQAmgO9EJBgE6dFRa52FT3tRUYSc3BwqmyJzjSXQZJqmqXEFd8NywwVSunIdiU0kqcXZAssji2DrKh7UwjCqWc3CEtdCwCe3F5lIUm0eum/Wt7+ssRTEF2CUH5lnnY0Pu1lF/2CT0RP+ymnNMvcrskh2PlD2FkBpEXI8jT85HZ7w9yyyfjo6Yca+2Aaf9xzOel8pVnA2cxOb8bXi24iU0hC/jSugSWmPN4ACuRi/D6PWWmISVOWtT/2+NNRveT+UKLoXqUsGUTbRjg2sLTviPpsYiMQkFpgIstC9GZ6w9ayuUbJXMv/V+nVYnrCl6HRWWSuwtfhCMMRzs+SRtRkzlKjSu4YveT9Aea80IzFWu4nzwzJQHU+NRbVuAR0qfwunACfgVH8otlVjlWjtidfbRKDaXjHvmbyQmwYSHyp5Ab8IDn+JFvlwwquKyhAyHgiky5yQTuI2X8rLl2wy2t3gfPvHsR2u0GYwxSEzG7e7do8q5GqzYXJJlZkNClaV6TNfKJqyFDI/r0DPqLg2Hc44j3i9xNnAaAgToXMNS50psd+8c0xKSQ3LCgWSQ6JRyDHNPGBjyRkh2z9bDMMET4JxDEmQstC/GF72fDpkZSv58kz3fxFSBySWO5cnz9QQ6Yq1ZW7xgSAL5hrwtKLWU43zwDOJaHDWOWix2LIXIRLhNhYbPT4RoWPMoqAZw0vdt2jkqV9Aaa0FztBGV1nnoiLdlDgk8+V7M8p42+uIwWxSYi7C78J6ZHsa4uE2FcJtmdycIMndQMEXmnCJzSTIAMEjiHvhQHY5ZtOC+kocR06KI63E4pZxx5aQ4pRwscaxAfehCaiYiWX/JjiXOkccxGjmSCwHVb3h8LE77j+Nc4DQ0rqY+6i+FzsMiWLA5f9uw5wLJpGy/4oNVtKZ27DmlHFRY5qE11pS21CcyEWtHmOUrMBWhO5G5ZJcnu1PLou39BVKNFMrFWOVai2Jzaao2V3OkER92vwtwQEPmbJ7EZCw2qBxebq1EubUSGlcRVsPQuQ6RibCIFqx1bcLpQTNN3y2rrs24Tku0yTApW+UKrkcaUGWtBgMzDPhFiLBJdvhVX9pxAQIW2GZngV1CyHcomCKTTtUVnAucweVwHQQmYoVzNZY4lo9YyM+neHHCdxTd8U7ky26sy92MQnNRxv0EJuDuovvxQdfbycRvrkJiMsosFagdQ5uNyegov8O9C6XmMpwNnERCT2CBvQZrXRvHXfdoqK15t+HTng8z2stszbttTNc5Fci+rLYp75ZhfzbnA2fwdd+XADh0rqPSVo07C/fCJJhwV9F9+KL3ABpC9eDgsEsO7Cy4EwUGP7fBtrt34p3O1zKe122D8qyGC3AdkgM1jiWp/yf0BD7sfjfrLI7EJCyyLzZMjuac45T/GI77vgFHcqZouWMltrlvx6bcrXCb3DjtP4GoFsU823ysd202LAFhEkyGwR8Dg4mZwRjDInstGsL1aTNnIhOx1LkCi+y1yU0VXIcGDRKTYBYs2DiBHCRCyPSgCuhkUulcxxvtv0Wf0pOWhzLftgh7iu7Nel5PvBtvdvwOKlfBwVMlEe4tfggV1irDc6JaBJdDlxDTIii3VqHcUjmuystRLYKQGoRLzpvS6tdxLYb60EX4VS+KzKVYZK8ZVVPea+Er+Mb7FQKKHzmyC1vybh2x/chQ/3L9/8u69PVn1f9v1sAlOdvzTlrQk1zmqk4rcKhxFYquwCxYRv0z6El4cNx7BD0JD/JNbmzI3Zq21KpxDf/V/C8Zu+4kJuOeogfSquFfDl3sL8aYGUyVmMpwa8HOrDk4F4Pn8WXvpxmB3aqctdiaP/qgVdEV/Ffzv2a0FpGYhMfLnkWeyY24FsM7na/Dp/QBSE5iFZqKcH/JI5AFGUE1gPOBM/ArXpRZKrHEuXxGK7IPlGrojLfDJjqwwLZo0r4oEDLXUAV0Mm0aI1fhVXqH1AJScT3SgN6EJ2uOwld9B9M+CDk4VK7ii54DeKbyJcNzrKINq13rxj1Wjav41PMxroWv9G/z17E6Zx225N066S13ehM9eLPjd9D7d3FJ7DyOeb/Go2VPjzg7tsBeM+bgaajsy2r5w84AnfR/mzGjpUFDS7QRES2S6mcmMgmiOLY/JwWmQtxd/EDW20UmYm/xg3i/800ASNW6Wu5cmZGzNBCEGz6OuWjYZObjvqOGs3bnAqexOe/WUS8By4KM+0oeSs6Y9n9H1aFju/sO5PWXxjCLFjxW9gw64+3wKV64TQVpJTGcUs6Ya51NFY1r+KDzLXTE2/vLj4j4HB/DLtphEx1Y7VqHhbbFs7o9FSHThYIpMqlaos2GswMcHO2xtqzBVFe8w/C4X/VB1ZVhG8eO16Heg7gWboAGLZXzczZwEjlSDpbnrB7XNfsSvYjpURSYitJmFD71fJjWvytZbDKAo97D2FGwe2JPZBSyLasNV74ASBYlNSIwEdFBwdRY+BQvOmPtsIl2VFirhg1WyiwVeLHq+2iMXEVCT6DCWoVcg+T2Kmu1YTAlMRkLRwhEs1W+HyhfYGKjnxkqs1TgparvozXaAo2rKLdWZeyaZIyh1FKOUotxOYzp0hPvxrnAaYS0IOZZ52Opc2XarNP5wOn+4rnJ98xA9feAGkBADaDH44Enp3vWBH+EzCQKpsikckgOw+3yA4nZ2ZgFC1SDnWsiE0e1FDZWGtdwKXQ+Y5wqV3HSf2zMwVRYDeH9rjfhU7zJ3XLQsTVvO1a51iGuxdCb6Mk4R4eOq+HL0xJMlVjK8EjpUzjm619Wk93YkLd1xO3n5ZZKBEJ+g0CFwyWNrSks5xyf9XyMK+FLYBCSuUSCCQ+VPjFsg1mTYBqx6KhDcmJz7rb+UhIa0F8Mdb5t4YhtiApNRYa77GyiHbJBa6ORiEzCPNv8MZ83na6ELuGzno9TNaLaY604GziFx8qfTQV/F4Pnh21xpHIFZwInsMa1flLaCI0H5xznAqdwyn8cMT2GEnMJbsm/3TDXkpCpRPXuyaTKlmguMhHVw3zArHGtz2jnIDIJS50rp2QZQdUVwx55QLJC9Vi93/UmehPJPLGBHm9HvIf6yy9k/zWbzpYTBeYi3FO8D89Vvox7Sx4aVR2fDXlbMhKrJSZhS952SMLYgtxLoQtoCNf3z/goUHgCES2MD7veGfNzMbI2dyMeLn0Sq3LWYpljJfYW78OdhXtHfP/ckr8j470nMQnb8m+/IZewNK7hYM8naUujKlcR0oI45z+Vup9RC6GhRIjojmf2upsuR7yHcMR7CCEtmCpD8VbH7+BN9M7YmMjNiYIpMik0riGshmARrbi3+CFYBRtkJkNiElxSLh4sfXzYGabVOeuxzLESIhNhYiaITMQC2yJsyx99VeaxMAnmrDNlJWNcfvEmeuFTvIYFF8/4T8IkmFBqyWxALELEEseKsQ18mjmlHDxR/jyWOlYgR3KhzFyOu4sewCpXZmmAkZwLnM6Y6eDg8Kk+BJTM8g/jUWguxnb3Tuws3INK6zzDYMgT78K5wClcC1+BxjWUWErxcOmTmGedD7toR6m5HPcWP4RFjuyNfuey3oTHMEzSuIarkcup/9c6lo04K6yDj2updzIk9DjOBk4a5rsd9x2dkTGRmxct85EJ4ZzjpP8YTviOQocOAQxrXBvwYuWfok/thQgBuXL+iN/wGWPYXnAHNubdAr/qhVNyTekfacYYdhTsxsfd76X+GDMwSEzCLWPYwQUAUT2atVL2QD7O7sJ78Eb7bxHX46leggWmImzI3TyxJzJKES2CE75vcD1yFSbBjNU567LOIgbVAJojjZAFGdW2hXBKOdhZuCfrtXsSHnzr/RqeeBdy5VxszL0FZdaKjPtlK1sggBnm2U02nev4qPs9tEQbwXlyVlBiIh4qfRKF5mLcV/LwlI9hNjAJ5rRG3IOZhe+aia/OWYfGSAN6Ez2GPx8GBpfkQoFpZpbU/IrPMKWAg6M7MXOzZeTmRMEUmZDzwTM47juSCkg0AKf8xyAzGWuH6TqfjUW0wCKO3GZlMlTbFmBfyeM44TvaX66gBBtytxgmOA+n0FRsWHYgubS5AEAyp+e5ypfRHL2OgBpAoakIJeayaVlGimsx/L7t14hqkdQ4v+z9DJ54F24r2JV232PeIzjhPwrW/4/jE+wt3mdY8RsAuuKdeLvj1dTPP6QF0dn1Bu4svDejt+Ii+xKc9B/N6OUnMRn5snuynm5WFwJn0BJt/O69ygGFAx92vYOnKl68IZf0jOTKeXDJeehLpDeuHigHkfq/IOHh0qfQHG1ER6wNES2Mq+FkA2odHAWmQtxT9MCoXreEnkB9sC61o7fWuRSmMbQzMuKUcjLeSwPyZGoPQ6YX1ZkiE/Lfzf/a36MunUWw4o/n/T8zMKKZcdZ/Eke8h1If1CJLJtw/UfYczKJlhLOn1gnftzjmOwJtyHKICBHPVb4Mu+QAAHTG2jN2/AGAzGT8UdWfGdYXeqv9VbTHWzOOO0Qnnq/8XtoHbUJP4PX23yCoBqByBQIECEzoD9aqJ+GZDu93ba+gN+ExvE2EiCXO5diWf/tNUUcpqAbwTsdriGhhMDBoXMMa1wZszts2bHCkcx19Si/MghlOKWdUjxVQAni9/X+hcAUqVyAxCTKT8WjZM6nq9eN1wPMhroYvZ+xSfaj0ibSSE4RMBqozRaZMRDMOiGN6FJzzm+bb/irXOuSbCnDGfxIRLYxq2wKsylk744EUALRFmzMCKSAZ8HkSXalg6lLwQpbdWwwt0UbDWleeLMspYS0EhStpZQVMgglPlD+LK6F6tMSa4BRzsMy5csIfqKOlZ5nFAJK1sy6FLiCoBnH/TbDc55Ry8EzFS+iKdyKqhVFsKRvVsnpyeXps/ey+7P00+fdgULJ7srnzpxN+rXcW7IFZsKAueBYa1+CUXNjh3kWBFJl2FEyRCcmT3ehTMrf9u6TcmyaQGlBhrcparX0m5cgusFhmTzgdHHbRkfq/atDPboDGjXNsrKINikHvQJGJGTvkksclLHEun7TehWNRY1+CE76jhs2LgWQCdlusBX7FN2yphhsFYwwllqlfUm+JNma89zh4f+7axL5wiUzEdvdObMvfAY1rN8WsIpmdaDcfmZBb3cbbym913z4zA7rJhNQgDvV+jlfbfo2Put5DdzyzyvmqnHUQmZh2jEFArpybljy8yF4LyaCukg4NlVmCxHWuTYY//xXONdNa9mE01rg2IN/kHrZ2lAgBPsU7jaO68WV7HwhMmLQvXAITKJAiM0r8yU9+8pOZeGBd54jFpn4HD5laLjkXZeYK+BUfVK6gwFSEnQV7UDXLixbeCAKKH6+2v4LOWDvCWghepReXQxfhlguQZ/ouAdcq2lBoKkZrrBkcyV1YhaZi2CUHDvV+jovBcxCZgEW2WvQlehBQA9Chp3Y33pa/C6VW43IRhaYiABxd8U6ITARjDEsdK7DNPftqNCUbCq9EnskNX8KLqG6wRM2AzXnbMqqWk+y641046j2MC8GzULmCPNmdFkD5FR/6En1ps1MCBNQ4lky4TRIh08luz/53gRLQCZkhOtfREWuDxjWUWsrH/M36D90f4Eq4HhiyhGIT7Xix8k8zghnOOQKqHwk9gbc7fw9FT6Q+4CQmYblzNbbl70BbrAXXIw2QmQm1jmVpgVk2qq4gpIVgE+0TbszLOUdcj0Fi8pgLg45WSA3it63/jcSgpsQikzDfthB3Fd03JY95I6oLnMOhvs9SldSTdeXy8EjZU6n3c1yP4+2O38OveKGDQwBDjpSLh0ofnxU5hYSMFiWgkxtWWA0joPrgkvNmrHjgWGhcQ1e8A76EF0e8h6BxDQzJ/KU7Cu5CjaN21NdqizVjaCAFJD+8wloIDin9F58xBpeci0O9nycrwA86V+UqzgdPY0Pu5nHlfkmCjFxhbCUljDRHGnGw9xOE1RAYGBY5arHDvXvSl3AckhOPlD2Nw30H0RZrgcxMWOFcjQ15Wyb1cW5kiq7gUN9nGU3N/aoXF4PnU4VdzYIZj5c9i/ZYK7xKH/LkfJRZKkY9c8k5R2usGQHFjyJzMQrNxVPyfAiZCAqmyJykcQ2f9XyMq+HLycJ9XEONYwl2FuyZdbk6Axoj1/BJ9wfQOYeKzCXuz3o+QqG5aNR1riyC1Xg3JefD1vDpjLUZ18WCiD6lF2ViZsHN6eCJd+PD7nfSPpwbwvWIa3HcW/LgpD9evsmN+0semfTr3iy64h2GxWpVrqIhXJ9WJZ8xhnJrJcqtw/dJHCqshvBmx+8Q1SKp4L/MUoG9xQ9m5AESMpNm56cOISP41vs1rva3A0nwBDRoaAjX45j3yEwPzVBQDeDj7veSffsMAikguex3KXhh1Ndc49qQkfwtQES1beGwS225cl5GaxsgWR7AIWafxjYS1+M46z+JTzz7cdJ3DNEspTJG45T/WEYRRo1raIk1IqQGx31dMjWSldSNs0QsonVSHuOAZz+CaqC/RpUKlatoj7XipO/bSbk+IZOFgikyJ50LnM6onaRyFeeCp7KcMbMuBeugZykvMECHjpg++ibLSxzLUzv1ZMgQIKDCWok7Cu8a9rw1ro0Z3+pFiCizVI6p5lNQDeB/W/4TR7yHcDl0Ed/6vsb/tP4n+sbZZNar9Bl+OIsQEVQD47ommTqFpiJYDZbWJSZhZc6aCV8/ocfRHmsz7HlZFzw34esTMpkomCJzDuccyqDE4cESuvHxmRbTI4ZLa4PJLNkLb7QYY1jqXI582Q21v3ZSXI+PODtUaC7C3UUPwCE6Ifb/W2BfhLuL7h/1YwPAV72fI6pHB7VnUZHQ4zjY88mYrjOg1FJmuGykQZtQexBPvBvnAqdTjY3J5GCM4f6Sh+EQnZCZnGpQvt61OaP9kMY1jHWv03BfPujnSGYbypkicw5jya39RtW3i2dp5eNKazUuBs9nbegrMRnF5jLMs46+pISiK3ij/Xep2SwOoDveiTfaf4vnK7837E64ebb5eL7ye4jqEcjMNK4E7+ZoI4wS4Dvj7dC5PubctbWujagP1qXtsEvuMlw1rmWjtMbGSDZUlpiMh8ueQC71bpsUuXI+nq/8HjribYhpMZRaytJmq5oi13Go93P4VS9kZsLqnHXYmLc17b0RUAK4ErqIBE+g2rYg1bPSIlqRK+ehT0mf6RQgYCGVVCCzDAVTZFQCih/1oTpEtSjm2eajylo9qt04vQkPuuKdsIsOVFrnTVpy+G3uXXin8/epLdkMDCKTsN19x6Rcf7LNs85HsbkUnfEOqP0BlQARdtGOPJMbix1LUWOvHVNtpoZwfcZSJweHyhVci1zBYsdSw/N6Ez1oj7XCKtpQbV0w7vIDAhMBg/YzA02Sx8op5eCx8mdwpO8Q2mItMAsWrMnZgBU5q8c1vguBs+mNjQEoXMGHXe/iqYoXx3VNkokxhjJL+qYFv+LDx93vwZPoTh1TeAKnA8cR1+O4rSD5e3oldAmf9XwMnevQoeNs4BQW2BZhd+E9YIxhd+E9eKvj99ChQ+MqJCbDKlqxKe+WaX2OhIyEgikyomvhK/jEsx8659Ch4VLoPErMZbiv5OGswZHOdXzc/V7/7EXyA9YsWPBQ6ROT0outxFKKx8uexUn/MfQkPCg0FWFd7sZZO+PAGMN9JQ/jcugi6kN1EJmIZc5VWGBbNO7ilgOJuUOpXDXMMeKc44DnQ1yLXAEHhwARIhPwYOnjcI+x3xqQzNm6EDyTtuSSnDVYPO7nlCvn457ifeM6d6gLobOGvQb9qh8BxT9tPQFvdJxzdCe60JfogUvOhVsuxOvtvzHM/1O5irrQWWzJvxUAx2c9Hw8praDgWqQBTdHrqLYtQKG5GM9W/jEuBc/Dp3hRYilDjX0JVTsnsw4FU2RYqq7igOfDtD94ClfQEW/HldAl1DqXGZ53LnAazYNmBQBA1VR83P0+Hit/ZlLGlmdyY1fh3ZNyremQrMC9AkudK0Z1f50nv6mfC5yGoicwzzYfW/JuTTUmLjQXQ2ZyRkAlMQmFpsxaPJdDF3Et0jBopkaDwoEPut7GcxUvjzkA2pJ3K3oSXeiOdwH9M1F5ch5uc+8a03WmSrbGxsm6XpRzMxkUXcF7nW+kZqAYkrv8lGFyFwUICKtBeJU+MMPSCgquhC6i2rYAAGATbViXu2lKxk/IZKFgigyrM95uuGSjcgX1obqswdSF4JmMWQEOjt6EB2E1lAoISHYDdbQGXsf6UB2aotfxdPmLsIhWzLPOR47kgk/xppr3ikxErpyfkQAMAOeDZ1JLjINFtSj6lF64TQVjGp8syHio9El0xzvRm+hBrpyXyneZDbI1NrYIVrikiRcYJcA33q/QnehMm51UNBVGuXQDODgcUg58qi/rfWZrrThCsqFgigxLYELWP4siy/72ybrbhjHaiYPkrjuf4oVTcsIm2jNuDyiB/pyo714rDo6EnsCF4Dmsz90EgQl4uOxJHPN+g8vhiwCAJY5lWJ+7xTCgyfa6M2SfxRmNInMJimZh4v8a1wZcizTAr3ihcAUiRAhMwJ6ie2dNwDcbdcc7UR+6CM51LHLUotRcnvX1uhS6YPC+yh5IiUzEqpx1kAUZFZYqw/tKTMISx+hmbwmZLSiYIsMqMZdBYiKUIX/zJCZjWc7KrOctsi/Gaf/JjOUUm2iDU8qZiqHOCM452mIt6I53wiE5scBWM2xCN+cc33i/wpnAiWTldmioti7E7sJ70s7rSXRB6L99MI2raI+1YD2Syx4mwYxt7h3Y5t4x4lhrHcvg9fZmzBiKTBpXztRsJwsyHi17GtcjV9EebYFDcmKJc7lh8EqSvvV+jVP+Y6n3yMXQeSx1rMBtBcZLt2MJwgUI2Jq7Hatc6wAkfz53Fz2AD7vfAcDAuQ4wYIVz9ZgrpRMy0yiYIsMSmIC9xQ/hvc7XwYFUraSljuWoti7Iet663M24Fm5AWAulzQrcWbj3hpkVUHUF73S+jt6EBypXITEJX7HP8XDZU1lbwtQFz+Fs4CQ0rqUCpcbIVXzZ+2lasU2nlANuUJeKQRh3kv2KnFVoCF9Cb6In9TNhjGFP0b037LKKyEQssi/GIvvimR7KrOdXfDjpP5a2Q1TlKi6GzmOJc7nh7GOVdT6uRxoyCmsWm0qQI+fieuQqBDAsdizF1vzbMirzV9mq8ULln+Ja5AoUXUGVtXpUjbUJmW0YH2sltUmiKBp8vvG3niDTS9EVNEauIq7HUGGdN6r+caqu4mr4MtpiLXBKOVjmXDkrcqU452iMXkNd4Bx06Kh1LMUie+2YA4pvvYdx0ncsY/ao0FSEx8ufMzznf1p+Bb9BrogIEd+r/mFq6ZRzjtfa/xe9CU9asU+JSXiy/AW45NzUsaAawKVgHSJaGJXWeai2LRh2l2Vj5Bpaok1wSA7UOpZlNEQmN6cz/pM40vdlxvsZANa7NvfvwEsXVAN4re1/ofBE6guFwEQ8UvoU8k3u6Rg2IdOmsDD730qamSKjIgsyahxLxnSOJEiodS7LmqQ+U77oPYD60MVUMnZ7rBVXQpewt/jBMc2aXQrVGX7w9Cahc9pJAAAfrUlEQVR6EdUihq02srWL4eBQdAWimPyVZIzhgZJHcMDzEVqijWBgsEsO3FFwV1og1RS5jo+6303V6akPXUCBqRD7Sh8zzGkTmIAF9kVYYF806udJbg4Sk5Lv/yFfrwUIkJhxKQKnlINnK1/CpWAduhOdyJcLsMy5YtJ68xEyV1AwRW4qvYmeZBA0pLZNa6wFbbEWVFirRn2t4SZ1szWALTVXoDF6NeO4TbTDLFjSjllEK+4reQgJPQGVK7AKtrRgT+MaPvHszyhb4Ul0oy5wHitdE++PRmY/jWvojLUDAEosZRl9F0drgX0RDvV9nnGcMQE1jtqs55kEM1a51o7rMQm5UdyYiRKEZNEabQYMgiCVK2iOXh/TtRY7lhp+cOWZ8rMmOW/N3w6ZmdLKTUhMwo6C3VlnxUyCCTbRnnG7J95t2L9M5Srqw3VjeSpkjmqLtuC/mv8VH3S9jQ+63sZ/Nv8LmiON47qWVbRhd8E9EJkEmcmQmQyRibgt/4602VBCSCaamSI3FbNgBmMCMGQXkgARFmFsSxPrczejOdqY2novMRlif5J9NvkmN54ofw4nfd+iM96OXDkP63I3j6unYDKQM54Bk4YpW0FuDDEthve73kqvHcaBD7vfwXOV34PNYJl5JIsci1FprUJT9Dp0rmOebb7hcjUhJB39xSU3lQX2GnzZ+2nGcYGxrL3ssjEJJjxW9gyao9fRFeuEU87BInttxo6loVxyLnYW7hnTYxkpMBXCLFigaEMroMtY7lw14euT2e1q+DKMgmkOoCF0KVWCYKzMomXMvwuE3OwomCIpcS2Gb7xfoSFcD4ChxrEEW/K2wSSYZ3poE9IWbcGl0HloXEeNYwnuLX4IH3W/C43rYEjmN91ZdO+4drUJTEC1bSGqbQsnf+AjYIzh3uIH8Xbna9C5Dg4dHECNvRaL7NlzXMiNIa7HoBks82pcRUyPzcCICLl5UWkEAiC5Zf53ba/Ar/hShTYFCMiT8/F4+XNztg7Rkb5DOBs4mUrSlpiMedb5uLNwLzrj7dCho9RcPmyhzdlO4yoaI9cR1SIot1Qgj7ak3xS64114q+N3GUVYJSbjgZJHUGopn6GREXJjotIIZESNkWsIqYG0iuU6dARUP5qjjammo3OJX/HhTOBEWrsLlStoil5HZ7z9hqmyLDIJC+01Mz0MMs2KzMVYYKvpb16dXOpNflmoRom5bIZHR8jNhYIpAgDoSXRDMWiCq3AVvQnPnAymWqKNQJYmzdcjV2+YYIrcvHYX3oNrkSuoC54HwLHEsQKL7ItvmC4DhMwVFEwRAIBLyoXM5IyASmYSciTXDI1qYmRmggCWUVZTgDBikjghcwFjDAvti7GQ2uUQMqPmZiIMmXQL7TWQmJxW/4iBQRZMWGBfhLAaxlHvYbzX+QaO9H2JkBqc1vFxzoctkmlkvn2hYeEAxgTUOmZXVXZCCCFzFyWgkxS/4sNnno/REW8HA1BqKccdBXdD4ypeb/8NNK5Cg9bftFjEw6VPoMBcNKVjSugJHO49iPrwRehcQ7mlEjsKdo262W9rtBn7u95J/V+Hjp3uO2ddixtCCCGz23AJ6BRMkQyKnlzqk4VkP653O9/ozz9KV2IuxSNlT2cc17kOn+KFWTBPqLEx5xxvdvwO3fGutMR4s2DGMxUvjbqYoKqraI01Q+caKqxVc77UAyGEkOlHu/nImAwEUQPaoi2G9+uMd0DnelrZhKuhyzjY+wk0rkGHjmJTKe4qvn9c1Zg9iS70JDxpgRQAqFxDXfA81uduGtV1JEGakwn0hIwkpsXQFmuByERUWqsMm1sTQqYe/eaREcmChLg+NI072c5kcI6VJ96NAz0fptW96Yi34/3ON/B4+XNp53LO0RprwuXQJQgQsMS5PKMujlfpM9iLl6yr1JPontiTImSOuxA4i0N9n0GAmPw9YQz3FT9E9aUImQGUgE5GtNSxEuKQuFtkImrty9K2YJ8dUtMJADh0eJU+9CY83x3jHJ/3/AH7u97FpdAF1IXO4d3O13Gk71DauXmyG9wghVxiEgpNU5urRchs1pvowVd9n0PjGhSeQIInkNDjeL/zTah6ZokTQsjUopkpMqIt+dvgVfrQGmuGCAE6dJSYy3Cre2fa/QJqwDD4ESAgrIbhNhUCALriHbgSvpQ2g6VyFWcCJ7HUuQK5ch6AZFHCQlMxuuOd0PqX+hgYRCZhmXPllDxXzjnqgudwNnAScT2Oedb52JR3y4RyvwiZbBeD5zO+uADJvnxN0cZZUcRV4xquhi+jNdoMh+TEUucKOKWcmR4WIVOCgikyIpFJuK/kIfiUPvQlepEr5yPfoGVJpXUeuuIdGX/kNWgoHLTrrzFyLaMFBgCAczRFriPXlZc6dF/JwzjS9yUuhepSCeTb3XfAIlon7wkOcqj3M1wMnU+N72LoAq5HruLpihen7DEJGauEHjf84gJwKHpi2sczVEJP4M3238Kv+qFyBQJEnPIfw73FD6HCWjXTwyNk0lEwRUYtV84ftiTBCucanA+cRlSLQkeyAavEJKzKWZu2805iMoT+Ga7BGBMykt9Nggk7CnZjR8HuSXwmxsJqCHXBc6lZMCC5TJngcZwLnMbGvK1TPgZCRmOBvQYN4fqMIrs6dFRa583QqL5zxn8CPsWb+l3SoUHnwCee/Xix8k+pQju54VAwRSaNRbTg8fLncdJ3FNcj12ARLFjtWoca+5K0+y12LMFx/xFkfrHmWGBbNOxjeBO9iGgRFJiLYJ7kEgc9CQ9EJmbOrHENbbEWbET2YCqkBlEfqkNcj6HKOh/llspJ+cDoinfgmPcb9Cm9KDAVYmPuFhSaiyd8XTK3zbPOR5mlEm2xlkF9+SSsd22eFUvSDeH6tC8lAxQ9Aa/SZzizTchcRsEUmVQ20YZb3Tsz8qkGy5Fd2Oneg897P4HQvweCg+OuovuyLqVFtAg+6HwTfUovBAjQoGGjayvW522etLE7JGfGbBmQzNNySblZz7sebsAfPB9A5xw6NJwLnEGltQp3Fz2QVjZirFqiTdjf9XZqyTGo+tESbcQDJY/Sjq2bHGMMe4v34XrkKq6G6yExGcucK1FimR0NjrOVaNDBITJxmkdDyNSjYIrMiFrnMlTbFqA52gSBCaiyVmcs8Q32Ydc78CS60/JEjvu/gdtcgGrbwkkZk9tUgHxTAXri3WlBlchErHKtMzxH1RV84tk/JJleQUu0GVfDl1HjWGJ43mgc6v0sI7dM5Sq+6j2Ix8qfGfd1yY1BYAIW2mtmRbL5UCtyVhu+f12SCy45+xcTQuYqKo1AZoxZtKDGUYuF9pphA6mAEsgIpIBkYHHKf3xSx3R/8cOosFZBgAiRSbCLDtxd9ADcpgLD+3fE29JqbX03NgX1oYvjHgfnHF6lz/A2qrFFZruljhVYYKuByCRITILMTLCLdtxTvG+mh0bIlKCZKTLrxfVo/9JepqgWHfd1I1oE9cE6hLQAyiyVmG9bCItoxf0ljyCmRZHQFTgl57C5TwyC4Z4qABAnsMQHACZmRoLHM46bRcuErkvIVGOM4c6ivdiQ6EVHvB020Y4qa/WElr0Jmc0omCKzXrZkVQEi5o+zTUxHrA3vdb4BHTo0ruFi8Dxy5Tw8VPokZEGGRbSOqhRCqaUcAmMZyfQSk7HUuWJcYwOSH0arXetwyn8sbalEYhLW5mwY93UJmU55JjfyKNmc3AToawKZ9UQmYbt7J6RBSa0iRFhFK9a4xh5YcM7xh+4PoHAltXNP4Qr6Er04EzgxxrGJ2Fv8IGQmQ2YyxP7lwVrHMsyzTqwf4IbcLcnq80yEzEwQmYSVOWvH9ZwJIYRMHcY5z7ZKMaUURYPPF5mJhyZzVGesHaf9JxDSgqiyzseqnDXjKqTpU/rwatuvDQuH5sn5eLrij8Z8zYSewLXwFcT1OCqt8yZ163dCTyCkBuGQnDAJpkm7LiEDf/6p7hMhIyssdGa9jZb5yKzkiXfhpP8YfIoXpZYyrHVtRImlDHdPwtZvAWLWPCeBieCcoznaiJ5EN3IkF+bbFkEShv9VMQkmLHEun/DYsl2b6vKQyaTqKo54v0Rd8DxUrqDIVIIdBbtRRDXMCBkXmpkis05T5Do+6n4XGtfAwSFAgMQkPFb+bKpv30hUXcWV8CW0x1rhknKx1LkSdsmeuv03rf8Nr9Kbdo7EJGzK3YYr4YvwKV6oXIXEJEiCjEdKn6It3eSG8UHX22iJNEHDd7OzMpPxZPkLyJFdMzgyQmav4WamxJ/85Cc/mb6hfEfXOWIx6m5O0nHO8U7na4jpse+OgUOHjpAaQo2jdsRrxLQYft/+azSEL6M70YnOWDvOB0+j3FIFh5T8ZaiwVKIhXA8GAQzJ3KdK6zwIjKEpch1q/4dMMkFdhSfeNWxCeVPkOj7qeg+H+w6iIVQPh+QctvUOITMloPhxuO9gRoVyjmT7pHm2+TMzMEJmObs9e9cNSkAns0pUjyKqZc5YcnC0x1pGdY0Tvm8QVIOpNhsaNChcwQHP/lSOSJ7JjReq/gS7Cu/GLe4deLj0SewtfhBXwpcMPmQ4uuIdSOiZZQqAZAX0j7rfRa/igcpV9Co9+Lj7fTSELmfcV+d6RrsaQqaTT/FCRGYVcg4dnjjVMCNkPChniswqMstevNMsjK6+UkP4MnSDqlQhLYiwFkrNTolMyqgePZ5F78N9XxpWKj/i/RKLHIsBADEtioM9B3A90gAOjhJzGW4vuJNyoci0yzPlG/bNEyBQ30dCxolmpsisIgsyFjoWZ/TvkpiEtaMsCZCt9xfn2W8bUONYkuoXOICBodBcDFOWxsoB1ZfluB+cc3DO8XbH73E90gAdOjg4OuJteLPjt4hNoOgoIePhlHJQbV2YVmoESH65WONaP0OjImRuo2CKzDq3u+9EhWUeRCbCxEwQmYgVzjVY5lw1qvOXO1dlfFAwMBSZi2EVbcOeuznvFuTK+akZMpnJMAsW7C68J+s5dtFheNwm2sEYQ0e8DQHVn9FEOVks9MJonhIhk+rOor1YlbMOZsEMAQLKLZV4pOxJOKWcmR4aIXMSLfORWUcWZNxX8hCCagAhNYg8OX9M9aRWudahPd6G1mgTgGTLF4towZ6ie0c81ySY8UT5c2iKXIOnvzTCQvviYXsHbszdikN9n2VUKt+YuwVAMkdlaF9BILkU2Kd4Rv28CJksIhOxNX87tuZvn+mhEHJDoGCKzFpOKWdc35RFJuLe4gfRk/CgO94Jh+hMNi8eZV8wgQmYb1+E+fZFo7r/spyV0KDiW+/XSOgJyIIJG3O3YrlzNQD0N0nOLIooMQlFptJRP6/JwjnH2cBJnA2cShUZ3Zq3nbbEkxTOOVqiTeiItcEuObDIXgsL9YQkJCuqM0XIJOGcQ+EKZCanVZTmnOOtjlfRnehM7eRjYLCKNjxT8dKkVDWPaTEc8x3B1fBliEzEUucKrHVtNMwR+9zzB1wOXxw0k8ZgFsx4qvzFtFpc5OakcRXvdLyOnkQ3FK5AYhIYBOwrfQzF5pKZHh4hM2a4OlOUM0XIJGGMwSSYMlpzMMZwf8kjWO5cDbNghsRkLLDV4LGyZyYlkNK4itfb/xfnA2cQ1kIIqH4c9x3FB51vZdw3rIZQH64bsvuQQ9EVnA2cnPBYyNx31n8a3YkuKP2lRVSuQuEJfNz9Lmbouzchsx4t8xEyDWRBxnb3Tmx375z0azeELyOihdPKQWhcRUe8Hd3xThQNmk3oTfRAhJixNV6Hho5Y26SPjcw99aEL0Az6Vka1KHyKF3kmKkZLyFA0M0XIHNcRa0vNIgzGwdEd70w7liPnQBuyqxBILjvmUcV2AgDDND2mfsiEGKNgitwwOOfoTXjgiXdB55kBw43KJeVCZJmTzAIEOIYk8OfK+Sgxl2ZUwBaZiNVUY4gAWOZYkVFaBEiW+nBJo+uNScjNhpb5yA2hJ+HB/q63EdWi/b32JNxVdB8qrFUAkm1c2mItiGkxlFnKYZeMa0PNRUucy3Hc903awh3rTyqvslZn3H9v8T583vMJroUbAAAOyYGdBXuoGjsBACzPWY3GyDV0xNuh9Tf7ZkzAPUUPZOQDEkKSaDcfmfNUXcV/t/wb4oOaIwOAxGQ8W/ES4noc73S+BkVXAHDoXMca1wZsyb91ZgZswK/40B5rhVmwYJ6t2nCmaTieeBc+8exHQPGDAyg2l+DOor3DlpZQdAUqV2ARrPQhSdJwztEZb0dHrA020T5irTVCbgbD7eajYIrMeQ3henzm+Tgjb0iEiA25W1EXOougGki7TWIy7i66H/Ns86dzqBk45/iq7yAuBM+AQQADg8AE7Ct5DIXmojFfL6yGITJhTEVOCSGEjIxKI5AbWlSLQDf4TqBBQ2/CY9j/TuUKzgVOD3tdzjmaI4341PMRDvYcQGesfdLGPKAxeg11wXPQuAaVK1B4AnE9hg+63hrXNnS7ZKdAihBCphnlTJE5r8xSkdxlNCT2kJkMt6kAzdHrhucl9HjWa3LO8YlnPxojV6FwBQwM9aELWOfaiI15t0za2C8EzkA12ImX0OPoTnSi2Dz9FdIJIYSMDc1MkTnPbSrEAlsNJPZdTofEJLhNhViVs9awL57EJNTYa7Nesz3Wiuv9gRSQLDOgchUn/N8ioASynjdWRoEUkEwgV/XMWj+EEEJmHwqmyA1hd+E9uN29GyXmMhSairE1bzseLH0MJtGM29139rfESCZZS0xGnuzGUueKrNe7FmkwDHQYWNaZrvGosS813IbOwVFioVkpQgiZC2iZj9wQGGOodS5DrXNZxm2LnUvhNhfiQvAsImoY820LschRa9i3boDMZDCwjFktBjapu5qWOJejPlSX6oMmQIDABNxRcPeYd/QRQgiZGbSbjxADPqUPr7b9ekgPu+Ty4B9VfR8mwTxpj6VzHdcjV9EUuQabaMMS5wrkylQc8UYXUPxI8ATyZTcERosEhMx2VBqBkHGoC5zDl32fQoAA9M9S3VP0AKps1TM9NDKHhdQgPux6F71KDwQwCEzETvedWOhYPNNDI4QMg4IpQsYppkXREm2CyERUWqupcCGZEM45ftv23/Ap3rQlZIlJeLTsabhNhTM2NkLI8KjOFCHjZBGtqHEswQJ7zaQGUoquoDPWAZ/inbRrktmvO9GFkBrMyMXTuIaz/lMzNCpCyERRhish0+x84AwO930BBgYdOtxyAfYWPwi7ZJ/poZEpFtHCqV2lg3FwhLTgDIyIEDIZaGaKkGnUHm3F4b6DqWrnGlfhSXThg663ZnpoZBoUmUqgcc3wtnJL1TSPhhAyWSiYImQanQ6cyNghyMHhVXrhTfTN0KjIdLFL9qx5UX2JnmkeDSFkslAwRcg0Cqshw+MCBER12pAxl3DO0R5rxZc9n+Kr3oPwxLtGdV62PLmGSP24+jESQmYe5UwRMo3m2RagV/FkLPXo0FFgKpqhUZGx4pzji95PUR+qS1XKvxA8g/WuzdiQt2XYczVu3CZI4xo4uGFOFSFkdqOZKUKm0aqctbAKNgj4rvq6xCRszrsVJsE0gyMjY9EV70B96EJayyGVqzju/wYBxT/suWXWSsPjxaYSKt5JyBxFv7mETCOLaMET5c9hfe5GFJiKUGWtxt7ifVjjWj/TQyNjkOzdaDTDxNA0Qu/G7fk7YWLmVEAtQIDMZOwo2D0FIyWETAda5iNkmllEKzblbcOmvG0zPRQyTsnG2QI49LTjDGzYno8AkGfKx9MVL+Jc4BS64l0oMBVilWstnFLOVA6ZEDKFKJgihJAxWuxYgpP+Y9C4PuQWjgW2RSOeb5cc2JK/fWoGRwiZdrTMRwghY5Qr5+PW/NshMhEykyEzGRKTcGfhXlhE60wPjxAyzag3HyGzWEgN4lLwAsJaGJXWKlTbFlKS8iwS0SJojlwHYwKqbQtgFswzPSRCyBShRseEzEEt0Ubs73oHOufQoUFmMtymAjxY+jhERiv0hBAynajRMSFzjM51/KF7P1SuQkeyJpXCFfQkPLgQODvDoyOEEDIYBVOEzEI9iczCnkCyllF96OIMjIgQQkg2FEwRMguJTACH8Qr8SFvvCSGETC8KpgiZhfLlAlgNdoVJTMbynNUzMCJCCCHZUDBFyCzEGMO9xQ/CIlggMxNEJkFkEhbaa7DYvmSmh0cIIWQQ2s1HyCymcRWNkWuIahGUWirgNhXM9JAIIeSmNNxuPtpfTcgslpyNWjzTwyCEEDIMWuYjhBBCCJkACqYIIYQQQiaAgilCCCGEkAmgYIoQQgghZAIomCKEEEIImQAKpgghhBBCJoCCKUIIIYSQCaBgihBCCCFkAiiYIoQQQgiZAAqmCCGEEEImgIIpQgghhJAJoGCKEEIIIWQCKJgihBBCCJkACqYIIYQQQiaAgilCCCGEkAmgYIoQQgghZAIomCKEEEIImQAKpgghhBBCJoCCKUIIIYSQCaBgihBCCCFkAiiYIoQQQgiZAAqmCCGEEEImgIIpQgghhJAJoGCKEEIIIWQCKJgihBBCCJkACqYIIYQQQiaAgilCCCGEkAmgYIoQQgghZAIomCKEEEIImQAKpgghhBBCJoBxzvlMD4IQQgghZK6imSlCCCGEkAmgYIoQQgghZAIomCKEEEIImQAKpgghc8pzzz2H2traGR3Dm2++idraWrz55pszOg5CyOxAwRQhZMxqa2unLKD58Y9/jNraWrS2to76nKNHj6K2tha/+MUvpmRMhBAyHGmmB0AIIWPxf//v/0U0Gp3pYRBCSAoFU4SQOaWsrGymh0AIIWlomY8QMqUOHDiAv/zLv8Rdd92FNWvWYO3atXj44YfxyiuvQNf1tPvW1tbirbfeAgDs2rUrtZx4xx13pO4zNGfqxz/+MZ5//nkAwD/90z+lzqmtrcXRo0cBAL/4xS/S/j9Ya2sramtr8eMf/zjjtqamJvz5n/85Nm7ciDVr1uDJJ5/EwYMHh32+nZ2d+OlPf4pdu3ZhxYoV2Lx5M77//e/j7Nmzo3vBCCFzDs1MEUKm1M9//nMIgoBVq1ahuLgYwWAQ33zzDf7hH/4B586dwz/+4z+m7vvDH/4QBw4cwKVLl/D8888jJycHAOB0OrNef/fu3QCAt956C5s2bcKmTZtSt5WXl4973I2NjXjiiSfg8/lw2223YenSpWhqasIPfvADbN++3fCcCxcu4KWXXoLf78ett96KPXv2wOv14sCBA3j66afxy1/+Ejt27Bj3mAghsxMFU4SQKfXv//7vqKqqSjum6zr+6q/+Cm+//TaeffZZrF69GgDwox/9CG1tbbh06RJeeOEFVFRUjHj93bt3w+l0poKpH/3oR5My7p/+9Kfw+Xz467/+a7zwwgup4wcOHMAPfvCDjPurqoq/+Iu/QCQSwSuvvJIW1HV1deHRRx/F3/zN3+Czzz6DyWSalDESQmYHWuYjhEypoYEUAAiCkFqaO3To0HQPaUSdnZ04fPgwKioq8Oyzz6bdtnv37rRAacDBgwfR3NyMZ599NuP24uJivPzyy/B4PDhy5MiUjp0QMv1oZooQMqW8Xi9+9atf4YsvvkBraysikUja7d3d3TM0suzq6uoAAOvXr4coihm3b9q0Cd9++23asdOnTwMA2tvbDUs0NDY2AgCuXr1KS32E3GAomCKETJlAIIBHH30Ura2tWLVqFfbt2weXywVJkhAIBPDKK68gkUjM9DAzBINBAIDb7Ta8vaCgIOOYz+cDAHz00UfDXntoMEkImfsomCKETJnXXnsNra2t+OEPf5iRy3Tq1Cm88sor0zIOxhgAQNO0jNsGAqfBBhLee3t7Da/X09OT9Zx//ud/xq5du8Y9VkLI3EM5U4SQKdPU1AQA2LNnT8Ztx44dMzxHEJJ/loaWTRjOwFKcUbAEAC6XCwDQ0dGRcdv58+czji1btgwAcOLECcNrDl3iA5BKoj9+/PgoR00IuVFQMEUImTIDu/GGBh91dXX4t3/7N8NzcnNzASRzj0Zr4ByjYAkAVq1aBSDZU09V1dTxjo4O/PKXv8y4f0lJCbZt24bW1lb8z//8T9ptBw4cMAymdu3ahaqqKvzmN7/BF198YTiOU6dOUfV2Qm5AtMxHCBk3o0KXA/7+7/8e+/btw69+9Sv87Gc/w9GjRzFv3jw0NTXh4MGDuPPOO7F///6M87Zu3Ypf/epX+Nu//VvcddddsNlsyMnJydhVN9j8+fNRXFyMDz74ALIso7S0FIwx7Nu3D+Xl5Vi9ejU2btyIY8eO4bHHHsOWLVvQ09ODzz//HLfeeqthEPZ3f/d3eOKJJ/Czn/0Mhw8fxpIlS9DU1IQDBw5g586d+Pzzz9PuL8syfvGLX+Dll1/Gn/zJn2Dt2rVYunQpLBYLOjs7ce7cObS0tOCrr76C1Wodw6tMCJntGOecz/QgCCFzy2iaHB87dgw5OTloaGjAz3/+c5w5cwb/fzt3qPIgGMVh/I/sFkwrY0XvQIbRuLS1BS/AS/AKlIHXIBi9B2VpwSgWo5i3MmRBwYWlhS+97eP59QNvfA4c3vf7rf1+r8vlosPhoCAIdDqdlKbpz2ye5yrLUuM4ap5nbbdb1XUt6fsDetM06vv+Z6ZtW2VZpq7rNE2T1nVVURTyPE/S9xj+er2qqiq9Xi/tdjuFYSjf9/98xzAMyrJM9/tdy7LIcRxFUaTn86k4jpUkic7n88/M4/FQnue63W4ax1GWZcm2bbmuqyAIdDwetdmwxwL/CTEFAABggJspAAAAA8QUAACAAWIKAADAADEFAABggJgCAAAwQEwBAAAYIKYAAAAMEFMAAAAGiCkAAAADxBQAAICBD+TEscqkWrjXAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 720x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize = (10, 10))\n",
|
||
"\n",
|
||
"sctrplt = plt.scatter(velibAdds['latitude'], velibAdds['longitude'], c = velibAdds['bonus'], cmap = cm.Accent)\n",
|
||
"\n",
|
||
"plt.xlabel('Latitude', fontsize = 20)\n",
|
||
"plt.ylabel('Longitude', fontsize = 20)\n",
|
||
"plt.title('Stations coordinates', fontsize = 30)\n",
|
||
"plt.xticks([])\n",
|
||
"plt.yticks([])\n",
|
||
"plt.legend(handles = sctrplt.legend_elements()[0], labels = [\"No hill\", \"Hill\"], fontsize = 20)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Question 6\n",
|
||
"\n",
|
||
"Redo questions 1-3 for the subset of stations which are located on a hill. Same questions for those who are not. Comment?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Number of stations on a hill: 127\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x864 with 16 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Q1\n",
|
||
"\n",
|
||
"data_hill = loading_data[velibAdds[\"bonus\"] == 1]\n",
|
||
"dataAdds_hill = velibAdds.to_numpy()[velibAdds[\"bonus\"] == 1]\n",
|
||
"\n",
|
||
"print(\"Number of stations on a hill: %i\" % dataAdds_hill.shape[0])\n",
|
||
"\n",
|
||
"fig, axs = plt.subplots(4, 4, figsize = (15,12))\n",
|
||
"for i in range(4):\n",
|
||
" for j in range(4):\n",
|
||
" k_station = 4 * i + j\n",
|
||
" axs[i, j].plot(time, data_hill[k_station, :], linewidth = 1, color = 'blue')\n",
|
||
" axs[i, j].set_title(dataAdds_hill[k_station, 3], fontsize = 12)\n",
|
||
" axs[i, j].vlines(x = np.linspace(1, n_steps, 8), ymin = 0, ymax = 1, \n",
|
||
" colors = \"orange\", linestyle = \"dotted\", linewidth = 3)\n",
|
||
"\n",
|
||
"for ax in axs.flat:\n",
|
||
" ax.set_xlabel('Time', fontsize = 12)\n",
|
||
" ax.set_ylabel('Loading', fontsize = 12)\n",
|
||
" ax.tick_params(axis='x', labelsize=10)\n",
|
||
" ax.tick_params(axis='y', labelsize=10)\n",
|
||
" \n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1440x432 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Q2\n",
|
||
"\n",
|
||
"plt.figure(figsize = (20,6))\n",
|
||
"\n",
|
||
"bp = plt.boxplot(data_hill, widths = 0.75, patch_artist = True)\n",
|
||
"\n",
|
||
"for median in bp['medians']:\n",
|
||
" median.set(linewidth=5)\n",
|
||
" \n",
|
||
"plt.vlines(x = np.linspace(1, n_steps, 8), ymin = 0, ymax = 1, \n",
|
||
" colors = \"blue\", linestyle = \"dotted\", linewidth = 5)\n",
|
||
"\n",
|
||
"plt.xlabel('Time', fontsize = 20)\n",
|
||
"plt.ylabel('Loading', fontsize = 20)\n",
|
||
"plt.title(\"Boxplots\", fontsize = 25)\n",
|
||
"plt.xticks(ticks = np.arange(0, 168, 5), labels=np.arange(0, 168, 5), fontsize = 15)\n",
|
||
"plt.yticks(fontsize = 15)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Q3 \n",
|
||
"\n",
|
||
"data_hill = loading_data[velibAdds[\"bonus\"] == 1]\n",
|
||
"dataAdds_hill = velibAdds.to_numpy()[velibAdds[\"bonus\"] == 1]\n",
|
||
"\n",
|
||
"\n",
|
||
"hours = np.linspace(1, 24, 24)\n",
|
||
"hours\n",
|
||
"\n",
|
||
"mean_per_hour = data_hill.mean(axis = 0)\n",
|
||
"mean_per_hour_per_day = mean_per_hour.reshape((7,24))\n",
|
||
"\n",
|
||
"days = [\"Monday\", \"Tuesday\", \"Wednesday\",\"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]\n",
|
||
"plt.figure(figsize = (15,10))\n",
|
||
"plt.xlabel('Hourly loading, averaged over stations on a hill', fontsize = 20)\n",
|
||
"plt.ylabel('Loading', fontsize = 20)\n",
|
||
"\n",
|
||
"for i in range(0, 7):\n",
|
||
" plt.plot(hours, mean_per_hour_per_day[i,:], label = days[i])\n",
|
||
" plt.legend()\n",
|
||
" \n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Number of stations no hill: 1062\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x864 with 16 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Q1\n",
|
||
"\n",
|
||
"data_nohill = loading_data[velibAdds[\"bonus\"] == 0]\n",
|
||
"dataAdds_nohill = velibAdds.to_numpy()[velibAdds[\"bonus\"] == 0]\n",
|
||
"\n",
|
||
"print(\"Number of stations no hill: %i\" % dataAdds_nohill.shape[0])\n",
|
||
"\n",
|
||
"fig, axs = plt.subplots(4, 4, figsize = (15,12))\n",
|
||
"for i in range(4):\n",
|
||
" for j in range(4):\n",
|
||
" k_station = 4 * i + j\n",
|
||
" axs[i, j].plot(time, data_nohill[k_station, :], linewidth = 1, color = 'blue')\n",
|
||
" axs[i, j].set_title(dataAdds_nohill[k_station, 3], fontsize = 12)\n",
|
||
" axs[i, j].vlines(x = np.linspace(1, n_steps, 8), ymin = 0, ymax = 1, \n",
|
||
" colors = \"orange\", linestyle = \"dotted\", linewidth = 3)\n",
|
||
"\n",
|
||
"for ax in axs.flat:\n",
|
||
" ax.set_xlabel('Time', fontsize = 12)\n",
|
||
" ax.set_ylabel('Loading', fontsize = 12)\n",
|
||
" ax.tick_params(axis='x', labelsize=10)\n",
|
||
" ax.tick_params(axis='y', labelsize=10)\n",
|
||
" \n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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RRx9p0qRJio6OVvfu3SWZraHdjCZqGBYNZkkeBzgulmX5XG5C165d1bVrV/fP3bt3V15ent588009/vjjjvyoQVE1LWqdCYV3JNq3b6/4+Hj169dPa9asCeqO2smTJzV+/Hj16tVLAwYM8Fh3ba1M1LCofE899ZT73+3bt1enTp1077336p133tGLL74YtHyrVq1Sdna2Dh48qPnz52vKlCn64x//KMkZ47C4fKbH4Jw5cxQXF+fe0PhiuoZ2Mpqso7/XZ8lsDe1sP0yPQ0lasGCB+/In9erV02OPPaZdu3a5P85uehzayeiEOkrSJ598okuXLnmdceSEGkpF5zNZv127dumll17S448/rm7durm/IGrMmDFaunSpu3lmsoZ2M5qq4+DBg/XHP/5Rq1evVu/evXXgwAEtWbJEkufHOU3W0G5Gp8xlyX69TB7L2MkYCscyHA/a8/rrr2v//v1asWKF1xv/xY2FYCoqY8uWLdWyZUv3z506dVLlypW1dOlSPfnkkwE/ead///76zW9+o3Pnzum9997TqFGj9O6773qcZW16HPrLaGocnjhxQm+//bbeeecdv7UwVUO7GU3OZbvbN5Pj0E5GUzUsKCiQJA0cOFAjRoyQJN155506cuSIFi1a5HG8aqqGdjOaqKH5LX0QREVFKTMz02t5VlZW0M9ivR69e/fWhQsXjF7SoShRUVG6ePGi18eNMjIyVK1ataB9K/z1at68uW699VZ9++23QXvMCxcuaMSIEbrppps0c+ZM93LXmcrXvsPl+vnaM5uDnc+XevXqqW3btkGtnyTdfvvtat++vYYNG6ZJkyZp5cqVOn78uGPGYVH5fAnmGPzhhx+0du1ajR07VhkZGcrIyFB2drakq69/OTk5xmtoJ6MvJuZyYYVfn03X0F8+X4JZv6ioKDVv3tzj2trt2rVTpUqVdPjwYfdtTNbQTkZfTI3DjRs3qnHjxmrdurV7meka+svnSzDrN2PGDPXs2VPPP/+8OnbsqD59+mj+/Pnas2ePtm7dKsl8De1k9CVYdXzooYfcDdwOHTooOTlZY8aMkSTVrVtXkvka2snoi6m5bLdeJo9lSvM3ddKxDMeD9rz77rv6z//8T82YMUNt2rTxWFdUDTMzM4N23CIVn9GX3r1768qVKzp06FDAs9WrV0+tW7dWz549tXDhQtWuXVuLFy92r3fCOPSX0ZdgjMPXX39d3bp1U0xMjPuYoKCgQHl5ecrIyHC/kWGyhnYz+mLq9dDX9s0J47Awu9vgYNTQ1aPp2LGjx3JXA9fFZA3tZvQl0DUMiwZzTEyM13VQTp8+rUuXLnldNwX2xMTEKD8/X8eOHfNY7utaNE4UrHeIs7OzNXr0aF2+fFmLFy/2uE6Tq07Xjs20tDTVrl07KJfHKC5fcUye6eE6K+HkyZOOHIeF8xUnGDU8duyYLl++rEGDBikhIUEJCQmaMmWKJKlbt256+eWXjdfQTsbiOOGsI9M1LI1g1O/a67oX5nrn3HQN7WQsTjDHYWZmprZv3+51drDpGvrLV5xg1C8tLU0tWrTwWBYTE6OqVau63xA0XUM7GYsT6DpGRkZq8uTJ2rlzpz744AN9+umn7uaO6/+ma2gnY3GCvU2xWy+TxzKm/6ZlheNB/z766CO98sorev7559WnTx+v9b5qmJeXpxMnTgSthv4yFifY87tixYqKjY3ViRMn3MucNg59ZTTl6NGj2rx5s/t4ICEhQadPn9aKFSuUkJDg/l4MkzW0m9GJCo9/p41DFycc1xV1THDtmckma2g3owlh0WDu1q2bduzYoaysLPeyTZs2qWrVqurQoYPBZMXbvHmzbrzxRo9rIjlF27ZtVaNGDX344YfuZdnZ2frkk088TsN3mv/93//V0aNHdfvttwf8sa5cuaJx48bpH//4h9566y396le/8ljfqFEjNWnSxKOGBQUF+vDDD4NSQ3/5fPnpp5+0b9++oNSvKPv27ZMkNWzY0JHjsHA+X4I5Btu2batly5Z5/Of6GM3ixYs1fPhw4zW0k9GXYNbRl8Kvz6Zr6C+fL8GsX48ePXTo0CGPLy7du3evLl++rNjYWEnmtyl2MvpiYhz+93//t/Ly8tS3b1+P5aZr6C+fL8GsX4MGDbzOjDly5IhycnLc88R0De1k9CXY47BWrVqKjY3VDTfcoPfee0/x8fHugx3TNbST0RdT2xS79TJ5LFOav6mTjmU4Hize7t279dxzz2nIkCFF7nt169ZNBw8e9Djz7eOPP1ZeXl5Q5redjL5s3rzZ3UgNptzcXH3zzTcexwROG4e+MvoSjHH4yiuveB0T1K1bV/fee6+WLVvmPvnKZA3tZvTF1Ouhr+2b08ah3W1wMGoYHx+vWrVqaefOnR7Ld+3apdtuu839s8ka2s3oS6BrGBbXYB48eLCWL1+u5ORkjRgxQidOnFBqaqqSkpJUo0YN0/EkScnJyWrdurViY2NVUFCgTZs2adOmTZo0aZKRa5ZlZ2dr27ZtkqQff/xRWVlZ7h3L7t27q1q1aho5cqQWLFigWrVqKSYmRkuWLFFBQYGGDh3qiIy7d+/WBx98oB49eig6OlppaWl68803ddNNN3ldBzkQ/v3f/13btm3Tiy++qPT0dO3fv9+9rmXLlqpcubKSk5P1/PPPu5tU69at07Fjx9xfvGAyX1pammbPnq3f/e53atCggU6fPq1FixapQoUKSkxMDHg+SRo+fLg6deqkZs2aKTIyUvv27dOSJUvUp08f3XLLLZJkdBz6y/c///M/RsdgnTp1vD464zooaN++vW644QZJZmtoJ6PpOvp7fa5SpYrRGvrLZ7p+gwYN0vLly/XEE09o1KhRunjxombNmqVOnTqpffv2kmS8hnYymq6jy8aNG3Xbbbd5NctM19BfPtP1Gzx4sKZNm6bo6Gh169ZNP/30k+bPn6+bb77Zfa060zW0k9FkHffv368vvvhCLVq0UFZWljZs2KAdO3bovffec9/GdA3tZAxmDctqfzqQxzJllTFQxzJ28rmanmfOnJF09Q3CX375RTfffLP7Uj2ma2gno6ka/r//9/80ZswYxcTEqE+fPh7HBHXq1HHvc/fu3VsLFy5UcnKyxo0bp8zMTE2bNk19+/ZVkyZNSpyvLDO+9NJLqlOnjlq3bq1KlSpp27Ztevfdd5WYmOhxGayyzrd161Zt375dXbt2VXR0tPv6xufOndOwYcPc92NyHNrNaGoc+rqsVpUqVXTTTTd5HCuYrKHdjKZqaLf/YbKGdjOa3KY8+eSTmjVrlqKiotxfoLd3716tWLHCfT+mtyl2MproMUZYJq7Kb8Dhw4c1ZcoU7d+/X1FRUXr44YeVnJzs9Y3IpsyePVsfffSRzpw5I8uy1KxZMz3++OPq16+fkTwnT55Ur169fK7bunWrGjZsKMuytHDhQq1cuVIXLlxQq1atNGnSJI8vVjCZMSsrS9OmTdOhQ4eUmZmp2rVrq2vXrnrmmWdUv379gOfr2bNnkde2cdVQklavXq233npLp0+f1q9//WulpKS4v1DKZL5KlSpp0qRJ+u6773ThwgXdcMMN6tChg55++ulizwIqS3/605+0ZcsWnTp1SpGRkWrUqJEGDBigwYMHu6/5Z3Ic+sv3/fffGx2Dvqxdu1YTJ07Uvn373A1m03PZX0bTdbTz+myyhv7yma6fdPVSKK+88or27t2rSpUqqVevXpo4caL7GmKS+XHoL6MT6vjzzz+ra9euGjdunEaOHOm13nQNi8tnun6WZWnlypVauXKlTpw4oZo1a6pdu3YaP368GjVq5HE7UzW0k9FkHb/++mu99NJLSktLU0REhNq3b6/x48d7nRVosoZ2MgazhmW5Px2oY5myyhioYxk7+f7whz/o/fff91rfv39/TZ8+3f2zyRrayWiqhnv27NHEiRN9rr+2hmfOnNGUKVO0c+dOVa5cWX369FFKSoqqVavmiIzLli3Tn//8Z508eVKXL19W48aNNXDgwFJ/oZW/fOnp6Zo7d66++eYbpaenKzo6WnFxcRozZox+/etfe9ze1Di0m9HkXL5Wz5491bt3b02YMMFjucm5bCejqRpeT//DVA3tZjQ9DpcsWaLly5fr7NmzuvXWW5WcnKx77rnH4/amx6G/jCZ6jGHTYAYAAAAAAAAAlK2wuAYzAAAAAAAAAKDs0WAGAAAAAAAAAJQIDWYAAAAAAAAAQInQYAYAAAAAAAAAlAgNZgAAAAAAAABAidBgBgAAAAAAAACUCA1mAAAAIICGDh2q2NhY0zEAAACAgKhoOgAAAAAQCq63STxt2jQNGDAgQGkAAAAAZ6DBDAAAANgwduxYr2XvvPOOMjMz9fjjjysqKspjXYsWLSRJM2bMUHZ2dlAyAgAAAMEWYVmWZToEAAAAEIp69uypU6dOaevWrWrYsKHpOAAAAEDQcQ1mAAAAIIB8XYN59+7dio2N1bx583Tw4EENHz5c7dq1U0JCgpKTk3X69GlJ0okTJ/TMM8/ozjvvVFxcnIYOHarvv//e5+NkZ2dr0aJFevDBB3XHHXcoPj5egwYN0oYNGwL+HAEAABC+aDADAAAAhhw8eFBDhgyRJP3rv/6r4uLitHnzZiUlJenIkSN6+OGHdebMGfXr1089evTQ3r17NWzYMF28eNHjfjIyMvToo49q9uzZioyM1EMPPaR+/frp559/1vjx4zVnzhwTTw8AAABhgGswAwAAAIZs27ZNM2fO1AMPPOBe9sILL2jNmjV65JFHNGzYMD3xxBPudfPnz9cbb7yhv/zlL0pMTHQvnzp1qr799ls999xzGjFihHt5bm6unnzySS1atEi/+93v3NeFBgAAAMoKZzADAAAAhrRr186juSxJ/fv3lyTVqFFDI0eO9FjXr18/SfK4TMYvv/yiDz74QK1atfJoLktSlSpV9Pzzz8uyLK1fvz4QTwEAAABhjjOYAQAAAENatWrltSw6OlqS1KJFC0VGRnqsq1+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|
||
"text/plain": [
|
||
"<Figure size 1440x432 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Q2\n",
|
||
"\n",
|
||
"plt.figure(figsize = (20,6))\n",
|
||
"\n",
|
||
"bp = plt.boxplot(data_nohill, widths = 0.75, patch_artist = True)\n",
|
||
"\n",
|
||
"for median in bp['medians']:\n",
|
||
" median.set(linewidth=5)\n",
|
||
" \n",
|
||
"plt.vlines(x = np.linspace(1, n_steps, 8), ymin = 0, ymax = 1, \n",
|
||
" colors = \"blue\", linestyle = \"dotted\", linewidth = 5)\n",
|
||
"\n",
|
||
"plt.xlabel('Time', fontsize = 20)\n",
|
||
"plt.ylabel('Loading', fontsize = 20)\n",
|
||
"plt.title(\"Boxplots\", fontsize = 25)\n",
|
||
"plt.xticks(ticks = np.arange(0, 168, 5), labels=np.arange(0, 168, 5), fontsize = 15)\n",
|
||
"plt.yticks(fontsize = 15)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x720 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Q3 \n",
|
||
"\n",
|
||
"data_hill = loading_data[velibAdds[\"bonus\"] == 0]\n",
|
||
"dataAdds_hill = velibAdds.to_numpy()[velibAdds[\"bonus\"] == 0]\n",
|
||
"\n",
|
||
"\n",
|
||
"hours = np.linspace(1, 24, 24)\n",
|
||
"hours\n",
|
||
"\n",
|
||
"mean_per_hour = data_hill.mean(axis = 0)\n",
|
||
"mean_per_hour_per_day = mean_per_hour.reshape((7,24))\n",
|
||
"\n",
|
||
"days = [\"Monday\", \"Tuesday\", \"Wednesday\",\"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]\n",
|
||
"plt.figure(figsize = (15,10))\n",
|
||
"plt.xlabel('Hourly loading, averaged over stations which are not in a hill', fontsize = 20)\n",
|
||
"plt.ylabel('Loading', fontsize = 20)\n",
|
||
"\n",
|
||
"for i in range(0, 7):\n",
|
||
" plt.plot(hours, mean_per_hour_per_day[i,:], label = days[i])\n",
|
||
" plt.legend()\n",
|
||
" \n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.7.6"
|
||
},
|
||
"toc": {
|
||
"base_numbering": 1,
|
||
"nav_menu": {},
|
||
"number_sections": true,
|
||
"sideBar": true,
|
||
"skip_h1_title": false,
|
||
"title_cell": "Table of Contents",
|
||
"title_sidebar": "Contents",
|
||
"toc_cell": false,
|
||
"toc_position": {},
|
||
"toc_section_display": true,
|
||
"toc_window_display": false
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|