1924 lines
1.1 MiB
1924 lines
1.1 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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"## SimCAD Application Notebook\n",
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"## Experiment Type 1"
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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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"### Name of Config File or System Description\n",
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"#### EMH, Herders, HODLers, and EIU Bot and EIU Human"
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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": 30,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Simulation Run 1\n",
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"\n",
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"single_proc: [<SimCAD.Configuration object at 0x00000225C66D6780>]\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"from tabulate import tabulate\n",
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"\n",
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"from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
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"from sandboxUX import config6 #, config2\n",
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"from SimCAD import configs\n",
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"\n",
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"# ToDo: pass ExecutionContext with execution method as ExecutionContext input\n",
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"\n",
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"exec_mode = ExecutionMode()\n",
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"\n",
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"print(\"Simulation Run 1\")\n",
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"print()\n",
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"single_config = [configs[0]]\n",
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"single_proc_ctx = ExecutionContext(exec_mode.single_proc)\n",
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"run1 = Executor(single_proc_ctx, single_config)\n",
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"run1_raw_result = run1.main()\n",
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"df = pd.DataFrame(run1_raw_result)\n",
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"# print(tabulate(result, headers='keys', tablefmt='psql'))\n",
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"# print()\n",
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"\n",
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"# print(\"Simulation Run 2: Pairwise Execution\")\n",
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"# print()\n",
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"# multi_proc_ctx = ExecutionContext(exec_mode.multi_proc)\n",
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"# run2 = Executor(multi_proc_ctx, configs)\n",
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"# run2_raw_results = run2.main()\n",
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"# for raw_result in run2_raw_results:\n",
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"# result = pd.DataFrame(raw_result)\n",
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"# print(tabulate(result, headers='keys', tablefmt='psql'))\n",
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"# print()"
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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": 31,
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"metadata": {},
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"outputs": [],
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"source": [
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"#df = pd.DataFrame(run1_raw_result)"
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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": 32,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Buy_Log</th>\n",
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" <th>P_Ext_Markets</th>\n",
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" <th>Price</th>\n",
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" <th>Price_Signal</th>\n",
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" <th>Price_Signal_2</th>\n",
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" <th>Sell_Log</th>\n",
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" <th>Trans</th>\n",
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" <th>Z</th>\n",
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" <th>mech_step</th>\n",
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" <th>run</th>\n",
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" <th>time_step</th>\n",
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" <th>timestamp</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>25000</td>\n",
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" <td>100</td>\n",
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" <td>100</td>\n",
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" <td>100</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>21000000</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>2018-10-01 15:16:24</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>0</td>\n",
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" <td>24937.03847467040822749595463</td>\n",
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" <td>100</td>\n",
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" <td>100</td>\n",
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" <td>100</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>21000000</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>2018-10-01 15:16:25</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>0</td>\n",
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" <td>24937.03847467040822749595463</td>\n",
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" <td>100</td>\n",
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" <td>100</td>\n",
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" <td>100</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>21000000</td>\n",
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" <td>2</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>2018-10-01 15:16:25</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>0</td>\n",
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|
" <td>24937.03847467040822749595463</td>\n",
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" <td>100</td>\n",
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" <td>100.00</td>\n",
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" <td>100.00000</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>21000000</td>\n",
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" <td>3</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>2018-10-01 15:16:25</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>5250000.000000000000000000003</td>\n",
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" <td>24900.72922193728499706821821</td>\n",
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" <td>100</td>\n",
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" <td>100.00</td>\n",
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" <td>100.00000</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>21000000</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>2</td>\n",
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" <td>2018-10-01 15:16:26</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Buy_Log P_Ext_Markets Price \\\n",
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"0 0 25000 100 \n",
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"1 0 24937.03847467040822749595463 100 \n",
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"2 0 24937.03847467040822749595463 100 \n",
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"3 0 24937.03847467040822749595463 100 \n",
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"4 5250000.000000000000000000003 24900.72922193728499706821821 100 \n",
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"\n",
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" Price_Signal Price_Signal_2 Sell_Log Trans Z mech_step run \\\n",
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"0 100 100 0 0 21000000 0 1 \n",
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"1 100 100 0 0 21000000 1 1 \n",
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"2 100 100 0 0 21000000 2 1 \n",
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"3 100.00 100.00000 0 0 21000000 3 1 \n",
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"4 100.00 100.00000 0 0 21000000 1 1 \n",
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"\n",
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" time_step timestamp \n",
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"0 0 2018-10-01 15:16:24 \n",
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"1 1 2018-10-01 15:16:25 \n",
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"2 1 2018-10-01 15:16:25 \n",
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"3 1 2018-10-01 15:16:25 \n",
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"4 2 2018-10-01 15:16:26 "
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]
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},
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"execution_count": 32,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 33,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Standard Library Imports\n",
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"#import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib as mpl\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"#from tabulate import tabulate\n",
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"\n",
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"sns.set_style('whitegrid')\n",
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"\n",
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"%matplotlib inline"
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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": 34,
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"metadata": {},
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"outputs": [],
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"source": [
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"# SimCAD Specific\n",
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"# from SimCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
|
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"# from sandboxUX import config1 , config2\n",
|
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"# from SimCAD import configs"
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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": 35,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Convert data type of output to float. MPL works OK with strings, seaborn does not\n",
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"names = df.keys()[:-3] # [:-3] only affects state variables\n",
|
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"for n in names:\n",
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" df[n]=df[n].apply(float)"
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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": 36,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"<style scoped>\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>Buy_Log</th>\n",
|
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" <th>P_Ext_Markets</th>\n",
|
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" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
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" <th>time_step</th>\n",
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" <th>timestamp</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>2018-10-01 15:16:24</td>\n",
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" <td>0.0</td>\n",
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" <td>21000000.0</td>\n",
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" <td>1.0</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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" <td>2018-10-01 15:16:25</td>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>0.0</td>\n",
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" <td>24937.038475</td>\n",
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" <td>100.00</td>\n",
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" <td>100.000000</td>\n",
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" <td>0.0</td>\n",
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" <td>2.0</td>\n",
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" <td>1</td>\n",
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" <td>1</td>\n",
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|
" <td>2018-10-01 15:16:25</td>\n",
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" </tr>\n",
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|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>24937.038475</td>\n",
|
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" <td>100.00</td>\n",
|
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" <td>100.0000</td>\n",
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|
" <td>100.000000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2018-10-01 15:16:25</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>24900.729222</td>\n",
|
|
" <td>100.00</td>\n",
|
|
" <td>100.0000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>24900.729222</td>\n",
|
|
" <td>100.00</td>\n",
|
|
" <td>100.0000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>24900.729222</td>\n",
|
|
" <td>100.25</td>\n",
|
|
" <td>100.0000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>2018-10-01 15:16:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>24864.694641</td>\n",
|
|
" <td>100.25</td>\n",
|
|
" <td>100.0000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>24864.694641</td>\n",
|
|
" <td>100.25</td>\n",
|
|
" <td>100.0000</td>\n",
|
|
" <td>100.000000</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>24864.694641</td>\n",
|
|
" <td>100.50</td>\n",
|
|
" <td>100.1675</td>\n",
|
|
" <td>100.007812</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>2018-10-01 15:16:27</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 Sell_Log \\\n",
|
|
"0 0.0 25000.000000 100.00 100.0000 100.000000 0.0 \n",
|
|
"1 0.0 24937.038475 100.00 100.0000 100.000000 0.0 \n",
|
|
"2 0.0 24937.038475 100.00 100.0000 100.000000 0.0 \n",
|
|
"3 0.0 24937.038475 100.00 100.0000 100.000000 0.0 \n",
|
|
"4 5250000.0 24900.729222 100.00 100.0000 100.000000 0.0 \n",
|
|
"5 5250000.0 24900.729222 100.00 100.0000 100.000000 0.0 \n",
|
|
"6 5250000.0 24900.729222 100.25 100.0000 100.000000 0.0 \n",
|
|
"7 5250000.0 24864.694641 100.25 100.0000 100.000000 0.0 \n",
|
|
"8 5250000.0 24864.694641 100.25 100.0000 100.000000 0.0 \n",
|
|
"9 5250000.0 24864.694641 100.50 100.1675 100.007812 0.0 \n",
|
|
"\n",
|
|
" Trans Z mech_step run time_step timestamp \n",
|
|
"0 0.0 21000000.0 0.0 1 0 2018-10-01 15:16:24 \n",
|
|
"1 0.0 21000000.0 1.0 1 1 2018-10-01 15:16:25 \n",
|
|
"2 0.0 21000000.0 2.0 1 1 2018-10-01 15:16:25 \n",
|
|
"3 0.0 21000000.0 3.0 1 1 2018-10-01 15:16:25 \n",
|
|
"4 0.0 21000000.0 1.0 1 2 2018-10-01 15:16:26 \n",
|
|
"5 0.0 21000000.0 2.0 1 2 2018-10-01 15:16:26 \n",
|
|
"6 0.0 21000000.0 3.0 1 2 2018-10-01 15:16:26 \n",
|
|
"7 0.0 21000000.0 1.0 1 3 2018-10-01 15:16:27 \n",
|
|
"8 0.0 21000000.0 2.0 1 3 2018-10-01 15:16:27 \n",
|
|
"9 0.0 21000000.0 3.0 1 3 2018-10-01 15:16:27 "
|
|
]
|
|
},
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"#Check\n",
|
|
"df.head(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
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"metadata": {},
|
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"outputs": [
|
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{
|
|
"data": {
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"text/html": [
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
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" <th>Buy_Log</th>\n",
|
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" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
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|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
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|
|
" <th>timestamp</th>\n",
|
|
" </tr>\n",
|
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|
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" <tr>\n",
|
|
" <th>495</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>24850.550602</td>\n",
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" <td>158.50</td>\n",
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|
" <td>2018-10-01 15:19:09</td>\n",
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" <tr>\n",
|
|
" <th>496</th>\n",
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|
" <td>2018-10-01 15:19:10</td>\n",
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" <tr>\n",
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" <th>497</th>\n",
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|
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|
" <tr>\n",
|
|
" <th>498</th>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>24905.797380</td>\n",
|
|
" <td>158.50</td>\n",
|
|
" <td>158.614096</td>\n",
|
|
" <td>152.948357</td>\n",
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|
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|
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|
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" <tr>\n",
|
|
" <th>499</th>\n",
|
|
" <td>0.0</td>\n",
|
|
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|
|
" <td>158.50</td>\n",
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|
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|
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|
|
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|
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" <tr>\n",
|
|
" <th>500</th>\n",
|
|
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|
|
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|
|
" <td>158.50</td>\n",
|
|
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|
|
" <td>152.948357</td>\n",
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|
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|
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|
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|
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|
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|
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|
" <td>2018-10-01 15:19:11</td>\n",
|
|
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|
" <tr>\n",
|
|
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|
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|
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|
|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
" <td>153.121846</td>\n",
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|
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|
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|
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|
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|
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|
|
" <td>2018-10-01 15:19:12</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>503</th>\n",
|
|
" <td>0.0</td>\n",
|
|
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|
|
" <td>158.25</td>\n",
|
|
" <td>158.537652</td>\n",
|
|
" <td>153.121846</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>168</td>\n",
|
|
" <td>2018-10-01 15:19:12</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>504</th>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>24983.480742</td>\n",
|
|
" <td>158.00</td>\n",
|
|
" <td>158.344925</td>\n",
|
|
" <td>153.282100</td>\n",
|
|
" <td>5250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>168</td>\n",
|
|
" <td>2018-10-01 15:19:12</td>\n",
|
|
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|
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|
|
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|
|
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|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
|
|
"495 0.0 24850.550602 158.50 158.845746 152.769272 \n",
|
|
"496 5250000.0 24905.797380 158.50 158.845746 152.769272 \n",
|
|
"497 5250000.0 24905.797380 158.50 158.845746 152.769272 \n",
|
|
"498 5250000.0 24905.797380 158.50 158.614096 152.948357 \n",
|
|
"499 0.0 24904.281604 158.50 158.614096 152.948357 \n",
|
|
"500 0.0 24904.281604 158.50 158.614096 152.948357 \n",
|
|
"501 0.0 24904.281604 158.25 158.537652 153.121846 \n",
|
|
"502 0.0 24983.480742 158.25 158.537652 153.121846 \n",
|
|
"503 0.0 24983.480742 158.25 158.537652 153.121846 \n",
|
|
"504 0.0 24983.480742 158.00 158.344925 153.282100 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step run time_step \\\n",
|
|
"495 5250000.0 0.0 21000000.0 3.0 1 165 \n",
|
|
"496 5250000.0 0.0 21000000.0 1.0 1 166 \n",
|
|
"497 5250000.0 0.0 21000000.0 2.0 1 166 \n",
|
|
"498 5250000.0 0.0 21000000.0 3.0 1 166 \n",
|
|
"499 5250000.0 0.0 21000000.0 1.0 1 167 \n",
|
|
"500 5250000.0 0.0 21000000.0 2.0 1 167 \n",
|
|
"501 5250000.0 0.0 21000000.0 3.0 1 167 \n",
|
|
"502 5250000.0 0.0 21000000.0 1.0 1 168 \n",
|
|
"503 5250000.0 0.0 21000000.0 2.0 1 168 \n",
|
|
"504 5250000.0 0.0 21000000.0 3.0 1 168 \n",
|
|
"\n",
|
|
" timestamp \n",
|
|
"495 2018-10-01 15:19:09 \n",
|
|
"496 2018-10-01 15:19:10 \n",
|
|
"497 2018-10-01 15:19:10 \n",
|
|
"498 2018-10-01 15:19:10 \n",
|
|
"499 2018-10-01 15:19:11 \n",
|
|
"500 2018-10-01 15:19:11 \n",
|
|
"501 2018-10-01 15:19:11 \n",
|
|
"502 2018-10-01 15:19:12 \n",
|
|
"503 2018-10-01 15:19:12 \n",
|
|
"504 2018-10-01 15:19:12 "
|
|
]
|
|
},
|
|
"execution_count": 37,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.iloc[495:505]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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|
|
" <thead>\n",
|
|
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|
|
" <th></th>\n",
|
|
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|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
|
" <th>2991</th>\n",
|
|
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|
|
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|
|
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|
|
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|
|
" <td>2018-10-01 15:33:01</td>\n",
|
|
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|
|
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|
|
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|
|
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|
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|
|
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|
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|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
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|
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|
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|
|
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|
|
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|
|
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|
|
" <th>2994</th>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>26254.309278</td>\n",
|
|
" <td>141.0</td>\n",
|
|
" <td>140.250784</td>\n",
|
|
" <td>133.272076</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
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|
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|
|
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|
|
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|
|
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|
|
" <tr>\n",
|
|
" <th>2995</th>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>26279.640385</td>\n",
|
|
" <td>141.0</td>\n",
|
|
" <td>140.250784</td>\n",
|
|
" <td>133.272076</td>\n",
|
|
" <td>0.0</td>\n",
|
|
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|
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|
|
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|
|
" <td>1</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2996</th>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>26279.640385</td>\n",
|
|
" <td>141.0</td>\n",
|
|
" <td>140.250784</td>\n",
|
|
" <td>133.272076</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2997</th>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>26279.640385</td>\n",
|
|
" <td>141.5</td>\n",
|
|
" <td>140.752759</td>\n",
|
|
" <td>133.513573</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>999</td>\n",
|
|
" <td>2018-10-01 15:33:03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2998</th>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>26264.885849</td>\n",
|
|
" <td>141.5</td>\n",
|
|
" <td>140.752759</td>\n",
|
|
" <td>133.513573</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2999</th>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>26264.885849</td>\n",
|
|
" <td>141.5</td>\n",
|
|
" <td>140.752759</td>\n",
|
|
" <td>133.513573</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3000</th>\n",
|
|
" <td>10500000.0</td>\n",
|
|
" <td>26264.885849</td>\n",
|
|
" <td>142.0</td>\n",
|
|
" <td>141.253410</td>\n",
|
|
" <td>133.763149</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1000</td>\n",
|
|
" <td>2018-10-01 15:33:04</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
|
|
"2991 10500000.0 26338.890322 140.5 139.744801 133.038917 \n",
|
|
"2992 10500000.0 26254.309278 140.5 139.744801 133.038917 \n",
|
|
"2993 10500000.0 26254.309278 140.5 139.744801 133.038917 \n",
|
|
"2994 10500000.0 26254.309278 141.0 140.250784 133.272076 \n",
|
|
"2995 10500000.0 26279.640385 141.0 140.250784 133.272076 \n",
|
|
"2996 10500000.0 26279.640385 141.0 140.250784 133.272076 \n",
|
|
"2997 10500000.0 26279.640385 141.5 140.752759 133.513573 \n",
|
|
"2998 10500000.0 26264.885849 141.5 140.752759 133.513573 \n",
|
|
"2999 10500000.0 26264.885849 141.5 140.752759 133.513573 \n",
|
|
"3000 10500000.0 26264.885849 142.0 141.253410 133.763149 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step run time_step \\\n",
|
|
"2991 0.0 0.0 21000000.0 3.0 1 997 \n",
|
|
"2992 0.0 0.0 21000000.0 1.0 1 998 \n",
|
|
"2993 0.0 0.0 21000000.0 2.0 1 998 \n",
|
|
"2994 0.0 0.0 21000000.0 3.0 1 998 \n",
|
|
"2995 0.0 0.0 21000000.0 1.0 1 999 \n",
|
|
"2996 0.0 0.0 21000000.0 2.0 1 999 \n",
|
|
"2997 0.0 0.0 21000000.0 3.0 1 999 \n",
|
|
"2998 0.0 0.0 21000000.0 1.0 1 1000 \n",
|
|
"2999 0.0 0.0 21000000.0 2.0 1 1000 \n",
|
|
"3000 0.0 0.0 21000000.0 3.0 1 1000 \n",
|
|
"\n",
|
|
" timestamp \n",
|
|
"2991 2018-10-01 15:33:01 \n",
|
|
"2992 2018-10-01 15:33:02 \n",
|
|
"2993 2018-10-01 15:33:02 \n",
|
|
"2994 2018-10-01 15:33:02 \n",
|
|
"2995 2018-10-01 15:33:03 \n",
|
|
"2996 2018-10-01 15:33:03 \n",
|
|
"2997 2018-10-01 15:33:03 \n",
|
|
"2998 2018-10-01 15:33:04 \n",
|
|
"2999 2018-10-01 15:33:04 \n",
|
|
"3000 2018-10-01 15:33:04 "
|
|
]
|
|
},
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.tail(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
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"execution_count": 39,
|
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"metadata": {},
|
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"outputs": [
|
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{
|
|
"data": {
|
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"text/html": [
|
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"<div>\n",
|
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"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
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" }\n",
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"\n",
|
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" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
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" }\n",
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"\n",
|
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" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
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" }\n",
|
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"</style>\n",
|
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"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <th>run</th>\n",
|
|
" <th>time_step</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>-0.045280</td>\n",
|
|
" <td>-0.053625</td>\n",
|
|
" <td>-0.086680</td>\n",
|
|
" <td>-0.430099</td>\n",
|
|
" <td>-0.640316</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.000885</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>-0.010426</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <td>-0.045280</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>-0.416337</td>\n",
|
|
" <td>-0.410740</td>\n",
|
|
" <td>-0.319354</td>\n",
|
|
" <td>0.176414</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.001201</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.802604</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price</th>\n",
|
|
" <td>-0.053625</td>\n",
|
|
" <td>-0.416337</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.999256</td>\n",
|
|
" <td>0.837634</td>\n",
|
|
" <td>0.035770</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.002533</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>-0.177153</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <td>-0.086680</td>\n",
|
|
" <td>-0.410740</td>\n",
|
|
" <td>0.999256</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.853730</td>\n",
|
|
" <td>0.069380</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.002506</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>-0.174182</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <td>-0.430099</td>\n",
|
|
" <td>-0.319354</td>\n",
|
|
" <td>0.837634</td>\n",
|
|
" <td>0.853730</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>0.391691</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.002537</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>-0.112837</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <td>-0.640316</td>\n",
|
|
" <td>0.176414</td>\n",
|
|
" <td>0.035770</td>\n",
|
|
" <td>0.069380</td>\n",
|
|
" <td>0.391691</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.000739</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.108367</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Trans</th>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Z</th>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>mech_step</th>\n",
|
|
" <td>0.000885</td>\n",
|
|
" <td>0.001201</td>\n",
|
|
" <td>0.002533</td>\n",
|
|
" <td>0.002506</td>\n",
|
|
" <td>0.002537</td>\n",
|
|
" <td>0.000739</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.001413</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>run</th>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>time_step</th>\n",
|
|
" <td>-0.010426</td>\n",
|
|
" <td>0.802604</td>\n",
|
|
" <td>-0.177153</td>\n",
|
|
" <td>-0.174182</td>\n",
|
|
" <td>-0.112837</td>\n",
|
|
" <td>0.108367</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.001413</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>1.000000</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal \\\n",
|
|
"Buy_Log 1.000000 -0.045280 -0.053625 -0.086680 \n",
|
|
"P_Ext_Markets -0.045280 1.000000 -0.416337 -0.410740 \n",
|
|
"Price -0.053625 -0.416337 1.000000 0.999256 \n",
|
|
"Price_Signal -0.086680 -0.410740 0.999256 1.000000 \n",
|
|
"Price_Signal_2 -0.430099 -0.319354 0.837634 0.853730 \n",
|
|
"Sell_Log -0.640316 0.176414 0.035770 0.069380 \n",
|
|
"Trans NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN \n",
|
|
"mech_step 0.000885 0.001201 0.002533 0.002506 \n",
|
|
"run NaN NaN NaN NaN \n",
|
|
"time_step -0.010426 0.802604 -0.177153 -0.174182 \n",
|
|
"\n",
|
|
" Price_Signal_2 Sell_Log Trans Z mech_step run time_step \n",
|
|
"Buy_Log -0.430099 -0.640316 NaN NaN 0.000885 NaN -0.010426 \n",
|
|
"P_Ext_Markets -0.319354 0.176414 NaN NaN 0.001201 NaN 0.802604 \n",
|
|
"Price 0.837634 0.035770 NaN NaN 0.002533 NaN -0.177153 \n",
|
|
"Price_Signal 0.853730 0.069380 NaN NaN 0.002506 NaN -0.174182 \n",
|
|
"Price_Signal_2 1.000000 0.391691 NaN NaN 0.002537 NaN -0.112837 \n",
|
|
"Sell_Log 0.391691 1.000000 NaN NaN 0.000739 NaN 0.108367 \n",
|
|
"Trans NaN NaN NaN NaN NaN NaN NaN \n",
|
|
"Z NaN NaN NaN NaN NaN NaN NaN \n",
|
|
"mech_step 0.002537 0.000739 NaN NaN 1.000000 NaN 0.001413 \n",
|
|
"run NaN NaN NaN NaN NaN NaN NaN \n",
|
|
"time_step -0.112837 0.108367 NaN NaN 0.001413 NaN 1.000000 "
|
|
]
|
|
},
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.corr()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Buy_Log 4.986374e+06\n",
|
|
"P_Ext_Markets 6.800037e+02\n",
|
|
"Price 1.612823e+01\n",
|
|
"Price_Signal 1.615615e+01\n",
|
|
"Price_Signal_2 1.442707e+01\n",
|
|
"Sell_Log 4.997650e+06\n",
|
|
"Trans 0.000000e+00\n",
|
|
"Z 0.000000e+00\n",
|
|
"mech_step 8.171762e-01\n",
|
|
"run 0.000000e+00\n",
|
|
"time_step 2.887714e+02\n",
|
|
"dtype: float64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(np.std(df))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
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|
"metadata": {},
|
|
"outputs": [
|
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{
|
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"data": {
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"text/plain": [
|
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"<matplotlib.legend.Legend at 0x225d207cb00>"
|
|
]
|
|
},
|
|
"execution_count": 41,
|
|
"metadata": {},
|
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"output_type": "execute_result"
|
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},
|
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{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'],df['P_Ext_Markets'], color = 'orange') #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"#plt.plot(df['mech_step'],df['Zeus_ST'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x225d213eb38>"
|
|
]
|
|
},
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"#plt.plot(df['mech_step'],df['Zeus_ST'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x225d20d00f0>"
|
|
]
|
|
},
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"# plt.plot(df['time_step'],df['Z']) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"# plt.plot(df['time_step'],df['Demand'])\n",
|
|
"plt.plot(df['time_step'],df['Price']) #, logy=True)\n",
|
|
"#plt.plot(df['time_step'],df['TDR_Ext'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x225d2171908>"
|
|
]
|
|
},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'][1:],df['Price'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(df['time_step'][1:],(1/250)*df['P_Ext_Markets'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x225d268b828>]"
|
|
]
|
|
},
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'][1:],df['Price'][1:]-df['Price_Signal'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"#plt.plot(df['time_step'][1:],df['Price_Signal'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"#plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x225d26e7ac8>"
|
|
]
|
|
},
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'][1:],df['Buy_Log'][1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(df['time_step'][1:],df['Sell_Log'][1:])\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0 NaN\n",
|
|
"1 0.0\n",
|
|
"2 0.0\n",
|
|
"3 0.0\n",
|
|
"4 0.0\n",
|
|
"5 0.0\n",
|
|
"6 0.0\n",
|
|
"7 0.0\n",
|
|
"8 0.0\n",
|
|
"9 0.0\n",
|
|
"10 0.0\n",
|
|
"11 0.0\n",
|
|
"12 0.0\n",
|
|
"13 0.0\n",
|
|
"14 0.0\n",
|
|
"15 0.0\n",
|
|
"16 0.0\n",
|
|
"17 0.0\n",
|
|
"18 0.0\n",
|
|
"19 0.0\n",
|
|
"Name: Sell_Log, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"buy_delta = df['Buy_Log'].diff()\n",
|
|
"sell_delta = df['Sell_Log'].diff()\n",
|
|
"ext_delta = df['P_Ext_Markets'].diff()\n",
|
|
"# df_delta['Buy_Log'] = buy_delta\n",
|
|
"# df_delta['Sell_Log'] = sell_delta\n",
|
|
"# df_delta = df_delta.append(ext_delta)\n",
|
|
"# df_delta.head()\n",
|
|
"sell_delta.head(20)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x225d2c5cb00>"
|
|
]
|
|
},
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'][1:],buy_delta[1:]) #, df['Zeus_LT']], figsize=(15,10)) #, logy=True)\n",
|
|
"plt.plot(df['time_step'][1:],sell_delta[1:])\n",
|
|
"plt.plot(df['time_step'][1:],ext_delta[1:])\n",
|
|
"plt.ylim(-400,400)\n",
|
|
"#plt.plot(df['time_step'],df['Zeus_LT'])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x225d2a58780>"
|
|
]
|
|
},
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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kDrVKGkvznURGKA89cqzWOdW7fiFmVMPAxPUNn7cAICSgM99AXvldGRzVWs18Q98BUFVfYaL1WOv7MmSP+t3SJ74XPh4tJ5p/Ldtl5Z9paCiUJ/QUtjWcT71zmQqlE6W3WjbXyzt6HRrV6VTH1V88dI1rwSv13EDH06pfoDkNCyFRKHNkbAMFx4PGfLtLXEBjE+eoV65vtH9QfYC6PuGfPKK1KNE6Dn8XoTKtkNaUfsP2qWNmKH2t66c+q6dhIQGNVf8MayZaRi2m0o3KBwB0XUPJnTiPelpW3w33LWer37AtKj8jVIfqmKzkMUU/POMajvbB6t5R7/NmqdUuwn1oWHcaJuquVttQ6ZSuVPro9Qeqr1u0rKmIpo/2e66Qk84nmrW6b5saa6rscL8cLVvWSBfWFzC1gMJ5G6w6D1TOz2ATP1V6daUbPQs2acI5c7YajivlMq/SeVztVbPp416/0Vn/Z2HvjGp4plfbxMmOuGktDnWimMIW0nBM7CAN1yfOGhZCouB6yJh68FM7w/fsVhM3rU3FRWDvjI2rJaidt4S4aS0OdaKYyX74bN7nzvU6ci4gKj6EeigfwlTpVFrl42g2bTO2N2PnuZbRiLMt/2zsqFdWozzOoA3V1XCsQprncjkB4LORj18LHd8GYFtLjSKIGGEYGgxosCt/d6TM4FhHpXOI/qyVPtp5hPNptmzLMqACdqrvW7WOKXvCtlZ+r3VMlRW2H0DNcwa0oJywbUdfz2HVqlWT8o3mocqwLSM4ZltGVdrwsUl2R+yP1ketc+uI3AgaXctaeahza/T9uBO+vvU0GQ0GW6tuo9QKIButy0afNxP8tsPQat58J12z0N9T2d6RqtZTvXzqnUsjGj0oNJP3mdRpM8cb1XGcXgymQtMY2ivXU+0ZXM9+dX2b0XBVugb1OOU1SNU+3l753uR7QGMt1Ourz4R6NjUqF6hdr+16/fZ2Lvps5ng9kqRf1QdHba7VN58JtdpFMzTbNhTq+oftP9vr1sgeYOIeO+We7gnSjRX5mUTqaTiuHD78+oRWE/C8dq59QatJmr3EBElrywQRhTScTDSNob2yX2hSrlvStEb2Eq2Crl0yqXXdzvV53neaNn4vn3gHntrBGvZxTMWZjGnUsrMZ/Z7puMmZlD9ddtQr63ydSz3iO72KIAiCIAiCIAiCIAiCIAiCIAiCIAiCIBpADm+CIAiCIAiCIAiCIAiCIAiCIAiCIAgikZDDmyAIgiAIgiAIgiAIgiAIgiAIgiAIgkgk5PAmCIIgCIIgCIIgCIIgCIIgCIIgCIIgEgk5vAmCIAiCIAiCIAiCIAiCIAiCIAiCIIhEwqSUM23DeWNwcPDCORkitvT397Ppyps0TLQC0jCRZKZTvwBpmJh+SMNE0iENE0mHNEwkHdIwkXRIw0TSoXE1IumQhomkU0/DF5TDmyAIgiAIgiAIgiAIgiAIgiAIgiAIgrh4oJDmBEEQBEEQBEEQBEEQBEEQBEEQBEEQRCIhhzdBEARBEARBEARBEARBEARBEARBEASRSMjhTRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQScngTBEEQBEEQBEEQBEEQBEEQBEEQBEEQiYQc3gRBEARBEARBEARBEARBEARBEARBEEQiIYc3QRAEQRAEQRAEQRAEQRAEQRAEQRAEkUjI4U0QBEEQBEEQBEEQBEEQBEEQBEEQBEEkEnJ4EwRBEARBEARBEARBEARBEARBEARBEImEHN4EQRAEQRAEQRAEQRAEQRAEQRAEQRBEIiGHN0EQBEEQBEEQBEEQBEEQBEEQBEEQBJFIyOFNEARBEARBEARBEARBEARBEARBEARBJBJyeBMEQRAEQRAEQRAEQRAEQRAEQRAEQRCJhBzeBEEQBEEQBEEQBEEQBEEQBEEQBEEQRCIhhzdBEARBEARBEARBEARBEARBEARBEASRSMjhTRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQScngTBEEQBEEQBEEQBEEQBEEQBEEQBEEQiYQc3gRBEARBEARBEARBEARBEARBEARBEEQiIYc3QRAEQRAEQRAEQRAEQRAEQRAEQRAEkUguKIf34OCgBDDlvyNHjjSVbqb/kZ2xtHNaaVbD5/ovKdeMzm9azm1aOVsNJ+maka0zauu0QxqO17+k2HoGdk47F9rz8IVqf4LPYdq50DRMdsbOzmmnkYbjUs9xsSNOtsTFjiZsmXZIw8m0JS52NGHLtNPMs0Sc6qvZf0mz+QK2d1pJQh9MtsTbjiZsmVaS9D5HNsTLjvPRD19QDu9mKRaLM21CU5Cd55ek2NkKLvS6uJDP70I9tySdF9k6PSTJ1lokyX6y9fyTFDvDJNHmMEm3H7gwzmEmSUr9kZ3nl6TYWY+42B8XO4D42BIXO4B42RIlLrbFxQ4gPrbExQ4gXrbUIwk2RkmazWTv+SdONpItk4mLHUC8bKlHHGwkGyaIgx3nw4aL0uFNEARBEARBEARBEARBEARBEARBEARBJB9yeBMEQRAEQRAEQRAEQRAEQRAEQRAEQRCJhBzeBEEQBEEQBEEQBEEQBEEQBEEQBEEQRCIhhzdBEARBEARBEARBEARBEARBEARBEASRSMjhTRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQScnjHHM4FxkouhJQYK7ngXMy0SQRBEMRZIITEeKU/Hy9xFBwOz6M+nUgWpGPiYoSex4mLCdI70SqU1rIrV5LWiERCGiZahRAS4w5HNrsS4w6HEHKmTWoI2Uu0CuqHiSRD+p0ejJk2oJVwLlDkXiCitKHDMOLr8//A/PkYKZSxeecQ9hwZwerF3di6rg/dGSvWdhMEQVwMCCFRKHNkbAMFx4PGAI0BQgI689MYugZd1+B5AgXXQ1slLSDhComyI5A2tCAdQbQaISQKroeMpSPvcGQsHYWyB1Njk7TMGEPJ9aDe/4WUAAPGHI6UoUFIwDZIy0TyUe8MbbaBvMNhaQy2xiA8GrQZ+QAAIABJREFUCSmBcmWSBz2PExcanAsIUT3QIoQA5/HVe7S9xv0dn/BJotYIIgxpmGgVQki43IOsvHtJ6f9tGjo0jc20eZMge4lWQf0wkWQ4FxgplNGVMuC6HgBA01kifJZx56JxeCsRJcl5rFlpmJ6HRzf0By/w3PNQ5B46YmozQRBEnPE8Ac8TcIQ8p4FRISSG8w7u3TFxT3n49qvRbhuwDA1FLmDpGjwuoHkCQgIvvH4Cn98xVJVWAigLiSLn6LANchQSDTlf+lX4Oi7j3h37Ah1/9dNX47v7jmLddYvQnjKqtVx53//poQktb13Xh7SlwxUSQvqTOEjLRJikOaPqvTPMShngQsDQgHGHY1bKAGgwZUZI2iTmJCGEwGiJT9J/V8pAHIPDcS4wUixjc+h5bOv6PnSn4/uOT/hEB6irP6drR8Qf0jDRKjj34AoJrzLr2BMSLgDGPVhW/Ib1yV6iVVA/TCSZIvfQlTLApT++kCSfpSKuYz0zb0GLKHIPm3cOYfcbw+BCYvcbw9i8cwhF7s20aXVJGzpcD7h7+yBW3P8s7t4+CNfzPycIgiDODM8TcD1/IDfcr44UymccNqbgerh3R/U95b5d+zFacOEJCQmACwku/JXcrhBYs2wOHrhlVVVaQ2Noqzi+C25870fEzHM+9avwdbyvSsdfeGY/1l51KTbvHGpKy5t3DgEA2mwDjitIy0QVynl8vjTbCuq9M5TVIJgEjo0WUBYSvM4gCzF9JFFTScIRsqb+nZiG9ixyD5sjz2Obd8T7HZ+YIPpMM1riM20SQZwRpGGiFQgAhbKHz33rRay4/1l87lsvolD2ENcnH7KXaCXUDxNJpc024AgJT9Z+/4r7+0yc38svGod3m21gz5GRqs/2HBlBmx3f2VpJdNITBEHElYLrz9w9H/1qxtJr3lMWdmfQZhswNIb2lIH2lFHlCLz1mvmT0o6XeOD4Vnsil8ocnvD3cqH9kQng/OpXUU/Hl/e2B89IzWhZaXfzzqFAy0q/pTLt830xk8Rn2UbvDG4lusLKSzqDv4nWkkRNJYmkvTMnzV5igqRNriCIKKRholXUeweM63Mo2Uu0CuqHiSSTdzjabCOx7zNxfi+flprLZrMmgL8HsBiADeBBAH8I4JJKksUAfp7L5dZls9m/BnALAA7gz3O53C+y2ezlAJ4AIAG8DODPcrmcqJW2WZvyDsfqxd3Y/cZw8Nnqxd3IOxwdKfNcTnfaSKrgCYIg4ojqO89Hv1ooezXvKe+MFNDTbgUOQMXmnUPB9hSvfXkt/j13PEibMXVoOkPe4TA1BscTkBJwuMCTPzuCddctQk+bRSGiL3LOp34V9XR86Ph48IzUSMtDX/xt7D580t/729QDW/IOhxAy0K9tahTq/CIlic+yjd4ZlL4BgFf+5lzEImzXxUISNZUkkvbOXHBq38cKjof2FGkizlBbJpIOaZhoFUnTGtlLtAq6dkRS4VwgbejB2EKS3r8UcW5/02XBHQCGc7ncndlstgfAvlwutwgAstnsbAD/DuAvstnstQBuAnA9gIUAngGwGsDfAnggl8v9z2w2+00An8pms2/VSdsUlsbw2MYBcCHRnppYUaez83bO5528w7Hrsx/Gsrkdgc2HT4zFXvAEQRBxRD1IfH19Hz66fC4AhoytY3jcQansIWXpKDgeNAZYhoaS6+9ZbBtalZOuvaMDkMDTm67HeImjzdYxVuJgDJDSD/+cd/x7DABYuhbc9MdKHI7r4aYVvQCAX50uQmMaetotHDo+hvldGbTbBpzKalgVWvrRDf3QuZhkC3HxMKV+TR0F10PG8h+aM5aOQtlD2tTrajltaIHzuuB4APy9y5782RFsXdfXUMt5h+PNk+Pov6wbgMThk/ngoVxnDLrO8EcfXoT/8A9D+MYd12K04ELXGFgdW4gLk7zD62o20+IXISEkCmWOTEXvGgM0BghZrUdbY5PaBSr/q32pNJ2h7HpBu+wgh3fLoPej6cXUGJ68awBOJZpB3uGwNRbbsJ4aA7Zt7IcQCPSgaRdRGLsEQ22ZSDqkYaJV5B2Oe3/jcqy96lJc3tuOQ8fH8dzL78ZWa2Qv0SqoHyaSiloFnTZ0eELgsY0D0BjAAJRD72Fxnlwf5/Y3XTW2C8B/Cf0d3kDhSwC+nsvl3gVwA4Af5XI5mcvl3gZgZLPZuQD6Afy4kv5ZAL/VIG1T1PNrx9jfjbShY35XBvc85cfCv+epQczvytAe3gRBEGdB2tRhawxrls3BaNHFpu17seL+Z3HvjiGMlzn+47eHsGn7XowUyhh3OAwNcIXAWCgcs+cJdM2Zh4w94RwfL3Fs/9kROK6AZWhg8B0mGgN+fPB4lSOQe37IF7UnsmXo6MqYODFWQsYyg2OGxtCZNqtCS48UyhirPPAQFx+N9Jsvc4yVXGx6cm+wd86x90t4/IU3MZIv19VywfWqnd3S37P7Tz66FLY5hZaFxLK5Hdi8cwhSMjz38rvYuq4PJ8ZKOD7mBPrec2QEnWkzCOGv2hhp+eIgbeh1NStaGGpOCInhvINNlf2llA5L3J+AodqG54nA0RduF1xI6IwBkDg6WkTe4XCFhFkJ4U+0Dno/ml401N4LMZ7DLIDB/GglYT0Uyh6MOL/kEwCoLRPJhzRMtIq0oWPddYuw5XuvIPvAs9jyvVew7rpFsdUa2Uu0CuqHiaTSZhuwNIYi98Dgv9NoAE5F3sPisid2LeLc/qZlhCaXy40DQDab7QDwHQAPVP7uBfCbAP6ikrQTwHDoq2MAZgFguVxORj6rl/ZEMzZJAOOOv7/kniMjWL24G1vX9WFWjEOdFbmHY6MFPHJnf9VMibSl00oSgiCIM6ToepASGC24eL/gTOpbP/frl2Pt3z2P+3btx1du+yC62y1I6d8/Cq6HNsYwUijj3h0T95GHb78a7bYRrGR9dEM/dh8+ic/vGMLqxd346qevxnf3HcXWdX14eziPlZfOwp4jI0GYTY0B3xk8igd/cAC5B2+uOpZ3OMrcCxyMLx0dxapLZ0HXGDIMtDr2IiOs37/8x5dwz41LqjTMGIIQSLvfGMYXntmPLZ+8Ept3DuGRDf1VWm7v6KirZQnAkxKmpuHHB4831DJjCDS74SOL8d19xwIts4qzIewgNzSGx+8awL/njpOWLxKK3Kvb56YtA+0tchYXXA/37hiqaiOqr+9pt6BrDAXXQ6mSrla74ELidImjK2MiberQKpEPyq6HlBXf94kLjSL3MPjWCL5xx7XoTJs4XXSx+/BJ3LB8bmzfj5YsXYaxkhvM1E8bemxn6of3QgQQ7MX26IZ+WDNsWy0cIbE50rY374ivvcQENNZBJB3SMNEqitzDzl+8jS2fvDJYgbzzF2/jMzcsiaXWyF6iVVA/TCQVtV2a7kl4wndolxu8h8VRz3Fuf0zK6Vldkc1mFwL4JwD/PZfL/X3lsz8FMDuXyz1U+fteAKlcLvffKn/vA/DbAIZyudyCymefqnx2sFbaXC53UpU5ODgoM5lMTXsWLLkch46PTVpmf3lvB46+eWha6uBcWb48i7InJoVht3QNr7+em2nzAkqlElKpFADgA/PnQ7PSE3t4lov45bFjM2yhT9jOs2XVqlXTul6gkYbPJ+ejLuLMhXx+53pucdXwdF+zy5YsgaYZsEwdwpMocQ+GxiCkH87WX7HN8Vf/9DL+5aV3A4fd28MTe3Jz18O/5Y7jc0/vC/Jds7QncJhc8+V/xcGHbsapfAmz2lJV4c6/u+8YnnvlPWz55JXY8r1X8Mid/RBSou/L/xrkEz7GmO9c0RiD43qBU8jStWC/77Thh7B2Cqdx8vjxGanX80kztk63foF4anhOby9mdcyCYeqQEjj2fh7zOlLwIvp9aziPW77+UwCAoTHkHrwZ2QeexcGHbq7S8uh4EX+2Y3/VHkFhLbfZBo4dO4b2rp66Wv7KbR9Ed5uFe54axDfuuLZKy+qYBOC4HkxDg6GxqrD9YS2bGsPY2KmaOk6Khpu1M04abkXdZleuhPAkhBCTQiRr2rk9z56J/dnsSqx44Fnw0Kpy1UYYm3jh5K6Hf9jzDrZ8/1UAk9tFweH4yesncMPyufCEhF5xep/tu0RS9B1mpjW8fEUWZV7j/cjQ8PrB+LwfKZYsXQYBbZK9GgTefOPwTJtXRalUwof6+rDi/slt5eBDNyP32mszaN0E4XaTXbnyjO2daQ3Hpd3PtB3Ll2en5d5wLsx0nYRpZAtpOB52kIYbE2cNK+JUX41Ykc3646sSwWQ/jfkrBA/m4vfsczHYO5PjanHS7UzbQv1wY2ayH47TmEQcbVi+PBuENVe02caMv4c1WxdLli6DoRszOs7TSMPTshwhm83OA/AjAP8hl8v9W+jQbwF4MPT3TwH8t2w2+zcAFgDQcrncyWw2uy+bzf56Lpf7nwBuhr/n96FaaaNlr1q1qqZNnAtk53VWiSY7rxOWrtX9zkzjlHnNzz0hYmXzgQMHsGrVKnAuMFIoY/P2wapV9MuXZ2OxikHZGXdaYWNS6uJsuZDPLwnndjb2ne/ziu7V6kHi+GkH3W0WLJ1BYwwlLsAYoDOGguPvJ/vQ712Fm6+ah3dGfOfggq40NJ0FK2h/M9uL1768FjsrDpE9R0awsDsDxiZWss5uT0MICYcL3PPURH8YXiFraAw/PngChsZqHnvz5HiwgvZnh05g1aWz0N1mgQsPjPsPQqWyh8MnxjC/qw1Lly2HoU/eEzkJelHEydY4aBiY0LGEv4qtVOLwpMQlHSkUauh3UU8btvzuFdjy/VexenE3Dh0fD3SptJx3ONptC4/fNQAuJL4zeHSSlvMOx8IFCwIbHO5VaVmtej18Ygxb1/Vh9+GTgZbVMbXv93dffhd3fHgxGEMQtv+RO/snabmtfRZmz5qNIveQMfVAy3HSRSPiZmcztrTC5rGSC1tjGC1xHBstBBNP8w6HjXN7no3aX2uPbrU397jDsXpxd9Ukj9WLu4O+Pm3qQT//BwML8YerF+If9ryDB39wIGgXp4suPvetF7F1XR9MjYEBSFX28z7b84ibbuJEvXqp+37kxev9SOGUOcZLtaOMxc3eAwcONNyLLS72htvNeMmt2bYLMbC3XvlxafczbUe5zMEloNZfSAlwCRgzONYx03USJg62kIYbQxpuTBxsmar8ONjYDKWy74wdLbjoSJkYLbjoyphweTyffcje80Pc+2Bg5m2hfrgxM21LXMYk4mjDWMlF2tAhhIBh+iHA85Uxi3tuXIJrL+sO3sVc12uZfc3WxVjJhSZES8Z5zobpir/3VwBmA/gv2WxW7eV9M4AsgDdUolwuN5jNZn8CYDf8UPV/Vjn0nwBsy2azFoADAL6Ty+W8OmmbwhOibkhzI7a7kiWLIvcSFXqBIIgLE7VXazgs7dObrkfGMvCtnx/BbdcuCMI7QwLQEOwlKyVw04peCCnhComC6zvlMqYeOAsB4NZr5mP14tl48Aev4Z2RAma3Wdi6rg+ZyoOKpjH0tFnYtnEAGUtH3uHIWDo+c8MSWBqDrmn46IpeHHzo5qpjpsawc887wQraroyJz+8YqgoRfaroYrzk27FsbgfueWoQj2zoR5FzdNgGGGOB02fhkuUoOBwaAyxjIgQvEX/COn560/UAgKd2+/p1hKyr3z8YWIjTRRe3XrMgmETBQ1pOmzqKrodi2YNtapO03NNuBToGlJZtbNvQX+VItHQNl/d2IG3o+OjyuTj40M3BMY0hmBSyZmkPblrRi67MxJ70Kmx/WMsAwIWHJ376JtZdtwhdKQOOkMiuXInxEq9yXhLJQelNyOqJp2owQuPivEyKrNXvq8kXHbaBjKnja+v7ah7nQqLoekE/P17i8CqO7xtXzAnaRbtt4NEN/bA1BgHA9TycHC+jp91CR8o853MgLkwahaazZ9i2WtgaC/ZiC78z2zF9ftAYw8O3X437du2vatsai6e9xAT14gxOT/xBgjj/kIaJViEk4IlqZXlCQsRUbGQv0SqoHyaSCOcCbbbvzPaEhwz8d0ZTY3hs4wDGHT7pXaxb02KxmFShVnQfGy1M6zjP2TJde3hvBrC5xqEra6TdAmBL5LODAG5qJm2zJG2wQZGkfcfbbAN7joxUfbbnyAjaWrQ/I0EQhBAS+TJHT7uNbRsGAEi8NZxH3uEYHi/jhy+/hzvXLAaAwHldcLxJ/Wy7baAzZYAx4MjJcWhMC0LaAn6o80U9bXjsrgGUuYCtM7RbVpUzTtNYEIpcOUM6UhPH2ys3/zbLqOuo+e6+Y8EqxO42C4wBDBMOeKCyh7Jt4O3hQhBeVznZTY3B8QSk9L9nktM7EYR1/ORdA4FWm9XvPTcuha5p2PCRxfjnoWPBCusjJ8cxtyOFNtvA3dsH8cid/Xi/UK7SctrQJzmVNY2hvaLh9tAziJrMprScsfQqLa9Z2hNoeffhk1g6twOrF3cHK2mjWgaAtVddGjyfMTCUyh4MDXA8gbIj0GEb5PROEEXXQ9rUYWkMp+qscj3Xiae1+v3vDB4N9ujWNYY2y0Da1PH0puurJmZ8e+87QftQYf+VxsdLHHM7UtAZg8GA92vse9+VMWFSn9py6P1o+nCErL0XW29HLPfETlk6/uafclX7bv7Nczn87f/eN9OmEU2QpLZMELUgDROtouh6+Mt/fKnqOTQdmqQcN8heolVQP0wkCc6FH8qcoxKxM4OyLmFpDKapB07kOO6LHUZtCXfFJZ3TNs5zLsSnpqaZNtvAYxv78dKWj+ONr/wOXtrycTy2sT+2gw1AtZOeCxk46csxnWamQi+EUaFUCYIgzhTOBcZKLoSUGCu5KJc5PE9MSud5AgXHDxkKBpRcD//x20PYtH0vPCmxZE47bI2hK2Pi4duvRr6SVvX/tfpZT0q8M1LAeInDMnR0ZUxwIZF3eBAeus024AmJdstAyjp7J1x4Be3Bh27Gtg0D6Eqb+Ochf69k5VQxNAZTY9h9+CSOjhYxXvLPY/XiboyVOBZ2Z9BmG3jh9RM49n4Jj7/wJk6XOExNg4R/T3Eje8QQ008jHYe1K6TEeMmF5wkM5x3cvX0QT+0+AkdI8Mpsz63r+nC66AYPl0Bt/ZaFxHjZ32/7hy+/F2i53TZhaX6kArXSOqrlc5mFWU/Luw+fxJUf6MJzL78bhO2vpeWxEg9WgbfZBn7y+nGMFMoocRHouOCShpOErTEUXa/hM23B4XDq9O9ToVZ23719ECvufxabtu/FaNHFrdfMxwO3rAz6xeG8g02hNEpXvR223z4cHjivx0t+P9+eMvy2ISUEgM7KCu+wtg2NwdAumtepWEDvR9NL2tCDFd4r7n8W9zw1iPldGaSNeA765h2O9047WPt3z2PZX/0L1v7d83jvtBPb+iUmSFpbJogopGGiVQgJ3Ldrf5XW7tu1P7YrkMleolVQP0wkjSL30GYbQVStY6OFYGzPdb1J72Ke8HB5bwfabANjJRecn/mYyXRgV8YV49oGL5oRGu56AFjVvg4Aq3weT5K2IiBt6Ni6rg9rlvbA0BjWLO3B1nV9sR0gIQgifgjhO/2ElP4e2/DDON+9fRCjJQ7XE1VOEc4FxhyOkUIZm7bvxYr7n8W9O4Zw/y2r8D82DoCBgQsJw9RxulhGd8aCrTEYlZtzo362K2PC0hm60mawGtWuOOoKrhd8v3genMhqBa3GGDKW32feuWYxtm0YQHfGQsrQsGvwHXzmib344IKuwAGu9lA2NYbTJT889Jplc/CFZ/YHK2W5kDA0hjbboNBOLUQ5ujXdf/Z4/uDxKh3X0u6m7YMYKZRh6Rqe3nQ9brt2AdpsA50pE9/e+w5mpQykDC14uGyk39GC7/QLVqHqfsQBCQT7bY+X+LRpGRIAAzK2gRuWz8X82Sl85oYl6EwZNbWsnOCjBSewbc2yObhv136MFtwqHRPJwTB1tNlGQ62OFMoocgGHizN2epcqmn160/UY+uLHsW1DP146OorRgotFPW04XfIniNy7Y2jSINZowcWvLZ/r9/UVDQJ++whPcGqz/bnJrpDBhJGMrUPC38M7TqHFLgbo/Wh6KXIP444bTO54dEM/xh33vNwfpgM1GSxavxR5If4krS0TRBTSMNEqMrZeU2sZO57PEmQv0SqoHyaSRpttwK34IrtSBi7v7UDe4WDwJ3AUuRes8H7ty5+A6wGHjo8Fi7aK3Jtxpzfn/r7jdmV8Lo5t8KLpASSSF+Yi73Ds+uyHg43fVRiDvMNjuVdguFHGOexCGBVKQu09kKaBS4KYMertwfqpvvkYuGx2EObYFR46dA2e57ff0YKLv/zHl7D7jWFs+d0rsH71QpSFRNqaeEHJOxxfeOblYFuL5++7Cb0dKeQdjq+v78NHl88FwJCxdQyPOyiVPaQMDZapA64HTTII6TtvCg5Hm63jdIlXrbQ9X0TDRwshUShz3LlmMT597UJoDNAZoGsalsxpx+7DJ7Hq0lnoabeQNvzw0J+4at6k/ZJVGOnUebWWqAXnAiOF8qRnjq9++ips3jmEx+8aqNLu2ivn4Rt3XIt2y0DZE8FscnVvUuH4//p7rwIAtvzuFVi3emFd/RbLHhZ2ZyClhKVrEBKwK9rVGcOjz78R7Dmv6QynIqvGzwe1Qvq3WaymliWAf88dx6pLZ2F2m1Vl2yeumoeF3ZlgD/u4PgMRtck7HJ6Q0DVW9Uxbdj24FaHPSvvXkwsJz/X3sGomYsac3l54QqKn3UbB8QBIeFJizbI5aLcMaDoLtnao9RKmdCUqe3gHe3MLf7JV2tQxVnF6v/D6CfxmtheOkEG7tDVGz4wzQN7h2HP/b8DQ9eBacM+Lbd9Q5P4e9o9u6A/szVccyHF8P0obOtptE3dvr943Lq4OesvU8ezed/CNO65FZ9rE6aKLfx46Fmz/QcSXpLVlgohCGiZahXrnW7NsTnCv2334ZGy1RvYSrYL6YSJpqChUd28fxGMb+wEAlsagaRraTAbhSczvyuDwiTFc3tuBY6OFYMV31Z7eGWvGxiJUSPa7tw/i0Q392PXZD2PVJZ1wQ2MlruvBtmbO5xpfb+95ptxgP7K47uFta6xq43cAyM7rhBHTCeuWxnDlJZ1wKvYyBlx5SWdsVxRyLlCu7G0L+Kv+y5WVRTSASRCtp+B6wSo8AMEqvK/c9kEs6mnDA7esDBxy4ckqGcvAJ66ah8c2DkBjqNo/ZO8DvwWNMTAGbF3XF3z+hWdexmMbB2BrDGuWzQEqTg8AsCuDugLA8dNFpEwD4w7Hfbv2Y8+REXx9fR9uWD4XHZYBTwiUyh6E9GcGFxyOjGWc8T7ZyqmdsY1gf1nb0KDrWpUDPGPrWHH/s1X3BUNjyD14c9UetLf3L6xaKcvY5L2SiemjyL0grA+AIKzPoxv68cAtK4MHwYxl4IFbVmJuRwpvnhzHkjntVVrb+8BvIWVoQTh+9flzr7yHPxhYWFe/DECh7Dsaw/mtXtyNbRv6cc+NSwH49zzBfYdj3uEolT1kzsHp3UjHwMRkDiEl+r78o7o6/tmhE8Ekjtv7F+J0yYVeace0l1qysDQGt/JTPdMKT+J0pZ/+6qevwiUdKThCoj2lBin8Z7FaTu9w359q68Sh42O4/Zs/DyZIqSgGBdcD4wjuGasXdwftUf39zojfX+qMoeR6aKs4znXG8JNDJ3DD8rlg8FeQfn6HHy3jibsGcO1l3YGtGhf0zNhibI3B1ozgfQMA2sz4vtKmDX8P+3BYt9lpC3pMQ+EnbQJz3uFVE8IAYM3SHtx27QIa6Iw5SWvLBBGFNEy0Cltj+Fi2N5gsqlf+jt9d2YfsJVoF9cNE0lCLlPYcGcEVf/0jAMBrX14bOJEB4NhoAdl5nUhZOi7v7cDd2wdrji3O1LtZ2tDhCRFE1brykk6Mljg6K2MkyumtR8ZKWrno9KLpBcIx8JMwWx1AXUdxXB3IDMBojY3qu2K6it4Tou6qf4MebQii5WSs2qGk1Cq8RT1twapAFTol73BwIXHzVZfCFRIaAwbfGsG2Df0AGFKGhrLnT27J2HrVAC4AOJWVhxoYRKR3NQC02SaGx8tVK8j7L+vGoeNjyM7rRNkTkxyKX1vfh542u2mnd72V7e22gQ67em/wQtmr67jpbreCvcYlAwxdD/ZL/tXpIjSmoafdogHgFtAorM/yue0wTD3Q7qKeNty9fRCP3NmPkXwZB949VaVfLgQMzQ+tv23DADK2/12D1devzgBPoir6AQCsvXIeNMbgVSZ41dJuytTPeMIGcP503JUx8cEFXWi3jQktaww683U8tyOFjiZW/xLxgAHQGIMEIKTfR6sJIV/99FXo7UjVfXaMOrzrRU74f//Tjbjx4R8HE6R62i202QZOFV2cLrrQNYavre+rqc2MqYNXJj/+0bb/VZWvctYz+Pq858YluOIDs2I1u/piJUnvG0KIqol41fbGTzdJe2e2KiHNo/VrUUjzRJCktkwQtSANE63idMK0RvYSrYL6YSJJKMd2eDzs528M4yNLe8AlkLJ0rLqkE6dLHDqLX9h+5bS2KxEdGfxxyc6UUbMfVWMl9cZypmss5aLpAYrcg6mjKpwc97zYhpNLIk6DVfTWTBtXg7KQNTVRFjK2q/4J4kKmkRNMOTBUGFlHSJRKHJ709/X9051DeHrT9RDCD2c7WnRx3679eOTOfvz00Al8LNvrh4mujH9qzP+9zfL3TzlV4hh8ayQIhesJAS4RrMJVDxi3XjMfn/vWi3jkzn5wITFacHHg3VN4/K4BCAkICaRMDfkyR8bSUSj7s9cKZc9fYV0ZgBVCouB6yFg68mWO7jYLj27oh1nZO/Ynr/srXHWNVTn3MqZe13FjaQzH8w5mt9lBXXWlDPxb7njgQIzrgPWFRt7hNbWsJmyEtaseYNtTvvOtK2NO0u9vZHtRFhJtFWe3rbFAn2H9fizbC1v3HdrmXpc5AAAgAElEQVRR7QK+ftWq6nraLblnFrEgvKo7bRpBpIWz1XHa0KBrpt9uKqvELUPDv776K/Rf1k0aThiOkOCeh7TpT2DIGBoM05/cNLvNhiskBt8awRN3DfhbURg6ityDYeoYK7lVs34bRU44+OW12LH3nWCClNoHS+0Pn05bVc97tsYCh7pp6ujWtKrjaUOvRP1hME0dj27oh8b8/vnpTdcH2jxdKtO7RItRL9Th62VWngvi+L6RtPej8B7eqn5PjJViu8LbNHXY3KuyVwgBk6KBxB6nzrt4XNsyQUQhDROtwqk8L4e379h9+CRuWD43lloje4lWQf0wkTTUeFZ4wu4jz7+J65b0QGcTIc/VOEe5ztjiTIXtL3IvGLPhnoeMaUy8k+sIxnXUZ54QAJ+IIvb4XQNVoc89IaZl0elF4/BOGzpGyh7+9Onq2eoddrxfhpO073ja0GuGYLdiuhIrqZogiAuVtDHhcAjvxyql7zwLh0Zpsw0IT2K8zAOHoXowCDvyLFMPQtEqDI3h4EM344+2/S98445roWsMg2+NoP+y7iCstK4xSOnvez2SLwf7JGdCzknAd9z1dtgocQHGAFvXMJIvY+cv3sat1yzAF54Jr569Bj1t/mP3cL6Me3fsC4599dNX47v7jmLddYvQnjKq9qD1PAG9smd5wfUwO2NNqqfvDB7F4p4MrlvSE5yrlACXwG9ke+FJwGC0XUOrsDU26RoBCB7swtpVznEVdaBZ/f6yEr4e8KMa3LSiFyUu6mpX7fGtiGrX1DSMO/yMIhY0WtVtGVqVjsdKrr9iVvjO9DbLwLYN/UH4c0Bi75ERrF7SHWw1IqQEmP8s9LFsLwxNIw0njDbbwIr7/xX7vvjbSBkaHCHhVPbJa7MNCCGDEIKWxhrO+s1YOv5uXR/mdkzs2f3Mi0eDdqTC3xsag6UxCI3htV+dxuyMjZ52a9KexN0ZC0XuQUpgJO9H8rjnxiVYs7QH42V/KwidMRQcf3LSSL5cZ5IGPTe2krSh19VJHEni+1F7KrKH9/r4rvDmrgeHS2zeGVmR7nqwZnDfOGJq6F2cSDqkYaJVpE0d/Zd143PferH6XhfTyV1kL9EqqB8mkkaRewAwaUJ07r3TuOKSTliaP+H+npuWoM02UHY9PLZxALyyBdx4iVciIM6M/eExeTXOU64sGBAamxRx4bGNA/A8gbShB6HPJ73HT8M430XzFthoVUgcZ6sDyVuB7AlR9/M4hghP2h51BHEholaHZleuRMHxwAA8tfsIfvjye1WOszIX4ELidNFFZ2W/4eFxP/zzDcvn+qtnuYfZbTbSxoQjzxWy7my43W8M47v7jmHDRxZjzbI5wcptT8ogPIzwJIwOG10Zf9W4kKhyTipk5T9XSGzeOYQtn7wSX3hmf9U9594d+7Bt4wAA4Oj7+Ul9z9qrLg3uS2oPWukCjuuhO2NhpOA70tdft8hfnR4KYbN4TgYDl3UjZekoOB4KDsdPD51A/2Xd6Ez5e5DH1RlwISCExPzLlkJIGaz8fOH1E/j8jqEqx1gt7XIhsXVdHw6fGMOHFs6uckTX0+94iWNhdwZSSmiVfby5kJBAXe3et2s/vnlnP6LPxRJA2RWAySaFQPd1O4RtGwfQXslXTbzIWDoc17/vqxWvwMSq7p52q2ov5cdfeBPrrluEwbdGgnr55h3X+qvIK07v65b0QGNAOqUH9Qjp76PmComURffmJCGERL7sT+iITlZas2xOMElJRbaQQM1n9cfvGkDZERASmNth48SYg2//4m3c1r8An+qbD9f17x0pS4dwAMaAHXvewZbvv1q1N3ytdwBlj8iYePj2q3Hfrv3oWzQ76NM9SOjMj0By9P3Jz4zcs/0IBvTc2DKS9vyetPejEvcweGTyKqePLp+L9hjWryMkdv7ibWz55JW4vLcdh46PY+cv3sZnblhCK3tiTtLaMkFEIQ0TraLoenXvdXHc6onsJVoF9cNEkuDcd/wKIWpuIaVWRruuhysunRX4AW1jsvtW11qrbxXKHPAnmqiFO2o8xRMC5cp4+D03LgnapOt68CSC461qrxdN649bzPtmSBs6bMMIVjpJCdhGvFeSjDsc9zw1iBX3P4t7nhrEuMOn/tIMEd6jTtk7vysT6/oliAsJtTp003a/DW7avhejRRef6puPtVfOw3279mO04MITEowhCE+r9j5We/2+8PoJbF3Xh6d//jbyDkfB9YJw43nHxdZ1fViztAeGxrBmaU+wF+X+LR/H4p4M8g5HZ9oMVm4bGsN4iWO8xHF0tBjkVeYejMpekYdPjMHQGNpTRvAd5Wzcc2QEl/e2T7rnzOu0ASmRsXQs7+2Exnznvup7ls1pC+5LKm9LZ9i8cyiYtPXp/gXwJHDvjqGqOutbOBspU69aGb9m2RwMvjUCt/JQUfJqD7oT54bS8T3f2hdck5FCGWuWzcEDt6zC7jeGAy3X0i4DYJsalsxpb1q/ts7guB64JwL9NtLuS0dH8djGAZiV8M5R7W7eOYSOlIGF3Zmaz0oZy78vep7AcL6MF14/gULZQ8rSkTYNFByOn7x+HKNFF2uWzcGCrnSVjnXG8EcfXoTNO4cC5/zcDhtFV1S1/5FCGSUuIIQMVndzIWFWQr8TyUG1C7W/7nhpIqJBwfUg4UdCaLMNuKHJGlH9feKqeShV9nvatH0vVtz/LP585xDWX78I3RkLlq5BAlWRArgQuPWa+djyu1dg9eJunBx3kHc43vjK7+DlLWvxypfW4qk/vg4MDKWyh7Eyx+7DJ9GVNrFtwwA602bQp0sJeFIGq3TDZOd1BlonWkcSn9/LnsBIvhxEEyjH+H6cMnV/a5iCCyn9qCNrls1BKqarnDKWjo0fWYx5nTYY85+1Nn5kcXDfIuJLvX41zm2ZIMKQholWkbF0rL9uEeyKQ8A2NKy/blFs73VkL9EqqB8mkgLnAp7wncav/Oo0uipbdB186GY8uqEfXSk/NPh4iQeOYVtjyJhGTV9bvUnV02F3uexvGQUAlsZQ5B4OHR/D1nV9yDscRe4Fzvp7blqCKz4wK7AX8KONqu3rWtVeL5oRmnr7ac5UzPtm8ISoG9I8jisC6s7U6O2I5Yr0JK76J4gLiYLr4d4d1W3wpaOjuHFFL36/fyE2fGQxCg5HurKSVGP+LC1eWXXHGNCVNvHR5b1ImRo+c8MSpA0dWiW2S8bUMV7mMHRW1S8ZGgMXAj993V8BbVac6GrlbHvKn6FW9gS6Mmawt3KRezg+5uDAu6ewZtkcWLqGvMMhJdCe8h054yU/n0PHx7F6cTfWXjkPv9+/ABpjyJc5NoVChD58+9X4VN98SDmxP4u6L6kHHcYmJmftOTKCWWkLm7bvraqz+3btx1du+yAA4HPfejFYTSwBfOTyuWizDVxxSSdMeuifFpSO1145D9s29EOFDh8vcfx+/wJs+f6r2HNkxF+RLWQQKjms3TIXwR7aKnR4I/0+8vwbuK1/AdptAxmjWoe1tJuxdLhC4v28v7L8Y9nequ+oLQGGx8vBs9KW370Cv9+/AGrj+/GSCwlg5y/exrrrF1WFu3349quxZtkc7D58EqsunQWNMTCOQMcj+TJ62i3sOTKCzrT/zPVnH7scf/HtoYZa3rquD+mK7W6Mn9cuJtTM3vBe17XCT6l28dT/cR3abSPYV1v10XmH45enHXS3W2iv5KX6YdVvAgwSEsPj5ZqRB75y2wdh6CyIPhDeBkPC37P+f/vQpRASk/TabhsYyTuwDB3ttoGPZXtR9iQylla1fQYXfmaNnsmLXJI2W0iRN1iFE8Pnd0/6E4L/8h9fqtKgpcdz/XGZizr2ajBiuMrJ5QIOF5Paps0FdIoKEmuSNtZBEFFIw0SrcFwBxxOT7s2OK5Cx46c1spdoFdQPE0mAVybwpy0dpsYwvyuDjU/srdKsVRlTTukMhqlj2dwOGKa/kjrsu7rnxiVImTpMU8dYya07HnO+7C57AgZDEIr8a+s+hJ6OFE4VXWTnGTAYoGlaMMbTf1k37t4+WOV/dUIr11vVXi+a1q9WmERXSVk19qSMCyoUwO43hsGFDByy5dAecHEiaSsukrjqnyAuFDgXkFLi6U3XY/9ffxxP3DWAH3z+17Bm2Ry8H1rJt2n7IEbyZfyPn7yBnXvegSMkjo852H34JHTGoJyL7xfK0Jk/00w5nguuh9GCi01PDuLqL/0IS//yX3D1l36EP35yL8pCov+y7mAFdDisdN7xV8f++OBxpCrOxILrO3gWdmfw+R1D6Pvyv+LyB57FM4NHg1XnbbbvXNy6rg/PvfwuHts4gFuvmY/RoovjY07g3Ff9uVr1e+s184O+Z+u6vmC/8n/a5+9Nq5zgqxd3I21p+Lt1fcFKxZe3fByfuGoeFnZn0Jk2q/I1NIaOlL/nS1nImnswE2ePEBLjJRcpQ8Pjd01ca6Xde54aRNH18MkPfQCrF3fjdMlFkXs1tSsBnBx3UHSb0+9dv7YELx0dxWjBhVPRr9JhLe2GV3B/fscQVn7xuSrtrl7cjbSpoytj4pt3XotXv7R20vkcHyuhzTb80Pt1tLxm2Rws7M6gPWVU6XhhdybQ8umii09+6AOY35XG03/it//D//VmDH3xtydpefPOIQD+/dok/c446kXt7sqq/Lu3D2KkUAbnYlI61b8XuYc/fnIvVn3xOdiV2cDjlf5yYXcG//Ti0aD/TBt6VVs6PlYM0tV6XlvYnQm0V+ICo0U3cHYbGkNn2kTK0DGn3ca2DQPY/9cfx+N3DQRtZ25HCi8dHYWuMZwu8WC2tBnq0w3ND/Xf6JmctNlaMpaOW69ZgC3fewXZB57Flu+9gluvWRDbVThCAvft2j+pz4zp61zi7HXrtE03rgYTAUkb6yCIKKRholUk7d5M9hKtgvphIgmo0PtttgHL1PHqu6fwyJ3+6u5H7uzHq++egmnqSBs6nMo4mlpUpXxXT9w1gINfXlu1erreeMz5tNuTEk6onaUs365rF3Xjj5/ci5Ing3H4tKFX+dqeuGsgWPmdd3hL2+tF49ljQBAuQFW0HfMBqqQ5ZJO2d0be4dj12Q9j2dyOKnvjvOqfIJKOCuOibnpl14OuMXx4aQ9cUX8l39/fNQBe+U7GMvBbf/tjf+VdBUNjOPjQzQCAsuv5q2UtvW4/2m4buGf7IL55p39PkBL41s+P4FN985E29CDk9Gee2ItPXDUPd65ZPGkFLABs+f6rmNdp4zcrK2bV3sx/8tGl8KQfTvrAu6ew9qpL6zpsGAO+vt4PBWObGqQE3h7O44cvv4ffu3aBv1JJY/jGHddiOF/Gn4dmw6lV4qdLvoP75S0fxzMvHg3yVavE43rfSCJqhWva9GdnjuTLsE297v7Xj9zZj5TOglmNn98xVFO76po1pd+Ugf7LutGdsaDpLNDv+oGFNbVbcwX3918FAPzh6oXYuq4PBdfDSN5Bu20G+3kfePcUvnHHtWi3DN9RWeI1w/WHtfz2cAE97RYYJnR804pezG6zsHVdH0oux//58Sw2bZ+Y0frVT1+N7+47inXXLZqk5fDez8TM0igyji0EuAQ05g8aqT3sDz50c6AXw9RRdlwwsECPP3z5PQxcNhuLetqCiRujBRdCCsztSAURAr6+vg8fXT4XaqLI8LiDX50qVmlPRRjoabcmVqCHtnpwhb/6+6YVvbB0fxbyRy6fCwAYfGsE2zb0I1PR2eFfnsKinrbgnqOibYRRz+Su67XsGhD+fuqv/HJ00h7Ts9vmoiMVv/eNjK3X3irCjqeDPmn2Ju19mZiArh2RdEjDRKtI2r2Z7CVaBfXDRBJosw1c3tsRRFl85MdvYvcbe4Pja5b2oP+y7iDt8FgJAMA9D3kH2PXZD+PKSzqrHM/A9EcqVvtzazoL2pmyr6cjFYxNAv44ZpF7kC4CX5sai3ZdD5bGYJq1+9rpaK/xGxWYRkZLvGpVymgpvvtLAxNh2MOolX5xJG3ouPKSTrDKPALGgCsvie/eGUlbkU4QSUeFQzlV6Yuf2n0EJS7wfmXf3nor+T5x1TzoQODAeGekULNvLFRC4hYrs9sapc07HHuOjKAjNZHnD19+L1i5/d19x4L9XJWzW+29/PDtV1dFCxlY3A3D0Ksc5WXPP58FXWmsWTanbn/+zkgBYyU/7IutMeiM4Z+HjuHBH7wWRCGxTQ0FLvzw1aaBbRv6J+0NbVS+q2kscIDnHY6MqQf1JmiW6zmjVri+8PoJjDs8eOBsuP+1qYPLCf3W0+M7IwXkHQ5D16CxqfW7eecQCpUV4Uq/K774XE3trl7cjTL3Jun3uVfewymHoztjwdYY5nakgvNZ0JVG/2Xd2P6zI0GEg0wlpFI9Lecdjt4OG6Y2oeOHb78aXRkTZkXLKdNAb4dVpeMvPLPfXzm+c2iSlsuuP7kgrs8+FxONBhQcIeEKgRIXcIUI9rBX2zwA/gScTdtfxN4jIzA1FujxwR+8hreH8zAqe3ov6Epjbkcq0Fxvh401y+bAkxKARMHxMDtjYXbGwtAXPx6ESw/vH6/67HGHY9P2vVWrv7mQQdvpSBlIV/Ys9qQMQqs/+IPXAt25lRnL9dqirl1Ur1MzTrrOHtPpmO4xXaijnUJM+7Sk2Zu092ViArp2RNIhDROtImn3ZrKXaBXUDxNJwK2Mp6UNHUadCNSiXJxYoGv6EQ5dz/ddXVFxdrd6gke+sle4amdP3DWAvMNx787/r2pb0PESx4FfnfbHhVwe+AbThg63EnFUorXt9aKZ8uI02F86njuoAbbG8NhGf1VjeO9OI6YL04UQQUz/cCz+rpSBOM6toD28CaK1FLkHKSdW0kkgWBG99qpLgxV/L3zh19GZsiCkP9s2X3EsOhGn83279gd9zdfW90FjDG+eHMfKS2eBMWD7z47g1mvm10wrpQxuzpbOJuX53Cvv4ZarL0VPmw2NMWRMHWPOxN7L2zYMBLZlTB2a5jvoOpgBS9eQsvRg9t5owcWCrnRVhBFLYyh5AlL6s/Y27/RXAjMG3LlmMX7vmgV48a0R3PXEXqxZ2oOv3PZB6BrDC6+fwAcXdOHWa+Zj9eLZ+NT/87NJK2tVON8TYyVoTENPu+/M5NyDZV00t/1pocg9DL41ghuWz8XweBmLejJVq6e/vr4PH8v2QkhU6VdKBA9xW9f1TbpPmhrDJZ02ilyg6Hp4eziP7LzOulrPWHowm7JU9qrSPfiDA3julffwtfV9MDT/IXPruj48/fO3sfEji2vqV9f/f/bePUqu6r7z/Zx9XvXqVqtb3YDVerReBebhRi0wImBfe5IA48TOghBLMQiRRGB73UAm62Z5CI6jMDi+Ht/JRHjW2KDYBhkG5TpmbOfaPDxJBtsJOKhBMeJRgMRLMkaPpqWurqrzvn+cR1d1V7VaUnfrlNmftWykVnXVrqrv3ufs/fv9vj+BhkAPguT9xL3lt3703MROqWKHwecHtryfiuUhlLCi14q17AcEApQg1PE1a5cAAX83vJ+tf/98ouXuvMGxmtOg47hyPG9qDVq2/QDH91LvyvNuYNxyeer2D6OpE4k0Ydaxm/Rrf6di05XTGa04XDPUzzvjVqL5p98YSf6MAuuWdTfoMX6NuLd8PK+686EWCGC05vDs/lHWr1xE2XIb5sZ//fgguurjuwFvHBlPrgX1/eHj6m+Ao1UHy/FC3QJGFLgWSjhPK7bH4XKN3o4MplCmrOFOZGdedT153ziPtFuPaaEo/PWGwQZ3lr/eEN6zpBGhKHxj8zqcOvs5XSiptfXUIwec0YrDku4cb45UkiQrSboxhMJ9m9clB3ixA19KpSaRTEFqWDJfCEXhq9evJQhI3G0UhVTfS8jxSuYDuQ5L2gHbD7Ai981XDo5xzpmdU84W9u19lf6BVbieR4dpJC7K2ahtV3ze0uo8Zi6cig2hYPsBRhSfLEdj3bZhkFcOjiVtQYtndLK4K8e45bIgoyexwfsiS/OsplJ1vXmdr++ak++4+tiKdutx9bFIcVVGAC2buaeR6awV0phUkDc17trwPjKGlky0mi1tUyWSuSJvavh+kFTSdWR0sppKzlAZq7n4QcB7Ok0qURXtobFa0nIAQosUzw+aBp11oWDoKnd+/8UkqHH9+mVYjk9Xzmh4rKoo/M2P97Ftw2AYrFYVLM+ne9Ljspqa9L1WVUGHqWG5fhLIrFgueUNr6I2tqoKcKhirObh+wIKsTk4PL+6TAyWmKth7KAzQ11vBrLn94QbL63rL3qFl3ZQth1EvYGlPni9vHEwOd+PHxMGno1WVgqkBAT8/ZtNTMFK5FrcTcWVhnJ1ZXz3d12HS19FHLQrGNNNvzfXJmWpD8p0mFO750T42XzZAZ0ZHUeDO77/I1o+ey75DY3xwTV+iy4rlkjVUxi0vyYT0/ICCESZaxI8bq7kEQYDlhRW33TmDGy8bIGeoVGyPvBn9d5J+69/PwrzJU6+NsHJRnprtoQC9HSYVy6Nme2hiItBtqKIh2eSNIxXyhsbgHY+11PLhcq1Bx68cLCc9vidr2XY8LD+Q+j3NhEkHarLZ2ntojMVdOfK6kvSZitfUjkjLqqLgBX6yoXMcr+HPYXuLiQr+eN2sd9WoD36/U7GShJMX3jrK9k1D1Nucx1b69deCZq0eDFUhr4XuGZ11rzcyHj7vh4t9ABTM8DpVi9bwiuWhRodfmlBQVUFel4dh80l9n0WYSGjYvmndaR5Zc1QFFjZpq5XWgzhDFZRtl9GKQ87QOFIOk1gKKU2Y0zXBO1WnIQHirz7+PjpSul+WTKAKge9P7TkoXTMk7YLUsGS+MDSB7wS4wcTdg6ooGClNuJTjlcwXch2WtAN5U+NHLx3k0oEeFnfluPHeXQ1xPjPat5hCoWqTnB9f+9UnefGOKxFqeN5iqAq+0JIztiAAUwvPAmcb1/XRdZU4jG5H8cl7N6+jYGqs7O0gp6tkDRVDFUmsMo4N3vyBgYbAdmyPbns+ulCSn8Vn77PNu2YFiKuPJ1uaN1sY08J8NnOfDdqtd4breAQoDZoIUHBlL0aJZE4Yt1yqjkcAWI7PWM2l4oTVza4XBtQsP+x7fWislrQcKNdCi1kn6u8aBhuUJDBtRsHuY1UnsU9WFQXL8fmbH++jYrk4kQ2LqigYqmDTpcsZfn2E/aNVxi2XfYfKHByz8IOAY1WHI2Wbqtu4FqiqIGdqvPnqywhFoZDRG4KF9eR0FYVwnRmp2A3rzNEoyAmweGEuCfSNRVYwreyiy1GWXG9HJrHtvWx1L105nSf2Hk4speObhq6szneeOcCFd/wvlnTnUrsWtxOxfsetULuuHyTV014Q4DbR77gVfq+xfgkmssUVBTQFFuR0CqbGmyMVjlUdvnjNBTy6562kj48QcKzq4PgBFdtj76GxpDL8ib2HqboeXhDw8sFjvHGkggJ86v6nE4eBquvRkdFRhaAjo1N68UUKpjZFvzl9oho8Dn5bns+47bIl0vCWHbsYidoQ6EIkFtGLF+YSDfZ3ZSlPY31errlTdPzonrfYtmFwipbLNZfztj4m9Xuacd3G++i4DcyB0QpWVOkcz4tjVSf5nsPNmEJWUwmCAC8IN2YAlhcmMB2rOuhCQRMKCiRJTAo0JD70d2U558zOhnYRo1WHLTt2seb2h7nlwd2M2y7/8MLBhmvB5FYPphpWq1p11lp5U6MQtSb4wwd3U/zcoxQ/9yiHxmq8U7Wn6L/q+gjCNUFa5s0v7dZnURWi6R40rQdxtjdRQV/87MPc9tCzlC0X20vnnrlie/zx3/5bw375j//236jYcj+XdtrxfEYiqUdqWDJfuJ5Pxfb41P1Ps+b2h/nU/U9TsT3clF6b5Xgl84VchyXtwLjl8r7+BQ3u0y99/iruvn4oOU8BEELQlZkoyrxoeTfVqL2aEZ2PlC23oTVvObIdn23i13WcCUe/mz840PAYoSoEAQ37xPhxFw/0JOd58fuJx3ls0pwdqdi47uy+h3TutOcAq0Xw2Epp8BjaL4Dcbr0z2lETEkk7k9XCykBNKEmQu5AJ17munMl3dx9I+niv7Ovg1p27+eI156EJBVMoeH4AyoRVdLkWBrDdyC46owm6smHw9+CYhRcEfOKSpUlfYFMoPP7SQc7+3CN86v6nOb+/i66cDgSs7O1gSXeOQkajM6ufcoA4qQhvsc44foDjB3Rm9STQpwnwg4C7Njb2c4kDNzldTa4BlbqbjpFxK3kvrh/2oP328H7O2/oYW//++Yb+ypJTI9Zv3GqkM6Pz8J632HTp8oaAWazfJ/YdwYgCeS31C0mv6q6cjqkJFi/MJEkZB8csvCgwp4kwcDiwqMDDe97ixnt3MbSsGz2ysK/X8VOvjZywllVV0JMPq8FjK/QggFsebNRw3DvejYL48bzpyuloQqHieFQdb1otT9bxH1y+guHXR6Zo+aGn96f6XuLdQn0bmPq1bGVfB3lTw9BV9EgLhiaS77kQbdgqjkfF9vACn9gdUChhAkicABQEkNUERpTE9N3dB1AVJQmmu76P4weUo2Sp0YqTVPrGY7rlwd3ceNlA47Wgbv6YQqHmhckp9fM5Tkx5c6TScC+rqWpL/ccZy3ORkSxpTbvtN1rNnclJdWmhvoK+XvNp3R61235ZMoHci0vaHalhyXzhTHOmkEbkeCXzhVyHJWnHdf3wTDCyIb/2q09ywV88xorbfsAFf/EY1371yWTfomkCIURS9bxtwyCu55HVVHRdndfC2LypYUTnNIZQcByPSwd6aOVtpwqBrodFaWuXdidnLHsPjSXvx/bDc5j52Bu/a3aC7bgZjg90Yss+mDjQmQtv/lMlq6lNvfjTahvfjpqQSNoZ1/dx3CCZe105k7GoovmVg2Ue2fM2V6/tTyxtn3pthIV5k4NjFi+8dZR/V+zDDYsFgbDPqh+EAbdXD4/zkS//MxAGNUp3XpUEVe+qj+0AACAASURBVOJ5HfgBl6/u5aXPX9XQf7jm+hRMlTdHKnTnDRSFJJB3KmutqgryQpl2nRm3XG68bICHnt7P1Wv7+dT9T/O1G9Zx18ZBegqhfTQE/PjlQ6zo7UiuAYWMxtGqk1TKKoAXBBCE/Swffe5tNKEkvU0LMigzK8TB2SCAsZrLO+M2j+x5mz//3vPs/tyvIRQFL5jQL4RuLeOWw8KsgTdJv5oS/rsa2dx/d/cB/vx7zyevV6/lehsgVShcv345V6/tT/rBd+dNcsaEjmOtnKiWVVXQEVki9eQNlBYaju2hIbSIVhT47u4DfOLiZZi6Qt7UOFZzmmr5nLMW0FMwGnSsKHD56j4gSLT8xpFxHn3ubbZtGJT6Pc20umcqRJbzth9QSDJ3A0bGLUYrTrKmFjKhdmuujyEm9BzfK/rA4y8d5JyzFtCdN7B9N5lbAN//w19haU8+mQNCDTV25XlnsH3TEFrUYzhOKDl0zOLR597m1889q2H+hPfQE+tvPJ9ffOsoA4sKdOV0vnTtBUlv8Li3/OT3XW+PrijIHt7zSM5Q+auPv48//tt/a7CwzhnpXCPabb/RbhX07bZflkzQbnNDIpmM1LBkvmg3rcnxSuYL+d1J0k7V9TCF0lC13WzfEqNpgmz0ewdGK6zs7QiDwe786j0OUsf26m7UZvCmHcN87Yah5Cwwdq3UtLC1Z1YLW9wB+F7A4q4chlCS54nHPNfv4V2zAoxbLt/65CVJP82492CaN8NxI/jJPbzjDIu04fs+bp1VZRCAG4Dm+6TRTKAdNSGRtDNOlM0VX+RfOVhmX2TNvPNf3+CL11zAuOWQN8N+ql/eOEje1MgZGr/6V4839ALWhMJLn78K2/Fw/CAJdsOEbXJPwSBvaskNhKIobNkx3HBzsX5FD1+4+nxUofCeThM3CPsSx9bpnuejnkI/lJrt8cRtH54S8ItvaAyhYPsBj+x5m+vXL08u/EEAn9j+02Tt/+I1F/CdZ/aHGX7RZ6hA0i+3YnnoQkEocM+P9vHV69bSkdWTwH58AyI5NeJK07h/8PqVi5Lg2Hd3H+DaoSUokePAlzcOcvnqXnKmxoV3/LCpfuuDfYau8sietxteb7KWYx3fdBwdP/eLY4lWTkXLatSPvtm1sj5BRIu098iet7lkxSLOWpDBC0Kba9dr1HKcgNFMx0CDls95zwLu2TSEKRSp39PMdPdMAHsPjrGqr4OfRAkNvR0ZvEh/lucn91aF6HvUgoA1tz88ZV7ECR6+FzTcA9/5/Rd5YMv7k/nXnTfwgoCPDS4O2wm4oT26qQpqdriZ+quPDyb2X4ZQqNleMoeDIEwSip/vzu+/yBXnnsGGi5ZgqAbbN61L2ma00n9PwUAo4bogmT8qtse3nnqTrR89l1V9BV45WOZbT73JjZcN0JFJ3zrRbvuNSouDmIrlUkjheOPqh8n7ZZkklX7abW5IJJORGpbMF+OWyy0fXsUV552V3Ps8uuet1GpNjlcyX8h1WJJ26oudZhrn0zSB6ftJm8T7Nq9LWrHNl97rg9Rxkn8ccH/vnz82MdbobBNIAuSmryQuC7oaVn8b+Mk5zHy8h3dNwNsUSiKUhsbwKT6kUoCCqXH39UOJCOL+hmkkIOwlMHnixo3r04YpFIpndDYcthbP6ERL6wcskbQ59ZV0cZD7ty7sZ/j1ETZdupyOjEYlClT4XsD6lYuSYETzw1ePgLBifP2KnqYBtbGay7YNg2FP7eNUqsb2ydddshxFgTeOhAGNjpMMePt+wLjtcsuDuxvGtn7louTaM+76ZDXBtg2DSbV71XHJGSr3bBqq63misunScFxBVMX9k7pKWSDqbQ4bLl7KJ+9/umEd7s4ZJ/UeJI0Yusrenx9l8cIc5/d38cTew1y+ujcJjtmOR8aY0O9o1SGAllmccRAbwLFc7to4OEUv9cHhmep4YFGB7+4+cMpa9jyfrKY2vX/qzGj4QZhM4QNV10/m9Q2XLkcTCofLNn0dZqLlOOmj3o2gXse6UKjYU+8jslK/p52spja9ZzJUgVDDe+x3xi3+8MHdSdDadjwsz0+SGuqp2F7TeREHkgG6MlqinXHLTRwLunI6AWEw/UjZjv4OhhDU3NAyXVXCRKCsrmK7PrYX/lwooYW5qYrELaG+qvvO77/ARcu7uWvjIEJpvX/ozGgIwsROyfxiCoUNFy+dsk6kdU/XbntQQyhTrkV3bUxvwnVc/VC/X957aIysoUrnhZTTbnNDIpmM1LBkvmjHex85Xsl8INdhSdqpL3aC5nG+ZsT9vO/ZNITlB2Q1lawg0fvNHxxg7dJu3rdkYXhO4vqzWiSi6yp6NP69h8aS15nOWUvTBEbUpzvuOV61oeJ4eL5HXg/jg83m7GwnK6czEjkH1Pd1ABKP+Hs2DZHWY1RNV3Ftt8EmAAI0PZ1fm+0HzQ8c+jowT/fgmtBuAXqJpN2ZXEkXB7m7cr0U4mC3oSVZX6MVh/6F2SkWs/Hhqy5A18PHtwqomapCXjdQVUG5xcW5voL2kT1v88E1fXTl9CSAeLJV3hXHS3q/AkkfzC9cfT5qwUBVwhsAnzCw4wPbNgzywJNvcNMHViQ9oxQFAh80IYCAbz+zn0f2vJ0EQ/Wo320QwEi5xoKM3hAkymqqrI6dJcYtN9Hvbw/1c/nqvqQKtFKtUsjlGKs5iX5ve+hZvvl7F7esPrOdCVufsZrDrtdGWmo5q6kz1vGK237A+hU9p6zlihP20Wl5/yQU3ABUJUzSM3UR9jM3NKqux9KeXFLFHgf4K5aHqjBFx1lN5edHK5zZkZH6TSGe77e8Z6q6Ac///Cib793F+hU9iRYVFHQhMDUxRXc5XW2Z4JHVVcai64CiwLEocSSrCTw/SALaucgBJE70cKNe3QQwWgv7e3/1+iGU8EcQQD4TJl7d/+RrfHzdEvwAMppoqOquWC6ZKDs5Y2hkvICbPzDAE/uONOg/iPqP67KSdF7RdJWc7zesEwoBmp7O78HyA4ZfH+Er162lM6tzrOrwxN7DXLa6N5V7UCEEHWZjsome4hZVOUPlzAXZhkOTNFvcSyawpjk7SOPckEgmIzUsmS9sP2Dnv77R4G6z81/f4PcuG0il1uR4JfOFXIclaSerqfi+j6arHBmrkTenVjGrTfZZmiZwXcBvrLK+dedubv7AAO89a8GUoHF3zpi1s7M4UP/KwTEWd+Ua+opP56ylCoHn++i6yo9eOsilAz0EwFEHnjtyjFV9HQ3nizd/YIBM5PgYW6LPBrMe2SsWizrwdWA5YAJ3Ak8C24GFgApsKpVKe4vF4l3ArwBj0a9/DNCB/wFkgZ8DN5ZKpUqxWNwC3Ay4wJ2lUun/O5FxtWNfh3HL5ZWDY6zs7QDCqr5SZBmZRmuOVlVgabWUs6dJgkhjgF4iaXf0aSrpjh54myX9/QBJFWve1KjY7pQq2iNli7yhYfsBdnQQ6wdhL9VCRksskQ1N8E7FJm9qaIhpAyxxBW389yf2Hk56ySoKJ1XlnTOa98GMg4+P7nmLDxX7wr6zStj4oTOjcXMU7FYI7Z3jA+d3xi268ybXr1/ONWuXhPa9msCN7IKPlG1ue+jZKVbX229Yl9gIS06NeguiWL9x0G/fq69zzjnnNOj3qddGpq0+g7CyG+BfXgl1LhSFiuWSMye0XB8wnImO16/oOWUte55/3B47NTu0zIcoGBkFv2uuN0W/WS1KDIh+J9axUMJ+5vtHq9z20J4p+v3vv/s+Fhayp/K1SWYBOwrabd80BCjJWuwF8JOXD/GHD+5u0J0uFDJG63tsIRTyhta0x/uvrO6lM6MnCZ9Hq06S+WxqgiDq1V3fo77eKixeCz/7kbMb+nXH8+NI2W7oDw6h1u6+fohH97zFZat7sT0/adEDcPFAD/duXsfme3cl+q9Ybrg5kxUE80rN9vACCKIvKE6CqNkeuRTu67K6Gjp+VBw6MjqjFYf1KxeRTWmAvup6U/afL/wiPJxIY8V0u1ncSyaYzjlEImkHpIYl80XWUNl48VLG7TAZ2dQEGy9emuwn04Ycr2S+kOuwJO3Ee6tVfR3csvPfuPkDA6xd1p38uzpN+0lNE3REvbHjKuunoiKZVw6OzanDVVyRvrgrx4HRCu89s3NGzlqaJqjWPGzL5e7HX2XzN3YBcO/mdaxd1t0Qn7138zouHuhJ5m8QgO35vGfx4lMe/1ycClwHHCmVStcXi8Ue4BngH4EHSqXS/1ssFj8EnA3sBdYCV5RKpcPxL0dB8P9RKpXuLRaL/xG4uVgsPgjcAqwDMsBPisXiD0ulkjXTQR2v7D6NtJs1R9X1WgaQ03hA0o5JEBJJO6MJgSYCurJ6Q3/UrKby8v6x5HFx3+AjZZuzOk2GlnWzZUfjOqgqkDE0XMcjADKGiu8FHKs6UZBEoeb49BRMxi03qWztzhmtq8GFQldW58cvH+L8/i4KptbQW/hEadUHM65+PL+/ixuj4Ekc+O/Jm9iuh+sHlC13SlW7EkWABu94jBfvuJJqVIEb2/xOroTftnFwipWw5ORRhWhqQVSfkVmv3y9HNrDNruWGUNB1FdfxEEKwfuWisBexH9ARPXecwBF/7xAGCqfTcVZT2b5pHXHw8GS07Hk+Y5aLiGyImum4XHNZ+59+2KBdUyjUbLelfrvzBjlD4/4nX+PaoSUEBGQMDdvxWjo5lEcPs7DQP0vfoORkcF0/CdqhhO0aAMwoofGDa/p46fNXJVqE2JFiegxVUA4ae7xv2zDI3oNjLMyZdOeN6LnCgLbteGEQWgHX8xkZt+jtyCSB7CCAQias+v7sR85maU+eci1MKClktAZL9GZa23tojPP7uzCEwtHa1Gr2S1b0AOnfP/yyIxSwHH+q7WRKg5u2G7oj3PbQsw1JSoYq0FJ4GJfVVBYvnHTN2pjeBOacrja1IZX3PulnOueQsGmERJJupIYl84Xl+FieP+VewnJ8cmb6tCbHK5kv5DosSTOuO9EisLF/9/DEHlY9fgwqfo5xy+Wp2z88L4keqhD4vk/B1FjZ25H04W51tllP3tRwHK+hGvzuH73Ktg0LUJSJ88VLVvRwrMm5y4JM7pTHPxeRvW8Bf1f3d5ewivtnxWLxfwGvAbcWi0UBrAbuKRaLZwBfK5VKXwcuA/4y+t2Hoz/vBf45CnBbxWLxFeAC4KmZDsoUCl+7YR2uHzQcUqe5X3O7WXO0WwC5HZMgJJJ2RtMEGcLkmHxdsLtZNltOV9E7zWkDjOOWy/DrI3xgTV8S7Ki3s312/yjrVy6a6A0uFKquT05Xp1TQagoctVx6CiaXr+4jDhbGvYVPZk0QytTrjhDgegGHxmr0dWQaq9ZNDSEUHD9gtOLwTsWasv4v6yngB0HY69v1yGphEDO26L1mbX/ynIfGLHpyhqw+nEVirXpBmGigKGHQbrKGc7qK2mHSlVt0XA2bQqESJW7Yjp/0tn/u56NcvroXCP3CyzWHnBFqRFUF+SaV4IYqsH2fqnNqWq44HqMVBz/wWbwgOyW4DqFjw0ufv6pBu8C0+s3oKq4fcNV5Z+H4AXlDTazO/3bXm1P02503eKkuGUZyevB8H9sP+10ThAHHiuUlQeR6y/oTsaHXtMYkpFgnvR0ZCqaGFmlaqOHzG0JBKOBFNuR9HVlyZtjO4cW3jjKwqJAEtZf25MmbGr4XYEcuGHlTa7lWducNsrqGUKZv0bNn668Dof4lpwdnmu8nc7oH1wQ/gD/51s+mtDcJE5PSR9X1OPBOk89XT2dPbFUV9OSNBgv2nK6eVCsayfzSbu3QJJLJSA1L5gs/gIeG9ze4mTw0vJ/fu2zF6R5aU+R4JfOFXIclaabqhueGB0YrdJ3ZedzimVbE5ya+72MIDS/qkz0Zz/dnLdEjrkw/98xOPIWoeOb4BUAAjuOh6yrPv3qk4bFPvzHCZSt7k3Py6fb1pzp/Zz0SWSqVygDFYrGDMPD9WeA+4J1SqfSrxWLxc8BngC8BXwb+itDm/J+KxeIuoBM4Gj3dGLBg0s/qfz5jhBCUK/aUrIHuXBpDxyHtZhHebgHkmfQekEgks0tsyQJMuy6oqqDieNi+h+d5aGo4LxUFLNfFC1R0obBuWU8S4FiQ1RO72hfeOsrQsm52/Mtr/NaF/Xzm2/WVfBfSkzcQikIhsrv1/QAst6HSsL638Iniun4YfPQab0QECkHgoQm1oWr9ro0XkoleJx+9Zs5Qp6z/nVEC0bYNg8nBLi4tLXqlHfTsMxMNq6rAi4LGQijTanjc9RPtfnrnbrZ+9Fye+3mYrDFadaZUofbkTYRQEEKhEL1+rGMA4YfBwWZanknFm+v6iQZrbmwdHP6bHwRJ0sa3nw57cN+1cTDRLkyv32zUF/nTO3fzwJb3M265HBqrAZmm+r1n09AJfTeSucH2g6TCuhZVqzbVpaKc8P2epgnyIkzeKGQ0Vvd1Jjb3/1Q6mCRqqIpCzfPJqGGiSHzvtuuzv8poxeHO77/IFeeewe9etAQgWR/j68G/K/ZNa2e+/YZ1yTxy3eaZy1lNpeZ5uF7QoHnJ/NJu+6Oc2by9Sc5M53jb7fOF8Jobt+tI455T0px21JpEUo/UsGS+yBpiypnGF6+5gKyRzuQuOV7JfCHXYUmayZsaR8ZqLO7KccO9u7hrw/uStm+timdaoWmCsVoYQDeE0tLZYLaI59YNda6k92wawm1xtlmfGB23H7378Vd5Yt+u5OfrV/SwfqBnymvMxfxVgvoGdbNEsVhcAvxP4L+XSqWvF4vFXwDnlkqlI8Vi8ULg88BvArlSqTQW/c5/Bp4F/gNwZalUOlgsFt8XPfae6Gefjh77P4HPl0qlXfWvOzw8HORyzcve+wdWcdOO4Sm9Ie/ZNMT+V1+Z1fc/W/QPrEp6qNVnOqzq60jVmGu1GplMhhUrVze1gFyQ0di39+XTPcxknDEn8/mec845c1rSM52GZ5PJn8UvG7/M7+9U31taNdzsfRXPPpv9I+NkdG3KutKV0Tg4bvPs/lE+uKYP2/NRI9vbIICy5fLJbw6z9aPnsu/QWFIpG1dTZzSF/a/ta3i9RX19ZPKdU2yigwCc6hiHDx5sOdb65yh0LMD1g5a2uAsyGpomwqpzU+PoeI3y6BHKY2PJGCDsizt53HlD4/fv28X2TUPEV28FmlpIb9swSPnIW1i12gl/H6eDmWh7rvULs6fh4tlnEwTgul5THXRlNNyoR02s3TW3P0zpzqsoWy7vjIeBuplodzJLli0jEPqUqmzPrvLzAwdaftbx78W3hoaqNLUYivuZBb7P0ZFDlMfCKuyZ6DdjqKy5/WGe+dyvAVC1PfzARyhiqkUxNvv27m2L9Xyma3OaNDzTMa9eU0zaJxwp27xTsabcOy3vzvKLN1876TEXOjowOxc1aCBJ1NAEPz9mcdtDz/LEviNJ/6dCpnkQ/qXPX5UkQimQ/NtnP3I2ixfmmq6V1rHDiY77B1a11G/ZchP918aPJdeFk6Ud71dOt4bbZX8Us2RgFVua7EG3bxrizZSNt1arsWLlSnQzN8UVzbEq/PzAgdM9RCD998IwvYbTMu9P9zjSOJdP92dSz3RjkRpOxzikhqcnzRqOSdPnNR39A6v4xk9e5YrzzkoqkB/d8xY3XjaQynufd8N4T+e5Wpp0e7rHItfh6Tmd6/Bsn0nMJXM1hv6BVQQB7D10fI3OZAzFs8/G9wKqrsdNO4aTfuDx85qqcsrxt3gc71m8eMqeMKMqjDY5HzSxG/aJxbPPxnW8po9dkNE4WnM5MFphVV/HKc3f6TQ86wHvyJ78fwP/Z6lU+ofoZ38HfLdUKn2zWCzeCvQDXwd2EvbxFsDjwBbgk8BwXQ/vgLBC/IfARYAJ/BQYLJVKDaf4w8PDwdBQ82ogPwhYc/vDDf72WmTHKZR02hK6rs9Ii6r0mWaAzAcvvPAC55xzDpbtohBasceVNaZQCADTOP225vE4Y05SE3N+QWil4dlk8mfxy8Yv8/ubhfeWSg03e18126Xm+mQ1kVQYxra2bx2zeOGto1y2ujep4PtQsQ/HD5Jq7zW3P8yLd1xJ2XZRFFAVhTh40czysmy5bLlv15RD6S9cfX6DFXSr78DzfI6M25i6Skdk9dsq0Spvak3XmbGaE/ZwNsPASrNx60LB0FRsNwz0aKqCqoS25n4QVpNVLJecoVEqvdg2c2GG2p6Xw5HZ0PBYzUn+HFc2J1X5hFXTI+ON2r1pxzD/7XcHWZg38b1gxtqdzFjNaam9joze9LP2PJ+K4yU20LGN9IloeLJ+NVXB92kImgD8/n27+G+/O4gqRPKYnN74GcW22O2ynp/AOFOj4ZmOeazmhOuOriYW4ZODYSeSndwK3w+o2BM2/UIBQxMIEa5vxc82v2cL/ADL9ZP1rz7YPXn+2I6H32StrG/94Hp+S/3+zY/3ceNlA4lOT7WatF30PYnTqmHX9edMg3NBxXIZs1z+qG4/99cbBukwNXIpa/v0wgsvTJsknpbq6bTfC8P0Gk7LvD/d40jjXD7dn0k9xxmL1HAKxiE1PD1p1nBMmj6v6fB8n5GyzbjtsaQ7x5sjFfKGSnfBmJEd7nzzLhnvaTtXS5NuT/dY5Do8PadzHZ7tM4m5ZK7G4Lo+QlVmFHuayRgs203Oxn/00kEuXt4z69qPx9HqTPHezesazuebtbMbqzmJHfrkGKEVnXveff0QOV091fnbUsMz3mUXi8VzCa3FfcK+2n8ZB7Qn8afAQuDPisXin0U/uwH4m2Kx+ClCa/LfLZVK7xSLxQeAJwEH2FEqlZ4rFot3AvcVi8UtwOHosePFYvEu4MeEwfHbJwe7j0e72W1D6Jd/687dDT3fbt25OzxwSOGBjgJNsze6ZtFSYTZpR01IJO8m4l7AnT057MiieetHz2X1GQX6u7LkDJW8qZEzNH71rx7H9QO+/4e/wtKePOVaOL/j3shxX+9W9tAAOaO57eiS7hwzyYuqOOGaHVs1502Nmz84MKVnSX2PyfogTaWux2zFdqcft6aiCYEmwsblXl2gx/eCxOpacvrI6WoSQI6tlA+N1Vi+qJAElPNmo3a3bRhEU1XKtSgoHv3f8bQ7mbypNdVyfprgyuSxducNCpnmGs7qKjXba9BuRlMb9KsKhYrlNc3o3LZhkAeefIMbLl0e9YRWwp5ALgR+IK/BKSPWTZxw1Mo+61T7RU226R+rOVQdL0kOaXbPVrG9sAq8LgEkp6uMtUgYmpws0mytrDpeS/3+wQdWkNEnes9L5h/P9+dMg3OBqQssV/CFq89PDlENVWDq6RsrnNz1QyI5GdptLkskk5EalswXluNjeT63PfRsgxOS5fjkzPRpTY5XMl/IdViSZqquBy6zFnuqDzRfMtDT1I1xtrTfak+o6ypmdEDeavyxVflzvzjGyt6O5OdCCPK6ws0fHKCQ0XAcb87m74nsXL8K3Ar8BXA78J+BKQHvUql0a/S4yfxak8f+5+h56n/2NnBlk8duB7afwHgbMISSNEVvaKyezuJuoP0OHKxpms2nsVO6KZSmPbzNFgEEiUQyv8S9gONqvW0bBtn5r29w1oIBAG7duZu7rx9qCIR85Mv/zL4v/Ht8L3x8ITMRwIvtcCFMILrlwd1h39ZoTa3YXtMbkTdHKvQUjCRAvWRgNX4QTKkMjNfseLyO43HpQA9WlMmnKHDpQA+O45HVwoDMZGvdezYNcaRss7QnN6NxZyCqilWT7Drb86m5PjlTZfGyFfh+0DIwKpk7VFWQhUQPXTmdsuUmwWwcpmh362++l02XLm+osJ6JdiczXUKXgkLx7LMp15wp+q0fa0BrDZdbaDeI3lOs31ZJez15gxsvGyBnqFRsj6we9mWO/54XChXbm1HPccncE7sSZHWVqtM6GdM8xdfxPL8hCSjuG+4H0JXT+dK1F0yxIm+mEVUVdJja1ISiSZXczYh72LfS772b1yXB7lYZzZK5xZ5mv3GqGpwLqrbHpx94uqmleSGTPu3IhGDJfNFuc1kimYzUsGS+8AN4aHg/Wz96bmK5/dDwfn7vshWne2hNkeOVzBdyHZakFdf1MYSCF9A09nQyfarrzyCmK5KdDe2fyp5Q0wTdOYNsVKRWf25i2S6XDvQkZ0zxe6hvWzduuaiuf0rnLCcSOXWA5wCjVCo9WSwW0xl1bYEqBEdb2IOnlXY7cMhqKsUzOhtsGopndGJMY7t6OhFC0JXREmvW2F5BpNBiRyJ5NzJuuQRB2EfY8wNMXbDp0uXkdBWhKjz12gg5XcWfFAg5VnUYrTiJ5XlcBX7leWewfdMQcbXfoTGLrN5YFXjXxkFueXBqD9k4QK2pCvES5wdQczwyuooQSrJm266HKsS0rhdV12O04kwJZGZ1NQmMFiaNWxPKhBWvoSYBy46Mjuf56EJpsMCuWB6FrDEjC2zJ3FB1PHQR6ldRoCurhxY9kTX0ZO0++tzbXDPU31BhPRPtTiarqU1vqg2h4EePaabfyTbQzTR8z6ahptqNrdD9Ov3WjzujCyzXJwhAEeFzKyhkNZWRcZud/xpWfMeVtXFF7qK+vrn9kiTHJd6MVSMXgGZ6zBmnlpzgef6UNTbeBClARhMYqsH2TeuSAPY7h99GdPY3fT5VFQ1V3zN1vYizsGOHjm9sXocTZVK7jocdzZGKVWe/DzLoPY+0234jF82Zr1y3ls6szrGqw3d3H0idnXlMq+vHyRzKSCTT0W5zWSKZjNSwZL7IGoLr1y/naDVsmWVq4d+zRjq1JscrmS/kOixJI3GL4gWR43Fnk9jTyZwfxL8btwJs5Sg6G5zqnlDTROJOXR/DjM8Yu3MGQg2rve/bvA43IJnHQQC25yfPczKcyKcQAP8D+EGxWPwdYPykXvE00W724NB+VentaCXSLBiV5iQIieTdRE5XUaLerQfHaiwqZPADksrXi5Z3s/fwOPsOjXH56t6GQEhXeO/KmQAAIABJREFUTuf8/i5+8vIhLlvdi+sHfGxwMaPV1tbQQih054zkRqRieUCAF4S9lDOawPUDhBIGO+LMM9f1MAyNnK42WDVbfsDw6yMNgaEjZQs3oGUQftxyeWLvYT5U7EsCkB8bXIwmlKRf9+SAu6EKRiph7/CTtcCWzA2xxXe9fo3IDjnuPV+v3SNlC0MoSYV1vQam0+5khFAomFrDza9Q4O4f7WPDxUsBmup3sg10M+eWVtotWy4j5Yme5Lbj8bHBxXhBgKkqDT3pw4B2GEC0/IBbd+7mv/3uIAFMeZ/bNg5Kl4LTjKaJsD+752E7ygnrcSZUIhvx0OI+XGOzupr00ra9iXvhmu2RMzTeHBub5XdKUlUeuxu4Qbjh8v0An3ATNtndQK6v80u77Tdsx+PaoSXJBl4oCtcOLcF2PDJGOoPek68fmtS2ZA5ot7kskUxGalgyX1iOz7jtTrHcNjWRSsttOV7JfCHXYUkaqboeB0YrdJ3ZCdBwlqGdQqFlVguLv4LovOK9Zy3g5m8ON2jfcTzMWdpjzsWeMD5jzBoqhq9w6UAPAcz6PD6RT+DjwMXAw8D/AfzOSb3iaaLd7MGh/arS281KpB2TICSSdxOqGgZZQkvnPQ1uF1/5xIWJxflvXdjPlh3DdcGHC1mY1TFUweWr+8hogqrrzcgauur63LRjeIr16BeuPp+eQrj2qkJBADXbQ0FB08Nq64ymkjNUNl26nEImDHSuX7kILwhQowBOT8Fk3HKbBjKvPO8MNqxbwtCybm68dxef/cjZLO3JA2E/82Y9ZbdvGkrWsrh3eBxInRxor7lhkEgyf0xYkk/V7/qVizi/v2uSdgfRNRVNDauhteh+8kRtzSuOx5b7dk3R8daPnptc55S6nt3CjbInkxvYUDe+F7C6L+y5U7E8cobaUrsfX7ckSTS58d5d3H39UJKA4fjBlGSMK887g6vX9if3Z4amSu2mGEMoVG3Q1KBphf/xbPaPRxxorrk+WU1g+wEEkSajPu8Qug8Yqpiz4LLjeAjCLN/6jdfd1w+hKDBacXinYk291zW0k37vkhOj3fYbCq038Gmk6npN74PSvD9yXT+pdJCtBtqHdpvLEslkpIYl80W7WW7L8UrmC7kOS9JI3tQ4Jwp2zyZxIcIrB8dY1dcxp5bmc7UnjPt7m0JJzlzmYh4fd6ddLBZVQAXuIQx668CTwPeBD5/k68477WYPDu0XkI1FOzm7JK0WeO2YBCGRvNvI6Spek96t65Z3szA70Qc4qcqO+v6KSRYxeVUhZzSf8/VWvDlDbfqYJd05FAX+7c13WNyVo2BqjFTsKT2M628Int36600rrr+8cZAPrukDMRHIvOLcM/jY4GJqns+COrsbCKvD4qrgydcE1w/ozOpJ7/C473lXTm9agZnRVFmFOI9Mp9+CoWGoosGZYKKntpLYMWtBMCPtxnie31LHq/oKyXWuZnt884nXeGTP2+G12lCn3NC+eMcVSUXrs/tHGVrWzYHRCqv6OqZo1/L8KbbTcXA8DkLUB+6/ct3a5OcXLe+W2k05qhAUTI2MoZ6QHmdK0idcExyN3Hfu3jTEzach8Gb7AZpQcCL3gSf2HaEQBSezUWLT5HvdjLTNmzfabb9h1+kIZv8wYrZpt/1RbBnYLEFcBr3TTbvNZYlkMlLDkvkiawh+68J+PvPtif3RF6+5ILWW23K8kvlCrsOSNBJbj1t+MOtB41jzc7lnc11/zp6/6nroahjohnCvPBfzeCaj/D3gT4EzgRJhoroH/OSkX/U0YAilZT/LtNJuBw7tFqBvxyQIieTdhqoKOszWgcGJniDhf1tV2MXBti9vHOTy1b00VI86YfWo5/lUHa/puvDmSIXuvMHK3g5u/uYw92wa4tn9o3zlurUUDA3P99H1xiBjfZCvviJw3HI5OGaxtCeXWENfvbY/tDsN4ND4RCB912d/FVUo2DWXQmbimrD1N9/Lbw/1k6sLGNquB4T2u3NRgSk5cY6n3/rD+FY9hmeqXcv1EQrUXB9FUZrq+JWDZS5a3k25FgYXr17bz3WXLMNxfQx9apDc8YOkovWy1b3ctGOYrR89t8HWvF67hydptzOrM265lCP9xoHSezevS/7N9QO2bRhkrOaG/XykdlNJrNVYj9/65CWs7O1oyMCt2N5JfUeu66NHve3HLZfh10e4b/M6tCaanOv74IDQtjxg4j5862++NwnIAy3vdXNKOOclc0u77TfabT/XbvujdtODZAL53UnaHalhyXxRsT0+8+2fNWjtM9/+Wai1TPq0JscrmS/kOixJI0YU7J6LfaCmCbpzBuOW2/RMZjb2bFXXA5c52ROG5+Thn+264pjZnsfH/YRLpdJ2YHuxWPy9Uqn09ZN6lRSg6yrPv3pkSjP3D6zpO91Da8m45fLU7R9GU9VEAK7npfbAIW9q3PzBgSmfcVoPdMwWSRBmipMgJJJ3I6oqkmpXaB0YnI6crqJ2mHTlFjWtHjWEoGy7GKrgro2D3PLgxLrwpWsvoGCGPY6FqiQ3KJev7uXlg2MMLCoghII96ZD4WNWhM6tPqQh86fNXkTM0jlUdAuDaoSVkDHVKBSzAd545wKZLl+N7YT/nL28c5N8V+6i4Pl4QNAQMH3jyDf7g8hVkTLUhUPPbQ/3EQdKK5Tb0Q44DpX5AkypjyWxwqvqdqXYVJbR9Hq04fG/3Ab54zQVTstS/88x+tm0YTLQMMBbp0PGDKTe0cdV1zpjQ1Kq+woy1e81QaFke6/dI2eZnf/5r+AGJdhXA1AW6UMgYM9cuSP3ON5omyCmgd5qzVuXseaEVcVYLdZTVVT5U7MPyA6zTEHiLkzyW9uQYt1we+w+Xc2ZnFqGEdoeZyD3h3s3rWLusO7nfzWoqR8ZtevKGDHrPMe223xi3XG758CquOO+sxCbz0T1vpXY/l9XUpvujtFbKtFtCgWSCdpvLEslkpIYl80Xe1Dij0+TRP/pAci/xlf/9Smq1JscrmS/kOixJG67rowpBVsxdIrGmCbIw46roE23/FJ/hzcWeMHYmjf/rRK0WZ3sen8hvPlYsFu8HeoG/A35WKpV+etKvPM+MWy53P/4qT+zblfxs/YoehpZ1p/KwAcKAbNWGTz/QKN68ns6DXMfxuHh5T1jpFXHx8h4cx8NMYe9Na5oeAenski6RSE4WVRV4jteyevSeTWG/4Yyh8k7F5q6Ng/QUTCqWBwT8+OVDnHPWArrzRkOF7MreDkbGbZb25KbcEDyx9zCXre4FGisCj1UdRisOL7x1lMtW94aW0ZMqYGO2/v3zXL22n5Fxm56CzgfXhIGg0YpDd95oCBhuunQ5pi4aKoIn9xCPK8JzeniTMma5lC13ShC1J2/KoGFKmKl2bcdnUYdJztBYkNNZVDBCa3xDo2y55M2wv/wTew8nWgZQFIWOTPMb2riq9dadu/nKdWuTKvF9h8ZmpN2Lli9kaU+eI2UbP/DpX5DF8gOCALwg1K6igKooSRB8JtpVVYHn+VK/pwFVFVSc2cukr9T1ks/qKlUndKqYy03WdMTuBeWai6Eq9HZkwnVWCS2u4kzq+t72sXNH2XLIGiodMuA9p7TbfsMUChsuXto2CbZV12u+PzLUVFbKtFtFumSCdpvLEslkpIYl80XN9vjsb5xDuRbeJ5ua4LO/cQ41O9wjpQ05Xsl8IddhSdqoRs6bMLeJxDN1NziZ9k/jlksQMCd7wrjQIT4DAsDxeO9ZC9h7aCypWB9a1o3reBgnOY9P5LfuBv4L8GfAj4D7gEtO6lVPA+2WrQ5hQLaVeNMakC1HNgT1n/GCTDovMnlT42jVafjZ0aojM8Ekkl9S4kBGq0qg2Hr528P72fj+pXxi+0+nVHnvPTTWUCHrewG5rmxT6/JyzU1seq887wy+sXkdCqFlbldO5/z+rmS9qa+AnXxw+8+vHGL9ykUEKHhBkFTdClUhCOD+J1/jmrX9oCgoSniA3pXTk4Dk5B7icVAwb2iJXXU8Zsvx8IPQ1utkKmZd18f2ZMXtbDMT7X56527uvn4ILwj42OBiRio2moCq43FrE8cCTSgYqkCoCrbjUXX9KTe09frNaYJtGwbZ+a9v8FsX9s9Iu3d+/0Xu27yOrpxO2XKx/ICsHvbibtBuVMU9brkz0m5P3qQSJQHMln49z8f1fLwAqd/jMJsVlXFWryEUqlHwG6BccxkZn7qm7j00Rs7UKMxR4C3WcpyQFI8nCODHLx/kkoEezjmzk5rrN022yBkqrutPmzHteT4VJ6xqX7ZiNeWaK/V2grTTfqPd9nNZvUUPNT2de+Z23ONLJminuSyRNENqWDJf1Byf2x56tmFPl0txXpccr2S+kOuwJE3kTQ3X8dCidm1zlUg80zOZOJn5G5vX4UT9squuh1AVxmpO02rvrKZie/6s99WGier0ccvllYNjnP+ermSMzV6vW4hpz1ZacSK/kSmVSv8IBKVSqQTUTvjVTiNxU/R7Ng3x0uev4p5NQ+hqY+ZF2mg3iza77kDH9YPkQMeuy7RKE06UQXLzN4dZc/vD3PzNYd571gIcJ72akEgkJ8+45fLmSIWLlnc3/DyuBMpHtuUbLl5K1tCS68X2TevozhkUDI2BRQWGXx9h/2iVcs2l6nq4vo/rB3TldHo7Mg1rih+A7XhcO7QEP4CjNZd7frQPBeiq62+8f7TKobEaXTmdL117AetX9KAJhfUreli3vJuCoVEwtSS4WXE8yrXw/Tyy523O2/oY5219lBW3/YCbdgyT0wT5KKg5WgkDhvVr8y0P7sYPoL8ry+q+DgxVwXE8LNfnnYrNj18+SMVygbCssVxz8I+zlruuT9l2GanYbNmxizW3P8yWHcMcGbeO+7uS6ZmJdp96bYScribfue16ZHSNnKFO0XJGEzz+0sFEx5YX4Lg+K3oLTfW7cd0SKq6fOAksXpiZkXbv2jiIpql0mBrdOYO8qVGdBe1WbA8Fhb4Ok3PO7Dxl/cbW6NUo+1Xqd3riisp66h0BTvS5AqDq+hhCYdxysR0PQ1Warqn9C3OJQ8VcoAulISFp3HKT+Xf346+y86k3E9vzVtqsuh6u6zd9fs/zOTJu88rBsZNeL30/CDUdhA4LFcvF85q/3i8j7bbfaLf9XNXxGH59hK9ct5aXPn8VX7luLcOvjyTuC2mj6nqULadhj1+2nFTv8SUh7TaXJZLJSA1L5gs/YMp9559862ekVWpyvJL5Qq7DkrQRn2+MWy6GUJIgbnyesbgrhzELCe4zPZPJairnntmJH4TOYyMVm5t2hOO5accwIxUb1/UZi84X+gdWUXU9Sm8fozOjNeyxFmS0kwo+T8b3/eSzia3WV/Z2NJ3LJ7unO5FRWsVi8QpALRaLl9BmAW9DKDgeDV+q4zErIpsrZvNAcT5otwMdeWGUSN5d5HS1ZVAOwjV3/2iV4ddHyBkqWU2lZntUHZffv28XZ3/uET51/9Oc399FV04np4f9hh0/oDOj893dB+jK6mzftI6XPn8Vf71hEFMXOH6AG/3v1p27ueK8s/jk/U9z3tbH+PbwfrQowGJoKk/sPdzwHNs3DdGTN9E0kQReXD8ILaSneT9WZDWdNzWWdOears05U8X1fYSiUHP9xCr92f2jrF8Z9os+kUBM1fVaB4FSelDeLsxEuxct72bv4XHypkZ/V5bejgyjFYct9w1z+//cw5GyxZYdu7jgLx7jxnt3Nei4I6Nx687dCEVpqt9YG5/85tMM3vFDVv7pwzPWrhBK2Me8rk/PqWo3a6hs2bGLkYpNLerhfSr6rTge7nRBTKnfBuKKyvrv7mSzfXWhJAHkzffu4p1xC8cPMHS16ZranTdmvQLa83wqUQKHgFDXUUKSLhSydXr9rQsXT6vNfJSYVHW9pnqL7eBX9naclN58P+DIuMWWaD8Tz4Oxd1HQu932G+22n8sZKue+p4tP3f80a25/mE/d/zTnvqeLnJHOimldKBRMvWGPXzB19BTv8SUh7TaXJZLJSA1L5oucqbbcz6cROV7JfCHXYUnaMISC7Qe4noeuqzz/1lHuvj4MGt99/RDPv3UUfRYS+Gd6JuP7PgEkjouT42AHRitTguBZLXT8uvHeXVx4xw/5xPafUrU9VDE7LnuWH1Bx3IairkJmdufyifzWTcD/AywC/i/gkyf1iqcJXVd5/tUjUxqgf2BN3+keWksMoTS1aEtrkL7deqjJC6NE8u5CVQUdpoahCrZvWpdYyGYNFVB48a2jLF6Y4/z+Lo5VHYSiUIiskFr19O4phFWrluPR12Fy3tbHktdbv6KH7Tesa1hTnnpthFV9hWTt2fr3zwOw4aIlGKrB5av7knERQKFu7czpKo7n4/kTFtIvvHWUy1f3Ju/nSNkib2hkDHVaq+l4bdaFkgT6lvbkyBsaC/MG74zbfG/3Af7644P0dk68b9v1yBhaYv9s+wE5Q6Vie9Pabqf1oLxdmIl2Y7vxsxYMADT01Xb9gM9cWZxWx/H1r2Z77PiX13j0ubcb9NusR7eiwIZ1x9dujB5V8J6qdiu2y/ZNQw3jz+kq+e5cot/6fue9HWb4y0polS0U0BRwI/vy+D22ui+Q+m1E0wTduahHfNx/u4kV1kwwdBWDCX194EuPs+8L/55xy+WRPW/z5997Pnns+hU9YU+qzOzZmU/uBf/AlvdzdKxGxtDI6iqe51N1PJ7Ye5jLV/cmiRuttHms6qAKJbEyU1XRYJUfa6yQ0U5Kb67rkdFVHtjyfsYtN8zSrtqMVsLXfTf0D2+3/UbOUPniNRfwmW9P2N9/8ZoLUruuVGyP7zyzn60fPZdVfQVeOVjmO8/s58bLBmZ17s0Whq7y8K43+cp1a+nM6hyrOnx39wGuX7/8dA9NchzabS5LJJORGpbMF5UWWqtYbtM91+lGjlcyX8h1WJI2dF1FB9bc/kOe+dyvcffjr/LEvl3Jv69f0cPQsu5T1udMzmTcqLAJ4Nadu3lgy/sbzh/u3byOVX0d6EJpeJ7YYnwurNghPBNZc/sPeeI/fggvCJK+3rM5l09klEGpVNpQKpXOLZVKv00b9e+GcBG8+/FXueAvHmPFbT/ggr94jLsffzW12fUxBVNryAQppDgYGwfoJ2eXpD1AX0+aKy4kEsmpo6oCUxMIBSqWR87UqNgeh8sWd37/Rb7zTFhRmNEEhUx4sR+LLGk+sf2nDN7xGFt2DCfVsW5UjWp7AUPLuvnKJy5sqFbNRX1byrXwfxct7+aVg+WGtWfr3z/PjffuwicMUoaBdn1KFaOqCjQh0ITSYLu7Zccwg3c8xie2/zR5bFytPp3VdM5QOVZzyRkqS7pzjNVcjtUcOjIa/QuzfPzipfzR3+5OqghHqw41Nwx0V50wgPPKwTEOvFPj0FhtWtvtii0rZE+V42n3B8++xaZLl5PT1US79d/HFx8ptdSx7XpctLybcs3F8QP+/flnsX3TUKLfVt/tI3vexgkIeypPo90YTYjjavd4NunbNg6ii7Cf/fqVi+jvypI3NUbGbSzHoyMTVt9eed4ZvHjHFbx0xxX82W+cwy0P7m6oiK24PkIBRQlt22ObdanfmaEooCoKFStMdqm1qGg+Hs30dazqAMzLPWXcCz6utB63XG7Z+W+cv/UxVt3+MG+P1TCFwtCybrbsGOZY1UlaWDTTphYlEZVrYQa1601Y5R8cqyb3niejt3jDmjc1KpaHQuhW1JU1knnQykr9l4l222/UB5BLd17F1o+ey3ee2Z/adcUQChsuXsrW7z1H8bMPs/V7z7Hh4qWp/Xzj5JjBO37Iitt+wOAdP+SRPW/L/Vwb0G5zWSKZjNSwZL4QisJ/+Z33NWjtv/zO+xBKOrUmxyuZL+Q6LEkb8fnGRcu70U+zPmO78Lypcd/mdQ1xsKf+9MNcPNBDVlPxAwiio5wgYE6t2GEiHnfRX/4jNTtqFep5s+YiCCdW4f13xWLxNwAX+CqwANh5Uq96GohL/SdXS59qs3XJBAoTAfo4A0QTCmm9zLRbBb1EIjl16qv5nt0/yuWre1FQ6O0wuWfTEN/4yasM3vFDLlrezT2bhnD9AFMTKApJxltcHesFAQRh5bVQFT75zWHu2TTEi//pSqqOR1ZTEUIhp6tYURAirsKdXO1118YLp+1L6/sBFdslZ2rofmiRU2hS8ev5Ab9/3y6uPO8MPja4mLLlJpWJ8ePGLRehKIxbobVu8j5VgRdA1fbwg4DeDpPtm9YhFBAK/FPpIOectQA1Crhbns/AogIj4xa9HZkkkLn9hiF8n4brQGYOe+6+W5iJdtfd+b8atBsH5f7kWz/jB8++xVXnnTFVx37AA0++wbYNg1O0HAQBuajKtf65JnQ7eEL9lIVQUHzIaAJDNRq0mzM0UMD3Avyc3lK7ALYXEAQwWgmdGHBItFyuuXhBwMfXLcH1A3KmRtaHr92wDkMVlO3weePKcD8IcALIakLqd4bEWqwPeseVzzldRT2BKmNDKATQoK/v7j7AxwYXkzPVKfeU+izft092pnjjyHjDveFnvr2Hr92wjgVR/6qsrlKO3ntstx5rM14XFSauC3EPr2f3j3LZ6l5cP2DbhkH2HhpjYFGBr16/FlVRACV5nowqKNecMKnF8hAKqAo4fsBNO4aT+felay+gEPW7r7peuEODWcm6TjPttt8whcIfXL4C1w9QFDhrQYY/uHwFWkoHrKqi6ed7IvN6Pmm3CnrJBKpoobVZskuUSOYaqWHJfGGogpyh8oWrz2dJd443RyrkDBUjpddmOV7JfCHXYUnaiGNK2zYM8sIvjlE8o3NO9Om6PrbnNwSq7ajFWVzlHVdsm0KJkvE9vnZDeMbr+OGZtuf7lC2XA6MVzjmzMzzjmeN5VR+jXf9//xN7tv46VZuGqvJTcRGEEwt43wp8lzDQ/V9LpdLXT+oVTxNzXY4/F+i6yrHIVhHCappxy6GnI3OaR9YcTVdx7fAQEIj+G6Dp6axKb0ebe4lEcmrE1Xx+4LN+5SK8IECNKmbzpsaNlw3w6Q+t4si4TVZTKdsTQR2hKBwpW4kltKrAj1+Zagl9rOqQiYLkEFXmAq7nsyATvkbOUCcCj7YXBkdaJNvEPVtveXB3Q6DDiw7PgwB8TwAKuqrwjc3r2PnUm3znmQP89lB/YjV9aMwia4jEvtn3gmTM45bLwTGLJd1ZRsbtKa9VMDU+uKYPQxUIVeHwmEXB1LA8n96ODHlTIwjA9X0ISKqQ4xsV3w9mve/uu42T1e7koFxWUynXwn455ahXzqZLlzcEgeu1XDC0sAc3NA1Sz/R7baVj1w8Ddq7rIVRBzfXJRgHxRLvHLL7+k318dHAxPQUjaTXQkdFRlEYt+16AHQVkm+n41cNlhpZ1050zEKpCzfawPJ+aF5DTBLYfSP0eh4rjEQAEgCCp7A4CsFyfjKLM+PPSdZUjYzWyhtagVdvx8AOIo5hCgcw06+SJUt+Wod6e/CNf/mdKd1zRYOmlKfCLsRpjNZeBRQUyWpgcFAQk8ypnqFRtH1VRGq4L8Tz6cLEPXVcJArj/ydf42OBiCoZG2XbxmJjLOUNtuQYbquC+zetwAzhcrvEn3/oZX7j6/OR1fD9MwvplRwiB5vt4dfsNTQl/nkaEEJQr9pQE2+6ccbqH1pSa4/Pjlw+yfuUiAPwg4PGXDnH56j4KKTz4bTcLdskEVdfDFMqUuVx1vdSez0gk9UgNS+aLmutTc1x6CgaKAj0Fg3HLQROCQgq1JscrmS/kOixJG/H5RsHUWdnbgaEKvCB09lKUMMHmZIO49Xh+c2c3z/fRIkPv+PzP833ypsaPXhrh4uU9KIRB5zhB/8BoheIZnRyrhX9e1dfBKwfHWNnbkTxv6e1jrOrrmJV51cyOvTtnkDXUU26Zl7zG8R5QLBZ/ve6v/wD8GrC/WCz+eqlUeqzFr6WO+nL8dqnmdRyPAKWhmmPbhkEcx8M00hdEHrdcbtox3OC3P9FvMX29M2Kb+7nopSCRSNJJ3tTIampomRIFB+qDDfHF9enXR7h8TR8dpobl+vgBmLpg3A4toScHIuotoUcrDgvzBsdqNp0ZDV0TVBwvqXyMugknB7HHa1VRcTxueXB3srY+se9IEujozhu8U7FRhcKhsRqGplIwNX5n3RKEAn+7602uu2Q5AH+0czd3Xz+UPO9bR2tctLybsZpLR9TvueaEN2IPbHn/lD7P3XkD1/eSatq7rx9Ci3rVxj1tz+g0sVw/6YdbXwnckzdl0PAUOBXtxgHqfBSgPvqLn2MtWNQ0qDZZy6pQyOoqth8GHbO6SKzLT4Tj6djyAzzXZWTcSnRsqALb8cibKgtyOku6/3/23j5MrqrO9/2stV/qPWm6040xDXntlJEEmnRAogHuHGdE7jxHvTCOYZQAdwZRH4U5c+5cL0ePk/HAnWcez+CEM8+oZGZEEImDODpeB8F5Q5CoJBAFyVReIEAippPuNOnuqtpVe+91/9i1d1d1V3c60C+7kvV5Hh7Slar0qqrvWnuv9fv9vr80otaHG2BwtEJ7xo60HOqwq9azu5mOV3bmuOX+3cFcCJyzIx071eCz1fqdmlBrQNMEF9f1sKd5nxpaiN9yxXLWL20nmwwSMhKGIF23Ns5E/7wwyA1Qcn2kFHg1J4QvX7+ehCHxVbBJrTgurwwUac/Y/Oqkw+3ffp6dLw6w9T+/nS3vXIZSMFyucmw46AnfrPI6tDYfKlYxsjaq6uEp6Mol6P38D9nzud+KEgeGyoGt+tb3XcDWf/zlpPPEE2BJwYKUzfYt60nZVi0hdsy++Uw/3PF8n9fL7oQA8sKkGW3u40TJ9djxs1caArI7fvZKEJCN4XclBazrbuPjX3+mQdNxXf6smgX7eD1YcR2wJsKWgqFJ5rJG0wpoDWvmCinA9Sfeb8b1UqfHq5kr9DqsiRvjzzekIVDVIMY307GmsDJ7ZWfZcFiEAAAgAElEQVQuOosxa5VXrutjh05wQMVxuWx5ByfLLinbAD9wiMskTFZ15XB9FbkmWnMQQzVNGe2Fw88l/PnwSwdYs2bNm/v3p/Gc62r/D+ssCrXHFNAyAe9WtLmo1MRWf+gVii9xitfOB61mEZ6YZLyJmI5Xo9G8eUYdF6UYC8zUAodhsKE+wJU05ISA4Tkpe0pLaFMKuttSDbbQTtnla08dYvOl59ORsU/bFjRtG5HdbsjThwaj4F9onQtJnqwLTiPg/b1LOFkObJ/D8QUZrz6PPv8a2zb3UqpUMUTQh1kpyNgmbtXjif39rOtuY+PKRWRts/Y7xqppwyrb8HMMe5oPFavc/u3nGq5dtz64h+03bDhlcF8zOW9Wu/XV2CPDw7x18VunreV6u+aK45NLmDOuY99XDDsunblGHfsqCECHWjalwKy9j65cgqo3puWEFJzfkWbUcVmYMDk8OMqnH34+6LVcp+NQv76nIl2HAUOt31Mz6rhkEiaVqke5LsHlvWvP5dr13VR8MJWalgtAY8uh3dG9WNqa2epXz/NxarZfUgqGilXO70ijFPzHa6+zfFE2ei8LfItsLQkorMYO7dbv+P5ePnDxEoaKVfa+9jobVy4iYcpJW16Mn0d+rff8lz58MQtSVpSkEWpuVVd2ynkCQc95BSgExUqg2/DeNa5VzjNJq+2P0rbBBy7ubhnLbbtmaV5v6xkmIMURUwY2pF/6yHoWpCxOlsLrRDzHqxmjFc9nNJp6tIY1c4VtTnJtjmHiHOjxauYOvQ5r4sZcnW9UfBVVZrt1jnuuAun6lNygzWZKgjQE1aoX7aMfuPkdkTNitepFLqCha2JYod7K8+qUJ3eFQuEmgHw+/8VCofBfZn9Is0PJ9Wa1HH82yCTMpodemRgfuDa70MQVKSVttZ6M9X0NzobDQo3mbMPzfDzPx5IC2zKigE0YbNj72uts39JH2Ee16LiRJbRSoJTEkIKKF1jWjtaqZZtZQrdnbIQ7tl6XKx4fvux8PvmN4EA+DacVLCxXPXbe/p8iK/WwWvXVwaD6EEDUMvPeuaqTbMKMAiOvDBTpyNpYUpAwTP6t0M+mns5ozMH7kyQtI/q3q76iouDd+S7+pda3O+yTDGOV4SPlMbt3wxBUazY5advkliuXT2gXEdfD/VbA83wSUmBOot0vfWQ9uaTJqBM4CdRb8Rcdj6RlUK5ZRKcTBkuWrkAIQcY2p6XlTMJssLEvVj2ocy2YDqfSsRBjldbjdVxvt56QItJlaG8earno+mQNGd3od+WS/Pm1a6MK2VDHoX7DCvHws7JNyXntaa3fU5C2jIYEgRNFh7+7cQOO6+MpRaJmFQ8CBEE/6ikC383uHX3fx3WZEbsvqNmw1/q+n9+RJm0a0Rxack46StbxlY8p7ejvfvD8UZSC3+nrbrBbb0tbrOtuY+fB4/xGvgtjipYX9fMotNDf1NMZzeW0bfLeteeyfUsfxYrLQx+7LMrSDlswvToYrOVK0TBXRh2XY8NlOnNJErXPjRhWOc8kmUTza0xc90fFisenH/5FQ4D+0w//ouaAFb/vquR67Dx4nI0rFwVtMdIWOw8eZ1NPZyz3zCXX46tPvsRVaxeTS1ocPenw6POvxbaCXjNGK57PaDT1aA1r5opS1eO+pw5x1drFQNBC6L6nDgXXuhgmpOnxauYKvQ5r4shcxMYyCZM1b1mAr8CuJdePteTzIyvziq/ADYpUw310eJYT9vau1H5+6GOXBbExy6Rw9GRLz6vTORl4Wz6fbysUCkOzNppZJJMw+eCXfxJlPUBwWLTvzqvncVRTM+q4UU/BkNCyM46W24aUeN7EHgJxzQDxJ+l3cDYcFmo0ZxOe51P1/IZ+JK6vomBDyjRoS1sMlcYqZXd99jdRQKXqs+Nnr3DDO5ehCCxjnjs8xFVrF7P6M49MuKYU7rgaIeDEqBMF1QBs02gIgCeYXtDbdf3AEmec9fTGlYuwDRn11PZr7yeXNHm9VMUQAiGIKgtX3P5P0Rj33Xl19PPGFR382TXrAPj415+JrHgV4PhBJWLYJ7lc8RqqaU0p+PXJElJIOrJ2lAgAsGFpO5Ycu+nqW9qOW52+zbFmjHr9Jv2gCrteu2nb4L6nDkUVhF/6yPoGm+TnDg+xceWiSLuX93QipQGCwOY8YU6p5ddLVUZqNmH1NvY/f/UES9rSU7oWhIkmroLRyql1DEzQsYKGntsrbv+nhvFNpuXQyuycTKKhQvbnr55g2+ZeFIErwXgdQ6BfCGynhIArVnfNSB+hMwXDkFiej20ZkQYd10cBtpRRpXSot6kC3yXXm7QdjoUPbzDoHWrP8RWZhBkFQ8Oe2klTYghBW9piQSq4p05bQcuA/mEHX/m0ZxINld319vZWTbeX93RhW0EyxIV/+tgp51H4eCYROGmEbg3v712CpxQpQza1D1uQNDENGVjI182VlGXwni8+wb47r2bUcWPrqjSTVKsely7raPisL13WEduWT62WwJxJmHzqwT0ts2fOJEzu/tcD3PXP+6PHTCn45Lt75nFUmunQiuczGk09WsOauaLVrnV6vJq5Qq/Dmjjh1iqrJ233O4NnSfV7f18FhVowVuXt1azMD/QPkz93AYaUVKse71zegSJo4xaeK/pe8OIlbWlsKbAso+Xn1el80m8HBvL5/K/z+fxr+Xz+V7M1qNkgDB7XEwaP40poEb5xRQemFGxc0RFri/CS6/H7X9vFhX/6GCtu/ycu/NPH+P2v7Yr6BcQNx1fccO8u1m0Nxrtu62PccO8unLoJrdFoWp9i1aPqK3a/PMiqrhxP7j+GAIxaQLZY9RgqBoHB7Vv62PO597AgFQTCbtuxh6vWLkYRVAZWXC8KHja7prw6WGTUcSNb6LRlkE0GwZYwAO76KqiQPQWeF9jvQtCLeM/n3sP2LX08d3iIoWIV11ccHioxUnYphb2Ha9mDphTR7zlZqjaMMQy6wJhV7oKUxVdv3BD922FAZkHKit6TFIGd9k2blrMgafL3u17lPV98gvPa02QSJmu3PsbDuw9j1X7/62WXj963m9WfeYSP3rebobKL6zZPNNJMTr1+bSkmaDfU6C9/Feg31O5QMUjg2LhyUYN2PaUwJVEFbtHxptSyIAgEhjbgmUSQpbqyM8dtO/ZMquUwUD9Udhmu3WudSsdh8K9Bx54X/Z5Qy+H46rU9Xsu7Xx6kUgt21r+fVV05FiRNLClJmnKCjq3a3Gmm4cFiRWu4hiklo45LyfXY/fJgpLuwUrpeb5YM7sPTCZPRSuM6MFUwsOqrN3QP6bpj2gu/v5O1gPOrg0UGRx2qvqJ/2GHnweOMOi4j5WA+ZRIm57Wnec8Xn+A7zx6hLWWxfcsG9t15Ndu39EW93A1Dkk6YZJMmUgiKlenNo3AOjTouxVpfLVMGiR3h5lSIxrmy++XB4LOoehweKjHquFGbgVLVi9b1TMIMMrjPAiqez+BoBaVgcLQSXSvjSKvtQYuTjLcY0/G22uerGUN/d5pWR2tYM1e02rVZj1czV+h1WBMnSq43Z8nOKdOg4iukAFMQuSOK2s9h0v8Hv/wTfvbSACXXQwBDZbch2B2e6ZRcjyNDRYzaOU+rz6tpB7wLhcLSQqFgFAqFtxQKhcWFQuGtszmwmabVgschoQ3CvjuvDuwQYloNAK1ZwdBK49VoNG+MTMIkZRlcuborqlz6zrNHQAUWLtmkSXdbKggMlqrcfN8uTpaq0RqxqivLgpRFd1uKzlwSRfC6bdc1XlO+8MELaUtbpEyDLe9cxu6XB6NA3nDZnRAALzpB4Ge4XG3qjuG4flQVu/ozj3DzfbsYKlXZuHIR3W0pskmTtrSFFGDVAqFpyyCTMHlo96ssSAZ9aHcePN5w3Xvm5bF1LwzIDJddTpZdrlzdRXdbKrrxGXVc2tIWacvAVfCRv/kZ67Y+xts+9yhbv/dCQ0Bn639+O1u/9wJVP7BFD3usur6KeqzGNQEqztTr17YMvrunUbtPHxpk5aJMpN9Qu+e1p3nv2nMnaNeqVeAOFivcfN8uPvud5ybcH4VatqRg58HjHDw+GgXVRh030nF4zSw6Lk7FbdBxGKg/MlRECk6p46An0EQdt6UTUbD9u3uONIzvO88eiX5fMy2najfyX75+fTQ3lYKb7t3F2//k0aY6BlCgNXwKTFMGPaEsI0oCytQCwA1rpSEnTRwIHSz23Xk1v/iT93DvjRsAGgK4p3tP5nlBVnWYJBImMWVtE1MKunIJ2jOJaI586sE9PLz7MGZtPo06QVD8kmXtbP3eC6zd+hhrtz7Kh7f/FISY1JY9bRncPck1IZxH9YkdKctgQcrCU8EeJWUGbTMmW/NTlhHZSxtCkLIMLDOYJ9s293Lw2HD0757peCpwW7n928+R/+wj3P7t5xhxXLyYxvrDPm7j96ApM57flRSCv/jdixrG+xe/e1HQEiKGWJPs8a2Y7/E1rXs+o9GEaA1r5opWuzbr8WrmCr0Oa+JEWBwyF8Fi05RkEiaSIIh9oH84OkNxaq6QYeD6xnt3RY/ftmMPo07w/FHHxfVqvb5NgyVtaUquh+t5LbV/bca0T5Hy+fxlwE2ABQjgrYVC4arZGthMI2juoR/nJbDVLMJbzYK91car0WhOn9BSBoLquXDeb/3eCwB84OIlGL6Kerve/u3n2PniAEdOFDFkhkuWtTNUdLBrgbIwIFLxFUdOFNm+pY90wqToeEgBj+/r51MP7oksm7MJM+rX8tTLg1E/V4CT5SrZhMlLx0eaWkP7KggS1vf9rO9FLFxImhJBEJwL+xy3pS1+8PxRrlzdRUfW5l2rOiO7W0MIvvKjlzClaBhjWEX7lev7cH0P4QYBVQBpBn2a00Jw93W9E2ypswkT11dc29cNEAWodELRm6eZfsOewqF2L1nWHrkU3P7t5/jsb78NQ2ZwfcXVaxczXA6qS0PthhW4e197na/euAEJVHzFV7YESXVhf+2HnznMD54/yp9feyHfefbwBBv79owdBSZDLduKyK4/kzDxfcXKzhy33L97Sh2nTImCILA8TseXrVgUXZuv37iMa9efF9zUKcWjvzw6pZa9qkdCClwlsA2JaUrSMKWOAdKmxDCk1vApME3JcLka6WlTTydAw1pZH3g2pUBC5KQzWKxw2449vHftuVy7vpvLVnTwwp9eFfWaD9esRO37mA5hlbZfa8kQ2ISLqK+9FIH7gRSCwdFKw/Xg2r5uXD+wug+tzEON3H1dkLA0GVIKOjKJhmtC/Tyqvx78+mQpSAhQY9cB25BYUvDRSdZ8QwoMIUiagn8r9POuVZ0MjlboyNocGSpG9mOlqnfG9xr0FfzxQ7+Y8Dlt37JhnkfWnHItW75+D3rw2DBp2yAbwxYJpoC0bfBn16zjvPY0rw4WSdsGZkw3zb6ClG3wpY+sZ0HK4mSpiiEFZ4nZQUvTiuczGk09WsOauUJOcm2Oa0xPj1czV+h1WBMXwrO7g8eG2ba5l9t27GloUTYbweIwiG4ZgR2553uMOkT9u4FoLCNlNypasaTggrcsQAGlCtGZo2UE58ClCg3711HHJSFFS7X3O51Tu7uBLwK/AzwH2M2elM/nLeDvgGUE5553AD8BtgPnAAawpVAoHMzn8zcDtwAucEehUPj/8vn8IuAbQAr4FXBToVAoNnvuab5XTAHeuBL/OFNyPQ70D7dMk/iwgmEuJvVMkKhlgo0fb0Lf1Wg0ZwSu6+P6PpYUUY9V31NR4KXqq+hGwKpVlL537bn87Q0bqHg+Rm2NMA0D11csTFljPU58xQVvWUCxVqE4MFLhRNHh8p4guBwGwKWAb+56dULAA+C5w0OsWbwwCgjes6UvClT4tZPaB/7gHbXKSYPhsst39xyJehEXHZeb7t01IWi38+Dx6M/HhstkExb3/vglbnjnMtJJg7/c3EtnLtEQkPnIZcuiKloAt+rxL4X+IIDle+RMiZSC9ow96euFgN/dcB5O1cMAnv3cb0WV4gkpGCxVdELRaeB5k+sXgmxmRXADG7oGfPa338aSc9IYNY19Ysce/ur3ejknk4i0C0E1alcuAQTBx4GRCntfe53fyHcBCk/B9RuXcc36btK2wU2blmPJINC2rruNbMKMbuRNKSItt2dsvFrALbz5ziSaay7U8YhT5cZ7dzfVcX2w3ZKB/XoYCE3b09PyKwPFYFwq0LFpylPq+PiwQzZh8vzW92DXqsRtKShWXa3hcWQSZtCXW6iootKu7wdVCzyHldEVXyEgskL/6o0bKLs+UooJvb8FgqRtUHRc0lNUV48fT32lPirQeJgQ8sDN7yBtm3z9J4d4f++Shh7d5y5IsHHloqCSumZlHunNMk75+6UUZGvaSNsGxcpYkkZ4Pfi3Qj99S9uxagG5+rkjBFPOldWfeSS6V5UyqPZOWQYrO3M888ogV6zu4mxQZjphcMuVyxsOtp55ZZB0Ip77DSkE3ec09mW/+7reWFcNpUyJkQ002ZG1Y10lYxuSkYrLULFKLmkxVKwGc8OOpx40jbTa+YxGMx6tYc1cIAj6p7alrcjxJ85BPT1ezVyi12HNfOG6Pp7vR23FwirpBUmTe7b0RWcTKdOYlWBxGG8rASkrOF9wfRWdcZcrbpQQkq6d0VyyrL3hvOaFlwZ45/IOTMtg1AEfaEuapLpyDee5MqbFt5NxOgHvoUKh8GA+n39PoVDYms/nH5/keR8BBgqFwvX5fL4DeBb4V+CBQqHw9/l8/jeAt+Xz+VHgVmADkASezOfzPwQ+B3yjUCjcm8/n/x/glnw+/2Cz5xYKBWe6g3d8het5mMbY5ne06mIaRvPIfQwIvfZbpUl8aZIKhpRtxDJAb1oGolxtWITKFRfzLLCD1GjOdOorYwGqtQCI6ysShuRk2WXHz17hAxd38+mHf8GXr+/DV0FFbLUuOHLVBeey5Z3LUAqGyy6+Ug1WNEat13XKNGhLWwyVqlEF7YmiQ09XrmnAY83ihWxcuYhcMthU1VeOep4fVSmGgfORsst9Tx1i86Xnc7IcVCcagmi9LToeQkDClFze04UUYJsSiSJtW9y0aXktAOPxhzv2NDhbbFzREVXRjpRdFHDRnz7W9HpTqvpNX3/l6q6ocl0I8Ag2iPfvPMQPnj/Kts29tKXs6fdROcsJNRBSr18BmIZgqOxG1bHXrA8qU8/vyDAwUokCe08fGqQtnWjQrqrdUggBhmjUb8VXDNaC35t6OhkYqXCg6LCqK4dtGWPaMiTLF2Wjaux6LUOQjGFJgWlIihWvIYDnKcX7e5dwshz0ir/3yUP85Yd66VyQiPRum5JNPZ1BsP1dy7ENQdUPAl1FxyVjmxSrp9ayr1QULKznVDoOK8SFANdxeXL/MfqWtrMwaeqDj3GErgHnZBLcdO8uHrj5HRPWSgV4vkLWenyPOC5vWZBk48pFVHwV/X1YKR7a84+vsA77Z4/H83wc18dXoFANCUoDIxXO70iTtoNs5pOloCI9dEr4nb7uhsB2yjSoeH5UZR7qbTrB9nrqg9+2DPYhSdtkU08nthT8a5PrABDNT18ppKRhroROHXYtYes7zx6JqtM3ruigb2lgnXamJ2RUqx5vX7ywIYC8bXMv1apHwo6fA0PSNvhv//AcW993Aau6shzoH+HO7+/lrg/1zvfQmmJaBocHRzknk4geOzpcprs9M4+jmpyS63HfU4e4au1iIGgHc99Th7hp0/JY7j81Y7Ti+YxGU4/WsGauqPrwxP5jbFy5KHrsif3HuLyni8QUr5sv9Hg1c4VehzXzhev6VLwgYf+2HXt44OZ3MOq4LEianKyd1dXvVdvT9owHvUuuV2uPFhRyhWO5Z0sfFSdoK3f35otI2ibSENi+4Gs3bmjo3/2Vx1/ixq/uovD5qyJLds9vPqdaaW91OqcCKp/PXwCk8/l8HnjLJM97CPhW3c8u8C7gF/l8/p+BQ8BtwLuBH9eC1k4+nz8AXAhsAv7f2msfqf354CTPfXq6g88kTFZ/5octEzyG4BDxoY9dxsrOXEMAOa7VRbYULGlLTziAimtVwKjjcuuOn0848L5nS18sP1+NRjM9PM/H9/0ogKwUHDkxSlcuCQRBw9t27GHr+y7g0w8Htqj/8Mxhru3r5hO1G5VsrX/3zhcH+MDFSxoCMYYUJGuJMaOOy4jjQp0l+gM3v4Nc0uKcjE06YbL6M49MuPYU7rgaIcaqT0PL5oQUVHzFR++bWPH64cvO55PfCG5entx/jKMnHT5w8RJ+NVSaNDB05OUXWbNmTXRjkrEFd193Mbc++Gz0/PGW1X+/61Wgsc9MuCaGfWqb2UGnLQNpBOv9o8+/xrruNt7fuwSliG66YBJ7GE1EGLybTL8DI4GNcdhfeueLAygV2DGH1bZhYO+SZe0c6B/hxWPDkXZRQQAGAv06dfo9vyNNxjY5J2NH/9Y5GZuBkQpp26T384+dUsuirqd8ueo11bKqvdYQgmv6uvnDb+5p0G/SSkSaO3yowJo1a6LDhmyDFqfW8uP7jjVUz05Xx/UV4r8aKrFx5SJ2HjzOpp5O3Rd2HGnLiBJ0nj40yEjZ5akDxxrWyvoN1VCxiq98SjUb/vM70tHfh3o7MVqJ2ktAYFl964N72H7DBrIJE8/z8Tyf7uWrcGubTCGCfuG+Eniohn8zDHxfsqyd7zx7hA9c3FjZfcmydrZd10vWNhEC0nW29dm6+0HfVxQrbkMbC9uUlKs+spZw1Mx63bQM3j6N64AQcHykzPr/8cSYS1Jtrp4YdShVvMCtwPMpVrwGS/+zqWdxpXYNr9dHeI2J46HkqONy9KTDVX/5o+ixjSs6YrufG3VcvvPsr7hq7WJWdWX51VCZR59/LQggx3C8mYTJ3f96gLv+eX/0mCkFn3x3zzyOSjMdWvF8RqOpR2tYM1ekEwafenBPy2hNj1czV+h1WDOXjK/ohjHr7zAxfaq96kwHjCN3Oz8olrltxx5uuWI5mYRJtRr04b61LvD+tzdswBBBZXjYvzt0PoZgH5hNnhlz6nQC3n8EXEBgbf4N4MvNnlQoFEYA8vl8jiDw/Vnga8CJQqHwm/l8/nPAp4F9wOt1Lx0GFgIL6h5v9lj949OmFfs1h1YI4wPIcbUIN6Rs2jsjrj3HW82CXaPRTI+wMrZcDoIgQcXr8zxw8zuiYOvThwZZ1ZWNevRu/d4LbHlnYIVcHxzZ+eJAFCBZ193GzoPHubynMwoEpywD1/Ox6yzRw4rHsMKw2bXn1cEiHVmbrlyCwtGTbNvcG91QGEJw/+9fSrnqA4on9gdBu46sHVWCr+tu476HfoEQcO36sQrFouMG9sKTBD6CPrM222/YQNoes4a+adPyqOrwju/vZeOKjiiAYtUFcGStov3u63rpyI5V7YZjbM/YKKBvaTu7az3LP3DxEu74/l7d+3iaFKte1K8bJuo3ZQaJBfX9pUP9jg/sbdvcGzkZhNo1pZhUv2FlbqjdUMfZhMnxEeeUWgZwatWxTtUjmzAn1XImYfLo869x5equaeu3nqm0PN5+3ZRBH+j6106m4xWduahCXIgxy+mNKxdFG4rkm/+azxgMQ5KpaeqSZe088/IgfUvbG9bK8HML3QRKrhcFo4fLLrm6/vKh3t679tyafb8gnTA4NuyQsiSe51P1/Chr+svX90XW5fUOBb+R74rmQ0fWaujL3WzdTNYsy8sVL+pDX4/vKwZGnaZJEjsPHo+0lkuYE15brHjTnjuduSTPb30Prh/ocVNPJ5mEiVLw4wPBz0/uP8a7810NDkVh1XfyLLiHDZMr6ql3SYkbKWuS/UZMHaUSUrD50vNbpuVTK+7xNQH6u9O0OlrDmrmiOInWio7bkJwZF/R4NXOFXoc1c0Wzim7fU1Hc7t4bN2BZBhbM2V61vm0hwC1XLmfj8o4omD0+RgfBmQm+h1Xr1W0ZBBXhviJRd67T6nNKKKVO/azTJJ/Pnwf8A/DXhULh7/L5/K+BCwqFwkA+n78YuJMgYP7eQqHwidpr/qH2+D21x/vz+fxF4x5reG6hUNhV/3t3796t0ul00zH19OQZLFaaWgrs31+Y8c9gJuhevoqP3re7aQXy4ZcOzOPIGimXyySTSVau7MGt9QuoD3ibAg4e3H/qf2iOxhnSvXxV1CO9voJ+VVdu0s93zZo1s3raM5WGZ5Lxn8WZxpn8/t7se4urhmfyO8u/7W1A0O+44o3dlCxIWvhKYUjBR+/bzdb3XcDWf/xltMbu+dxv8fGvP8Nf/V4vhpSMOG5UOf2/ruvlytVdkc2tU3ExhMDxVUOgsOr6HBkqsqorh1KBbXS56jUNkoRVrp6v+O6eI1H/4DDQ5vkKIYIK32zNgubD23/KPVv6MISIxjJSrvL6QD8jw8Nv6nM9b+lSlLQaAignh1/neH9/w/OyuRyJBYsarqfhe7INSanq8slvBIGobCKomHz0+deCfuAw6fo6nbHOtn5h/jUc6ddXVNyJ+pVCIAQT7g/2fO63UAQ9yELtvnftuby/dwm5pEmxEgQZXx8tg+uQSmepjtNvwpB4SqEUeEphShH92ZKCYtXjtim0/O26Ptgf3v7TyBa8mZZHw8rygaNNtftGPtdsLsfCji6ySSuqwJUChifRsZ3r4A+/+fMJFeKbLz2fbMLE8XykEJGOww1F4T/+4w2PM04aninNLlm2CiGgVPGCrOIrl7P+/HaySZNK1aPqBzbjoZ6ydQHuUHP1f+8p1aDj+ur/hGlE+g9bTtRblysF+c8G1dTf/9S7WL4oS8XzSZoSX9FgVZ60DIadYC0fHK00tGUYv0695bxlfOIbE12B/uyadXRkbQ70D3NOOkF7xubIocbXZnM5EgsXTXvujDrBfFQKsolg7maTwTxNGoLXa8H+0J4sXLMtoXjpxYNv+vs8FfOt4VbZH4W8kf3GfFEul+lZs46b79s14fPdvmUDr2Su9gAAACAASURBVL40//s5aFy7VqzsieZE/R5/YdLkxUn2n/Ot4bjsU+Z7HG/ku5tt5vszqWeqsWgNx2McWsNTE2cNh8Tp85qKpSt6GCxWGu6Lv/DBC2lP27z8YjyuzfWcDeOdz3O1OOl2vsei1+Gpmc91eK7PJN4M0xlD9/JVwNg5XOHzV0XunDtfHODAHVdHbTXfyF71jXwOK1b2RNXmtgzOCVK2EbVpMwXRmXXoKGpaBm7VY6jsYhlgGkHxi+8pSq7Hgf5hlrSlJyY/U+FXR46c1vjeKDNxtnbKgHc+n/eBQaASvqb2f1UoFN7a5PnnAv8OfLJQKPxL7bFvAd8tFAr35/P524Bu4C+AHwKXAAngp0Av8AVgd10Pb0VQIT7huYVCoVz/u3fv3q36+vqavo/hcnXSw4a4Zij4SjW1wt1359XI8Q0p55G9e/eyZs0ahsvVSSd1HD7jcJwhvlL8aF9/dCg7UnZ55pVBrljdNdXnO+sXhMk0PJOM/yzONM7k9zcD7y2WGp6p76y+d/dAXaWfr8AQBBVwlsHgaKWhh3cY1O5b2s6On73CDe9cFtg/16oLRx2XtGVgGDIaq+v6UeDuyVolXhhI7zk3i+8pRipB9eLxkUpDH+OH64IbK27/p4bASZih9/NXT7CkLY1lSgwhUARVs//03Gts/d4LwQF0zeJ3tj/X8TSz9pUCvrnrVT5y2TLyn32EfXdezeulahTUT5sSKeWkfWumOdY5ORyZLw2H+g2TJZ7cf2yCftO1m9HxSXzbt/QFPb5rvbnrtZuqVa+GWZl79+6lpyc/Qb9h0DDU7oKUFd34DoxUOO+cFMdHJ9fyh7f/NNLxxZ//YWR7NF7L4Xu7fHXXlPqdqc91MnxfUax6DRXixUqQ7RpqWQgiHYcWVc3uaU5jnLHR8Ex9tp7nM+y4mIbA92lIekxaBr4f6Mk2ZWRxHga4B0YqdJ+TCpI6xuntRNGJ7tudqoeviCy+7995iGvWd0cBdKWCAPl4O/Sf/8l7JjwGY/enEM6XoDd92JZh/H3gZPfkoS358WGH9rSNNETTe0jP96e8DtTPnUzCpFzxcDw/sv6XAmzLQCkYHCk3BLrLFZeOXHIu9wbzqmGn4k56sBXHHt6VistQk/G2JU3smI1379695N/2ttjvP+vXrjju52BqDcdlnzLf43iD392sMt+fST2nGIvWcAzGoTU8NXHWcEicPq+p8JXij765h4//b6tY1ZXlQP8IX/r3A9z1od7YXJvrOUvGO2/nanHS7XyPRa/DUzOf6/Bcn0m8GaYzhvD8N9wnPbf1PTVL/Uf4my199C1rx/U8cgl70oLbqXp4v5HPwXWDdp4KouD7Aze/IyqimixGl0mYDAw3ninYUmBZRvR+1i8dm1Npy5jx/uNTMRNna9PZZf9fwNUEfbQfKBQKT5zi+f8NOAf47/l8/r/XHrsB+Jt8Pv9xAmvy3ysUCify+fzdwBOABD5TKBTK+Xz+DuBr+Xz+ZuB47bmjzZ47jbFHtFp/aWg9a45WsxisVj3evnjhBE1Uq14sD8w0Gs3kuK6P6/tU/aASVQJtaYt13W3cdO+uhp4lparH7pcH2fLOZeSSNYuXhMloxcWSghvftZxMwqhVxBoUHY9ME5tl05QMl6tAYOEdroGrurKcLFWjvt+bejr5w7oeLhDcaFy5uou2tMXGFR1RtZ/rq8hqZmVnjlvu3x3dkJQrHv9QC3ZDsL6m7fmxRJVSgAgqzse/r8tWLIosocNgjYvC8RU5O54tLuab8fr1VZBA0Le0fYJ+w2rWE0WnwZ5of/8wa96yAE8FldRB9b/LvT9+iRvftRwhaLgeN9Nv2jYnaDcMgqdMg9GKN6WWQx1XXC/SAEzU8t5fvc6nHtwz732ApAyqt0cct+lm4MrVXbRn7EjHiqBntaYRw5DkEiaO60dbDimIbMKlFORE8PdhsFtAQ4/tsEd6vd7StsEt9++OnApGHBfPt7ANwft7l0SZyPXV4vXW5U8fGiSXNMme4v407KHdP1ya0O895FS25GFfLtyJrwUoVf1pzR1LimjemDXr/TDholJ2GZwkeH+q5KczCcsyeOGlgYb1LzzYiiOT9XHbvqUvarMSJ1rN1nPUcfnK4y+x88Ux47eNKzroW9oey/2yZgz93WlaHa1hzVwx6rgcPelw1V/+KHps44qO2J4N6/Fq5gq9DmvmipLrgUu0TwoDxZcsa6dvWTuJmkV4yfWivt71Bbcp25jxHt6mKXHdILk+kzC5e/NFQfDaENiW0fQMJLQtv3VHo3vdc1vfQ6X2fm68t3E+zUb/8dnmlCcjhULhLuCufD6fBz6Sz+e3Ak8BXy8UChO8wAuFwm3AbU3+qd9q8tztwPZxjx0F3jud554OrdZfGoIgfbOeb3EN0rdagH6yA6h7tvSRmOexaTSa6eO6PoPFCknLIJsMLmv37zzEdRvOwzbshj6tpgBTCPqWtvPxrz8zIeNOGoJ7frQ/sjQOAw2BG8rEtTdds8QNK2kvWdbOgf4RXjw2zMaVi1jX3caB/mG2Xdfb1M42mzDZvmUDoPCUAhUEOcJKwzAoM9okIHfJsvbA6naeghxpy+Du6y7m1gefnWAJvW1zL2kr6DX9ykCxoXJd08hk+v3QhvNoS5oNfXod18UyDNrSFqYhGhO2rgv6wKdsM6qwv/fHL7H50vMxpcDx/MipIGS8fkNXhFC7T+4/xsaVixip2Y+Xqh5f/FAv/+WbE7WcNCWmtPB8xQM/eYVtm3ubanm47PLb/+vHbFzRMa/6rSfQcm/T1gPjdZzUSRtNMQxJuq539fjAWPj3YTV4aN0dJm/0LW1v0JsAbtuxh6suOJdr1nczMFLBVz6mtKn6CsXY630V9L7uH3bY+9rrXN7TGa379X3tx6+fJ0tBwsd57WmECCoETBlUU3ue39CLO2XKaC6GFdqh/b8lBbdcuTzote03d86aSmPh3Kl/blhpPuq4UeDb9xT+uIB+aPV+NiVitNrBVnqShIt0DNa+ZiRNY8I9y7bremPbHz5lTtIjPabj1YyhvztNq6M1rJkrUpNcm+OqNT1ezVyh12HNXJFJmFSrHts293JkqBj1yd62uTc668wqhSGaF9zOliZNU4Ib7JEXJC0EgY15dZIYneOrpvMmPG84U+bTtHfateD2f8/n86Ed+c+BeDQlmAYl18P1PEwj+JKEAMd18dTMZ1jMFK1WwZCYJECfiGmAvtUq0jUaTXNKroevfLLJRNAXGPjB80f5k398IXpOmJVmWkHF9sJxgcRRp8rhoRIdWZubNi3HqgUIBeDWbI9zxsRrRX1lo5SwbXNvZJW+8+BxLu/ppC1lkzQl27f0TbAAL1e96DGrFmj5t0I/axYvpD1jR0lDhhCxC3JIKejI2MHnaAdVspmEwZZ3LmPnweOsWbyQtrQVBZPimvw035yOfoWQ2DWbaNuQUVBvxHGRwBP7j7GiMxfpZjIth4zXb+iKEGr38p4uklYQpLSsoLfPf/37Pfz1h9ezMD3WJxsCu+Wq45JNmtHvbabl7zx7mI0rOuZdv/XIWkDx7ut66ciOWU4/sf/YBB1r3hwNmhNEyRtHhoq8a1UnaduI9BZWdmcSJinToOR69A87nN+Rjqq629JWbe0JqsV/867HG6yY//R9b+f9vUsmrJ/brgsSMsLvuCMbrNOur/AUVP2xNd/3gxYCkwWrATYsbada9aK0KGPc9SJYLxNNrwPh3LGl4F/r5owQQTDdthoTUuoD+gMjDpnERAeSM5lWO9hqtYTgkusxUq423CMdGy6TsuK5Zw6voePv6UquF8vxasYouR4Lxt2PW1Lo707TMmgNa+aKkutx5ESTisEYX5v1eDVzgV6HNXNFuNdvS5rQlsauVXS3Jc3oHC8sUrr3xg3RejLquKTM2bUEN01JCqL2npmEyY/29TfdM2cSwRo3vgp91HFRijNmPk0rspfP59uB3639B/BN4OOzNajZILQW+MQDjRkWGSu+B0StVsFgWgZi3AFJueJixuRAezytdgCl0Wiak6qtMeHFGJj8MFwBKCzLpOp4FGv9i9d1t9GWDuZ9WMFnCMHDz471WC1XgqrDRV2NSUf1lY2WIblp03LStkFbupO0bbK/f4RHn3+Nq9YuZvHCJLfcv5uvXN+HpwIL3oERp2kg5eCxYbZt7uWVgVGePnSC3+nrbqhWTzexWZ9rpBRkbJOB0ebvIQx8d2Tt2AQ348Z09WtLQdEPrOFTMqhGjQJnBMHuC97aFlXYw+Ra7unJM1yuRn3px/TrYxuSy3u6ourYv/63A9z1z/ujXshXXXAupiEi94OkHfRPVkpRrnp89L7dk2o5IQXXb1zGteu7Y6HfepJm8H4/vP2nU+pY3x+8eZppri1lR2ub5ysqvuL/uLgbT6lo85VNjtnuL0hZKAVf/8khrl3fPWkl9w+eP8qHxrl9hElEj+/rZ113G9mEScoK2lg888ogl/d0IUTQe9kwJCXX59YHGx2B/vihX0Q9twdGKrRnbCq1lgR4fvQ+65FSRJXv2aSJ7yuOjzjcVte2INRc6I4QJguFwf113W3cXDfH7o5x5e1sMZc2cTNB2ja460MX8Uff/Hn0vd31oYvmrSXJqUhIQTZhNazlcU5gTkhBSciWGa9mjIQUk/a312haAa1hzVzRai069Xg1c4VehzVzgev60V6/6iuODBVpf2sbbUkTx1fYUiAYO8f7g/t2T7t390xhmpJMzSVupBzEE2+5YnnDnjlhBHbmB48NT1jz/vaGDSDgZJP51J6OYyOuqTnlCpDP578PdAMPATcDr872oGYDKeUEa9CEFEhtaT5jNOsBEHn9x/CAuNUqRDQaTXNKVS+wX/EVI45L0py43ofVgbmkRTZp4fsKCAKGl/d0RZV2N927a9I+vgpwqh7Z7EJc16fkelHAMMQwJGkBx0cqdOaCStElbUkWpi1WdWX5+k8OsW1zb5Tp53g+Gdvky9f3kUuOVf3ZhmRVV44n9x/jUw/u4ZJl7fzv6xazMGkihYhVH81mlYthdWwUTDKNCcEfTcB09AuK1046kTV8mJjl+woEpG2TTT1BdWxYXT2VloWAA/3BTW572m7Qcr0tddo2+NCl5/PJd/dQqXp05RKk7fZoDK6vokBje8bGVzTYPodaXr4oG7QGgNjpN2Q6OtZJGzNPMyt031e4rodZq2x2fcXClNVQ5Rz2+w7dEPZ+/qoJ/bvDgLBlSooVL5ozAkjaBpf3dAGKb+0+zNbvBY4KG1d0sKwjG80TQ/kkDcktVy6f4LgUVv2nbTOwRPcVnufj+Ar85q4g9UgpcE4en1D1bQgwDRmtmSkFI5XABr4tZTUE7tO1PulnE612KFmseDz09Ktsfd8FrOrKcqB/hIeefpWbNi0nl4zfdbHV9syOrxhxmlSk20Yse6RrGmmmNY2mldAa1swFCpq26GzeSGf+0ePVzCV6HdbMNiXXi/SVSZis6spRrHoIQWQFXvH8pufQcxHsDgkrzcOCkyDeNRZ8T1s2KQlL2tINCeRB3+9gnOPdUOf6PcwU00l5uYBg/f994P+sPSZqj62YpXHNOJ7v4ylQtSuWUuAqMHwfk3h+cYLmF924Lt2tFkA2TUl72j4jJrJGczaTSZhUqh5VX0VWzBBYFA+MOGRsM7pBCRlfaQdBsOJUfXw/FlVne3z1yaA/ckfGjgITvq8YHK3whzsa/4339y5hqOhE1YbhjZJSUHU9nKrHwEiZ9kwiqCz0fExD8K5Vney78+po/TdieuAcfp7NEgkSptTB7imYjn4rnqK7LYWsZWSGWpZSRD2ww8SyXFJOS8srO3Pccv9u7tnSN20t37Olj9t27InuS5SCiuvRlrZQKBKmxFeKk6UqpiFwfUjaAimC/yDIjo3rdVbrOB5IKXB8RbnsRjobLrv4aqzK+dhwsF6GAe6fvjTAhqXtEwLCKTOo3G6YM7W5krYNBkYdHv3lUUwpms6TkbKLpzw2LG1vqKzetrmXYiXYUA6MVOjIjoXWwt81vg94M0aGhzmvuxsYuxaNxzQlORHYwPuKqBI+EzOXhLmi1fZHlhRsvvT8CfsjK6bfXdn12N8/zMrOHBDsmX/565P0dOXIxnDtTtsGpjQaKrz//NoLY1tBr9FoNBrN6SII3L382oF28GcwYtpvSY9Xo9GcSdQHuyu1gpUf7evnitVdVKseFV9xoLZ/qncgW9WVm1MHsrDSvFlAuz7e1Z62SdlG01jY/r0F1qxZAxDL4tXpcsqAd6FQWDbV3+fz+fcXCoXvztiIZomKryIv/ZCw+jgxj+OaCgWYArzaNVaI4Oe4Zpm1msUg1A4Ra2Nr5Yms0ZzNhFlsAH1NghKGAMdTp2xXcKo+vh1Zm6cPDUZBiQ9fdj6f/MaeoLdy1Y8q8wAeuPkdE15/TsZm2+ZeSq5PrnZjMTBS4UTRIX/uApKWQdo2qNR62/oKqFv/PaWCSlwx0So3LjRLJNBMzXT0qyDIIHWJqqrfrJazSZOnDw2SSZgNWjbcwGK65Hp0ZBJ85fo+MgmD4XJwg//0oUHSdT2FTxQderqCwIhpCHxFU/0qgnsxCx9cYhv0Bq3jOBBmStdXdW9cuSiqcgabpCUbetmHm81MLdgd9puabM5Md55AME/v//1LKVf96DmbejqxpKAtbUW9tsPnhpyqynu6NKuEP1vxab4/8ud1VJNjGpK0bfClj6xnQcoKEoKkwIzpdbwVK+g//fAvGloOfPrhX9QcxuL5GWsC6m4TJjyu0bQCWsOaucKriS1MIJZCgKg9HkP0eDVzhV6HNXNBGBQO9/nVWgvivqXtQLz2T64KXA9SXbkG14P687ezIRY2E6d4twGxD3iHh7T1hAe9ccWyDH60r5/15wcTSCl46qUBrljddYpXzg9xmuAajebsIVWzdFUKdr88OMF29orVXQjXn5Yd8VR9fCuuxyXL2hkpBzc5tmlE15FyxaPq+1QUnJOyOVmqsvPgcdZ1t7Fx5SKytok0AnMUpQIb67BC0TQEhaMnWdmZQ0qBpxSmEIHNuilZ/ZlH2Hfn1VFGYbnikSC+QW/N6TEd/Zq+Cr77qofnqzetZddXjJTdSM8NWq56jFRc0qakWHH58YGx3uA3bVrOJcvaOXh8FMsg0m9YDWjXAuGhfl3ArXqkTKOm/2CzIPFxYx701swvYaDbVz7tmQTrutsaHBDCCu5XBkZ52+KFAJRcn8FRh4ERSUfWxrYM/FPMmenMk9CqrFzxsCWUPMXGlYtIWQae5/PdPUe4fuMyTpaqGFIE9s+GPCurr+cCQZA84/nBUZbnKyoQ24rpUtXjyf3H2LhyUfRYmDAxUwkRM4njK3b87JUGC/YdP3uFmzYtj6VFeCvu8TVjuM0c+OI5lTWapmgNa+YKp+pHCciDoxVySZNUjNst6fFq5gq9DmtmE9f1oxaZoYOx5/ts29zLgf5hLjrvHABeeGmg6VnefFD21FnfnmEmdoItsYyMOsHBbn2F9yXL2k9ZJTWfjNYyRna+uCt6bOOKDvqWtsdyzIaUTS0G42rBq9FozgxKVQ+lYHC0MvmamTCnFSCWUjS0Oggr/jxf8cBPXmHb5l5MKbANiTREFDAM+nv7WGZQGXvfU4fYfOn5jDhVhjyFFALhBrZY33rmMBedt5AlbekogNOWsiOb2rDn0L8U+tnU0xldq8b6OQfVvnE8KNecPqfS74alHdF3bwjx5rWsFKixvj6hdXOo5bAa2/EDW7eNKxcxOOpw1drFPLn/GNs297LjZ6/wgYu7J+h3uOyiVFDiHbrU/EuhnzWLF0Y9kcP3YhHfljKa+SdtGXhpixHHjXR2eU9XFOguVzxOjDrc8f3/4M+uWUdH1uY7zx7hju/vpXDH1QjBtObMqeaJKQW2KaO54SmwpMTxfEpVj3VbH2Pjig6uWd8dPFeKaO2GMzdjej5ptSqchBT0LW3n419/piEhOK79BTMJk7v/9QB3/fP+6DFTCj757p55HNXkFCfZ4xcd96x2QtBoNBrNmYUaF7IY/3Pc0OPVaDRnAiXXA4jc4yBo6ZtNmKzszDHquChFLOJ3hpR43kTfs7MxLjcT77glrgIJKdi2uZeNKzowpWDjio5YHzZA643ZNANrybDNiRBgG1JXcGk0mlnFloKEEdjKfuGDFzasmXdf10vGnl6AMMQwJBnbpFjxSCcMFIGt8U2blrMgafL4vn4OD5UYLrtRwDCXNLltxx7MmkXuVWsXc9uOPXTmknS3pcgmTZ7cf4zez/+QR395lM5ckgVJk009naQTJgqFW/V4Yv8x3r71MW64dxd9S9s5Nlxm2+beyJI3ZQV9VnTl0plDyjQm1e+2zb2MVlxGHZe0ZZCeZrA7JNKy45JOGIDAkpKsbbJ8UZbdLw9O0HImYUY6FgiGilU6c0lWLsrwqQf30J6xueFdy1lyTrJBv76nkLXr/g337uKCmo7XdbfRlrYwpYh0nEmYVP2WuH3UzBOGEei0PW3XAt0mparL4KiD5yuqvs+ClM2Xr19PW9ri4d2H2fq9F7hkWTuvDhZPa85MNk+SpuTxff2Uql40NzK1yu9wjtTfm+96eTBauxNS6KqQWcI2JK6nGBytRMlCrqewY5oEJusszffdeTVf+sh60raBjOl4wyTxesLEuzgiheAvfveihmvnX/zuRVFChCa+TPYN6W9O0ypoDWvmCkOAOS5gYUoZ2ypWPV7NXKHXYc1sk0mYJKTgZDlomZZJmJRcD8cNEuJtKUgazeN3YUX4XKHjcmOcNSfmisDDPqzgCD3s43zc6viqeU/srlwsLeXg7OgDoNFo4oUhg6rqsAow7Oc6MOKQsc03ZCsrpSCbMPF9Rbnq8dG6vsqh3a0lBU+9PNjQ3zu8vqxclIl+Him7CBcu7+lk351XU3Q8ZFCQFlTXCkEuaeG6Pptqzwl7xNhmcLOiFBwbLtOZS0Zj1GvsmYFpSkrlyfVb8QILpTdqYR/2o/Z9RanqcuuDe06p5VDH2aQZVYCHFuilqkcuGVTCGkJQrQUDDSO4/vu+YvuWPtK1alkpgp7ejucjoCHordFMhWkGtuCjlSDQlrJMQPGt3Yd59JdHo8ruJw8c447v72Xjio5I06c7Z6QUJE2D48MOt+3Y01CJO+pUGRip0JEN7r7r+3rfs6WPhBQ4vuKK1V1RsHuwVCGTsLQTxyxQcj1eOj7Cys4cQkB7xubgsWFWdeWiPUicKNXuIeorkDeu6Ah6TMdQHynTYNvm3gnzYK4PbKaLISBtG/zZNes4rz3Nq4NF0rahD6lbAMdXHKi1RAkpHD3JqhifdWg09WgNa+aKiq+476lDXLV2MQCO63PfU4e4adNyEvM8tmbo8WrmCr0Oa2abUScIdLclTRxfUXVcbCkoVeATD+zmliuX07e0vXn8zjbmfH+q43IBZ42luaB5XwczxqPPJEw++OWf4NZVQZlSsO/Oq+dxVBqNRhMvTFOSMQSfenDPjK+XUgo6MomGAB4oHn7mMD94/uiE/t7hzVCxOvZzNmmifBUFX8JgSbP3EQYMBSANUcs0Vjxx4Bh9S9tj26NU8+bIJMxJ9Zvw5Yz0a5+ulsOAdNi/GEC4gW4jC3QhJtVxGGD3PB+FImmPBcc9AptoS4pYt5TRxAdZy6Je/ZlHJsyP89rTCDExmShhvrE5Y5qywd483Kh25pK0pa2ajZkfVbqGiR6Vyljlq1Lwy1+fZElbOraOTK1Oq+2PWq3HdNn1mh7YpG2DbAwTCiCoXAjbZrRnbEw991qCVpvLGs14tIY1c0WrtRvR49XMFXod1sw2thR4CnyCvX6illVb39IX0DqMGdPetebz+T8Y9/OttT/eNaMjmiVMy2DUqTaU9Y86VcwY2w22mqWcRqPRzBezuV6GATwpBClLooDrNy5j+5YNtKUsBET9vS0ZBKnD4GAYPDzdSsNs0sL3FApFOhFYny9MBsFIwUTLLU1rM5V+ZyLYHRJqq/Af/9FcyzXnAUOKyIEgmxwLgndk7NMaT8oymtpEl10/ttWCmvhRrHhN50doXR6uz9mkedq2/+MxTUnKNKJkpZ6uBbSlrCiAJgh0bUkR/R4pJYlaEkc2abKqK0db0kTqdXpWKE6yXhZjuj9qtf1c0jRYck6aW+7fzerPPMIt9+9myTlpkjFdsyeb7zN57dTMDq02NzSa8WgNa+aKVrv30ePVzBV6HdbMNmH/aymCWKIh5YTKX63D+HHKnWA+n78un88/CNyRz+e/Ufvvm8AtAIVC4XuzPciZYNRxuXXHz1m39TFW3P5PrNv6GLfu+HmsxWdP0sPbjnHWuuv6DJer+EoxXK7iuv58D2lKWm28Go2mOaEF52z3TDEMydDxo037e+eSJnt/fZLDQ6WgbYYlo6DhdPE8n6LjUq64lFwPuxZEySRMKrW+sS/8+iQl15vR96WZX+ZKv/VM1bfY9xU7Dx6PtBzq+FQBBM/zcSouRcelWPUoVT2kEAyXg9/hK/AVlKuu1rBm2qQtg7uva5wfX/jghbSlrdNaX6dLfdA7XOetWg/6nQePU6p6DUlHJddjtNq4nxjVGp81pBD85bj18i8398a2Z7M1yX4uro4tJddjpFzlni197Lvzau7Z0sdIuRpbPZddn8f39ePXbNx8pXh8Xz9lvaeLPa141qHR1KM1rJkrpBB88UONWvvih+J776PHq5kr9DqsmW3Cft1VX0X9u3/565NRABwm16Eu8pg/puOl9gPgNaAD+ErtMR84OFuDmg1arR8ZBFkj9RYJI2UXU4oouyRuuK5PxfMbbOMrXnDYYMbQAs91fQaLlQmaaE/bsRyvRqOZnPFWtGEP7NmYyyPDw5zX3X3K/t6+Eqdlreu6PiMVF7tWAbsgFVR5l8qVht8R92uX5vSZS/3WM53+3rYUmNMNdtfuA0Ycl7e2pfA9hev7OFWPj92vNax5YzSz45cCvQlPIAAAIABJREFURkdex0h3zMrvNE1JCpr29B4/N1OmwWDF4xMPNGo8lzBwXV/fU84wtilJeLKhZ3PClNgx/ZxNKUnbBl/6yHoWpCxOlqqYUsTWqSVtGWQT1oT7jtlILpkJ0pbBhmUdfPzrz0Tjvfu6i2M7Xs0YrXbWodGMR2tYM1fYhiRpNd77JC2JHVM3Ez1ezVyh12HNbOLWnAnr9/oPfewylrSlueneXRNiSXN9nqeZnFMGvAuFwgng3/P5fKpQKDwePp7P5z8J/NVsDm4mma/D5DdDyfU40D/Mys5c9Fjh6ElWdeXmvOn9dPD84JB7/MHgwqSJOX33/Dmj5HrctmMPO18cAGDniwPctmMP92zpi+Xnq9FopibsgQ3MSW/gyYIwb6R/rOf5lFwPBXi+YqhYxZCCgZEKC1NGw7XL9TzKnh/bXpqaN8Zc67eemdBysRpU/w0Vq9z+7ee4Z0sfAyMV9r72Ov8p39Wg4YQUsb7/0sSPMDkDiPpkvfxiP50dsxPwhunvHUquh2UwYZ0OK2LTQtsrzySlqsfOg8fZuHIRQkBb2mLnweNs6ukkF8PPueR6HBsu05lLAkHLiP7az3HcbxiGpCPTqPvpOHzMF8H1y2b7DRtI20bgwGMZSF3ZE3tKroclRUPLOSmCx+M4NzSa8WgNa+aKkuvx0vERVnbmEALaMzYHjw3H9mxYj1czV+h1WDOblFwPpZiw17ekaHpGMF/neZqJTKfCO+S/5vP5dwF3A38DHJ+dIWlCUqbBkragh1orVEVVfMWRoWJDZtXBY8OkunIk5ntwTcgkTJ4+NNjw2NOHBskkTmdaaDSas5lmQZjp4vuKYsUNAoxVL7pZyiRM0raJUoq2tMWI4/LHD+2pq1zqZaGuXNLMMG9Uy6GOw2tn2jZ579pzSVkGbWmLdd1t3FiX/Xr3db1kMnG8K9BoJjKdjetUFd7SCNpShIHYhnXf8Th/RQ+e58c2mBhHUqZB39L2horeOO+PMgmTiz//BK6vosdMKdh359XzOKqpUWrqn+OGlIJs7RqU1fu4liFlGpO6rWk0rYDWsGauSNsGHZlkw9nwn197IWk7nvc+eryauUKvw5rZwnV9MgmTH+3r5+2LF07Y67enbaQQOrgdU05nR/hbwNeAV4A/KhQKfz07Q5odWtG+uuR6zQPIthHLTKVWC9CPOi6XLGuPKrwBLlnWHhxM6gVLo9HMIp7nR0HuotMY7B51XNxav+6dB49zeU8n27dsIJ0wGBhxyNjBpXukXH3TleUazZsh1HHKCvodA7i+4uq1iynWqjCb6TesvHPdwNmgVZx3NJpmTHW/bvkiSgYJ22CEcU9fKaSAYccllzAnXb/HB8nP9vW+1fZHxUn2G0XHjZKM4kSrtajStC6tNpc1mvFoDWvmimLF4zvPHmbr+y5gVVeWA/0jfOfZw9y0aTm5ZPy0psermSv0OqyZScLzqZRpUPF8PFfxlcdf4pYrljdoLGFox8K4czrfzh1AD3ADcEs+n79udoY0O9TbV7u+iuyrQ7vBOGJLEQWQV3/mEW65fzdL2tLYMbVoa7XPOOzrvnFFB6YUbFzREesAvUajOTPwfcVgMejLvfozj3DzfbuiIHd9sBugb2k7N9+3m97PP8aHt/8UpcAQMDDqcHPd6weLFYYdF692KK3RzDb1Oh6tBFZilhSYUnDbjj2g1KT6hbFExHAefPS+3QwWK1QqWsea1mKy+3WAam1dB6i6HiOO2/C8ouNhSEGx6uG6E3Xv+2rS9b7Z888GWm1/JIXgCx+8sGG/8YUPXogU8Rxv2KKq/vMdcVw8P756833FiOPiq9r//ZiXpGuA1pvLGs14tIY1c4UhBNf0dbP1H39J/rOPsPUff8k1fd0YMb2X0OPVzBV6HdbMFPXnU+F+yJaCbZt7+cqPXmL9//ghH97+U8rVeMa4NI2cToW3BVxeKBTcfD7/GIGt+YOzM6yZpxXtqw0pySbMhiwSUwoMGc8sklb7jFuxr7tGo2l9ilWPwyfGslCdqodlSEYcF0MKPF+RSZgoBbtfHmy4BjzzyiBXrO7i1nt3RdViO18c4I8f+gV/ds06DCli2cNUc+ZRdT0SpsH9v38pUgp8T+H5fnQvkElYPPNKf1P9Fh0XKYiS5IAoSe6eLX0YysdWuppQ0xpYlsELLw1M0PrlPV0IEQTjfF9R8RWLcgm2b9kAKL61+3Ck+UzC5PiwQ3vapux6DdXcuw4NTrren439wVttf5S0Df7nPxQaqob+56MF7vpQ73wPrSkVX026NsexGUWYFHLrg42tXzoyCd3HO+ZMtnZesbprvoem0UwLrWHNXNFq9xJ6vJq5Qq/DmpkiLOK8e/NFUcveReedo/XVopwyEpnP5xcXCoXXCoXC/x0+VigUTuTz+S/M7tBmllHH5aGPXcbKzlyDzUWc7atLrseB/mFWduaixwpHT7KqKxdLa45WtAifTm9GjUajmUmShuTtb1mAp6DoeCgUrj9m/5w0JaOOy8BIha88/hI7X9wVvXbjig7Wn9/Oe9ee27DWPn1okPPa0wiB7germXVc10cAQkCp6qEUDI5WOFF0WNWV45Jl7RzoH2mq376l7fhKoRRNdZxJBPdonvJI61iFpgUoVrymWl/WkaU9YyMEpCwDgaBc8TAlOJ76/9l79/C4yvve97Ouc9FIFpIlB2yD78vchWUnmBho0xZCeFLSsGnsFBvSHnDSC+R0P3l6dqGN2wObZpOmmJxTYvzsXEwozqZpk7C7CenpboC0phgFhRCc8Q0DdgiyLYQlzcyatda7zh/ropnRjCyDLK2R38/z8CDPjEbvrPmu31rv+3t/3x8fu2w+ihJsGB0uuWNJRVWh7HiAjyN81i6dy5aPXsCWJ14BquN9ZX/wM4Wi6+F6HroWODIpCtiui+cn07pw1HZ564TNtQ88Ez+2dklnYudHzbaBuVB2ueOx6gT9HY/1s31TbyIt4yVjjNpuw/uEJJ4bEkktUsOS6aLZ7iXkeCXThYzDkqmiJaWz+erFpE2djK5x4fvapL6amMmsCjwa/WBZ1iMVj//XqR/O6aOyv3SlzUWS7aubbczSIlwikUhOjhCCoitwhMBUgxurjK7F9s8XbfkBP9p3lPasMc4G9cENPeiqwm+tWsBLn7+Gg/d9hJc+fw2Pf/py3hgsMGq7FKTFjuQ0I4SgLHxSatCfOGtotGcNulrT/GjfUbau7+Gpl9/kCzeO16+pKvg++MDHVy3g4H0f4eUt1/Lylmv48oYeRm2XXFoP+ttLLUuagKyh8eCGnnGW1e1ZA1UJ7o+FJxixywwWypRcgaGq+MBvXbaAUdvFUBU+fNE8WlI6tvARPqgV58qNvQuqzpMo3ic1CXk6yegajkdVOwTHI7HzjVRohVc7P0oltPp41Ha540PLeOqzV3Hgv36Epz57FXd8aFlszZ80sg0S9Nkz8NxoNuTagaTZkRqWTBcZo4HWjGRqTY5XMl3IOCyZKkZtl7WLO2lJ6YiwlZPUV/MymZlg5Wx8QYPHE09lf2motmdLYjUABGM+MlSosk44cHSYjJnMCgZpES6RSCQnxxY+PmCqKrbwscNq7rcLdlW8L5QdOrIm2zetJpvSGLVdVEXB831yKZ2y41Eqe5iawvLu1rjvt1kxMVu8ZCnDJUfGZMmUIgj60lbqd8+b73Dl8i6uXN5N2lD51LrFZE0tvieI7Jl9gv/0MFledoLHVUVh7dK5GKrCSMmNK1/PmT+/SsNmaF0sdSxJCqqq0NmSGqd1RYGf/zJwZgJoSRnsHxjG9VJ0tJjxOTBqOwwMl7mhZ36cxB61XfCrzxXH8Sh5QcW3qamoYYW3AlUW6KoC+iw+R5ptflQW1B1vtrsNc6YHV4eUqrD+/edy584xi/AkJ+gLtlfXYaxge+TSMumdZIquh6FRtXbgeh5F10vkuSyR1CI1LJkuio5H32uDPHTzKtoyBieKDrsOHGPd8q5EOv3I8UqmCxmHJVPB4iVL4/WtcsUmX9+T+mpW3sss0G/0hGVZBvBVYBGQAu4BDgNPAPvClz2Uz+e/ZVnW94BOwAGK+Xz+OsuylgFfD//Gy8Af5PN5YVnW54HrARf4bD6ff36yg42sCWp995NcGVFZ4V254JDknSTSIlwikUgmJr5REj65tI4QPu1ZA11TquL9gxt68PzqS23G1BDCZ6QU3ISdKDnkUjpmOBFTILbecl3BCVuMW7TuyJqzNhEimR4cEViSV+r34gXt3LajWr9ZU8MTPu8UHXRVIW0G2o8SeLU6TusqjvDRVQXbE4zaLjYmd+6ovg+ak9YR5cC6X9r3S5KAqipkdI1jw/a4mJvRNVQtSBYu7W6lxdRRwtzhSMlF+FRZlFdWblcmwItlj7a0TtEVeL6PqigYqsKnvv5C/Pfuv+mS8FwCXGZlrG+2+VE2pXHTV57DFWPXc11V2HvvdTM4qsaUBXU3iW/ftDqRCXpVgftvuoTPPf5S1XmQ0Py8pIKMrjFY9vj9R6vP5dZUMs9liaQWqWHJdJE1NS48p53PfPPHsda+cOMlZM1kak2OVzJdyDgsea9E66YZM5jPe0JghEVEz+wd4IKz50h9NSGTyfb6DX6eiJuB4/l8fqNlWZ3Ai8BfAl/K5/N/XfPaZcCF+Xy+8r2/BNydz+d/aFnWV4AbLMt6Dbga+ACwEPg2sGaS48FxPC44e864xRHH8UiZyUx6N1sFg0QikUhOTm0yA4j7d0fV3MdHbFpMnbIn8KlOekBgoatqCv+2/yjnnz0n7hPrCR9TU/E8MaGzSYbZmQiRTA+T1W+h7GHqKmVX4Ap/nPZrddyZM8N+xg4KoCkKfa8N1tWwoSoUbJecqUstSxJByRN179sLZY/OXJAqzKX0eAMIjMXy148X6MyZaMrYZg8Y2yCVMTR+tO8o65Z3xRtGCuHmkWsvnMeug8fZdfA4n3v8Je77+MXh3xOzMundbPOjgu02qEB2E9ljOpvSGliEJ3NhJ6Wr5FI69338YhZ2ZHljsEAupZNKoBYk1TTbuSyR1CI1LJkuCmWP77x4mC2/eSHLunPsHxjhOy8e5lPrFtOaTp7W5Hgl04WMw5L3SrRu+uhtH2DUdkmpSjwX3/b0q2y+qrp4NqUps25+PRuZTKZ3nWVZvyAoHOuo+PmsCX7nceDvK/7tAr2AZVnWDQRV3p8FskA78IRlWe3AX+Xz+f8Zvvbp8HefBK4B8sAPwsT465Zl6ZZldeXz+aOT+aBl4Tdc+E9N5g1mgJSq1K1gSKqlnEQikUhOjlFxA2WE8Tzq310Z63UFHAXwiZOFhqpgGhqvHy/Q0WJyxbIucqmxasGnXn6zKnHYyNmk7Hi4ZYEhK2Ql74LJ6FdTwPaCvYxKjY4Bjg6XUBV1nI5HbRdNUXg2TIJ/cFkXL33+mnEaHrVdfIIJitzAIUkCWUNjwVnV9+1RxXVKVRBA2fHQ1aAy+xfvFINzIGfSnjWCCmA1mGQZqkLRDRLfR4dLdLWmuWJZV9WGkf0Dw5yVTXFj7wI2XbEoPj8qq8VBoHjMqjjfbPMjVVF4YH0Pn62o/H9gfQ+qkszxNluCXtNUcqaOpiooCnTmTDK6Nqs0P1tptnNZIqlFalgyXZgN2o2YCdWaHK9kupBxWPJeaUnp7D40iON4VW30FGDr+p4wLvTF2kprySyalVSj+P5ki7brY1nWB/L5/H80eK4V+B6wncDa/KV8Pt9nWdZdBAnzrcBvh//vAP4N+CDQn8/nzwnf40PA7wI/J6gafyh8/Bngd/P5/P7o7/X19fnZbLb+OFeuZMVdT9a1k8v//Ofv5RCcNpYsXY5C0O81OulSqoIPHDyw72S/Pm2USiXS6fRMD+OkTMU4zz///NN61ZxIw1NJs3xn75bZ/Pne62dLqoab6Tt7r2O1Vq5ECB/XE5RcQVpXUamO9ZEFbsF28fzAPjqye/YBIXxypo6qKbxTdNCUYKH3sr/8Z/L3XIeiBIkV09Cq+rq6wsdQFcrCR/hgOx6KM8qxgYEpOz7vlskc19OtX5AangzLV1gT6jelKjz2whvcfPkiFIUqHUe9h4+Nlsml9Cod66rCt/sOs+WJV9BVJdayED5Fx8NQFYQPmgKGoVU5H5RGT8yojid7TJOk4WbSbD2SOP5caytnzZ1X1VNbV4KNt9EMJEpa/2KoGFv5f6vmfNFVJT6/TpRcOrImqqZQdjwc4fPtvsPc80974nPEcTx8ghhf+XeiDSaHX90/bqzvlpnWcLPMjyKWLl1OwRUMFZy4Ark9a5DVVQ4kbLylUolLLr2Uo8Nl/s9vjS36/s0neuhqNdmbz8/0EIHqcz/X2orZ2slnv/WTsQ0Fn7iU8vBxRoaH6/7+TGs4KbFrpseRxHN5po9JJRONRWo4GeOQGp6YJGs4IknHayLOW7IcgY8QxJuAVRVUFF47mKx7CTgzxjuT62pJ0u1Mj0XG4YmZyTjcDGsS58yfj2pmcD0PXQvcrKK5uuN406qtpOgmCeOYirW1qdiWcB/wodoHLctaCPwj8Lf5fP7vLMtqz+fzQ+HT/wh8Gfgl8JV8Pu8CA5ZlvQhYgKh4q1ZgCDgR/lz7eBXnn39+3UEOl5y6u9VHbbfh78w0wvd5Zu8Aq87tAMD34d9fPc5VK7oTNeY9e/YkajyNaJZxTscYm+VYvFtm8+drhs/2bsbXDJ8r4r2OdbjkxP2Pv/XCG9y4agEQWNQeHbaZmzN5Y7BIZ85EIagEVBRwfR9P+KR1lX/dN2ZlrqsKmqJg6iprFnXwxmBQ/S18n4u2/KCqytDUVHzGbuI+/UgfD2/qZcnSOegzXO2dJA1IDU/McMmhJdVYv0v/9EnWLunk6hXdVTqONl1oikJ7xuDZGh1ndI0tT7wCME7Ln/nmj+P+3VBt8x/ouY3ly8+i6Hpkjemv7kva9z+ZsSRtzKdKUsdfef+eTY05E1y5vBtFgRNFB00NzoG/Dzd4VJ4vpqrEvewBjgwVKJS9uHVFxtDi34nOEcKNIdGGEqhun7FihdV0Fa+NvttmmR9FuK4grQeVx1EFsqEqqKqauPHu2bOHQtnjf+x+vcrW83/sfp1PrVucmPFWnvsjtstt33ihysXts9/6CdtvWc3CBQtmcpgNj1dSYtdMjyOJ5/JMH5NKkjAWqeGJkRqemCSM5WR/PwljnAzC9/njb/XzmV9ZxrJUjjffKfHQD/fzpU/0JHL8crxTQ9JjMMz8WGQcnpiZHkvS1ySGS07o5KDRktJxHC9wEgzXa6dTWzP9XSVpHFMxhqlIeI/LpluWNQ/4AfCH+Xz+X8KHn7Is64/y+fzzwK8BfcCvA38IXG9ZVg64CNgDvGhZ1q/k8/kfAtcB/wrsB/6bZVlfBBYAaj6fPzbZQWZ0rcKKYMzmIqMnsx8ZBAtV255+lV0HX4gfW7ukk97zOmhNoKWcRCKRSE5ORtcohz1av//yW3z+e6/Ez61d0snDm3ppzxpkdI2S65E2g0pBgO/2H+H7L78VJ7Cj/q9PvfwmH1zWNe7xu68/ny1PvFLV19XzwQmr/nYfCuyhTxQdTB80T8x44luSfDK61lC/2zb2snZJZ6zFjK5RDHUc2TDf9JXnqjZiRHodKQWVrfWeq+3fHdmjV/YGP1F0ePXYCPPbs8xJ61LLkhmhUPbq3r8v6szRmQs2d6iKwu994wV2HxqsOl8MVcEwNOwwSb7t6VfrnieVv1PbB9zzqTpHYKz9wGw4H5ptflR0PcCncsrsCIEj/ET2FszoWl1bz6TOmbNmg57jZjLHKxmj2c5liaQWqWHJdFGwXd46YXPtA8/Ej61d0pnYdiNyvJLpQsZhyXuhJaXjVliZZ3SNFALXl9pqdqZill3PE/1PCSzL/8yyrB9alvVD4I+BB8KfPwjck8/nnwT2WZb1HEGC/E/DJPZ/Bv7CsqxdgAn8fT6f7wOeBXYB3wb+4FQGWXQ92tI6D2/qZe+91/Hwpl7a0nq4CJFMUqrC1vU9rF3Sia4qrF3SKXtRSCQSSZOj6yqmpk4Y41tTOrqukksbqIqCqkLR8di4dhHbN62mPWOw68AxDg8VOVF06D2vg5SmVD0+XHL5yMVn8/O/vJYPXzSPhR1ZWlI6LSkdTVEou17sdBJZ4ZaFz7Dt4nkC1xUMlxyE7zNccrDLLsL3GSm5gUW1J076WSWzE11X442EtfrNGhrbN62mI2vGOm4NdaypCgvOyrL33uvG6Xg0tHFu9Fyk45aUjiN8FAh6tjLWG9wHlna1cufO/ljLrisYCXUcadf1Am27rtSwZOrJGhoPbqg+N+6/6RLaswYpVSGta6QNje3hnKTyfEmbOiXHw3Y9rlrRXfdciM6x2scrY7ztieAcUZQ42V1wvFmh+UaxJ6kJ2YyuUSwLbt/Rx4q7nuT2HX0UyyKx4y26HoZG1ZzZ0EjsnHk07DleSXRvI0k2ZoP7YNkzVdIsSA1LpgtVqa81VUmm1uR4JdOFjMOS98Ko7TLquHFhRtH1+NkvT6AqjXNySZ3DSao5LZ3W8/n8ncCddZ66os5rP1vnsb3A1XUe3wJseTdjSqkKQyV33G719nRym83rhkbO93l4U2+820RTgseTiusKim717hg9gdULEolEMpMEcVGlQ1WrYnyjmJkOK2p/Z/t/xNewqLovrau8emyEK2qqZl3P486d/Wzb1MsNPfM5UXJii1whfB597nW2ru/BDa1zI+vbd4oOBSdY2G4J+9AqgCN8NM9H+D4oMGy75Mxg45iM9Wceuq7SkTXr6jfXQAsT6Tija7xdLMdVr1VaDvsS39Azn3K4A7fseLjCR1EAnyodR84F7xSd+J4kcEnwcYRP2Q56I5dcD1MIVFWV+pVMGaqq0NmSYvum3qpe3im92nEglzbq2nVNdJ6YqsLGrz4/7nFDVSiUxxJ8hqrGLQS8cGtytIPddWlqvZdcjyNDBbZt7I37LB44OkzW1BrGnpmk5IoG49UTOd6UqlAsw+8/2lc1Z24xkrlwqCkK9990CZ97/KWq80KTi9SJRwFyKb3q3NDDjWwSSTMgNSyZLlQFTF3lvo9fzMKOLG8MFjD1sTY2SUOOVzJdyDgseTe4rkAIgRnOe7KGwvz2LK7nMb89y6e+HqxJPf7pyye1XitJHpPK9lqW1Qa4+Xy+UOfppogjuqGhlJwqoZbKbqKTx6O2y+07+qr6jkd2t0m0T3BdwWChPG5TQUfWlAFBIpFI6qDramxpOlFcnyiBggLntAdVs1FS79s/PszNly9i96FBcik9tro1VAUfME2NTVcs4rv9R7j58kUoCoyUgmRJlDSsl2xxhGDzI33BzkYzsKr+0b6j9J7XIWP9Gchk9RtxskRgR4vJA+t76GpNjdOyohDr2AktzF3bQ1Pg2y8ertLxmkUd8WS3JaWz4q4nq3TsA2XhI8IkuRu6FUj9SqYKVVViC8TcKW6uPVm8r3eObFy7CMd24xifMrRxvcNHbRdTVfCEQJ8Sk6+ZIa1rzD8ry+ZHKhKyG3pIJ3S3vapAV2u6arz333RJYhdRm23OnDY1vviP+aqe4198Ks+XPtEz00OTnATd0HhnuETaDGJkEKccOlvTMzwyiWRySA1LpgvT0PjWC29wQ898FAXaswbf7T/CxrWLZnpodZHjlUwXMg5LThXXFZQ9gaaAYWi8EvblfuXV46w6t4PWlDYuya0qSiLzcJLGnHQFxrKsPySwGHfDHtzfr3nJ352WkU0xo7bLHTt/0jTJY2i+vuNFN6gmjI5xZb/NJPaok0gkkmaiUQJlxHb5bEXsheD6dvmSuaxZ1MFwKbC6VRQYOFHk8vv+tep1V6/ojvvKmpqKqimM2i7XXjiPXQePs+vg8aoe4Ns39fLsvqOsW95FS0pn3fIuXM+j6Hoy1ktOykSJwKIj6mr56hXdnNVixjp+6uU3+cyjL457TWfO5MDR4dhaPdJyvV72LRUbQQCEEExNpx+J5L3T6DwZLjl1z5HfWrWAXEqvG+Oj3uEZQ6MYunekpulznA6KrsdITUL26HCJjKEl8hqkKUHlSWXVUC6loyU04d1sc+bRBn03R203keOVjNFsWpNIapEalkwXBdvj+y+/xee/90r82Nolndy4auEpb6ycDuR4JdOFjMOSUyVq0+T5UA77dPee11G3X/fDm3plUUSTMplv7ZOABayljk15Pp/fPtWDOh00Yz/sYoVl3957r2Pbxl6ODBUS20MtshGtJLIVTSq1PWpnQ29DiURyZhH0i72s6vr2hRsv4amX32Tr+h4MVeFEyQnaYqhqw76yT+8diHvB7h8Y5iMXn83+e66j/89/o6oH+FDRYe3SuWSMwHa3JaXjeCR2M5akeZio93Gljlcv6qj7moyusXhujr7XBsdpubaX/ajtsqA9E/c8Lgtf3gNIEk+j/tWmqlB2vIYx/uhwiaLjkTG0po/VGV0jlzKqemLnUkZiP5emqqR1lc6ciaJAZ84kratoajIXT5ptzmw0GK+R0PFKxmg2rUkktUgNS6YLXaWu1pKah5HjlUwXMg5LTpWMrsVrQFEPeKmj2cdkMpGlfD5fBo5ZlmWe7gGdLmzh1+2fluluJakfylSDHgJVln3holYSGbUDG9HKnVVrFnUkdoe9tGCXSCSzgcD+NuylbOqM2C4tqcCyfNeBY5x/9py4uk9TlCqb3MgO9/svvxXbPR8dLpE1jaD/98Zedvz7Ida//9y4B3jZ9RjyfDRVwVCDClrp5iGZCtTQgvzBDT105sYsm5/ddzTWcdbQaDH1cXbPT+8d4I8e66+yLq/S8rhe9n6wgdANEiau8KVLwRmA5wlsVyB8yKY0CrZL1tRRE3pvXUvJq98PupBN0Zkzx1mhR+dP73kdABQdD0NVmtrSvNkcpcqeYDh0YonmGw+s76E1pSdyvtGMc+asqfHQzatoyxicKEYxXpJ0mlFrEkklUsOS6cIRPjuff72qfceUfyMqAAAgAElEQVTO51/nU+sWk0TjZjleyXQh4/CZhesKiq73nnpqF10PU4zNFXIpXepoFnKqpbdNO3tsSenc9JXncIUfP6arCnvvvW4GR3Vycim96oRL8gQ+2hlTm0BOaoK+2RbMJBKJpBFRonDFXU+Ou87l77kORSHuY/zghh6ypk7W1CiUXTauXcSNqxYCPn/fd5h7/mkP+XuuC/p/p3WuvejsODa6wqerNR30sQntojOGxoPrL020m4ekeUgbGpds+UFDHeOPt3sWwufK5V1VfezHabnCwvzocCnQsaExbAe969syyduYJ5lavDDxOGK7fO7xl+J71Qc39NDZkmqKpHfW1OrOZ6LzQ1UUsimdZ/YOsOrcDnJpnQ8u6xrXy7uZF+9aUjp3X7+Scztb4sWO14+PJvYaJHy/yoZ+18HjfHZnP9s39c7wyOrTbHNm09D41q5D3NAzP34s6msvSTbNpjWJpBapYcl00ZLSefB/7+dL/9+++DFdVfjDX1s+g6NqjByvZLqQcfjMYaqKFqP5Y/Tzrr0DXLWiW+poljGZlYELLcv6O4Jkd/QzAPl8/pOnbWRTTLNVH0Ngged54+01k2qBZxgar7x6vCpB/+PXB7lqRfdMD60uzWjBLpFIJI0olL2617k3Bgu0Zw1c4bPr4HHueKyf7besJpfSQVH4ne3/Ma7n0f6Bkbj/97LuXBwbfR8UBUZKLqLs05YxQltzA9fxME0ZPyXvjUb3a5GOdU0NtFuBqiqT0nLUA/yyv3yWvfdex6jt0pY24iRgSlWkhmcxBcdjqODwX/7hp1XJx6qYmHAmivOdOZPWtEGh7NXtQRb18m72+1zX8ehqTXP7jmoHrKReg7IN5hvZhH4PzTZnln03m5dm05pEUovUsGS6aDatyfFKpgv53Z05TFXRouN48Xx4pBT08F51bofU0SxjMor4bWAb8JWKn6P/moZm9OMvuh6/940XuOQvfsCS//K/uOQvfsDvfeOFxPbwHrWDQFE53m1PvxrvnEka0YWxkiigSSQSSbMxUf/jtK7y8pZrOXjfR3hgfQ8ZQ634nYn7fw8VbNYs6uBE0eGNwQKjtksurbPrwDFGbZdR28HzfeyK3ZASybsla2p86ROX1tWxpiqxdsf93iR72Z8oOvG1viWlx5p2hdTwbKclpbOwI8uHL5rHy1uuqRsTk85EcT5raCd9TSpsQ9HM2MKPFzuijVx37uxP7PlbsL26843AjSJ5NNuc2WzQd9NsjlP6jKbZtCaR1CI1LJkuzAZaS6qbphyvZLqQcfjMoSWls/nqxbz0+Ws4eN9HeOnz17D56sWntJnbdQVl4YfrmC6e8Ni6vocDR4fr6iija6fxE0lOJydVRT6ff3o6BnK6sYWPoRH0OA3tC1zPwxZ+Yv34m60CudkszTO6Vne8MqBJJJJmJOjlnRrX2xjg2Gi5oYXvyfp/n9VisnV9D4pCXCk+UnLpPa8DU1XwDJ2MIeOm5L3jeYKC4/H47jfi+7XaXvON7Kcn28v+R/uOsnV9DwAjtkt71sBQldimXzI7ibTlCp8beuYzVHSa0ta8UZxP6SqapsavaTH14DPlUlW9vNct78JI+Gc8Gc02P1IVuP+mS6r0dv9Nl5DUr0FVVeak9ao5s6kqqAl1GLMn6LuZ1Dm+JKAZ12ckkkqkhiXTRVn49L02yEM3r6ItY3Ci6LDrwDHWLe8iNdODq4Mcr2S6kHH4zMFxPC44ew6bH6l2+XIcj9QkXb6i/t/C8xFCABqHjg+ztKuVrKFV6ejd9AeXJIdkrgycBoLepv/cVH78zWbN0WyW5gDtNQs6cheYRCJpZoTwURWFY8M2R4YKLOtu5fhIObbw3fLRC/hPvQsABRQYKTlkTf2k/b9TmoIrfDx88MHQFH782jtse+ZV7vv4xWhh7GzV5A2h5NTxPIHjCYQPmqKw/v3nInx4/XiB//IPP+XaC+fxscvmc/Pl5zFqe4F2bZesoVUlKCfTy/6Dy7pQVXA9n7SusrPvME/97C0e3tQLLom8v5K8N1xXUPYEmqKAShwTr71wXthHWSGb0oKqf1NviqR3ZQ/7eqRNjUv+4gd15z2Ok8zK4snSbPMjTYFcSue+j1/Mwo4sbwwWyKV0krq/puh6HB0u0dU61un9yDtFulrTp2QXOF3IvpvNSzOuz0gklUgNS6aLlpTOHz3W3zRak+OVTBcyDp85lEOXr81XLa7KO50KLangdxQFXM9jTjbVsHe3qiR0siaZFMmbtZ4mmtG+WpSLTWWp0GyW5p4QDJVcbt/Rx4q7nuT2HX0MlVw8Mb5vukQikSQdzxMU3aCC8c6d/WRNo8rC95W/uJaPXTYfz/cBn4LtkU3pjJZdCg2ukZHds2logIKmKHznxSOc/+dPcevXX2D3oUEWdmRpSemJra6TJBvPExwfLWN7Pq7wGRi26XttkNZ0oN27r1/JRy4+mx3/foiRkouqBBbBWVNjtOziedXX7KjHcSWVWlYVBXz4zotHWPnnT7HliVfi6lDpVDD7qIyLA8N2HBPvvn5lHA9dIfB9H98n3AjkIhJqjz1ZJpr3GE2u82azLjQMjf433qajxURRoKPFpP+NtxP7PbSkdK75m2e5eEswn7t4yw+45m+eTew1vhnn+JIA+d1Jmh2pYcl00WztUeR4JdOFjMNnDi0pnQfXX8r7F3dWPe75wQb3yTBquxw4OkxLSmfNvf9b6mcWc8YkvJuxJ8cvjhyhIxvYc+699zoe3tRLR9ZMrKVCsx3jsvA5MlRg28bg+G7b2MuRoQLlJl/klEgksxvPE9hlFztMVI+UXITvU3ACe55cOrB7Xdad40TR4UTJ4bqLzsYRPj7g+zBUdLhtxwvxZh9P+A17vmqKwoli0Kf7th19bHnilXgsUSJxpOTKm0LJSamn3YLjcefOflrTgXYXdmT5o8f6Y+2e29nCnTv7+Z3Lz8VnvHYHC2WE8APLattFhYZa/ocfH0Y00PGo7VJs8srXM5nJxMWFHdkqXfmA7Qh2/PshjrxdYvMjwQbI23a8wPHRcpz0jrQ1UnJxK34Wvs9Iyan7utrnppuobU/tPfn+geGmj9U+0BY6NEXzo7a0TlLv3pttQ3CjTUOFcjLjYyOtJ3WDuGSMZls7kEhqkRqWTBdRe5Ta+U1SpSbHK5kuZBw+c3Acj7a0wUjYe9txPBQlcDYrut6kkt6mqjC/PRsnuvsODcp5xCwlmVu1TwOaqpJL6VW2B7qqoCW0H1kz0myW5hldw5rXVmVdYc1rw5SWvBKJZAbwPIHtBrbO2ZRGwXbJ1tjrRq8BKHsitBtXccKkzqjt4vvB4vT+gREOHh1m3fIufn9nP4/e9gFGbbfK4hxg18HjfPqbP+brt66u6pusKmDqKoqi8HjfG9zUu5AHN/Rwx2P9VX1IcykdXVVk7DyDeS/aNY1gg0ak3cHRMmsWdfCdF49wY++CuF+vqWt1tXvHY/187dbVlNzgPX0fzsqY43ocqwpsXLuIUtlj6/oe7tzZX9X7SVOkhpNMPY3lWlurnoOJ4+LgaJk9b77DuuVd8eO/v7OfLb95IX/y7ZdqdPUi229ZTUZXGbYD27OMpjJiu4zYblU/5u2bejFUhaIrxj03U73BdV2NN81G1m0Hjg4zvz3b9BN4w9B4Zu8Aq84NkrK+D8+9ejzR8416MSep30PW0Hhww2Xc8diLFTq+jGxCK9JrtS577jUPcn1G0uxIDUumC1NX67ZHMRN6rZPjlUwXMg6fGbiuiIsTDQ1Sus47JXfc/OpkRaJR3uqKxZ3x/Gzz1WMW6XIeMXs4YxLekVg9P9idrihgamqiRXzO/PmUPRFYLBIs6JRD684kjjuqYNh18IX4sbVLOuk9ryORPfU8ESxM1gbIOWkd/cwxP5BIJAnA80ScVPF9EJ6KoSo4rofnB8k6hcCZIr4mAKaqIvygn3HK8xG+T0pT2bq+h53Pv87HLhtLGI7aLi0pnawZ/LuS3YcGKQuf23f08dVbV6OrcKLkkhIab4+W+f7Lb/H5773Cb156Dl/+5GV0tJhVicR/zQ9w5YpuchXXpskkQSXNT6V2U5oaTxIi7Qof0oZK0fHqajfaXVt2PTKGTnvW4P6bLuFzj7/EpisWxc9PpN3IvaDsCI4MFTj/fW34jPUAr+z1u3ZJJ9s2rqpKjpjhpLj23sp1AztsmUSZWWo15jgehqrQ2fU+SmU3+P4nERfbswYXL2iPv88oNi7rztXVVdYM+npH72kLn6GCU6Wpay+chyt8BIx7LtqQsf2W1eRO0Q56KuJn0fVwPY9RO+j1vay7FdfzKLpeInsxT5Zmm28IIZgTVqRXxhwhBEk0W1NVhc4Wk+23rCZrahTKHllDS/S1W9fVWNNJ1ICkPlGM0rVgM4WigO26eL7W1DFKcuYgNSyZLoqOx64Dx1i7dC6KAu1Zg10HjrFueRetCdywK8crmS5kHJ79uK7AEyJurzRqg+cHbRx3HTzO129dzarzOsYS1jTOmUXzyFu/9gK7//RDVfMz4flyHjGLOGMS3jA2Gd6zZw/nn3/+TA/npKTTWbw6/nyeEIlMyDZbBUNZjAVICBYm79zZz8ObeknN8NgkEsmZRcHxqhJ21rw2YKxa0VCDysK5rWPRadR2Y4eKO3f28/98sgdNVXGEoC2t86l1i+OETZRQBDg+UubLG3q4cnkXoJA2VDxPYBgauw8NjnvPygTk//rpmxwdttm6oYd7/ucevveTXwCgqwp7770OCBI1nicohNWOPz08FP+toD+uIxPfs4hIu6aqcqLkxvote2Pf/9Uruqv6v1Zq1/N9tq7v4dHnXueWKxaR1lVMzWT7ptXx67au72G45PL2aKDdtUvn0prWKbsClWCnblStu21jL44I+oFXaje+L9nQw93f+dk47apKoMco0agrMFRy6XttkCuXd6GgoGqK1O8MUKmxyJSnMjY20lZtXIy0Fb0mio37B0bGxcSyKyhXVIi7wieXHr/p4mOXzWeo4HBuZ5aWBhsysubE98GVye0oHldWi3/4onncuGpBkHg8heS3qSoUy/D7j/ZV3ZdnjebWbmRdWDvfSKp1oS189g8Ms7QrcCTwfXjllydY1t2KOcNja4SqKvEmjVPdrCGRTJbZGqMkZw5Sw5LpQlMULl7Qzme++eMqpzVNSabW5Hgl04WMw7MfIYLq7nK4aTia++8+NMjXb13NBefM4cDRYK51sqR35Txy7V/9a3Xho9wgMauQM1jJlOEJUddKJKkJ+qiyp5LdhwarFk4lEolkOqi01922sTdO2AwVHNqzBm64QWfbxt74d3LpsVi1+9Ag7dkU33zuEDeuWoArgvc8OmzTmTXjhOL/ceUSultTtGfn4vk+KU1hxHbRVAW7NFZJW+89t29aTTalxe/5xRsv5os3XkxUo1Z2PFTA9YMk5lDBQfiCtUvngkLcy1b4UHI80gmvGJNMjsqE4J0V+o2qXR+6eRWu8BkpjfWrrdSu78M3nzvEpisWhRMUj1xKp1D2yOgaI2WXlBE4HnS3psiaHez490PcftUSbFfE2o1610fvHb1vrXY7siarzm3nizdeHPf8dR0v1nHBFWT1oJp3xHakfhNApcYiKmNjI23Vi4vZVLA5QgG0cMJ7ZKjA2qXVMVFRQFUUyqG2gLglxJpFHfFmybaMQc7Uxz235aMXsH7NQhSCfmOVTh2VzgdLly4fZ5muqQpDBYc9b77DN25dTcEVeL6PpkDB9siGxyNraGgTVJ00W6uhydJsnyujayzvbo31K3yf5d2tpBO6IVgimS6a7VyWSGqRGpZMF2lT44v/mGfLb17Isu4c+wdG+OJTeb70iZ6ZHlpd5Hgl04WMw7MfW/i0pHSE51N0Pcp2MPd/Zcs12MLHUBVyFe1qJ3JHlno5c5CZvYSjK+CF66mKEvy7TtF3IojscGutQ5NaMR1V9lSOd82iDkZtV9pYSCSSKaeRRa3v+xTCSsLKhB0EiZ5oY/HuQ4NkDS2+eYv60sJYz+7Iejxi7ZJOtt+yms4Wk0+tW0zKUCmUg2pJfGIr6OgGcuv6HkbDG8gJ33NTL3pFsq8sfFRFwQkH1JLSyegaxbCqnDDZU7C9eNel63poWlDNaAsfa+VKhkuOtI1OKPX0mw6/48pNEpF+Iz23ZYLrqfD8utodrLDMj4h0q+sqzjvDtOTmIHzwiZLqq8ZpN7qmj5SC5OHxkfrvu21TL59csxA3/PuqEpwHkX7TuooAMoZGV2s6eFED/ZqmHtueS/1ODbU6KzseTjjJraQyNjbS1kQx7Gu3rkb40JbWyUTJyIqYWHYEc1tTsbb8cCNPe9bgKxtX4fvEie7K5+6/6ZLY1aCyGt3Ug+r0WucDz/erLNMjTWd0je7WVPwYPgyVnNgxQ0FBURs7DnieoOB4TWX9PVmazdLcFQJVUYi+ouBnBTehG4Ilkumi2c5liaQWqWHJdDFqu7x1wubaB56JH1u7pDOxa5dyvJLpQsbh2U+0+T362XE8oplvRtfwhIhfKzwfRQk2sdSr9JZ6OXOQs+wEoxDYad6+o48Vdz3J7Tv6GCq5JLWeqNkqplNhZc/aJZ3oqsLaJZ1sXd9DSlZsSSSSKSbqQTtYKHPbjhd4ZNehoO+r8IMqVUWpSthF/70xWIh/XrOogwPHRnl67wCqEsQwPfxv6/oennr5Tb5w4yVVMe2BT1waVwG2pg200P5XV5U4saKrCiMll8NDRfpeGySlKmhK4/fcuqEntn92hB/bR7thUiq6IY2S+IaqBBW/RYfbdrwQX8/KwsfxxLjr3GChjOuKCY+nZHqp1O+z+wYoOx66qlD2xrQbabRSu1/e0BM/d3ioWFe7UZKwUmMPbughawTVj8cGBsimdHJpPb7PMDV1nHaPDpfYur6HA0eH0ZT67/vA+h50RcEO9er54/Ubabp4Ev2+Y7u4rmCwUJb6nSJqdeY6HsKnSmP1YmMjbTWKYQ9uuAxT18imdNKmXjcm3rmzv0pbuqqgAKauYjuCV4+NMFIOqrFzaZ22tMF3+48wt8Vk3fKuWFNumLD2wp+HCg6fe/wl1i6dG2tODzVWqemC41U9NlQIkt1rl86t0uJtO/o4PmrHDgTRcbRdgdHgPjeprYYmS7PdvysE/eQ3PxLEic2P9AUuAjM9MIlkhmm2c1kiqUVqWDJdNJvW5Hgl04X87mY3risYDa3MU6oSO7XZwscWflxgM2K7eMI76dpM1Iq3Vi+iXJyhTyg5XSQzE3maaLYqHHuCHtNJ7Pk2ars8/unL474JIyWXA0eHE7srTlVV2tM6D2/qjRM0KVVBVZOrCYlEUp9G1dNJsRwuOF5s8Xz39Svpak3z6rERlnW34vtBlavwRZywi3p4d1f07N66voedz7/Oxy5bwKe+/gK7Dw3y5Q09fMjqZk5Fz+4ophXKHm8f/SXqnAVVYxm13TjmjYR2vcLzEVmDixe0c8vXX+ALN15Ed2uaTVcsorUiTp4oOrSmdZQwAVW7oSnaeZkJ7Z6jf0efPbqebb5qMT5BwvzIUKHKUujA0WEypkZrgq/PU010fxJ9L0m7P4n0K3zB1Su6OVFySRkaCmPafV9bpkq/kf34/oHg3+2hvmq1m6no2X2yczfaFOIIP7aajrQ7Ygf9ttcunYupqagKVe87arvsHxjm0oVnNfyctZpupN9rL5xHa0qn6HqzUr8zpcdandnCr4qP72vLxK+tjI2NtNUoLmZr7OjrxcTIUSPS1tN7B/hVqxunwrrf833KrsATPsdHynS3pjhRcpnbWu1rVKmrWueDyuein4Xno2pK1WNZU+esFpO3R8tVWtx18Dh3PNYfV6xHjgXRcZuT0aruc13Po+QJck2sT1v4CF9Ufa5R28EWfiLnR2Xhs/P516tsMnc+/3rgujLTg5NIZhBb+Bga42JUUs9liaQWqWHJdGELn77XBnno5lW0ZQxOFB12HTjGuuVdidSaHK9kupBxeHZRuw4RJbohaJ0YVXTXrtlEubJDx4cnXJvRdZWOrFmll4yusW/fq8xpa5uRzyw5PZwxCW/XFQhRXXEjhMB16zeyTwItKZ3NVy8e11sgyRXTVkXfBABrXht6MvJN4yi6HkbNgroAbNdr6oVqieRMI6oKVJSgErDseKiKEiQ2EpD89jwRJyw+fNE8zu1s4fYdfWzb2FuVBLHufpK7rz+fj102H1NT8YSgHCZS9rz5Dr9qdddN3hh6kLyJFs5b00H8yqV03hgeHjeerKFVJVai3rN73nyHK5d3sX3TatK6StkT6KqKogSVjT95420Wz81RKHvxmKOEoBdaQnu+T0ZXKToevg+mpmAaGllz7HqWNYKbVE1VKboely48i1HbRXjBtcOa14Y5QV/a2YbrCkpuYMtUdjw0RaHkCrKaMuPajai0qI96dT962wfi5yLtrl+zkEx3K6YWfLd37uxny29eGCcLaxPbkXYryU2wQS5rBDtyG2n3yuXdZFMaTlgZHG2AGbVdjg6XWNbdGlue+z6xJXalfiNNN9SvqVF2BSVXkDN1LnxfG3Z436MocOH72pp645zrCspeUB1cmQiutQObSjxP4IZxslJnlfb4lRpTYFxsbKStenGxlnoxMXLUOHh0ONaWaWiYjFn3V+pv7dK5fHB5F5vD2F5J9NooCb1mUQcnik6V5iJb9Og9O1qCJZroMVf4zMkY5OrMDYYKNiU3sE0vuSJOpmcNDSFErE+AFkNHN7SGVujNQMbQSKlK1efqyJioCb1uZE2N3123GBHGnLPnpPnddYvJmMmttBciaLWSNbW6m0Qkkqkgo2uImnO5xdCb+hoqObOQGpZMF1lTi1vhAGiqwtUrukkZydSaHK9kupBxePZQL29XDh3Poo0Mnh/Mn6I+3hCsFfz3W3oxNQ1rXhuqEiTBc2mdZd2tTe9uJnl3JDNzehoQIrBNvXNnP7sPDbJmUQdb1/fQntZJqrO743hccPYcNj/SVzVmx/FImcn76nwCG4naYzwnnbyxQhAUV9z1ZFWCXlcV9t573QyOSiKRnCoFZ6wntaoFycIR2+Vzj78Ux6IHN/TQ2ZKa0gXbyVaVF8Lk7+Bomd+6bEFVr+7aJMiWJ15hyxNBr9m1Szp59LYPkDV1fv1LT9eNVfWSNydD01QyPnFiRfiCjpYUFy9o57YdfXzhxotoy5jjjuHW9T30v/4265Z3ITwRJ2EyuoqhKkGC0fNRAVNVcMLxRgnE1ed1AGE/U2CwUB53vTgyVGB+e5Y5af2M6W3qCoEr/DhZNR3ahcnrN9pl6/vECcjdhwYnpd3dhwZZ1p3j+gefravfyBp/smiaSmeL2VC7uw8N8qM/+RXShl5Xv1lTwxfhhsewGhao0m9KVYL+3uFztfotOsGGj7SuNuW95cnwhEBT4J06n6sja04q6X0qjhvRhiVVVbBLwbGOdDaRxg7e95EJY+OpaKteTKx01Ii0tWZRBw9v6o2t+3NpPR7D3defz6YrFsWV4VFP8ehzuMInpalxD/CMpuKGmtNUBSp+bs8a+PgYqjr2PMSbNSItRj3lFYXAol8EPeij45bWlLr6VEoOd+z8yWmLLacb4U1w3iUw6e26gkLZGzdeQ1XQzOSNVwif46Nl7njsxYrr0GV0tphNpxVJspmN11DJmYXUsGS68MI5Yq3WdEVP5L2EHK9kupBxePZQ+10+/unL4+KYIH/zz/xsyzUYhha4/IXJcScsGol6eZ+YYB0jaklX+/ziJUtn8qNLTgNnzNlfaQ/uCj+2B6/cBZQ0yg3GXE7omJttvFEFTyVrFnXEi9sSiaQ5qOy/6lX0SK2MRXc81k8hTFRV4nmCQmhjK3yfkZJT1Qu13usXL11OqewGSRolSJoVbI9sSqdQdvG86l2JLSmdrKHR3ZqKk9xRwsQV/oR9jEftoFdtvVgVVVq/G3RdJaNrtGcNTF1j14FjtGcMvnbras5qSdU9hnfu7Ofs9iyFsse/5AdIhT1to08r/CDZ4vpBrjBy0MgYWlUfZCfst1PverGsu5W+1wYTe904HTgVPX4nq13PEwyXHDwR/F/4PiO2e1LtDpccXFewdOnySeu36HpkDC3WbtSru+x6J9XumkUd7B8YmVL9appK1hiv3e2bVvPz//vDtKSMhvodtT0ODxX5l/wAulJ9E1ypX10BTQl0XKvfqE/9RDpO8r3lyfBpfD/nionjpecJymFsdIRAV6FU9oDgYNaLr5GNeS6Mk5U6myg+TnVsrI2Jfa8NsumKRcw/K83Dm3rZe+91bL9lddz3K2rZE41hyxOvcKLoxJXhUU9xLewrrgCOEGR1FUNVKbgCRwjSuhps1lIgE/6cDl9T+Vh0HanXUz66Bka6jI5bI32mTX3C62LSabbzrtnmRwXH447HXqy5Dr3YlFqRJJtmO5clklqkhiXTRbNpTY5XMl3I7272EH2Xm69azCtbruHC97XFrWejtaVdB48zarvj5iVl4VMWPp5fXw9Rr+/IhbD2eceXm3pnG6el9NayLAP4KrAISAH3AIeBJ4B94cseyufz37Is6/PA9YALfDafzz9vWdYy4OsE624vA3+Qz+dFvddOdkzNZg8OY33+Ktl9KLljbrbxRouWtTt7pN2FRDJ9RLaZlrUSu+xSFj4ZI7AMVhWqbIkbVQlW2u5G1uGVseiZz13N3Fw6fC8/fh/f9xm23UlX1EZWvyO2S9rQSIcVuYoCaU2ttv/1x+x/Ky1qR0ounu/HCZPFc3Nx0qNeH2Pf9/HCZE/tGLPGe4tVuq7SquiYmsqVy7tJGyojtktbxhh3DIG4WvfZfQP0ntfBLV9/gQ9fNI+Pr1qAB9y+oy/uKwtBle/Dm3pxRHBzOVRwmJPRaEkFn+uB9T10taYo2B7g8+0fH6YlpXP1im7MJmorEWl4+XKL4ZJDRtdwhZiUdoEJtbvloxewfs1ChB9Ud2ZTGmXH40TJjV9O/kcAACAASURBVKtP/+TbL520Ci/ayXpkqIA1rw0vTO5ORr8ZQ4urmqMq1a3re3j0ude55YpFE2o3qpL9wo2XjBvne9Gvpqm0psa0Gx2Xk+k3lw4Sg2e1zOWWsN/zj//sN1CUxvqlQr9pY6wv/cl0nGQiu7AFi5chQsvsqE+3E9qG7T40yJaPXsCGNQvjuDwyQbwUwo/ts33AVMccC356eIhftbrrtpqIbMyjONmZM2OdCc9vGB/TYXJ6KmNjbUyM/laLqaMqSuyo0dlikjG1OEEejeG7/UeqKsOjnuJrFnWwfVMvqqLEfclr+8JDoLntt6wmW8fFabjkxMdnqOCw58134r7dtddA34dvPneIjWsXNbwv33/PdZQ9gef74zSQdJptvtFs482aWt05czbBFuyS5qTZzg2JpBap4ealcg1ixHYT37qj2bQmxyuZLuR317wI4eO4XlCMUXJia/LIas/1A+dI1w82kEf5mwfPaaMlZWALn9t39MXtHoXno2pKw9yf6wqplzOI0/WN3gwcz+fzGy3L6gReBP4S+FI+n//r6EWWZa0CrgY+ACwEvg2sAb4E3J3P539oWdZXgBssy3qtwWsnheN4vH9RZ5Xt4fsXdSbWHhyo2sESEVUgt07Q43KmaLbxFl2PI0OFqkB44OgwGVOTPbwlkmmg0jZz89WLueDsOfS9NsjapXNPyd65sv9qlDRZs6iDay+cxyfXLKQQJvtq3ydtaHHiYPum4MYqm9I4PmJTcr2qpIPnjdk6R/2LR20XnyBZOJH9rxFWKObSwU3YSNklZagsnpsjZ+qUPYErxhKj+JV9jJU4sVebUJyKSbmmqWRDC9jhkoMPVcewNp4Xyy5XrejGcbz4xjKi0Y1jdOOZ0QOb34Ltkk3ptJg6Bdvl2X1HuXhBOzf0zKfsBL17PcejNYHWtLVEGj789ijz27McGSpw/vvaTsmavJF2f3v1QoBx7/XC3b8e98b+2S+GJq3dO3f2s21jb9wbebL6jZLdUcLTEYK2tB73ky+UvbiffK12O1vMun3np2JRqVK7MFYpP5F+R+2gMtn34Wu3rsasSIxORr8j5WCHceX3ljE0ntk7wLanX+X+my6JdZxO6L1llOyuZ/3WkTVjLX55Qw+/anXH2njo5lUMFRzeLtjj7ptaw8piGNvA4YaOBcIXXL2iu+E5kTa0uH91e9ao0llaVxE+DeOj884wHbk5Uxoba3VVr6e8pqlxfIoS5NEYyo43oeaFP3ac6mmuUVIxa2h4WSPeINDdmoo3rGTCDSuuGOsB/v2X3+LjqxY0PA8MNegf3pLSKdgeClByPdKcvl7tU0WzzTcKDcZbsN26+pppmnHOLGlOmu1clkhqkRpuTpqxdUezaU2OVzJdyO+uORHCp+R46ArxusQ3bl2NF/aq1ML2ZJqq4nkCAcxJ6/H82gnXW3YfGow3zwMYQqk7j3EdD9cHz/WlXs4QTteKxuPAn1X82wV6gesty3rGsqz/bllWK7AO+EE+n/fz+fzrgG5ZVlf42qfD330S+PUJXjtriXawVFo4bl3fEy+2Jg2zwXjNhI43o2vMb8+y+ZE+Vtz1JJsf6WN+e1ZWeEumjEX/1z+d8n9nEpW2mavO6+DOnf2sXTr3XVmTRzY3rvDjHqkfufhs7AnepyWls6A9w9qlc6vsYe94rD9IjFXcJBWcIKmXS+tx/+LIRtZpYKNUdD08T2AaGt/tP8Ko7XJ4qMiuA8fQFAVdVVE1hdGyi6oSVBCmjXETbU1TyYZ/u9FrpoLo80QJ+no21YaqoCoKKVOnNW2gKsFxn6hFhB72lBUiqCbMhgkWCCyH1i6dy08PDzFUCOzOc2m9aXZYRhpe2t3KnTv7Wfm+NpxT1G50g16r3ciauPa92jIGuw8NsnRuyylpN6pwjpLdk9VvVHledLxYu64I9DI4WkZTlLj6tZ52W9MGmqrGeqn3uqlgMvpVFPD9wD7IEf4p6bfoeoH9NIHdVktqLOF7wdlz2HzVYj73+EuxjpNK0fUaWr8VXS+eLK5b3lWljbaMwYL2TN37pqgqvLLKOJcO4mtXa7qujncdPM4LhwbRFIVcWqctbfDd/iPjdJY2NYqOS6nsjYt9xwYGpiU2TkRtfE6HsbGR5iO79lO1Y49cDSILNzfc4BHZo2uhbXqqQv+N5hFmeN6HufcgCR/2AXeFqPv3k0SzzY9URRkXj+6/6ZJT6jMvkcxGmu1clkhqkRpuTpqxdYfRQGtGQrUmxyuZLmQcbk6i+WzluoQtfDJ64AhZFj6qEqxd5N86QdnzMcKN8j95423K4UbvNYs6KLoeqbC9lwKM2MEazUjJJZfW8fxg3qwrUi9nEorvn75FuTCp/T1gO4G1+Uv5fL7Psqy7gLOAIYJK8IfC1z8D/C7wTD6fPyd87EPhYz+v99p8Pr8/+nt9fX1+NputO5YlS5fj+cSVTSMlF11V0BQ4eGBf3d+ZaRYsXsb+gWGWdrVWVdIs627l8Kv7T/4G00SpVCKdTmOtXMkzewdYdW5HlXXEVSu6yf/85zM9zHiclSxdujxeuI56QxyYQA/nn3/+aY2CE2l4Kql3LGYTSfl8133j4Cn/zpO3LJnw+ff62ZKkYctayYq7n+Tu689n0xWLeGRXYMFaa8t646oFRBWsR4dt5raY7N2bB2BudzdGppUR26XsenS0pFCUYIH59h19PHrbB+q+T5TU8X0YHC3XtZb9209eyi/fOBSMdeXKoCLWh82P9PG1W1fHSR6AFXc9WbWLUFcV9t57HSMlN7ZLvvbCeXzssvnjqhy3ru/BPnGMkeHh93z8azkVvSxYvCw+7kfeHo1t4LMpjeGiQy4dVCqWRk9wbGAg/r253d20ts7hRJ2K0awueOO11zhn/nyMVLbqGqyq4HrBzaemhDeoSmDdDXDk0Pjr3OnWL5y6hh8JrYMf2XWIj69aMGntwph+TV2lHFZrVmoXGPdePoF107aNvaek3eh3IKimjXr+wsT6heAcebtgM789O+47TlHmF0eOvMujfXImq+HJ6He4FFS1R5/9+GBQYXsy/c7t7qazowPX8eJ7hmjTBsC+geG4//yVy7tRFBre98y0hq2VKwHq3q+tW9ZFOWzd0JYJdjg/sivQXqSOetbvkeMFEPePjqYXuXSgMd8H6+5qnfX/+W8wVHDoaDFjLW++ajEXnDNnUjpLyrX+VJjb3U1Lbk7cHuNUrwWRFoH4mB8fCY7dtRfO4z/1Loit39KmxvHhEmlzbDNCqezSkUujKPA72/+juqVPWF1+sjlGEjR8eHCUs1pS8ed6e9RmQUdLIuYbtVgrV/LH3+rnM7+yjGXdOfYPjPDQD/fzpU/0JG68pVKJCy68uK7rx5y0npg5c9LvhWFiDSclds30OKyVK+vGqM7W9IydGzN9TCqZaCxSw8kYh9TwxCRVw9EaxLi5zz3Xkc8n67ocYa1cySO7DnFDz3zaMgYnig7f7T/CxrWLEncvAWfGeGdyXa1ZzvPpQMbhiZnJODzhfM5aGTmX88zeAS5f3IlpjK3TRt+loSp112nmpHV8X3DCFsxtTcW/B7B/YBhrXlu89lh2AjezcriOkzS9RCRFN0kYx2THMJGGT1vC27KshcA/An+bz+e/allWez6fHwqfuwD4MvBdIJ3P5/9b+PiLwG8A/fl8fkH42A3hY3vrvTafzx+L/mZfX5/f29tbdzx22W04eU+qPZvw/YaL0EmqCtizZw/nn38+wyWnYQ/MJFhDROOMiGw9axPeqqpOZOd42i8IjTQ8ldQei9lGUj7fu6nYPvRX10/4/BR8tsRoeMR22ffWCZZ1t2KoCqWwSq3SEjfaoVfPGtr3g95b0WL/roPH457HpqGx4q4nefHPf2Pc+3z4onlcd9HZHBkqcOnCs+KE4idWL2zYd3m45MR9ZYM+tg4L5mSww/j8o31HuXJ5F5XW0i2mTtrUEJ7PYKHMnTv7+fBF86qSoFNpT16PU9GL6wmKNcczIorl0XdTG9M9T+B51fG0sh9suezWTRRGV7fodyBIfqd0Fa2+pfm0LI6cioaF8DG1QL9tGWNS2o2+76gvb5SsqtVuZPUcvddPDw9x9YpuRmyXua2pU9Ku44q4h3fZE2R1ddL6HSkHvZuPDpfiTXjT1fN3sho+mX7/399ZxYmiQ2fOjKuzFQVa08ZJ9QuBLTFQd9NGSldJGRrHhu04aTjBfc+MatguB5+j3j1xxtQ4PlJG+IKu1nQclxUlqCROmxqP7Bqvt0jzLXpQbWzqKoQJ12ij0OBomT1vvlOlMxjb0HFDz9hmoM1XL46T8RPpLCnX+lPF8wSuJ/AanLMnY7jk4PsTbybQVYX+P7+G23a8MO5cuO/jF9OZM8kYGiVHAD7P7jvKuuVdtKT0ycwxZlTDIyWH2+rMN7Zv6k2kRXjS50eV7NmzhwWLl/G1H73KtRedHSfon3r5TT61bnFixpv0e2GYWMNJiV0zPY4knhszfUwqOclYpIYTMA6p4YlJqoZHbJfbvjH+/mj7LavJJdRlrNnufc6Q8c7YuloTneenHRmHJ2Ym4/CE8znbxQj/+jslN15DiezKo+T0M3sHYovyyuJVUwvyNq4btO+LEtmdrWnKjhe2RRtr5Re9d1QIkiS9RCRFN0kYxymMoaGGT8sqpWVZ84AfAH+Sz+e/Gj78lGVZ7w9//jWgD/g34FrLslTLss4F1DCB/aJlWb8SvvY64NkJXjspyg3sG8sJtp2cyGIziTSbpbkQAtcnrkLyfXD94HGJRHL6SWsq89uzwU2NGKv0jZInuqo0tIZ2XY/hsBJ8YUc27oW65YlXgl6xpSB+6qoy7n1u6JnPnTv7yZoGIyWXEyWHm3oXUgp7fUf20Lft6OP4qI3rCjQlsIuN+hd3taZR1aA/d0pVWLt0Lp4f2MH6vk9K1+Jkz+GhIkeGCmzb2MvGtYsQPuwbOEGhjkXvTFJ0PI4Ol+raQW/d0BNbb9ezG9c0FbPC5rw1bcQJKiF83glvLIPj+gJDxSAJa4QbHKJK4pQ6YbI7caQ1lVxar+offTLtFpzAKrxcrtZvrXbLrjdOv2uXzmVg2KbvtcBWfyLtFsrBbtVIu1HfeFNTyegqrs84/YJPwfbozKXwfL/Khr89Y7C8u41cWuf4iI2mKonq9TuRfh/c0IOqwIL2TDzRyRparOWJ9BuhKcHErNLOu2B7aKoS907uey2IQ1kjua1RfMbfE1974TzawlYCCzuydLSkMELb66FCkFwdGLYpO944ve35xTuxxorhRgp8UJXq86G7NcXapXNBIe5jPWoH1t7ff/ktvvPiEdozBts3reaqFUGVPD51v4tmR9NUUqZONqXzxqv7TtmOPWto6OqYHX8je3RVhQc3VN+X33/TJbRnDQxVoVD24ni8dulcMuGuepHguREELhgP1Mw3Hljfk6jNwJU0m3Ve1tT42GUL2PK9n2Hd/SRbvvczPnbZgob95SWSd0uzrR1IJLVIDTcnWUPjwQ2X1cwVLkv0/buqKPz1b19aNea//u1LE3vvI8crmS5kHG5O0ppKWfjxukRLSielKjhhNbYZznW3Pf0qz796vOp3NYV4fUDX1Xid8o6dP2HUduNikWjdpiWlx6/ZPzBcVy+iXJz+gyA5rZyu7Wt/SmBZ/meWZUW9vP8YeMCyrDLwS+D2fD5/wrKsZ4FdBMn3Pwhf+5+B7ZZlmcAe4O/z+bzX4LWTIupfWcnuQ4OJ7hMaBe7aCpykBm4FyKV0tm3srdp5k8zRBou+I3b9qn9JczBxBXVjO/GTVVFLpoei6yF8ESdRR22XgWEb4Qs6QqvSrDk+dn/4onlxb25NVTg+UmbNoo54l15bxkB4PlvX97D9mYP84a8tj99ny0cviHsgL+vO8c3nAhvqqMdsZWVo1GN23fIujo+MVSdG/YuPj9jMSenYYbKz7Ah2Pv86H7tsAX/y7aCq98sbeli7dC66prD5kb6qSt+kTaozukYuZbDrwDGuXN7F9k2r48rD0bJH0fXixN6p7H4M+qT1Vx3Xzz3+Ulxl6NguqgLpaagW/v/Zu/couar7XvDfvc+pc6qrH2q6kQSWAD1pxMuNWrItR9gzubExzgT7QhiLxAjHc4Eh616UrFlMhsHXV/HF19dDVmKYrPEFzSQ3AgZluCavcYjtOw/bSeQBWlbAttyAhHjIGIluS+rqqjqn9tl7/jh1TldVVzV6dFfv0/39rKUlUUjdu6t+ders/dv795trZRUBCjOqErSL3eePTiDvSkwGCo4UCALVEL/1sfvkD97AHR9eg96uXPq1+rpy6M3n8Ct/+F184Vc34ZaR1rF7w1UrUQoj+DkHv6g/WSsEpCPwi3LSw1uirKL4pL0BTlaqDSfS9+wcQX8hh2tW9+POvY3xm3ezE79dnoNv//jn2L5xOaCAE5MVSCEx2OOdcSzXJ4kBpBsnk8oHqhqlSUObN2wkrRjSTUK/diU+fd0qVLVBtRaPlw4WoCMDLydQ8Nz0JHyy4TKJtxuuWolLB7txfDJIYyzUSKsE9PkuIm1Q1RpSCDhSoBRE6X1Xcn186NZrcd/TL+LBbx5qWQmBGjmOhI/4pLgG0k0ezdUk8q4DT8o0Ruura7hSwssJ/MnntuCnPz8NFfnxJhYpUKpG1p5wAgDPkfBdia/cfA0uGSjgzYkSfFfCs/R9p0ycRP76ZzenZTLdWtl5b6EH10IpjPB733ix4Vr3e994sXbywc7nmLLJkbLl2oEjGWeUDYzhbJJSYLDbw547tqCQc1CqRijkHKvvO/2cRC4QDfc+OSng5+yMNY6XOoXX4WxKTmUDwN0fXZtWdSurCACgogjdObcuJzaa5mzyTuM81XUlPK3jinW1r1G/bpNU9utyHazqL6SHkeqryb3yymtY1tfX2SeB5tW8rGaMjY3tArCrxf/6cIu/uxvA7qbHXgbw0TP5u2cqOS1dX7YgOS290GUL2hEA+vNuQxlZW08DAICbc4BqhKg2RCEAV9Qet9Bsi9f+Ao+NaCnoqiXMkiRqkiQcqvX1vmVk9YxkNgB8anhVuktPaT1jsf90uYqTpSoOvX0KOz8c9wQfL4b49u9ejx4/h8naCdpXjxfxdz96B7dvWwOg9caobesvTMf1K3/43ZYtJlzEnzG/ve8gdt90FX78s5PYs3MEgEA+JxFFGp7jNSTg5rOM+bkqqwjHTpbwSxuWo1A7df1Pb/4CG1b0YrDgQToCp8vVuMxxqJBzJUphvEAwW4Kv4Dm4+6NrGyYhB96YwCUDBQgBhNUI5WrcW7k3YwnvJAab+87fvLl17G5dM4ByNT4V3JVzoKLG+G2O3eQmPInfqboE+e6/+Ql2fngNgJmx++nrVuGeJw7gyTs/iB6/fexKIdDtiPTrHnr7VEPslqsRejwXniOtj99KpFvG7wUFH4M9Hj56+Qp4rsQbE1PwXAc9vpvGsjZ4z8oCBc/B13YMY3mvnyYOv3HgrYZy/AbxSfNeSxNvwPTmjCQ2P33dKuRdCS/nIKxG6C/kUAwUJoph2lt7oMfDRC0RnnyN549O4Ouf3fze10dHIlA6rXgx+vpEJq+PtnGcOF6V0nClSU/HJyXmu9x44bZUjfDq8cm0FUGxonD4xGT6vshJgasu6oOUEtKJd9X7lp/kLasIr71bxPrlvRACGOj2cPjEJDas6LXyM0Qb07ZMpo2yuEm8vpxhp9pt0Pkrq+nrU2Ks1urIxvcyUTPGcHZJKdDju1aUbj0T5VDjqefewA1XXwwACJTGXx88hs9vX4ceCzejcbzUKbwOZ1Ny4hoANl86AE+KhiT45Q98Bz/84sfQ15QTy0mBQJsZm4aTjQ9aa3T7bsP6Y1iN0oMex06WZsyLN6zoBS0+9s5c51jWTksD8cJpu77jNlLVCCdbjLcfgGdhn/QsLugQLSbJDY0xwE/fPoVLB7sbknlAnLj7D7dvhiME6vu+Jn1hhYgTK/WL/UnS5prV/bjniQP4xNUrcevIJYiMwV17R/HHvzGMh3cMY99zb+Crt1yL0+UqpBCYmJqZoEx6MrdLXpbCCMZMn5hcf2E3Vvb5OFmu4qW3TmLb+gtb9nEuWHhN9KTAqv5Cw0n05HNSa42yik8vP/a9I9jxgUvR47v4079/DTs+cCkGu722ycJqNcKVFy+b8XVLoUr70CanTrNGaQ0v5+Dwz6bj9+9+9A6MaR27SWI8TvLHu1fr4zdf20WexG5yCvajl6+olcw3MxLkrWI3qWLwXrHbU5s4JBtI+gu5NHZHLhuYUbEgjt/rULDwWGIh52D1BY3x+9Ct16aJ7ao2KFcjrOjtAmAQaTMdy3kXk4FCr++2jGOtDSamQvxO3f3NQ7dei08Nr0JYjeLkYm3jgO1xnEwsk2RboRYD1UDBq53wdaVAfyEHA4MVvT6kQJoIR60f99Y1A2d0fezxXRQciclKFV05B9vWX5jJ66OtXFcij+Tz1JmR7Huv9wUABNrAR3yNj2pVKmy8b0/M9lllo0Kb+UbB0mtFqc0m8VKgrOy7qZTGRDnErqfq5p+3DWOgy2PS23JZey8TNWMMU6dIAdw8srrhnvmhW6+FraHG8VKn8DqcTWUVr6FEWiOXc+JN17Uy5kA89+hyHUyUwhk5poEWi1HJPX9ZRTBN64/PP/DL6M65jJUlxs6Z9jxpVebCZlk7gRzMMl4L18YzeeqfaDFJ+oWOF0M8+M2f4k8+t6UhmffgNw/hI5dfiIFuv6HU8gtf+JX0RKIxwPdfOY7Nlw6gJ++kp4e3b1jecCo1SUQ9f3QC/QUfT/zgKHZ+eA168y5CpWFMnNCpT1DmczItU92uZGwh58DUeh1vXTOAUjVKy/1+/bObW5ZJv/epg9hzxxYrS8a2+5zUAL4x+ha+9eN3sPumq9Jr+29+6FL8y/89/nNyqlVrg1KoUKiV0JUCWJZ38eSdH0xPxn7/lRPYvnE5/uHVE/ilDcvTk8xZu/YmZaBbxe/WNRdg1QWFGWXCH6slGpPNHs3xe7oc4sKefMOJ16i2qSI5QX7L5tVpgjxUOo1dY4De/PQJ3lBFLWP34bqS+oXa+9AYNMTuPU8cwO6brppR2vbep35oZfxKKbDMd1uWb07KzAPAuvv/FkB8wrI+lg3i8vtJHDecGAzjZHj9e+PwiUmoyMdAj4efny5jsMdLdx7bHMc5KaANEEYaxdr1ra8rh7AaIZdzsP/lWjz68bUxMgZ5z8Wfv/AmPrPlEujatXLPHSNndH1MJCUjs3x9tJXryvQEQ3Psvdf7IqxtNpoKFP7+lRPYdPEyOD2elfft9bI0p8vafEMKMeP9HC/62vkcV1SEXU1tU3Y9dRB7do6ghwlv62XpvUzUCmOYOiWfa2znkre83DbHS53C63D2pC0BowhubT76vZePY/v65Yhq5cmbS5PX55hand53XZlWL0zKlhdycYnzQBt4tcoejJWlgatJFsvaCeSsjddvc+rf5rLxRItJuRqhK+ekyRI/5+D/eOHNNJlX8J20tG59UkTAwMs5mKwo/GIqxKPffQ37j7yQft1t6waxZc1gQ8KkvoxvUsr83/z1T9L///XfvA7/bGgFSkrjZGX6hOuxkyWsvbAHQmBGydjpXl8CXQZ4eMcwevJuei1M+i23PNllYclYR8blhVs9XlYRdv/NT+BKgQ0rehqu7fV/1tpgfCrAvU8dnHGa8J3JCn7vGz/CQ7dem/Y6HrlsIC0j5CACYN/i/2y6fTftud0cvwYG402xG/9u0O1Pn4xtFb977tiCnlo1l558Drq2qSI5Qd4qdk9WFPY9F/f9zjmyoQ94c+xWpk5D9uYBxKWRuwwgHdEQu0mf+6zELwBIKeEYjWJFzejhNRUoRHUlt+t/vuT6kMSxUrrlbuKcE5fXqt9dLB0BrQ1ytR3JBUvbuCSSa2eSbP7qLVfDkfFrXwzUjHg88pVPYipQadzt/rUr8RtbL0GoDRwhEMG8x/Ux5jgS3VLM6EefpfjKqtneF9256coE/+qpgxh78EYIEb8HbD0dO9tnlY0KnoOv3nJtQ6WMr95yrbVxnvcc/MFfjGH3TVdhw4oevHq8iD/41hj+8DPDCz20lrJ2gp6mZe29TNSMMUyd4uckpoLGx4yGtT2mOV7qFF6HsymZfxYrcb/uqQB49LuvYeSyAfi1xHTec846x5RUO1vVX8DhE5MYWtk3vVYZGcbKErJkXtV2AWxzYCfJmXrJiQAbZW28gTbprp+Xv3wjHr19BMdOlhDULYgvJmv+h2+mv278syMN/z3bL6L50u27KFcj7D/8LvprpXH/7kfv4Ord38bVu7+Fdff/LXp8F5cMFPCJq1fiR7s/jp9+6QbIWvLqH189kSbLt60bhCsFtq0bnHGyEEB6EvHhHcP41o/exldvafw3W9YMItAGJ0txsnv7xuXYte8gCl4O+w+/21CWerwYwJGiofSx60oMdnuYChTenCjhf75tOP1zq+tiKYw68RSflbKKMPbO6YbHxt453dBLJ9kwkFzbu3234TpfqkZ46xeN19UTkxWcLFVxQbeP/UfGcd/TL+JkqYpyNe6hs6q/AE8KKGPn4v9spgKFt06WcexkaUb8djfF7o9234BXv3wjAIFirf/Q2cZvq7+/Zc1AWmHlhqsvhhACxycDjL4+kfYB1yZOukwFCt2ei3ePH2/4+q4rZ8Ru/Wtdz9b4BWaP4a6cg7/84bH08VaxnMRxGGkIATx55wdx8Isfx56dIxh9fQKu40Bpk+4uLqsIU8H0zuBc03XBRvGp0jg27/7oWlzQ7afJ+sPHJ/HwjuGG+Eqek+TxB795CJXIQBvg+GRwRtfH+u+d1etjllUi3fJ98dbJcrwoUKvysHXNAN6ciK9lZWXva1BWEb778nFoE9+va2Pw3ZePWzvmUhjhL3/4FnbfdBXGHrwRu2+6Cn/5w7esjfOpQOGd0wFu+Nr3sP5//Fvcmh9nRwAAIABJREFU8LXv4Z3TgbXzuVIQtb6OBHY+vzRtts9soixgDFOnlMMITz33BgIVJ2sCFfecLlt6L8HxUqfwOpxNSQ/vnrwL13HSNsRJj+6xd06fU47Jr/UC37XvIDas6IXS8cGRZH7LWFk6lszW57KK8OrxSaxfPt2Mfuyd09iwordlKQQbdLlOyxPIXa6dSYGs9Unv9l3c+h9+AFWX4HalwMtfvnEBR0W0dCQ3KiOXDeDOvaO4+6NrZ1xDkkTfp4ZXAQJpr+fxyQpGLhvA/sPv4vqNyxvKPxc8t+FkIRCX050MFPycTEuZJ6VsSkEUn7QS8XW34DnpSdcNK3rwq498/4yuE44jUQAQFXLYvnH5GZf6tUW7njZA/FptWzeIr95yLf7yh2/h4R3DUNpgsqLw8I7pnyfvSGxY0VvbrRmXfV7VX0hPwv70Szfgz194E5cMFCAEsGFFLyqhgus6yGXrcDcApElr1xF4tZYsTOL3dLkKA+BTw6sQGQNHxFUNun0Xj+8/is9suWRG//lkR2q7+G13klZIkfaQT05q/8offrdl3LYrS1vIOQ2xW9/nfkYPbwvjF0C6m7c5hqeCKgDgWz9+B64U6QnL+lhOnvsoist4D/b4afnnyJi0KsFPfv8GSAH8+Qtvpv3YBYB9L7yJ27etWcgf/4zU98b6wJpB5D0H33v5OLatHcSq/kK6ETBpM9DlOiiGCgXfSR/X2kDK2eOsleYYy9L1Mctm6+N9YrKC5b15TAXVht7ersUbgpPT6Fm5f/ekwI4PXJqZ+VHW5p9SoE0J9oUeGb0X9lKkrGMMU6dIIfBfb70Uv/vn05/Nf/SZYWvbjXC81Cm8DmeT60r4WqNaWx8bn6ygx48XBJNczY93f/ysc0xuzoEL4JEd70+rMUZaQyBu6sVYWTqWTMLbb3MRtLl8tdYa/fnpvntTgYIvBbTWsPFwfi7n4CevjTf0QzjwxgQ+cvmKhR5aS1nrqUdz51xOrh/99786DyNZ2pIkXn0iJaxGDde8LteZ3nFnpkuT37vvn/DIjvdj+8blKCT9X6oRetq8dx1Hotd3ESgNbQAhRLwYapCWjp6sVGEMsGvfQTx6+0jDCdDm60QpjFr2mHUciR7PhXTEjH7LBd/BickAA93ejISmDXKugx4fDddwKQEVmbTXTbfvYOeH10AIwJjaiVYv7qXergz0sZMldHkOoIBIG9w6cglOV6oQAIa/9B1sWzeIr9x8DQa6PfR1Zeva60oJVxr0d+XQ3+Uh78o0fsNqhKo2cVLGABEMevPTlQyMAW6rlYburkt2tyoj3By/yeaO7trmjslKNe0hjyowMRWeVdwm36M5dhs2h/guSmG8OcTG+AXiidNAwUtfg/pNF12uM90qoaJmxLIjBYphfFr7rr0zE4MG8YaFU+UqenwXt45cgqAaYdMXvwUgLkV/8+bV1t8/SCnhQ8Mg3kA0VStjDgN8aN0gumobVurjsVfEsYfay16uRjDm7OMsy9fHLJNSYLDbx56dIyjU9fH+/isnMHLZALpcByJdBojZOtcAsnf/LtC6t6DNUZ6l/naeI9Hjuw19N3t8F57l1TYom+8NonqMYeoUV7TuMe1aGmwcL3UKr8PZJaVEpHXD+m7ec1GtzfXOJceU5M2SFoJeLRaUid/nrWLF5srPdO6WTMI70AZ9TcnjpFSCt9CDayPQBnftHW1Y0Nm2bhCP7RyxcszJomlzL9KRywasXIDK2gkGosWmPomX3JEqbeIknhDpdaPbEQircdK7vrzuvc07/fKzf6Q5jkShbgG0OTlef1K2kHPannD92mfeP+sJxLKKYGpJx+Z+y2l/Zt++myopBfI5B6Uwfo6lEJAAen0n3SAgRHLyz+A/HXgLu//mJ+nnkoBAwXNww1Ursf/IeFr2+dHa566qRvhZMcRAtwdXCjxz4C1sWzeYJhSD0mmga3BBn4Oz5boSeaBW9r3uhLYQyHsuvFrvbaUN8o5siN9d+w7iwW8eSuN3Wd6dtWfubPGbxGtPPt7Fqs/x5OyZxK7tyUjXlegC0hJZG1b0ponbHldC67jndHMsf+vH7+ArN1+DwR4Pe3aO4D+NxvF939Mvpo93+y7u2juabtAAkJ4Yz8r9g+tKKAUoreFJAYPpePwXe0dbxmNz7CW7pc8lzrJ6fcw6KQV68jkopWEQV0rZvnE5VBShVI3SSf/hE5O4oOBjsMezcq4BZK+iVKBN2ypjNj7HZRW1nX/aWBWtEmm89m4R65f3QghgoNvD4ROT2LiyDz0WjpemBdpARRFcJ/7MEAIIlELkOFa+N4iaMYapUwJtsP/wu9i2/sK44lchbru2feNyK2ON46VO4XU4u1xXolyJ0rldsr770y99olal7+xzTPUHpjwpEGoDY4DDJ+K5WCHnIDLx/xci3jg72xocZdeSSXh3uU7ttMI0WXvcVklJ3XrPH51Ie6naJmsJ5LKKGkp3Jgt9XZ5j5YJOPfbW7jw+5/MjSaQcOnQImzZtanlCu75HS04KVJRuOBWe7MzLnee1xnFkelL28LtTOHJicsYJ16lQ4eS770AuW93265xPMmihJUkRYPrke6Inn4M2BsNf+nZDKdnkcymsRggig09ftwq/UTu5/I0Db6Gn9v+8nJOWMgeA27etwS2bL4EUgO9KvPz6cSwfzFbCG4hv1Hvd6RiuV98buqrNvMWv40z3kB8vhjj09qmGUv/jxQDd/sxS/82yHLv1ktcEwIzJUFKK+/IHnp1REjmJz8lKFZ++bhVu23oJ9r82nj4+FSj86ee2IOc6aRy//OUbMRUo6LAM18137Gc8H8nkMnG2pznPJ84WS4xlVf2GkPh98J0Z74OxB2+EzRUcs1ZRqtt3capcbXjsVLlq7Xwua/PPguewRVVGtbsG8bWjrGAMU6dkrZ0Lx0udwutwtnX7LqrVqGE9YipQOHayhGve13/WOSbXleh2pieyyUpQu7kC2xYsXnbOXOeB1honK2rGG6U/74Il++ZG1hLI7Xp92pqgJ1qqkpPXSd/YP3/hTdyyeXV6c1KuRriwZ27K4Naf7P70datxzxMHGnoXD3Z7eGtyctavcb5JR5u1+1wqBgqVWhnjINIItIEjBT41vAphNUIYGVR1XFIoiOITtr353Iyk+mJTyDlpYmm+47e+h/w1q/txZ11Z7kduG0b+DD7bFnPs1iuFUcs4fnOihMEeDzkpEUQaoTb40NrBtOpBTgpUtQFUHNNJHPfmczj02qtY1te3UD/SWUuSV8YA33/lODZfOpD+v+eOjs+aPEx6cZ9LnC2VGLNZsiGkWNvg1e59YONcAwBKbXb7b7lsoG1bk4VUrUYYvuQCTEyF6PZdTEyFGL7kAlSrEXzPvs/ArM0/S23GWwqUlfFA07IWa0TNGMPUKVmLNY6XOoWvXbYla2X7X55ej8jVWhKXqueWY6o/MOXXKjszRpYe+2bZ8yTQBrv2HUwDPCm1amt5cCB7J6azlkBu7vU5W/9UIlo4ycnrRKsyuI/tHEFv/vzfu8lJ2d/avhYFz0mvD6UwQiF3Zr2LzycZZLt2pWRhTNr73K2doJ0KVNonuCcf79w0iHdT+kvkOus4El2m8aZ7vuO3t9a7NEkklgKFgndmicTFHLv1CjkHj9w2jHufOjijV7fSBkagIY5zUsB1JKJIp49lPY6TmBwvhq2Th2sGZ+33fq5xtlRiLAukEG3fBzmLNx5IIWZUB3jo1mut3aEfGaAYKNz/zEsN4/UcO2eguTaf87bGRNbigaZlrT0BUTPGMHWK0+azzrH0s47jpU7hdTjbulynZenyv/jtbbjyor5zyjF1uQ6iWoXnQBvGyBK1ZBLeWSvPBsQnpnMOGhKyKopQVpGVJ6azmECerewp0UI4s9LpR2Y8cvTf/+rcD8Yi6SnvyMz7RiDHkeh1kutC/Hu7xE/bf38eSUebtSsle/3GFXj+6ER6Yru+lHe3H/+9pDxRIefAcez9XJhrSQlh6XQufmfrVf9e/3axxm49KQUGuj18bccwlvf6KAURgLgE/2c/tCYt59xYkj5qiGmjTabjuJBzYBD3qDuX0uLnGmdLJcayIO858HOy5fvg9m1rFnp4beU9B3/wF2PYfdNV2LCiB68eL+IPvjWGP/zM8EIPrSVtgPuefrFh0/V9T7+IPTu3LPDIWvNyDp594U18/bOb0deVw+lyFX918Ji1MZG1eKBpWWtPQNSMMUydkrXPOo6XOoXX4WxL1sqa18hW9RfgyHPLMbmuRBRq5HJOWtKcMbL02JvtnWNZLHPhS4FyCPz2k427Wbpz9i4IMoFMRPMhOeU9Xgzxi1Iwo6xNwXfRY9HmmvNJOtqsFEYtT4NevKwQlzavKAgBKG0akoX/8OoJbN+4PC5ZvAR3SrtuduJ3scZus3JV43fqKv8AcSx/9PIVGOj2ZsTxP735C2xY0ZvuQs76PU5yTd1/+N2ZpcXnOfm8VGLMdskp/1bvg5s3r7Y2xqcChXdOB7jha99LH9u2btDa92XBd1puui74dlY0mApUy0oktsZE1uKBprU60bNt3SBGLhvga0eZwBimTsnaZx3HS53C63D2zdoeN587pxyTI2VDlUXGyNKzZBLefpsSBr7Fp0m00ejPuw27WXwpIKUdi+JEc+nMTjbTUpaUwnUd0VDW5kxOI9LciEtBX4d7n/ph+vx/9ZZr8Zc/fAsP7xiGKwUggEibNFl4YrKCkcvifjxLedLI+LXLbGXNW8Xxqv4CHBFPyGxt1XK2dFjGyGUDDaXFH94xDC/DJ9fpzHW5DrTWmZsfZa3lU9Z6TGdtzlzItY4Hfq7aL2uxRtSMMUydkrWSvBwvdQqvw9mnw/Kct8ctqwg5KSAACMw8QW7z3JHmxpJJeEspM5c8fu3IYWzcOAToKH1MSml1iXAigMlrmh8shbvwpBQY7Paw544tKHjxSdeC5+C3tq+FJwUM4lOxQgAwcWLiwp48pARUZNBrcRuR+cb4tUscyz727BxBwXdRCiJIATgCM+LYlQLHTpawqr+AgYK3aO7DfnbsGDZuHMpUKxqaO64roRQyNz/KWgulvOvg4duGsatuc83DFvesd5zWc2ZbWzg4jsRgd2M8LLXWKVmVxfUZonqMYeoU15Ho8d2GE5CuFHAt/azjeKlTeB3OvvlYk+hyHUyUQuQcwHfdGTFi89yR5saSWXlOFnWyljxmiXAiomkshbvwpBRpT/Pkc6nbEyiFCgXfhQri3ZRSxH2rpRKQAHp9LkAzfu0ipUhfg568C61Nyzj2ck5aztz2+8azxfvMpS3r86NDhw5h06ZNCz2cWbmuRMHRmVlkST+n62LCcaTVn9+OI9Hr8DqWNVm9/hAlGMPUKY4j4QOIqnGsCQH4rr2fzRwvdQqvw4vDXK9JJBukyyqC50iUVZSJeRjNnSWT8AaytThCZAue1iai99KcOKzX/N9EtpotjplEocWKmx7m35uvv57OPbPwHDOBTJ3C9RnKOsYwdUry2ZyVWON4qVN4HaZWGua4nOsuOdzSQEREREREREREREREREREmcSENxERERERERERERERERERZRIT3kRERERERERERERERERElElMeBMRERERERERERERERERUSYx4U1ERERERERERERERERERJkkjDELPYY5Mzo6unh+GLLWyMiImK+vzRimTmAMU5bNZ/wCjGGaf4xhyjrGMGUdY5iyjjFMWccYpqzjuhplHWOYsq5dDLudHsh8m++bJqL5xhimrGMMU9YxhinrGMOUdYxhyjrGMGUdY5iyjjFMWcb4paxjDNNCWVQnvImIiIiIiIiIiIiIiIiIaOlgD28iIiIiIiIiIiIiIiIiIsokJryJiIiIiIiIiIiIiIiIiCiTmPAmIiIiIiIiIiIiIiIiIqJMYsKbiIiIiIiIiIiIiIiIiIgyiQlvIiIiIiIiIiIiIiIiIiLKJCa8iYiIiIiIiIiIiIiIiIgok5jwJiIiIiIiIiIiIiIiIiKiTGLCm4iIiIiIiIiIiIiIiIiIMokJbyIiIiIiIiIiIiIiIiIiyiQmvImIiIiIiIiIiIiIiIiIKJOY8CYiIiIiIiIiIiIiIiIiokxiwpuIiIiIiIiIiIiIiIiIiDKJCW8iIiIiIiIiIiIiIiIiIsokJryJiIiIiIiIiIiIiIiIiCiTmPAmIiIiIiIiIiIiIiIiIqJMYsKbiIiIiIiIiIiIiIiIiIgyiQlvIiIiIiIiIiIiIiIiIiLKpEWV8B4dHTUA3vPX0aNHz+jvLfQvjtPKcc6rM43h8/2VldeMP9+8/Gzz6lxjOEuvGce6oGOdd4xhu35lZaxnMc55t9juhxfr+DP8M8y7xRbDHKd145x3s8WwLc+zLeOwaSy2jOMMxjLvGMPZHIst4ziDscy7M7mXsOn5OtNfWRvzIh7vvMrCNZhjsXscZzCWeZWl+RzHYNc45uI6vKgS3meqXC4v9BDOCMc5t7Iyzk5Y7M/FYv75FuvPlqWfi2OdH1kaaytZGj/HOveyMs56WRxzvayPH1gcP8NCysrzx3HOrayMsx1bxm/LOAB7xmLLOAC7xtLMlrHZMg7AnrHYMg7ArrG0k4UxNsvamDneuWfTGDmWmWwZB2DXWNqxYYwcwzQbxjEXY1iSCW8iIiIiIiIiIiIiIiIiIso+JryJiIiIiIiIiIiIiIiIiCiTmPAmIiIiIiIiIiIiIiIiIqJMYsKbiIiIiIiIiIiIiIiIiIgyiQlvIiIiIiIiIiIiIiIiIiLKJHehBwAAQ0NDHwTw1bGxsf9iaGhoBYA9AC4A4ADYOTY2dnhoaOhOAHcDUAAeHBsb+z/P9vsopVFWEYauuAKTlSq6XAeua3fOPxlzt+9iKlCZGDPZLYo0Vq3ZAG1MHFM5B+VqBE8KOFKirCLGGRER0RnI4r0lLQ1KaWitYQCE2iyquUTW3neXXHYZJivVRfUaEM2FrL2XiZoxhqlTshZrHC91Cl87SjCHRokFf9WHhob+ewD/K4B87aH/CcCTY2NjHwHwBQBXDA0NXQTgXgC/BOAGAF8ZGhryz+b7KKVRDBXGiyGMAcaLIYqhglJ67n6YOXbJZZehoiJE2gAAIm1QUZHVYya7RZFGUBc/xgCh0vj7V07gVEUhjDRePT6JiVLIOCMiIpqFUhphpGHi27T4MzXS/PykBaWURhgqaK2hDHCqovDq8UkUKwrdvotyxucSSmlMlELctXcUlz/wLO7aO2r1fatSGpC5TM3ntDYoBgra1H6vjZ1oLvEzlLKOMUydkrX1bI6XOoXXYUowFqjegie8ARwGcHPdf/8SgNVDQ0P/GcBvAvh/AXwAwD+MjY0FY2NjpwC8CuDas/kmYaSRdyUGezwIAQz2eMi7EmFkb+C7rgelDU6WqjAGOFmqQmkDpe0ds1Iak5UqtDGYrFR5YbFMFGlExqAnH+928hyBvOdg+8blOHayBKUN1i/vxa59B1FW0UIPl4iIyEpKaURawxWAEPFjQgCuACKL79NocUsm+oE2CLSB0gbHTpYwtLIPniMwFWQ/6V1WEXbtO4j9R8ahtMH+I+NW37cqreFKAUfGFwpHCrhSWDuf09qgFCqo2hxZRRqlkElvmnv8DKWsYwxTp4SRhhBAfyHX8Lut69kcL3UKr8MExPOXSMfz4GTO25N3ERkDzVhYkoQxCz95HRoaWgNg39jY2IeGhoaqAO4aGxv706GhoS8iLrv+MoBrxsbGfq/29/cC2Ds2Nvaf67/O6OioKRQKLb/H+vUbAQBBXUk/v7bwcPjwK/Pzg52ny9ZthIaB1kBP3kWxoiAlICHw+hF7xlypVJDP5/G+VasQwMOufQfx/NEJbF0zgId3DMNHiJ8dO7bQw0zHeT42bdok5mg4Lc0Ww+/lwhUr4Bf60lhxRYQITkMpj2QxsOC5eHOihP5CDn918Bj+7kfv4OEdwxgoeJCOwOUPPIuXv3wjxn7607n88TpmLl5rW53vz2ZrDGfpNeNY58eZjHW+4xdgDNvGxrGuXbceQsiGMtGeFChVFaoR0J93295b2hTDNj63ZyPr4wfm7md436pV6MoXEGgDY+J5QyKsRtAGKAYKOQco5NyG2NVh+azu0xc6hoeuuAKXP/AsVF0C1pXC2vvWLM1BK5UKhq68CsVAz5jP9fgSrx85vNBDBGD/vTAwewzbcu1a6HHY+N5Y6Oek3mxjYQzbMQ7G8OxsjuGETc/XbNau3whtAKXN9HqfFJACeM2yewlgaYx3IdfVbIrbhR4Lr8OzW8jrcCfXJFav3QBHxO9ZiZnxoLTC66+9Nq9jOF82jMGWcZzpGGaLYSt6eDcZB/DXtT//DYAvA3gBQG/d3+kFcLLVP960aVPLLxqGqu03bPdvFloQKsAIxN33YhICjrBrzIcOHcKmTZswWali195R7D8yDgDpiYvHdo5YMd5knLY7lzFGkcZkoDAxFaLbd+E7AqGeTnarKEIFSBdBixWFQ2+fwjWr+3HL5tX4N3/9k/S1MlVg65oBTAUqE89XK1l5rc9FFn62cxlfFn6uBMc6P2waK2PYHraNNemLPGMSZQDfdQEoBNos+JjP5Pvb9tyerayPH5ibn6H+VHe3H0/tihUFIeL7vuT3nBPHqADgyenT3lPowsaNQ9b1N2v3vExWqti6ZiCdbwB237dmaQ566NAhREakJ+gB++ZzQHbe++3GaMv4F3ocNr43Fvo5qWfDWBjDs2MMz86GsbzX97dhjGciaBNrAvbdSwAc71yx/RoMLPxYeB2e3UKPpVNrEtoYlIIIbpv0pyvdWb/HQj9PtozBlnHMxRjsWtmI/T2AT9b+/BEAPwbwHIDrh4aG8kNDQ8sAbALwo7P9ws1FDLJQ1EAbA107hV//Zxt1+y6ePzrR8NjzRyfSxTeaP4HSKAYK9z/zEiaKlRn9GrtyLgyQljKPjMG29RfipbdOIr6Nm36tDp+YjE/my3nfdEtERJQZrZLduVqy2xWAFIDrOLzvoXmnlEYQKoShisuT18VksaJw+MQk/Frp7G7fRU/ehes4cAWgDBAZICezWeLclwIP7xjGtnWDcKXAtnWD1t+3Ns/e7J3NxfO5lX0+vvU7H8Hhf/dJfOt3PoKVfT6va0RERAsoS2vDAMdLRJ1TCiIUfCf+s9IN89yAbZmWJBsT3v8dgJ1DQ0P/COATAP7d2NjYzwE8AuD7AP5vAA+MjY1VzvYLK20Q1QI9qvW1s5kBWvbwtnXUU4HC1jUDDY8lJy5ofmkD3Pf0i9h/ZBx5z8WxkyWs6i/g7sdHcehnp1CtWwhV2kAgPvFz/cbl6YdC8lptWNGLvrwLx7Hx8kBERNR5Sc9uZeLTskD8e3IraYCGz1qi+ZKc6I7MdLm2pHpPrpbkXtVfwI9/fhquQJoETyb8SV5YN8VyGOlMJL0N4rYBj+0cwctfvhGP7RxBf961dn4EAGWlMV4MYQwwXgxRtvh5roQRfv9TV2Flnw8hgJV9Pn7/U1ehEtrZI52yrfkzVdn8RiZqgTFMnZC1tWGOlzqJ1+GlTSkNKYBSoKAMkHfljHmuMsjEPJfmjhVbtcfGxo4C+FDtz68D+FiLv7MHwJ5z/R4acfm+5LrnSAFPCqtPeSf99u5/5qW0h9pDt14Lz/EWemgtebUTF8093zyLT1wsFgXfSU/Xd/surrioD4HSePLOD8b9u3NOugCfJLsdIQAInJgM0tMxSZ9vV0omvImIiBBPjsoqgi8FImOmq6XoCJUq0Jdv7Inc5ToLPWRapJJYTCbwSaIbAA6fmMTQyj4AcUx2reiFm3NgqhEig+kS5rXKBNoAnhPvfk9iWmsNO/dDN2q1sOVYOt1QBuhyJZweD0IAgz0evFplCBtndFIAQXVmD28/b39cULYYxNVRotp7V4j4v7lOTVnBGKZO0bUWNf2FXMPvtp7h4nipU3gdpmSdJqwdRnBE65iItIabgXkuzQ0rEt6d0C6kbQ71+lO7QNxD7b6nX8SenVsWeGStRSZOvD56+0i6ACdl/DjNjyjSKFUjdPsuDvzrjyFXW+1T2sCRIj1J0l/IYf/hdzFy2UB8otsAgEDBd9DlSTy2cyReyNcarx6fxKr+AvrzLqSU1vV0JCIi6pQkwZhsCEurpUQRqlHcF7nalOzm5ybNpaS6gAAa+nQDcRI7SXSv6i9g7J3T2HRR34yYdABordOkd7Uan9ZtFalKaatjuF1e29J8d9tFt3Y95hZaVRvse+4N7L7pKmxY0YNXjxex77k38Fvb1yK/0IOjRSVr72WiZoxh6hRZO7Ci6spsO0LA1rNFHC91Cq/D1O27UNUInhRwcw5UtXVVKsbE0mLvasY8KDWVkytZXs6g4Dv4xNUrcfCLH8ORr3wSB7/4MXzi6pVpCWrb+K6EigwmpuLneGIqhIoMfIsXzbIsijQmayXKk9M5Shsc+tkp3LV3FOUwwvdfOY77n3kJxUDh+o3LsWvfQWgNJMnuUqAgRHzZ1wAcKfHP/5f92LXvIAJtMlPekoiIaK61SnYXKwqvHp9Mk91Jz24mu2muKaURhmpG+fJiRaW/VBSlie6+vIsNK3rh5eJ5go4MevM5uG68edHzXHS5ccWfUJu0n3fzSen4lLfdpIh36wPx77YvSJ6qKNy1dxSXP/As7to7ilMVe9seFDwHn9++Fhcvy0MI4OJleXx++1oUPDvnn5RtLENKWccYpk5pVXLbZhwvdQqvw0uXruVDEqXanxkTtGRW5ZQBCq7EYF05uYIrrQ76sBrhti2XwKmt4jhS4LYtlyBss1tloTmORK/vNjzHvT57Qc81pTQmK1UIKeBIge7a4nqykWPVBQXccNVK7Np3EJsvHUgrAwACzx+dQE/eRcF30pKWp0oBTpXjG7pKLbn9/NGJeJeUNiirCDojN3vJczN0xRWYrFQRhgqTlSq0MZisVJm8JyKiM6KUThN/MqmeUo0Q6Ti8UQfnAAAgAElEQVTBeOxkqSHZnROGyW46b0ppBKFCECpEWiPQBnnPQWRMmqw+fGISbq1Xd7Lxol2iu5nrSnS5cdwmJQD9urLmkcnG/V7zT2bzOy/QpmXP8cDSe+vkXlnXYiH5nffQNNeSa1D95hWWIaUsYQxTp+g269mW3kpwvNQxvA4vbaVQwa9rXyxF/Ocw0shncI7bCcmm+sWeK7F5fWBOtTvFYGs5OSB+cU42nQg4WVFWv2iOI9Gbz0EKgd58jsnuOaaURjFUGC+G0JFp6I+e3JjlXYlfH1mdJreBOIFd8B1sXTOAYkVhKog/FBwpcaococdPPgDiN0jy93ryLrp9F6XQ3pMoieQkXlpuVhuUlMZUUE3fPxOlcFFeyImIaO4kye5W943dORc5B1i/vLfhZPdrRw4v7KAp85TS6Wnu5Fd9/IWRhi9FeqJbCmBZ3j3rKgOuKzEVKAjEMd1qKmT7vVKr+ZGtulyn5bWky7XzxLQBUAoj3PPEAVz+wLO454kDKIURFw5pziXXoOb3hsXLM0QNGMPUKa5oXbHU1vVsjpc6hdfhpa1Q28SdzFMiY+J2u7X5cE6KtKVXoI31c9z5lrRKa37PLMbqvksmG9lukm7z5D3QBsdOlvDo7fGJgEdvH8GxkyVrTwQA0ydsF/MukYUURhrFQOGiPh9lFcGREoE26Mo5030ZtYErBZ5/4JdRrC0Abl0zgPFigId3DMOVAjlhEGgD6QgM9njxB4QBvnHgLWxbN4iHdwzj8InJtGRmoa5fpE2iaDreyipq+DBzpUDelejLe1DaYP+RcezadxBlFWGyUkUQqsycXCcios5INk8B8YSpJx8nEiMdoRioeBe546SPs4w5na9kl3VZRVDaQGkDKYBi7TR3WI0gBJD3nPS08Prl8YnuIDJwhJj1VHcrXW78tdot5Nlc1jzQBrv2HcT+I+MN93e2zo8ireE0nTxxRPy4jep7eI89eCN233QV9j33BqqWPr+UXTyVRVnHGKZOUSaOr/5CruF3WyuWcrzUKbwOL22lIIJAXKWhEsXtv5IpS6gNJAC/Lk9QVtGSzlMl61yt3jO2zk3PFVfoLNblOljVX8Ddj8cnGO5+fBSr+gvWngioP32c7IorhmpJX0zmmjbAicnKdGmd2gVKSgFj4jKW48UQFaWRcxy4Eti2bhCP3DaMbs/FsryLfC4+iZaUxqxPDt++bQ0e3RlvrFjVX4ArBQ6fmEQpsK+MvlIapWrjie6K0vj7V06kJ35OVxScusXcpFR70j+xUo3LtXOjBhER1ffsbt716rvxye6w1keZyW46X0pprF+/EWGk0/7cPfn4V7W26XVoZR9O1/rGFyvTu9PztZsbIQDPkWcdh64r0W3pZsb30u27eP7oRMNjyf2djQRa9/C29eQJe3hTp/BUFmUdY5g6RQqkvaXrf5eWBhvHS53C6/DSpWubxIHGBG7Bjzd2e3Wlzhv/3eI7zXymun13ybxnuEpnsbKKWp5gSHZk2CaM4lKM9z/zEoa+8Czuf+al9DGaG/mcxIYVvcg3LTrpyGBiKt5gcOjtUygG8cnuyAB77tiCwW4fBd+F77mQUqCntxeVSM84GR5W4/LmG1b0YlneBWCwvDdv3Y1eFM3cXOE7Eo4UuOHqi/HCF34l7WMe1p1I2bpmAFOBSt9LShuUQoWJUtiwEMnS50RES0f9Cdtu34XWOj3dXazEp2yLgUIh5zLZTeelvkd3kuhWtWR3UlUnSWyvX94LVUt8r+ovpJV3kqT32Z7qbjYV2FsGfDZTgcLWNQMNjyX3dzbK2ol0pTSkaLzxl0LwvpjmXBYr8BHVYwxTp2gDqKbTd0pra3tMc7zUKbwOL12lUKXtCBoeryth3i6VYXM1s/k0VatY2Mpie89wpc5iWTvBoI3BrqeaFnSeOghtFtvbZmFEtXLmSf9uY6ZPdldUhF+UAhQDhes3Lsd9T78IQMSnhfw4yZ3Q2sBfdiHu/LMXcMW//jvctXcU1WoET4qGcoWOlDg+GaLHd+FbtqgfqPi5OPT2KUxWqrh0sIDIxIvGyY7MT1+3Cp+4emV6gj0p1e7Xnoukx3nBdzO1sYSIiOZO0jc5OWGrqlH65yTZvaq/gGMnSwi1YbKbzlkSa6cqCkE0neiu31jhSgG3VnYtOe29fnlveto7MRe9tpKKUa12eNvMlwIP7xjGtnWDLe/vbJO1+RwREREREZHNktarBVem6zdTgYJXV8IcyN5cd74opdP5chjFBzySNYfItN8ckFVcrbNY1k4wFNos6Nja/zlr6pO8E6WwodR9KYxwxUV9aaI7ft6dlrFSCtWMjQn1F7akr3XS37vgSjiOXZcKbYCX3jqJbesvxMlSNd0AsKwrlz5HxUDhls2rMRUovPzlG/HYzhH05V0kS8Nb1wygWFEoBREXIomIlqCkhLk6g2T3+uW96PZdJrvpnNTH2q59B9NkdnKiO4m1sXdOQ4rpXmPFSjwJ3XRRX9rTO3ksMua8dqe7roRB3Cu8/p6yOMvObxsYAMvyLh7bOZLe3y3Lu9aOOWvzOSDexJxsWK7/s620NigGCtrUfueRLCIiIiKiRWu21qvJXDqLc935UlYRDOJKwEIAviNnbASIFlGF5iWV0SkGCrv2HcTzRyewdc0AHt4xXCvbbKfkBEPzmG09wVAKImxdM4D9R8bTx7auGUApiNBj6fOstUGpGqHgOSiFEQo5p+E0tE20Ae57+kV8/bOb8dq7RTx6+0jDqaANK3rTRHeykNaq33urjQmm9isnBcp1fbFzUkBK+xb2C76D6zcux8lyFYfePoWC58x4n4y+PoHrN65ArjZ8Y+Ln8OnRN9PTQFLGu35axe1UoNCbzy3MD0hERPMuKWEOAGE1wunKzPvEJNndk3f5uUDnrD7Wnj86gWIlTnYePjGJoZV9DRsrvFq7GV8KKDNdejwpbX7346MNMTogz76HdyKslUxvvqfsWtELf25+9DnXqu9YZOLebTbK2nzOACiF0Yzx9lk8lxufCnHvUz9Mx/vIbddhsNuzdk5H07K2PkPUjDFMnVKpxu0jk1h76NZrUbB4WsLxUqfwOrw0SQFotD7JK6VEl4zn4PueewN//BvD8FwH3b6LycrSTHgnBzy0iZPdrda+HLF43jeL5yd5D1lc0AGA/toJhiQBaeviCBBfbB669Vrc9/SLDTcJtg45XiAJcO9TB+sWSIYx2O1buUBS8J24DLfnYmhlH1Td6YWhlX3wHImtawYwXgzwyG3DbU+htdqYYBAngyNjGpPdgJUn2UqBAiDSDQB7//Eodt90FTas6MHJUgDXcXDD1RdjKlDQZvq1lAK4fdsa3Lx5NQBARQYFN1sLkUREdP6U0ulJbgDwHYF8zsGTd34QxYrCgdcnsGvfwfS+sd0mMqLZKKWhdWOsbV0zgAOvT+ADawfTU92bLupD14reGT3iZe3fuzkH65f34u7HR3H3R9Y2zGcireGeY9GuLtdpe09pM1cAUe02TQh7k91AvBCzrGk+50kBW/fPV7XBvufeSO+rXz1exL7n3sBvbV+L/EIProVSNcILR8fx9c9uRl9XDqfLVew//C6uv3wFelityWpZXZ8hSjCGqVO0AZ4Zfavhs/mZ0bfw+e3rFnpoLXG81Cm8Di9NWhs4AigrjXyLnEWSxyhI4I4Pr0HOkel8V6CW/4i0ddVs51OSU0yqAbd73ywWS+aVTRZ06g2t7LN68bJdXwFb+w24AujxXXzl5msw9uCN+MrN16DHd61dhCqFCvc2lfa+96mDKIV2lhgs1Uoiah33WkgW4CNj4v4LWuOR24bR7bsY7PbbJqqTjQn1vQ+DWtmK+tMy2gCy6eKvlMZkpQptDCYr1Zb/3YlSggXPTTcA9OZdfPq61dj91z/GEz84iq6cm5ZoT36evf94FNf+/rcBIO3lEWmDvzp4DP/X2HH0NZXG7Mu7S+qDj4hoKUnKSyc39nlHINSm4Wb/yvctw90fXduQ7LZxAxjZSSmNMFTQOu4PX9+j++Edw3j0e6/huaPj6Mu72LAiPtUNADoy6M3n0lhzXQnPc9P+Wnd/dC0+sHaw4XtFBm17ebe6T2v4t21Kord73Aa69uu9HrOFRJxEjmr3xpE2qGpj7SS84Dn4/Pa1uHhZHkIAFy/L4/Pb16Lg2TlnzrsSI5cN4J4nDuDyB57FPU8cwMhlAy0Xv8guWVyfIarHGKZO6fIkbvvApfBrn22+G/93l2fnZx3HS53C6/DSlORtPEcijKZb0jlCNJzeLoVR+r6u5wqgGk3Pk1ev3bCoynm34st4zatUW9ta7O+bJXP1zuKCjivi3Ur1CyShNtYmkKWUKLgSgz0ehEDa/9nGkthA9nqOFzwXe3aOoKQ0xoth3GNBG7hSoK8rh1AbXNDloeC5s55Q9xw5Y2NCXA5ST/foE3FivFLVaT88pTRU0/sljDSmgiouf+BZ3LV3FBOlEFWlMD4VzGvSW0qRbgCYCiL83jdexP4j4/jMlksQRhoTUyF0FH//vOfglpHV+P2brsT/M3YckTaYChQcKXD7tjXYvnE5AhWl7zMAyDn29S0nIqLzlyS7u30XQVVhw4peuDkHxgDfe/k47n58NC0vvfnSASa76awopRGECmFtwpz0hD/wxkR6mjvZZPeRy1egqg26XOc94yz5Ox9qSnYnWs1nktPl9bTWbZPjWeHKeId+/fwovh+28z0aaIPjkxU4tXtzRwocn6wgsLTPtFIaUjTOI6QQ1sZNuRqXX6/fwLxr30GUq+37+pEdsrg+Q1SPMUydElQ1RNNtjpDx4zbieKlTeB1emgr+9EG3ZvWPd7f4e8lhh+aZYxTpRZ30llLClQI5KZbE+8bOlQECEJ9UUNrgZKkKY4CTpSqUNtaeYCirCD/++emGU8I//vlplJWdCw5Jae96Sc9xG0kpIIVAMVC4/5mX8MQPjkIAafJ7vBiiGKoZp3maL9iuK+FJPWNjwnixit58Dm+Ml6C1QRBpSAFc/sCzeOWd01Bao6qnS54rHZ8sv6DLa1hgch2nIyflC56LR24bRk/dxgVt4v4th94+hWKoMDE1vTHg5s2rccPVF0OK+ALf7bs4Xa7iG6Nv4f1f+s+454kDKAURevM5JruJiBah+mS3qkbIe266G/jwiUlcefEy3P2Rtdi172Dat5vJbjpTSmlMlEIEkYEU08nuYkXh0e++hp/87FTao9sYoFqNY7GsoveMM9eV6HIdCMT3OYdPTKJYiU99R8bMmMgnye7mXtfKoCEJLoC0alDyPigGdlY6SpRVhFeOT6ZJWSkEXjk+ae18o9t38fE/+j6u2f1trLv/b3HN7m/j43/0/bSnO52f7jYbmPn8EhEREREtPqUggkF8UFQ0tblqPuHdLNAGnhQt58mLOeFdVhEO/fw0gsjOTddzjSt4FtMmfsP2F3INv1t6IABdOQer+gu4+/FRXP7As+kpqa6cnSURWpX2trnnOBC/9vc9HZ9mvmXz6jT5PfSFZ3H/My9BCGCiFOKuvaPpqevxqXDGRfv1115Dbz4HAGkfwfoEuEF8wZciThZfcVEfKnUny8eLIbpcCUcKOI7ES7s/jiNf+SS+/tnN6Mo5HTkpL6XAYLePqVClGxeS5+f6jcvbbgyYmAqhTVzavK8rh09ftwpf/83rrH/tiYjo3DUnu+uTkYdPTE6f6r5sAM8fnUhLmTPZTWciia9d+w6iJ++mGwST+ErKmG/+t9/Bb+75/1CpnT4Nw2pDCfPZuK5M+9TVlyBLJuj1J3DL6r0XAZTSOFlR6T1jfXWD0NbJBuL71lbzDc/Sm7ipQLXcYDtl+caCrODzS0RERES0dMjanLZV0tqpq/pVqOWjioFK547dvntGyfLFpn4OvRRw67PFpEB6srs3n8PJUhX9hZy1SblKVWP09Ql8/bOb0deVw+lyFfsPv4vrN65Aj4UnZp26nuOXDBTw5kQJPb4Lx9LnF0Datzom0uQ3AOw/Mo6clEBO4Mk7P4ipQCFUEZ78wRv4re1r0dviNSgFEb7/ynH8l0MrkJMi7W89FSjkpEh3xJjayen7n3kJzx+dwPMP/HLDae/k3/Z15TAVKHz7d69HKYjQk5//pHe35+KR267DvU/9sO75mX5u9uwcwclyNR37t3/3ekRmeuwGwLb1F8JzpNWvPRERnZvk5O2Fvf6sye7kVHeSLFlMPYxofiQnqZOYev7oBFTt5HZzfD16+0i6kcKXAlJKvPLKK9i0adMZf79u38Wmi/pabn6NtIZbu3NLNna0ktzqlFXUMK5kvOuX91p9OjYy8f1w/biljB+3Ua7Wt33XvoN4/ugEtq4ZwMM7hpGzdUKXMXx+iYiIiIiWDlcAJaWRd+WMpHX9RnJZ61vdai6ugRl5EH+Rzh+SlrM9votHbx9Z4NF0hr2rGZSWZ04SdVvXDOChW6+F53gLPbSWpACuWd2Pe5440DBeW68XBnE/64Hu+GTzQLcHVwqrd/Qkfav3HxlvSn4Du3/tSoSRhgHSCzYA/Ivr18HPtd5wkLxmVa0BiIYENgD8fLKCm97/voaT5f/xc1tQjYDffnIUn7h6Jf755tXwcg6qgUJYW1wd6PbR5lvOufikt4c9d2xJn592GwO++a9+Cct78w1l2QWmd3W5Fm7MICKic1d/8vbPPrflPZPdxYrCwzuGWcqc3pNSGmGk0010xYrC8w/8MgJtUGkTX+fbE34qUPBk3N6m+eu6dX2Xz2TC3uU6GFrZB1WXPR9a2QfPkZgKVFoJyDZSAKGKWz51+y4mpkL0F3LIu3ZOOCSAguc0bAh26zaV0vlxpURf3sVjO0ca5jG29nQnIiIiIqJzk1Q1K7gyXduZbe5bP+c1xqR/T9VKmzeLIr3o2pyWQjVjM3B9/qjVekLWLa5XcJGpTzImPZLve/pFa0uae45MT0yPPXgjvnLzNejxXXiWXihcR0IbA12rf5H82eakZ9K3etu6QZyYDBpK+P36yGoIgRl9vcNII2rq633hihUA4kXDHt/FeLGKLtdJE+XaAFVt8L7+Ar7wX21qSCB/aN0g8jkHj/83H8DNm1ejpy55XFEaAoDriI6etJFSoMd30+dnvDj93CRj3/1rV2LVBQWMF0PoyMAYYFlXDo4U8B0JbbDoPtSIiJay+jLmj+x4/3smu6cCBd8RGCh4THZTW0ppBKFCWUVQdTHlOQKu46Dbd3HgjYk5T3YD8YT9TMqan0l1Aq11y/7dkdZWVzdwpYQrRUPLJ9fyBKcnBZzaIoMjhbXl1xOt5ke2UlrPaLtUURpKL94efERERERES1HSuquVVo9HdXOCchhBSpn28W5lMfbxLvhuQ6n3qNZC2XfkjJLwSb4o6+xdGZgH9TX77358FEXLe3s1n+AFUOuNbOciVFlFeO3dYsOJ6dfeLaKsWpdUXGjlaoQ7945i+Evfwbr7/xbDX/oO7tw7inKbEpA2SPpW77ljCy7s8dLktysFAAFHiJZ9vet7NN61dxQm140o0vByDv7q4LG4VL4Tn27/pzd/gVOVatr/e9dTB9OT0//xc1twuqLwD6+ewMRUY6/wqtLpSWmtF6bXfPL85F0xY2PAr4/EPc8PvX0KE6UwvRbctXcUpysK+U4dSScionlXn+wOqxEMRMtexc3JSN9zmeymtpLy+EEUJ7qTZHGko4a+3Y9+9zX85GenGioHeFKcd2y5rkzLmrea1yQT+uTeu/n+72RFpT/HbP27bX4PlFWEV45PQtZuOqUQeOX4pLXzDaD962AjA6AURrjniQO4/IFncc8TB1AK2y8sLbT6imjJ3KcYKGs3iFOjrK3PEDVjDFOnVKq64bOuUrU7KcPxUqfwOry0JNVsW/XvbieJkYLvpmtEQLbmaOejFEQohgpj75wGEM+ffEe2fO/09i5b4NHOjSVT0ry5Zn9ykqFrRS/8hR5cG1OBwtP/7YcaFssOn5hEKVDosbDMoCcFVvUXcPfjow091Gw9xZD0Wqz3/NEJq/sWAtOnmQGkye+CF2+CKAXRjL7exgD7nnsDf/wbw/BcZ7qcd6RRrRp89kNr8OrxIg6+8QsMX3oB1l7Yg3ueOID9R8axvNfH80cnIIXAH31mGAXPwd2Pj+Lrn92Mvf94FLtvugrrL+xOPzCmApWespEL1BBbSoG3jh7B0NAV2HPHFnTlJB65bRhJafP/7Y4tqGrTss95txCQlsYrERGdueRzqViJT23ncw6evPODKFYUDrw+gV37Ds7o42Rzko/skJTHT2IJAA6fmMSGFb0N1QOmewqPpvfDhdzctCSaqi3izDavSe69uzwnvd+phAr37juIx3aOADpCzkFDGWgVRdb37wayN98ItMGufQcb7s131V4HG5tUVbXBvufewO6brsKGFT149XgR+56L75PzCz24FrQBXnrrZEPJ+P2H38X1GxfH6YTFLIvrM0T1GMPUKdoAz4y+1fDZ/MzoW/j89nULPbSWOF7qFF6Hl576NqxnIqzNbf7kc1tQCqK0bzeAlvPhQBsr52jnQ4r4RHcyh07WB9q9d2yc850tu1c05tBsfeps5bdZ0MlbXGawx3cb3iyupYtPQJwcTvphJ7auGUApiNCTz8Zboz75XaxUUWhK4u/+tSvhSIF/+c82pqfXpgKFgudgYirEvU8dbIitSlVhRV9X+jWS5ygu9Q705OOv35t3cceH10AIEZ8MrwI6MhgvhrXSkgY5LeB7C/c8Nm8MgAA+cfVKAHHZdyDeBdaVi3+WgudgfCrAYLfPpDcRUQYlp7q7apu7wmoEIYBczkEQKXzv5eN49Luv4eEdw7j7o2sbkt3S4nLItPCU0tBap5slkwnh0Mo+XHVRH9ycM6NUfv2GirnsCZ+UG59tXuNIGfflqtv13u3n8MiO98etayKDMtAwua9GQK/vWN2/O5Gl+Ua37+ITV69sSMj+1cFj1m4sKHgOPr99LXSt1N3Fy/L4/Pa16PLsnH/mcxIjlw3gnicONM6XWbnJellcnyGqxximTunyJG77wKWYCuNqNr4b/3eXZ2escbzUKbwOLz2+FAi1Sat91WvVorbgObjrI+sgARgBBJFGlyMhpUQoRBo7xgC+a29b3vPhCCA0QM6VeGznCEq19YnF/N5ZHD/FGYja9PFq97gN6k8EJD28d+07aG3JvrPpoWADKYCHbr02LQm+bd0gHrr1Wli8Zjarghcv7v/wix/Dka98Ei/t/jh2bL0EvhTQkUEpjDBRjsuQFysK9z41M7Z6/BymauXLYwYP3Xotvv/KCbhSpv8vVBqB0g2lLyZKIQ69fSotHxNaVEtQSoGwGuHmzauRry3Y6chgYiruce67EqUwwr1PHUQpXJwlTIiIFrOk1LQvRdxbudpYYvrwiUlcefEy3P2Rtdi17yA2XzrQkOzm6W5qRymNMPr/2Xv3IDmqO9/ze06ezKzKqm413aiFkNBbKguBbqMWD3EB33lizexgD1xmpDEI7GtgmPUKx41gWQKvh+s16/VlY8IwE8GArtdGwEhzWVh7JuZijydmL8YLGGghC4zc4iVAMpZEt1vqqqzKzPPYP/LRVdVVrW6puzqr+3wiCKFSd9XJrHNOnnO+v9/3J+FJhWIlXAft+yCs0U0Jkteb1YWfTrEbCG3NT7evEVI2tCjrzITrvNiFJwjCKPdAhBHuccCIZvrwA4GtFy2usQjfetFi+CktocS5HHeARAlJ6sOnjXIgGu+XU3p/NWO04/mMRlON7sOaVuEFEqRuKUlo+Hoa0e3VtAo9D88/FABGSZK1DIR/MgIYDcRa1xeJ+GmQUNgucdl0vzxX+45lUBiEIGczEELm/NhJZ2j5DOELiRE3QM5mGC6FmajZFB9wtltGgMkoihWeCNxSKQRCpTZbmpIwQ+Sb11+MC7odfDTsIm+zthW8lVKocAkjsufI2Qw8CGvulblAzjJw2+4BvPTeEDqyZpP68AxKKXzrho2455kDeGbfEXy2bwnWL16AvMUgpcRjO/phmwZ8ofA3f9aHLsdO7A53XLkCdz65D7t2bEZuFmvNn9vbi9FKkGQuZZmBCg/Hv2OF4186Jg5+fBIXL+2CZVhJ1pZjM0ipdJa3RqPRtBFlLtCVYfCkQpYZNZbm1ULkpuXdePXwAPKZ8BmpxW7N6ShzAaVCl5ufHDqe2JV/55b+JKjiJ4eO48LFC2Zc7J4sE9n7ZZkBHgjYlCS1zjozLLmWRtHyacKgFEKM34gbKXVpCCawNJ8LdnGzTbuWqNJoNBqNRqPRaDRTI3Yy41LVuH01c+yLtRFfKmSYAcsAuFSJ1Xl1+dfRKk1rLlG/fxZSgc1SGdpWkc6TgRlARLZsXY5Z86dIcU/2A4HP9i3BiBtAKWDEDfDZviWpzQhwfYHHXzyMY6c8KAUcO+Xh8RcPw/XT2V7LNPCD/Udr+sQP9h+FZbZnZovHJZhBUPYFbt89gKHRCrgCTlY43jk+WmN3HluVVxPbubu+wPdfD+vX3HTFCggpcU7OAggwUuG4fXcY/fTnTwxASODJlw/j/n/4BT53yVJ0ZGLR2EhqYrQaISRy+QU1Np6+kCAEuPfZN1D46nO499k3UPQ4rl67EHc/fQBSAW8fK1bdA53lrdFoNO0C5xJZZpxW7I6FyEtXhNndlsW02K2ZEM5DG/N4M/3o8+/jrV+dxOO3boZQSPpZ/Hrcx4oVDmsW68JnmZGURYoj1pd0Ocn48CIXHkbCANBY7J6ttdtUKHOBwWOnal4bPHYqtQ5YOZthUaeNH33lGrz7v/8BfvSVa7Co0061ICuVgowW0tX/n0ZqnalC4jleo9FoNBqNRqPRzA2kVFPeC7p+VJc7cgKMf9exDNxy5QoIiRqd41SFNwyubmca3bO5Tnp32tMMJUDWoMkBj0FJaPU8y+2aCKkAZhB05ywQAnTnLFAavp5GLEqw7bJluGtvbV1oK6WZsq4n8MM3j1IYIM0AACAASURBVOEv/+Gt5LUtq3pww6YLUpuVPhFShf/FWSQZi4FHWSWP3txfU7M8tnO/++kDyXcV27kbpPH3SAmw95UPcf91G7CmN48R1wMzDNy8ZQU+27cEL737Cbqchckh02xZYnIha9wcSHSYSwnBU7ddjpLH8ZuSh7ufPoBdOzYnAv2P3vwYD964EYCCk+JDSI1Go9GMEddWjpdG1CAAD62ahRTjxO5iheOhbX3atlkzITyyOfOlggrC1949MYqHtvXBNEIb8+qgijjr+9XDA8m6yTGtGW0jI4Cos3GLx0GZi8YZ3pYBixKYZm1gYrUjTtqxKEnE/HbYb1R8gf98/cXwpAIhwPldGfzn6y9GxRepXG8qhAdD9fuAzpTujUxKqsbfWHvNlPYHTS0TzWMaTTug+7CmVWRMA5Zh1JwNpxndXk2r0PPw/MH1+ZT3go5pACQMkq3+3cd29EMBTffMHXOklrWMxP76e/a9WzfDFxIOC8vXxg51LOVub5MlnTvXGYAC4Ao1WZ9chRNhWjEIUKyMP3BYkNIDB4XQIrx6omCUpPZBM5Ho2444kYV4nMUdZ468engY+QyD6/Hkej8pVtCZtcbZuVvRhJ63GR7b0Z8cgJqUwGQUn7tkKe555gA+c9EifLZvCX5T8pG3GUbcAJ9e1wuhVCIqz9YcKRRQ9DjuffYN3PHplbhiZU9N5hKXCp1ZC9+64SI4thFldXNc17cEeZvhhbdP4Oq1vXAsQ9uaazQaTYqpFrtF3RpPKMBmDACvsZi2DQLHtHRmt6YpcT34jGkkNuaXrehBYVEnGBkvdsdBFfH6txVW5gQT72uyzMCa3o5x7cwyA6OeDxZdQ8xs2q9PFaHCNW/1foPS9Lp2MRJazIsoYllIBR9IrUAfRPZ+cYBrXLboC1etTKUFOzMoHMuoKQHGKAGbI4dUc5nTzWMaTdrRfVjTKgwC+Fw1KNGZzs6m26tpFXoenl84NoMUqqH21Ky8FaUkKXnKA5H8bi56r8KiTvCqzNLCos5EG5kLuH6o6dTfM6EAh9GG44dy2RbnAhPR3q2fAs3OQFJ6NgIgPByJs3W5VEnNNz+lKd5SAYGUNRZ44d9nuWFNqK7hPfiNrfjm9Re3dQ1v1+MoVsZs/UpVfy9WOF54+0RyvUvOySHDKHryoXtAT97CqbKPCpco+hwer7UBLAccri9wzzMH8NJ7Q7hh09JEVC589TlIJSFUrag86s2ODYhUwN1PH8C1Gxahf3k3LNOAUoAUCkNFHwRh1N+5+QyGih4e3t6HrGWgJ29huOTh4qVdoAQYKnmQae28Go1GM8+JxW5vgnmaEoAZxpjYTQlsbWOumQDOJco8DDattjGPdwzNxO5W1+2eaF/Deeh0U+1CXVjUiaMjLspcIBCh2FryePJfu4jdQDiuuVAYLvlQChgu+eBCpXb9LhFmTN/55D6su+853PnkPri+SK3LWGzvt6jTBiHAok4bt1y5Ao6Vzuz/ciDwwtsnal574e0TKKe0BJhmjHY8n9FoqtF9WNMqhAK4rF05cClTG+yn26tpFXoenl+4nkg0izjJjhDA43zC8lZZFrqbSYTBEISE7yVk4x1Zs9fbkWaOYlI1Hydz4frb42RjnpKrqrkc8+rh4dTWfDMIklrj1X8aKT2AMg0KRklNDW9GCcw2jeRxLAYW2fptWdWDis+Tv797YhT9y7sxXPISkTuQClwqnCoHMCnBPc+8CSC0WwzEWA2L23cPIBD1/ZHg7qdD8furf7ge3TkbQ0UfUigoBSzImjAoAZ8FwduxDXzmokX4k80X1Bz2+kLi4McnUfQ4DEIgVXjPunMWSp5AlhmghCZBDzv37Ne1vDUajSaFVIvdOZuBABBK1dhQFT0OglqrZqq96TQTEIvd8Xon7ktxvW6eErEbQNM+DzTfoK4/rzOsRx6NGTsq79ROYjcQXnuj9XtKtxsImgQwBykNqgy4hMdljUDvcYmAp/PgI2sa+PS6XtDo1IsSgk+v60XWTKdAr9FoNBqNRqPRaKYOjcTqRpqFM8HanzGKLDPApUoymrNW++x/zwbXEw2F7dgleK6STuV0hih6vG3swYEwQzeuuRwT10fuyJiz2LLmWAatqTnO0ppuAcAwKLIA3CgDwKAEWdOA0aaCN6UEGdOAQZDYkfNAYEGGIdvbgSwzkLUMZKO6jbEI8Oy+I7hh01I8eONGvPD2CWxZfS5MRmsszeNoqLg/OraRiN//vn8pRsoBDn58Eo5ljBtjPQZt6T11PY4/3XwBTlXGj/ffKvTiC997Dbt2bIZjh5nfpyqh9SE1xg5PpUJU2zu984NGo9HMR+rFbj8QDef7oyMusr0d8D0OLgTKQGrXTprZp1rsjt1x9n0wjCtX9SR9DUAqxG7OJUYm6PMWJU33PLHTQQyltK3E7hhKSJLRHf5/evcb7RbAXC3QA0gE+sd29KfS0lwI2bi/E6ZtzduAdjuf0Wjq0X1Y0yoqgcS9z75RU47RSfHWRrdX0yr0PDx/MAjgK4zTLGxKTqs7MEaRQejeQAhAov3jXO8/lACekDDrkj/cqHztXL3+9r+CSeJL1bgQfW8H7NluXBPsKDu3vuPZKRWRtZXI7EMju9a4T1tWOMTjv3dEh5pHDg1i/fr1ICD44ZvHoBTwuUuWYP3iBchbDG4gkgeHRQk+9bUfYudvr0n644lRryoYI8z2fuSmTVBK1jx0uBBwA4GOFh44ORZDyec19QdHXA/MMGCZYY2/jEnhehyOHWbFc6kSV4JY9A5rewvk58BEr9FoNHMBziWElPAjATIIBAKpcG6HjUdv7se+D4Zx6/dew1179yd1mXggUPaBjjkewao5M+r7VLw/eGhbH0yj1sIcwKyL3QBQ5qLhnmb1wo6kz2ctA0/ddjlKHkfF59gZCZbtls09F2i3AOZ2E+jbcY+vCdHfnabd0X1Y0yqkAp4dOJKcb71zvIhnB47gi1etmu2mNUS3V9Mq9Dw8/7AMWuO8xiiZtO7EGAUDTYJ4falgGhinY/hSzZn+EwcJeEImSamEhCXOvDk8ftK5c50BsszAki4HdzwxUCMeZ1m6D0A7M6xm4JmUpNaSM67hHdtIhzW81bgokrQghMSQ6+OuPVUBBdv70ONYbZvlPVUoAR68cSPufvoALl1xDpb15EANAsKBk+UABIBhhrYff/UvbwMIHwSOZeDh7X3YuWd/ku2dtxiGXR9/8VTtGGu1yEApgWMZ+NwlS3HPMwfwmYsWYetFi/Hlv6ttVyUIa40rhNaYcS1zkxIc/PUpPHjjxtTWg9RoNJr5BucSw66PjBnW5G6W2f29WzfjS7sHEiHSogTdjqVFPs046vtUdfZ2Z4YhqBPBC4s6Z13sBprvaZzIwafsi3Hj4uFt/wY5m6U6E3qyNLuCtF5ZuwUwt5tA3657fI3+7jTtj+7DmlaRtWhyvhX3tW/dsDG1lry6vZpWoedhzdmQZQaGfTHrOsZMQtA4SACY2+Nn3gjezbIhspaRZL2mDU8qlLwAOXvscGGk7CNnm6lscxw1MuIG6MiYSbZsWmt4u4HAXXvqLPv2hBkwrcxInk1sFtas/ub1F+OCbgenKkFid16MhIJKMFaz7+F/fQdf/p21cH2BnpyNXbdshhsdjJW5SLKqV5+bgxuI5DDYIWitrbkvcM8zYY3xR27ahN0vHq6J1tz7yof40tWrEEiFzqiNfiBgUgJGKc5xbORtBjuF40yj0WjmG7Hd9F179+Op2y5HscJhG2EZj/jv+z4YTjK7Y3FGZ7NqJqK+T00kdi/pcjB47BTWn9eJbG9HTcmXVvexifY0NiVQDcbFYzv6UytYThWJsfptQPgnJeHraYQrIF8XwGxQAq4Aa7Yb1wCTEjxy0yaMuAEu6Hbw0bCLLseEmVKBvswFBj4YxiM3bUJn1sSpcoCX3v0EV61dmMr9smaMdjyf0Wiq0X1Y0ypcX+D7r9dmIH//9SP4wlUr0ZFJX1/T7dW0Cj0Pa86Gud5/ZJzkRwBRtXdmJHRjnsvXP28E7ywzUFjUCS7HjA4KizphpVjYzNkMl3z9xzVtZpTg0ANbZ7FVE5NhFD15qyZbNq20m2XfTGAYFB02gxFlOBuEIMsMfDgUHm55SsGoygaKbb4d2wAUkLcZpFR4eHtfklX9i1+NYFGnDQXU1ArPKrTsULj6u+3IsHHRmn970yb4QmLEDZAzDVBCwCXg2AZcj6O3w4bNWlt7XKPRaDTjWb16bVJb+f7rNiAIBAgBTNOAJzh+cug4Hn3+fTy0rQ93fHol8hmWRKVqsVvTDM5lslaoFrVNAw3F7jir2zINBB6HFAq5qASMYxC4voBjGqAtWPdOtKfxRa3se9nKHoCE6yIp5kaRIQJAKCSOUkqFLlNpDbDNWAb+49/vx53/bg3W9Obxq5EKHvnv7+Cv/rRvtpvWEGZQWArozoX7ue6cBUZJauthZ00D/cu7ceeT+2ozE8z2z0yY62SZgfXndSKI5jJCgPXndYKl1B1Oo6lH92FNq3AsA9svW4aSLwCEiSvbL1sGx0rns64d23vLlSugEI7jRZ02brlyRWrbqxlDz8PzBymnfy+bZQZWnpuHUAoljyOfYVjT2zEnMpwBwPVDp2het3fm0d45bdcvpYIbCBQKn0LR42d1vjJvlD0hG8f9CynBkM6JsORx/PX2PmxZfW5NxHpaMzQIgJMeH2cR3pVSAdn1REPLvvlWt9kwKDoMCs5lmCVjEPTkrfAgVQEvvHMCjBJcuqIbD964EYBCscLhcYmenAVKCXpyNko+xz3PHMCuHf0QKvxdLlWt6I3WiN4nS5Xkuy15Y9neQJjJb1ACoVR4mEeBUrm23z68vQ8Zs90rVmg0Gk17w7nESIN1RU/OSsTICxcvwB3XrEyyu0se1xbmmgmJHQNUEK779n0wjAvPX4CjIy7WRNnbjcTuagtzSgmGSj527nm9au1wSbIumkmklBBKjbNhX5BhDV+/YmVPavcOZwIBUPTbZ79R8jiOnfJw7bd/kry2ZVV6vxMhmuyZhUyl6F0OQqeGGseuvfPLsatdkVLiVNOzA/3dadKP7sOaVuEFEqSuSxEavu7Y6etr7dbegEt4Qo4byzaXMLStearR8/D8IRZvpxNfyKieNU2CyZUae73dk+AcmyEIRNN/T9P1S6mm9Xylvb+5KeILieGSD6WA4ZI/LgsibRgQ+J1CL4zoizUowe8UelMbaeJJlViEc6kSi3BvBqJwpoO4fvWWVT1glGDLqp55XbeZMZrUf8zZDIwSWAbF+sULMPiNrfjm9RcjbzMIqZCzDezc8zpcX6DocQDVWdUEBiHIMIpsneDApQTnMz/uiiNDeHj7Jdiyqgf5qF33/9GF2P+138N73/wDKAAmpRgu+Sj7cly/3blnP1y/+UNBo9FoNDNPhYuG6wrXFzVi5Kbl3Xj18DDyGaYzuzWnJXYM2PfhMB7a1odHf/I+3vr4JDac1zkpsZsxCtfn2Lnn9bq1w+twJ9hQTgecy5oIbSDM7j464sKPMtNLHkfGIMnrgVSp3TucCe223zCjGt7V+42HtvWl2gWrndCOXe2L32Qs+ykdyxpNPboPa1qJaVB0OSYIQVhqJOVCTDu1N2gylgM9llOPnofnD47NYDTJ3G/2+umQCrANClZXLosRgKdcM5wMricw0UiIr78Rrb5+1xfTer4yb3aCQgFFj+PeZ99IIgUevHEjLCON1dNCGGUNbQeYlEhjrEK7HThQgpr61R8Nu8jbbN4K3sBYtjcAEIQ34pzcmEW9zwWeevlD7LhyBV49PAzHMvD5//IzPLy9D1mT4dIV3cgwijIXsCLx3KYEQSCSQ1gCCfCZzfQujo5iyflL8NiOfri+SJwS4vryXCqAAst6HABo2G8d24CUqiX2pBqNRqMZg3MJKSWcCdYV9WJkXLc7jRmTmvQQW5kXKxyPPv8+7rhmJR69uR+OaaDMBSqTELs5b943Z9r6sJlj1frzOmGZBnggwIVA2Qe6Mix5nZK5s5Zpt/0GoxSOZdTUmGaUpNpqUSoFGW1Aw/9HTYmjNFHyOHb+9hpce9HipO7mj978WD8P2oCm82hKx7JGU4/uw5pWQQng8QYZyCnMlgbar73ttrbUjKHn4fmD6wlwKfH+J0WsXtiRvD547BTW9HacUc1pxw73zwBgU1LjUGvPAS2AEsATEmaDfSczKEyTTJgB3iqkVHBsY1rPV9L5tJkBpALeODKCR27ahEMPbMUjN23CG0dGkOagH4XGWelpbXLJ47h0RXfNa/EBdBoxGQUBaqIOSfS6JpwYAynhBQKf3/UzXPL1H+PLf7cf2y5bhu+/fhSXruhG0eNJRjQlwPdu3Rz20bogDQD4yaHjuH33AE5WeNMD22ltPyXRxKjw6XW9ScDLky8fBsGY3XqzfluscLg+R9HjM1IrpB4pFTyfY7QSgAuJ0UoAqRRGKwEqPm9JZrxGo9HMNrHY7UmFD4fcpvNztRhZrPCkbrdG04zYyjzO4I6zu72A12R9TyR2A2GGeLO+OdPuMGH96lrb8qLHQRCuw7kCciaDaYSZ0EG01plLtNt+Q0oJi5Iaxy6LEsgWrIXPBIUwwv7OJ/dh3X3P4c4n98H1J84OmE2yzMCXrl6FxQsyIARYvCCDL129Sj8P2oB2G8saTT26D2taRbtlILdbe/VYbl/0dzd/oFEW9pIuB3c8MYB19z2HO54YwJIuB455Zut+t6qfNEo4nalzeM5rz/xn6nMsg0KpUPSuzmC3DArDoDXXP5u4PkexMr1jORXKXqFQuLxQKPz3utf+rFAovFT199sKhcJrhULh5UKh8D9M9TMyJm1oD54xU3ELGiIU4DCKnvxYhq3DKEQ61whwLAPfuqHWIvxbN2yc8WyXM8X1BR5/8TCOnfKgFHDslIfHXzysrawjbBZOjCajeGxHPw49sBWP7ejHidEKfvSLY/jWDRuRs8Pv9jMXLYJQCqZpQCgFodS40gGblnUndfVaZS/j+gL/10/fh1TA3U+Hdbxv2LQUFqNglCBns6b9NmcbcGyG2x5/DUMlD64/NeG7WsCOH2J+g79zLuF6HJVA4GSF46dvn4DPa4MGpAqtfbXordFo5jLVYnfOZvj2vxwaNz8/vL0PnxQrNWKkbRBdt1szIbHYXS9qP37rZmSs0Ao/CAS2rOzBggzDmt6q/kUJytEzOM4Qb9Y3z3SzPdlrmMjO3CAkjOKWCswwkLMZcjabc8Jfu+032o1AKgx8MFwTJD7wwXBqD6mFlA0y0lVLgms1Z4cey5p2R/dhTatotwzkdmuvHsvti/7u5g+xeFuvUXQ71hnXmnYsBk+qpoG9M7Gf4Fyi6PMkCS9nM5S5wOrVa6f9s8pc4P1PijAISVzu3jk+ijIPdS/Hmvk5mXOJSp0WIurs0h2bIWdP71ie9adNoVD4nwHcDKBU9VofgP+AMJEBhULhPAA7AWwGkAHw00Kh8OPBwUFvsp8jhYQvFUS0WRdSwQdgQQIprSXCCOByiRE3gGMxDBV9dDkmnJQe6Lq+wPdfP4L7r9uQWMp9//Uj+MJVK9GRSV+bs8zAtsuW4a69VTY7OkMswTAo8jZDMZqARyscXAh8avEC3H/dBgyVKjgnZ+K9b/5BmFUkQ5E77qdPvnwYP3zzWFI6IJ8Jp5tWLnTj77jaGoNRglMVnnzvr3/t9xr22x1XrgCjNMlgf3h7H0oen9TDVEqFShDWN48/J7ZVV0CtTQokSj6HzQzctXc/vnvr5pr2xf2yM8OSh5JGo9HMNerF7mKF49gpD//nPw8m8/NHwy5yFoPNjIaZtxpNM2Kxu9rK/IpVPfCi+tZ+1aar6PFxGd5cCAz7AlnLADia9s2ZLIMipKxZV8Trg9i2/Ocf/QZrejuSNVYcDT3XbJ3bbb8BtNd+LmsauHrtwrD8T8TVaxciM4PBHGdDnJHeaN2sSTftOJY1mmp0H9a0CtcTuHRFmEASc+mKbrieSM7Z0kS7tbfsy4Zj+YtXrUJej+VUo+fh+UMs3q5e2JHs6989MXrGduZA6Aybs1lLbb39KNvaDyT+om7/0hNlXk8XFiVJRnz151jRmUV8dtHojGHBNMzVnEtUuAAlpCapz+MSNpBca2xXP51jOQ1PmncBXA/gCQAoFAo9AP4PAF8BsCv6mcsA/H+RwO0VCoV3AGwE8OpkP0Qi/KLjrXtiJzc91zAjcAUwg6A7qqHcnbNAafh6GiuPW5Q0FJCtGTz8OxvKXODoiItHb+6vsYbMWsYZT5ZzBSkV3EAACrjzyX24dsMi/MHFi8eJt0NFPzm86+2wUfQ4lvU4KHocf7r5AvzlP7yFu58+gF07NqNYCQ9eW1lntSIkBj4YxlVrFyZttkwDtlD4mz/rQ5djI+CiYb8N7T7CGePVw8Poydv4/K6f4bEd/cgR0vBQe+y+hfUO79q7P1nkX712ISglEJGYU/I4TErATAOZ6MA9FuVt08BTt12OkseTuulfuGplaiNiNRqN5mzgXELIMDCxevPy0LY+3LV3P/7w4ReSuZkSaLFbMyWq63bH/eroiAsCJNnb1VnTR0dcFBZ1hqVdos3vAsdGEAiYpgE/EA37ptGC5W4mWh8UKxz7PhjGXXv347Ed/Qg8ngjfsdBtUwKa4jrRZ0q77Td45NhlVDl22ZSkdj/HhWwoIDNKwFIYJB5IVbPejt2kHtvRj8wst00zMe02ljWaenQf1rQKSoAHb9yIu58+kPS1B2/ciLR2tXZs7/X9S9umvZox9Dw8fzideHumlDzesv4iZagVKIXmetQ077fyNqv5HFZ3rb5UjdvS2wH7LD+7zAVMSkABiCpLdUbCPWcseMd29Y3G8pk66BGlZt+erFAorACwF8C/BfAMgHsBlAHsHRwcvKJQKNwE4OLBwcF7op/fDWD34ODgv1S/z8DAgHIcp+FnxNYAXpXYFBegf/fdt2fiss6aVavX4mSDTM8FGYb3UtTmSqWCTCaDVavXQqiwNnL1QDIIUtHeuJ0x6woFHP1NBfc8M7ao+dYNG7HknAwODQ42fI/169fP6Cw4UR+eTurvRTX5jg5YHT34yt//HN+5ZTOGXR93P30An7loET7btwSdWRMVXySvVwvgI26AC7odnKoEiWX4qXKAvM3w03dO4NHn38dD2/pgw8evjh6d8esrfOpTeOKlw/jjS5YmfdIxDRwZKaPLMfGD/Udxw6al44RoLhUIgO+/fhT3/+Nb2LKqB7t2bEbf1/8Zhx7YimLZx9EP3gMAnL9kCaiVhWMZGC752LlnP5667XIAwLr7nksyZH759Wshq8ZHyePImgbcQODd46NY0uWg27FC21Sp0Jkx8dGwm9SWz2cYXF/gnYNvNv3uJkNa+/BEfTJt6LbODJNp60z3X0D34VazevVajFQ4MqZRs8BuVEfZIEDGGlvDpWn9Ntl7mqY+nKZ+cCZMpv3xM1op4N0Toygs6gw3WNH2Ryg1LpjMDwSq3ZspQY2d8zvHw/epX+8Gnjvltc1kv4PzlyyBaTvjPvOVw0O4Zl0vTroemBFuBuP9Tbky9fZMhtnuw2nfb9SzevVaKCAJ6IkPVQjStwetVCpYs/4ifPen7+PaixYn0fU/evNjfOGqlTjy/juz3UQAteOm8KlP1ay3gdDN6dADWzH4y182/P3Z7sNpmXtnux1pHMuzfU+qmagtug+nox26D09MmvtwTJru10QsX7UWbsBRrAhc0O3go2EX+YwBx2T44L10rSWA+dHe2TxXS1O/ne226Hl4YmZzHp7uM4mZ+q5XrV4DgLSkHy1ZsRr5jAkpFHwhx32eZVC8/XZjPWqq5Ds60Nt73mmva+3aAoo+hwISHSdOLjmbtlywfDmcbBY8SiCYSI9dtXotylyOa8Ppzvwm6sNpSxfsB7AWwCMIrcsvLBQK3wbwrwA6qn6uA8BIozdYv359wzf2fd6wAD0jzX9nthmtBE0j1tPU5oMHD2L9+vXw/OaF5NPQ3ridMaOVAPc8c6Dm/t7zzIFZv7+t+Oz6e1FN0eO47fHX8NJ7Q7AiW/NvXn9xsvADAEZpUhMbCLOXR8oB7n32jUQYHyr6yDIDNMqG7l/eje/e2gNGKRjLYEFn54xeX6HwKfiBwGf7lmC45CNnMwilUOaiJgt976sf4XOXLBlnNX5itIJv/NNBbFnVgwdv3AhAjdkwZS2sX78enEsMuz7u2j2Ab2/rw1ei8ep6AlKFP3/thkX43CVLkqyruL55bGn50rufoH95N46OuMhaRvL5v/z4JL7xT7/EgzduRFfWhOsLZJmBTCaTivE0EWfSvon6ZNrQbZ0Z0tRW3YdbR7zWibNWm4ndNiWoCFWT2Z2WawDSdU+ByfXhtLV5qpyu/dV1u4dGK9hwXie4Cjdb8X4g7l/V8b+EhPsEyyCQCjhVCS3O/80F58APBJZ0ORg8dgqrF3YkP88I4HR2TnltM9nvwPc5vKqNajxOrljZEwXQMVimAR4IUErBGIVlTb09aaLZfUn7fqMe3+cNA5i7Mix17T148CAcy8AXr1oJqcK+vXhBBl+8aiWylpGa9laPm9FK0NA2teTxWW9vs89Py9w72+1I41ie7XtSTRraovvwxOg+PDFpaMvpPj8NbZwMrpe+vjYRur3TQ9rnYGD226Ln4YmZ7bZM55kE53Jc7WcAMOjZnwt5PocvZKILxGcEjJBpvX9SKbiR22sjhJTT9nnFSjDhv8ef43ochAAWpUkAsVKh9fq6dYUztlgfrQTJOd7p9FjP57CM8PNjZz4WuXSf6f1IlS/Z4ODgK4ODgxsGBwf/HYBtAN4aHBz8CoBXAFxdKBQyhUJhAYD1AN6cyns3y2Of/fz25uRsllgcx7Sy/vFcR9/fxjjWmLV2XCOj2lb//U+KNTWxQ0gigN+waSmKHsfBj0+i6HMMl/xE4JUqfE+pFEYrQcOH1XSQ7+jALsj/SAAAIABJREFUUMmDVKGAf++zb+DJlw/DNujYobZCksH1g/1Ha6KIDEJACcXgN7bim9dfjLzN8MLbJxLh2/UEpAzF8zgoZWGHndwTSgBKge/euhk39C9FZ9asyRx/8uXDuPfZN1D0OK5euxB37d2f1CGRIjyIX3/+Avztzf1448gIgLBt2rpXo9HMJWKr6VcPD59W7GZRBri2MddMBs4lfCFhUQIeCORsE55UySYqn2GJeMyFCO2ao//ifw+inz864mLDeZ0oeRwHf30KeZsl/bNYidYMM2gdzrms2SQCQGFRJ46OuGEbhUAgw2AQy9JrhbThVVluc6mSAGZPpnMXyrkEJbWHMJQQcJ7OQmAmJXhoWx+2rOoBowRbVvXgoW19TQ+SNBqNRqPRaDQaTXtR5gKDx07VvDZ47BTK/Ozrb4so0LdaM4iF2enULVxPtMw+3bEZjCZnFNWvSxVedyP4WVx7zmawI9HaFxJCqSSYQLTAbbwtTkQGBwd/DeBhAC8gzPa+b3BwsDLV9yl6HHc8MYB19z2HO54YQHGCKK40UPI4Ll3RXfNaHLGuOXv0/R2PjA5M4/tiVtXIiMfNki4Hbt29qxXAQ/H76rULE7G58NXnQgHc47h9d/het+8ewFDJnxHRe0H3Quzcsx9SAW8cGcEjN23CzVtWQCiVZFgPl3z4QmLbpRfgh28eg0kJhooebt89AKEUevJjIn/eYli/eAHyUZY4JUAlEDVBE64nkntCCUBBcKpSe70BlyAEuGHTUrz03hDufvoAAIJXDw8nws6w6yf3+8+fGED/8m5kTArXP/uHuEaj0aQBziV8n6PMBYqV8Hmy74PhCcXuksfDKFst5mlOA+cSUoZrCxFldFcL3cUKT/5798QoAgF4PLTMN0i4PixWePLz68/rhCdVsiaq3mjH2d0z2S+lDDeI1dndxahmd85mMGjoDpNlZ1bfSjOztGOAbTvtmU1GYTOKR27ahEMPbMUjN22CzShM/azQaDQajUaj0WjaHilVTQ3van1iOgTkWPRttAc6G9G3HkqAcvR+M73fcj2Bos9PGyTg2AamW4KPtSWFsWCCgMsafWSkwmcsCRJIiaX54ODgYQBXTPTa4ODgLgC7zvQzZrII+0xhRxHr9RZ4dkoj1g2DQjSI/j9T+4OZxrEMfOuGjeNqeDvW/D0wdH1ec1/+/rWPcGP/BTXjJq4r8fD2PuzcE/bNoaKX2AmOid+kxvZ8y+pzsfvFw/jurZsBhPUw44xqB9PbT/JZC68eHkbGpElt8bzFoBSwIGtitBJmoF+8tAuWYeFvb9qEQCrs3BNm4ORsBqUUKr4AIQA1CHryVmjvocKHlC/GggPCa1R48MaNuPvpAxitBMhYDHtf+RD3X7cBq8/NwQ3EmC1KNIZfPTwMxzaSQAubEnw3+p01vXmMRDU5KSVQSs3ow0Cj0WhaQSxGxjV8fnLoeLLWuePTK7FpWXcyV5pVYrdFSdMIVY0mhnMJISX8OttyAChWwk1kXMsbQE2QhRn1tSwz4AuZWJ3bBkn66mUremqyuxmdnezuwWOnkO3tQFBludaRMWesHWnCoLSpnV0aqV0rhsTrvjR+Z+22Z3Z9gRff/QRbVp+bvPbiu5/gqrUL0ZFJZ5/QhLTbWNZo6tF9WNMqbJOi5NW+pmT4ehrR7dW0Cj0Pzw9cnyPDDORtNk6fmI7v2rHDc4DODMNjO/oTrcKkBL5U07YHsgwKX8iW7LcoCYXmOEigWld0zDHdayKL9TPF9XmS3S2js4yG12sZyBEyI+N43swAWWYkh1sxhUWdqc+G6IoG26EHtuKxHf3oyqQiRqEhlUDi+UPHIaNTOakUnj90HJUgnSKd6wt8//UjuP+6DRj8xlbcf90GfP/1I/M6k9axWc19uemKFSgHPLH+JwSwWVgbsidnY9ctm3Hoga3I2QwPbw/tBE+MhuJ3hlE8enM/3nlgK964//fRmTXxhatWJp81VByzOh/1pjeyJ8629rissVePLTQ6MgxXrV0InwtIBRiRhWl1tvZoheO/vPAefC6S2t6UEGQYhVVlrRvbKD6z70hS77w7n4FjGfjcJUvx3onRhtbuP//L38ehB7ai5HHs2tEPgwCUUtz6b1di7aI8ilFNzt+Uau/Tub2903afNBqNptWIKrG7WOF49Pn38davTuLRm/txzbpwfgsCgYEPhmFFAqQdbWR0drdmIuKa3X4D2/J4U8WqsrQpARZkGNb0jjkKxJb5lkFDd4Fok1vywr76yvtDNZ9pzHJ2d5aNifTzhZm0s5sJqteK1Zbbaf3O2m3PnDUN9C/vxp1P7sO6+57DnU/uQ//ybmTNdLZXM0a7jWWNph7dhzWtouxL7HnlQ3hRgpHHw7+X/XSeter2alqFnofnB47NZvS7LlYCZJkBitDpNtYAAqmmdQ8Ul41txX7LIKHQbDI6TlesTjh0rOnXGZ3IyUwhDCbIW6zp9bqR8+N0f7fpVU+nGSEbP6iElGAp1v1PejzJor10RTce3t6HBSm1wKMEuHhpF+58cl/S3gdv3IiUJqQjaxrYdtmycRn08/mAxPUETEoa3peMQUAwlolNKUE+6ouOxZBhBnbdshlZk+I7t2zGsOtj4INhfHpdb00NDKnCYIjfuB5+96+eT/qJZVA405DlLWVoOf7gjRuhFHD30wewa0d/klUdVNVMPK8zC4tRUEoSkTzO1iYE2HbZMnz572rvQ96ywhreSWCHTCLA/EAkVuglT+CeZ8LPHikHOPjxSXQ5Jpb1OCh5HDKyVh8q+uhyTAyXPHTnbIy4AXJ2KHR3OSakkhitBFjW46DocXR0LDjre6TRaDSzAecyESNj8W7MyWYgmWeFBDYtG3O+oFrs1pyGWOzOMgPUIEk2NzCW0R0L3evP60S2tyMJqKgWjeN+Fv5JAZ8jY4XP90Z91TZmbk3O+VhwSMnjsAwyLrsbwLyra19tZ1e9PmtVPbSpUuaiZq0YlmcIUOYCHSn83tptz1wORFIjHUBSI/2xHf3oSKnLmCak3cayRlOP7sOaVkEJcH3/Utz99IG2OGvV7dW0Cj0Pzw9irWKmvuuTQ8eR6T0PvlSghNRoGL4IS5NOhytt3F+FlPCFhAKSutYlj0dl2aZv/2IZNCntFmfE11fPptH9YwQQ0a2My7adaaXtsFZ5eCUTZZALKeHYDEEgpv27TadyqgEQWsrFFstAuIHfuWc/du3ohzXLbWuEQZBkuF7Q7eCjYRd5m8FI6XOmHGWQPXLTJnRmTZwqB3gptsCbpwcklACekA1tQsLInOZTRrUATomExSiuvWgxSh6vqZvd5ZjIMIrVCzvApUpqWe/asfmM2iylghsIOJYRZucrhRfePoEtq89N7NUtSpJDY7/CIYVKhGaDAJUAqLYkf2bfEXy2b0kSCRUfUGaZAcOgoFwCUZ1uSihOjFYAZMIIMI+DB2EU0lO3XY6Sx+FzkVird2TM5LOffPkwfvjmMTx440ac15nFsOvj3mffSCb479y6GQs7MsnnC6lQkQqmIVNbKkCj0WgaEVuZV4vdsZ10/LxJbKNEmNEqhcLbbw9i/fr1s918TYqpFrvLXEAF423L64XuwOPwA1HzfG8kGntSwfM43jkevl/92mimlrjxNdWPl7wd1hS3TANSKFCDgJKULrRnkEbr1LRiUwI7a8GrCrjszqZxJ9eetGONdM0Y7TSWNZpG6D6saRUZk9actWZSbret26tpFXoenvtMpFWwaTgbL46OouvcRTApgWyg8nIxPWfwBqXI2yypa23RUJAGQnGdK8CYxs+arE04AeDyMQE+PiM505LK1b92urMK1xNgdPrHsZ7BU4zTZAM/keg421gGRXcuzHDtzlmwUizKOZaBDed31VjgbTi/a97W8I4zo5UKHySkKrIHBOBSwfVObychhESFS4y4AaRQSd3sxFrc45BqrKYmMFbL+kzaPFTycdvjr2Hdfc/htsdfg2Mz/E979uP7rx9FyeP46+19cLlMLNSFUihzgWU9ThLJREn4ehywcdMVK6AAsMjqvORxEISRXZxL2IyCCwWhFBZkGBZ2ZJCNM8VMI/m8+PpXnJuHQQkOfnwSha8+h3uffQNFj+OGTUsTwV9G2egvvTcELhWu3bAIxQrH7bsHsO6+53D77gEEPPxeYqsljUajaQc4DyNYvcgaulrsjushlzwOLkQidpc8Pq+yVjVnRr3YnbMZ9n043NC23IocfIZGK1AKsEwDxUpYH76RXRbnYYBGHE1ebbMVRz3P1DX5Qo6r2310xAWXCkE0jspRyRVN+hmpW8+NVPT3Nl3ENdKriWukazQajUaj0Wg0mvbGaKJVsGnKvAbCINqZDpWIrbulAmyDouhx3PFEuEe844kBFD0OPk3lXqdiE84jAd42aE12O1c4o/KzlkHhRrqFUM3zxAnGghkacTbBDPokMcXEFsvVXLqie1Kio+b06BreIVIqFD0O1xewTAMOozVCL5cKPg9rSE4mwKa+bvZwKRR+CYBrL1qMzowJSlBjNxr266kfTLmBwM49ryci8UvvDSXj5v5/fAv3/T9v4rcKvaCUJJbgtkET8Xu46KPMZSL0KyCxJGeU4MRoBb8aKYMAuG33ALgMxXLDoOiIAk9M04BUwMmyD8diTeuG5+ywbvgP/scrE5Eb0eM0FvyrA1w+d8mSJPPx0ANb8ejN/Tg64ia28BqNRtMOxIJkbKUUi4f1YrdNCS594F9railrNKcjFrmrs6HjuvCrF4YitycULErw849+g7IvsHPvz7Hpf/sxPr/rZ6gEAkKhYX+LBeWDvz6FvM2S/lqscBiEQCLcBPJpDkKbqG53PsOQsxksSmBTosdJG+BJlVhux2vVu/bur8n41pw5jtm4Rrozj0tUaTQajUaj0Wg0cwnLoDAISfb8Bhlvz302tCJYNrY0d2wDgVQNz/z9adojVtv9x4L6ki6noU14LMA34kwE+LhWeUWoCV23fKlmLJghvanCmqQOcbvUETEMCtHg0C+t1svNalU3qy0wFwkzpD3s3LMfT33p8iiYQsGgpMbGgstQDbYnkW0XZyrX164ecYPk8MkyDfiS4z9ddyF++OYxPLw9rJ1e9DgyBg3rWUhVk7HVyHLUsYxxLgjxuHnjyAiuXLMw/KzIxjyui33w45N19cNDkZti7OHpmAYoCe1G/u+BI3j18HCSlS6kRJlLOKYB1+PwovqBrx4exv6v/T7ufvoAvnvrZgRVtTJiG/Ul5zi4/48uxDf+6WCS1R5noozVEAfyFsPKc/MYLvnI2QxCKazp7RizN58mmxONRqOZKeJM1XiRW6qyhq4WD1lUpzueC+dbTWLNmbFy1WowwwAPaq2/m9WFb2Sh36xGfJzdHdeTGjx2CqsXdgAY24BVhAKjJKx5zDHhemWycC7BFcZld8d1u/0KD6OvdW37tkFbbs8shkHRk7NqShA5pqHXyBqNRqPRaDQajWZSZJkR7usbQACMVoKz2uvLSMjOV71HYVFnYmkOhPv+6XBKjgPyJ2sT7tgGgmD6kj+rxfZXDw/jF/f/fsOa5fF5y2RqjU8VvdNOMaxJTeyZslA8W8qBwE+j2skAIJXC84dOpLYmtlSAbdKaGt6EzK/sWdfnSZ34oscTa2/O1bjaDXH96tMxlqlMEuHXlwrLepzwEMoKrb8ZIfjjS5bi85cthy8khl0fR37jorCoE0WPI28b4HUPGz+KLIofLPUi8f1/dCGEUji/K4sFWRNcjtUOl5HQffHSLly9dmFN/fDHb90MXwG/cf1ElKcGQU/egkkJ7v/Ht7BlVU+SlV4OBL6ydz8e3t6HPT/7EH9+zarkoA0APnPRIlT4+MlcqjD7+9/3L8WPfnEMJ0a9MBNlex8sSvDw9j7s3BMK574If/beZ9/AZy5ahBv7L6ip7eFxCRvpDSjRaDTzmzizW6kxR4+MQZqKh24g8NC2Pi12ayYF5xKUUPgizIauTFAX3qYEIxXe0FWgmWhc5gLgABdiXHZ3HKABMbYplHXrFSklOMeU+nJc574+u3tJl5PU7a744YZwPo+RZtuglG6Pxq1VgbFAx46MOYsta45UCjKKugj/HzDmYa14zczSbmNZo6lH92FNq6AEYJQCGFt7MkpTmwyl26tpFXoenvvIFok0jFEIX4IRQNRlGo9v09T3+q7PkwRLSkhTcV1ICXaWhtxlLhpmcjdtm8enPfmzWmyv+KJhzfKJ6oSfbWvm1WlJI2/8NEMphcNoYrHck7fgMBoesqWQLDPQv7y7piZ2//Lu1NotxjbWI25Q8+d8WtRU14nP2QZEJBDX16+2KZn0RO5GB3uObSTCLwHgR9FClBJQQlDyw4PcYddHKRLeVy/sAI9sPeqfaSYloa26QeB6HMVKAMcy8K0bNmLLqh78p+suxB9cvHhczesnXz6c1My+eu3CGitxIMyyYaaBvMXQk7dADQJCwvYKqfD3r32U2CMySrDvw2Es7LDx0ntD2LlnP7541cpkTJZ9ATeqzU0IEHBZ0568beKNIyMACB7a3odz8xYeuWkTHNMAMyh6cjZ23bIZhx7YWlPTe/vmC5ID8JIX2qT7Qk5bbQ+NRqOZTmKxO2cz5DNhTWVGCbgCuqJ6ytWiowJgGwTdjjWvhTzN5IiFYU+qJBI4rttdL2pnmYEX3x9qaEk+UYZ0zmYwCBAIwON8nL3Wp772w9PuJepF8NNdk5CyptZzbDt2dMRN6nbPd7EbCPdHjGDcd5Lm/VEjy+207o8UwrJP1fs51xfTahk4nQghMVTya9bbQyX/jOrNaVpLu41ljaYe3Yc1rYLRsOxgl2OCEKDLMcEoiUTa9KHbq2kVeh6e+7g+h9Hk+2z2+plCALhcwoxcb+P9WvVrOZvBk2pKe30g1F/i9ooZFvFzVZ9VT6PXHStM3psO3VRKNe4zmtUsd6zw/s7EGJ43Gd5+lTd+ddZEtrcD9mw3rgkVLlD0AuTssej/4bKPvG0in8LDrnLU3mpLuROjFWQtAx0pbK9lGvj71z7CZ/uWJIuaH+w/ipu3rJjtprWMuN71S+8NYbTCsfvFw/j8FctgMQM5m2G0Ekb5sCnUwXMshoe392Go6OGGTUsBAjBCEnvvuC7Gzj378ejN/bjjiQE8ddvlNZbhqxd2wKQEJyscd+3dj89ctAhbL1qMu/bux6JOG//L1vX4+KSLNb0dSR325d1ZeELhqdsuR8nj8LnAUy9/iB1XrsBf/sNbkc365qRedkxcPzyfMeGQ2qz2DKO4ecsKXL9pKaxIlHn0+fexeXkPgLj2NsMnox6OjrhYeo6Dc7JWmN2tFPa+8iHuv24DVp+bgxsI5DNhHe+MSQHCQAiBQQmyVdaL+ShLPM6Uv/+PLsRIdB+qrfdtk0Kk9fRRo9HMW2IxMrYjAsJ5Ewq4YlXPONFEIdxYWNa8WZJqzoJYGPblWD2ouG73HdesxKbl3ck63zYI3EAk/W/T8u7kfQwSrlsbrU/jgI3bdw/gO7f0QyjUBABWhMKhB7bW7CXKvhj3nO7KMHAuTytQx59nUYKMaeCp2y5HscKx74Nh3LU3XCvlbAYp1LwXu4Hwe3vn+GjiEqEU8Itfn8Ka3o5U7jfKXMA0ULM/4kI07X+zTVBVcxxAUnP8sR39yMxy2xrhBqLxHt8yUukwphmjzMW4bBIJwEvp2NBo6tF9WNMq6tc+lBC8fXw01Wsf3V5NK9Dz8NzHifZP1WMUAAaPTf/+jysgwyhkVGKszAUMQpBhFKcanMt3T6HEmOsJcCnx/ifF5DqK3vj3XJA5u3MxKRVKPoeQquazgOb3jFIybbqp63MooOb7cuzQ6bf+/V1f4Ls/fR9/fs2qce9ztuce8+Z0McuMGv/4uCOlNboeCAd139d/XOPnzyjBoQe2zmKrmmNTgrxt4vbdtfe4mT3BbON6Aj988xj+8h/eSl7bsqoHN2y6IBFe5zrVdeJ/sP8otl22DF/+u9rJ9sUPhnH12t5J3xNKCXpyNipcQMrwULna3js+oI4F7lcPDyfCeyyOxJlZd+3dj2s3LML1m5YiF9lhUALctnsAj97cj5++fQJfvGolpIrqgouxWtldjolbrlyRtDsWui9d0Y2hogdGCS5d0Y2Ht/cl0UyGQeEA+GTUG/fQIZaBt4+P4sEbNwKRZBOK5SI5kL7jiQE8tqM/ilKi+NwlS/GLX43gHMcc936OZWC0EsCktKEteZwp/yebL0AgGwv588l+X6PRpJ/qzFvPCxfIhUWdSU3lL+0eGLf+ItAR2JrJU+ahW0x1QMVEdbttxhr+G6Os6R6gzAVsSvDQtj78h8fr1rQZ1nAvoRTGCdWP7egH5MSHLecvWQJfyMjFpvbfLlvZA5CxNVFa7a9bTX1NsPh7mIptWyuxKUHZB/7iqdr25sx0trfdao634x5fExKXm2gULKTRtAO6D2tahdlk7TPdFrTThW6vplXoeXju43qi6Rid7v1fWMZp7O85m8H1BIRqIgZPIcGTRlnM8XU8tqN/RhJzXT8M0veBhvfMaZLQOF01xZ2oLnf1Z79y3++i02bj2vP4rZux7bJluOV7r407czlbZmQGKBQKawGsAfAGgKODg4OzLsuU+QTR3ymN+qnOvo2JBbY0CrIKoVVpdQZDbFWaRqrF3nhgPXjjxnllaW4zWlMn/lRlLEP/VDnAS+9+gouXdk35nlBK4FgMUqmkVgMUwCNLTgKSCNyXrugGoPDgjRsTcSQWxj9z0SJ8tm9J8nvV4nU+w7Cs24ECaqy+iz5PanV3ZU2UvPBwPBa6H97eh5zNcOiBrXB9Acc0QKsu0DAouh2rph+bkZ3ROY6NvM3wzL4j2LKqJ+kv1eJ9/DtKAfc8cwCP3LQJu188jPuv24A1vXm8c7yIoyNhdnpHxgzbLeQ40duxGHbt6IcvJEbcAHmbYajoo7fDxheuWpl8TqPf1Wg0mlZTLXbnbAY/WuQOHjuF9ed1jptTY1FxIltpjaYaziWyzAA1SLKOLyzqnLBu9+Gh8f3PogTGaezM/UA0XdM22ktUEwvVkxEIsxkHnlShE06D2t1XrOypsVPThFTXBIvrqqcVb4JoeWu2G9eAksex87fX4NqLFifr1h+9+XFqgy7KXGDgg2E8ctMmdGbNZP9y1dqFqd3ja0La7exAo6lH92FNq5AKsE1a86wjBKlNgNDt1bQKPQ/PfSgBPCEb7v/YNJ+FO7aBICrHCowl7UmhzkoM5lzCIICvAJNRPLajf9oE5vHXwMADAUYJOhuMjWb6wXTVFHc9AYvW7tfLvhinywaBmNHxO+2qaaFQ+DKAPwbQDeBxhML3l6f7c6bKTHWkmaTdBFnDoPC5hIpusVKhHYSV0sMGSlAj9n407CJvs9Te35nAMCg6bAaDhnWrGSUwCMGHQy4u6HawfvEC5KM6llKqGmF4MrgeBxC+p0B4oCsVYFAkAvdD2/rwwtsnsGX1ueDChmVQSClRimphi7ioOMK62lyG4rUXCCzsyIx3FDAprl67ELftHsCuHZuRtw1sWdUTCt0Wq6l/mW9wGM25xLDrJxGCf729D1etXQjLJOjJW+BS4aYrVuDT63qT/lIt3rueqMli78gwfO6SpbjnmQPJ+/1WoRdBNBeZNLRczUX1QJzI3jyudV70Ahz8+CS6HBPLepzQCjOqtT5U9CEcM/wOUzyXaTSauQ3nEr6QEGqsdMU7x0MxcvXCjtCBo8JR8QUqPkeuIwMaCC12ayZNtZW5CpAIwnFARba3o2aTNFLhMA1gTW/Y/wIvdIABMKHYHduLx/23fk1bX19qw3mdoJQmmedxzalYqAbQVCTkPAwQyTKjZt0Rr2eOjrjI9nYgyww9TtqYnM1w49++3FaOXX9+zSp4UoEQ4PyuTEObubSQNQ30L+/GnU/uq83wnkI5Js3swSPLSGBsnjXm0V5c0/7oPqxpFYGQKFYEOjJmmBCRMWCm2CVLt1fTKvQ8PLeJhWJPyCTIOd5zT/c5uBslZ8TYlCSvMQKIujrTkxWD4/JllkHBowSRIBDwxZgbbhy4H9YGP/PrigVnCiTJKPEZyemYDot1SoCykMgaNLlfUoVnHhvO64QX7Yl9qWBRMmPjdyZm720AfhfAyODg4LcBXD4DnzFlJopUSCusSpAd/MZWfPP6i5G3GVhKJ+5KIPH8oeOQUU+VSuH5Q8dRCdJ5jy3TwA/2H0WXY9bU8Lbm2QEJIQSVQODzu36WZBB15ywQEv5pGRQGpXB9PuX3zjADCgqOzZA1KMqBwLsnRiGVQt5mOMex0e1YuGrtQuRthp68BWoQVKSKJuNQLGcGQdzt40CQQIxlzBx6YCsevTm0Awm7H0kszF1fYNeOzchZDDabWFyRUqHMRVK7kEuFO596HTmb4YmXDsMgYXuq783/O3gcD23rw7snxuzOXU+gFFmSlzyBe545kLzfbxd6carCcfvuARz81cma2uZcKoxGWdtAGFH6xpERbFl9LkbcIJz8pQKLAhTivuvxdI4xjUYz94kFQl49l4mx7O4YQsL52zbDn9Fit2ayxH0srtu978PhJKs7DqgAAB4IlH2BX/z6FDozDMwwkj6ZZQbKXJxWPI6dBxr1X0YaH6jENevjvj9S4aAIN8gWJeANntFxkIhS4V4krt2973/9PdxxzUrctXc/Vi8MRXw9Tmpptg1K6fYoWQ9WE64Pp76ubhWN+nlaKQe16/a45ni5KjtDk07abSxrNPXoPqxpFZQArE58ZZSmNllHt1fTKvQ8PPcxKA11CUKSsmYGITNSFi8udxqjECapEYS14c0oUS1nszA4eJLvm7PZuJ8VKjxjsA06bt8VawJnAiVhWxv+2wT3zJcKe1/5EH/zZ314/Wu/h6duuxy2aUw529qKrqdUdwYipazZYza6JzHTMX5n4gQlfs/4nngz8BlnRNHjuOOJAay77znc8cQAiik+aADCDurUEUe1AAAgAElEQVQwip58KD725C04jDbtuLMNJcDFS7tw55P7sO6+53Dnk/vOyA67VcQ1vPu+/mOsuve/oe/rP8YP3zwG15tfBySuz7FzT3hQVOai5oAXAAaPnUKZCzhTrN0nRJgpHQu7nlTYuSc8wL1t9wCyjKI7ErgBYNTjcCyGD4dcSKnC/m8bAAikDB8sFGOZ+Y5pYOW5eQyX/CRr699ccA4MSpAxaXKY6FgG8hkGZxJZ0K7PG9YujPvKf33to5rMLotRXLV2IbodK7E7F0qBEuCnb5/At7f1IV/3fr5USW3yOEN93X3P4fbdAwi4rBGwHdvA1WsXouhx3PvsG3jy5cMIuEx+584n98ELZGrHmEajmdvEQmTOZom1lEkJAoEku7baYvqi+/8Z+QyDTYkW8TSTIu5jWWYkG9xHn38fb/3qJFYv7Ej6XRwd3JlhSVY3EIrgOZtNSuwGwo1XbK1V338VGu8l4g2PUmHNcNMIo6ljkbDMxTjRW0iJoschZCjkV1tdX3j+Atzx6ZXJZ2tqiaO+q9djBkmvKGtG9eC3rOoBowRbVvWkui7k6fp52mi3muOaMRTGu2YwgtT2NY2mHt2HNa1CRsJIdbJOmi23dXs1rULPw3OfiXSK6SZ2tS16HJ8UKwBCYRoIk89kg6DgyYjT8Z6+uq9KFYrdjfZd/AwF79g6vcJlQ+1worMQxzJwy5UrkDVZco0kaudUBPgyF3j/k2JNgMI7x0fH7TFLHodE4/E7HbrnTOwE/w7ATwAsLxQK/w3A92fgM6aMP0H9tLMpBj+TUITtFtFTVkgFH4CV0gOSdrMIbzfL+JnCqTooMqOspjueqLUJNymZcu14j0sIqfDUbZcnEVDVta4VwozqD4dcLO3Kwg1EkjmtED5IXI8nQrsfhIfCBOEk6IvwsPjgxyfhWMY4241dO/qRYcaUbNidKEPr0hXdeOm9oap/UUlfWXGugwsXL8Bde/fjq3/4KSzryYEaY3bnUAAI0L+8G3tf+RA7rlxR837xffjOLZsRVN0fnws89XL48/HCOraEv/vpMEP8kZs24f1Pig3nscykr1Kj0WjOnmqxu1gJF/BxTeW8zZKM77i+EqVjgUi6HrFmssRCtZQSZa6SUijhM38geeYzyjB47FQigsciNTONpM9NJsgi/r1GGa6MoOlewvc4LCMs2+KYDKZpoOKHdani7O/6esKdGYZTFY6/eGpgnJX5pmV6rDSDEcDlEiNuAMdiGCr66HJMOCkNomm3upDttmdutG6PnzVprDmuGYOgsZtAWt3sNJp6dB/WtApKwv414gaJ5XaXY6b27FK3V9Mq9Dw897Ga6BQzpY3Fmc5fuGpl8ponVZKEV29rzoU8bXKdTUli4R3j2OE5xXTuu2K3Osug8IWqqXd+OlxfwGYUpyrjbc0NMvkyqs2+r/o9Jo80HkrIuPFbKp5EpqfnDO7AGNMueA8ODv5NoVD4VwAbAPxycHDwjen+jDOhHWt4S4Q13uIWG5SAUZLeDG+E7a2OimPRhJBGLIM2FOjT3CemGykVXF8kB0V7X/0If7L5gprJllECT8gp1a+RUqHkc/zH//pz3PHplbhmXS9cT9TUuuZRbcDuXJTlHQBSKAyXwoNLm1EQEtqFKAVkDJJYi3+2bwmkAu5++kBTEXhNb8eUMwjDWhek6jB9OLGhrO4rrs/x2I5+5GwGPxCJoB8flLtcwmQUX7hqJRzLwEPb+3DXnvD9Sh7HX2/vq6nVEWehfOnqVbDN8LqByE6FIAlIyFthxln8WUIprDw3rw/ENRpNS+FcJjbO8ZxbWNRZU1O5OkqTEsANRFhXVdcj1kwSziWyzEhqd2eZkViZx8/8WBQWUtY8H60zELsBJJnijWp0UUqb7iXKXIBiLBq55IVWawd/fSppF+cSjNHQzjza8MZW5sUKx74PhnHX3v3JtUmh9FhpgAKQZRRGlQOWVbVfShtx3bn6Q9S01hbMMgNrezuSfi6VwtreDmRSutY0KcEjN23CiBsk+7kux/z/2Xv3KDmq+973u/euR09192iYkUYSEjCjB23xstAIjIgMedwEK15xfEycQAzC9g3o4OVA1r2L6+Vln0S24WR5eZ2sC8m6ttDJPQaDpVwWPtg+uZj43CSCBGFAQuYlt5CQEJJBI2kYzfT0dFXt2vv+UY+p6q4ezYxmeqrF/vwjqTXTvbtq76ra+7t/329mK+gVSdKutQpFO6H6sKJVpK21ZhnVXkWrUNfh85+CqTXoFHNFWOkc5mwD/gZ23iQuaaotqdfzqsE6xWxqlWGb08bE2ebK4TrKuQrwjNLU82Uwiv6FBXhSThQnxDLZ4209NTiIRecoeM/6KkqpVLoTwJ3lcvkJAP+lVCrdPtufMRM84WflDY05kBIYGnPgeCLTGd7NTk5Wl74k/AHMgg4bCvRZXYAKbRbiedWHT1XmxBYjq1QdHlW6b1jRg/v/cT/eHxlPXGzsIGPSnMaia9wmPaxSCqukw+qs5946GY3F0JI8rJQuBvbjlBJYOosugmM2x89eP4EOjcIymV8xbmiJi2YhsCGdiQhMCVDzBDpzGh7e7GeDP7x5ABolOP5BNXoA9sKsDgnkDM2vIJGI8upzGgUN7DuqjoecRvE3f/xRHHhgE0xKsHH1InR2+A/RXEhICZyu+Nckh4ugstu3U6kGlStb/+AyVByO0xUn+nmTUTBKQBnBaM09p5wPhUKhmAqh2G0LGT0Ah0J3vZ20E0wKfLsmgm7LUAKeYkqE/Sye3V11vSi3O5w8HRwcjX7GjGVqOUJCeBLFnD6jPpd2NxVCwJNJ+3HfllxE2d0aQdSW8okRLOuyonaNcw+OwyGEgElJZI8Wcm1/T8LKXI2V5nh1lRz1xzJL6DrDvnc/SMw39r37AXQ9mwIyFwJcSAxX3ajaiQsJntE5s0Zp6iJ1fRanIns0G7YZHs4KRQLVhxWtQkjAk8me5UmZWbcY1V5Fq1DX4fMbMQ+DMKx0HrN5JGafS8xYGG1GAbjBuka4Qb+ZJjlTrTJsc5rrwdmE+arjRQJ8nNLizmnpK80s6B1PJDLLJRqPiTmLGuJczATvBvDV4O+fBPClOfiMaROGwddncmR5gQTwfffjAleNZ3OxAfB3cdTnGQjpv55FdEqiDOhQeO1fWDjvKwKEkFhyUR88IWAFFe1h9XL5/k2ghIKRiUVjjZJIgJ4qcZv0MK8V8HdlXWCZ6LYMbFy9CAVTQ0+Q400I4Loeijk98VmMUeR0BjuohnrwlrV48/2RSAgOL5oEiMYKFxLj3IOQckpCsBASFZvDCC6843XjTKMUn/zbf8f6+/8nAGDtN3+OOx/dg6rDo98fczju2fEKKKOgAGzXw+e2/wJXf/Pn+PeDpyI7eFvIhMhNADz2whF89Uev+RmJMqjsDo+loeGhW9fijwaWR1nepa8/DSH9hffwxsCFxKjNleitUCjmDM79jYJ28FC69+hQVHG7clFS6JYSMHQWWSqZhqYEPMWUiPezeHZ3uLkinnG1rMuCQQlMSqJ+Od2q7jjhM6vjTVjyM+Jb8scnjoA/+Ts+XPUF7lh2d97UoOkMq3qL6Mpp4NJ/5sybWiLbO008v66/R1mZn4Vm84qszjfGbD93/qpv/BNWfPX/xVXf+Cds23U4s/nsQgIaIwmBXgvs+rMIFwJVx8Pdj+3FpV97Gnc/thdVx8usQK+YgNVdV8MFuayOZYWiHtWHFa3C1CkcVyQ2ozmugKlns6+p9ipahboOn99UHd7yuV/e1EAxYUOuEUSaRpX7G4NDvcSewgRpnHugLeqP8TbXV02fTdOxdHbOArwIdJu0NZswsxzwC2TneuzOxRH3yuVyDQDK5bKLjGysiWdyxP/MsrbJm4j0PBNHtJFmuziyXDHteCISEL/6o9fgnOdioRASp8dsfOmHv8SpioOq7aHi8IZK9/A8UkIaBOipENqXA0ClxiN7/pxGI4EbAERQPf657b+AlIDb5PDLQNh1hYRl+ovIOY3hoVvX+psqCInE4MdeOBLtGPJ/N8gTb3JuPU/g9JiNOx95OToWLKjODqvHKoGwfU1fN6q2359fOjIEy9SiY5o3fJG/5gpwCSwIqsR/9a1PYMPKhThd8SvZpQQWdOhR/njF5rh53XLsfvs07nviVQiJRO44pQQ9eRPxLO+vf3INuvNmw3sySsDP8z6sUCjmB84FhqoO7JgQuG3XYbz56zOJiluDkigvaMzmoJQqoVsxZcJs+NDCfJx7CbE7tNgKHVi6cprvMKQzSAn88t0PAGDGfW66z7JrlnT648HmsHQtEtxDwjvy/vdHJjYSkglhvP67ucH3VmOmOe0239CDzZobVvRAowQbVvTgwVvWZnaDLSMApG9lDgR/SmTWgt0Ncva2fupylO/fhK2fuhw7XzwKN6sKvSKi3cayQlGP6sOKVjHuCOx48SjsoDDD5v6/x51srv2o9ipahboOn99Yptbyc1x1PNhCRi7GAog2rccrlIEJkXaywrN88B3eeH8k8XtvvD/S9HdmggjabDSJQj6brkNnYW4aFgWGluYHHtjkW5ubGiyTRVXmQso5P6+znuEN4MelUuk5AC8CWAfgJ3PwGdNGNBGPszwXjov08cy3jK6PNA2mNzLaYC4k7g1stwFg99unce+Ofdi+eWCeWzZ3xK3GFxVN1BwPhCD1vJ1LdVFok37fE69i79EhrL+kG5T49t3xDAfKKAo68a3Jc+mXI1+QdmAZGp576yQ2rFyI4aqL5V0dsAwNHQaD43oomBoev/Nj0ULz0JiDvKlFmeAsZUeTEBJV14uOyVOvHMfvX7m04Vj8eN9xbFjRg+989iqEe3gmxG+Je3b4mZvX9HWDEsAVAhVXoMOgGHc9dHbooIREsQp5U8MHYw42rFyI3YdO4eOrewGEInrjcaeURBbuAPBHA8sxPO5CSF8YCIUlLiQ8IaExMe1NCgqFQtGMUIS8d+e+KG84jKe4d+c+vHRkz8Q9n2nRNcmgRAl3imkxzn0rLcomnGaePTCIy5YuSNiZj9kcOiUYrvGgD87O88tkz7JprlAEiLKuOnqLcILq7LDtcUGbex64S5qK3SsX+VnflGTzuTkrtNt8Q0ggp1N897Z16OzQMTLugmZ4DiqByNI8Pv/MapZlmLMn4c/1F3eauOP6PliGcknIOu02lhWKelQfVrQKSoDPDCzHfU+8GvW173z2qsyuDav2KlqFug6f31RtD3qLz7GlM4AA3PXgBQ6yhZyGqu3BZBQjKesPjDR3xQ3XLdK+A+AXYsrg56JosxmsB1Qd/3N4rM2h9tKqaadlahCeTN0AUA2OAzCRNT6X53XWBe9yuXx/qVT6HwBKAB4tl8u/nO3PmAntJh4D/kJIh0bBCn7lbU/BaLrglhXSgumzStx2OySs2j1fiX/nqu1Bo/640DWKhzcPJHITap5AYYZChalN2KRf1G1FWeFxS42RmoO8qUNKXzyu1PyfKeT0xHtVXQ8V20XB1HDl8i4MjdlYVMyBMgLBJRzXQ42LaGxzIQEKXNxjYWTcxf73zuDK5V0wmNHQzqrrIR87Jlt/+iYAJI4FFxK3XdeHGy/tRcHU8OTeY5H4TYmf4f3SkSHkTYZv33wVRmoOcrqGzpwGEdxo4ux/7wz+l7/ZFT1Ef3z1okjk9kV03nAM/PPlW7j7GzQIXjs2jIFLunHXo8mbg6lT2FzAUoK3QqGYJcb5xLUyrdo2fDA3KYGms+jvrbJuUrQ/oY15lGklSMJJYMsN/Vh3SXf0fGkygjM13tAHZ6M6utmzbL0F+bIuCwtyGnRKIrFaeBKaRtGBiUnrqt4iuOchr2uTit3hdyimPAMokrTTfCMUt9tlDppmaU5pdgV6lwvYXDQsPJlcgBnqHpR12mksKxRpqD6saBU5nUbra+8OVZHLuN22aq+iVajr8PkLJYDtidRzrM3RmjelBKM111/bIoAXdCfL9Ne5dFanGXi+O53Z5P06NIYa91K/Qxi/7LgCX6qby/QwOu1oWdc99+rocxHgq7YfK3X4VAUrFxWj18snRhLZ4KEeNZdjd9Z6R6lU+rPgz78G8McAPgrgT0ql0n+erc84F4REZKccisc5jWZ28g74Hvtnahx3Per73t/16B6cqXFo6to9K8Rtt0PiltXtTJhJLWTwp5DgXNR9ZwnbEzAYTVh4M0Kw4+V3z6kygjGKgqFF4y0ktP08ODgKSihMSqIqQY2SRHZ1SIfGUDB17DowiIKpgRKKDo2hUvOrp4REws7c5SIaM3c/thcDl3TjtWPDqWPdMlhDP9j60zdBAPx6eBz/9tZJECC6ZkgAt13Xh7/+zJUomBoMjUa/P1rjeOqVYzgz7qFg+PbrOYMFNy+/kt7xBH6r1AsuZGRhDhCcHLWxYUUPHrp1beox8NuqYfvmAez7y9+FZTJsXL0Ix4erDRaOUmZ3UVKhULQXnAs4zkSl6jV93dj7zlCqSJcmdqvqbsXZCPuY4wl/B3WwEc0RMuEksO3Zw1j3rZ/jc9t/gZrrYaTmojMQk2dT7J6MMLuLEODyJRP53SM1Divo++HnaxpNVHpbuobh2DN9mGVVP45Udvf5h0YprLo5qKVRaBndENSOlub37vSdmsLn63t37lOW5gqFQqFQKBQKRRvDguJV2xPTzqQ+Fzo0BqduLlEN5up5Pblmn9e1Sefw49zD4GgtUQQITGyKlhKJ2LZttw/g+HAV1WmK11XbO+dK7lCAj+sqdz26B8M1Pqlte0j4HdMyvM1gnYSSiY0MaczWRobZLGV9N/jzLQCZUwzTRGKKbGd427EJPIBoAv/w5gE01qrOP80GVlaXG+K22+1uWxNac1sGQ831MGb71uXh9/r7O9ajYnMUTC36zk/uPYY/XLsMtieiXTSEAIdPVfCz10/gM+uWn1OVUbzCKcq0DKzHV/UWI0FkVW8RBiXQNZaaGRHa6O5++zQOfPMmsCADnHDgzLgLndIo2/q7t63Do88fwdZPXY5VvQUcHKzg+HAVG4Mq6tGaC0tn0Y1xzOYgaOwHnpQomBrWLF2AYk7H0dNV9BZNgE6I3ydHawCAzg4d2zYPgEDiCxv7E/mdUgKnK05kBakxkhCjQwvzDoNi+x3rYenpx8B/LwlKSNQ/pQRKizux68AgPvnQc7imrxvfvvkqFHMaiLJDVSgU5wjnIhAhJWw7aWG+5cZ+rLu4O2EtHYrdKn9YMVXifUynBBT+sy8C0TtuZV7vJHDH919O7IBekNPmtN9JAI7wxwL3PIw7vuit6cz/d2DFHif+HGRQgpzOokiAve8M4d6d+2a9Ol2RPYRIn8z7r2fvfEv42XX1FdOdTaKH5pu4U1OI77yUzfYqFAqFQqFQKBSKyeHcn0MZjILHXNJaYdGtaRQ5ADw2j6OEQAgBHojUwESGtzbJvM6gBAVTxxfq1i9M5udaC4+itLgz4Q5bWtwJY5rCbygi6ymbqqcqItcL8HF3uw6DoXiW9zEYheOJBhfhDs3XYTxPwBX+2o8TbGSI61GzuZFh1maC5XL5meCvt5TL5d+brfedTeqXG7K5zDBBu03gdY2iUuPRhUdICdeTTbOZ5xtKkLDdfneoGlQQz3fLpofnCQxVnUjg3v3V344yqQFEFQ/37tyHH/yv1ya+80jNhUb96u6RcRc/3nccP3v9BL5981Wzkn2naRTFYPE2Lp4n/n6Wxd1wHGz9g8tQ5RPWGh06w7jrJbKtizkNn756Ob7ypC9e/+2ta3Hjpb3RjUNKwOYCJvyLqGX4leL1/UBKoBBUWhMCdFk6CAHGbQ8HB0ex/AILl/TkUXU8CE9iKBC1dx86iT/fsS+6ge15Zwjbdh3Gdz57Fbo6dAgBP/AzIG5hXjAnPw7c84WB4aqLvKnBkxJEAjddsRQvf30hnnrlOL7y5KvYdvtAqjW8QqFQTJUwsxtAZNOcZmEuPAkpAUOJ3YppEvYxKf2cLMcTcKVEh8Ywzj3YdnMrcy7RYH3FZqlallGaunv5hcOnccOlveCuL3brzBfnbZtDY6xp9nYoeo9zLzFhvOzCBdhyY78Su2dAs3M0W33gw447yYbr3Dy3LY2xROSPzzV93SoeoA1QY1nR7qg+rGgVpk4xZidfk8J/PYuo9ipahboOn7+EG8rn6/xqGoUGGs1/LFODHTjTTdXyOxTtm1l3x3Ot6/GEgDYN1TIUm+tFZGMa1ujnKsCPcy+yM4/HuK3qLaKoUdhCRsWPBkPDRobZjEScix4yXCqV/rBUKn2kVCpdWiqVLp2Dz5gRI3X24CM1Pt9NmpRwAh8nnMBnkarj4ZHnj+DEiA0pgRMjNh55/giqTuYK/iM0SiIxM6zCbSfCyu5Q4OZCoqdgNmyUKOR80bjqeNh96FT0nQkARgj+7v97CydGbNx2XR+2fupyPPXKscyct3Ac/NHA8oS1xkf+089w16N7omxr/2c9fOXJV6Nj8VulXjiewNCYA+H5F+ucwVB1PXieiPqsJ0RkNXlB3oDBKKquh7sf24uq7WH9/f8Tps5w7859WLmoiHt27EMluJ4MVR18ULVRsTk+vnpRwk5x3cXdCevyQs7fwaVRElmYdxgssp2fDO8s1u2/f+VSfOKKxf5nNLFFVygUirMRCpF5U4t2ZFZdL2G9XKn50RShiKcEO8V0iPexQk7DOPeiyU74uk5JqpU54GdAhYQ7gWer72kabbBufvHwaWzbdRhjNoctJDpzWiRym8GmwWbP5mEVu4zd4kuLfTv0dRd3q7EzA8a5l+gDgN8nwk06WWS4bg46nOE5aNttuA6uFRtW9ETP1w/esrbp4pEiO7TjWFYo4qg+rGgVVcfDjhePwg7EE5sL7HjxaGbW7OpR7VW0CnUdPn8J1waydH6na/l9tnaGa/cVmycswCsz0P1CsTkeWRuu2U2Vqs3hNXEna/Z6HIOSVDtzI5iX5U0NtpAtOa+zOnMtlUqdAPoB/EXsZQngt2fzc2ZCu9mDA35WYGgfmrA9yOgE3qQEt1x7cdu019AZ/mH3Efzh2mXRa0/uPYbbN/TNW5umSzWw/YwvTIWZ0vFKh3j26sAl3bj7sb3YcmM/Llu6ALsPnUo9b5aejRzJDo1h++YBSISV4Rx/96dr0WWZODhYgUYJHrx1Le7dsQ+FumMR5nvvf+8MLIM1fMduy8At116ML/8w+TozGA6dHMV3PnsVAIlr+rpRqXG8dGQo2jxQ7NCj68i22wew5Qd7sH3z+uizw58N/26ZfjU5JcCBBzbhdMVG3tBQ+vrPcE1fNx669Wr05I2mluZCIrJu//s71sMVEo/f+TGM2RwO9/D4C0ex+fo+VG0vs64KCoUi23DuO4YsLJqo1DgI8cUEISdyeOLXSp2SifxuJdgppkgoalcC0S+8Zzmul9gJXFrc2bATmgCJjRezvRMY8DcD1lyvob/Hc+rjIrc9Sfa2JwQqNm94/lizpBOGzuA4rho708SMTaTbYb7RbnPQdquY1jUKU6P47m3r0NmhY2TcBQleV2SbdhvLCkU9qg8rWoXeZK01q5u7VHsVrUJdh89fwnWmLJ3f6Vp+500N7iRZ3JQSOEKmv19vEeY02mY0OVbGNI6VZWhwuZe6frFgijpDs2p2YCLylrvenJ/XWVNFSqXSlwH87/Dzu/9TuVz+2Wy992zQbrvVQzpzWsL3Pss3XAlgQV17jRZkK8yUMZvjZ6+fwF/95M3otQ0res45u7qVWAZLEbhlQyY1pUhkr4bnyHU9bFy9CB06S5y3eM51FpBA1DYhJRileOyFIzhTdXHXDStg6QzfvW0dqk7yWIQicTOB+Asb+9GTNxrGmEYpLrBMFEwNz711Eg/eshZ73xmKhG/fity/acVFcMucWPAOfzb8+5jtX+iFlHjm9fdw5fIu5A1EFeH37HgF2+9Yj0KTa1Jo3b71Dy6bsDbXGaQELsib+MLGfnQ0yUFXKBSKqTDOvWgTz6GTo7hsSScCc4yG5xGT+tbS5hwIjorzF85FQtS+fEknxmwOGeyWdoLXl3VZKJ8YwcpFRQATldxvvJ98zWB01gVjSim6Uvr7mMuhBZXo0UYPnUF4ctI2pGV3P7x5AK7NcezwIaxZs2ZW2/9hIO38ZJV2m4OGFdPtsuhbdTw8f+gUNqxcGL32/KFT2Lh6EYo5dW/KOu00lhWKNFQfVrQKy2CJzV1Zd6dU7VW0CnUdPj8xAzE47fzOl14xXcvvqeh4HRqblQxvYHKxeSrMpgCfRofGonM41+N2NnvInwIoAbgOwL2z+L6zQrvZg4fUn6AsT9sZpfCC3S6A/6cns5udYRkM3775qoQF3mxlV7cKv//6Anf4PZ5762SUSV2+fxP++jNXgnsy2oxww6W9AADhSTihhajrwdIZKCEo5vR5F7s9T2C05kJIGVmdSgmcrjgg8Be5b163HH9yzcXQNQpPSFBC0GFQPHjrhK2hZTJ84orFACais6UEOnQNd1zfB8vwhf1iTgcC4cYVEpQR9BQMFEwNG1cvQs3l2PbsYTx4y9qo8ju8FsdF8NMVO2GnuPfoUGRdbgabP3Iaw5qlC1AwtcQN7KUjQ5P2vdC6/Y8GlkdV607MMkVKBLapWd1iolAosgrnArbDI2Fm7ztDWNZlRddNSvxc17SHUUpnX3BUnJ+EVuZxsdsWfm53jvnWW3uPDkV58WEld9jnQrE7/tpc9L209xxzOVzPf04IP1vAfw5r1gbOBRwhU7O786bWtCpccX7RbnNQXaPRBqcDD2zCw5sH0JnTMlsx3aGzyL0qjPkZuKQbHRlxqlIoFAqFQqFQKBTTQ8KPoU0z0p4vzWK6lt8mJQkhO44WfIdzsRAPEUI21d6mq8mFAnyc0uLOKa1dnK0NmkajjQypPzeL53U2e0itXC475XL5FJA9h7bQHrw+30vt/Jk9atzDrgODEIHgJqTErgODqGU0O6PqeHjqlWPY+qnLUYpjncAAACAASURBVL5/U+ayq6eCZTB4QiYE7jVLF8BgFBfkjSib/Mf7jkPXWZR5nTc01DyBvKFlRuQO8TyBUZuDCxnZXWiU4FfvncFXf/QaKjYHIwQAwaJOE6M1jkeeP4L3ztQgBbDAnFikq9ocf7L+otQcb0oJXC78HHSH4/SYjTu+/zI+GLOjzx13PeiUYHl3Hg9vHkC3ZUSV36cqteg6cujkKB66dS3yhhYtDi7Iabjh0l5sv2M98oaGN94f8YV5RtCdN3D4VAUVZ2KxM1z8bJblbRkaHrp1LQCC+554Fb9V6k39OZ6SG6JQKBTNCG3MHSGjzTuf//7LePPXZwD4VbVpYrfE3FTXKs5fQivzvUeHUFrsi915UwMXAlz6wuC2XYfx5q/PJGzLjaC6elVvMZEZf+jQW3PWVkppJG7nTT+zuyunRa4Gms7gBmJ9GvGc8kqsaj2e3a3GzoeDDo2lzkGzuuGBcwEuJLzgedQTElxIcJ7N58tx18POF48m5nM7XzyK8UnsAxUKhUKhaCeaPTFm9UlStVehUJwrjFIICTiejObUjMyvu2CYuT1VKKV+BBvxC/eACZe62dRgqg7HOPdgc574HJvzaediz1SAD9c/zpbNHR6T+nejdHaPyVx5qWVORZZItwfPci0k0yi8lMUFltEFMsvU8Oc79iV2r2iU4MADm+axVc3p0FhqTktWF6DSqDoeHnn+CD533cXoKfgC9wV5f7/JR7/xT9HPbVjRg5vXXRTYbmu49GtPB7nRa9GTNzNlg21z4duaugJfqjs3N12+GPc98Sq2b14Py/Tt3JtlkP9o7zGcqbr4s4+vmDTH2zIkxl0P9+zw8xW7LBN3PboHj9/5MVz9zZ/jv24ewHUregAgqvw2KUFnIIJ3aAwdBkOHxqLF67glfsHU4HkiNZ9i96FT0CjBNX3dkbtA1fVSbc0pJejJmwDxq8EJcE65GgqFQgFM2Jg/fufH8OyBwcjK9s8e3YNr+rrxyOfXJ36eUgohBMxpPuwrPtzErcy37TqMgUu6o38T4ruUWDqLWSnvmbhP6wYYZQnxeFVvce7bXDdJkPA3gNhCwg6EcEoan5/CTST19+d41Xq4AU8xfSil4HUTbgFAy6ij1Dj3UDCT0UGM+K8XMzink/DnF/X9tzOjz5eWwfDpq5fjK09ORDm1m2PXh5XweSLtdYWiHVB9WNEqmEZBXYFQC2CUgBKS2bVh1V5Fq1DX4fOXce7h4OBoFGcG+OLpqt7ivM2hQu1kqmvx8e8Qd32r/w7nurZvBZG14w7wpceTuoOlT1/vmUl7xrmHDo2lah9xnU3TKMAniiHCYobZLgaYzZnr5aVS6Yfwxe7w7wCAcrn8p7P4OTPCETIxUKQE9r/vD5Rz9aCfK8YdD3c+uieWzewLl9s3D6CQwUyyxixpRFnHhQwukoxzLz2XwGCZXIBKw9J90f7LP0xeiKBTbFjRE732nc9eBUBG52MiN3pf0J+yk1kuJKBTCuikIXN78/V9uP8f98MyGU6O2sgbDFcu78Ked4aivJ2xoDr8tuv68O5QNcrx/u5t6/Do80fwd3+6FobmL5yP1jgoIegpmFG+YpjHHfbnz3//5ahtv/rmTRh3PNyVcuGf7OLMGG3ICj84OIoVi4oo378JBwcreOqVY9h8fR86O3QIIVM3IVBKMFK1cU1fNyQAM8gFrc8lz+o1TaFQZAfOBYQQkY15WF275Yb+xH1Rwn9muvRrT+PAA5uiB1KFYiqE/cwWEuCAJzw88vn10HQWPXd99KILAACVGm/6XDbZpGkuqJ9gSwm8GbNUd10PYzZPbHAL8YRIze0Ov1ez31NMjbRzE87psvj8ng82mrbLhmBXyKhielVvAQcHK9j5ov98mZvvxqVQdTy88evhRO7m7kOncEFeZXhnnbSx/EaGx7JCUY/qw4pWMe4I/N//9jZuumIpVvUW8OvhGp55/T18ceOKTK4Nq/YqWoW6Dp+fCCFhUJIqnhrzXLA31YzrqX4HJ5h71WsV09keX7U9aPTcM7yn8/3qCbWOqehsmkajf8/VushsqpB/HPv792bxfWeF2QyBbxVWsAgdJ6zQzSKUAN/57FW474lXE0JrhoqHE+hNLjx6VhucQpqQ2qExVByOv/7Mlbio28K7Q1UUTA3PvXWy4XyE/amZwDof5HTq25YHVqJhBt+Xf2c1xmyOv711LcZsjoUFAy4XKJga1ixdgGJOx9HTVfQWTYjALqS7YMAyGV46MoSCoeELG/ujCjHhSXww5qDL0kFdRJs1QkvfMBs93p9tT6TeQLQpXEcYoygyiqrNIaTEsi6rYcfU7kOngsxwr2nl/Zmhk9i+eQA1LiCByG4VAP7s4ytg6tm9pikUimxw4bJlkQhZC655ehD9Ul9dazINhZwWxS7Mxe5LxflHKHRzCXjSt/4WQoARLaqQPnRyFKXFnRizOaREZPtd/1zGPS8hFs9VdnecDo1hVW+xwZLc0ll032UpVdqT5XbH7dgVMyerix/NCDO86zcEZ3Xjg2Uw3HF9HyT8Z+nFnSbuuL4vsxXTHTrDhpULMVx1UczpGK662LByocrwbgPabSwrFPWoPqxoFZQAnxlY3jZrraq9ilahrsPnJ1XHd2WeDQF3tunQGC5f4sezAf586fIlnQ2uAlP9DuHcS2c00iwJ/GJAzxNTsvmmBLA94RcP1jEVvaL++/UvLMCTfsxsIadhVW/xrGsYoZN2VsbjrCmn5XJ512y911wwmQe9ltFkjnarmDYYjbKk40JrVjcV6BqFqdFERQAJXm8nQiEVmNgZUyQaGCW+6Js3YOkMa5YuQMHUEg9tYX8CZGaqvB0uoDGCqu2hYrtYVMxFYj4X0l/E0hgYpWAGhcb8sU0I0FMwYHsCnYH43WXpGK35InnF4RiuurAMDUNjDrSiie68ES1Af+/2dfiPP9iLvUeH8OAta/HcWyexYeXCRH+W0u/nnvSizzS16eVMGIzC8QR0jSY2KgASl1/YBcvws9brK+89T6Dqeli2bBnGbA5Do3C4wOmKA8vQcLoSiPcEYEZ79WGFQtFaOnJWlJ8c2pjvf38EpcWdDQ/jEn7lbVhVq8RuxWTUC92hVbnjiejfhZwGx/WwrMuKxHAniP6I7wgOxe2aJxN9cq4t6jgXcDwBGdOzS4s7UT4xgg6DRdne9WLlVHK71Rg6dxilqQsHLKPWhWZiM9HExN/MwIJNGm6woTIuIHdZOlwuMvl86QRRSF2WnvjTn09kr72KCdptLCsU9ag+rGgVhtZkrTWjz5SqvYpWoa7D5yehRXcWEUKgWleANmZzmBBATF+0TA28yXeIzwKrjgdT8/PK6+FTELw5F2AEcKQveoeCOiF+HNt0c7Edz59bGXRCgJdy4vVm79ehMdS4N+MiwdlGXQEyTFgxvWFFDzRKsGFFT6Z3mdW4QM3lUZZ0T8FAzeWopeSQZ4Ew//rEiA0pgRMjNh55/giqTjYvqtOBMQpLZ6gF34Uygu68AYNR/Et5sKE/Zck1QEhACGDPO0NY0tkRLThLCZiM+otY3kSfqrkCdz+2N6qcZmRC6C8YGmquhxsv7UXF5vjqj15D6etPY/97ZxKfKQMb9f/rtnX4+OpedBgMG1cvQsHUEv25YPjW5cWcDkoIijl92jcPTaP++1CSqMr/9bCNp145hqrjNTg5cO6L3XHhP1zgC7/TV3/0Gio2T71JKhQKRQjnIhK7wzzlN399BisXFWEE11jAf0CmBDB0BpMRdFuGEuoUkxIKxbaQ4EEfs3SGce5F/w4nPvvfH0FXTkPe1FB1PZRPjKAz2D0cit0GJRBAok8ajM55PxTCF+fjVdoVm2PNkk7kTb9CvX6H82Rid2iDrsTu2WGc+/0lTvnECMZ5Np/fBSbs5Q48sMlfADA1ZHN25D+HpwnIWX2+pMR/jh+uuok/szpfVkwwzj3YnCeu8TbnmR3LCkU9qg8rWkXNFdh96FTi3rz70CnU3Gw+Taj2KlqFug6fn1Rtb1qW3q2EB3Mlk9GEXsGDiuyQqu1BwBed4/1TI0h8t7yp4VymLWFfNxgFIyRaj2CEzOgYikB7SYN7za+J49zD4GgNNPZ9AX9ONl3dZDbIjsrVAs41BL7VMILUXWYsoxN4SgAugLse3dMWNjA6Jbjl2osb+kQ7WZpPBmMUJgDPnahGBoA1SxegfP+mqD9Rgky5Blimv4j8W6VejNQax2xnTkN8D0W4MSSsyP6g6sAKbAwpI7AMFuV4h24Jzd57QU4DCRbO/vsrx/Cz10/gO5+9CoyQiarrc1ysFkLig3EXRZPh1Kid2v/iTg6eJzBUdRorg3T/ZhZ+p91vn8Z9T7yK7ZvXn1P7FArF+UuaKJdmYx7mYBmBfXMWbXcV2WOce1EFNwBw14s2VwBosC6PW5sv67Lwhe+/nLQyZwCjrKVW5pwLDKc8HxwfrqKjtwg32MVNY7M4ztPv03GxW42j2aPdrAtdIXHXo3sSjl0bVvTg4c0DmczEpgSwXdH43JnRDEshEW1qjc8/DWbMd9MUZ8GgBOMO8KXHk2PZ0rM5lhWKelQfVrQKSoArl3fh7sf2tsVaq2qvolWo6/D5hxByVi26Z5tQEE7TFBjRInE3/h3qhXEztqZRdTzoZOaaZX6Wq+Etk8F1vWm3x6AEBVNvWNMx2fxoTdlQuFrATEPX5xMCf4dGd96IKlY1Ss5p58dc0m4CvaEzPP3yuwlL8x/vO47bN/TNd9NmjdDunHMR9Zv6/tTsJjJfVIMqZUKAnS8exdZPXY6VC/Oout5E/mUsl88M7IfWLF2AguEvQlNGANd/L0L8TIyXjgxFv+MKGb33qt4Chqs2NMagB+KOJyVuu64PN17aG9nyh1XXnIsZL7gLITHmcNyz4xXcdPli/PH6ixqsPv6lPBg9XAspUXU9HB+uRm09OFjBzhePYvP1fcltUwgz2VVmoUKhaGSyCtR6C+nrv/cCDjywSeUNK6ZFKGxXahw5RhJOAgBgMAIhEfW7j150QWRtngUrc8CPOsrpDI/f+TFUahx73xnCvTv3YdvtfgSJ43oN4vVkv6Nyu+eGLOa5NSNvaolnUMB/Xsub2ZyG1z8jh8+dX9jYn0mBXkjgtWPDifnc7kOn8PHVvfPdNMUUaKexrFCkofqwolXkdJpYa83p2VnDS0O1V9Eq1HX4/KLqejBm0aJ7trFMXzc4m8YYxpnWfweDJWNRLZ1hzDn7+zUjXDtJYyYjoVJzQQiZUXuyNBYzMdMulUofA/Dtcrn8m6VSaS2AvwXgAbABbC6XyydKpdKdALYA4ADuL5fL/2M6nxGGrg+NOcibfoZv/8JC5hegNAJ4ddYHWSZNoM8qVdvDz14/gb/6yZvRaxtW9ODmdRdlptr5XBHCF0wtg8EQjdagtucL4VnqV1ZgQ27qFJ++ejne+PUwLrD0hp1FPXkDLLhRFE0/s5wyAsL9700CmxDPk6jaHNf0dUfVNZbB8Omrl+MrT76KT1yxGH+4dhmElIn8DSkkuvMGDp0cRf/CQlR1XXX4jKx9hZA4PWajJ2/ipSND2P32adx6zUXR+Ab88RNmrYfnSUo/O3TXgUF88qHncE1fN75981Uo5jSQOsHbbyPPTB67QqHIBpwLeEJMarc8ZnMwAmg6wzV9Km9YMT3CDRVS+sJ2KHaPBRXcpcWdkSVyZ07DgiWdGLM5Dg76/xf2w3BidKbmwtQnnsUYQUuqu706369r+3sAgtgYIYm5A+cCjkjan1924QJsubE/IXarcfThZazuGRRAdI3NYtW/ZTB8cWN/tPl06YIcvrixHx1GNufMOZ1i4JLuRFXWg7esVQvVCoVCoVAoFApFm2EZDNz1YGk0sabQTNRtNdVgfp/mOBauEwghMc49HD5VwcpFxcQ63KreIoqxtQFK/fWF0uLOKDMb8HUAYwrivkl96/I0/XAmBQNnTg9i6ZILp9UekcHsq3mfCZZKpf8DwH8Fok3jDwL483K5/JsAfgTgK6VSaQmAewD8BoCbAPx1qVSaVmF2GK5en0fmTOI/nwWqXOB0xYGUwOmKg2pG87ABNM0GyF6392m3jPTpEgqsdz7yMi792tM4Y3NQ+BfDUNjVKIGVsUVYSglyOkPV8fCVJ1/FjZf2wgwqp175y9/F3/3pWux88SiqMcsOxvxcbeFJmJRgPMi7BgBLo3hrcBQP3ro2Otfhe+9++zRuXrcchPg7n05XHAhP+tl/gTXB6t4idh86FfWNe3fum1EeTNXhuGfHPlSChU8gEOSFxJlx18/LZQQ9BQOWRlHjAmM2923NpcTvlHrBhcTut0/jK0++ijHbrzKL99+Hbl0Lyzg/NmsoFIpzh3MBx+EYqjqwPTmp2M09D1z41bnhw7oS6RRTIRS7dUqQYwRurLKbe34Fd/nEiJ/fRPwKUkdI6IE1dTyPOZyc3bPzl1j3rZ/jc9t/gdosWnRNRrPs7uv6e6JM8XiG+GSuCesuVptG5gpPAqJudiEgGzYrZAWdEjx4y9rE81qWI5R4MNcUgfde+CfP6Bx03PWiivTy/Zuw9VOXY+eLRzHeouuGQqFQKBQKhUKhmB3GbD7fTZgUy9Awzr2oAvrAA5uw7fYBHB+uRlpB1eGJGK5Lv/Y0tvxgD5Z1WakxXJ5In2c1e72eZtPgmaxDVEZHp92eqpO9c5YFZeQQgM8A+EHw71vK5fJ7wd81ADUA1wL493K5bAOwS6XSQQBXAXhpqh9CCaBTGu1OoIT49ojZXGsA4Pv6N8sky2Iqma5RVGo8GmhCSriBHWUW0ZpYsGep2nm6xCu6Q4E1rCjpKZgQnoRIuUC1wiZ0OlBKkDc1fOKKxXA8geGqi4KpgQsJQ2P48u+s9q3HPZGwAtE0ipqT/H6UUazqLcKgBNs2D6AQCOET9pIEjADDNRf73zuDLkvHcNWNcsAtU8PG1YvAiH+9mKkNpRVYWuZNhm/ffBW+8uSr+IeX38VnBy4Cj4kDGiVwhERnTsOY7UF4EqcrDrosHVv/4DJs/embeOnIEAo5DVJIbL9jfXC+PVg6A83yRU2hULQMzgWEELCFxL079+HxOz+GZw8M4rKlCxrEbpMSXP3Nf8aBBzbBdT1Y+vRdLBQfTuKi77MHBjFwSXeDAKwz+PfhIDakQ2OgjODZA4O4tq+nobobQMutsDgXCQv2uHjd0VuMdmtrGk18Z+kCzx4YxLZdhxtyu4Un1TiaAwyNomJzDFfdyLWry9JRyGiki8YoLIMlLLc1SuY9f64ZEn6WXL2zUmdG53PtVpGumIBRCi+l+IBlbF6qUDRD9WFFqzB1ijE7+ZoU/utZRLVX0SrUdfj8wzIYKjWOjpR59HzbmQNTq8i2glzt6Vh8O56/pTssfBuzOTQy+TqIEBISfjVzfTV8K/eCW6a/9pGlsTjvM9dyufxkqVTqi/37PQAolUrXA/gygBvgV3Wfif3aKIAFae+3f//+1M9ZsXJ108D1Zr8z31zUvxr3PfFqJFjufvs07nviVWzfvD5Tba7Vati/fz+W96/CI88fwU1XLEUxp+PEiI1nXn8PX9jYj2OHy/PdzKidIcv7V2H3oVPYsHJhVPW/+9ApbFy9CIeaHN81a9bMeTtnem4LxSKMYg/+4h9+iZeODOHAA5sSmYFV2wMXIrLUAHy77DfeH8HKRUUcf2v+z1GcJRf14eZ1yzE87uKrP3oNn7hiMTZdsRRfqhvDxB3DqcHB6PdKH/kIuM2jirBQAK4GOebPvP4eNq5eFNlLWiZD1faCsTWA4XFf+LYMlrrYF9pQHjt8cFrf56L+1bimrxujNY6nXjnWkB8O+At1/8/L7+KZN05g++YBv/2MoDtvQELijwaWY+tP3/Tfp2rj10cPT/u4ZrUP14/PLKPaOjdMpa2t6L9A+/fhC5ctQy5nwQkeel86MoRKjWPbrsPYckM/1l3SHT10m4wkbMyne22ba7J0XCdjqu3MUh8+12N74bJloEZHJBJv23UYj9/Zm+okEE6+dOLbe4ED23YdBiSw7pLu6D0Z8Td8Nra1ircPHZ/V9se/h25akLHPLS3uRPnESKLtxw4fxIXLlsGG0fB8sOWG/obc7qmMpXbp33Hmuw9P9vx+7EC2nmUBv70nR2tYVPTNzBglGAz+nbX21mo1uMEmqfj8896d+/Dw5gEczkhfjY+bFStXpwr0OiU4cCj9+M53H87KuJ/vdizvX4WDg6PRvBQAyidGsKq3iGPzNC+d72MSZ7K2qD6cjXaoPjw5We7DIVk6XpNxUf9q7HjxKG66YikAwOYCP9l3HF/cuALvZmCttZ4PQ3vnc10tS/12vtuirsOTM9/X4ZmsSYTa0ueuuxhGaBEuAQHg0BzNnaZ7zibTGN/aX8ZF/asx2X6Z+s+6ZMVqP987Vqgrpb8ucub06YTmEWfJRX2wDB1cIlrLCH+PkZmvawKYloZ6Uf/qBr0JQLSeMl29aTbW1oiU8+//FgjeO8vl8nXBv/8EwNcAfLpcLr9dKpU+BeAT5XL5S8H//3cAD5TL5Zfj77Nnzx45MDCQ+hmjNTe6CMatClf1FjOZnwb4FdKXfu3pxI4RjRIceGAT6Fl2ebSS/fv3Y82aNbAdjjO19AFhZsBmOWxnyAyP75we+Mn68GQIITHmcNz16J5oger1rTfhzkdfjv379+BJCdsVTfOws4QQElXHi77Dvr/83ejiOdkYrtQ4nntrEBtWLvRzLIJq8TGb4+RoDYbGsDBvYNT2cM+OV/B/3rIWi4omLv3a09j3l7+HOx99GX9/x3q4QqIYLFo73MPjLxzF53+jHzXXQ1dOgzHNPl21fVvh144NY+CS7oZzsOedIXx8dS+u2PpM1A8d14usYcdsDp0S7H9/BMsvyKMnb8y0mjuTfbh+fGYZ1da5YYptnfOb3/nQhx2HJ6pVt/xgD7bc0I/LLlzQcO3ptgxUXQ8110O3lb3K7iwd18mYRjsz04fP9diO1txERfTlSzphC4mDg+m2+aG9t5ASjuthpMkz45vBRryzZWCfa/vjldqhZbkEsP/9ESzrstCZ0xJV6ZpGYTsctjdhe773nSFse/Ywtt0+gHXf+jkOPLBpWlbm7dK/65jXPpz1+UY9jsPBJcBjWe8aJdAIpv0sOdfs378fpY98BP/bP+zD3b+5Cqt6Czg4WMF3//Ug/uZP1mZm/hkfN6M1F//21klsWLkwqqAPN0BMMsef1z6clXE/3+3I4lie72MS5yxtUX04A+1QfXhystyHQ7J0vCYjXEu674lXE+6f3ZYBawbug3PNh6S987aulqV+O99tUdfhyZnP6/BM1yTm45xO95ydTWOs2hxasJG/fg4Yj0gL8f+veaV2s+8tpITrevBSPoeR5r93tmOxvH8V/tu/HY42HeRNDaNBsUwu5T2rNocrxKzpTbOxtpa5O02pVLoNwBYAv1kul8Py1BcBPFAqlXIATABrALw+nfft0Bj6FxYwNOZE9nf9CwuRRWEWqdocf3vr2oYJfNXmKGRUpJ+OXcN8U7W9qMo35Jq+blRtL7M27Gn4Wd0OevJGoqI7zCgPH9qeCxaDdI3i4c0D0QW0Q2OZE7sBvzLbMln0nQqGNqllCAB4ngAlwJXLu7D70Clcv2pRtBhv6QyU0MjSvCdvYPvm9egwKMaCXG3LZAkb9bzOICVwQd7EFzb2o0NjMBiZ0fEyNf+z1yxdgG7LiMbJaI3j+YMnceXyLoTJG2E/5GLC0iQ8X2uWdEKjVFmXKxSKVDgX4BIJIfLBW9bi3p37sOXG/kQFaofGMM49mIwoG3PFtOBcJPpYabEvdoe53Gm2+XE78IOD/u/UPzMS+Pbn8UneXPRLzoVvGxbbCR1mQIfV3R29Rbgx8ZpzAUckM74vu3ABttzYj0LMAUblds897TTfkGi+Qz6L1BwP9/+HKyDEhEX4/f/hCtQcL5OL1B06w8Al3bj7sb2J49uhZ3eOr5igncayQpGG6sOKVpHTaSKOMZdxu23VXkWrUNfh84+sn9OzWZprxHeZtTQKL2g6If7raesElsnAXS+1Unuy2N2wMG62sQyGO67vg84mKs4J/Er7+mhZwK8mdyQa9CaTzkw/mQ0ydQUvlUoMwEMAigB+VCqV/rVUKn2jXC6/H7z+HIB/BvC1crlcm857O56IbO/ifzop/vJZQacEG1YuxHDVhZTAcNX1BcuMDfSQZl4B8+8hkE4oCG9Y0QONEmxY0YPvfPaqTOe6p1F1/UrlSiDahtBYRnn5/k1Ys3SBv5MoVvFs6dlelK3GvpMn/MXpoTEHIliVzhm+WON5Isov33VgMBKWC6aGM+MuCPGtwbssHQT+RTgUjMcdD0JKPHjrWpyu2Lh53XJUbI79751BxeEYGnMgJXC64qDicGiUour6vzNac1MzKtJgjKJoaugpGKCMgBDgzLibaOuTe48l+iEh/k3ldMX/zlIChj7xnRUKhSJOKCZyIRtspbfdPoAbLu31n31cD1LCF7spAaONu0wViskY516ij3nS34n8wuHTKJhaYrczIwQ0yG4a514kipdPjETvF04A63c00znKfBJCwJNJ8bpic1Di744OrcxNSvwxFasGrx9b6y7uRqXGfZFNid2KOpyYRTgXMrIId0Q2Z0iMALRuszyFXyWQRcZdL/X4jgfRRgqFQqFQKBQKhUIxW4T6hCdllLntSQkh/HV6CcDS6JRztas2n5GmZhkMNk/XBrRzEJqrjgezyZoGb6JFGIyCERKtlzDS2hzxejKxTbtcLh8BcF3wz+4mP7MdwPaZfgYlgB7zwqeEQKMk0+KmJ/2KgK/+6LWErYrBjPluWiq6RlGpTQxSISXcwPYxi7CYIBzu4iuYWmYXdJphGX4VdN5k+PbNV+ErT/oV3f9SHsSNl/aiO2+AEKA77/cbS2co/+pXmbFYmQzL0PDQrWtxz4590XjY/94ZdFm6X4FtauCB0E3gUsHbngAAIABJREFUX1j/fMc+fP2Ta/Dpq5f5QjchcLgHy9ASufLFHAUlgCt8IVlKvz8IiUSed3z8fe/2dag4HMNVF5ah4XTFgWfpKBhawhbV0tOr5hmjKDLfzrVDY367CdBTMMCFxG3X9eHGS3tRMDVQAjBCMFxzIaS/0B5WynEhMWpzFE0tk9X5CoWi9cQFOQB49sAgLlu6oKHSlnsepGQo5DRw1wNVYrdimoTV3fE+9tGLLohyvNNyucMK6fD3ru3rSYjiGiUYczkYTVZlzlV1d9zyPy5ed/QWo+fW0F2FerKp2B1+B9f1lEtCi2CUpm76Y3O0OeJcyZtawoEJQPDcns35Ubuhjm/70m5jWaGoR/VhRaswdYoxO/maFP7rWUS1V9Eq1HX4/KMdzqkn0TRzmwVtb5arnYZlaHD59DfrVh2vIe9cwtdAz0UryJv++sZUyeI5y05vmWMIEFWHSgkMjTl+1fd8N2wShAReOzaM7962Dgce2ITv3rYOrx0bRkYLAqKBdmLEhpTAiREbjzx/BFUnmzvsXSGx+9CpRNX/7kOn4Gb1ADchtOMerXE89coxbP3U5SjfvwkrFhVRPjGCMG5PSAkhJUhG8vemAqUEPXkT2+9YHwnRH1+9KNoI8tgLR0DgV2NZJots6rf+9E2s/ebP4bgebNfDl3+4D6WvP42tP3kDt1x7MYxgp4upUV/shr9xIGewmI06wX1PvJqoGGGERJ9d+vrT+OqPXgMhQMXhiSpsQknT6m8hJKq2h4rD8f1/P4y3TlR8W3lCIvE7p1EYOoNGCTpzOvoWFiAlIDyJ0xUHBP7NtdlOLoVC8eGivvo0FB7f/PWZhKhoUIJrHvjnSPxWYrdiJoTV3WEfu3xJJ8bsCfv8bc8exrpv/Ryf2/4L1FwvmuiMcw9jtv97Lx4+nXhPRgBGWaIqfC6exuqtzAHffiwUr8MxFFqTc9c7q9g9ZnOYhqbGUosY517CHQAAyidGMD6DRYJWMFbnwAQgsr/PKuGcof7vWWTM5rjnt1fhmb+4AYf+8+/jmb+4Aff89qpMH1+FT7uNZYWiHtWHFa2i6njY8eLRaP3H5gI7Xjya2bVW1V5Fq1DX4fOPdjinQgJmE0F5Jm6soQNtWtX4ZAqOQQluufZifPmH+3D1N/31F9v1zlnrnO61L4vn7EOz9TncfVFvae5ld/6OnE7x8dWLEpkAH1+9KLNZImYw0Ooz6syMltFbQTVw/PhqlODAA5vmsVXTxzL8yu7dh06lHv8n9xzD1p++CQDYsKIH2zcPzHOLpwelJKi8lg1C9PbNA/CkhOMKVGq8Ibc8rHJPy/4QQoIx2lCdDSDK866vGIl/NoBIBB+uuQ2V56crDljRhOdOvHeHxvDBuIMOnYEQpJ4vy2Cg8C2HR2qNmY/73zuDK5d3oatDz+zmF4VC0To4FxCiMU85zO1+6cieifsxUznDinMjXqX94C1rcXy42pDdHc+Jj2dw503fVSCtb+ZY45RkLnYEe0Kk5imvWdIJQ2cYs/3nBINRCNG8EjwudndoKiu4lRhBX9vygz2Jc2hkdL5hUhLr89mfH0n4G0mHqy6KOf+5tsvSM5edF9KhMXxxYz+4kCAEWNxp4osb+5FT4zLzmE3GclbHhkJRj+rDilahN1lrzWrcpWqvolWo6/D5hRC+G2raOc3SnNsyGVzXS11XsAyGnMamXfEc6paOK/CluvfsYbRpxfZc5J1bOptyxbkQMpPj8EMjeLejpTn3BMZdD/fsmOjoD926Fhol5+TFP1dIAF05rSGgPquaXFhxEYqXwETFRTGnz2PLpkfV8fDUK8dw0xVL0W0ZiYVmnZJI7AZ8iz/L1LDkoj4IIaNdRO1AmOedFKIJpJQ4PlzFVcu7UKnxBpt6YCLzghBg14FBrO/rBmyOTlPDSGANPjLuorNDR9Xxojzv+v4xmQgeWqCHwvfFPVZkPx5mgPcUDNyzYx9uunwxPn31MugaTYwXnZLIdoMLYGHRxLbbB2AZDFWHA4TgpiuWolLzf1bXs3PDVygUrScUu20hUYsJcuUTI1izpLPh+qLrLHrwVGK3YiaMcw/gwLZdh7Hlhn4M9HVPalMez+AeszkODo7i8rq+aabYmZdPjGBVbxHFWeynnAs4QmJh0cTDmwegU4IXgrzfhzcPwI09t05H7FZjqfXMxcR+rmCMps6PshpJIySgMZKIRKIUmd1kyYVA1fEaFps0SqB9eMzs2pJ2WztQKOpRfVjRKoT07bW/e9s6dHboGBl3QUh2782qvYpWoa7D5xdV14vW+ONzvUMnR9FhsFldGzgXwszttHZ+9KILonWPlYuK0e+cbX1DBBboOkOiP3PPQ9X1UEyLTZ0jK/HpaEVVx19rzNo4zEZPaQHNTlV2l0f83fX37NiXsFS+p64iOUswRtMzCjK6oBNWRm9Y0QONEmxY0YNv33wVLKO9RERLZ7jl2oux9Sdv4CN/+TNs+cEenBq1IaRs6CvX9HWjanv40g9/idNjNqoOh8hof6onzPMOhWjAF6ALhob+hQWM2b6lvicEegr+It0FQW75R7/xT/jc9l+AgODPd+xDT8HEPTv2wRESLx8ZAhcSFZvjmdffQ9Xm2PmLo3C4wEO3rk30jzRbyrgF+mvHhrFh5UIMV12//wsJjZLIVSLMGdz60zdRMDRolEzcxIREjQtQSjFc43A9jku/9jS2/GAPPqg6MBjFlkf3RK+dqfFpZWooFIrzi7jYnTc17D06lBDkjGBDjON6kBJR9Wq3ZeDQobfmufWKdiSs7taDitUFwX0ttDdPsykPxWDORbRb+433RxKW4pRSuB6w5QcT97hlXdasVuzW2/4fHBzFSI3j2v4ebLmxH3lTg0kJnj98GoxSJXZnmGYT+CzlusWREhiucdwVPMPd9egeDNc4suoSzghA62bIFKRp5tx84wqJe3cm58v37tzXdhFVH0YYbbJ2kNGxrFDUo/qwolWYOoXjimidabjqwnFFZjOmVXsVrUJdh88vLIMl3Lzmam3gXLEMDR0aQ2lxZ+L10uLOqNhkut8h1DdMTUv0Z1PTUqvbhZCZsBK3TC2T4/BDdQVIy/DOMlYgjsUJK3SzSM0V2HVgMJH5tuvAIGpuNo9zWBkdZl5v/dTleOqVY22X08IYRbdl4OHNAzjwwCa/ainIpvakTAi23/nsVaAE0eaJMZvj9JjdFqJ3mOedN7VIiD45asMTApQSWAZLza54Ys+70XcHZCT6v3RkCHlTw8bVi/DykSEUTA1rli5At2Xg87/Rj6VdHbAMv4LowAObsP2O9bB01lQEt0zWkC9uMhpd8CkhUcY44Od+HxwcRaXGkTc1MEJw+FQF49yvUtEYS2x0cYXE9267OrGY57TBeVMoFLNPvdg9WWa340kl0ClmhTC7e//7IyiYGlb1FqeU3R3+7jj3EqJxKDyPcy+q2D3wwCZ/l3QwcZoNOBcYqjqR4BhOOI8PV8GFxLqLfXefN94fwfX9PVPK7FZjaf7IwsR+OoTPdfWCbFbb227km8yX8xmdLysmaLexrFDUo/qwolWMOyI1Y3rcyeZaq2qvolWo6/D5xVhQOZ22NpAlKCXwRPr1wTIYbC5Sv8Nkbs2VmhvFr8WF8orNUz+r6vA53xwwlUzxqu2h4vDMjcNs9Zg5pB0zvENxrN5yu2p7KOSyd+ooAa5c3oW7H9sbWcqFAmsWOZ9yWjSNwiL+zSGeF11xeMLeu2BqMIIL7EtHhtBTMPG57b/A9s0DKLSBjbsvbGvIaQzb71iPHKMYqjrY+eJR3DywHAs69MiGKKyavu26Ptx4aS8Kpobn3jrZIHznA6H7qVeO4+aB5aCMAC4gPIljH4zjmdffwxc29kc29z150xe/DYaq46FDo1HledHUUDA1PH7nx6I88KExB3lTw9CYg96iGWWM/3jfcWy6YmlDxoVOScNCXfjvMZvj2ftuxA3f2aUW8xSKDymcC3jCt2YOrwuh4Fifi2wwTQl0ilkhnt192dIFsDnHAsuE43pnze4Ofzf82bT73gtvn8a6SyYcVOLV4edKKLTX242FAjbgOyGs6i1C0xlqNY5nDwxi267DUU65EruzQ7tleLejICukTGxgFhJgJJvH93yJqPow0m5jWaGoR/VhRaugBPjMwHLc98SrbbHWqtqraBXqOnx+YRnMj/BMEYazGO2bluHtSYZHnj+Cz113MYygMlvCv85M5oB85vQguhYuTrdz7y3CrPt5y9Tgut6cRX2FOqoRi4eOKrc94bs8cwFK/J9LG4fWPMawZnemPctQAnQw36IQABglMClBlvdrUYJIHGuHmy4laMhPLphaZtsL+BfTeE5LljMAzwZjNMp0yBsaxhyOw6cqWLmoGGXwHTo5iv6FBQBIVDpn1TWgGZQSFEwNozUXe94Zwi0fuxgEwJ2P7okWvLb+wWX4zLrl0Xe3dIY1Sxc0CN9V28OiThP3/+N+LO40MXBJd8MNK36RDj8bQPRnT96Eyz1I+NcWwN9Q4QqJi3ssjATZ3hfkFybGyEjNjTIuwpwgLmS0UBcSF+cB4I1v3IQTI+PRBoeq48HSWVtlsisUiplRL3aHk7xUwTGwMVeZ3YpzJS27O8ymKi3unDS7O/zd8GfrJ2RCAtuePZzYrGGy2XsuCa3U0yZgjuvBDcaTa3M4rodDJ0dx2dIF2HJDP+7duS8xrpTYnQ3aKcO73QRZCaRmYndmcLM14I/viQ1fE+1Ns/5TZI92GssKRRqqDytaRU6nibXWXMbttlV7Fa1CXYfPH6qONyOxeD5wRHrW+GVLOiP32fjcJHeW9Y3K6CiWLrkwdd0ibV5TtT3M5bKEkIDJKCgALxhShAAaAXggeI9zz3eVlICu0YYM7/k8Z9mcuc4BzQ5xtoZLEq2JgKxl9Npt6Az/8PK7+MO1y6Iq+h/vO47bN/TNd9NS0RgFF432ClncNTQdPM+37nz5yBAGLuluuFD+eN/xVIvvLLoGnA3LYNi4ehHuenQPHr/zY4kKmq0/fRP3/+N+vL719wAAlJEG4duTEoz4N4pffesTOD3moMNgePzOj6Fqe6AEMDV61os0pQQEwJka9yvBeosoBIvnwpOQADauXhRVuIUZ4xol4EJGOUFdlo7nDp7Eg7esBfc8aJREG10AiUrNtxEZrXEUTB0HB0fx2e+9gGv6uvHQrWvRkzeV6K1QnMdwLuBJRA+RenDtKZhag+A45nJoQsKsEx8ViukSr9AOhaXHS71RxXb5xAhWLioCmJgE1Vd380l+lkukLlJwLmZFXPaEQE737+2VGsfed4ZwfLiKDoMlhO6Dg759eWlxJ8onRrDukm68dGSPErszRrOnnKw+/bSbIBvPxAYQWbA/vHkAuXluWxrj3EPFdhMLLCdHa+gwGIpqvGaadhvLCkU9qg8rWgUjgEYpgIn1S41SsIx2NtVeRatQ1+HzCyNw4p2uWDwfhBnePBY1umaJn+k9000YzZzp0uY1lAC2J6CnrPXNhq5lmQzcTbckD79NuM5jML8KPIyFy8Kmk+z1mDkkLUA9q+JxiKVRsEAc6ykYMDPQaZpRtT387PUT+KufvBm9tmFFD25ed1EmxdRx18O/vXUSG1YujF577q2T2Lh6UVQp3W4IIVF1Pdyzw1+o2v/Nm6Zk8Z3hbjUpbrCQ/tKRoaYRAEICIzUXJiMgxBe+ewqGf1OSgAdf9K65vsB916MTGwQeunUtQDTkKDlrFbUd7O5a1mVhS+w9tm8egMkmLEBcISPbfJ0SyMAmpKdgoEP3BXyTEvx6xEb5/k3RRhcAOHRyFKt6iyjmNPzHH+zBttsHEjnf7WJNr1Aopg/nAuPcg5SIxG4hAQH/WaZ+12XFA/K6L3YrkU5xLoxzD9L170GlxZ34b59fP+3qbu556Mpp6OgtJnb9nu1zz0WwCsdM3tTgCF/U9oSHgb7uqA1pQvfKRcXoO4WVuErszhZp17ysMp2FiyyQNzUs7jTxzF/cgFW9BRwcrOC7/3owsxbsHTpDwdQTz+8P3rIWHfNooaeYOu00lhWKNFQfVrQCCcBgFN15I3Iw1ChBVhM6VXsVrURdh88v2qVi3xMCjicggSjjuhqs082UDo1Fonn4nqt6i6kbpRkBHOmL3uExCvv/bFRWVwM3SQFfu4hH6IbrOJGbZAbHYPZm2XNEsxuVuoHNHqEF+4YVPdAoiaqIM3ptgmUwXH6hnzl+6deext2P7cXlF3bBMtp3gaT6/7N3/8FxnOed4L/v2+90D2YAEAJM0hIpiT9EQbR+hBIkWfLKdmp3s7biOjtrnWqpskWvUyUprvWKSW1pNzr7Eq3Pjterq71Qd1eJpGwloWyLOcUq2bn4R5ycI8tnOpJJ8WTL9EgiRcukLZICTAGYwfT022/fHz3dmBnMQAAIzLwNfD9VLIJD/Hhn8HZP9/u8z/PUdFOvQFdJTM5ofOTRf8KTh0/CESK9gOt3VZrp7Fm44LYQJprtdQ9EbeefU6+UoJSEI2ZP0skFbBQBXzl8EgVPpRsFGoPIZV/j8k99A3f95Q8xXvYRGoNpX8OY5rNHsZ5hmWTFJN9DSYFaaDBRrsXZ3lFcDWGqqvGd0hlUgxAnJ8q4e/8hVLVBn3KgI6RZ4CP9LvJKYtoPsGmoAFeKtBR940aSLJamJ6KFaQzc9edVfOFZPwVJEW+4SS4++5SDCMBwwYXrKgbp6LwkGdqHX5tIM7QDE6VlwkunJ9PPFSJeLGqcc0VPwZMCQQiUAz3n+893fX4+AbbGY2a6GgfnJQDlOE2PTVY1RjcO4tS5CrSJ0kB3coOdZOLyOKKlyjX0Frz8U9/APY8dwqahwnkthqykai3Ef/7Qldg46EEIYOOgh//8oStRrbXf4d9rM0GIA8++hgc+eCVKn70VD3zwShx49jXMdMhIICIiyiITRTD1DK7Gj23F8RLRYjkdKhN2eryXkh7XniPT5NrzXZM3xkCbCKYlYbcWGoRhc1NmR0q4ThznSNY3HLF81R0Lbvxc2o1HR/F6iycFaqb9ubLXJejXVHSkXTP5dRZmHid0hDnBYoM4yOf2ZETzy1oP70otxFPPn8QDH7wyzWB46vmT+PgtWzGQt+9kuhAFTzVlOk9V9ZznWDkb4LINA2mmc59yen4iWipTf4N58PZr8Ew9W791/hkATz1/CreNbcaff+9VfOSmSwDEC+lT1Xj31Td/fBq3XXdxU0l0IA4ij/R7TQHwP969C7974AgeumMXhgtu+tolu69av4eJ4nPP0V++iYLrzDkHHfrZBG7ZsR4P3XEt+pTERKWGvpyDxutr5UgUvRxyUqBaL1lyw5ZhTFfn9vm2sZoCES1dY+Cu7Ot400y9vpoUSPsPJ7srZ3TIAB0ti2TuNfbuvmnbCNycg+mkhUdDdndahaRh7iV95ofyqmljhlffdOZIOefmDQCOvj6Z7mZe7FzWOm7t0vh++98/dj3OVefeByTPIXkeADBd1fWbV4FCzuWxZJm5s6X9Y7YwEeDlZFpxaXImgBBAh7WBnpMC8AMz51jxLL03KrgOfuvazfhPX3khHe8Xbrsm0xuY14oI7UuOWnpoEM3BOUzdYiIgbAnAhlEEGdm52MrxUrfwPLx6GBNhRsfV15IWaABQOj05Z43BBkmP68Z7uoofIncew/TrFWEn26xbOEI1xW5W+rWSUsw7nj7XgSsFVD0LvFWv40xrJjLSqZl834YBeL0eXAdKABVtcK4SoOAqjE/XMFTIoWDZQZ7IWg9vVwrsedcWnKsEAOJezXvetQWurRH6Baj4IZJM5/ueeAFfPXIKu2+8ZO6JKedg2/1fx83bRvDox65Hv6Vz6q0UPAe1IES/V89WdxVkQxa7FPGF6rdePA0h0LYXyPd/NpFWImhXEj1+TWPPnZjA+gEvDX4/smcMTmiQVw76lIOyr+d8DxMB9z3xAv7ko9fh1Tem8Wcfux5RFI/9XCXAu3esR75enmSmXo7+S3e9E5d/6hv46WfeDwBpGfUZbSAATFZr2Ld7F46dnWrq853hqUtEbbQGu9My5vWL6loYNZV6ihC/tzFAR8shLQfe0Lt7bMswAj++hk6yVufrS+zW+8y3ayuUZIMbY9ISWEB8o7ZpqJBu4FjsDVu7nt1SYM5jew8cSe8LgNlAt5JiTqY62UMivq8L6yfC0EQQgLXX764jUQvj+7mBfA7nKgGGCjm4lm42DUyUZkwnm2UPPPsaPn7LVit7eFdqIV78xbmmDQUHj72BC4rrM7uBea3o9N5gQxlEooXgHKZuSUrXtl5L2NpjmuOlbuF5ePWoBCHchspYjWsMNt7nFTwHQUtFKSk6b7ZYSJZ6su63kPhlN16r+cbzaxdfAB2ECKM4C9y2EvRrJuDdrpn86MZBaxcbEuzhvXIcKdG6D0XAzlIZC5Vk+zVm2k9WAzyyZwxFT6WLQO/esQFAvQx2hjMgKr4GINLjRDoCQsc7w4QApv0A+Vz712K6qlHIOWlZd6eeKX7fE7MZIg/efg0a364aA+DPnZhA0VMYn/ZR9jVGih76lJMGBZLvUfCcuPy4qzC6cRDlmsa9jzdnnSWZaF+6651N/chndIiyH2/IaCxX7EiBnBSoFLymPt+2n8+IaGG0NjAmfn9KzleeIxA2lDEXaN8nZ7lKGNHalpQyT25oRjcO4uE7x9IA+KahQtONT9q/qSVInCxCtOvr1Pi5Xr0vVNKnKrneLXoKWpsFB5+1Nqg13HAdOzuFd20bgd/y2DsuWod73rs1fSwJdCsB9r3PALehr6IjhZWLIIkZHeLVN6axff1AuiGzXTUEWxRcB799y9a0itKF6/L47Vu2os/S+4W+nIOxS4fxiS8eZg/vDLKx5x/RYnAOUzdkrcc0x0vdxPPw6lBw4wByVnp4J/26k/lnwihNXM0rCTHP2kcnyZr/W8UvkxarK/1azTcem/t3A2uoh3do2he76/S4DTotWtu6mJ21Ht610GAmMLj/yR9h9NPfwP1P/ggzgUGtTWnNrPBU3DsiwmwPaCUFzk5V0z7lV28eQhLEvWHLMMr+3J6aNgtDg6lqABNFiADklUzL2EzOBBifrkGIZKE8h35Ppa+FIwRMFCEIQgiBtKz7gKegHJluFCh99lZ8/sNXo99TeObls03zufG1q/ghRvo93Pv4EVRqGkpJDBdcPLJnDC997lY8smcMFV/j737v3ZjRIUwUzekTrk2U9v1u7UeuwxBSSNy9P+77+L2Xz2K6pjE+XYOSsqnPdz979RKtCkmwW0dxSaNyPZs2eStNNjbl6ov5umFXKQN1tFziDVezmdyl05NwnTgoffT1SfR7qqmc+Xz9olRLn/nWzZudvq4caJR9jRkdQuu3vjbTOr6Ga6xIeOXbB9OfnQS7k2D9dZfE10BKCnj1rG72vafl5nXo4W3rJmatDaRoOUaFWNAx2AszQZheRyfX1nsPHGEPbyIiWjUE2veYtvNKguMlosUr+zpTm0wKrmqqMDCj43uPgpJz2g4uVJ9yFhS/rNS6E8fpNB4lYHX/bmANZXhnUVUbSNE8eXQUwWhjZQlqp0MPb1vLwJgowu/91ZG0/PTB4+P4vb86gkf3jPV4ZEvnOBIDnkIlmC2B6wgBKWRTJvBXDp/EzdtG0h53036c7SwtXXxLhKHBVP1NMNlp9KuZGvI5B3fvP4Q//7fXY6iQS3dS5aRIn5MJI0yU47YAjpQYcONjaCCfS7//gKfgSJEGkR0hsPPCdW1fuyT4XfHDOFPeUwjDOAstydgZyOegtcH6gTyKXny6be3x3dj3O9k0kvQjP1cJsHmoL81KT94sk2x2aCAyUdNzIKLsSoLdvokQRfH5IcmmffH1yabgXbqjMudAhhGDdLSsip6CCaM0OLx9/QACE6Wls0qnJ9N+UfPtWl5IXzWlJGq15hupcqARhEAxF8/xsq/fMhvWGIMwms3kdh3RMdidBOt1EHKjSMZkrYe3joDBvGq6lstJEZf17/XgVoGip+ZcWydVmMhu7LtJWcc5TN0S1idbsiFNirjcV2jpZON4qVt4Hl49Cq6D6apGrk2wVFkQQG0l61UgaqFBBGBdPteUjLIUSkmEtbe+sy14ak459ZXQaTx+fV3ItbR/N7CGMryzSApgohKk2Z137z+EiUpgbca048g5ZWBcR1ox0dspdFggKWR8gcRxJAbyOUghUPQUnjj08zQT+IKii9AYfPSmLXjgg1fiqedPolILcddf/hDjZT8ti2ErXxsIAQTa4OxUFTM67nmdLHaZCJj2NT7y6D/hycMnUdUGtfqbQJLNPV8mdONrN5DPwVPNWdQRgI/etCXN/g6jCECUZntXghDGRE1Z6DM6hK4Hr2YzuGdNV3X6mKxvGkn6kQ8X64FtAFPVAI4QOHbs5aYx2np8EdHiNAa7i55Ky0Q3ZtOqnIMoAqq1EId+NpEGAhmso+WktUHZ16gEYVNwuOgpREDb7O75rh7a9VVrFWG2rHnRU1COg6G8ggHSx+bLMNXaNAW3XUekO6s7BbvLvmZGdwYJxH3CGnt4a2NvFk7edfD7T/4IvzhXRRQBvzhXxe8/+SPkLS0RDrTPcrJV2de4959fhm/97ntw7I9+E9/63ffg3n9+WeYqWK1VC3l/ILIZ5zB1SzUIMVGuIYqAiXINVcsrmXC81C08D68OlVqIv/z+CcwEOk1iixCvk9u67h3WW0AJxPcknVYrlntKVvywp5s6ko3FOgJq4eyay1utC3WTnTNmhUz7uqmc3LTlN8KqIWO6scSyLfXwW80EIZ5+6UzTAsnTL52xtqRcu+BjY4/m1aDsa3zzx6chANSCEH4Q4pNfPoLRT38DD3ztRey+8RL8quzj4PHxtCy3jYyJMO1r5F0H+Xrp8SRr+rkTEyj7cdBYNhwzH71pCyKgqZRIIecsamG7MQDepxyohuzvCPHF1DMvn02zvYueQk2HGC/XmjYz7cbuAAAgAElEQVSqBNrgiz84gaRUeWPZfymBfbt34eZtI/irH/483TSSBLqrtRCvjZfxO48dhuX7EYhoibQ2CE1zwG66qqHDMM2mTQgR9xh7+OlX00oXRMtpRodxP6qWUszJBox2nA5lyTtdsrY+7kjZdrHCRHG1lk6lzbWON5gl75m1IERoQkxWdfo+nJSQbg1289jJJoE486YxC0cKYW3Au+xrnJ708b4//i62/09fx/v++Ls4PelbG5CNEC84feKLh9N2SJVabxdV5tOnHOy+8RI88LUXm+5veHzbb6HvD0S24hymbpECUC3X2kpKa5OhOF7qFp6HVw9PCuy+8RJ88stHcO1nvo2PPPpP8IPQ6sClqa9fSBG3SNMmarumsdgMdSmQtpPrz8fJdqLl//0O7XhXIhu+NZ5a9rX1x162U1kXoWYinDpXaWrmfuzsFPo2DMDr9eA6iBDX/ncaMkw9ac9uiVauFBi7dBif+OJhPHdiAjdsGca+3bvgWnqVkJSPvu+JF9Lx2txzfCkKroMv3DZbIru1pKIxBjf+0dMA7Mtu19pgRocouA4myjXc+/gR3PPerXjHhevqx4OXblrwpMC+3bvwndIZvPfyDU39y3NSwITnX/ZbKQnXmDTTbLoaB9B3Xrgu7fX97h0boCTg5Rx86a53ouxr1HSIL/3gNex51xb89aGT+K1rNzWV/ddhhHUNvxe/3l8ciANbgTG4dKRY//1w8Y5otdHaYKISt2ZovD4Z3TiIagDkHOCyDQPpebtPOagEIfbt3hVvxGF2Ki0jrQ2KnsJ3XzqDG7eMpNcNSf+mxZQzTygBhA3va+02biZfH0Zh+nlSxDeRJoqvMXP1igZevY/U5q2Xpe09akGIV87EWdzr8gq+jPClu96J6arG4Z9NYO+BI+k9QHIc8djJJh3FbZQa55QjYG2J8OQade+BI033R7b28A5MhAPPvoYHPnglLtvQj1fOTOPAs6/h47dsRb7Xg2ujqg0O/WwCf/LR6zDYl8PkTICDx97Au3dssLIFGDVbyPsDkc04h6lblBRp+76hQg7K0uuIBMdL3cLz8OogpcRQS8zCkwKyw8Z6GxQ8ByaUkI6ADsL0vCFa5uNiMtQFkLaSaxWGBo4j4QigFsVB78afudiftRDt4qlJ/25XijnHni3Z+HaMogv6lIPRjYNNj41uHLR693dggH8onWkq2fcPpTMILG1UF0bxwf7wnWN46XO34uE7x1DwHGv7njRmAzdm0K+m65pKLcRTz5/EtvUD6HdVWmqi7Gt87+Wz+LXP/H36uUl2uw1lzZMA0N37D+GN6TjYffD4OK67ZBh7DxzBSL+H6apGkjE9MVPDYF7hlh3r4bYsbuWc5evNqRyJ0ER4cyaIF+PrZdInyj6u3jwEJeOFt1+VazBhXMb8gqKHj9+yFf2uwgN/8xN89cippjLpeSVRq5fm/NaPf4nxcg0CcQWCoqfwO48dBiDqvx87s4GIaOlmdIi9B440BbuToOJgPi7t3BjsntEhPEdguOAyYEfLbkaHKPsaDz/9Kp59dTy9bpjR4ZLKmXf6v3aPKyXRp5x0Y1lgovSarBLo9BjwTQSVi6/fk0D3ZFVjdOMgBvMKNRM1HU/vuGgd7nnvVga7VwkpgBltMD4dl50cn65hRhtrr98be3i/9Llb8cieMQzmlbXlFguug9++ZSsuXJeHEMCF6/L47Vu2omBpCfZ8TqYbrpOM9LFLh5HP8Ri33WLeH4hsxDlM3WIi1NvpzQqjyNoKgBwvdQvPw6vHjA7x4uuTTdnRL74+iRltbxXeiq8RGpNWCpZorjK7lA3OfodgNxAHvBOuI+HUW9muZDnxPuVg69v6EUZRmnEeId4kZGv/bmANBbxD0z5K3OlxGxQ8B//+8SPY9ZlvY9v9X8euz3wb//7xI9ZmeToC0GHU1PdEhxEcSxeg3JyDrx451bSL76tHTsHN2fn6LkZSArwvN1vm74o/+CbueewQ3pjykZMCV28eaiqtnWS321DWPAkAHTw+jvUDXtprvT8flzCv+CGOnZ2KH/MUqkGUliCS9TeGJKt7uU+2SoqmN5U+5UCKuMx60kP86C/fxHRNp8eCNnEv7+Of/018aNcm5GS8+wuI52EUAf2uSrPFk97gFT/ExkEPBc/BQ3fsQsG1JwOfiM5fkk373ImJtn2G3YagXhTF58Y+5cBj32FaIUVPIVfPSH34u6/iuv8lLidW9BR+8Op426/pVM480amvWrue3O2C3r7WCMK4tHktNE3fy0TxBtZT5ypQAh37dl93yTCD3auEqfdKa7x+F/VqADaSIt4M2Rigr9ocoNcmLRefkEK0PV5tMBPM3jNoE+Hg8XHsPXDE2pZa1Ix9NynrOIepW4LQ4FwlQBQB5yoBgg7lbG3B8VK38DycfaYe5G1sp5a0JbO1ajAAFFxVb7eFjv27F5uh3tgfu9O87rT+8lbrMktRCw2EADxHonFfkLG4fzewhkqaZ1Gl3pf44PHZBcYky7P/PMszr5Sk/7AQwHDRtboMTNLf+g+/9pP0sZu3jeDD120+7/LXvWRMhPGyn5YAv2nrSFOZv7yS8EOTZrcnpbWT7Pa8BUHVJAAEzPZaP3h8HNNVXe+7HmH9QB7TfoChPhcj/W5a1rRaC1EtT2JgZGRZx2RMhEoQ4u79h3Dw+Dh+8p/fhwizWd41HcJIifueeAGP7hnDuZkA9z/5I7z/qo340K5NGJ+uoeAqnKsE2DDgpRloul7CPPk+2kRABISIN4t86gM7UfY1RopeGswnouxL2jZEQfzefvhnE3jHRevm9BmOg3yz5wsG62ilJHPylTNxSf3GslVJ1jci4LpLh9Ovcd6inHknEeINHANtvlYpiT4gDXqXfQAIIRBvKmstDT2YV7jy7YPwOwS7k+PJhBGPn1VACqSLkQP5HM5VAgwVctYGkLMWoM+axnuGxHMnJtLFIiIiIiIislelFq979XuqaQ3C5pgSECfcJRnZM9og32FtYzHKvoYrRdt1j3X5+P4mWbNJ2swBQOn0JC7bMNB2feV8mCgOdmft3nVNrfrUQtOUfVyzfMeWKwUe3TOGI3/wGzj++d/EkT/4DTy6Z8za3S2dMmltKWfQKulv3Zjl/IXbrrG2ZN9CVWq6qQS4m3Nw/Wf/Pq0ScOC5nyOKY6pNpbVdJaFNlJbi6KWynwS2gaRs+c3bRnD4tQns270Lz7x8timzu3GXkack3jhzZtnHVAnCpkW1/+uHP4cfhPjIo/+Eaz/zbXzyy3H1hfj/Be574gUcPD6O267bjGlf4/4nf4Qv/uAEhosu8vU5ZsIIjorLkCQL+0rGu6KiCPjK4ZMY6fdQdBWD3USrSBJYLHoqPa89/N1X8ZNfvtkU7H7lzFQa7C772ur+RZRtyZxMdlaXTk+m/ydEfE3amvVdXUAGZaddxj94dXzegFRrprcj4/fNfM7Bl+56Jw7/z7+Be96zFXsPHIEE3jLYXfY1g92rhJKybZ9FZen5Me86+MOvvojTkz6iCDg96eMPv/piei1I56f5niF2w5a4ogPZrZvZKUQrgXOYusXLSUQty9eRiR+3EcdL3cLz8OpQyPBG1aIXZ3m7jpyT8bwUfcpp6pudtAw+da6CWj3q3M1s+ILnoPG7RlGUiePOnpGssDAC8krO6Z1ra3/phDZRU1kVbfGWimpg8PRLZ2Dq0UcTRXj6pTOoWtp0POlv/cAHr0Tps7figQ9eiaeeP4lKrfcB36XQ2qBW0yg0BGX78yrNkE488Dc/wUTZh5Ii7SuhTYSaNgijyIoMmT7lYN/uXbh52wi+cvhkmo3+7h0b0Oc6uGXHevR7Ks3sFiIu+bsSJcwTBddpei0f+JufNPVkfPjOsbQqw2zgGwAEfnTyHP70zjHcefMWKClQ8TWKXtyLd6qq8WfPHEet3je16ClIIeA6Et/88WlU/JDBbqJVpDHYPV2Ns2Z/8os38fCdY3jP5RsAAEG9hPntf/oD9h2mFae1gTFxef1OfbpRf7zxpqt/ATemSsk5rW2efXUcDz/9anz9MU+Z5CToHdQroeRyTvp+f+zsFG7cOoJH9ow19fPuFOzuUwwurhYzOsTLZ6bSsttSCLx8Zsra/m5lX+OP/vVVuGgo7ol90VAef/Svr7I6IGuiqOl+zkT23n823jMkG5j37d7FYz4DZnTYtLkKiLNTbD2WiVpxDlO3zNQMHn/2Nfj162Zfx/+eqdm51srxUrfwPJx9/QMDqPihVeWwFyO5p1MiThQA4r/VEpfxkzWQnW8fhOuItG/2ZRsG0KccmHpccClrM0tRaXl+M7UwE8dddrdQLFK7iSYBK4J7negI0C09xrUx0JGE26MxzUcK4OrNQ/jEFw+nJReSvtA2KtT7W7eWiChkoId3Ul4778i0p+tEpYY+10GtpQS4FMCDt1+D+554IX2ernLgSdFQLlSnpbQ9CwIqSkkMF1w8smcMRU+hFoRpqXwg7uOZBIFrQVzmdKUze8q+hkDza/md0hncvP1teHMmgJICfW7ca3t82k9/B3klccuO9enzKNcz8P949y6sH/Dw2MET2H3jJfjkl5vn4fd/NmH18UNEi9ca7D52dgr7du+qvw8dSo9/11Hoz6s0S43BblopyZwEAL9eVWB042DT5yiB874BrQYh7nnsUNP7XFz6q31Z88ZjZUbHZcJqQQgdhgAc/NrFF6Ql/7/70hk8/PSr2Ld7F0Y3DqJ0enJOsJvHz+rRuKO9dT7ZyKuPK2wIGishlrwIstIixJuC27UOsFHrPQOP+ezI2rFM1IpzmLpFCuDDY5ub1vRsXivieKlbeB7OvqG3bYQUgB8a5Nqs6ytLqwYn+pSD0Bi0m3FLrdBojIGul0pvfbyqI+S6OL8LroLWIQziWIybixMSbD/u7LxzXSGte7MM7E9xjyLg/id/lE6gh+7Y1eshdeQItO0L3ZrZYwshBAqu09TfWkkBscSyE92S9Og++asKNg0VsPfAETyyZwx7DxzBl+56Jyq+ToOyh1+bwPWXDrf/vTgSBQdNQe9CzrGmBL1SEgNKQuv4jaMx2B2YqGnTR74LC1sF18F0Vc95LV1HIqiXUg2CEAOeQmAifOmud9Y3Ehg4QkAHIQITpeXm1w94qPghvvnj0/g311+cLtRNV+Pfw84L16HfU1ZsQCCi89cu2J1koiZ9isq+hicFVC4+3yRZaly4p5Vw0aZN6ZwEAF2/cUkCxkD83uubKL6Ra9MKaKFlq9r144oQlwDT2jTN8cZjJe1jn7zPmtng9ytn4mPoxi0jQATsPXAED985xmD3GpC1/m5ZEpgIB559DQ988EpctqEfr5yZxoFnX8PHb9mKfK8H10FyzwAAA/lcj0dDi8FjmbKOc5i6JZ+TTetQecvLbXO81C08D2db0VPQQYhaFAe9k99fkiVtS4yiE6UkoONgdCMp5ZLXIXwTpZumWxU8BRNG57U2sxhJsmESgK/4IZS0/7ize9YsM20ihPXU/9BEVpcHB+IScklwTJsIB4+P497Hj1hdVs51ZJqJO1x04Vp8YqoEIe7afwi7PvPttL/1XfsPobKAnpS9lPTo3r5+AHsPxPMj6S1d9nXa3zopAR5hbjn/YGYKjiPhOBID+RykECtaDvx8KCXhuSodZ77h44F8DnlXdWUxu1IL8ZffP4HQmPS1vKAYh91/57FDcQliIA1+J1nzyWkm6S+alDqPe6XH/cm/UzqD0ER4cyaAEIB0BEb6XfS7ysrfCREtXlIyer4ew0mwu+xreI7AcMFlsI5WjHT70versq/x4uuTGKqXy2qck0VPoRIsvWxVpxuvo69PouxrzOgwLW3eujEk2eSW/PuVM1N4s6phImB04yBOnatAmwjXXTqM505MoD+vGOwm6+go3sQMxH9re2/lUHAdfOxdW7Bx0IMQwMZBDx971xYU2HOciIiIiIiWUVLOvKBkU+tVr75BPguUknBbYhXnsw6RJiS0uYes+CGma7qrJcX9erBbR0iz8duxKRvfnpGsMIO41IVT33HgSAFXijlZ3zZp7MWceO7EBAorVJd/rSm4TvvX1/IFnWRe9Odn50e53ju6WtMYu3QYB4+9gQvqGw+iKC73PT5dw+RMAFcKvHHmTI+fRfYkJfA/+eUjuPYz38ZHHv0n+EGIp186gwdvvwYR5p5Qi0oijOLNNUWvtZ96hDCK0O+pOJvbVXCEaMq250I9UfZpbVCrafgmQtlfYLBbCjjnsSOU6K1obZoyqL16ObgXX59E475KKWXTvL3nsUO4/FPfwD2PHcKmocKC+uQqJZt6WgHxDdmmoQJy9ZvaGR1iqhpA1ssC6XrfbrdDf25d37iaHENJC4Dpqmawm6wSAZj2ddOxM+1raxdwAm3ga4NPfPEwLv/UN/CJLx6Grw0CbfNdMxERERERZYkxEaQABNoHd1ciYzkLyvV7xVpomvp4h1H99RJouzazUi16i55ChHrGfT3O5IdmTs9ymxL21kzktNNLbs+vYq5KQy/mxA1bhlHxQ/Rb2kctS5IgcevrW/a11eXwknkxXZ0dvysF9u3ehXsPHMFDu3+tqWd0kjE8XHSh6kEUWpwk42wwr+aUHr9lx3oA8aaCsF7CxITxu3RSghVozui+74kX8JXDJ/GhXZsQIc66l46A0LNfS0TZp7WBMSat8FCrl4x+q2D3+ZQ/IlqIGR0COu4vfK6qMZhXGMor9G0YmNMH1zOmc/n9Bc5TKSWcyMStQfIK29cPQEmBo69P4rL6z9RBCB2EcOu7uV0pEAQhclKkGd2N/bkT01UNANi3exeUFHAdHj9kj5qJ0opMAHDw+Hjajsjr8djaCeYZr60lzYmIiIiIKFsqNR2XydYGBSURtgRQ1+o9fZ9yUAsN8krOiVsqAdQiIKdkGp9Ik2ZWKOCcfH+DeHOC68g0sa+xXZ1N1tTMOVfVuHt/vPvh7v2HcK6+QGYrKYAHb78GN28bgZICN28bwYO3XwPLyuKnOh1YNu3waFRwHXzhtubX9wu3XWN9hncyL46dncK+3btw87YRHPjhz9Ng7MhAvBxVC0L84s2Z9OtMFOHpl87gVzM1XH75KKZ9DWN5WX8baG0wUanh7v2H4OYcFFwHUzNB+v8ztRA6DFELDd6sl1tNPr9Qz+qOF+NnM7o//+Gr8dGbtsQ7pBpKtvQpJy3lWglmS7wSUfa0BrvLvsbR1yfR76k0YDdd1XCESLNoGeymbkiyu5OyVEP5uDe2qu8I1kHYlCEtpWxb6lxKueD3qbfK8i77cRUEHcU3UWE0+ye5VJECTcdOks2tpIDnCKzLKwa7yTrFDhW7ipZW7MraeImIiIiIKHuSCsYFJZvWzTr1r14rlJIw0dygbbJ22K78u1zB5Makql+WVlnWzJ2rP89udbfHY+tECaTBsYuHC/j5RAX9noKy9LivBgbPvHwGN29/G4AkwHoW796xAf0WBr0rtRBPPX8SD3zwSly2oR+vnJnGU8+fxMdv2YqBvH3jTXhKot9T0KGH4YKb7uiptfQeV47Ev/rfnsFLn7sV2+7/evr4zdtG8Me7d+F3DxzBQ3fswkjRg1zjbybzmdFheu6o+CG0Mdj//RN431UX4qKhfHoe0fVzzMN3juGexw6lnw9EkBJAvTxLktEtRBzs9uoL/Y2lZRPaGIjQ3k0jdP62/P7fLunrTvyXDyzzSGg5tQa7p6saoYmzu5MMVSAO/rmOxIwOWYKZuibJ7tZhCE+pOe19WjddzOgQr5yZSudtFAEv1jOzAWDgPLO8TQTkpICbc+JjRaCprHpCCKQBd1V/r1Ri7nhpdet0xWrrlWzWKkplbbyUXVk7lolacQ5Tt0gRVxQEZtf8lJTWJkNxvNQtPA9nW8UP4fI2vq2C50C3xHlMFM27NrPQdZnFUkpiqhqPpdNmBNuOuTUzrbK4W1068a6NJDg20u+ioCSkpcEvKYCrNw819Xy7evOQtRcJSU/mB772IkY//Q088LUXsfvGS1as58FycRyJAU+lZbCBOJs7MBFCE2GqGkAgDugnJfAbPXdiAusHPBw8Po57Hz+CSs3uSge91njuSHplJPMm+b+ip9Ke6o291ZOsbh1GiADkW3ZhvTZeRkUb6Hpv36IXZ9kd/cWbuHv/IUxWNcKQWd5EWdIus/vY2SkEIZBz0JQlm1R1YLCbuinJ7g5CwNcaQctu6ta56Nb7e7f2iEr6by+UUhKuI5t6PSXXiEdfn0wD4cl7auufpnJdAgj8ClxX8dhZY3QU9w5rnEeOiB+3Ua7edqixotS+3buaNjjapJBz2o7X9vsjyp6kF2Br/z9LD2WiOTiHqVtMFM+voUKu6W9bCzZyvNQtPA9nmxTATIc177We+FXx41hNY8ygUF/Habc2467wvWXRU029vG0/5uyN9i6zLO5WnwlCfO/ls2nGdGgi/MPLZ3HLjvUYsPDAdzpkpDt2rufAcSRGim5Tz4NCzsnESdVxJAac2VKibs5B4Ov4BBMBEMCxs1N48PZr0HraaQyCP3diIi0hQu01njtkPess6ZWR/F/Z14gizOmt/teHTuK3rt2U/gaS31M1CCEAXDpSRFhP+24Mel8yUsSnP3CF9VUoiGiu1mB3ckGa9O1uDNox2E29UPY1dBjG1WJaei+1K4XlyLiyTNK/O/ncpP/2YuawMaapssl0Nd4QsmmogGNn453KYp4M78afdfzYKawbHDyv14KyRwpgRhucqwQouArj0zUMFXLIW3oeNRHg5ST+5KPXYbAvh8mZwOpFVCHi9gCN90euFBDC0hs6yjQdzZ7vo2h2QwtRVnAOU7cEocF0NcRAPodzlQD9eQe5FSxhe744XuoWnoezK+lHXdYmreCWyEJsZiUVXBXHDgTgyrhndsUPkZNouzaz0sr1AHxOCoQZOObWzOzxOuyut7kvgCcFxi4dbsqYHrt02NoxO06cuTNcjDPSh4suXEdafZJyHImBfA5SCAzkc1aPtR2lJAo5J104VlIgryTyysEFBQ/9nkIYRXP6wCdB8HYZ4NSsT81muvzVD38ez2kRZ7UlWTs6DKHqHzf2Vv/s3x7FRNlvyurWJkKtvlEhnXdSwHMkxqdriCJgfLqGTRcU8P6rNlpdhYKImmndXMY8JwUE0LZvNwAGu6knGrO7W3fmtpuP8/XfTjZuLERyfKickwa9k9Lmp85VsGmokLb6UG3+8HghIL55VVI0ZeEoKay9qXUdiSgCzlWCpr9dS+85Ah3OWcQIo/hxouXEMqSUdZzD1C0qLbnd8JiU1ra75HipW3gezrYIaNuP2tJ9wV0l663fvIZ7RjlPJrWzwht0+lS8hqM77NpWlt3brplISgRgqGW3ehYOonZjtlXWenivFkm2N4C0PK6bE/UNBwJVbeZk3X/l8Mk0+G3xlLKCUnJOr/Rk0T8wETwVZ8S5jsS6vEJfPdut8bgViDA5E2CwL4eyr/Hk4ZP45o9PY98du+AqmWYnHf3lm/iX/+1p3LBlGA/efg1uu26z1VUoiGjW9u07MKPDpjLmoxsHYRDfRIctgUX2HaZeSCrDtMvufqtr4sYg9WUbBtJr0oVszNLapMdHktU9unGw6fu59Q0iEebuEHZ4vFADt2G+OlKseAm38zGjQxSUhNPQoirZKLJSfdaIsqLd9RFRlnAOUzcYoO21hK3N7zhe6iaeh7PJ1AOnzNDvrOA5CBr6eCsRlzjPK7mgxIXlpJSE1oALA4Pmkuaesi/Z1a7RrLCKNk0ZlBXNt6/llLUe3kB8gp32NUxU/9vW+oILVNUh7t5/CNvu/zoA4ON/8UM89fyppj7wEYCP3rQFn//w1ej3FFwutr0lpeJKAJGJmnqd5qTAQF9ccFwbg19O+ii4CifPzSA0Eb7141/i2s98G3ftP4yaNvj/fv4rCAj84dd+goPHx7H38SMYL9dw/5M/wrSv8e4d66FNhIPHx3HfEy8AiDPaiMheWhv4Nd2U2a3DEJuGCiidnoQUmFPinMFu6pUZHXbc/TvfruB2pc4BoBzotLxVJ1ob1ELTVKZ8dOMgSqcnmx4T9Z/juWrOHx4vlFU5KXCuqnH3/rjP2t37D+FcvQIIERER0ULUTISwvl4Zmgg1y9cuOV4imk+lppe0LrGWVBrWWZz6vWNByaa4RDcTY5WScF2FvKusr5a8ZjK8wwhp2bvGv0OL38OkI2HCuUF5aeFEArLXw9uYCOPlGu59/Hk8d2ICN2wZxkN3XIuRoguZ0UWogqfw3IkJAEB/Pv744PFx/Na1m/B//MPL+MhNl8BVDoQALii6yEmBamCYgb9Ajdn0jVnXA/kcwtCkGwuGiy4KOQe37FiPlz53K6Z9jWNnprB+IN+0AeS5ExNYP+ClAe5H91zf9H8Fz4Fkz0RqY8vv/+0iPvs4AODEf/nAygxmDdPaYKJSQz7npOXKk37EOQdx1mrOQeBr6CDObjVhxOAd9UxyY/TKmbhfdqJ0Ou7H3SnjVCmJWq35mrQcaAQhUMgJaG06zmtjDMIomnOM7Hz7INx6WxaWK6eFardd2eYtzFnr4Q3EVbpMfTdK/DHSVhxEyyVC+5KjFh8aRE04h6lbTASEUfPMCqMIMrLzvZnjpW7heTi7Cktcl1hLCq5K20qZKEIkBOf7AlkR8B4dHX0ngC+USqVfHx0dvQzAXyD+ff0YwL8rlUpmdHT0DwF8AIAG8LulUunZxfwMKYBcvcl7/O+4H6DNcc1afSH9videSAOyD95+DYYLrnW18ROtPbyVxS9wJQhx7+PP4+DxcQDAwePjuPfx5/Hox65Hf0b7Jlf8EDdsGcbB4+OYrur046eeP4XdN16CT375SDqX9u3eBeQkctw5tSySYHgYGggBSEcAGnhzJsBgPpf2VG88JBp7qCcB7ub/0+hnOfPMWFwQmlaDGR1i74Ej+NJd72wK5J06V8H29QNpcLFa0ygO5NmigN9VOGAAACAASURBVHouqU6yaaiAex471HRN8FZloeNS4wLTVV0PXgNevWZcp/LMrX3tG4+Rvg0DCBjspkUyERCY2YoBoYmDs7Zez0qBtHf3QD6Hc5UAQ4WctfegEQBtojnjtfmejrKLZSwp6ziHqVuC0GC6Gqbvzf15x9prH4Djpe7heTibKn4Id4nrEmtFYzJm0VMIgpDzfYF6HtUbHR39jwDuBFCuP/TfAHy6VCr94+jo6J8C+NDo6OjPALwXwDsBXAzgKwBuWMzP6fS7t3lOmAi474kXmgKyrVmgtHQF10mzoRPPnZhAwc1mCWmtDaQAHrz9Gtz3xAs4/NoE9u3ehb0HjuCzf3sU77n8bU19pbWJEEWwdsEtq5LAtw4NHCEQCTRtAPlO6QyUFOkGFimAB/6Hd+BbL57G+LSf/t9Dd+xCwe35KdoqSw0oM7OZVoLWBsV6VY12we7+vEozV+/efwiP7BljiwLqOVcKhFFckefhO8fSrGslxZJLh0Vo38e7Xd/u1g0hrHhAi5W1ALIAoKRoqjKmZPvd+TYwEaAc0bSBWUq7M9KJiIgWw5gIlSDE6OgVmPY1Cjkns1UeiYiyxpgovqfD8q5LrFa10MD4AJdNFs6GaMoxAB8G8Fj932MAnq5//A0A/wpACcDflUqlCMBro6OjanR0dH2pVDq7mB9UCw3OVQIUPYWJcg1DhRz6LJ4tBc/BF267ChcUvTRI+auy35QFSktX9mczoBM3bBnObAbejA7Rl3OayspXajoNck9XNcp+ACBemM5CScWsMibCTBDiey+fxS071jf9384L16H02VvTkv+BMfgfxzbjA9dciKKn8NLnbkWlFvKmaxktJVDOIDnNJwnkRUH8vnH4ZxN4x0Xr5gS7PSlQCULs272LWaxkheRdRdY3YwHx30rgLeenI+MqJq2Ovh6XHUvmeGOgGxqoBWHHDSFZvN6i3spaALlmIvz5917F+666EAP5HE5P+vjWj3+Jj9+yFV6vB9eGIwAFAV/ENwhCAK4QLJVHRESrwmpsbUhElCWVmoYrBSraIK/kotcl1pKkRbMUgB+atpUnbK0C3Us9f0VKpdJXAAQND4l6YBsApgCsAzAI4M2Gz0keX7AwAvJKpj12R/pd5JW0uoe3DkIMFz2E9YhkaCIMFz3oIOzxyNrr1KTexub1QJzh/YXbrsHN20agpMDN20bwhduuyWyGd9FTqAYGB4+9kc7z0EQQiFD24/KjRS9eWE4yY5jhvTIqNY2C6+DKi4bwvZfPYnImwES51lTyf6TfxalfVfA7jx0GIDBS9FBwFaQQcelz/mKIrNQYzEsqaTz83Vfxk1++2RTIy0kBlXPgOSJuRcKLdrKEEkBQLzOebMxY0NcpCdeZvSEF4h5bm4YK6FMOZnTYdHwkx4GJgNGNg22rHxAtliMlpBCQ9YmYfGxrJkDRU/gXOzfgoqE8hAAuGsrjX+zc0LYqgg0E4iB94/1nzUTWbiig7Op0zNp6LBO14hzOpsbWhtpEaWvDiqXrrADg5SSilj2nkYkftxHHS93C83A2Fer3QQUll7QusZaYCOhz4nWYKIqD3o0bBFxHWht36yUb77Qb32YGAJwDMFn/uPXxOY4ePdr2m27fvgMVHWd4F1yF8ek4w7ugZMev6bWt23dgJghx7+NHGnYe7oLylFVjrlarOHr0KC7eugPPvHwGN29/GwDARBGefuks3r1jA37+UqnHo5wdZ2Lz1svw1PMn8cAHr8RlG/rxyplpPPX8SXz8lq04+Wr78e7cuXPFx7nU3+3mrZdBALh6cxxkvXn723CuEqSZ3mVfoy/nYCYI04yYrx45hTtv2mLVfFoOrb/rbuofGMCmTZswORPgqedP4n1XXYj+eiBbOgKinu325kyAS0eKae/u0k9/uqDvf77PzdY53MvfWTtvnRV+vCvjWE42vb7tLGQOdGP+Ap1fq4s2bYJ0+9KqGQ8//Sruec/WphJMQRAiigA356Dsa5x89ZWujHkxbDve5pOVsS50nL2ew9u272gbuIrm+ZpGm7dehlfOTKWB6+3rB3Ds7BTyOQf9eQUdzC1h3u8pSIHmDSEiwssvn9+1YVbmxnyy+Bx6PYcb52CidDquMnDyPOfUSti2fQcuHSlCNwSQLx0pIghCHD/2co9H16xarcKgcw9vW+ZqFq6Fgc5z2JbjvtfjsPFY7vVr0mi+sXAO2zEOzuH52TqHR0evaN/aMOdY89q1unjrDjz+7Gt431UXAgB8bfC1I6fw27dsw887rF320loYby/X1bJynHcDz8Pz6/V5uNPPvnjrDuRk+zbDC12XWE42/M46jWH0iiuggxAzOsSrb0ynreGS9Zblnus2vxat5pvDNga8nx8dHf31Uqn0jwBuBfAdAK8A+K+jo6P/K4DNAGSpVHqj3Rd3erIVX2Pa17j/yR+lweMHb78GruN27WJrsaarAe59/EhTD+97Hz+CR/eMWTXmo0ePYufOnaj4GldvHsInvni46TWWonsXtAsZZ6Ja09h94yXYe2B2Q8G+3buQk6Kn413qz9baoKpD9HsKOy9clwZZk50/OSlw539/Fg/fOYZt938dAHDzthHcNnaxFb+f5dT6u+4WrQ1+NVNDxQ9x8NgbbeeXl5MwkcB9T7yAR/dcjxu2DKPi6wWPt1fPbTGWMr6FPa/sBZlt0q15s9Re69/42DZr5nancUxVg6aLy327d9WP8UPpMV7IuejPiTSD1Zbn1CgL55FEVsZq2zg7jaVW09BRXOkFiP/WUZz1vZDxa22waaiAex471PTeltxsAQDalDAXAk2Z3UrJ8369bHvNl2I1PIeV0ul18Wu67Rx0e3z93km1XrIvKSrmSAFXChjYcX/U6OjRozD1snmNJeOTFki2jDcrx02nMdoy/l6Pw8ZjudevSSMbxsI5PD/O4fnZMJZ2P3+6Q2vDShD2fLydVHyND49txn1PvGDlWmsrjnd52H4OBno/Fp6H59frscwXo4sQV2NuXZdwnfNfJ1isXr9O841huhogV79/7MZct/m1WAwbA97/AcCjo6OjLoCjAP66VCqFo6OjzwA4iLgM+79b7Dc1EXDfEy80BY+TgJOtCp5qv/PQ0hJ4UqCpf3TSo9jWihQmikvU/MlHr8NgXy7zPa2VksgD0MZgpN9Ns4nfnAkgAHzv5bPporSSIu1VVMixpOhySMq4JptSrt48hGk/SHuol30NbaI481NJ3PPerSh4Dh66YxcKrp3HNNFSg9erVWvm6qlzlTS7OwnkVYIQQoM9u8lKUkooYxC29MmSCyz7ppTEUF6l722Nx0NOirSywZVvH8SLr0+mWd0AmoLdROej31NNlTWUrTcbiG9cz1X1nA2QQ3k7r/2kAPzAzN2wmedxS8svS8cyUTucw9lTyDl46I5r5/Twtn1dLJ+TTWutecvLbXO81C08D2eP60hM1/Sc/t2uI7lW0KLgKmgdIgLn+mJYcaddKpVOALip/vFLAN7b5nMeAPDAUn9GwXM6BI/tvaip+GH7nYd+mC4e2mS+jAAbeUqi5ps5Jfu8DJ9clZJQkMiFBmVfp4HWvpyDW3asR59yUPAUXvrsragEIQo5h72il0nSs/S5ExP460Mn8VvXbsK5MEKfcjBd1U19fauBwXWXDKPsa4wUPf4OiDKi7Os5mavJse1JgRkdQknBC3WyllISWgMws30KpVzcfJVSwolM+t62ff1AXO64IcBd9nX68XRVQwhuAqG1yTcR9h5orti198ARPLJnDG6Px9ZOMM948z0eGxER0fmSUmCk6OLRj12PQs7huhgRUZcpJdEPla6jc2N8Z1IK+CaCy/eoRbEvarpCKp3K1vga/flcD0fWmRTAg7df07asio2yFkB2HIkBT8GRcdnvkX4XhZwDx7FzvIvhOBID9ecxUJ/fyb/7633re12iYrUpeirdpPLA3/wEN2y5AJeMFOdk2psogiNEvGklAm+sqGuYrX3+kjJC7YLdKucAQbjo4CFRtyklMXAe1wLJ/A6j2aB56fQkNg0VcOzs1Jysbm4CobWs2KFiV9HSil1ZGy8REdFiSSnQ7ymuixER9cj5rkmsJUVPIQjCt/5ESq2ZO9eCq/DQHbtw7+NHGsrW2F1K2OlQItyxND6WxQByu8Aw0VKUfQ2B2U0qH/o/v4+/+713A8g3lTRHBDzzylncsmP9mp5z7YOv7NFN9uv3VFPmqqr3Zi37ek0f07S2KCXRh3jeJ1neSfWDxn7enhTcBEJrWrnDpmtb3zOyNl4iIiIiIqLVKqkWSwtnb7R3mcVla7xMla0RiPsXDBddCAEMF10oKeAssM9iLzCATGtVn3JQ1eGcTSqOEGl5+cmZAAePvYGxS4fRp+xtp0BE7TlSIgzNnMcFAFObAfi+R2vIfEFvBrpppeSUg7DNDvecpddVfcrBvt275vTEtvU6sJBrP17be5tS9nS6prJ5rYOoEecwdYvrSNRCCWD2+kdJCdfS5CKOl7qF52FaC5J4gxRzY5iK56m21kzAG8he2Zpjx17Gjh2jaclIIcCSkESWUkoiD0Abg5F+N61yIAXgOg7KvsZgXy7tpc7jmCh7Wks5CwEoEfc0/sWpU1g3ONjL4RF1XWvQ+7INAwx204qSUiBf37yctIbJW7yJWSmJQU/ikT1jmehR5zgSI0W3aby2V+yibGp3TcW1DsoSzmHqlqTfbWM1TZuvJThe6haeh2ktaIw3JDFvIeLWwrxHa4+viuWUkhjI5yCFwEA+x5M2kcWUksi7qumYzbuKxzHRKtJ6PLv1Y5xoreIxQd2WbGIulX6Kfk9ZG+xOvHr8WKauAx2n+ZjmQgqtlOT9o/TTn2bi2CBqxTlM3ZK1ucbxUrfwd0drQbt4A+/ROuMrQ0REREREREREREREREREmcSANxERERERERERERERERERZRID3kRERERERERERERERERElEkMeBMRERERERERERERERERUSYx4E1ERERERERERERERERERJkkoijq9RiWzaFDh1bPkyFrjY2NiZX63pzD1A2cw5RlKzl/Ac5hWnmcw5R1nMOUdZzDlHWcw5R1nMOUdVxXo6zjHKas6zSHV1XAm4iIiIiIiIiIiIiIiIiI1g6WNCciIiIiIiIiIiIiIiIiokxiwJuIiIiIiIiIiIiIiIiIiDKJAW8iIiIiIiIiIiIiIiIiIsokBryJiIiIiIiIiIiIiIiIiCiTGPAmIiIiIiIiIiIiIiIiIqJMYsCbiIiIiIiIiIiIiIiIiIgyiQFvIiIiIiIiIiIiIiIiIiLKJAa8iYiIiIiIiIiIiIiIiIgokxjwJiIiIiIiIiIiIiIiIiKiTGLAm4iIiIiIiIiIiIiIiIiIMokBbyIiIiIiIiIiIiIiIiIiyiQGvImIiIiIiIiIiIiIiIiIKJMY8CYiIiIiIiIiIiIiIiIiokxiwJuIiIiIiIiIiIiIiIiIiDKJAW8iIiIiIiIiIiIiIiIiIsokBryJiIiIiIiIiIiIiIiIiCiTGPAmIiIiIiIiIiIiIiIiIqJMWlUB70OHDkUA3vLPiRMnFvR5vf7DcVo5zhW10Dl8vn+y8jvj81uR57ailjqHs/Q741h7OtYVxzls15+sjHUR41xxq+16eLWOP8PPYcWttjnMcVo3zhU33xy25XW2ZRw2jcWWcSxgLCuOczibY7FlHAsYy4pbyLWETa/XQv9kbcyreLwrKgvnYI7F7nEsYCwrKkv3cxyDXeNYjvPwqgp4L9TMzEyvh7AgHOfyyso4u2G1vxar+fmt1ueWpefFsa6MLI21nSyNn2NdflkZZ6MsjrlR1scPrI7n0EtZef04zuWVlXF2Ysv4bRkHYM9YbBkHYNdYWtkyNlvGAdgzFlvGAdg1lk6yMMZWWRszx7v8bBojxzKXLeMA7BpLJzaMkWOYZcM4lmMMazLgTURERERERERERERERERE2ceANxERERERERERERERERERZRID3kRERERERERERERERERElEkMeBMRERERERERERERERERUSYx4E1ERERERERERERERERERJmkej0AABgdHX0ngC+USqVfHx0d3QDgUQAXAHAA7CmVSsdGR0fvAnAPAA3gs6VS6f/u3YiJiIiIiIiIiIiIiIiIiKjXep7hPTo6+h8B/BmAfP2h/wrgS6VS6T0APg3gitHR0bcDuBfAPwPwPgCfHx0d9Rb7s7Q2mKoGGL3iCkxVA2htludJrKBkzCaKMjNmspvWBpu3XgYdNs+tWk2n843zjIhWWuv727btO+DXz0NERLR0Whv4NY1aTad/r6b7iazd023fviNTrz/vP6lbsnYsE7XiHKZuydpc43ipW/i7o4TWBtWW+94w5HxYi3oe8AZwDMCHG/79zwBsHh0d/XsAHwHwjwBuBPD/lkolv1QqvQngFQDXLOaHaG2gTfMk18ZYfSLcvn0HqjpEaCIAQGgiVHVo9ZjJPmFLYFsbg6KnMBOEAIAoAsana6hog9AYvHJmChOVGucZEa0YrQ1mdIiip1D2NXJSIIyAMAJqod3vzURENtPaoBYaCAA6AgSAc1WNV85MoVa/9pOOyOyCkNYGE5Ua7t5/CJd/6hu4e/8hq69b243LWHwPmrXXl7JLawPTsj5j87FB1IpzmLpFa5OptWGOl7qF52FKJMdxa6AzDA2D3mtQzwPepVLpKwCChoe2APhVqVT6lwBeA/CfAAwCeLPhc6YArFvMzzHGzHmysv64rQwAKQSkEEDDx62Be5swI6B3Gl/7xh1NlSBETgqYMML4dA1VbfDYwRO4e/8hzNRCPPPyGdz/5I8w7WuEEbB9/QD2HjiCGR32+ikR0SrUGux2pUjfn6UAtIl4/iEiWoLk/KpNBN9E6d+nzlUwunEQJgI8KVD2dbz5MYOLeTM6xN4DR3Dw+Di0iXDw+LjV162d7jVtvQfN2utL2ZW1Y4OoFecwdYs2JlNrwxwvdQvPwwQApr6G6ErR9v8Z8F57rOjh3WIcwNfqH/8NgM8B+CGAgYbPGQBwrt0XHz16tO033b59R8cf2Olrem3b9h2ohQbnKgGKnsJEuYahQg59Slo15mq1iqNHj+KiTZvgw8XeA0fw3IkJ3LBlGPt274KHGn5x6lSvh5mO83zs3LlzmUbT2VLG2Pjav/+qjfg311+MXMOCZtnXkDAY6XdR9BQ+fN1mXDpcwN4DR/DwnWM4ePyHuO+JF/DonuvRn1d47sQEip6yap4txnL8rm11vs/N1jmcpd8Zx7p0W7dtRxCJpmB3koWoBOCbCP35+NKk3bi7MX87/ey3YttrPR+OdfktdJw2zeGsvLadZH38wPI9h4s2bUJfvgDfRCh6c2/vtq8fgBTxZl/dEvQu+xqeMTh27OUF/axez+HRK67Acycmmh6z+bo1S/eg1WoVRU9Z//pm4VoY6Pz7teXc1etx2Hhs9Po1aTTfWDiH7RgH5/D8bJ7DCZter/ls6zDXBOy7lgDWxnh7ua5m07zt9Vh4Hp5fr8/D3VqT2Lz1MhQ9BV2vZtYaD/GkmPdn2PA7s2EMtoxjOdbWbAx4fw/AbwJ4DMB7ALwI4FkAnxsdHc0D8ADsBPDjdl/c6cnWaho6iss3A/HfyQJ7ty62FqviayhHYLjoQghguOhCyrjkq01jPnr0KHbu3ImpaoC9+w/h4PFxAEgzAh7ZM2bFeJNx2m4pY2x87f/i316PoJ7Vc64SoE85AACVc+D7Gn4Q4pUzU3jHRetwz3u3psGl505MoOA5mK5q3LBlGGVfZ+L1aicrv+ulyMJzW8r4svC8Ehzr0nQqYw7MBruLnsJ0VUP0+L2Zc9geWRmrbeNcyFhsG/NiZX38wPI8h6SEeeM5FACEiO93hAD687ObjJSIS5znHKDsIz0n79gxCqV6Xvwr1el1maoGuGHLcHq/AcDq69Ys3YMePXoUZV/jid+5CdvXD6A/H8+nY2enrHp9s3LsdxqjLePv9ThqNd3x/3o1rl6/Jo1sGAvn8Pw4h+dnw1je6ufbMMaF8GsaJopg6hcT8ceAI4SV4+d4l4ft52Cg92PheXh+vR5Lt9YkTBSlge2aidpmel9++Sgcp/29bq9fJ1vGYMs4lmMM9qxqzPoPAPaMjo5+H8D7AfxRqVR6HcBDAJ4B8P8A+FSpVKou5ptGiBcW6hVKIET872g5R77MHAFU/BD3PBb3ULvnsUOo+CGc9hUaem6+jABaWY2vfc1EUFJASoFLRgqY0SH6cg7Kfnwh4GuDHRsGcOpcBdddMpwujN6wZRgVP17U2rd7VxooJyI6X+2C3fUWWZANwe6yr6Gk4PmHiGgeWhv4NY1aTaclzJNz6LGzU1BSwJMi/TvZ4V6rlzjPOYCnVNPu96yUN/ekwL7du3DzthEoKXDztpG4olSHEna9lrV70D7lYNNQoen+c9NQge/LREREPdLpmsHWawmOl4i6qeKH8KSA3yHYDbCs+VpjRSSyVCqdAHBT/eOfAfiNNp/zKIBHl/ozkpKp7XbX26pmorSHGtCcMe31eGztlH3dMeNiIJ/r4chWv7Kv8b/fsQs3b39buuAZmghRBIxPx6XwDx57A2OXDqPgOUC9V3d/XuG7L53BzdtG8NAdu5BXDi7bMIA+5ViV5UNE2ZVkHza+/zYGu4OGQI0nBaSUPP8QEXWQnFMBIIxmS5hPVzVcR2DTUAGl05PY+fbBNLDaGPQGgCCIK2yYlnuj5PvafA42AIbyCo/sGWt677B1CSNr96CNPbyB5vvPAYvnBWVTlo4NonY4h6lbkgqOA/kczlUCDBVyUJZu9gM4XuoenofXNq0NpABmQoOBfA46CDknyI6AdzdEiBfWG3fXS4t31wNx1u77r9qIP/nodRjsy2FyJsBXj5yyNmParWdctPbw7rS7hs6f1gbaxEt877vqQpR9DRNGaZD7iz84gW/++DQevP0avHvHety1/xAevnMMUgj05+Os7/dcvgFjlw4jJwWqOoQrBUJjIE2cJU5EtFStmd21IMSxs1PYNFTAYF4x2E1EtEBaGxgTly5PbuCTktMAcOzsFEY3DqLfU9i+fgBuLm5To6SA60j0SaTVfoC4t5kEELZkHofGQFlZBCwmEG8KDus7p0IToYb4+dgoAtqWyYyEneMtegqf/sAVuGSkmL4/vzZetvb+k7IrqX7Qeg6yeX2GqBHnMHWLqbeoGSrkmv42lk42jpe6hedhmtFxdnctQlMLL86Jtc3e1YxlJgBMVjXu3h+XZ7t7/yFMVjXsXGqI1YIQt49dDFlfEJFC4Paxi1ELwh6PrL0wAgqeg4fvHMNLn7sVD985hoLnpD1aafmEocFUNYB0RNqvO8nmnq5pHP3lm5j2NW67bjMOHh/HfU+8AEDguRMT6M8rFDwnfSNolJMCP3l9Em9WNapBNkpbEpGdGoPd01WNV85MYbKqMbpxEKfOVeYEuwG7swqJiHpBa4NaTTf16e7Pq7Qvd1LCPMnsbt3g6zrxRiKlJPqUA08KFL04pN1u97vN90ZAPD4pRNP9kRTC2nFHmM0aiiLgXCWIr9t7PbAOdBDi0pFi04aCS0eK0Jbef1J2dap+YOuxTNSKc5i6RQqk1xCNf1u614/jpa7heZiSTbkFJeHJ+J6wog20idIKZ76JOCfWmDWzspz0q3tkTxyMfWTPGHJO/LitOh2Mth6knpL/P3tvH11HlZ75PnvXrqrzKQnJlg02xvLXaWOghWU+3OFjkrs6QLKG7jThtp02hvQEPJ3J4M4fXBaBJKyEXn17sdZM25k7NJBJBgOxcwlMJ2tu6O7M7XWhO003RkYB0kTGBhvsJraRkKVzSqeqdu19/6gPVR2dI39JR3V09m8tlq3Ckvaps2uf/b7Pft8H3JMYrTiQEhitOOCehKkEjFmFcwHLnfLlzpsMjBL8y8en8dBLb6Nsc9y4dnEkcgO+l3rO1HDNSt+zOxSYnJr5r1GK3/ivr2HnviFwIVvGz1GhUKSL2spuUyPYsNQXurmQWL24OK2y+/Dh9+Z72AqFQpEaaoXu0Ke7XOXRf9zzIqG7I8Owptev7AYA4UkUM3riIBFjFJRSVGweCa4ZzW93XsgweDK9cVGcel270oqQfgKmp2CAEKCnYCDHaGqrhgQAy/HwtecOYN3DL+Nrzx2A5XipbRmvaF1azd9eoahFzWFFsxASYBpBd97fS3TnDTCNpHcvocaraBJqHW5vRCBqh9hC+gceCJCvo0UpH+/2oW2UyCzTkNeTrdjyOkOWafM0orOj3sKdVjSNomiyREKnaDJoWttMszmHc4FRy8GP3zsF7gkYlIC7HnRKsKInj+fvvQ6dWd9rJhS5Ad9LfaRsY9eWfjBKkGWafwiEEpy2bJye9KtNqoG4HVaC502GSe5BtMBOj3OBqsMxUXVR+sxnMFF14QRfCykxUXWVeK9QNIGw7W6c8KNrw9KORGWiamOuUCgUU3AuYDsctsMhhIDElE83IYAb2EIwSsAogesBuoYzCt1xwkpvoHFckfb9Uu0rS/MnSKN7nNaYzhUy8vDmQkYe3m4LxAKK1qLVDvcrFLWoOaxoFhoBDEKSHXwIgZbSyabGq2gWah1ubyzHzynGoxQhgWygQ5mUJKq8leA9dah+oWslbWPGVZt8T15PZ5okbMMwZrnIGSzyZc6lWBjQNIpisLAUM/o8j2bhMck97Nw3hGfu2RS1tazYHFmmwRVTrQYJgLf++PM4NWFj86oe7N7aj7zBoBE/0Wk5vkjOKMXpSQ9dOR2elNGGLqwEp8Rve2nZHIWUvZ/TKkgpSbRI5oG/o6ERrHv45chTvjtnKHFNoZgj4s+lbXO4wYEcLqeS++UqByFQbcwVCoUiBucCThCEM+K34yvbHMfHLKxf2gEj6Mzz2UsvivY9nRkGp2Y/eDZrKmMUk1UvWodrSXN8BABjVY6d+4aw/8hotL/ryqQ3rK3nOV5rmvRIJwAAIABJREFUK5QW8ibDd7ZdDUppNK+EEMrDW6FQKBSKeaJR2+a0Hp5T41UoFM0gZzK4rgeJqUMOOVMDj12Li94Vm4Ny0bY5yHrFSYAf+3O+sHKzC+eVnAX1PsDSTJjoeuilt1F65OWoXXWaxy2ERNnmEDL4U1UDzCp5k+Fbd1yRmMsAopX91YMncd+eQZyucgAEPTkDT9+9CT15EzmTwTQYNEpBhAtXSFCNoKdgQML/eS8eOIbNq3qwa0s/KAUAiXKVI5eyJFe80n180o1Oa8W9zAnC7ggkUaEyyT1MVN2gekrNT4Vitqjn2X26yqNWYBJ+iyFGCcxABKe0rbYhCoVCMY3wlPUk98CDvUy4pzk+ZqG0pANCAl6dOEYC0Ag5Y1V3PVpVwLQbVCCn1aaq1VqEc9eDrmmJuaZrmvLwVswJrZafUShqUXNY0QwkAMcTCftIxxOpbdusxqtoJmodbl8s2wOBX9Vd9WRUsDeTZ7cv7qY1EptbJrkfz9XzOG9UKNyqtE2mWcIXj3c8O4h1D7+MHc8Oohzzr0sjQgIPvPBWIqHzwAtvpdZHRAi/FcInEzakBD6ZsP0WCWkdcAviuh4uypswGI3a7UgJOFzgx++dwuUXd2LHTX0JD+6CyUBrqkg+OnoUuRoP8AyjuGvzSjy1fQBZQwP3/Pft8KkJWHa6klyT3MPg0VEMXNYdJRDv2zMIlws899Mj0eEQjSR9d/YfGUXeZNGhgKrrt2vnXCz4dh4KxVwSHkK5b8/UZ+yyrlzk2c2FjKoQDY3CFhKGplqZKxSK9oVzgdWr10Ye3XmTRZYP4d9XLy6CCwlK6scxBDjvtTTud9ZK5E2G/UdGE9fC/V0aabUW4a0YMytaEzXXFK2OmsOKZuE1KIbyUjrZ1HgVzUKtw+0NJf7h4rgdcNipdqbD0AtN3D1b8iaLPM5dLqL87X17BjFW5Quq5Xs6MwNzgBNUSTx51wAKGb/67PCpCWR7izDne3ANyJla3YRO6MucNqquhyoXeOilt6MWg9/e0g/d9VJXIdyKcC5wusoxeHQUN6/rTVZ4A/jlUi9++7+/gSfvGsD+I4MozNDasVAsYpL77Qktx4uqLeNtPjKMQkiJxcUM0tZ1MW8ybF69CHt+cgSP3r4BqxflYbkeChmGL21cDhkcFnl6+6bE83LNym5UbB4lG5+8awCWw2E53rTWmKr1uUJxdnAu4AmBjK7h+XuvQ7nKceDoaPSMxdeiUGA527a7CoVCsdAI10xP+v7cUiKKTUIIQXQd8NfOnfuGsOOmvkQsA5x/67Es0/wT7i3WwrFic1yzshuvvT8SXQv3d2m0U2o1gd4REoNHR/HEto3oyOoYn3Tx2uFPcMPaxamNmYWQsFwPOUOD5XjI6dq0w76K9NGK+RmFIo6aw4pmISTw0uAxPHr7BqzpLeDQyTJeGjyGr96war6HVhc1XkWzUOtw+yKEBCN+tXImFg97cqpymbseLO53a4jrHY1svRY6FZuDgEBK1H9ujHTqjedD22Sbs0xDaUlH4lppSQeyLL1vphUkdOJcs7IbVkorMoSU+HpNBcPX9w1B1CqzivMi9O/+5VJv3f9P4CfQChkWeXDXq94RQsLsXIR7n3kD6x5+Gfc+8wYARP7dIYxSnJxwUDAZzJQJU35Sk+GLVy/H+6cmUHZ41H6IC4k7Bpbj+Xuvg4SE43pglESt2sMPtvBe5UxWt/ImbPWhUCgaE7Yx13X/s/TVgyex49lBXH5JJ3bc3BdtnsL1yKREid0KhaJtCbth2J7f+SKs5A6DTEZJZPvAAr+xctUPznfc3IfLL+nE4VMTKFc5CoF/9/l2pWGMNqx+SPPO3aQEu7b0Y/Oqnrr7u7RRaRDPpbXCPqtr2Lx6EcYsF1ICY5aLzasXIaunM2YWQsJyOHhQkcA9AUvZFrUErZifUSjiqDmsaBZZg2LrtSuivJzJ/K+zRjpjajVeRbNQ63D7Yjl+LJVjFG4QV4c5x9C3O6xmNjU67YD3QqpmPhuEkDApQc7UUDDYgn9u2mb19hq0K2h0PQ0YlGD31mRCZ/fWfhgpTejkGlQwqOru2SGsEKHwTywVMv5i7kkJJ1ioQ6F715Z+sEBYqsVyOHbuTQq8ElPJzTBBFPp7ZxiFpqVrqcgyv4LjwRffwo1rF0fth5776ZFpH2RCAv/yp7fiqe0D6MiwyDMxvFeW7bVU5Y1CkRZqPbsPn5pI2CpsXOEn9OMCjmEwJXYrFIq2JFwzd+4bilqXhweCDp+awLKuHIZPjIMSf0/GCBLC98YV3ZGnd4iUvudgO1mxSACdGYantg/g4Dduw1PbB9CZYakV6bO6VlegT6uA7HABphF05w0QAnTnDTCNwEnpHHO4V9cj3VEHV1NPK+ZnFIo4ag4rmoXtCpCaEJpQ/3oaUeNVNAu1DrcvObNx/CcRdDOTvthdD95mgrfl+K3+LZu3xXOjFJ2UUzT9hE54UkVPqdgNAJbt1W0xaNnejO21FWdHxeb4s639sLjAmOUiZzBwIcEoiebH09sHoFMCU2PQaH1Px3oHEyR8YVhKgFK/vUXV8SCkhJDpm3OMUeQ1ErwOEnnd/+U9m1AN70+QSMwYWiS6CQm8MPhRlGyk1D/100qtMRWK+YZzASGmPGfjYs3xMQsbL+uObBW460HC70BBqRK6FQpFexI/ILT/yGjUjvzwqQmUlnRE6+fqxUUYur9vCbth0GDNZbqG9Us7UK9w1RMCrE3OMRNgWht2L8Vt2Cddr2GL8GLKDpQCQccnSSBiKSQKMq0TVFqIe6QDiDo1PbV9AJl5HptCoVAoFAqFQqGYfSzbA6N+HFhbva0RXzfIaQSuqw7BAr4WxIMOuO1A+qLsOaRsc+x41jdk3/HsIMopbSUXp/YNSvMbRgnw+J1XJSoYHr/zqtT5P8cRQqJscwgZ/Jni9ndZpuHmdb2JamaXC9y3x5/T9+0ZhOV4YBqFOUMVZXgwIY4IFCkSvFeEALYnICVS1848xHL81xH3uhfSf87f/fg0Ri0net7v2zOIiSoHI8Bdm1fiqe0DyBoauOd7frRSa0yFYj7hXMDxBMaqPFp7djw7mBBrQluFis3BdA2OkKANDuAoFArFQoZzAcfhiW4Y16zsxoGjo2CURFXdHRmGNb3FqHtP3PqBMQrDYIHn1uzHM60WH1FKwWr2rIyk91CVTgkGLutOVCAPXNad6kPMrTQnWs0jXZGkleaaQlEPNYcVzaLqCjz00tsoPfIyHnrpbVRTXn2sxqtoFmodbj+EkKCBblEPFhwqDi2B1RzxtSBgSldc6PekbSJBR8j6huy9RZjzPbgG2EF//XrXjXkYz5nQCFAwGb75pStxaXcOH41aKJgstRUBQkiMVGzcv3cI+4+M4pqV3di9tR89eRM0hUkoxiiqXETVzE9s24g9PzmCR2/fgDW9BRw6Wca+1z/EfTetguV6UdV3TtcSLcnDgwkPvPBW9LopAarcr+Wo2Dz63iyb+t54dVLYbYBRmriWZRqqnkBO1+b8HuZ0Dbu3Xo2Rsh1VaAsJPPDCW9PuzZhlg2kaWFg1pWso2xx/O3QcvUUTv1zqndZJIW1t3BWKNDDJPRiUIKNreP7e61Cuchw4Ooqd+4YSn6+7tvQjy7Rpwo1CoVC0C+EBIUaQ6Iaxa0s/du4bAghwfV8Psr1+Vbdrc7iu13DNzDItaom+46a+xJo70xhq92m1P7veev7U9oHUxkeT3MOpiSoWF6fqd4+dnsTiYgbFFH7WEAA5Q0tUeDNKkL5Iw6fVYubQI111amo9Wm2uKRS1qDmsaBZCAi8NHkvk/l4aPIav3rBqvodWFzVeRbNQ63B7YjkcBiVwpC96h1XL4UHoMJ+fMxgqDp82RzKBUDVRdZE3GZb3rQHnYkHnLSkBJj2BrEZnfG4WCm0jeGeZhtKSDvBYBW9pSQeMFItaWaahyj14wZg9IeEE19OKodGk51sKheMQy+G4f2+yBd79e4fw9PYBFFKaIIlXMxczDF+8ejkefHFKuP5vd2+CG7QZrtgcXEhM2BxFk0ULvqHRaQcTqlwgy/xFL/xekxJUuUCBUXAuUHZ41Ep9pOxgaYeJSe4hG4jI4fdpBBip2HN+cIBSgp68gSr3sHtrP+7fOxTdn/i9ufWKJfhC/zJ8WnFQMP2x9xZNaJTgrs0rUa76FVMyVtyva+nzLVco5hvOBUxKYAuZ2BRdfkkndtzcF1UmmhpBTjf89UGJ3QqFog0JheZwzazWWD+EwWW43wppZEcDTNm57Li5D9eu7EnENJ7EtCA9tJ+II4QA5/7P4lzAq2lsdG1fDxAI9GlFpwQFU8d9ewaj/e+uLf2prZjWKIUnRdTxihICSgi0lFakt1rMnGVadIgkPh/SHC8rfFptrikUtag5rGgWWYNi67UrUHH8Cj2T+V9njXTONTVeRbNQ63B7ErbnzjEaWS3WxtWArxvUzpFMg6rMeJy8ENEI4EigwgWKBlvwz83CeSVnoBUN2bkQ4EJizHIhJTBmueBCgqd0zI0SN2lN6NTzst5/ZBS5FCf5rKCKAQAqtocHX/SrvbmQuGXDEjieP2dCAZpRAoNR2HxqzjBGYVCBnoJ/MKGnYCDHKD4et5EzGD4cseAJiUnPT84JKeF4ImqlXnrkZWR0Egnrk64HLiSkBEbKDhxP4o0jo7CcuW+HQSlBzmDoyZt4+u5N0f2J35s7Ni5PjF1IAU9OfSB6UmKSC/yPN48BAIoZXYndCkUNZ/TtXtEdbTB1XVNit0KhaEs4F7CDFuZZpkVr5oEPR6dZP4QV17aQEJ5EMaOfcc2s2BzX9/XU/X/xmCZcs2u9rrlEJII3ioGu7+tBJcUtzRilUcX0wW/chie2bUTO0MBSGm9Mcg9//qP38fHpKqQEPj5dxZ//6H1M8nT6ybVazOwJgY4Mw1PbB3DwG7fhqe0D6Miw1I5XMUWrzTWFohY1hxXNwnYFSM02h1D/ehpR41U0C7UOtyeW7aGRIW3t9dq5YAci70xx8kJEoxSGRqER0hbPTTozAwoAU37EcR8R3296vkdWn0nuYfjEeOLa8Inx1CZ06nlZX7OyO/I1SCM5g2H3Vt9vulAj2P/mwHIQgmm+3uUqn+ajfvSDD1DM6LBsvw2IABICuIS/4FMCrHv45ahV+Gvvj+CRX1+PjO5XSksJcCH91ozB92YYxa+Uept6cIBSgoLJovuTvDckGvvf/ofPYXExk6iAJ/DbntyxcXmq33uFYr44k9gdijcmJWC6hnLVX1eU2K1QKNqF0Kt71HJgezJqPx6umU++8gF+/ovT0XoZrpPc42cldIdkmRb5eB8+NYFylaOQYfCkTLTInuR+EqCe13U8jKjn3UWQ7m5Sk9zDeycnQIMXRgnBeycnUhtv5E2G3T88hFu+/SpW/8Hf45Zvv4rdPzyU6ir6VkICGK/yROwzXuUNk2AKhUKhUCgUCoWidaFBTFtPtK5XdBmPefMmgwTgeAKGRlCxp+LphUytZud4fjFg/PWns1/a+aGy0SkmLjJyIfHa+yN44IW3Uit4Z3UNy7pyicTZsq4csno6k2ahl/XmVT1glGDzqh48fudV08ThNOG38Q6qmZ1awZ5ASmDf6x/i0ds3YPix2/Do7Ruw7/UPAfjeFEJKTFRdLOrtBeBXue974yMAfovIeGV4hlFQ+IJ2vJX6lmsuBaUEK3pyQXUSjQRkwPcCd4WE6zY/8Rjen3KsEj4c+6P/9nIsuyiHkbID4fkV6Z1ZHRolMDUKgKT6vVco5oOwLS/TNUgJvHrwZLS211YqXv7oD/CVp3+GquultrOHQqFQzDahV7ctJHbuG0JOT4rdoW/3k69+gI1/+g+JdfKD9w+f0+9ibMpzq7SkI7oeBvg86OiTN1nDgDV+PfTvPvCHn8eOm/qwc98QHCFTfWDJoKRuvGGkdBNXie1JQ0KP6bQipIQIkj7xv6cRV8i6sY+b1oBZoVAoFAqFQqFQnDeM+NoDrXO4uzaOjftVH/zGbUGnV0SaRy2cL5wq5xAhZCKG9qR/v0yNTjswEOpFrY46Wp5icqaGW69Ygie2bURHVsf4pIu/HTqOnJlOAbnqCgweHU2M97XDn+DGtb0opLBFtEYwzcu6YDI0sHNIDWE1sxASu7dejfv3vhm0YtcgJZ3m6/2dbRtR5QJjloss80Wrnu5uTFRd6JTge++cwNZNlyZ8L0IfxHCZn5h0cc3KbtyyYUn0s3JMAyGAoWuwXQ9SIhK+GCVwhIQ5T/fn9MiJ6N6cmrBxzcpu/ObAcoxNuhDSF/DCsXIh4QmJgsngeQvvg02hOF9CsTsu2lx+cWckisQ9aHVKos2jamWuUCjahXCdDPdA+4+MTls36/l2X8g6mTcZ1i/tqHsA1hMCDDSymKjd23HpJwJa1b8b8P3Kc6YW3c9ylYNSTHs9aUGnpK7HdFo9xyUQWWoVMzrGLBddOR0spePNGRru/txKSPiJmyUdJu7+3ErkjHTGywqFQqFQKBQKheL8EEJCAnX9u+uFg1mmoW9RIapmNimBI/yYuP7PF1ho9cGW60EPNLAn7xqAkL7YXS+fUCx2Nn+Ac0C6MxqzTNnm05INnZn03gLH9fCF/mWJhMMX+pfBcT1kjPSNmxLgyuVd+NpzB6J7nOaKaQnA0Ci6834r7+68AdZggUwjfjWzgafv3oScoaFic0iJyLsaAF57fwQaJTMKvd+5ayP+3+GTuHldb9Qas1z1Rev/+42PcPtnLwEXAru39iOraxibdPGpZSNnaNi5bwiP/PpnsKInX1dAni/KExNYdskyPH33JmR1it1b+wEQvH1sDAOXdeO+PYOJdcDUKRwuYCqRTqEA4Isho5Yz7TPz+JiFjZd1Y/+RwYRwM8k9UNdDMaPP99AVCoWiKcQPBQFAucqx/+FfmdH6YTYOBVUCO5qZ4hozELfjJ7bDgFbizP7daV7LKQEc7guyeZNhtOKgK6cj0yhrMc8QIPIcDw8EM0pS2zIubqkVj+cMzZjvodXF5QI2F9OeBZMLaIba16edVsvPKBS1qDmsaBZVV0z7bM6ld7umxqtoGmodbi8sZ+og97R25nUCLMcTfrEepb59K/zD09z16v6MlIaUF0TO0BJdeHOm//VCfnYWxqs4C+ItDEJB7/CpCWR7i/NShXo2tFrCoRUrpqe37EPkCdgKhNXeAJA3GECQ8PX2IXC419C7WqcU6y/uhKFRcOEvgIwScCmx7frL8GtXXQwhgb0/+xBfvWEVHnjhLTx51wD+8dApfOeuARSD50l4EiNlP+lICOBwATaPlf3xe3NR1gDVCDavXoQPPilPWwf6FhUgJKClsBOBQjEfeEJErW7LVY4DR0cTVd1hO9ZQ7DYpAVVtzBUKRRvAuYAnBJzgRHm56remNjQCl2hzKnYDiNbdmeKaRoc3KfFjIpMSeFImvndZVw6dGZZq/27AF5AZJdF+M6w+Tuvu3RESf/njD3DLFRejmNFxYtzG99/5GL99Q18qY1AhgVMT1WlzqyubzvjTDawE4od9d+4bwlPbB5CZ57EpZqYV8zMKRRw1hxXNQkjgpcFjePT2DVjTW8Chk2W8NHgMX71h1XwPrS5qvIpmodbh9iNnsnOyUI1XMwvp9/K2Yp1ta2mVIshzoVLzei2bQwIL+tlpG8E7yzSUlnSAx+r1S0s6YKRY4Ip7eAOIPLyf3r5pnkdWH41SGBqmVUyn1cuVC4l79wxG9xcANq/qwdPbB+ZxVOcPpQTlKo9aj3/x6mXoyOqo2BwruvOYdL2EKM003/M7Y2j+e0Z9AfyfPvoUl3Tl8PV9Q/j2ln58fd8Qnr/3Ouz+4SH87i+vwRPbNqKQYbhh7WJw4Xthj1YciJyOdz8+jSuXd6Erq6fKa54xiqrDoVGCz156USTQj1Yc9C0qoGAwUI1ACAma1pYECkUT4FxABEJOfNNz+SWd2HFzX3Rt15b+aWK3amOuUCgWOmH3i4yuJdbIDUs7opZqrx48icsv7pwTsRvw9zRZ4LziGgJEhx/DPw2NoLSkA8MnxpHtLaKY8qpYjVJ4UkQdpCghoCS98UbeZNj9w0P4T//rvegaowS/97+tncdRNSbDaEvFzHmTTTvsu//IaOpb8ytaMz+jUMRRc1jRLLIGxdZrV6Di+CKPyfyvsynds6nxKpqFWofbD8v20OjRrJfND6uZGQEyBoPwJGRg4Op4AhK+IBxZtLZQEeTZkjP8Q/l68FxkDQ1SnF8+oVVYGK/iLPCEgOMJjFacSKBzPNGwpV8aCD28h/7o83j/m7+GoT/6PG69YklqPbwnuYfhE+OJa8MnxjHJz/7kTTPJNUiQ5Fo4QZJhFE9tH8C26y+DFhNuHS7w4/dOoexwdGR1FDMMk46H+/YMYt3DL2PHs4MYKTvgnoc1vUV8PaiUWFw0sf/IKCzbw59t7UfZ5hizXL/Vh5B+RU1QXUMIcOPaxXjghbcAkHmdp4t6ezFRdSGkxETVBecCVS4wUp56/ssOx7sfn0bZ5nA8AcvmGKnYEGlS6hWKJhKK3XasajFepbhxhV/VbWoE3TkDluvBUGK3QqFoE8IW5jv3DTUUu8tVjidf+QA//8XpSOwuV/0W5LO5TjaKX84mromL3SYlUTC4fmlHS4iErRZvVGyOP9van4jn/mxrPyo2n++h1eVC5tZ8ULH9w75xwi40inTTanNNoahFzWFFs7BdAVKzjSTUv55G1HgVzUKtw+0HJcCkJ8CIX7QH+H8yUr9rq2XzSAi3bM/XAv51HJ5f7A1To9Pamnvewpo/luPhmZ8cwaTLQQhACFnwz07bZKjDiRxvf0eIfz2txD28pUTCwzuNGJRgWVcOO56dElGXdeVgpLRi1rK9ugkSy07n/T0TYdXRqYkqJl0vSmbqlIAS4FdKvai6Av/h+QMoVznu3+uL2lzIqP0f07REpcTUPZK4aV1v1GL/uZ8egctFJJh/7bkDsF0BRklwaECDNU+JJs8TyBc6Ex9YoWfHQy+9jdIjL+Ohl95G2eaRQB+2sr9/7xAsRyXIFO3HmcTuULjhnocNj/4Ad/3F66i6HjQldisUijYg7te9/8hotEaWlnRMWzd3benHk69+gI1/+g/4ytM/i9bKZlO2eWJPXg72ZQYlvr2N52EsaMfOiN8auhVEwlaLN0zqW+rE47nNqxfBTOl4gXqWT+kNmE1KsGtLPzav6gGjBJtX9fge3im+vwqFQqFQKBQKheLc0Yif56/w6cJsPcE7Z/gHuiV8sZwQYFlXLmp1Xi9m5gtM8DYowZZrV+D3/moIV/+Jn6NY6KT/GP8sQYNTG25QvalR0rBff1oQDUT6tBagSvge3vH+/4yS1PofUAI8fudVeOCFtxIe6SmfFg2Z5B4Gj45i8+pFGCk7yBksSv45gWf37/+1L3IXs3rD9n+hyO23epd4/M6r8KP3TuHGtb1Ri/0ntm3Enp8cSXjcHB+zkO0t4uA3botad84H3PO7OYxZLvImgycliASKGR1PbR8AowQ/i9kDxAX6Vq/wVyjOh1qxu7bFbbwlr0a1xDOuxG6FQtEOhGJ3aB1z4OgoLr+kE56sf0go3AvP5VrJCODVnGqP77kzuobn770O5SrHgaOjka+xQQlMSjDpALoG2EFgkTf9Fm+tQL14I61wCWQZhVbwLZ96CgYMSsAlkEZXbAm/CmDnvqEoPtq1pR8dmXTuj20hMXh0FE9s24iOrI7xSRevHf4EN6xdnMr7q0hypnVMoUg7ag4rmoWuUXTlaCI3nGbUeBXNQq3D7YehUfDYofOZtCdKCWwhYVICjQCOBHRGkTM1VGy+oH2s49TGz4BfHJhhdEG2dG+bTDXF9F7+BOm+ATQ4tRKvCJASqRVkhQRcIRIVAf7X8zywBhiMomAyfPNLV2L4sdvwzS9diYLJYLSogJM3GW5cuziqwh4tV+FJ4HSV49DJiUQL95mq28ODAJtX9eDFA8dQMBnWX9yJnKlF31/MMHzx6uV49O/+GaVHXoauAWt6i5FYxoVE2eHz0gbEk0hUops1J7wIfK/2HTf3IWdqUdvDvxk8Ft0D1dZc0S7UE7t1SqJ1e/3Sjmjjo1My5wKOQqFQpA3ORd0K7oKpzdgRYy7XykahAAnGW6tbX9vn73vCluW2kOjIsKizT7j+q3V99mEN3qxG1+cbV0jse/1DPHr7Bgw/dhsevX0D9r3+YXRoPG3kTYbv//MJnBi3ISVwYtzG9//5REu05293ZlrHFIpWQM1hRbOgBNBqRAiNkNTmhtV4Fc1CrcOKsyEeFxgahUYIrCBWLy3pSPzb0pKOeSvgayae9G1x60X/vE71fKvRVlkNTyLR5jjtRQwiJtzF2zCnNN8QtZWoFei1lH7STLoeXjv8SaKC/rXDn2AypS3jz4TfhpJEVdgZg4ELiZ37hrB6cTEhcsdF7bD9X1jdzgiigwDbrl8JCb8axYp55FVsDw++6P+eR359PbrzJkbKDoQnISXQmdWhUTIvbUCEBB544S3csmEJvrRxOTKGBikB4UmMlB1UuYArJK7v68FI2cburf34tOInxx6/8yoAUrU1V7QF9dqYHzo5gfHgtB+NtbjNMg2ukOCup8RuhULRNoStzOOitq4Bz9yzyT9gNw9idzS2mriGB39v5Lt1fV9P1LI8bzK4sYNO89mZpx04XeWRDdB9ewZxuprefWbO0HD351ZiSYcJQoAlHSbu/txK5Ix0zo+q4+Gx37gCF3dmQAhwcWcGj/3GFag6rRnPtRuN1jGFolVQc1jRLLiQiVwrT2tiOECNV9Es1DrcPpxvcVrF5lFXs5CsoS14H+uZENIXhes9P2IBvP62yVg3eiTSvA6Gwl3cZzn0G04jmkZhaBTdeb9lX3fe8E/O1PFQSAM5Q8OGS7rwtecORD7UGy7pSm1C50xkmZaows6bDIWMX9VdyDCE7ck3r+rBJ+Vq3ep2jQCAItw2AAAgAElEQVSU+u9jT9B6kQXt/zNMw+6tvkdeIVYt/psDy1G2Od79+DRGLSfyvggTes2u8s6ZGm69Ygn+902XIm456HgC7358OvKwdIVE3mDI6BqWXZSP7sGLB46ptuaKBc+ZPLu5kJEYkmUaJrkvdBsGU2K3QqFY8HAuYDs8amV+4MNRLOvKoSPDYDIWrZ3h9WaL3QDgSZlovVa2eRTX1PMiI/D9ji3XF7hDsdukpKUOMjFGp3lKCylTO347OHwaj+d27hualnRJCy4XsLlIxEc2F3BTetJfIwCtqeOhIKk9cK2YohXzMwpFHDWHFc1CSIDXCBA8xd001XgVzUKtw+2F5XBotH7M1+g64OsleZMlIgYSdHWoFzcvJDgXde9NztQW9POTzsyAAgAS4mVI6DecRqquwCsHTyZamr9y8CSqbjoTJJbj4btvHku07Pvum8dgtWhFAGO0pgqbR16T5SrHj947FYncyy7KI8OmRO2egoGqy6HrvrA1fGI8ccLn3X8dxyT30JM38fTdm2A58ZboflX55tWLIu+Lg9+4DU/eNYDjYxasJlfMWzbHlzddCscTGK04QTcHCU9K3HLFxSiYDIwS5E2GSdf/ICMEuCg4oPG9d06otuaKBU1Ysch0v/vBqwdPYsezg9NEm1AMsVwPBiWY5K25NioUCsW5wLnAqOXA9qYOBD35it/C3BUy4Rf25Csf4Oe/OB2tm+Uqh0HJ3FZ2c5E4iQ34rdeOj1lwgr1L6N994A8/jx039WHnviE4QqLicrgeYFASid2U0tSKxfWwHA9/8eMP8PHpKqQEPj5dxV/8+IPU7t/zsUOiIfuPjKa25bbbQKBPa0tzhUKhUCgUCoVCsfDJmSzSLOIMnxifMV/JAp9qAb+rbehg4AhZV8dwFlDcM8m9uvesnOKOY7NBOiPtOaJsc+zcN4T9R0Zxzcpu7NrSj85Mem9BKF6+9v5IdM33GOYoZPR5HFl9KAGuXO5XTIf3OGyTnUYMSrDl2hXT5oSR1gGfBTmDYffWfty/dwhVhyNv6ti1pR+HT01g4LJujFZsLC76Lf/CpO34pIuCyXD1n/wDhv7oV6FTgmVdOex4dnDafaGUoGAyCCGxe+vVuH/vm9HBjILBUFrSkWj9U1rSAaPJFf45g6HqepEdwK1XLMFtV1yM3615nzsA/N5fJa/95OhoNGdHKjZ68iZoC88HhaKWUMipXfdCQeTJuwYi0YYQ4NBJv+qbUaba3SoUigVPeCBo574hPH/vdVH19DP3bIqqugEk/Lz99XQwWk9zujGnY/SEqBvTrF/aAUPXprVyvravByAIRHrAZAQEaKmq7jh6g/27ntL9WqVBPFexOYopjOdaTaAHWi/GV0yh3jtFq6PmsKJZVF2Bh156O5FrzaVvGxGhxqtoFmodbh8s25tRs5iJLNNQ5R4oIdHB8dDDe751jLkkbzK4rjftnj2xbSMAsmCfn9Z/BWdJ/NRGvP1ftrcIc74H1wBKCP7zl/vx+389NfH+85f7QUk6EzpazPv50u4cPhq1ojbZaYRpFAWTJeYEowSshRc2SklUhZ0zNHDXQ2eGIdtbRJZpyBoasrqWaGX54/dO4ca1vUHFtoTtyTPeF//3GH61d5DI84SA4wmMWS5yui+MZQz/d+UImtbanlKSsAN4YttG7PnJETx6+was6S3g0Mky9r3+Ie69aRWe2j4Q3Ycs07D+4k4UTAZKgPv3DuHp7QOpPFyiUJwvnhBR5V+5ynHg6GgkdO8/Mhi142WUwNAo1vQWW7ICUKFQKM6VUOwOBb8wVtiwtCNh/wAgYQER7pea1cp8ppjGDVqwxa8v68pF/t2E+KfaW3lNJ/BtiZ7YthEdWR3jky4YJUhpuAGTktjBiKlEgpligf7+X1mDW664ONo3f/+dj1Mr0DtCYvDoaGI+vHb4E9ywdnFqY3yFTyvmZxSKOGoOK5qFkMBLg8cSOa2XBo/hqzesmu+h1UWNV9Es1DrcXlAC2J44Ly2HMYoMfLuCUFabycObLZCm2BWbQw+KF2vv2UJ+ftpG8G7VUxtMQ0JATnOBnUYpDA0JD29GyYw+CvOJplGYALyg5TYhgMnS6zl+toRV2ABgGP6f4UJVDJKbxw4OY/369cibDP9x7xCG/ujzePzOq/Cj905h8+pFsD0BFiTiCAEMjWKSC+QIiSqek9Xe/fAkIi/vrpwOCSSE9axE05KrcTuAYobhi1cvx4MvvhUlGr+zbSNs7ovzWea3daYaQU/BgB4kTX37gLZZIhULnLiQY3scrx48iSdf+cCv7r65D4UMiyrOQoE79O1uVVFEoVAozpb4GhnawRw4OorPrepJiN2HT02gtKRj3ny7gZljGiEEql7y+vCJ8ejg40JYzwn8Q8GhXuz/Pb2CN9M1VCeqiUOWn1ZssGI60wgmJfidG1eBCwlCgIs7M/idG1eBpfQGZ3UNA5d1JzqM7drSj6ye4qBZAaB18zMKRYiaw4pmkTUotl67ApWgi4/J/K+zRjrnmhqvolmodbi90AjgSEzTLNhZFtkxRsHgC98hjici/SIqAEppoen5YAbCdr3i2SzT0LeoAE/K6PWvCfIGrU7brAAzndpIKxoBWI1YzChNbcV0lQuMV53opAwhwHjVQZWn9x4TQkAImfb3dsGyfS/uvxk8hoLJ/Apng0EjJErKGZTgM3/0Pdz7zBsYqTjTvK3DqvKwqvrGtYtBiJ+Q5EJGovck98CbNBfKVTfmZe7hwRffSngRapREhzJo8EAJT2Kk7M9XidA+IJ1+kArFuVAr5Bw+NYHLL+6M2phvXNGNcpVHFWdM15TYrVAo2oZ6a+SuLf347KWd08TuZV05DJ8YR0cQDDZb7AYAIQQ8KROnsMs2hycEbDH9+vqlHcibbMGs5xJJ77UwyZFWp7WKzfHgi+/gykd/gFUP/T2ufPQHePDFd1Cx0+mb1ug+pvX+TrpeXc/xSVft4dNOK+ZnFIo4ag4rmoXtCpCabRyh/vU0osaraBZqHW4/DI1GmkW5yqERct5xiieD4keNRm3OpQS4BDxvYcwhCYBR/7B4bfzseKLu63c80fKvf2FkPs6Sss2x49lBrHv4Zex4dhDllCYa4hgaTVRMGxpNbQUDJQAXwH17/Ht8355BcIHUengLITFSsXHvM29g3cMvB4KuPU3QXchQAjx+51X4/j+fwPFPLfQUfAGYEOD0pAtPSGgajRJI9+99E5YzPYFEKYlVVRNoxP8ZLheJ+TBqOU1ZNE+PnMTurf3YvKoHhTpehIwS2K5IrAejloN3Pz7tJ40lUu0/r1CcLX2rVmPUcqLncMezg1Fl4sbLurH/yCgKGQZTI+jOGah6ElVHid0KhaI9qCd2L+vKoSPDwDRt2vWwqtsIqkeFJ1HM6E1bLzkXGKvyumu6I2Td625w+HCh4EnAkTIZlEsJL6Xbdz1oab55VQ8YJdi8qifVnuNAa8XMreg5rpiileaaQlEPNYcVzSL0mC498jIeeultVFMuxqrxKpqFWocV54uQvthbbw7xFhd84wgJOJ6cdkhgIb/+tokEHSGx7/UPp/n4/vYNfantS297EqZG4MVOYGgEsIWEMb9Dq0ureXhbDsf9e/2KAACBoNtevs0mo4n3bLzqRhXZ5aC6O77R89t8axBCRq3NQ0Iv75ypwbI9mJpfMf/sv7sWk66fTJ6ocriemPO28eWJCSy7ZJnvMe74Vey3bFiCL169DB1ZHRWb4/iYNW092P65lfjacwfw9PZNKJgMphL8FC0OIRQZndT17I63MZcSKOgEhPsHrZTYrVAoFjqcC4xaDhYVzYSorWuAW6eye75amMeZ5F5dn63Vi4vImwzP33td5NP17r+OR9dFWtXg84ASwOESY5aLvMkwWnHQldORSWnPbSEBU6cJj2lC/OtppNW83CpB/BHGcwCivU0aPccVU7TaXFMoalFzWNEsWs1jWo1X0SzUOqy4EHKm5sfOGhL2U9zz4AjZ8nPoTAWd4etfiM9Q2wjeOUPD3Z9bCQlfOF7SYeLuz61EzkhvX/qcroHXtOGQQKp76WcYRU/Br0gP/ZDTSq5BRUA7+TZrGkXRZFGLb40QZJmGD0csdOV02FJCi7V5v2al3/qYECBvsITonTMYdm/tx0jZxkVZA6OWg6xBI7G7YnOYGkGVC+ja3Iveoce4ZXN8566NkBIYs9wo+bV+aQfcwJ9w+UVZ3PNLvo/xo7dv8L16ZOv7uSvaG84FnKC9bdXxQAhwU6kXVyzvQt7UojbmOiUwdG3eBByFQqFoNmFld3gAKC5qr+ktnpXYTSlB2ebIGRosx0NO16YdBpxtskyLxlexOQyNRD51YRW3TgmEROL6QhL+CKZ3wGI0vR7eGUPDH/z12/jav1mDYkbHiXEbT/x/h/Cfvtw/30OrS5ZpWNtbjLwQhZRY21tEJqXxZ5Zp+Mt7NkWHVMIDH7W2YIr0kWUaNiztgB3MNUKADUs7QNV7p2gR1BxWNIusQevms9PqMd2K4/3qDX0QQXvjizsz+OoNfakdr2IKtQ63D3PRjdcK4npBSTSHACCvswUxhyzXgz5DkBy+/rQ8Q0JIWK6HUukzfp7lAvIrbaPsuVxAD1ozAwAlBIwSuFxAS+mHmBAC41WOnfuGsP/IKK5Z2Y1dW/rRlWFIYzd6AmDc9qumw/Hu3tqPzpQKyKF/dW1FgGV7KGTSOea5QNMoihoF5753A9UIegqG/6xI4EeHToFRgmtWduNbd1yFvKmBEIKRsoOevBEtPqGXN+ceJrmHRUXTF7kpgRsTvXOMwuYCuSaIyUJIZAwNwgbGqg4eeult7Li5D9f39USJsarjoeJw7KyZt925NPZRUCjOTLxFr3SBiUkHticTc3zX1n50mQyGxpTYrVAo2or4Grn/yCgOHB3F5Zd04viYhQ1LO8B07YxiNwB8UrFr9g5XJ/ZFczFuxxOJVt5hXO4JATP4vTy4RolfEZ7mg7LnAwFQcVon3qjYHCfGbdzy7Veja5tX9aT2IAIXAlzI6JDomOWiK6eDCwGWwvgTALiQ8IKHwRMSBIDazqQfIQRON8wdqDdQkX7UHFY0C5cLaJRE+WwA0FKcz2618XIuYLnetHyJTkkqx6uYQq3D7YPlcGSYVtcmVTtPcTZnMHDuQQAwKYk63lZsDhMCrT6HcoYG151uSzv1//3XzyWmeZgz0dzX73l+973aZ7knb55XfqW137lzgKC+r0NaqwEAv3X5zn1+y+3QQ3nnvqHEqZM04QgZtQif8nwegpPS8Yb+1XFPvXb2bWaMIhcIX3mTgVGCDz4pY9XiIoYfuw2P3r4B333zGCaqHJbtRX7eZZuDc4GJqgsELfe58L0VR8oOLC5AALx68CTu2zOIsSpvWpt7y+EoV/2KpwdeeAuvvT+C6/p6MB7zvwzF7tp5a7le0/3cw/sY/imkjL5WKM6GsEVvOL8Pn5oAIXTaHN+51/8sCcVukxIldisUirYg7tl9zcpu3PPf38DPf3E6Otl8NmJ3mBRL7h3ehDVDQHmheELUjWUo8ffgY8F+hxF/jxse7Ftoa3urxRut5uEtpB8zx30syzZPbQt2LgQsx8PXnjuAdQ+/jK89dwCW403rkqZIH632LCsUtag5rGgm9T7r0kwrjdcRsm6+RD3L6Uetw+1DzmSY5B6GT4wnrg+fGMckP7/1JSrgA+qKvnOVi+dcoOrwRN5/UW/vrP+eis0x05NAqe/lXS/H0MwnKKzsrvcsWw4/r5+ZiqPwpVLpOgDfGh4e/jexa78F4D8ODw9vDr6+F8AOABzAY8PDw//zXH6HIyQKppboya8FCaK09qTPmwyP/PpnsKInH435w5EK8imtYGi1FuFGjX916DluLLDE4LkQVnsDfoJuWVduWocBv8O5xK1XLIGERN4IPC5iIndXTsdzPz2C771zAo/feRUMzcDGFd147f03sHPfEJ7aPtCU5y5nMkgpQQjBrVcswRPbNsLUNTiexH/5rX505UwQgrrzNm8yWI6HwgXM33gVWSgqCiDRdjGna9CCCvuoDXzse7iQKDscBSy8pLVi9vGEQFeGJT7rckb9tTk+LxdCux6FQqE4E5yLRLvyXVv6sXPfEDZc4ovdWabBEwKXL+2AIyQ+e+lFqNgcrutFFdTx6vA4+4+MzrlVUkbX8Py916Fc5ThwdDTaU+VNhkMnfa+tkHCNT2MV8YXQavEGBaZ9LpspFbsBX/DOG3Saj11a84Zu7IA4gOiA+FPbB5CZ57EpZqbVnmWFohY1hxXNotU+61ptvI329WnNvSumUOtw+2DZXqRT7Hh2MKFTGBcQW9lCNvx+bw46XHEuUOUeKCEJgT1f6ITnza79a87wO9fpdX4mC645Qs6phzfnAkII2DEdpLa7qOXOkF85z2d53jPcpVLp/wDw58DU516pVOoH8O/gF2ajVCotBXA/gF8CcAuAb5ZKpXO6735FRnIyASTVbf6466FvUSEx5r5FBfA5rB65EMIW4XHCFuFppOoKvHb4E3TldBACdOV0vHb4E1RdVREA+AmvQpCgO/iN2/DU9gHojEJK4OhIBV/oX4aRshOJ3KZGUbY5VvTkQCnBlzdditfeH8EDL7wV/SyguRtHy/ZguwIVm+OuzStBCYHwJD6tONAoxXM/PTLjvM0Zml/Vch5ZvtpK20MnJ+AIiSoXGCk7EF7gj0GJf6pLCCwqmgBI4vAAge+h4XhCVXorGsK5gOP4XUvCjQQPNg2HTpbrzvGKzWEEYrc6TKFQKBY64SG02gruZ+7ZhM6MDpMSOJ6AJwFP+gf/wq43YZWA44kZ19W5ql7h3B9XnGv7erDj5r4ocFy/tAN5k0X/xSvSFxKtFm+0GhlG4XqI9q/37RmE6/nX04hKUrcu6llWtDpqDiuaRat91rXaeNWz3Lqo9659oASwPYGCyfDkXb5O8eRdAyiYLBJvz4dmr0uT3ANrILDzOu3aLwTL8fDMT45g0uVB8SIg4d/LUFjPMg19iwrwpETF5ihkGNb0Fmclj8C5gFen65YQSX0jZ2iz/izPWuRaKpX2lkqlv6r33xm+9TCAL8V+Tg+A/xPA12P/5loA/zg8PGwPDw+fBnAIwFXnMj5PCDCC6A0mxG/5V+/Gp4U0tBU4F1qtRTglwJXLuxJtdq5c3pXa8TYbk1E43Pfxi7c5P/6phct68ol2h+9+fBqOJ/BpxRfAPSHhCon3v/lreGLbRmR0GrUWD4W2ZqBTPzkdCvOelJjkXkKUJw3mLeC3Nb33mTcwUrFhOWcvfAvh/564JcHqxUXfA4gSLL8oO62K2+ICx0YrfmKRCzz30yNRG0mNEAiJ827ToljYhCfmgKTYHbbm/f47H+NbdyTn+K6t/fCEhKbEboVC0SaEn7sHPhyNxO4NSzsA+C3LQkuWcB84XvUrW8M9kC0kGPFbgzVaV3P63AjMQgh4UiZOXZdtjuv7eqIKXDfYr4X/1Z6cXii0WrzRatTuX8OqrLTuQSs2b3ioT5Fu1LOsaHXUHFY0i1b7rGu18apnuXVR7137YGh+AZ7tiYS2Z2j0gqqim70u5U3W0HZ5tjEowZZrV+D3/moIV//JP+ArT/8Mtusl7J2d4H6awf0F/IJbxxN1/dLPhUnuNbSSFjE91n8P5Kw+y0TK2ZFPS6XSzY3+3/Dw8Ctn+N6VAPbBr+B+EcBDACYB7BseHr6+VCptA3Dl8PDwg8G/3wNgz/Dw8P+K/5zBwUGZy+Xq/o7Vq9cCQKKEPmwnd/jwe2fzEpvO8r41uG/PYNQGBgA2r+rBU9sHcOyDQ/M4siTVahWZTAZr15ZQdjjGLDdqEd6V01EwGN57b3i+hxmNM2TtuhLKdp3xmgzvHaw/3vXr18/px+ZMc3g2qb0XjQjvUUdWx0SQ+O3KmZh0PNy7541obr7z6K9ibNLFAy+8hVuvWIIv9C/DmOVieVcWlutFCdp/PHQKA5d1w4SDXxw/Puev77JVazFqOdG47hy4FFxMJYwZJTAYrTsPCPyq9NV/8DI2r+rB7q39kACIU8EnJ0/W/b2FYhGFrh7ojCFnMqx7+GU88uvr8cWrl6Ejq6Nic+iURL7JWabh2Nhk1GVApxQZQ8NE1f93l//x97F5VQ+e3r4JOdNPov/T0NBZvXeNSOscPts5mQbSNtbVq9dO+2wLv3714ElcfnEn9r3+IW654mKs6S2gYnNkNILJqjWnz+G5cjb3da7nL6DmcNpolbGe7TjTNIdb5d424lzG37dqNQxDR7nqB5a7t3wWnRkdPDgMJ2OdaCo2Dw7veXA94PiYhfVLO+AGh96yTMOo5UxbV3O6ds773bN5DZcsWwbdzE3bvwyfGMea3mJkl2LoWtQFSkiBD94/fE5jOVvmew6nPd6oZfXqtXCCwxQdWR3jk66//6QkdTFotVrFZ/v78e4vTk+z1Fp/SSeG/+Vf5nuIAJLPTd/qtRiv8mkWTB0Zhg8a3N/5nsNpWXvnexxpfJbn+57EmWksag6nYxxqDs9MmudwSJru10ysK5Vw/NMqHnzxreiz7lt3XIVlF2VwcDh9e59WHO9o2UHF8aJnOW9o6C4YDcc7n3m1NM3b+R6LWodnZj7X4dnOSSzvW4NDJyewenExcQh8TW/xgjSySy+7DDozMMkFJABGSSK3Otvx2vK+NQAwJ6+lllWr18KTmJZH0AjwfvC6Lu1bC0b9Lr+1/44SNIynzobSZz4T5Sdm0mPXlUooV/0C39pn2Z2caKjBzDSHZ61uPxS1S6VSN/y24zr8luSXAJhR8I4xAGAtgCfgtzi/vFQqfRvADwEUY/+uCGCs3g9Yv3593R/sOLyuAT0jjb9nvhFSNmwDk6Yxv/vuu1i/fj0mqi4++KSM1YuLIATozhvRA5uG8YbjDLFsDkOj6M4b0XgZJXC4mNfxNuN3196LWoSQsFwPk66Hrz13ALdsWIJfu/LiKJl08Bu31cxNggdeeAuvvT+Cp7cPYGzSxbsfn0ZXTseY5SJvMoxWHNy8rheelMibRSzvWxP5V8/V6ytXeTSuv7xnU92EWE4yGBrFRcE86CkYcLiH53/6IbZ/biUA/7nrKZj4ytM/w1PbB1AqdYMGC3TYIjVnaBitOPjdvxqK/DV/8Ps3YnExk6jk9oTEX7/xEb73zgns2tKPTy0bTCPoyuoQEhCeBAGQMTT80x//Kr775jHkTF8EpwTIZDKpeJ5m4nzGd6Y5mSbSNNa4T3y5ymFoU2J3ucrx5CsfYMdNfbjnl/qijYup+W3MOzs60NnRMd8vISJN91XN4fTQKmNN2zjPZixpG/O5crbjD9dJp8rhCQ/P3LMpquiOC91hJ5op4Rs4MjKB0pIOiKDFuaH7PljHx6zEunq++92zeQ22w3G6zv5l/dIOGLqGf/roU6zpLcINgkdKKQyWrljhfGg0/rTHG7VUHQ7L8aa9fyyTvvfo3XffjSy1eHDAI26plZbxxp8bISV+/sFIwnfuwIejuGld77yPt9HvT8vaO9/jSOOzPN/3JE4axqLm8MyoOTwzaRjLmX5/GsZ4NpSrHN998xgevX0D1vQWcOhkGd998xi+esOqVI6/Fce7NzjICgA2F/i7oePzPt60r8HA/I9FrcMzM99jmc2chO3whv7dF/oaLdtv+W1QmoiBuATWrSvNmm4hhATnHiilKC3piH4XAJSWdMDQ6Ky+X7bTuGo8Hku5roeyPT3f0HkB8SrnIhK3reAwQdg5L7we/uyJqotnfnIEX7l+BXoKvjZzUd6AqRF09fRgcU/POf/+uWhU/zcADgK4EkAVgHW23zg8PPw6gA3AVNX38PDw1wMP72+USqUMABPAegDvnMugGtWxp7U9ODDVBiZe4R22gSlm9HkcWX0MShouPmklrP4Nx/v4nVehO2fM97DmFSEkRioO7t/7Jp77nWvxrTuuwoMvvgVCgCe2bYwqleNzM2dqMQHcF79D4fuhl97G/iOj+LOt/ejKLZq2yGUl5qzlZs7UcOsVS/DEto0wdA2mJ/FffqsfXTkTh06Wse/1D/E7N66CKwRsV+Df18zd777pV7+GvhHhgRPL5ihk9Mine+e+IXx7Sz++HrSAtGwPluOiO29ipOwgyzRICXQG9+7Lmy7FH//dz7Fz3xCevGsAO54djKq4xyfd6JCAkBJf2rgcgN+qZyF6cSrOn1qx2xMeXKJFXx8+NYFdW/qDTcvg1CEP3ViQbW4VCoWiltA3yqAEBACnbJrQHVZ0Hz7li9vh14UMw+rFRVDin3h2hYRrT/l/1+535/IzOqNr0WG6A0dHsXPfEJ7aPgDX5li9uOjvGTzZFmt7q8UbrpBRi3AAUYvwp7YPIB21H0laLWauOh6uXnERRHCqXUiJq1dchKrjIZdSr1CFT6s9ywpFLWoOK5oFJcCXBpZPy12mdaqp8SqahVqH2weN0si/O1GtTC88/hXSb+ldz8WUe2LWBG/L9WDMYK/sCQE2S+7TZ2vJagXWycfHrMS9PXxqAtneIszz/P2T3INJCbhEw8MEWnBv463X489xRjv/WG5OosDh4eF/XyqV/gLA7wB4dRZ+3r+WSqXdAH4E33f84eHh4eqF/ty0Y1ISEyum3nAzxQt3vcUnrQiJqPoX8BNQvlC7aZ5HNr9Yrof7977pC7eON+1k5p6fHMGOm1Zh99Z+3L/Xn5sjZTsSwKfEb5K4vzeuXQxPymmLXOgXMduV3kJIONyL2qsXDN8n46K8iYkqx/unJvDFq5fD0CgcT0BnFE9tH4iE+FMTVTz2/7yb8PQOhe8wgRb3OVxcNCPRnxKgmDHwqeVMq3QfKTvoLZr4pz/+VRQz/u+69YolyJkaLJtH3ui3XrEEt11xMX635vlf1Ns7q/dJ0ZrUE7uZlhS7Q4/acE1eyJ6uCoVCUQvnIvC+9r+ubV0eVnR7woPJGJZ15TB8YhwblnaAS18IL2RYdOJ5UcT3VU0AACAASURBVNGE43p111aTkjlZWzmfGn/ItX09APH9v7jrgQU2KWk8DDtXtFK8kTdZw45diguHEsB2xfR4OaP2Oq1AKz3LCkU91BxWNIuMTvHNL10ZtXrN6On+nFPjVTQLtQ63B5Pci9qAh4QWX8ULjMNzpgY3aL09l+SMqd/TqKJ6trAcjgzT6vpwxw8J5AwGIWTDivPzJcxVnO1hgtl+juck0g4qsfPwD4MXzvTvh4eHjwC4fqZrw8PDTwN4ejbH2Qp0ZVhChEuz2N1qJKuSffYfGY28ktuVnDF1X8JTNrWLMAD05E08ffcm5AwNVdeLBPBTE774Hb+/j/7byyEBFDN+hbOhkSiRXLE5vFk8MQX4XtojFRt5g6Fs80h0DqvLixmGG9YuxqmJKia5h4LJMOl60XOmEQJKKIYfuw0fjVoomAw/eu9UJHxbtoesThNJTMv2ItFfI4ArkKh0D8ewoieHis0hgsT7SNnBF/qXwXE96JSgYDI8f+91qNgch05OJA4b7Hv9Q9zzS32zdp8UrUm9NubjLtCZmy52h54wSuxWKBTtRCh2h9XcwHShO6zorroAwNGZYcj2FsF0DdL1wIi/VwEAXUP0uVxa0pHw22JBG/G5wBfsZeKk9bKuHK7v64nGZgfruyKdtFrHrlaj1SroFQqFQqFQKBQKxbkxl9X85aoLU6NgBPCCH0eIb4M8m12uKjaHTglcIWe9orqWXKBvnOmQAKUELq8v9l9IxXmoYTbrMEEtc5Gd+b8A/D6AHwD4CMC/zMHvUCgumDABFSdMQLUrQsjEfZGYOmVz8Bu3+YtxUJFCA3GWEoKcwSIBfFHBwO6t/ag6Hg784edx6LHbcMfA8khM1ilBlQv8+L1TWPfwy7hvzyDGqhyc12/pcT50di/G/XuHoir+G9cuhsEoGCUJP+3uvImsroFpFDldw0jZxn17BuFJGflGdOcNFAyG9Rd3omAyeFKCEr8SPjmHJB6/8ypsXtWDKvcgIfH8vddBAnC4h82rF2HMciORmwB47qdH8NBLb6Nsc3gSmOQi8W/6FhWga76fxdolBdzzS33I6Sqp3c7UE7vDZK8SuxUKRbvDuYDj8EjszpsMhQyLAslwnWRBwDx8YhwdGQamadCDz1fhSZgGg2EwmMG+gWka9Nj3hISB8FxVd3OJSLAH/JPWx8csuEJGY1Pre7rJMg27tvRj86oeMEqweVXPnLfAbydUBb1CoVAoFAqFQrFwCdtzN9InLpTTIydBAAj43ZZDG1ZbSMxm2WnO0GBzgSzT0LeoAE/KqBhwTW9xVuNDy/ai/MWOZwex7uGXsePZQSzrys15y38R5CocIWHNk8Y269mR4eHhF4eHh785PDz83wBcPjw8vGW2f8f5UrZ54k0ut7GwORc0qtCd7VbVs0XO0PCtO65KJKC+dcdVyBntm4CyHJ64L3/9xkd1/x2r856GArhGKS7KGlFF0iT3wMVUNXOVC2QYxY1rF4MLGVViTDY4UXQ+FLJGVK2//8goDErgBYnvis19kZsSZBiFwwWEkEErd79CJG8yv3Ld8UAIQDWCnoIBCT/xTINWokZgO7B5VQ9ePHAMBZPhv27bCJtL3LdnMBL0C6YOQoCHXnobpUdejkTuOzYuj1rpS4monXn4bwxGsbiYiXzTPSlRdnjdliSKhU/oGX/fnkG8evAkMoHYHSZ7DxwdrSt2z1WrXYVCoUgTnAs4noAEIrE7FLkbCd1reoswAqHbdb1p6yWlFDzoAPPTD0ZQMFmiulsjc1PdHR5uyhgaCAEc18PhUxMo2xzrl3ZEAXjF5m23vjfyaZsN/7a5YJJ70Qn+MDlzfMya1X3vbNNKMbM6wNy6tNqzrFDUouawolmYOoWsSQFJ4V9PI2q8imah1uH2wHL4nL7X5YkJAAABEgfOQ6/p2SrQsxwPz/zkSGTtamo08bscT8xavp8SwPZE3UMCdTUdgkQ3Xk+ev9hvOX4cxiiBHojrjeJLIeScvLezvgKUSqXPl0qlvy+VSj8E8N3gz3nHibULiCcbnLM0cZ8vTts8IZydTnHwXnUFXjl4EiJ4WoWUeOXgSVTddIpzcX/q4cduw6O3b8B33zwGy0lvAmquyZkscV+2Xb8Sky6PWngQApiMzniIwfMEyg7HSNmB8HyhuzOrR63Fy/b/z967R8dR3fm+373r1Wp1y0KyZYgNkW1MBwxEsQzEHAjzuot4ZuUxMJyxBzDknAGGnATmnjXcWUy4E08Ck5vFWnMCyVqM8TzCK/Y5HFiBORPCZCYZICfmZccHME6bh40xMX5I2FJ3q6tqP+4fu6pU1Q9ZsrulkrU/a7FsCUu9u7pqV+39/f2+XxZkN4xPna3uxAjtxQ+PuPjuugFUmMBQyVM3KyEj+3JfSJhETca19uSjVYa/e+FdeIxH1V2UKJHctgxUXA5fSHQFsQPXr+5HJugi3/LyPmz4/Ar86hufxcbrBzE/74ASgitXLIxE/jsefy06BqE4H2aeMyFx5YqFQM2N1jEoCAHcFnbDa2YHjAlwIdCVMfHQjatwcX9vQtC5qL8HN37/Vbz562N1Yne7rHY1Go0mTYQFdl5sbgxF7omE7vBZhUs0nC9DYXnjc3vw8p6hxP8z2tDdHQn3sfu/kMnu7vC5ZC52CY8xnuiyB5Q1W1oFZIsSLO/LJ9ZHy/vy0eI/bcy2NXPWatxBrx2R0s9su5Y1mlr0OayZLsY8gc0v74v2gVymvh7z0rkvpMermS70PDw3yDpm2z9rd4K1DhetmQvC2Ngw17oRrEWCt0HUPoIbiOvAuDtdraZDoLQS0UDsPxEBPhs6A0OtLSdaX1Y81pbPth1eX/8NwJ9C2Zmnhg7TaHkAe7vxhIw6TgGVSXbb5h3YtH4Q9gyPrRGUABcs7satj26P8hTuveZCpHQ/Bx2W0TCfumMOb5CElheNjkvGIJHoOxEuE4nc7KMVH1nLAAFw5flnoFRloATIxDrpW5llKISyHL/3mgvx31/Zh5s/sxSekDirN4vRKoNjUBwadZG1TQyVPHRnLXR1WIkMbkCCEGDtxWfhKz9IHoecbaPicgASXEowJqNs8E7HhCUlvvipxdj566NY2OUk/t/Vg4txUf9p+L3v/u9EXvxF/T2ouCxhybj2ojNRDSzOOwMrdSLHc9BbnXuuSS9hFi2gHhjCTNp41st9awdw+5Yd+OOHt0Xn6ryMibFqBfO6umb2DWg0Gk2bYUyg0zEhuAQ1SCLioXhwBOee3hVldNuWAd9lOFZxYVAD1CAgDLANmhCv4xESns+jefaVvePzrGOYYEy0VPRultvdlVHd5eF45moGdDvz29oBhSqyrX2u7s6k03J7tq2ZDYOit9PGg+sHIyenrGXoZ+RZwGy7ljWaWvQ5rJkuKAGuGlyMOx5/bVbsterxaqYLPQ/PDWrtudvxWXc65rRkTeccExl7enKtbYOCxZoBTEoaZpK7QsKiBI00f3YC2kPF5TDpeJf1ROtLahD4Pm/5Z9uOlfa+YrH4r234vSdFs2qMkwlgbzfZJplk2RZ2wrYSg6gL91tXXYAze7J4f7iiLK5Tep8Z8zm2vTeMB65bia4OCyNjPra+cwSXLV+A/BzdJKm1vAg3W01KIIBJba6Gudmb1g/i6JhfJ3wDgG0ZKLsMf/X58/DjNw6eVJZhaEeetQ3VnS8lXnjrMK44pw9fumwJbMuAV2UQXOKjshK4dx04ht/5m+eiB1mTUoQZ3Hc8/hqe2L4fXxhYBMukiQ00hxIQQkAJ4AeiowQS2eAA8OdPvIZ/vHFVZDddCl5/qORh0WlZbPjceXh250EcHnVVJ8q6AVBCYoK7Oo6hxflnz1+IawbPjG4OUqrCAgfpjQzQtIZQ7I5XG4ZuCLWZ3eE1G8/sfvedD7TgrdFoTmlCYdoRRBUE+UjMjcsW5KPnDoMAR0bdSUU/hGJ32WV4+9AoCgu76p6NCFq7lmiW2108OIKOvvHxGoTMye7ukEbPqWnFFRK3b0kWMN++ZQceTGkB82xcMxsGjdZuc7EIZDYzm65ljaYR+hzWTBcZiyb2WjMpt9vW49VMF3oePvWZSKtoZM99IpRdNm2FEtPxWgalDbuzG9mEt1rsDz8viyrLdi7Go+dCy/SyyyCEQJUBJm39ddyOGfxQoVD420KhcEuhULi5UCjc3IbXmBOEHadxVCdoeq05bIOip9MGIUBPp53abgBAZXiv+JjqSD/na8/g1ke3Y8XHuudchrcQEiWXgQsB2sTyghKACzmpYxPmZgMEdzz+Gi5fviCwMVcb0uHExoTEFwYW4R9vXIWerB1tNAsh4XoMVY9htOpDSInRqo+qx+pyM4SQGCq7uOmhV3HO157BC7sPQUJ1knMpo+zw4bKHkjduqR7PD7/j8dfU+5MyKti47tP9dUL2k9v3w7QMVDwGx6QNxe59Q2V02iY+e/5CVJkAC2xHwyxzIVX3+x8MLsZ96wbQ22ljw+dXYMtL+wAA968bt2QMCwe2vjuEdavOjLq9wixvj4uWWZ1o0klc7O4wDXQ6ZiKTtlbQqRW7NRqN5lQnFLs7TCOKedi+b7jh3OhQgv/80LZE9EOpqhabjazMw3t7WE0et9kK7cCYHB9H/JnlRHO+GnV3x3O7w/dR242uSS+dTQqYWxnl02qElAkLdiEb9QKkh1ZdfxqNRqPRaDQajSZd2EHWda1WYRsTR65OhYmKyQnQkrVGKDYfzzm3FUzFJjxs3msVtZ8Xl2iYWS4wLo434mSKGdqxU7IHwAEApwM4I/hTcwKEtszxTLI026q0I2S+negM71Aw9nDTQ6/iSMmDbRlRDnV8o9fjAv/w8z2TOjYVV+UJh8K3RQnmd9pYkM9Ev5MJCQI14Qmp8i9FkN1Q9VU2dpUJWJREduC+kBBCJG4sFY9Ftv9P/ZdLcdnyBXWv8eiLe3Hnk69HQnc8OxtQm45htoUE0JtTBRsmJTg8WsWRURfb9g7jx28cRMXlyDqm6iRxzOg4jVYZPMbxiTPmYaTq4+qVi0GIepV4lnn//By6MhZMSnD3/9qFs7/2DK78zvO4/6dvI2Mb6O10sOmGVdh9z5ro+G343Hk4WmW4+eFtOOdrz+Dmh7fBZ+M3Dc2pSSjimJYBixKMBVnyZXc8k1aL3RqNZi7zsUWLIrE77MYuVVXWdiNRe+eHI7hv7QA2Pr8HK7/5E1y76SVUfQ6C+hxuxkRUeS2kqjiO/z6DKOebECFqC/LElBfCjIlItK8tagpzuztMA7Ztzul5vtkyKKXLI5SD5+I4YZRPGpFQa6R4QXDF4w3t79JAo8x7j0/9+tNMP7PtWtZoatHnsGa6oASBK+E4JqWp3RvW49VMF3oenhuMMQ4pRUKrYJy3NKs9XF9TAtgGiZrXTKKE2bg+Mcb4lNcaQshIhOaBg2fJZbjlEbXXf8sj21Bq0fqQMZGw+w9//6LubMPO8lY7x40xjj1HSjCI+ryaZZYzIWFOIWt8KrSjtPxnNV/7hUJhcbFY3N+G1zqlMZtYhJspnbmrTKDkeuh0lJUcIcBI1UPOsZFL4cZcs6xqaw491VR8jts2/xJb3x3CgrwTZVMLKXFk1K07NtlJ5JtnbRP3rxvAUMnF43/yafhC1lUvdQTnQ2jRXfFYtPHnmIbK+DYpqkwkMrDLLkOHoSqrOkwDWUd1U//t9YPIZ5LW4d1ZC4QAV69cjK8//WZgs74qkZ0NqE1HgmS2Rdll6LAMLMhnUPUYNj6/B/decyEAiYrL0WFTVHwOhxI8+8YBDH68JzpWt/3W2fhPly2FQYCj1aSle6djYrjsoS/v4JtfPB/fWTsQWelXXNX9novsqn1c1N+D/7jqTPhC4rGbLkHZVcL6Yy/uw/pL+xvma2hmP7W5saE1vudzUCCRSdvRlx8/Z7XYrdFo5hDU7qgTu985PNowa5sLNIx/cJp0d48xDjuwLAfUwre2mrzi88hqy409P1iUgEnAFAKTqS1mTIALAd7EyjzM7RZc6jkeAKUUphDgNQviRp9jGrAoiZ2T6V9v+EJiy8v7sOHzK3B2Xw5vHyphy8v78KXLliAz04NrABeiQUd6ui3YNeOYBHXXskYzm9DnsGY6IFANGeEeV3fWiqJ10oger2Y60fPwqY9NCcY84MuPbavRKFr7YROotVCtKMwafE8IAc4nL8pWPJYQoR9cP5jYmwj3Mjr68nBO8n2EexmTtQk3TQruta5YOP4+X9k7jN33rGlomZ51TDCfI2vSxH6K04J1cjsE77uhurq3AfgUAA9AplAobCoWi/e24fUmTclldZsN8zLptZOjlCJrAkbQcdqbs5tuzKUBSgAmgJsfHp+A0tyRLiTgWDSR4R12HM8VsrYR2SyGYjeXqhu5Nr+6wzQmNZFTStDb6aDKOM7uy8OkpKFwbVMCSgjKnhK6b9u8A4/ddEk0FhFYXkAisgYPf7bs+pASsAXBmvPPwJ88krzp7TpwDBcs7kZ3h4Wwti8Uui/q78FQyYVJVWb2/esGYJoGqJDgcnwCFoGlRk8ug29ddQFyjgkupcr/LHn40y07cN/aAfx2oQ+UqmMV5ohnHQMVlyeyzO988nW8sncY3103gKzd02Djs/azMbFp/SA8LnC04iPnmBgqKbH8S5ctiY4F50LneJ9CMCYwXPFw+5Yd+PsbBgGQhJBTWNiF7oyJjj6VSeu7DMznWuzWaDRzCsZEQ7G7mah9tMoaWpxT2tgaPCwy4lJtmtQuwD7xlz9OrCUS1lzh3yfxPj62aBE8LmCQxuuUc0/vivLHdTaxQlXyS8R7N1whACGRT+F9kEA9b8fXG2neRM3aBr74qcX48ydei87Fb199YWojn8KO9NprpyvFa3yNInkVJ7+v0cwG9DmsmS54cLKFjSQ0sBNMq+OfHq9mutDz8KmPCBbX05HV7goJJyhelxKQUtZ9D1B/MglgCvvx2SAnO3wfHaaBwsKuqBEQUAXvrYgGPtFM7lbqpvHPK9SAan//pvWrYNLGLQInew23YyVYAXBhsVisFgoFB8ATAK4C8DyAGRO8vQmq1U+2cqJdVBnHC28dxupl8wGoDOV/e+swLl++IJUd00aTjnQjpTs6YV710YqPfEZ14HZnrdQK9O0gtFnc+u4Q4mJ3bTa1Q8mUxDRKCbK2CSElqh6vE66ztoHhsgdgXOh+Ze9wIHSr7MqKy2EQAg5Z97NVn+Odw6M49/QuOJbRsPv51ke3Y9P6VVE3dyh0379uAJ2Oid33rFHitGWAUgJKCfImRcVlODbmw2McC/KZqNiECTWOJ365H9ev7sfWd4dw+5YdeHD9IMaqHj44WsHi07I4LWtH4nw8y1wdY2D1svnYc6R03CouGhQElNzxLvGzerORXbuUyi6dZy3kA5t1zewm7Oyen3fw0I2r4AoJKWVkYx52dk9WsNFoNJpTkbAj2mti/107R+78cASFhV0JS/Jwgdxo7gzn4rcPqSKjKpeJnxMAdt+zJnH/roUStfY43hqjI5OFKyQMQpAJnmdKVYbt7w1Hzxh+UHSoUViUYKQ6ewTO2baJWvE4hsrVuufU0zot5DPpe9bwhcTtW3ZEz9nx5/M0dqRrkjTaPEzr3oFG0wh9Dmumi6rPUaryyDUwlzGQtdL57APo8WqmDz0Pn9pUPDZtzli1QvGYxycUj6eynKu4HPGtBy6CWCYgsk8vuyyISjvxNZcQEuUTOGaekC3pOBcNukgpIQ1/f5jfbVFadw07J7nH3Y5V64JisVgFgGKx6AKYXywWvTa91qTJ2gZuuLQfC7scEAIs7HJww6X9qa1WB1T1x1c378DAN36CpXf+CAPf+Am+unkHsk56b7q2QdHTqTrSezrtllSmtAvbMvDUjg8StjVP7fgA9iRsu08VsraBb1+tcuKf2L6/odi9b6gM8wSPSdllEBIwCIkyrZmQqHgct23egd6cEwndKt9QglL1c0qoJk1/9hOnd6ku8OC1pAQ6LBM3XNqPfMaMOroPj7pYvbQX968bgJBAp20ia5ugRNl70JqbgGNS9X1C0WEaKFWVeG1SgoxJoyxvQHWNdzombt+yA8sW5HHb5h0Y83mU7RHPMg/J2SaWzM9huOxBSoBLibMDW+rRqg/Ox21EhARe338Uq5fNx9GK6mpnQqrOoOCcJQRwdU7hrCeeQSm4jLoJcxkTVpO8boeSOZ/lqtFo5hahGD0ZsTu0Fg+LhUKOZ4EdWoA1+zkvplQWFnY1FKMJ1IJ5omyvMLO7wzTgCZlYWJ73sXm45Qrl5qIdPJLEHZp237MGD1y3Eo5FU+vQRAnAuIye+4bLHhiXqS2wDbsN4jQ7z9PAeIHpOOHzuUaj0Wg0Go1Go5m9ZB0TRpN1e7Pvnyhh1Gr8tWu/d6KE4m4ID1xtHaNe7I3rAlOl4qm9YtZkcWw20ek6TANL5ufAg6arXMbE2X35Ka8BKw2KA3iw51G7xjTalN8NtEeE/mGhUPh5oVD4m0Kh8AKApwuFwq0A3mjDa00anwlYBk1U11sGhZ9ioWhcBBznov6eSGzTnBwVl+PHbxxMFBTExcy5QMXj+OEv92PD51fguk/3gwsBSpTYPTLm44lt+3H3P//qhI9Jh2lAQiLrKIHZNmm0CVwrdN97zYV44a3DYFx1OlUaiN6OQaOfpQA8LjBc9iCCzeeMrbq1PSZwUX8Pyi7D/JyNjdcPYv9HFZXNc5wNRsOgyNkmenM2qKFe99iYDy4kflY8FGV5A4he45W9w8gFInunY4IF3Vphlnn8Ova4QMlluPPJ1/GrA8cSxQVMSIwGNuUAkHUMXL58QfTvH31xL3wmcPPD23DO157BrY9uh+uL1G6aaiYHY0Llv0iJrJW06C1VGXZ9OIKcYya6Ew2S3ngLjUajaRdjTEU4TKaze6TKUDw4gq5gsRa305rIGSMUyhrNu42WjVyIhFhdChbFZZcF9tv1hEVODiVNbdlXnqWeMbTYnSTu0BT/M63PQmFET7zANs0RSlw0Xhs3+/5MExaYxgmfzzUajUaj0Wg0Gs3speJylDyWKEQHgOLBkaZr7ROlVtytuLwledKMiTpxV0ilcZRchlseUXv8tzyyDSWXgZ2E4B02yZqUgBJMWkj2gnHVCvAeF1MS4Js1FteuJZ3AhsE2KAwyHuXZbM9lqrR8B6VYLH4TwJcBvATg1mKx+NcA/ieA/9zq15oKzU7PlO6NAFAbN/deo7pvTUqwemlvqjOxp6viplXMtuPbDrKWgbUXn4UNT+9E4a5n8JUf7IDrczz7xgGsuvtf8ezOgyd8TDgXKHkMQyUv6kyGBExKGwrdOcfEuWfMQ85WgnEmyKwMRW8nmJTDn+VS5UvsOnAMwxUvukHc/PA2jFYZNq0fRIcVZGrbBs7uy6Mrc3zrbyEkPhrz8PO3DmM06O42CEHODsbnmHhi+36sXtqL+9YOwA6ywEtVFhWkZB0Th0ZddFgGbIPi/nUD0XkmJHDH46/hrt/7BM7q7UyI3QRIdGxXXIa4JfoXBhZFFiC771mDjdcP4oOjFfhp3TXVHJdQ7A47ukPhI7QxN5t0GdqGtjHXaDRzi3hu9/HE7qNVBssAzu7LR849YXGccZwYiLLLUPEbi2UTPQ4RAqw4vQsfHK0oO/OgoK0RQqhF79Eqi4rYbnlkW937SWtX7UxCoRbwcQHZpGRmrcQmIGMb+PpTO3FwxIWUwMERF19/aicyKXYZm03YlOC+tQOJ9Vz4fK5JN7Nxf0ajiaPPYc10QYnaR4tjUpravUs9Xs10oefhU59QtF3UnU0Iw4u6s8i22KE33CPwuGpIogQYC8RejwvYBom6n7mUkz7PQmE+Lu5mHQN+zOY7vsfvncQef9iwSKGin+JRtRPRKgG+7LJJCdaeaH78WnH9tszrq1Ao/HGxWPy7QqHwLYzb2H+yUCigWCz+RateZy5hNsnEPl6H6kxRZQIl10OnYwFQE9JI1UPOsVOZOU6bHN+59FBjGBS9nTYeXD8YTYIGITj3jHko3r0mkcMuhKyz/54Il413Mn/2/IVYt+pMHHMZ9n9UQWFhVyR0r142PxK6KSGgBgF8gHGBbCB6h5kZJgEYVKFCKBw/cN3KhpnYZ/flo0k5HLdl0OMK3hWP4bbN41mAGz53Hq4eXAxqEPTmbFiU4PrV/bhq5WJYlOCnxUO4b+0A3jk8GnV/V1yOnk4bGdPA/qNjmJ+z8Z21A5ifU5EKnz1/IRadlo1yyaNjTwmEkFHXT9Y2AYLIqjFnm5H9edll4FJiyfyc3hCfxcTFbuaPi92M80joPvf0LnTEPndtb6vRaOYaoZU5oDqwn999COedMa9pZve5p3clFnihUH68+ZOxoOvaAwAG01D317AimjVZvcUt1Fec3gXTMvB/3v8osgGLv2ZoZW7Txrnd4fNM2WXIZ6xWHcJTCpuOV34blKRa3Cy7DAdHXFz5neej761e2pvqz1dICRGU9qu/q3iiNOILQEiRWMuUXR++wJTy5jQzg0kAXtN5otHMJvQ5rJkuGhX7pRk9Xs10oefhUxuDAJ4ELJMmnvcdSk7a9roRodW4TWn02lwCGZM2LLBmTBx3fzbc740T7lEUFnYl7McLC7tOOB5YCCXSN0sBn8glNOso/eVkc7yztoqGtRq8h3hmeXhM2nX9tvLMeD/481cAijX/pYLQ/jjMT/NOwiJgOhAAsiZFb05lYvfmbGRNirSOmhKACUSdKjc/vA1MpNdiUGd4KwghqPoc1256KRJOa3PYDUpR8aZmDRgK0lvfHcK6VWfCFRK3bVZZ18/tPpTo6O7pVPbhEsCzbxzASNVXm2sGjURvAnVN2EHGdpiNHWZiN8qZEBLIZyxQQpDPWJPq7s7WZAFu+Kc3QUBw7aaX8MS2/YluatOguGz5AvRkbZyWdZBzzKgKTEgJahCc1mnDZRzzcw7ePlRC1eO4auVidHWoh2gmJKQEhkoePCZgUhJ057B5CQAAIABJREFUtSuhvhJYNW743HmJjvmhkgfHoDCoKhKozf/WpBvGBEarPkzLgJRA1WNwgwIIixL4HHXdicxXubJa7NZoNHOJUOyOW5lvfG4P3vz1sYTluE0JBOrnzdA9YzLFQmOMQwLozpgwDSOxoJYAuJQN7culHLeoDhdxi7qzsAPL8jDLO/5eeI14fvGSXtxyxZJI7NbFbI1hEnVV4xLNixFmGqtJB7KV0gWShHJlilvGMyFbYi3XDjImRc6xwIMLkAuJnGMho5+VUk+zcyqt55pGU4s+hzXThZDqGTQOlzK18Sh6vJrpQs/Dpz4GpQ1tr9sV8Rh2OofCq21QCKkEVCZRl7ctJhH7VHYZBJSYG9YQG4S0PEqq4jGYRDWkNvoNE+2FVGICfJzCwq4p7UtUPI6HfrEXYz6L3qvaR0lmlofHpBGtUDZadnYUi8VnC4XCJ4vF4kMANgPIAbAAPNKq1zgZQvvjO598HYW7nsGdT76OksvqNpvSBIVq8Y8v4D0hU2vZF++YLt69Bt+66oJUd0yXXdYww3uuZb7FO5rHGG+ai5FtYsvZjA6bYsPnV+Cdv/7dqIM1zLr+6uYd6DApempysiMRPHbehKK3hLLjqHgcW985EmX2hTkTBEjYp48xjoxtTEkIrngsZrceR1mvP7vzILa9N4wjoy5ufngbih+qYxV2f0sgypEsuQzPvnEArs/xlR/sQOGuZ/BusDkeLwrxmcCjL+6N5iQhQytzRdY2cf+6AfzB4OLEHLbrwLG63zVU9rToPQtgTGC44kWfHRccXKqqPyuwvc85JgxqJB7omExvRIRGo9G0g7hAHLcyv2/tADY+vwcrv/kTXLvpJVR9DgLUdXVXuUTVm5zYDah5mKDxYpYADe3HPSFhBxlUlKhnd4sS5ILnplBwD3O7ZbAwbiSef3pJr3byOA4mAcaYSBQAjjGR2m4OIQHHonjgupXYfc8aPHDdSjgWTe0mqmiyZk7reJkQqHgctz66Hed87Rnc+uh2VDwOltLMcc04E821Gs1sQJ/DmumCBtmv8WK0cN8pjejxaqYLPQ+f+kykU7SDrGOAAHBji5+sozSJuGAddiNPZonkBM1u8XM17OpuZCF+4mM3IaGaZ2vtzI83zqxttkSAtynB2ovPwld+sAOf+obaq3F9XmeZ3uiYhNfv6OixSb9eM1ppaf5fAfxhoVD4DwDuBfBxAO8B+G8Abm/V65woQgKv7z+KB65bia4OCyNjPra+cwSXL++b6aE1RUDZqsQt+8ygeyWNiKBaI94xTQhSu0GStQ18++oL8edPvIZX9g7jov4efPvqC5GdY5l68Y5mK8gLvuWRbdExCbtQKi5HLjO5KUMIieGyhw1P78QtVyzBZ87pi4TkMOtaBv9u31AFi7s7UPF51FVem6FjGBQuE5GN6eDHe/CPP9+D+9YORDaLR6t+ZJ9+zeCZ0c1DSmWv7gS/53jHoupx3HvNhbjj8fHzgkuZsL+veCyyUvF8nrAl7zANlD0Wifc9WRv/cOMqsOBmM1pl+N4fDaA7qzq+t7y8D+sv7cfXn34Tdzz+GjatX6WszAMoJejtdFDxeNQxDwBXnNMHX0g8dtMlKLsMHuN47MV9+NJlS5Bvg62LpjWE4k1oE5O1jCi3OxQ9Cgu7opwaYPxBih4nd1aj0WhONaJuaCHqrMzj1t8OJTAtA67LIrswahAQpqqyJzt3ll2Gtw+NYsXpXXXWWmWf1dl7LVuQj+y4BNTmSjifm5Sg4jOYsdgKgwCmQaJCwNos8o4GFuiaJCywlIs7YIV28vZMD64B8U3UfMbC0YqP7qyV2k1UIYHDo9W6c727I41HVxW53L5lPIpo67tDuH3LDjy4fhCZGR6bZmLCjcPauTalWwcaTR36HNZMF7Ntr1WPVzNd6Hn41MduolO0K9KqErhuxm3Iw/0GAaWbxDWA42Vjh4QxCfF9Xi+W4X2iFuLJsXPYtHERyPGKw6cSYTsRBlWuvPH3ZFKCjJ20TJdofExMAhw5dAgLentPahwtE7wBrAFwKdS88kcAzikWix8VCoVftPA1TpiMRbF62fzEZsPqZfORsdK7oWSZFK6flLfDLoE0EmYb1G7oGCnd0Kl4HD/85X5s+PwKnN2Xw9uHSvjhL/crwTCTzmPcakTQMX1Rfw+2vjuELa+8j/+46sy6icnlAtYUOkvjXeMbrx+MLMnvvebCqDPrZ8VDuOKcvsjOnDA1HkKATM1mL+eqE6ricmx8bg8eunEVvnTZEmRtA4QoMT4Ug//xxlUYqTLcvmVH4mZoEPP4+d0uh0nrs92lVBVSCB58AaDDNEAJQcY2ow21fMbCaNXHQ7/Yi2s/fRZ6czZAlOB+tOKjw1SVYqd1OhitMrx7eBRf/NRi5INCglf2DiPrqN8bhwY252FhwobPnQePq9/ZGVhin9bp4EuXLdEWqCkm7O4DgE+eeRpKVVYndoe53bWZtFrs1mg0cw3GRNTZDQCeq6zMb/nMEqz8eE/0nOIYSuwuu8rWPBS+BZdTzkgOF9Q7P1TzcBzHNBvma5VdhjGPoztjwhUSnqvsu1zG4HOg0yKRe5BDCY42eEYJs8g7HbPuGUCThAY2bUcrPrK2iaGSh+5sei2sZ9smasakWN6Xj851ISWW9+VTe3w7HRMLuxw8+6efidZzD/z72+icojOVZmZotCGX1r0DjaYR+hzWTBc+FyhVebTXmssYU9qjm270eDXThZ6HT30aCajtImubYIyPF9UTIPQMYEKCElJ/vnHRVG8QQTQUBaKi9/g+byszvMPD0qgIZLIW8CW3fq9i3iSbHwHVsPD2odHEXkrx4AiWB4X98fcrAofe+OfaqiVyK2dvUSwWOYABAO8Wi8WPgu+nYprxmGi42eCxtPZLA34gjsQt+zwu4Kd4zLZB6/Kf00pos7Dh6Z0o3PUMNjy9E2svPqttVUJppOIxUKKE6NVLe3H3P+/ChyNjieoaN7DfdKaw0RXvGs9lzKjiKeeYOC3roCdr47LlC2CbFPF9XcYF8hmrTux2mQAlJBrrvxUPwSAEZZej4jJkAqvId7/1u/CDCqkNn1+B4t1rsOHzK7Dl5X3wJrGzSIP32+g8/sEr72PV3f8KSGVp+tGYB1HzO4WQcGL2HU9u348xn6Orw0JPpw2PCwyX1fX8UdnD6mXzsfPXR1F21Wb+Rf09CTvzxGcVWLgDiOzNhVTdwqEwyoREyWPa1jylhBa2ocBtG6Rhh58WuzUazVyHMQEhktndYRZyrZU5AHg+h5SAFQjfJ9MlnXPMRDa4QZovvLgQcCjBB0cr0QLWDirCTcNAd8YEk4iqxCWAjGXgsZsuwfb/9//CLZ9Zgtu37EjM+5qJIVDV4PE1nUlJOhacDcjYBr7+1E4cHHEhJXBwxMXXn9qJTEodpZgQDTO802oRXvU4/uoLK7CwywEhwMIuB3/1hRWoeu2xOdRoNBqNRqPRaDTtp3bPfTqgVLmxOZREOgKXEq6QTYV2NsEefCXYr2hUmMGF0v24lCi7DLmMCS7lpHLBG2EQoNJEM5zM3ki843z3PWuw8frBKMJtssQ78uNRcDZtnlneDlpa+lwoFM4B8CUATwdfrwCQitXmbLOTA2ZfR8BsQwLoypiRNXU5sK041Q+vEBKnn9kPLgSyjgnBZV1HsxKTxy06spZx3O7oOKF9+dZ3hyJhzwws+XuD3G4wQHBlUXrtppfw4PpB2A26kxlXNwBKCGyDRFbhtkHBBEfGNFByWXRtMyFxdp/qkhoZ86Mu6oms6oWQqPgcVuBS4HKRsNYwCbDhn97E6qW9KLkMW98dwm2bd2DT+kHkMhaEkKgGFWB5x0R3xsQ/3rgqqlaKs+vAMfzO3zyHi/p7cO81F+Ly5QuQtU2sXtqL+9cNJOzM42RtE5vWD4IJqT43CZjUxqFRN9HhRIKO8myKi03mIoyJhIWtbRD4QsLTYrdGo9EkYEyoxZ+QUYe39BFFPtRWd1d8BoMaSXvzNsybtZnbi7qzmBcI2uee3gU7ENsBIOwrD5d0uz4cwYrTu+CJ5O8472PzcMsVS6Kxa5eWyREWQY7/Pb0LurLLcHDExZXfeT763uqlKqt9qg4E04GQynY/XvhJaXrXn5QAri/qOhGcOeLWpdFoNBqNRqPRnIpUPIaMaTRs6jLa6MDQ6ZjwfZ6IFQ6/N1WyttH053ig+9mUJmJZj9c1PhG2QVHlJ9Y13WEaWDI/lxDgzw46sydDWKDQqCM/PgZjGsTYVp4ddwF4BEAfgPsKhcIVAH4M4M9a+BonzGwUj+MiffzPtIr0zSabdk5CJ4NpUIy4DDc/rKpObn54G0ZcBvMUFgqFkBgqu/jyD/4PjpQ8VFyOksew50gpsbFVPDgCQG0i5jPWlCfZeNf49n3DYEJCSMDj44KfQdSNo1RlSui1jIaZEVwqS41cRlmJRptvgUeNxwVKLsOdT76OR1/cCwJErghHKz6uOKcvuN4JRqt+3Y2Sc4GhsoubHnoVW159H7ZBYRCSGOfmV9/H6qW9+PbVF6LTURO9sh83o2NadpWNu5AAg5pcw83xssvApYTHBX6z0AcmJLa+O4Q7Hn8NAEHF49h0wyr0djpNczOklA03dXcdOIbCXc/gzidfR8kNjmuK57W5SGhlLiUguIQTiN2djont+4abit22bWqxW6PRzCkYU13dXjBHhrEP4VwZPp8A4wVpodgd3rMna9fViImeZWXs3lpY2BVVO5eC2JZQsO4wjaho0OMSxYNK7G6W273yrJ6T7kqfS8y29UaHZeCB61bi3//sN/DOX/8u/v3PfgMPXLcSHVY6ixsMAkAqK3Mg+DPF1pDxDO/w+fr2LTvg64fh1DPbrmWNphZ9DmumC8eikDV6jxTpjbvU49VMF3oePrXJBvsB8T0AQFlkh7Fn7SCMZY3rGCfqxFZ2WVPBWUjAaaK3TNQ13vB3tWDt43Hlju0YNNGN7nExKSfZis8ndU0KKdt+7bZsBigWi68Ui8VLisXiHxaLxRKAFwEsLRaLLwJAoVD4Qqte60SgBOgwaFRFYFCCDoOmVjwG1IlvmxS9OSVE9uZs2CZNrZg1E5PQyTDmc9y+uWaDZPMOjJ1Axc5sIZ6tvSDvgBK1YdzIbuJkuowck0Zd45cv71N5FcFrAepPg6gJyDEIejud5nkXErjj8ddQcTleeOswpASGyx4El4n/v/XdIVy9cnEkfhfuega7DhxL/C4pVfdzOFGHnd3hMfn602/if7z6fjROCWDMZ7ju0/3Y8PkV+OEv92O0qm5yyn6cR8f0tKyNB65biYxtgAsJASRuiiR43/HrdzyzW1VANRO7gfFO99ASnUsJLiWuPP8MvHrX7+DKFQsjAT3rpHMTda7BmIDnMQghYBAgYxAMVzy4scKPjc/twZu/Ppawz7XpyQk2Go1GM9sI58u4hTnz+XHnyp0fJgVw2zg5V4yJnmXDgiQ7UP7OPb0LnY4ZCd+hYG2aNBK9cxlzQrE7fD9a7J48s2294TGBbM16LmvS1MZqSQAVj+PWR7fjnK89g1sf3Y6Kx1PrgNUZi1EKeWXvsM7wngXMtmtZo6lFn8Oa6WLME9j88j64wbODy9TXY146nyX0eDXThZ6HT20qLoc1gUV2uwj1EDOmY4RRrWaNtmEeZxhZ24jmlrr/5xgti+WqeCcfjXayAnzWNo57TXqB02+7r922rQSLxaJb863bATzVrtc7HhTjtoIhAq1tcW81JgGOVuvD4runEBY/ncR9+uPjTWsm9lzbIBGBFXb4nisuh0mVCGyZNGHt7lCCMcaRP8HNV8OgyDsmDEoSGd3h77eDrMXJ2DVnHUONmQAXLO7GcNnFgnwG1CAgLPb/AQAkEr8B4DcLfRhpcA0ZxIRhUFQ8VncebPinN/EHg2fi2TcOYPDjPXU/+9SOD7B6aS/uveZCUALYpoGN6wfBuIhs1UN78f/+6vv48RsHcd/aASVCy6TgfVG/6uoyJmHFGXa63/nk6/js+Qux5vwz8OWasRGijkfFZcil0CZzLhF2dYcPPzwoUrh9yw48dtMlkehx39qB4BzbFn2OWcvWwodGo5kzhPMll+MW5rZQmVnVCeZK15cJAdwxTt7KfKJnWearBXd4Hw+7ukM787gDi2lSdADwfY5jDZ5Dal090mhtnVZm23qj2SbI8TZHZop4xzSAqGP6wfWDyMzw2BpRdlkUoxQSPl/r6yrdzLZrWaOpRZ/DmumCEuCqwcW44/HXonMt3I9KI3q8mulCz8OnNpSoyNFGFtntdOc1TQrGkMjSDnO9K0xAAokYWGeC863icTz0i7249tNnRTGuYVNgJYjWLbn1+wXzpqj9ZU/Qcj35O5T9+omOJ4wKbnZNcglkTFpXyNCOa3c6lb0Zn21ETUC8SLE9OKAupmYbDvYMj60ZjSahtBLPmQ4Ju3ZzKS0qmCxh53LWNlDxODpMiuGKhw7LjL1nCZfLIAt7vPPIpMrC+/rV/Sc1BsOgyAc3oPiG01Q3nyouw3fXDcAMuqCPcrUhXqqyaKM4fE9J8Vtt2m15eR82fH4Fls3vRMUf79Ayucowb3QeABIXLO7GtveG8cB1K9HVYaHsMjAhcd2n+3HFOX3IOSbcoOt66ztHMPjxHnxUcRP53FevXIyvP/0mbt+yAxuvHwQlqvvapERN5usGQKA64o9HvJP9729YBV9IPHbTJSi7DB7jeOzFfVh/ab+66TbJAddMH1yMi92ukJASyGVUcUVth184Z2pLW41GM9cILcylBLKWEVmYhwvI53cfwnlnzKubKx1KcMP3X00sjrJWa56Omz3LhotcAbV+8IKvXSHhNxDXTJNirMoTYw/n/7jYrXO7p85sWm8AqOuOlkjBwrgJs60guMMyYgUx4/NBWi3jNUlm27Ws0dSiz2HNdJGxKL511QU4syeL94cryKTcbluPVzNd6Hn41EQICYMAnlSid/i5RrFmbY6jVfuyNNLf8hkLFZdNOXPbpgRrLz4LX/lBcq2SMUxkbRNljzXcL+joy8OZwnjDpsaToRLYr5/oeLJ2oNU0KVDwfbVPPh2FDNM5g8+oE5qE6o6MWyCUJvDRTwOzbcOh2bFM6zGO50yblCS6dmcbIsiQFFKi4rEok/qcrz2Dmx56NbLtjr/nJ7bvVxbfQUYDoG4ce46U8OM3Dp5wPkWryZgGLlu+ALZlIBNYQlJDdY4fG/PVRte6Aaxe2ovDoy4u6u+JfjZrG/jipxbDMpCwI2VCYtRlqLgcgKw7D7iUyDkmzj1jHvIZC/uGKjAIgRl0rPfmbJgU+PKj21FyGS5fvgC3b9mBZQvydfncgLpucxkz6r7efc8abFq/CjnbRIdlTOpGHYr5Gz53Hjwu8FFg6y4lcFqngy9dtgQ522yaha6ZHhgTcD0GL3j4CW1swxv4Rf092P5e49xuLXZrNJq5RCh2dzpmQuz2JmllvvH6Qey+Zw0eXD+I7ozZ1vlTAtHzt0lUQV2nY0ZzfDPRusM0cHZfPrFYXNSdRdZSlucWkXrenwMcqzLc/LBag9788DYcq6bjGbsRYSFpnLBjOo14TCCXMfHg+vH5IJcxU2sZr9FoNBqNRqPRaCYmtOi2DQqDkGh/wCBkxnSmqVp+h7naobC7+541SuAN9hUoJegwDRQWdiV+rrCwa8pF8aGI3IjJishZ2zyp8YTd7GM+S0TF0qBAIYxfNQga6lGtLGSYMzssXqxbOspr3rIjEiXSyGzbcBAS8IWAkGG2sgy+nuGBNSHsGP7WVRegePcafOuqC5BzzNRaDDaDc5EQuMvueE53eK6HxRMk9p6v+3Q/JACTqhvHyJiPJ7fvx93//CvVGTGDHUecC4xWfQgpMcY4WNAh++GICy4kRqs+LEpACQGlBJ22iU3rBzE/Z+P+QPw2KUHF49j566M4vasj4e7gGBQkqCoKxe34eSAl0GFSdGctEAJ0Zy3YJsXND29DKdi0lCAJYTsUtUPCfG5AXbelKkPZZbjrh2/g2k0voeIxGFOYzCvBfPAHgyqnfNeBYxiueFERz80Pb8NwxWv1R6GZAowJCCHg1QghZZclLMw3Pr8Hbx44psVujUYzZ4mL3aUqS/zdFxJlNzlnrvzmT3DtppdQ9TkIkBDADUJAaWvmT6PJ79n14QjKLoMrZGJuD/9sNH/Xvse4s0eYVb7n3XdaMm5NenGbrEHdlC6QbEpw39qBRCFomq0hKUH0bB4+D5eqbFYWMGs0Go1Go9FoNBpl0d3scX6mHvOnmrk9mVxtLkTDBl0upla82woRmVLS9HUnM554N/unvqH2b9xg/wZQuka4Bm53IcOcsTSfbd3SAOAEGw61Fm0TZQPMJKHVRJhjfLTioztrwUjncEEpRYcJGDk76tq1aes2TaeD0Lo8FLgBoDfn1J3roW33S+8OYVV/TyTkmpSACQnBJQxKcP3qfly1cvGMim+cC4wG7gvxzeRfHTiGu//5V7j3mgvR3WGBCeCTf/Uv+NU3roxE67LLkLEMbFq/KhKbf7PQhypT+drZwN4wYxvgroQZnLMS6vMPzwOLErz54QgW5DMwKcGtj27HxusHI1E7PneEwnYoaodc1N+Dw6NutFEYdof/zR8ORFYdhkGDrnx+3M7srG3i/nUDCHPKH7huJfYcKdXbjNhGZCWvmV6EEJEQErfcDzNfG1mYM59rsVuj0cwpaoVgLjjmZR3VvW0Q2JYBz+cN50wn6O5etiAPYHwR16o51DQphBDgsdtx8eAIFnVn4VACM3iOKLuq07yZJflEYveyBXl0OmYi81szedK28XE8ZuMatCvomA6fwa2Urj2BZHzR2X05vH2ohC0v78OXLluSysxxzTiz7VrWaGrR57BmuqAEMCkFMJ7PalKa2uIuPV7NdKHn4VOXisthU7XWD9fm4dp/5sY0tXXRZHK1PSFbYmkOoGFk7XSXWE8UMZC1TYAArMkxaeVH25Yd9kKhsLxQKKwpFAqLC4VCON6/acdrTZbZ1i0d0lVj0daV8mxp26Do6VTCYU+nDTvFwluVcfy0eAg8qC7hQuKnxUOosoknozRRCWw/4xtpobidRNl2b3x+D159bxhGMOFYVNl006AqQXCJfMaaUfHNZaoayWci0a2xIJ/BlSsWRh3VoaDNpRL+9w1V0GEaKgfUMTBaZRgquRASTTuij1YZcrYZdbmHm3ompTgt6yDnmHjhrcO4b+0Atr83HIna8bnjov4eDJVc3Ld2AO8cHo26Ye5fN4D5ORsPrh/EvIwJLmWU8UEI8NzuQxjzeWQ7P1R2I7uTRlBK0NvpRNbmOdtsie2JpjUwJnA06DB6fvch2AZJiN2Ams9Da9tQJLHt9trwajQaTdqoFYJNw4iEb19IlKoMuz4cQc4x6zq5gfZ1d4dQSuEEYnYumLe7MybKvnJqCYV3yzIaFiwxJjBc8aJnmFse2dYwxkJz4pgEdZXraWW2rUElgJGajumRanpjwML4og1P70Thrmew4emd+OKnFiNr6+fh2cBsupY1mkboc1gzXZiUJBwI055TrMermS70PHxqQgkw1sSiu9353c3I2kqTa9SR3YiKy49blNEqS/NWMtn3N1VosMcCtP+6bbl6WigUvgLg9wH0AHgIwNkAvlIsFv+p1a81FUJ7ttpu6bTas4XUXsIUSG0HskEpeIPJqJk95EyTdUx8dfOOSIQE1EPO7nvWzOCopkbWNiKBO+zwDsXtOx5/LTrX47bdZ/Zk8f6wyqTmctyWMzvJLOl2IyRgUQpYBI/ddAnKLoPHOB57cR/WX9qPu/95F7KOgcOjLv7r7yxHh23gf259H1etXKyyvZnK9u7KWDjicwiJqCP64V/sxff+aAC2aaDTMTFaZWBCIJ+xAKgbzRjjsC2C3pyNDkvlh39UdrHx+T2RqH3f2gFUPRYJ2522CUqAjr48dt+zRh1P2wAP8gMty4AXZIePjPnY+s4RrPhYN7K2Edlb3rZ5BzatH0QuGEsjKCUYqaicciGE+lyDjXMug059AphzJ60iFYSdfPPzDh66cRWOVhk8LpG1DHjBnEhjma/awlyj0cxVGBMJsXvF6V0wLQPP7z6EwY/3oNMx8fzuQzjvjHkoHkx2clMCCCQXRrZBWz6XmiYFYwDEeAFk2WfwOdBpqRcPXWjyDe7ZXAhkLAOP3XQJSlWG7e8N4/YtOxKd6ro47cShVHXhN/p+GukwjYZr0LSeA7OtYzqML3rgupXo6rCi5+zTOhcgn0nnOaFRzLZrWaOpRZ/DmunCpBRM1DfmmCk91/R4NdOFnodPXUIX4TITdQUoM6VdUEqm1JEdivYdBq3rUg/fAxcCHhfR/kK4X6DO68m/z1ZpcifTcT6ZMXSYBqqMN9RjW/m5tuMMWQvgdwAcLRaL3wFwSRteY8oYlKK7plu6O2OmVowF0LTTOK0dyGOMo3hwJPG94sERjKV0vI06oS/q70HFTed4G6EqY5TAHWbtvfDW4YaZ1BmTRrbdPZ02HJMin7FACUE+Y6VC7AaAjEXhcZUFH1qa26aBP758KfIZM+qKmZ+z8aXLlqDicvz4jYPgQuJ7//YWPMYj+/CMZSQ6or902RKc1ulAStXN/lHZQ5UJcC4ghESVC3SYRvS6FY/DogSLezrx4PpB9GTtqNOrN59R1um2CdugUb64FKpL3qAUtm0ia43/PoMQ5GwTSxfk8cNf7kfFGz/XlDX68WuQjg0fxqb1g6gwASbGj5FJCWyTgqe1BecUJW5b6/k8yurMZUxUfK4eZGrEbocSLXZrNJo5RzhfxsVuN7iPzeuwIiF843N78OavjyU6uW1K4HEJ21JOLlWPQ3hjbZtLhRBRl3enY8I0DHQHLkumZUTd3Y3eoydkYnF43sfm4ZYrliTEbn0POHGarSvSut5gQmBezRp0XsYEm2Iu23SRtQ3ccGk/FnY5IARY2OXghkv7U9sx3WEZWL0Mfyj6AAAgAElEQVRsPo5WfMggWmv1svnosNI5Xs04s+1a1mhq0eewZrqoMgGf88ip0aAEPueosnQ+S+jxaqYLPQ+f2rQ75/lEmEpHtm1QyEC0j0MpHRe8pRLBneDfAiqLm0k0FI8bIYRsmSbXYRpYMj8HHmgyoePd8Yq1JzsG06TImAZq35lh0NQL3uHvDM9Btw2vMWW4EGAS9SdPSjcbACDXYeOtw6XE9946XJqUKDYTdFgGFnVnE7YHi7qzqd1woAQJoXj10l7ce82FsyqnJWsb4EImBO5zz5gH26A4LbCW785aeGrHB7AtAzc/vA2VYMKq+BwshQ9wXmBpTgAMlTwILpVgbxuoeByb1g+qbnRKg/xDJfhvfecI1l58Fr7ygx341Dd+gms3vQTX5xitMnx33QBKHsNQyYOUwHDZg8cFejptdHVYqPgcFY8pa/HAhhQAVn7zJ/jEXz6LpXf+CBds+BdUA5v1ChP43r+9BZcxCClBDYLTOm1kzPoJ2jAobEpwZNTFLY9swyf+8sfY8PROrL34rET2x2SLLUqjo6CENLR9L1XZrDp/Zzu1Ga2hqP3K3uFI6DhaZbjx+69G5+SYx3W1qUajmXPE58vt+4YjsbvTMWFRgrP78ii7LHJR2fj8Hqz8ppo3qz7HSNVP/D6DAL/+4IO2jfVoleGGmrl754cjkUBfdllDK/Nmud0rz+rRYneLsCmJIkTiETVpde3yhcSN338VF2z4l+h58sbvvwp/ghibmcRnqsMgLiDL4PtpJFw3xG1ICVHf16Sb2XYtazS16HNYM11QApS95N5P2ROp3fvR49VMF3oePnVp1qA6042rzXTERt8fYxx7jpQSov3bh0YTArCQSuxuZCPOJil4Vzx1zjfS5KZ6LXhcNBTgPS4mFOArPp/0GEyTImObbW3CbIdy+gMAzwP4eKFQ+BGAH7bhNU6Iksvq7OTmpTgTm/kcC/IZ3PzwtsSYmc9h2+kbd9UX2PbecJ2l3OXL+5BLSfdwHIOgzuY755gwZtF9seJxPPSLvbj202dF3dunddoAgE/+1b9E/2710l5cvfLMqIv4nK89E51PPVk7VZuvQgIGITha9SGk2jwOu6KYkIn8i4rL8cJbh7F62Xyce8Y89GTtyHZjtMrwi7cP46IlPbjinD4MVzzc+eTreGXvML67bgBZu6duPrhyxUIsyDt4Ze9wA6v48SKJuLge//mcbTd8T6ZBkXPMhCWISQl+VjwEkxJc1N8TFVsIIUEb3JA4F6j4HIVPfCLIhqZ46OW9s8Zy8lQjzGgNz6FXvvZbmJd1ooz37e8N47yPzUtYwWixQ6PRzDUYExBB0WmnY4L5HJcu6Y3E7jC7e17WgefzSCCOz5sOJbjh+68m7reO0b7n4DHGG9p4LVuQR6djwvd53UK79p4QjjOe2y241PN/i2j0TJVWwkK4OK/sHQ6KNtOHkGrNHD4zh8+ottH4GXemoQRwfVF37TnaznxWMJuuZY2mEfoc1kwXGYsm9i4zVrrvc3q8mulCz8OnHmG38NuHRqOIM0B1C5/dl0d+htfUjSzITVJ/3sUF4GbxyllHucKeqI24+h1qj6IV10IowI9U6zVUg5hNhemsbbRsDK2g5SvtYrH4vUKh8FMAKwD8qlgsvt7q1zgRTsaDfqYIrXFDwW3ru0O4fcsOPLh+EGnccqAEuGBxN259dHtigySt9xoJZS/R0zlu823SmbfHmApZy2govMKiWL20N/E5ADLqIg5zo8PzqZOShiLrTJB1VC756/uP4opz+qKMdRlMur4QcJlA1qDRObf1nSNYvWx+XYb3uWfMg0lplOMdXkurl83HniOluvngi59aFLO6r89Cp0GRRK24frwMdMOgcABwX1VxhffBc8+Yh+Lda6Jii+d2H8Llyxcga5uJzyPeNRYK/xwSN1zajz+JXW/fvvrC1FpOnkosW7Y8yuzeeP0gTKpsaMLzKMzqvOWKJVh5Vo8WuzUazZwjLnRzKWFRAubz6Ot4F/TZffno74WFXQkr83CBVLtoamdld4dp4Oy+fF2ndjyihNYsaCeT290o71tz6lN2WV0BZRjPk8ZzQkjg9f31mdiXL++b6aE1ZLZljms0Go1Go9FoNJrm1HYsNxOLZ4LQgtymNKFXMAkYXES6gAga9hoJwMlGPhbZpLOYA1hhYRfsSTaPVlyOVm01n6gArxrz0qErAW0QvAuFwk0AzisWi/93oVD4l0Kh8EixWHyk1a8zVU725JkJZltHgB10sdZ2TKf1GNuWgUe27sUXBhYBAISUeHzbfly/un9GxzUVDIOit9NWorUzLqqVPFb3Obzw1uG6AoTwfFI25+nYdKu4DFnHxG8W+lBlAkcrPrKBLX7GNsBdGb0Hx6SRAJ3PWNg3VEFf3oEg6gbUk7NhUwLbMhLXUs42sWR+DsNlD52OCS5ltLlddhn+9vqVUed4/DhWmUDONmFQEonrgstJbVgaBkXeoGBMgAsJBhl15ffmbHSYBr66eQd237MGQyUXnbaJjK1uNAYhGCp5yNomhkpeZNdoEJIoiPnzJ17Dg+sHkdddLW2DMZHoTLQNElmZP7/7EM47o76rm/lci90ajWbOwJhQlldSRZJkLQMeF/CDr8O5MRS4M7YRzZ/FgyNRFTchgEkAgfFCMULU82a75tOJbMk7bJXbXStUTja3W9MaTJPC95IRMEJKOCmNUOqwjKgQLr5Zk9bIp4xFo0zsfMaKMrHT2ukUZo5LYFZkjmvGMShtaI0401aVGs1k0eewZrpwLIpyTVioFOr7aUSPVzNd6Hn41KSVHcutJuyAbpROxWKCd8XnsIL9DB7byzAJEo2WWduE3yRnmwsB8zhp1Iyp+AWXC1gNzntzippcqeoja5lT1lCztoFSlcFq8G+mOoZW0I5XvBXAncHffw/Al9vwGlOGC9HQDz/NGd5hR0CcsCMgjYTZBPGO6T1HSolsgjRRcTl+/MZBDHzjJ1h6548w8I2f4MdvHJxUjnKaMAyayD0wTYq8Y0Ziak+njZytROGcYyYE7/B8SlMufNZWm8OhpeKuA8cwXPGia/fmh7dhpMrAgxtJxqSRANybs+FygZxjYt9QBUJI/Kx4CKWaa8njIrJrfPTFvXVZ2K4v8Oll85Gzzeh87s3ZyDumOr41x3sqNMvwKHks6sC/bfMOcDleKQYAuw4cQ+GuZ3Dnk6+jFIjgQPJmn+aCmFOB0LI2PFe44JHYXaoybHxuD9789bFEd6JNCShtnzij0Wg0aSIUjFkwN2YtI/F1ODdaQcU2lyoTu9n8ufPDEXhcRgVpDiVtFbs9LqL7LqAWdqEteadjYozxhHhde18Ic6p0bnf7qHgc//DzPThwrAopgQPHqviHn+9BxUvn83s88mn3PWvwwHUrse29YVT9dK5BPTb+jBx/7kxrJrbPlPPTrY9uxzlfewa3ProdLhOpzRzXjDPGOIoHRxLfKx4cSe3egUZTiz6HNdPFmCew+eV9cIN7m8vU12NeOu91erya6ULPw6cmadZlso4BAjTUGBP/Lii+ZRKJLGxWI5SfrNvuGOMwiPrdbpC/DYyL61PNxj42dOiENNQwcnfMZ9EYJJQbdKvzuSdDO5QRXiwWqwBQLBb9QqGQCodobwK7s7RamjuUYNP6QTAhI0s5k5IZt29ohtXEbiJNlgZxwjzmuGV1mi3Yp4JhUGQBVIPNP2qQyLI9nhsd2oFUXJWTnQYoJWqD3Be44/HX8Pc3rIIvJB676RKUXQaPcTz2orp280FVVcll2HOkhOV9eRiEREJ/1jJw7hnzQIFEd03c4vyB61bi4V/sxff+aAC2aaDTUfnfjqG6uIUn4fkcYx5vSYdW1jIaXidb3zkSnX+hcB3PA/ntQl9kRX/H469h0/pVyDrJ8VzU34OKp6rgNK1FdeYry9pH/tPF4EJ19MW7AMfPsW3R55q1bC10aDSaOUG8OxpQMQ+EIPq67DJIiaizuztjwrQMeD5vOH86hllnb07bWK0vhOpKj3dqL+rO4tzTu2AHdua14vXxrMx1bnfrsSjB2ovPquuYTut6w6LA4Md7EpFParwzPbLGCAkcHq3WWdh1d6QxUEtZmjeLANOW5ukmrVaVGs1k0eewZrqgBLhqcPGs2bvU49VMF3oePjWhNV3QcWa6e7/iMkjguJbf02Xx3emYYD6HbdCoyeBkuuFLo6Ponr9wypbmdrBGr43czRgzo0+041WfKhQKLwB4GcBKAE8f7wcKhcIlAL5dLBZ/o1AoDAD4LgAOwAWwvlgsHgys0m8BwADcXSwW/9dUBjVb7c6YkAlLue6sldqJW0hl+RLPfCMEDW0e0kCYx1xr/Z3SwztlGuVGmwS4bPkC7L5nTTT5VpvYXswkhkGRpQSfPX8hPK5szXOOCSYkbNPAV357Ocqu6vIObc0Zd5AxVSeZEBKEKKG/N7A1v+tHuxIicWhxns+Y0dwwVPLQYapqLdtSdhwEgGXSaPOsAzipzWtCCLK2EdnQl6osEubD8y/s9JZSWaaHNuYbPnceNvzTm3hl73CUqxHPar9/3aci+3dN6wizaD0hkbUMDFc8ZCyjThSptTLXXX0ajWYuEbcCBwDbING9FAC44HBME4u6sygeHMHZfXm4rnI5KSzsqrMrq/gMBlX3tOmwMndripgiK/O+PHxXdZzHX38yVuZpzGie7RCodV18vVGbhZYmZlvRdcakWN6XjyzshJRY3pdHJqXPM52OiYVdDp79089Ex/eBf39bOx7NEtJoVanRTAV9Dmumi4xFE3uXaY0aCdHj1UwXeh4+tRBCwiRAhQlkTFrXsTzTe6xZ24QQ8riW31O1+Pa4gAQSjW8mOf65HLngNbBOP1FONBY6Tddiy8+SYrF4N4CvQgnef1osFv+/if59oVD4fwD8HRAVYd8H4KvFYvE3ADwJ4M8LhcLpAG4D8B8AXAngW4VCYUp7BD4TsAwKGpwslBBYBk213RkLOldrLeVq7Q/SQmihcLTiJ/40UnqvsS0DT+34ILLD7s5aeGrHB7BPIcEwbnfeYRqoPdvHmLLuPJmJsF1UXIarVy6e0Hp8qOwBQGThTmtONt/nsCiBAHBwxI1+byVmcV52OQxKIvv0kscwXPYguLrQ8h0WKh7HZ89fiE7HxHDFAzvBeUMIibLHcNPD2/DEtv11Hfi2QfGz4iHce82FACRueWQbhiueGpfL8AeDiwHErOgtA5tuWIXd96zBphtWobfTPmk7FE2SUOwOhZAxxnH7lh0Nxe6wE7HdtrsajUaTRuJiccYg8IWMsrpNSuBzwGUM8zImzu5TFuGhO1Dcii6y36LjhUVvHxptmzXdRLbkoZW5Q0lUTc6YwGjVBzUIpASe332oqZW5pj1QQhJrOjqJzYCZotMxcf9P38aV33key/7iR7jyO8/j/p+mV5BlQqDi8YRFeMXjYCmNAat6HHf//vk4Y14GhABnzMvg7t8/P3rG1mg0Go1Go9FoNLODStC0lzVpFCEZ7rGmAUrJcS2/hZBTsvjmUu2B1GoeR4M414lwKIHXpNP0RK3Em1mXpzkWupaWrbQLhcIfF4vFvysUCt/CuPPAJwuFwh8Wi8W/mOBH3wFwFYBHgq/XFovFA7HxVQFcDOB/F4tFF4BbKBTeBnAhgFcmO75ml0U6LpfGxG2XASSsjNOKbdBEhneaK6vCDO+vP/1m9L3VS3tx9cozU2PvfbIIIVHxObK2AU8IGFCTYdlliZtGGmsosraJiscT1uN7jpTqLTVsA/mMhbxBwZiARQnGfB69P4MQPLf7UGRJlLFNSCFx/7oB3LZ5B3LO+OtsWj+Io2M+hFS2rKF4yYTEFwYWwfN51Omdn6KYKYTEUNlFb6eDV/YOY+u7Q1h30ZlRBRagrp+w0ztjGtF7vWz5Avz8rcO4fHkfVi/txf3rBpC1DBgGRS64gWkb89YTt+etVhmqnrpuXtk7fFyxu522uxqNRpM2wvnyncOjWHF6V1Qk5Pk8ErTPPb0LvpCwLAPwOcqx7u5a63ImUWdN1y4BeYzxhpZd8Xk9dOyI3xeiru4z5uGWzyzRVuaahpSDIstwPQeMFy6m0QHAn6AjPY0W4QYBhFCd6ID6k0qCGYiK02g0Go1Go9FoNCdB1jbg+7yhXpcW7cITckLL74rHpmTxLYKc74a/0zaQn2BhIwGYQaNfLSeTnT2VjnORQmvnViok7wd/vgVlRz4pisXiE4VCoT/29QEAKBQKlwL4CoDPQHV1H4v92CiAeY1+365duxq+ztJly1FyWV3e27yM2fRnZprCJz4R2S6HhFbGaRpztVrFrl27sGTZ8ob/X6L55zKdhOMM+fjS5U0zvJuN99xzz237OFt1rHL5PJyu+dE5v/XO30LX/8/euwfZUdx5vt/MylN1uvp0q+mWWoCE0JNjGYPbal5ygNnx3RkP47jjWSbYEWMQtiNAw14bZuOGr5eLdxZ7Yb0OR8yumI3rAd2dsQFb8uXiO2OPjT2enRnAa9kWkmUwxkcPJEDYVre63eo+r6rKyrx/VGV11Xm0ukU/8qjzE0FIOnSfk6cqK6vy9/h+HQYeL6RA9CePu/B1OEeNpK+Bgs3aSmqkx37pmjWgdheA6PvZjGbkwqteCCFC1M+ewf/1x+9G1Q/hOlb8OQQvn5rA8OX9uOeJbKDdyUV+4cpfe67Ha83lG3Hf3igYrgKfEkAoJM7GcpxKgt2hBGWfw6IEflzd9oF3XYKKx/F/79yG8TMjOHJq6ryOqa5zuPH6XGo2bNyESU8k18+BB98PQiJJmmvX9+PQ6+N456UrWia7a/UqfvnWW0v9FQDod1xnYjZjXYz5C1wYc3gmzFjnn9mOU6c5PF/HdsPGTQgkQY4SFFf3NkmDq4S2nbPg1znqfohQykx396ZVPQCmu7tf+fVkxiLCoQRHj5bmffzqmeHdl12EisfhB2FSzOSmfLuPHi3h0jVr4MFu2ku8NVHFtsv7ceDkwWS8p04cm9Xnd8r8TrPUc/jyjVsgGsIdAhKQRMtjuWHTlpRHfdZzXLfx1ut1uLaFP3jPWnzqmen90ef/8Gq4tj77z/R1s2HTFlT9sOn49s6wx1/qOazLdb/U49jYJnYALN2+dKmPSZqZxmLmsB7jMHN4ZnSewwqdjtdMXL5Rv7k2E8thvEsZV9Np3i71WMw6PDNLvQ6fT0xi7YbNyFGCsEXuYqZ8zdthrudsy5bijPmJ4jveAR6ELSW+CZq/Q/Ed74AIadI4AERxkSsv7gWldMaxbdy0BUJGlsjpzznfXFy9Xk86zv1A4N807LHI1FmcGRnJ/M6a9ZvgzJBcn+s45iO2Nm8J71Kp9N34rztKpdLvvJ33KhaLfwTgQQAfLJVKo8VicRJAT+pHegBMtPrddl92qh60rVZfrIetuVKuB/iL24ewfdPKxKNu//EzqHpcqzG/+uqr2Lp1ayTpUOdJCEpIiSCMLjgdxqvGqfB83tLD2yKL9wDeivn67HI9wN1PHEw6SgYKDkQoW8phWJRqcY4aKdeDJDkcCpH4eSuf6rwdBaOvuKKYVC6VPQ5G0CQXziiBFwpYhKDQZaN3bSQPzrlIum9cx8L2TSvxxA9O4qHfvxKbVnajGkx3eit/7cp5XINCyjhZbuHzf3g1PvXMS/jai2/ituHLwFPJARbLkdiMwkJzBRshFJdecimstfq2rpzPXGq8PpcSzgVCIZDPEXzl7uvBgzBJ4Dx/ZCQJXO+6eQO2retv6gC07V6s6O1d6q8BQK/jei50Gmunz+FzYcY6/+g2ztmMZT7GnO54fv7ICIYv72/ywW5MaNsWBbUInj8yguvWDzR1dwNIJM/TqhmNY32740+PveJx8DBEzY82q6XTk+iyraiIiYfYunUrPJ+DhBJfuft6lOsch14fz3R1q+eDLmbNely6zRudaHdceBhJyE1Ug8hqpuKjz82h4Mz+uC8mvs9beo5TLO1+oxWvvvoqqn6IsUq9qbvgou6cNuNNXzdT9QD37zucUURTakxLPd52n6/Ldb/U4+BcaLcvXepjkkaHsZg5PDNmDs+MDmM51+frMMbZEAqBipd9TQrAyekZxzPjnR90X4OBpR+LWYdnZqnHcj4xCZVbauV9nbMW5rzO9Th5Pm/ZAS2EwNatW1Guc9gUbX21Gz+rXA9gt1FIVu8501jacb5xzZk6zjcP9mLr1oHsGKWc13zTfMzbhciYTBSLxQ8Vi8V3FIvFK4rF4hVz+eVisXgHos7uf1EqlV6LX/4xgJuKxWK+WCyuALAVwM/m8r6ubeGu967H6l4HhACrex3c9d71cG19/fVsSrB908qMJ/b2TSvbXgRLjfInOD3pQcrIM/nLPziJqqYeaoGQ2H/8TMbDe//xMwg0lGKYLUJIlD0OISXcWHpZUfVClH2e8ckEgNLpyQXzxXy7uDbDo7cPYfvGAYSxp33aZ1vGVUzVIISQElP1AK5tRVVWBIlPBiGAF0Z+5S8cHUXVi76vEBI1HuL7R0ex+/YhjJU99OQZ/uA9a/Ha6FTmc8bKPupc4K8/ElkKqM87l5+GouqFuHZ9P6bqHH/zk1N46PevxB03rEctmC4SIQT4f158E3c/cRBCSARCos4FxsqRp7iUUZK/GoSz/lzD3FCe3X5cHZdOdpfrHI89dwI//+VZPHbnMN53xSCAyCteJbsNBoNhOZGW937suRNNye5GFYwuZqHGIznzx547gR+fGMu8n0XQJMdFKZ339bVRmvzYyBSCEMhZ0XOF8u5mOQtdzALn0/eFRMr80hXYdfOG5DUlu27uBQtLLQhbPr/XAj2fZYFoT2fF+zeLEm33cgDQxSwUV2eL9oqre7X1pO9u2O8A02pMBr2p8bCj9qUGQyNmDhsWi5ovsPfHb8Dj0VOyx6N/13w9Y0JmvIbFwqzDFx5z8b5eKlQHtGPRpi70MBSgLWIailb2l64d7VtaKfLOxEJJibuOlajspmm3J9Qx3zSvO8FisdgLYAOAP029LAG8f5a/bwF4FMAbAL5eLBYB4LlSqfQfisXiowBeQJSkf7BUKtXnMraAC+QsmsgNUELAKEHABSxbjwumER4n+B74+ssZyW3bsmEv9eBaoPwJGiXldA3quA7DJ/YezkhQMEpw5JFblnBU50/kEe3jvr0/wYGT4zj8Z7/T4BkoQQiwps9t8sVUHdO6QSnBQLeDPXddk3jaK5/tB77+Mn73Xatxy7suyUhsPL5zGN8/Oortm1Ym1Vaqe2t0qo6r1vZBTclq7Mn8ib2H8XtXXYJP/W4RVT/Ep57Jfo5677+8cxvqPO4ytxnGyj5CN4eCzTJdYspfO/NdCPCF267G/uNnWl4nPzgWeXQ/9M2fg1EC12GoejwuYGj2FJ/yOHocps0N/0JAJbtVgrsx2X18dColS3owdf3YJsFhMBiWHZyLzPr45Y9cg4o3c7IbQOLt3Wo9dSyGIF53VXf3Qie70+NVneVA9PwAIEnSt/r5beuirm7HIuZesEjYlGD48n7c+9ShjthvAMBEvdlWqy+vZ0I2FK3DM6EQYAtSK//26DSPdMM0dmxr0bgv1flaNhjSmDlsWCwoAW4dXtvSjlFHzHgNi4VZhy885uJ9vVQIGSW7J1vs8SwSKQfXuEC+RWygVbyAxhLkrZgppV31OXILMNerXvv3bbUnpHHDoU75pnmbLcVi8eMA/ndE/t3/vlQqfWe2v1sqlU4CuCH+Z3+bn9kDYM/5jo8AiRxyWv6uS+PAlJDAy6cmMhJ4+4+fwU1bBpd6aG1p5U+gK6rjtjFAUvWixGInIYRExee4b+9Pku+jEqzqoe2FOAmcYxSP7xxOgsldrDk5qxOUEhQclkiCAwSffPol7H9tDF+8Yxue+MFJ/Lc/HoLNrESx4cpL+7D/+Bm8d/OqJEDt5ixQQlFwGOz4uo+SytE8+MZPf4lv/PSXeO0//V7T5wCRRKJFCCbqzUnwsh9Ja3YxC1IChJKo2zyV+HZY9NlbL1mBftdOrpOpOscPjo3iqrV9ULcyNQ8ZJejN51DId6Fc5xChxFjZT7qaPC7ganzuOo1zJbtVgiPtK2u6+QwGw3KlxkPIAIlPtyckupjVNtnNGMVUPQA4cGwk+p3GZ0YJZCw+5rtmmfPIHkWm3lhJmKuu7nI9qiaPunJp22S3+n4ilOY+sMh00n7DE7Kt5LaOBcxALEsXXyTR3wGL6HmM3VwkFz9RDRKLqj43p20xryFLJ13LBkMrzBw2LBb5HM3YMeZzej97mvEaFguzDl946H5OXSeyV20l+d012AObEtgWhR82+2rPRCuZdDbDHsx12IxS4uf9/WyGYA6d2RYBfImmfJNDyZLlm+bzU/8YQBFR4vr+eXzfeUHJDaTl7wiJXteVfI62lDTX9cZ7PtUoS4lKCG/fOABGCbZvHOjIKr6os9tDt52V9LMtmniUlx6+BVsvWQHbomCUZDqROyVIW035bKvv2ZNnuOu969GVY5ASqPlhIhm+cVUPCg7DbypeJH9ikUT2sh6I+D1DADIzD94YrzZ9zjTTSXAuZJIEbyW1Plb24XGBqXoAISPZ9YLNMFCwQS0CQoCztSBJghcchmcOncrMwzoXyfuFMpJfXzfgglICx6LoYPV97eB8Otntz5DsTidwFqLz0GAwGDoB1d196I1xrOlzEcpozawGYWatVHLhSsqq22HIxZX4ackr5WnlNzyYv52NWiuEEAhlVpq87HFsvbh3elNJSbQ5m0Wyu+Jxcx8wzEinSW5LRLL+6f0nF1Lb/ZyUkUJXeo/PKMkUtRgMBoPBYDAYDAb9abf/n++4wNuhGhf0z6cN1Llk0luPY2GkxOl5JMZsi8IiJImdWGT+mxfmwnzOlnqpVPJLpdIZQL+CdUqAHKWgcWUEJST+9xIPbAZ8LhJJ8+Knn8UDX38ZZY/D53r6iAgJBEJkOgKify/xwNpgEWQSwp+79SoUnFOQp5YAACAASURBVEh6opOo+hz37T2McpwQVpR9jhNnyujvtkEI0N9tJ4tg6Re/QE8+p3VndyPKz3us7CXfs+KFcBiFHwrUghCuw/C3h9/CjuvW4aFvvILip5/Fx796GF4Q4sn9J3HvU4cykuaURInk9Dzosq3Ezzt9PAHMmAS/acuqJPE9VQ+wbiBKAHAhkwR42edJx0ku9nMkBBgo2JAA7rhhfTIPbUZBKcGrvzqLp354EgTRe0gJjMd+4roWv3QSnAv4Ps8kNYJZJrtbea8YDAbDhY6SBFe+3T//5dmmNXPXkwdxxYPPYteTB7Gmz002fhWP49VfT6LgsExS3CIElYAnn6ES4POZTE4XNjWu74GQ01XIJPLWmk2yW1dfY4M+VBqez4FpyW0dERJgFsnsH5hFtN3PcSFQ9UPc+9QhXPHgs7j3qUOo+iF4G2l2g8FgMBgMBoPBoCed4Mvu2mxGG6jzQcmkt4K3SXg3Somn4y/LXe1qoUrLtUsZthuQdgNNISTg8zAjBzA6Vdc24KAkDCaqAXryOUxUA/S5OW0TyAStOwI0HW5b3LhzpNux8Pk/vBqfeiaSMN9//AyGL+9v8k/o1OCs8vOu8xCP3j6E+/YeRsFhqAchyh5HIQ5Kf+dnpyElEisA5Xl9xw3rcfMVg5miBodR+F4kGTJQiAJ7rm0hR6PAnvocdfxa+QROJ8EJXj41kagy9ORz4EJGcyqtKhEK+AHwwtERbN+0Em+MVbG2rwvVIEyS3zlKQAjBeNmPVB0YxZmKn5FS/8JtV0cd+x1UtKAbac/uLmYhCEI4FkEuZ80q2W26+gwGw3JEJYKfPzKC3TuGkLPQ5N3dyvqBc5H4rCkJcWA6uc2plZH8ms+iopl8u5WUOQ9C1EMJN9fes7uVTLthcQklIBrqxQUkIPV8gs9RkvKrn34eXwi/tfnAIgAkyRxjCqLtfi6YQTI+v8RjMxgMBoPBYDAYDLNHWaTpnMtQHdBlr9nDuy/PQCmds8y460Qx6bmgo5S4LsxnwvvKYrH4VUR5RPV3AECpVPrjefyc86bTPLzzjKLg5HDPE9mLvJXpvS7YFs12BGgazAEAX0jc/cTBTPJy+8YB7NHYU68VyoNaSXk/9PtXYvNgAcdGynhroposetMe8KuWesjnDaUErs2QZxb23HUNqn4IRqNO/d6uHKSUSdL/4W+9ir+4fQg3XzEIGVc9peekEBKEEOQZhRfK5Mbg8xB//cM3sPO96/Ef/+5VfO7Wq7BuwEXVD9HFaNskuOtYuGnLKkzUIo/v333Xatw2fBl4XKFCCUHeIpioc7i2havW9mG84mFVTz6SOOeRxDlBtIiOna3hsn4X5bgDqNFP/JNPv4Q9O69ZitNwQdCY7PbDSFEjn7PghTMnu2v1Klb09p77QwwGg+ECQ0mZq+7uR3e8G8xi5/TuVgnnHCVN3d2t/KxKpyexebAHPfPwzHsu3241Vilhkt0dACWAz2XTni7P9NxzMErh2lZSiDlZC8AoATMqMfNCp0nGGwwGg8FgMBgMhmaEiKw8W3pj29a8xAbmC1/IluN0B3sgRYhjI1NJgT9w7vhGuR607fBuh0UpbCuyo1Lxi/lsHJiNpzjXVIV6PmfKvwbwGIC/TP1d/bfkdKKHd42HScW68gu+f99hrWQc0nSCz0Iat02AxO2wAInyIt9//ExGyvuhb7yCNX0unjl4Chsf+DaGPvs9fGLvYbgOw8WXrYfQVSpgFtA4YJ5nFHUeFbJUvTCT9C89fAs2rupB6fQk1HpMCPDckRFMehxjFQ8+D/FPpRF4QYgP7/kR3vPZ7+HjXz2MHdetw98efgujUx6YRVD3w6gz3KIY6Haw565rcOSRW7Dnrmvg5qxEap3F4/rK3dfj1m1rASDx4B6v+PDiLpT/9+ApFBwGSii6WNRN3O2w6PdthrufOIhCPofip5/Fnzx5EFMex6c/+I7MMYjmqj4Vbp1EY7K7xkPw+NwU8tOetO06u3/51ltL/RUMBoNhSajxMOnm3r1jCHmbzcq7WyWRf3hirOX7hhJNMlz2PBVNhiIqaEq/f6NvtxUXxlEr8v59/shIMg6T7NYLRmlLhSZdE8g1HuKvvn8Cpyc9SAmcnvTwV98/oe1+DohsqdIWVUJjQ+xOk4w3TNNpsQODoREzhw2LhZOjkA05BSmi13XEjNewWJh1+MKiGoSJItxCxQbmi3Ye3q7Dzus7nB0bAYCWcYt2LKT8+2w9xWs81PI6nLfMXqlUem6+3mshoATosii8OMlnUQKHEuhZhxDRaRXrNT73CpalRHVGpzu8r13fj6oXopDX8xi3wmEUBYdh6yUr0O/aGRnRHCV46Js/T35Wfb9/89Wf4tHbh9DtRN3SVLMbx2zxQ5EEO5V3xY7r1jVJijxz8BS++8pp7Nl5DT6x9zCOPHILPrznR3h85zBGpjz05hke2zmMQtzl3SiBnj48KtkOIPlzoNtBwENIRGsLEElYBkJi3YCLyVqAV391Fh941yWR3PxrY9hx7WW4qNtOurt/U/HwlR++gY/euAEHTo6jJ8+SQpf79kbSjD/9s3+Jd3/2HwCoc8lRyOcW9ZhfCDQmu9WaeuDkeNK1uOt9G7Dt8v4kceNYRsbcYDAsb1R3tx+EWNPnImehpXd3K+kxpaLy2HMnAAlsu3w6QWXFBajp6uj5VgjK5yx85e7rUa5zHHp9PJE8JrFsWN6OVV6CEMdHp/DOS1Zg1/s24P59h1vKsxuWjsb9BiUER0emtN1vdDsMj/7jMfz5PxxNXmOU4OP/y5YlHFV7JICqHzY9S/dqujfqNMl4wzSdFjswGBoxc9iwWNR8gb0/fgMfeNclAACPC3zj8Fv42I0bUcjrN9fMeA2LhVmHLyxcO5L1LjhsQWMD80E7r+6qN61EO5fvUJ6aQt/K1a272wd74DT8vBAyk1hP74PmozhAeYpTAGGqiZCRyFNcSaarOI9u16GeO9cFgCKqQmisStBU/Q4AWvoFq4r1Hg2TXLk2F5quAQfVGf3Jp1/K+CJrOty2WBZFwWawKGmSxhZSYvvGgabvp5Koj94+hIoXYqDb7sikNyXRtexxgTyLqo4avSveGKvgu6+cxhduuxqATJL+qnjk1m1r8cPXxjC07qImP+3+bhsSEudqhqex9/vZOsfB18fx3s2r0JNn8OscIoxkN7dvWtl0TXtBiD9pcWNSY1SosVY8jp899Nu4+4lDePT2Ibj2slnC5w3OBbhEJE0eJ7uVlO216/tx6PXxVOD0YHJe3JxtkhwGg2FZU+MhZAAcH51CcXUvQiln7d1d41G1dqv11bFa38vmoyKYcwFfyMyG8Z2XrsCumzdkip7SSXsld77t8n4cOHnQJLs1YyE39gtBp+3nOs0Tm1ltJOOXuW9dJ9Bp17LB0IiZw4bFghLg1uG1HRO7NOM1LBZmHb6wUI17nUIryW+LEHihQK5FLONc+xPVNc5TSYji6l7YLX6v6vPELm4higNcxwIPwhlzqWnbOt2uw2WTLZFA0gEKxLKFBE2egTrhtKlYdzS9+AnQMuCg52gjv/GCw/C5W6/CZf0u3hyvouCwlguJ7jBG4ZJokVUJvC5moezztt/vwMlxDBQcfHjPj7DnrmuSbuVOQkiAi6jL+9VfT2LLYE/iXaE6td9xyQp87tarUHAYXjg62pT47nYYrr7sIvzt4bfwr96zFtQiQACIUCa+kM4sAtyekDj4+ji2b1qJ31R8FGJfSeHmkM8RWJSgi1nJNf21F9/EbcOXNd2YflPzmx6u02OteBxf/sg1oJSiGoRwbQtVP4Sb69xO/cVCSZkzEp0vdTwdSsAlknOz6+YNpqPPYDAYGuh2GJ4/MoJ3XrICHudY4TpJt3crCwi1bqpkN0HrSmcCJH7aQPSMbltvX1FDbcAaE9o5Cxi+vD+633MkXd3p76G+i0pMmvuAPsw0j3Sk0zqQO05hLAhxzxMHMwUF2zcO4PGdw+jpwD3dcqLTrmWDoREzhw2LhUXQMnZpaTrZzHgNi4VZhy8sXDuy/My1eIbXrZhVSX7blCYJaikBm1H4oYAXiiT5rOIb1jm+QyhEyyS6EAKNrtSuwxAEC2eRVY2LDxhp7vBWudQaD+FQEjUYtLgOl/Kc6blzXQBaLXakzes60ZtnmW5VXYMjAJDLWdh/ZATb1kUylZQQvPj6ON53xeASj6w1NR6iHnAMFGwQAgwUbFS8ABYlHSl9Ylk0Cex02wwVn+PEmTI2repJupWPj05hw8oCAGQ6nV27M72ghYy8HO996hAeu3MYd6cCXg/9r+/ErdvWJt/dzVnYesmKpsR31QvR5+bw4esvx/HRCqqjATYP9oBaBAOF6PfOdVMCogDhTVtWYaIW4IGvv5wENffcNYxey45ugARYkbqm/biTHJi+AdYDiT43h8m6DxZ3e6uxluvTN7xa3cdbE1Xc9pc/xLXr+/Ho7UMY6HZM0rsNKtkNZJPduTjZzRrOTcXj4EGoZfeVwWAwLDYqeawsH4bjRPCxkajbO+3dzWhkAaF+r9thSXVwqw3TK7+ezPz+8dFInroLOO8kc6tkt+pKV2u8H0QSeOmubjUOACjXeSLLbpLdetFqHulKjlE4jGYKgkn8uo5UPI6n/+SGpmtS1470bodhda+D7/7p+7B5sIBjI2V88Z+PaZugN2TppGvZYGiFmcOGxUAiihX1d9tJfItRom0DlxmvYTEx6/CFQ9UP8eUfnMSHb1gHO7ZGUw2ss4nLLyZK8nuyzpPC5vvevxkfvXFDkotJxyJmI+/dLonOJWClZMSBaen0hcK1GTgPUY0VddMNlqoRV8V57NgymjRch0t5zvSaLQtM2NCGH3bA3avxBOl8wqpeFAi9+jN/j40PfBtXf+bv8dhzJzLSzDqRowSUUNzzxEFc8eCzuOeJg6CEal1UMBvCUGCs4uH7R0cTSYkrHnwWu548iDV9Lv728FvYvnEg0+lc8fhSD/u8cB0LvV05HDg5jkI+25Hy0Dd/jm3/8Xvw44onahH0d9so2CxJfIdSQiW9j49W8N2f/Sq5KVX9EN02m/UCHR1Dgk8+/RL2vzaW+G8zQlD2OP7nsVH4XMALZXLTEzKSneepMQ4UbLgsSnyXHr4l6U4HkAQcux2G+/cdxqZVPRmf76rfmedxoVGJD0ppkuwu16Nkt1KKEQD8hq5vOg9yugaDwdDppKWqdu8YwmPPn0C3wxLpqtLpyeRn1eYm3d1d8TgqAW+prgGg5bOKHdtOvJ3xpjeYV148newu16NE/WSdo7i6F29NVMGFzCT4Kh6HYxH0u8bOQkcat3A6b+lU4Ob0pAcpgdOTHr78g5Oo+nrujxxKsGFlAeMVH1IC4xUfG1YWtFUYq/shPvOhK7G61wEhwOpeB5/50JWoa3p8DQaDwWA4H4SUEHFAO/13XTHjNRgMc8WmBDuuW4ePf/Uw3vPZ7+HDe34ELwi1bFZ1HQuBkImt25FHbsHHbtyQkdlvjG+cC5VEbwUPs57hlABe2NpHfD46q2ncHJZnFKKFrDnnIpNLClrEeZaSZVP63O5WZW5h80eneWLbOQvPvvhmpuPibw+/hTu3r1/qoZ03QkhUgxD37Y289449ckvy/ZTE9x03rMfNVwwmnc6f/8OrO7bDuxonma9d349yvbVHopDAZD1A3iKRlUGcVOZCAhIIIWERYMvqAvq712U8Jx69fQjdDkM+d27Z8C5mgVqkSQZSeSF++SPXwIt9RCseRyglRCiRZxS+iKqnztYCdDEKLpFRHshRgoman9wkKx5PkvyKAyfH4ZpuliZU4iPt1ao8Z4urewFEa1fjzZnSty+nazAYDBcCau18/sgIrls/gL/+yDWz6u4Gpqt+az5QAQezss8bEq1l6NTvzpV2ye50sVM7+XIgKl5jlMyLpLph4Wh8EtN0qwEgKrDdcd26jpE05xJgcZGo6nKiNHrdXurBtYASwAtEswVY3ly/BoPBYDAYDAZDp2BR2jI2YGnYjFSNbc/SnttKZvx8fbVdx5q1TLlFAF+iSTp9PjurhURbawchRCJn3iqZv9Qd+frNGEOGTupgYCnfk3Rnqq5yIlUvxHd+dhpDn/0eNj7wbQx99nv4zs9Oa9uRPhuqPs9479UDgXufOoSND3wbzxw8FXmZxMGrgs2wcVUP/uYnp7TtMjkXrs2SQovjo1PYvWMI2zcOgFGC7RsHsHvHUDIvAwlYcbK422GJRJGUwAtHR1HxeFIokO6arngcVzz4LO7+8osYq3gIhUDZ4xAiezUyRlH1oqR7mm6H4dMffEemq40LGVkqkOgG4joWnvrhSRC0vqEwi6LbyaE3zxDENxOV5FcoiXrDNOnERzrZ7aS6Elslu4Hzl9E1GAyGCwklSV6uczz23An8+MQYAiFn1d0NIKn67cszMMtqWmvbbV6rQdRlzXnrquV2Y/VDgXRDxrmS3YU8y3Z1m2S39khEqixpBPTdIxFEfnRfvGMbjsSFqK5taZuktwhAG0ZHQbT1sVSFpenn9/v3HUYgdJ0RBoPBYDAYDAaDoZEaDzPxBQAonZ48b+W3hcS1GUKR3ZVWvfbd6LPZSlXnqL5rWxQWIUmswyLza8XgOu2bI714r8ViOfNGTMLbMCOdlPD2hcT+42fQ5+ZACNDn5rD/+Bn4mgYcVKI0nSDVuSN9NrgOQ9ULU0lXmXzHh7/1Kr5/dBRnpjzsevIg3vFn38FD33gFO65bBzfXOR3eYSgwVQ8gpETF57CtqALsItdBv2vj8Z2RlMjjO4dRcBh8Gc1LAsDnAlzITNJ7vOLhykv74NpWU3f2gZPjGCg4mQT4mbI/nfxukA9xbYZHb88m3XkQYt1AdxLkBwCLEPR25UBjg4u6H+LWbWtRsBnKHsekx3HPEwchYt+FdFc5owT/WBrB7h1DOD46dcHM3fkmnezmwXSyW3l29+UZNg/2wI7nPg9COPH/M1LmBoPBML2OKlWM3TuGsMLNodth+OGJMRQclunutkizFYQdr6utUEoajGT9njzOEYSRtPJcNrdCCIRSJuOxLXLOZLdKdDNK0MUs2DYzyW7NUcWBaVk1IfXt8lbzST3zqT/NPJsf0oW+igMnx42Ht8FgMBgMBoPB0CGIuLnrfOXAFxsVp0/HMiiJCrEb4xuMzC7O7Nqz37+0axyYz274mRLwaq9FoZ+cObCMJM0BoOzxJrmzFXm9D0EneXi7DsMn9h5OpByAKDl35JFblnBU7bEI0NeVy0iaM6pvB8NsiDp8ZSIt/8yhU/jQ0Bp87tarcFm/izfHqyg4DI/vHEa3wzBZC5BndMkrb2ZLGApMeRwSSJLWFY/DZRRWwQa1CMCRdF9P1n3kc5Fnt5OzEqkPFfx2cxaCEPi7n57CR2/c0FISPd01feDkOFb1OEny+/Gdw7BCgTyLpM4pJRjodrDnrmvg2hb8IMREfXrdue/9m7Hj+nW4f+/0OvTf77omWZse3zmM+/cdxlfuvh4HTo6jxkN8/+gotm9amcjSd+Us3LhlFXKUoOo6KD18S3Je7Q45jwsN5wLjVR/37zuM/37XMEIJeF6zZ3cjnpDoYpYJQhsMBgOmpcz9IEwSxZsHe1Dxom5vSGDb5dOqJhZpTuKpR6pWa276Z52UAkvFA7pz07LmnItzrsuci8z99uk/uQFr+tym5/50slslutUG1Kz9nYNFgDAVRND52b3qh/jr75/AB951CTY7BfzqbB3f/dmv8NEbN6BHU9ntTtozV7zWlkYVj6Mnn1vCkRkMBoPBYDAYDIbZUPWjmO35yoEvBQRAlQtIRE1UjET/zreIK8wm1qCS6LPZi9V4iGMjU9i0qid5rXR6EpsHe9AzT3EN12YIeNhyPKGU2iS3W6HnznUB8FNG8uqiOT46ha7BHjhLPbgLBNVZ3CphWNAwSGJRijrnmKgG6MnnMFENcJGbQ551TrdzI0qeWUnLX9bvYrIeJH7QfW4Ozx0ZwU1bBrHxgW9rXZDQCh4KWKmEtQglqn4IO89AAEzWAkxUA1zW7wIAup0cunIWrFjK3SIEFiU4M+U1LdY2JS096NO6CukEuOoeGSt7qHgcA91OkvTuYjQJ3DuhxH/74yH0uQ4qHseuJw8m14iSX1RSjKpLRV1LNiUYvrwf9z51CAdOjuMvbh/C9k0rMVENsLavK+PzbRK1EZwLhEIgn7Pw5MeuSxI2QRAibphv69ndY5vjZzAYDEBWyvz46LRXt0qA794xFN9HD0575lqtn/UYQcbWo3FjRCmFEM0p8UrAweIqpS7MvElU6/5X7r4e5TqHYxF4oUz+fej1cdy/73CyD0iv/ebe2Vm0mi8E+qqzdJqHty8kDr4+nikI3n/8DG7cskrLPbObi+Ti1fP/m+NV9Lm5jlKvMhgMBoPBYDAYljPK/7qT4DIqvrYphSeiBLDL6Iyxj3Mxm/xlYzd8Y25jvqCxR3fjeM6U6+jLM239u4FllPBuNJIHgOLqXq07IgVad3TP3s1wcVES4Y0JQ03jOfBDgVog8MDXX07G+1/+aAg569ydRLriMArfi6qLVDKUUYLRqTre89kXmpK4OhckNMK5gJ+6aYRSwg8FCIluCPc8cRB//ZFrEkl9IAoyqgopEUqMV3z0uTn05ae73CseT4Ji6UIB1TX9wtFRsNgzu9WxGyg4+PCeH2HPzmEU8rmMlHbF4xBSwqIUT/3wJO7cvr5JdrGQn5ZiVF0qqkv/H0sj+K3iYGasDiWZbnYppOlgiUkfe4Iw+buStgXaJ7s79Zo3GAyGhaDGQ4AjkQEvnZ7E1ot7UfE4jo1ECfDGyutW8lkSraWm0yrnjFH4fvbpthJEsuZujiCXs6JuzRbrdHrd9wWHH4SwrWhjlt4gvvPSFdh184Yk2W2KxDqXGg8xOlXHqp588tqpszWs6snPWzX7fJL28E4rSmm6PUJXzkqKK1VB8PZNK9GlcQKZUZKx1NK5E8QwzWzuDwaDzpg5bFgshARCmZ1ZoZSgUs/7nRmvYbEw6/CFQ9ULoeFWbkaEBByLQkgkjVZvdz52MQtbL+4FEOUICrEdZ1eqOXMxu+Fb5VMHe/KQ0Ne/G9BbIXteaTSSP9frOiAkUAsFwnhShUKiFgoITVdu5aX8uVuvQunhW/C5W6/SWmZZSIl/+7XDSZft/tfG8G+/dhhCanqAZ4FlUfTE3tQqoWcRAkpo5pw8c+hUxve57PFEBlw3lGc3tUjk0xhKjJV9OBZFKCXu33s46YwWMvouH97zIxx8fRxcSNT9EFIC1CLo77ZhW5GEe08+8tDuyedgqdcclumati2KrZesaHvsAImqF+LAyXG4sexq2ecYK/sQoYSUwIquHCxK8EfXXNbgrx5RrvPkNZsS7N4xhBeOjqLgRFLsjFKkp+TZqbNNYzc0e3anK+qOj04l66YfTvu5Kr9Zk/QwGAyGLN0OQy6uGlYy4EGqkrh0ejL5WeVL1WotJYgqn9N+y7yN37JFCMr1SB3FohYKTqTeohRTOM8+s2/YuClT2HRsZCrjIdXo271tXb9Jdl8AOJSg4ORwzxORt9s9TxxEwclpK6nWaR7ePhdg8TMzIUB/tw1mEfhczz1zEApU/RD3PnUIVzz4LO596hCqfogg1HO8hmnmcn8wGHTEzGHDYkFJNL8mqkHmT00ffcx4DYuGWYcvHCgBvDbP70zTuLfrWMlcq3h8XuajEAJcSIiG9/FDgTA+Pq6zeE2LoRDRZ0uZJODdOE4jZHOMXRf0nDEGAFHwsNVNl+kzfzLUuUA94JmEYT3gqGsaIHEd1tRtqxKXnUw6mUsAPHdkJHNOJIA7blifJHApAe7+8osYq3jaJb2VZ3fVD5NOdC4EBnschFImiW7VGU3JdJf2TVsGIRHdNNWaS0jUBd8uSdyYCHcYnfHYRVWgMun29kOBssfx6q/OouxzjFf86AYnJAIhExWE7RsHwCjB9o0DoBTYvWMI2zcOYN+Lb6I3z3DjllUoxMl3akVy7FWPo9tmODMysliHv2PIdPilkt3lOgcPwyQ50zgXbMskuw0Gg6ERzgUqHserv55EwWGJ53W3wyCBzGtqYzPT0wNrWHtbPcdSSlv+HJeRWkvF46jxEJwLcB4Vwtl2pG7iByGOj07hyot7M+t/OtmtxmuS3RcGK2KlniOP3ILHdw5r6y8NRB7ef/X9E/jV2TqkBH51to6/+v4JVH09JfssAtCGsAwF0dYnPUhZA6kC5vv3HUag2Z7G0JrZ3B8MBp0xc9iwWHSamokZr2GxMOvwhYEV58C8WMkVmD6fujZ6VT0OIBqjE8t/t5qPcxm/JyQYJa1jI3HCu+qFi6ZiEMay7Y413YynrF51vvb0nDELRDn2z73iwWex68mDKMcTU1eoReE2JNxcRkE1vdApAbhApuOCC32r4lp126Y9mi8EXIfhE3sPw7UtTNWCyMOakKRjw7Yo9h14E/tfG8N9ew+j6utzTXAuUA1C9OTjpPwTL+L5IyOYrHNU/KjbS51DJ+6M/qfSCGxr+ppRdDHrvDqi0wnwLmZFEpSp5LeUwAtHR5NubyGBTz79Em7asgplj+OBr7+Mp354EgEXuOeJg3j64JtNKgg8lOiNA7d3bl+f3LSUFPuT+0+i22FwbZa8ZpiGc4Hxqp+sO42dfUEI5Cxg82AP7FiOkwehSXoYDAZDG2o8WiMbO7lVErwVreTMgfbyXY2vM0abPJhVuaSQkQJKt8MgRNY2hIchJuscV17ci4k6T+4Fu5482JTsrnjcrPsXAFabc9ju9aVGeXg/9I1XUPz0s3joG69gx3XrtPXwBjprz9zdpoC5u8MLmJcDs70/GAy6YuawYbFoJ7mta22XGa9hsTDr8IWDRWmkyEpIkyqnrrh2tN/w4sViPiS+ux3WNlmrdo+L2Q2vZNvT+0NKIkXqVuhSnKDHKBaBtMn6kUduwWN3DuOtiSp8je9g9SDE/yiNqbl6WgAAIABJREFUZCTN/0dpBPVAz4Rsurs2LQGtazynVbetzp7j54NKCE/VOb78g5OoBTxJBKuZ/9A3fw5Ar+72dBLzTNnHfXujzo1t6/px/77DGCg4cWFC5HU9XvOTzmi7IeCZm6cuXsYo7LjLrNthsAhBwY5kx5XXt+tYcdCN4JNPv4T9r43hQ0NrsO/Hb+Ch378Sd9ywHjmLNHWN17mAkBJVj+NjX3oRaWfH7/zsNKoeN8nuFnAuEAqBfM7CV+6+Hof+/W+37OyzqGU8uw0Gg2EWcC6igrIgzCSL/SCcs5x58p4tZL1awRhFF7OS+6xSRgGAasAzdhVKwlwVNUkgcy/Y9b4NuH/f4UyyO+17Zehcqn6Ix55/Db+ciDqmfzlRx2PPv6ZtxzTBtIf3kUduwRfv2AbXtrSVWuy0PbNSeUpz7frIvsCgP7O9PxgMumLmsGGxCEKRUf/U3brDjNewWJh1+MKgxsNMnAEASqcnUeN67vGAqFGNAEmhbdpeTcWf54raw8w0rxezG951LAQN+0P1+ZUWis66JLz1yG4tAl3MwoaVBYxXfHQ7DOMVHxtWFrQOfjFK8FvFwUSSzYr/rSsiljlIy8AQAm2r4qxUgv6yfhdvjldRcJi2kn1zQQiJahAmSf39x89gx3Xr8PGvHsaBk+O4dn0/du8Ywv/38q+S31Hd7Xm29MnAGg8TecJVPU7SuVHIR10cKtkdSomCwzBRDcC6KQIRJolhEUr05HPzOi5mUdQ4x9laAEYJaJy8Hp2q48pL+1CNg27TiW+gJ8/wB+9Zi0898xJ+912r8a/esxZubjqgX/E4uJCABF44NprxBu92GB69fSipGjNMw7mAEAK+kEkyxrFI4tndqrPPJLsNBoNhZmo8BDiSdXTXkwdx4OQ4fvJnv40uZjXJmTM6v1XXjFE4QmTvkWGI7hxrK1eupMzVmI6PTuGdl67Arps3ZJLdZu2/MFAd0/fvyz7T6toxHUoApMHDm8Sva0gXs1Bc3Rs9m8YUV/fC1iR40UgXs7B7x1DTfNB5j28wGAwGg8FgMBgihJBJcb2KP6hnelvTPV6aiseRo6RlV/Fct3xdzEIoWhfcqPeKuuEj+1QVH5nvuIyiGsdSGveHtkWbPl+n7e2yyaL4cdVDYzLWD4W2ATAKoMqjKjPXZhgr++hzc3A1Ha9FAD+uhuvJ5zBRDdDn5rRNIAdCYv/xM9i+aWUyJ/YfP4ObtqyCs9SDextwLvCbWtQV/fk/fBd6u2xsvWQF+l0bj905nAR/hZT47iunwSjBtev7k+72Gg/Rs8RzLC1PqLrU9782hnJddXFEyW4Z5YkTr2vwyMtT+DWwfO+CjE0t4mpRd3MWghD4u5+ewsdu3IBHbx/CWNlLxlzxQnzqmZfwgStX47bhy8CFBLUImJjuFlfvo7rFQylhkeim2e/apru7AZXsVskPHkSStvmcBdsiJtltMBgMc0Stq91OVECk1lH13AAgSSZvWtWT/F7p9CQ2D/ac13MD562fwSmlsKRAuc5RyDPwgJwz2d3q/21b12+S3RcgQgJOjuKLd2xDb1cOk7VA6wJbSgCfS0xUg6Tous/NIa+TyVmKUESqQyJuKRCxpGcoBNoL7C0djFH0uzYe3zmcFMmYa95gMBgMBoPBYOgMqn6UMC44LIk/qCSq7nhCJv7dlJCmrmxnjnsSxihCX8APBSSivEBizxYXUNd4iGMj8xeXmQnXZgg07rJvx7JJeFMCdFk00dW3KIHTRltfF7hE4gOsqlu+cNvVsC0b9lIPrgWqwqS/2048ohklbX0dlxrlb52uUGGU4MgjtyzhqN4enEfelkoCvM914NpRhwO1CIQvo4RwnCxu7G6nBMhr0E2s5An3vzYGJVv+yadfwqE3xrF7xxBeODqK7ZtWQiI6ZyrAlaMEjFKceOstrOid34S36pq/54mD+MCVq/F7V13S1E0SSolum2HK43j09iHct/cwCg7Drps3YPjyfuRtC34QJolu7nGIUIIQJN3iqts7lFG3Ws0PUdC0q2apaEx2e0Li/n2H8ZW7r8fzR0Zw3fqBlh2IJvhpMBgMzaSLiDwvkgovru7NrKOENHd9z6aT0qIUYQtJQIvStgV2aq0OZQgRyqaEdnF1L0Ip8e7LLkqSW43JbjV2EUqz9l9g2IzC90RTgW2jpY0uEETPqumia0aJtpLmEpFsfOMzbm9+6fcH7WCMJmvJfKs7GRaOme4PBkMnYOawYbFwchQVL/uaFNHrOmLGa1gszDp8YeA6DIGm9r3nQsWlVXJ+PiTGw1hB2aY0yVmpBLoVikXthlcNeIwAYfz2nXDd6TOSBabdF9X5AAiJxAeYC4n9r43hk0+/pG0HQ6f5LajO4TRK1rsTUcnudHd0Ic9QDwTufeoQNj7wbQx99nvYd+DNTGe08pK2WbSQ6uB5p+QJt28cwDOHTiXS8zdtGUSXbeHGLatQcFhTsjtvswULbFd9nhzbh775c4xO1fH4zsi/4vGdw8gxCimB546MIJ+jiZdoxee4YcNAFKyPj+1Y2Y9uVkKizgUsQjBVj96fUYJQCHz5BycxVefa+KrrAufNyW51Xsp1jseeO4EfnxjL/I51Dn9Zg8FgWM7U+PRa2s6nW72e9m56fOcw+vIz33fbPRtWgzDxumok/TxT45F3uB+ECEWIzYM9yMeFfH4QVTaPV/22VhZm7b/wqAUh9h8/k0kg7z9+BjVNgyQE0fVjxcECixLYGie8g7iIML3/vH/f4cRiy2CYLzotdmAwNGLmsGGxqPkCe3/8BrzYL9Xj0b9rvp4tXGa8hsXCrMOdT6Gnp2PzMMC05/Z8+HcrhAQci4KR5gS6SjSrbvgjj9wSdcUvYO6AIFKgzlGCuh92xHW3rDIpnSQPDkTG8I/ueDfyNksumLrP4Tp6epLl2lSY6Oqpp/ytP/n0S5kOek2Hm0F1G+etqEOqi1kYr/pY2eM0SYA3fs/vvnIa//rayxCmFmIuJEIhwSjRwvOuUZ7QD8JEOQCI5pqqMvKDMO6eWdhr2XVY5th+8C/+J37x2Q80yZL/VnEwc5NTx/ZrL76Js9UA97xvIwYKNgAZV4BJBELCCwT+pOHaiST2BxM52eWO6kK0Kckku5XU/aHXx1M+jgeT4+jmdNTEMBgMhqWHc5EknpVfdqNPd96KrDxa+XefKwXWxayWz4bHR6ewebCnSXo4nexWxWwEgC8kVrgOKh5PEt1r+lwUV/eidHoSm1b1YNeTBzPWLTo8zxjmH5sSDF/ej3ufOtQx/m6N10ls660l3Q7D6l4H3/3T92HzYAHHRsr44j8fa1ugYjCcL53s1WgwAGYOGxYPSoBbh9d2TOzSjNewWJh1uPPpW7kalLT3utapa7gVynO71Yw7X09t17HA2xRz+0Iuep6NSyDPKCgALjvDb33Z7FzVyUl3tOYoAZfQUh4cQDS5CcE9T0xPoEdvHwIPQtgayE430mmeeg6jSedwWtZ7rv4Ki40QEmMVD6d+U8WaPhf37zuMx3cOJ38SICMBfs3l/U3f0+cCBZslydq0HLgu3VBpeUJGKQIRLfY5ShAImblu84vg1RdVnMlM8cA/lUawfdNKnK0FcBmFECKT7M5RglBEkuV/dM1lEBKYrHPcv+8w/uuOIazqcfDk/pP40NAa5BjN+A+OTtVx1do+85Ado5LdQCTvEsqsxK1KdO+6eUNTwkOXOW0wGAw6cemaNVEVbizs4lCCmg8AHMyKksWERL5U57t5YYyiL8+S+1taetymJCrai38unewu1zlCEQKw0O0weDMkulUS/sDJcbP2LxM6zd+tkxLedT/EZz50JWQspbe618FnPnQl6n5oVIcM806nXcsGQyNmDhsWi3yOZmJ6ec3lts14DYuFWYc7G6XeWeUCeUabOpp139MzRgGOJF6teDu2mlWPw6YEVT7t461yBd1LIP8uZHQugGn5ed2vO71nzTzC2hz3dq/rgC9k4sWsJOXu23sYvqYZZItEngIT1SDzp6XpMbYsioLNMkUQBZudl7/CYlL1Oe7bexibVvUkkoNK0lkFpNMS4BLNxR5BbSpKKOdzoISgJ59bUDnwt0t6rHmbLcm4KYl9teNjW3r4Fmy9ZAVsi8IiUQeaQJSQT25CQsJlFF0WRSAkeEomclXcjf+dn51GntFEnr1cjwL1lNCOKMBYLNTDgxcfx8bEiZLZfd8Vg1GhTSjRk89pO6cNBoNhqaF2VyJj7sRFoH15BmZZGSmuboeds5N7JiQAixCU6xyFfNwlHr+nki2fqgeg1rRyS94imXHwMMRknaO4uhdvTVTBhUwS3WqTde36fpPsNmhJ42zUeXZSAnixHdIVDz6Le586BC8QpgDTYDAYDAaDwWAwzCtKztxldN4kwRcbxijshlzF24lHuDYDj4uPuxvep+qFbys2c17jSSlNL8Xnnw8677fnnU4KNgBR1YTyYlYcODmudXW9bdFEerq/24atcfJYCInf1Hzc88RBXPHgs7jniYP4Tc2H0LSgQKHmhepmAqJqn2vX92PvgTfBKMkkuAGAxeeh6nNYhODMyMhSDb9jcWKP7kbv81AKEBJVbxFEnh1dzELF43BtC1wikd5On7N0x/g/lUYQComzsSoCtUjHFGAsNJwL+H7Ufpg+jo3J7rRnq0l2GAwGw8woKfOKx1ENOHhctdv4BEQpRcXjePXXky3fZzYSY+1+5tVfTyYFYg4lCIIQTixhLoHEu/vYyBSCEMhZaJnornjTSh9m/TfoyESdZ/YbE3W+1ENqi/HwNhgMBoPBYDAYDAuNEBKURM1jrThfSfBOh1ICIYGuFvkASgAvbH3E2ALlD6qxT3mViyX5/PNBn5EsAp0UbACQ+AWnuXZ9f1L9Ynh7qE7pxg76qt8Z80J1MwFRUHj3jiF895XT+NqLb8IPs7LakMBY2QcPpekYPg84F6gGIQo2a+rErvkCPAzhhwJn6xzHRqYwXo0KKc6U/aQbueqFmXMGyKRjfOslK6LkNiHZ87bMUTLm6aKBcp2bZLfBYDC8TWo8TCqngxDwOIcnJHK5qHqXB2FSmaw8mkqnp5Pec5EYY4yCESRFeABQOj2JNX1uooriCYlQRhZEBMq6IpLPUl3dzLKaEt2MEnQxC5sHe9Dv2mb9N2iH1yaB7GmaQO5uU3BtPLwNBoPBYDAYDAbDfFH1ORgB6ly0THov5719uqs6jVJX9kLRJP++UA1zquPcZXRJPv98WDY713SwAUASbHh857C2Ht6UIOMXfO36fnzhtqu1lZSzKEXYospjNt0/S0EndtAD0/Mi7Vu878U38UfXXJbxgPaDcNrvOkcS33pCNJ1AmsK5wHjVT9aLbofh1V+exbqBbtR4mLyu5Mofu3MYu548mMiWA9Pd3JQiOWfPHDqFDw2tSTrGqUVAeJRk6GIWTk3U0OfmUIC+UvMLifJyBaKbqUpoHx+dQnF1r0l2GwyasP7ffWvOv3PyP39wAUZimAvK+0nJmHsN8mHpamqLRhYbar1VHk2URr7bs1l3KaWwpMjImrO4cjlHCeychXJciBrGm6g0m1b1JEVPhACMEjAy7Y3VY9b+ZUO7p1hdn247LYGsVKPUnhlAYhfQk88t4cgMFxqddi0bDI2YOWxYLCgBGKUAppufGKXaxobNeA2LhVmHOxs39u92GW2KRyx3lI932jrVtS1IAdix8p2Kj7CG+M18ozrOPSnhUALbok2frxvLJjrUacEGIKraSPsFf+7Wq1BwmLae2HUuMFn3MxUek3Ufdd5OnGJp6dQOeodFgeeLXAf9ro3Hdw7jzu3rm36OWRQf/dKLAIAP7/kR3vPZ7+GjX3oRYxUPV1xRRNnj2su364BKaiuv9KoX4uFv/QLPHDyVrCtpufJG2fIogB91c/NQosu2knOW9u5WXd0sZ6HGQwgpUPY4/DZSIRcyKtndxazk2Krjo7oMe/MMmwenk90OJSbZbTAYDLOAc4GKxxP58nNVU9d4mOnuBqIO7RoPk8Kkc8EYhW3RzDOi2hcpaXPVva3W/cb/VEe32mQdP37UrPvLEAlkFANURbmuT7QqgZxGJZB1pItZ2L1jCNs3DoBRgu0bBxK7AINhPum0a9lgaMTMYcNiIWIv1z43l/lT13CeGa9hsTDrcGczkx/0cj+Hrh3lK7mQEDJqCKj54YyxmQUdjxPF5zvlmls2UaJOCzYAUUVSK09sTfPdoATgAhnZeC6gbVWc6pROB3R07qBXWBZFwWZJVzAAnK0FqHMBgkgShACoByJJxjbKtp+p+Lj7y1Hy2yS9ZyZdLBOtF5Hv9ndfOY1yvK5UPJ7IlTfKlqsiK+X/rd6z4nHQ1N8tQvDrSQ8ylp/v73bw8qmJZfeQnU52K8ndcj1KdguJpMvQzlmQEqj7ISyysNVsBoPBcCFR42FULRzfX5QNSrnOW66nStJ815PR892uJw9iTZ8LOy7YmgtOXJ3c7TD4oUykzXkYJpYVat1P/6cKm2yLwraXp/KJIYIgkr5XKgAyJYWvI7nYdqgxgayrdU0oBFbkGR7fOYwjj9yCx3cOY0WeIRTLrwDTsLB02rVsMDRi5rBhsaCx+tFENcj8qemjhBmvYdEw63BnEzuwtjyHuqoFLxaUEnhCZrqnXYfNGJtZSKpeFJPplGtO3/bmecaJgw337zucyIPv3jGkvUyCRSJpRyCqmtC1uxuIKjpUR/pl/S7eHK+i4DAwTcesOqUbx9sJHteMUbgESdBYdb8GQiIMZTJXWnWsHzg5jlU9TpL83rNzGAUjUdiWtLSjHR9jNW/cuAuGhyEcxrB7x1BGal7JlluUIM8oggaJll9Oeris38VY2Uefm8OrvzqLf/nnzyX2BTdtWdXWt+NCpDHZ3R3L23A5XV1LW1SSKUlbg8FgMJybbofBD6Jng1ZrauN6qiTNH7tzOCNpXg04mJCzkjlW63u3w4AgTDq6Nw/2gIchghBw4gdGRqJNUxrbMuu8YZrGeavzdo5RCte28MU7tqG3K4fJWhBJ8mscxAkbghih1HsPauhcWEOsQ9e4gcHQDjOHDYsBRWTnk+5AZpRo28FmxmtYTMw63LlYBKhxgTyj54xJLEeUDZ2i6oWwKVrGZhZ62rs2A+dh0uHdeM3p1oS2bBLeEpFHYdrj2KFEu5b7RhonrM7rti8kbCvyiiYk8iW2SPz6Ug+uBZZF0eMwWJQk43VzFixLr4u0HZZF0WNF/pkAYOcsBEqiVAIvHBvFF267Go3CEukkeCd4li81Stox7ZXOKEk67FfkWTz3KVbkGboGe9DFrGSt8YMw9lGPzo8fhHAoQS0UeODrLycFOCrBrTrxP/n0S9iz8xpUPb4sChI2bNyUJLv9UCTr9LGRKVx5cW8yi/1U0YDx7DYYDIa5o9bW4upe+KFs8uVuhDEKIURmU+NxjiAEunPknD7enAv4oUgSaPVQIm+RVNEe4OaiNyeInlrSyTXLFDUZGmicDTrPjhoPkUvtOS1KwChBjYfGe95gMBgMBsM5EYgUl9LPEsrbVUfMeA0Gw2yxLdoUk9A9V7dYVGIfbwUl0Xq1FAlnSgkYs8BbSKfr2IS2bDJdoQQCMR1sC4VETUrkNKtA6GRch+GKB58FT2kwM0pw5JFblnBUM6OSxgBm1aGkI43d3uU6h5uzsPWSFSg4DKGU2L5xIJNYVUlwlfwu5JfNUjBnGKOJV3o6ga2Srm+MVfDwt36B3TuG8NZEFbf95Q+T40wAvOuhvwcAbN84gD07r0l+lwqJXe/bgP2vjWUS3IqoGMHSzwhjAeBcIJDTXuZSRvOZhyHW9Ll45deT2Hpxb+a4m2S3wWAwzB3ORSKDVTo9iU2regDMrpI6LUde8aJkN4BzJu6EEAjl9Cb2+OgU1vS56E09exDouVEyGN4u3R24PxJSQsSb5ujvgEV0Lrs2GAwGg+HCxhcSYfwsEQoJH8hI3eqGGa/BYJgJY696brqYlbGVYgSoxh3xjSxGHIVSAjv2FleNrbrm0pZNlosSoMui8OILyqIEjuYVWxKtO7p1XRKqXphIPytMQnVxUIn7us8hpASNO+1Hp+ro73aaZNufOXSqYzzLdYAxih5GEYYik3TNUYKtl67A4zuHkaMEVddB6eFbkuP8wtFRMEoyhQYq8Hnt+n48evsQDvyf78e1/+kfpxPcMdG1c+F3d6dlblUiBQD8IETNB3IWsHmwJ+mQ50Fokt0GQ4ez/t99a46/8RoA4OR//uD8D2aZofy7Cw7DplU9s66kbvdMKoC2Pt7p9d2LFU5UsvutiSq6BnsQmAImwxzptP1R2hpHce36flQ8rmWAQAKZ9UB1pOt6fA2dS6ddywZDI2YOGxYLIYFQZmdWKCWo1DOYZ8ZrWCzMOty5VP0opm5oD2MUoS9ACWBb0X7MZVFus5PUq5eCZRNdooiqIMbKPqQExso+qlxofQAkWhvB6zqRKQG+cNvV2L5xAIySjkioCiFR9qIkcdnjHV9hZOcsXPPwP2DjA99Gt8PwO//lBfzNT97KyMxLAHfcsB6fu/UqFBym9fnRDcui6MnnQAlBTz6HvM2Sv+csmhzn/m4btkWx9ZIVKD18S3KsXzg6GnUux7Ll9+09jLzN8KWPXINr1/djrOwl186jtw/BtS/sQpF0MqRcjx52Kh5Huc7x6q8nUXAYLGol/98ixHQAGgwGw9ugXXL6XFiUtnwmffXXk6h4vOnnG9f3YyNTmKxzFFf34q2JKjat6kG3w0yy2zBnQgn4Umbmoi8lQk0f4XOUYPeOocz+aPeOIW0DPBRR4Dd9fIVcRkEDw6LS6r5iMHQSZg4bFosgFJioBpASmKgGCEKd27fMeA2Lh1mHOxNjrzo7CJBRCjPzfXZoMbuKxeL1AD5fKpX+RbFY3AzgS4jyuj8D8L+VSiVRLBb/A4APAuAA/rRUKv14Lp/BJVD2eJNnrm3ZWvpLAwCzoo7StC6/RaCtx7RtURQc1tRNbGs6XiEkxio+7tv7k2ROPHr7ezDQbYNqGoQ6F+ku+3I96ih56Js/BwD8wXvWJF0bicc6JejwHL82WBaFC2CyFmCiGmBtXxf6u6ME+EXdNn5wbBTDl/eji013cR84OY5uh2Hb5f149PYV6HYYjjxyC6p+CDdndew8nA2NyZBQhAiIlXh4t5LbtS2T7DYsT+beEX1+3dDn8zmGzkKpk8wVtfaGctqzqXR6Emv6XHQxK+Pj3bi+p7u6N63qSTrLde1wNeiNbVGUfY6JaoBuh2G84qPPzaFgW+f+5SWAUQrXtvDFO7ahtyuHyVoARgmYprZa7bYFZrtgmG8sGsU6Wr1uMHQCZg53LkJIVIMQxeI7UPa49rEXm1H4IQUw/RzOKIWtaWzEjNewWJh1uHOpeiFy5jSdE09I5CgBFxJ5Zpn5PkuWPOFdLBb/DwB3AqjEL/05gE+XSqV/LhaLfwngQ8Vi8XUANwO4HsBlAJ4BcO1cPkdI4OVTE5lgw/7jZ3DTlsH5+zLzTBgK1HhUZebaDGPlKKDThSgZrhs1HkJKkekm5mF4Tm/HpaIahLhv708SicGo4/Yn2HPXNSh0YKUR5yLpsv/k0y/h0Bvj2L1jCPfvO4yHv/Uq3nfFSqzqySeyFzz2qGnl/WA4PyyLosdhsCgBtQgQRNLcPXmGG7eswuhUPfPQnJb8L0iWbLI6cf7NBc4F/FAkVWm2RRAQK5Mc2XpxL7oGe5L5alNikt2GjscklA1LjU1J207Yc22UajwED0NUPKCQZ9g82JM85wFAD6NN6zsAFFf3JgVMyuKmEkuZGwxzpcZDnDhTxqZVPYmqzvHRKWwe7NFyv1HnAkdHppICPkoIjo5MYctgLwoajhcwHt6GxUHdU5gV3QsIATzOEUpLy2vZYGjEzOHOpBMbX+qBwP7jZ7B900oQAvS5uSSeXdAwNmzGa1gszDrcmaj8RbuCWpPAnabbYQiCEK7K5Zj5Pit0yKocB3ArgCfjfw8DeC7++7MAfgdACcDfl0olCeCNYrHIisXiqlKpNDrbD8nnKH6rOIgg5eH9W8VBLRPHilAiudmm/9RVss+mBDUf+DdfOZg8OO7eMQQ3p+dDo2tbOHByPPPagZPjcDXtEDkXNR6iK2dluuyrPsfjO4eTRGLFCwBEC+ZkLQAhMB3e84zq9BZCoh6E2PXk4cz1sP/4mSZf7+XW5SaEQCglCnkGHoSYrHOs7HEynYAf/dKLmePW5eqqxWEwGAydg3oioyR6xgSiPxnBOYuK2j3ndeUI7JyV6eyuNHh2b724F3bOQrnOQQiMlLnhvMlRgjV9LnY9mZ2HukqEMwqsvSg73kdvH4Ku018iks2bqAboyecwUQ3Q5+bAND2+hs6l02IHBkMjZg53Jp3Y+EIJcNXaPtz71KGMYqmut2YzXsNiYdbhzqTGQziUoMoF8ozOOS6xnFANYFFHvJnvs4VIufTZrmKxuB7AvlKpdEOxWPxlqVS6NH79/QA+BuAXAMZKpdIX49efB/CxUql0LP0+Bw8elK7rtvyMTZu2YKLOcf++bPKpL89w/PjRBfx258+GTVsAAEHKjF4Fc05oNOZ6vY58Po+Nm7YglFGQpJCPEqyMElgEeE2D8apxKtZu2Ix7/n/27j84jvPME/v3ffud7sEAQ8KASMmWVqIIkiPalo5LSra1sWVvfu3qtnYvK0d1VM6mvZdIOtfViU6ldBdHrjpfSj6fo62tUMmVS9Lu3VrylbilW2dTyZ3iTe6HLe8qsQyZJe+ZOyIp0ba0tkgRBglgMN3z9vvmj55u9AxmQAAEZt4Gvp+qKYEQfjwzeLqn+33e93mfnc4udAHg7r2TePrYEbz15tlePwIHDx7c1LPISjl8NbXbbkMjjPHSmQv46P5dWVFbScBCZDkEABVf4aczjXYLSIUzZ+ob+TSGrvtvPWhTU/sRGovvnrmY/S3S4+HCXJi1/E8HEONoEX+H0srnAAAgAElEQVT19tur+tnX+tyGncNTU/s7ZvFFxuKhZ6fx1KePLGt7m7a8LQmLN984t5lhr8mw82sttlqsm52/wPrPw6uJ/96vv7HesAjAi5/ZO+wQ+lrtsTbsHJ5qX1uGuWvLoH1tebXr4ffdeCNKQWXZdV79nSvYt7uKQAqodlE7PZ+PBSr7/0CySlTCbMg5vUjnt36K+ByGncN7p/ajZSy0sR0twktSOHG/0W1qaj+iHvH6Ujh3D9psNlF7/+1omaRLQxqvEEBJSvz4DTfidf1aGFg5h1057ocdh4tjB8N+TfJWioU57EYczOGVuZrDtdptOPDFFzv2RFVS4PXH70W9/pebHda63LJ3PxotjflmvLR9ZNlDpaSceW/O2w7xDnNcrSjH+SDwPLyyYZ6HV8rh2m23QbeSLnHrGZfYaC78zfrF8Eu33AJf+dAWaBmDkpTL8n1h/jLevXBhU+MYpI0YW3Nx+lq+GX0VwCyAK+2Puz+/zMGDB3v+0LlmC8dPnuqYxXf85Ck8fexI3+8ZtijSuBxqPPL8qY4VATsD5VTMp0+fxsGDB6Fjg1j32EvAk07Em8aZio3BVz95B/7BH7+Wvb5f/eQdqPjeUONd7++ea7YgkMxM/O6Zi7h76jrMNlrZSu+FUGOk5GGxFXe26Tmw24m/z0bq/lsPitYGsTEIjUXF9/CB93X+LfL7ek+M+kk3AQuo8g7s3LFjVb9jWM9tLfrFp7Vpr+4G5kONcsnDWFnhlfMzePXHM3j/+3YuK3anqwBdes5F+BukGOv6rCeO1cXPgve1GFR+rKf1/Iuf2etM/gL9X6sw0uh1V2BX+J48rU3ffbwXdQy0YsQmXrZn92iQdPSQUkKpjbmOdemcsV5b4TlslpWuJWJrslU3UghIIeBJt64VUo0wGYhIh9U9KaCkgLaDO6et1unTpyEFELbMskniQdmd17cox02/GF2Jf9hxaG367kM4rLiG/ZrkuRALc3hlzOGVuRBLr98/H2rctWeiY+HLXXsm0GjFQ4+3n9gYLISdn7MGCEruvDfnMd6N4fo5GBh+LDwPr2zYsaxUo/OluKZxiY007NfpajGEkYbvSUSxQRibrPOWEIDvSVQmJ7FrcnLT4xiUjYjBxR4BP6jVap9of3wvgJcA/BmAX6vVarJWq90MQNbr9XfX8kNHA9WzffWooy1rgGTl4yPPJ0V6bWy71c4pRI72oG62DL79+oWOPd++/foFNFvL33xc0Ihi/MkP3sKXfusDqD9+L770Wx/An/zgLTSi+Orf7KB0L8yxQOHge3dizFdZcRUAFsIWZhYinL0whwOPvYjPfeNV3LlnEpVSMVu4uybdt/RyU2M0UJhravzJD97C3l3V7G8hPQEhkn29pQCarXhbtWox7ckA2lgcP3kqm5F2154JfPYPv48f/dXlnsVuIqL12vPf/6s1P7YyT0poi2yPbWsBbVe/T9aijnH2whzmmxpjZYWpXVW8PdtAo5W0Mg+NRaAUSh6y83l6Tvd9xXM6XbNFHaP+zpWOz9XfuZLtJe8aJYArTY2Hnp3GgcdexEPPTuNKU0M52nmu1b5Gy99/Hj95KtsWjGijFO1YJurGHC6mSsnDkw/8Mu7eOwklBe7eO4knH/hlp8fFFiOD57/3E4TtBUahTv69GLk51sp4aVB4Hi6mtH5xLeMS24lAkutvvjsPT4isi+zZC3PM9T5crPb+dwCeqdVqPoDTAP5lvV6Pa7XaSwBeRlKk/7tr/aELfWbxubx3bqVPkb7iaJG+aPuelKTA0Q/dvGwFg6t7AF6NUhJlANoYTI61i6s6Ka6mbyYjykMlUHj98XvRaMWolDzIgj5f1yzqGNYCx0+ewjPH7sTL597tmV9BScJYAUAUdr/49Upb1QDJuSxte3vi6CEcP3kK/82z09nrNFHxWRghItpg6Xk1XaWdzgpe7fl2RHk9908+d3EO+3ZXl7bw8Lzs43TPbqKN4PfZw9t39Ho2zBWQgc4uY/6QY+uliJPEqZiKdiwTdWMOF5OUApOjPp75zJ2olLxCjItJAdx35CY8+sJrhRhrZbw0KDwPF5NSEtCAMAZxbv/utYxLbCehscz1NXLizrVer58H8JH2x68D+HiPr/kSgC+t93eMKC8rquQTw+UBuEYY9261E8YYKzvxp+sgRbK6+Cv33b6070mgnL1IMDZpUfO1Tx3u2KOuyAsYlJJQSArfADomc1TbbxpjSjrRomKryRdyAYvbbxrHfNjC08eOZPuRaGNhbXKslH0PUjh6cGyS9HWwNjmX5duYP/XpI1zZTUQr2uqrrwdFKYnqOq8FlJIYL6vsvS2/X3dJimzlN5BMNlVS8MaVNtxYoLLrhnTvMlcVrYBcxEniVFxFOpaJemEOF5OUAmOBKtS4WLkkO8ZayyW3r60ZLw0Kz8PFlIwPSJxrn4d5n9HfaKDQasXM9TVw8057EyglMVHxO4pPrhdVpACeuP+OwswyU1JCSYvxSinbI1pJAeVoO4pASUShwWyjhWq5hNlGC+OVEgKHc4LclS/k/svpt/Bf/PKNmI0tRpSXFQAWQo2SFNDGQocaY9vsDT19/sYim4D08MdvxeGbJ1jspsLpXXzlHt209Ukp4VnT0dZctc/t5y7OYWpXFUIAgRTtPbt5TqeN0+82yNHbo8IVkCul3pPEXW71SsVUtGOZqBtzmAZFCrTHVZda1yopnR0bZrw0KDwP03awEGoEfU5IzPXetk3BG7i2FS3DoPqsmPY9NwcO05ba6f4BnhQoO1y88jyJaqDgyWRf5ckxH5WSB8/R15fcNqI8RLHJBgmFAH778E0dreUBoKkNlBSo+Nvq9Atg6TUCgB25FYILoUYUtVAtu9jck4iI8nq1RZcCOP3zK7hxvMJV3bSppJRQXe3vlEg+76KidRnzPInJ0c5J4rw/os1QtGOZqBtzmAalaIuLGC8NCs/DtB2MKA+xMVACzPVV2n4VlwI5d+4M9u+vdRRkXV/9mE4qAODkqoVunidR9YoTL7krPS53dhVyTZz0yPdLHlqhRllJ+MrtPaI2S1YkMQZRez/vdFX3mTP1QkxEIiKipes9rZNJTH7Jw77dVfhSwOOqbtpESkloDcAsrcJxuZOAUhJjPgrVZYz3RzQIRTuWiboxh2lQira4iPHSoPA8TNtBuue5Mabj88z1/viqOE4piWq5BCkEquUSE5nIYUpJBL5adszm/1321bYsdqf6vUZERFQ83e9xga94TqdNl+Zd/S//shDXET9+801e9xD1ULRjmagbc5gGpWi5xnhpUPi3o+1AKQmfY+mrxleGiIiIiIiIiIiIiIiIiIgKiQVvIiIiIiIiIiIiIiIiIiIqJBa8iYiIiIiIiIiIiIiIiIiokFjwJiIiIiIiIiIiIiIiIiKiQmLBm4iIiIiIiIiIiIiIiIiICklYa4cdw4aZnp7eOk+GnHXkyBGxWT+bOUyDwBymItvM/AWYw7T5mMNUdMxhKjrmMBUdc5iKjjlMRcdxNSo65jAVXb8c3lIFbyIiIiIiIiIiIiIiIiIi2j7Y0pyIiIiIiIiIiIiIiIiIiAqJBW8iIiIiIiIiIiIiIiIiIiokFryJiIiIiIiIiIiIiIiIiKiQWPAmIiIiIiIiIiIiIiIiIqJCYsGbiIiIiIiIiIiIiIiIiIgKiQVvIiIiIiIiIiIiIiIiIiIqJBa8iYiIiIiIiIiIiIiIiIiokFjwJiIiIiIiIiIiIiIiIiKiQmLBm4iIiIiIiIiIiIiIiIiICokFbyIiIiIiIiIiIiIiIiIiKiQWvImIiIiIiIiIiIiIiIiIqJBY8CYiIiIiIiIiIiIiIiIiokJiwZuIiIiIiIiIiIiIiIiIiAqJBW8iIiIiIiIiIiIiIiIiIiokFryJiIiIiIiIiIiIiIiIiKiQWPAmIiIiIiIiIiIiIiIiIqJCYsGbiIiIiIiIiIiIiIiIiIgKiQVvIiIiIiIiIiIiIiIiIiIqpC1V8J6enrYArvo4f/78qr5u2A/G6WScm2q1OXytj6L8zfj8NuW5bar15nCR/maMdaixbjrmsFuPosS6hjg33Va7Ht6q8Rf4OWy6rZbDjNO5ODfdSjnsyuvsShwuxeJKHKuIZdMxh4sZiytxrCKWTbeaawmXXq/VPooW8xaOd1MV4RzMWNyOYxWxbKoi3c8xBrfi2Ijz8JYqeK/W4uLisENYFca5sYoS5yBs9ddiKz+/rfrcivS8GOvmKFKsvRQpfsa68YoSZ14RY84revzA1ngOw1SU149xbqyixNmPK/G7EgfgTiyuxAG4FUs3V2JzJQ7AnVhciQNwK5Z+ihBjt6LFzHg3nksxMpblXIkDcCuWflyIkTEscSGOjYhhWxa8iYiIiIiIiIiIiIiIiIio+FjwJiIiIiIiIiIiIiIiIiKiQmLBm4iIiIiIiIiIiIiIiIiICokFbyIiIiIiIiIiIiIiIiIiKiQWvImIiIiIiIiIiIiIiIiIqJDUsAMYJK0NFnWM2m23Ya7ZwojyoJTbNf805tFAYSHUhYiZNo/WBtoYtIzNcqIkBZSUWNQxRpSHRR3DlwKelMwVIto03e9PvhTLvib9jOT5iBx1tTzO/4t5TOSGot3TTU3tx1yzVZj7uaLdfxpj0WjFqPgeGlGMSsmD7HFNQu4p2rFM1I05TINStFxjvDQo/NtRL1obGGOyf4e5OgpzZOvbNn/d7kQHAGMMtDZ9vmP4pqb2I4oNrE3+bS0QxW7HTJtHa4OmjtHUBpfmoywvWsZCesmgjjEGJSkQtT8312whijSMsUOMnIiKTmuDuWYLxlrMNVsII539v0tzTTz07DQuNzVii46Hbp96jDGIIo2w/eD7GA1Ldy7HxsCXAlErxtkLc8vyWOfePvN5zBwmGg6tDWYaER56dhoHHnsRDz07jZlG5OwxqbXBbFMXKl7ddc+sHb5nNsZC6xi2fWNkbfJv3vu4r4jjM0R5zGEalKK9NzNeGhSeh6mXXnmRxxzZ+rZNwdsYg+5UNu3Pu8oCMNbCtG/g049jh2OmzbOoYwDAfKjxhW/+EC+duYDFKM4G0M5emENkbEdB/NJ8hIY20DrGXLMFHScD/enMtzhmLhFRb/nC4KKOUZIC33n9QlbcjmKDsxfmYCHw5NG/huMnT0Ebu+wR5h4CSRGRk7dokK6Wy7EFjAVq1+/A27ONFXM4zeMoTorfzGOiwVrUMY6fPIWX37gEbSxefuMSjp88lV0nu6Zo8Rpjlg0QSLh7z6x1vGxCwWxTQzv6+tKSfjnlaq4RdWMO06AYY6CNRdyezBW371FczTXGS4PC8zB1S1f8p2M3QFL/K0mBhVBjNFAIeXxvedum4A2g5xuYyyzQbk2drN71pIAvBdyOmjbLaKAACDz6wmt4+Y1LOHzzRMcA2tSuKoClgnjtiy/i9M8uw5MCquR1/KxWKxkEmgs1i95EtEx3O9NAChgLfGjPJB6+59asuD21q4rjJ0+h7Cu8cn4GY2W17DEaLD3CXBFxUccsGNKm6S5y51dxX2nqZbmcPqZ2VVfM4XwepzdKzGGiwRkNkvebvFfOz7Svk90zGihcvyPAtz5/D87947+Ob33+Hly/I3A23qIJje05oSB0/D6fiIhotQwAKQSkSMaG049dvQNhvEQ0LOk4ZvoAknpgrwIo6yFb17a50zZIEny20UK1XMJso4XxSgnK4f29JLCsuG2xzWYpUCadiZQO8o2VOwf8xsoKjTDGD9+axVOfPoKx8tIe3ya2uDQfYbxSwsvn3sWRWyYwFigIDwi1QcVjVhFRorvYreMYixEwXlYwAA7fMoFXzk9jrJxcQqSFhrv2TGC+qZf9PJF7m+0e4F8INQIY6OXfRrRu3TlckgJx+4Kqdv0O1N+5gqld1WW5nOrOY9F1qZjP44VQAybG1NT+TXkuRNRpIdS4a88EXn7jUva5u/ZMYCHUqJZLQ4yst2YU46v33Y7IWAgBvG+8jK/edzuaUYyKo0Xv2abG8ZOn8Mr5Gdy1ZwInjh7CeNnNWIs2AYKIiGitBHp1/wS87psURzBeIhoGrU02BpQX9Kn9xbGBx3rIlrRt/qrGAmUlMTnmQwhgcsxHWUm4Pvl7sas99SJXEW1bI8rLBvmAZEA+/Tj9d1lJfHT/ro5iNwA0dYxfNELMhxof278rW9FmDJw/BohocHrtdTNaUih5ySqqlrEYKy8Vt9Pz0EKoceLoISgplj2C3GMh1Nn35dsJudralYqnVw6nF7tSYNkq7nwup3m5Ug77uTxOczhb9c1rNKJNN6I8nDh6CHfvnYSSAnfvncSJo4cworyrf/MQKJEMpOaJ9uddVLQV0/l7o1R6XUJERLQV9HsHdvOdmfES0XAs6jjrUJk+0kmwvdqa09a1bQre/QYVXB1sAABtk1VF45VSx381j8ltSSmJEeXhyQeSQb5XfzLTMeDXiFqYjzQuzUcw7aVsfslDy1j4UmBqVxWPvvAaANHRergSeJgPNQxP9kTbnjEGobEdq7tnmxqjpaWWQPPNpeL2uYtzOHH0EAIpsLOs4Al0PPLvsdomMyvTImL+YnM0UFwhSxuiO4dLUkDbJBfTCRtjZZUVuLsnagRSrJjDAkt5rOPkhirN40Uds+hNtMmUkpio+Hj62BG8/uV78fSxI5io+FBq29zWbqqirZgu2gQIIiIiIiLaeKOBWraaO50Ey7bm24ubd66bpNfsepdJAQSeRKtdiPTaBQLavpSSeM9IMsg3Gii0WnH2cTOKMdOIsLvqZ61cdXuvblXyIIzGVz/5QVQCr6P1sLUWf+cbr+LJBw5hcjSAZI4RbUu9CnWjJYUFaITGImxfKAaeQOApeFJi3+4qRpS3rNDQ3VLalwJKtLflEElnCWPRLhgufZ/UhkULWrdeOSyRzOa1QDZhQwhAtQvbgbd0KexJ2ZF/vfayR/tnhVqjFQOjpWR/t7TovRBqjADMYyLK9NqiytWr7aK1jM9PgMjOwT2uS4iIiIos2Vc6/7GrVxIJxktEg5YfswGSzlUjysOijldsa05bz7a6E+w12OAyiWQGStwueMfG9p2RQtuHUhLVcglSCAS+QrVcQiOMYSxwca6J+TDGQ89O462ZBTTag/8LocZIycN7RgMAwNPHjiDw2ivaPImX37iER54/hUbE9n9E21V3G+hUuro7kAIjykPgKwS+ys5FvQaV8+eparkET0qExqLU7jrhiaWCYdommitk6VqttLo7MjZrVx5IAd+TWS7nczqvO49lLo+V52G8rKDbkzeCXMcCtugn2jy9ti0wxjj93nG5qfHQs9M48NiLeOjZaVxuunu9XcQV093naha7iYhoK+m9x7R1dvIc4yWiQTPGIpAiq/Wl40LpAgbaXrbVX/xKU+P4yVN45fwM7tozgRNHD2G87O5LYJCsQEoPVq/dQtPd4Zzlq6E4w34wpADKvoepXVU8/Nw0Xn7jEq4bK8PAohHGmP7xDO6eug5ebkBet2LENnkD+OGX/nP8YiFEhW8CRNuatsm+NvnuEAuhBloxZNfq17VQSqKqZFaQKJU8KGMxWkoKkqHWyb/b3SrS7yFaLa3Nsvz12/mrhMje9641j0fQuZrblwICS8dO+v+IaHP0m5yVfN69943QWLw928BTnz6Sbadw7uIcRnZX4Q87uB4WdYwdZdWxYrokBRZ1jCrfl4mIiAbOovfYsKuLuBgvEQ1aI0rGZnp10kpXfje0QUXJjvGcfiu/qdi2zYhcaCzGu27eAykQGuvkYAPQe8jG5WGG/isu3C1cbJUCfdA+YY+Vl/bdS1sGHz95Cs8cOwIIoBHGOH7yFL76yQ9ix4iP2UYLFV/h0nyE8YoP3YqhAfhSZq9LqxUjyrUBWfbfkofFVtwxKKauoaBARMOR3tBJALNNjR1l1XkhCIMwSs7x3ZeEqy0iKiURGNPxc3UcZ62hF0INa4HYcmCd1iZuX3+k+fv2bAMHb9iRXespoH3NZ2CiHq3P15DD3UXvdLsZkyt6u9j6l4gGb0R5+MANOxC2O3YJAXzghh2Q0s33uPyWSCnZ/jwRERENXtHGhhkvEQ1aJV3gAHR0/UsL2toClfZ4T9BeJJGOFdVuuw1zzVZha0K0nBN3rrVa7cMAvlqv1z9Rq9UOA/g/AJxp/++v1ev1P6rVav8QwG8A0AA+X6/Xv7eW3zGivJ4rAlxuzwYkg7ZFWZVujFkhXvdOGFobzDSiZfFOVPzCneA8T2LEdu67VwmS3E4K4ALGWBw/eSpb/T3TiPCFb/4we+5P3H8HfC+Z/pG+Lg9//Fa8/707saOsMNOIUPKARSArhAPI9vw2sYW1SyvquIcpUTHkJ/5EoYbveRjxPQgk75HparQbxytZC2cgaROdWsvkJiklAuSL3shWepekgF9y+32Z3BQZi1L7huW6aoAR34NqT97ypUDUinH2QpLHY4HqyF9gbTncr+idTjTzOUuYaFPx/mjzdBe785/3fTdf460ygZmIiKif7tFsN/vaLGG8RDRIjTCGv8JBa3os/Tbo3JqOtYytY+h/wVqt9vcB/D6AcvtThwH8Xr1e/0T78UftIvjHAXwYwFEA/3Stv2fl9nduCo3F9I9n8LVPHcbrX74XX/vUYUz/eCZbIeCaMFdQ1cbi5Tcu4fjJU87Gu6jjnvEWde9NpWTHvntziy3MN5MCeCXwlq3+fvSF1zqe+6MvvAZjgdgu/R0P3zyB4ydPodVux9iKgYeencZ3Xr/QsR/hQtjCoo5RaRe7uRcvkdu0NphrtmCsXVYQnGlEOHthDpebGlFssmL327MNhMZCtx9h12O1506l5LKVbemZ4vTPr2C+qZM26kRXkc9jAFDtvOqVy8YCtet34O3ZRs/8XUsOA+1uBbmbo5axYJ2baPMV7X6jaPEWjdYGUWzQfhuAtUAUu72nOxER0VoZi473OtcvIxgvEQ2SFMBi3Pv63/MkKoHXMfYD9C6KJgsheB9RdEMveAM4B+C+3L+PAPiNWq32nVqt9ge1Wq0K4KMA/rRer9t6vf4TAKpWq+1a6y/qfr9y/f1rpOTh7qnrMNtowVpgttHC3VPXYcTR1W+jwVJBNfXK+RlnW+AVLd7VUEpiouLj6WPJPoFKCpw4egiX5sOs+A0AlcDr+dwrgdfxuqRF8tFAYWpXdVkh/OU3LuH3jx2BFBILYQu6PYHEpG8ensBcs4W4z5sOEQ1WWiCUXlKZSwuD3QXB9HjXxmYfT+2qYjRQGCsnj9Fg+WO1uouFUWxRf+cKbhyvQEnBFbK0on55nBa4rzR1z1xO87lf/q4lh9ObIE8IzDeX8hhY3vKfiDZO0a7fixYvkLT8yw/6aodvmuM+k9f7fZ6IiKhoLABjbTbJN/3Y1bdnxktEg2SMhRLJfctCj2K150k02mOP6WOlyccuL46l1Rn6nXa9Xv/jWq22J/ep7wH4/Xq9Pl2r1R4D8A8BzAK4lPuaOQA7AVzs/nmnT5/u+Xumpvb3LHiLFb5n2G7Zux9CAOOVUsd/I21w5vX6sMPLNJtNnD59Gjfdui9rp526a88EFkKNt948O8QIE2mcqfXEe/DgwU2PcyPzcaxaxa7d18PYZPj9xNFDOH7yFOYWWz2feyPUsO2PX37jUlYk794fPP/x4Vsm8PBz0/j6Z+/EbFNj+sczuHvqOnjtFaMAIGRS+G4uXMG7Fy5s2PPrp/tvvZVc63NzNYeL9DcrWqyXr1yB9EeyzgslKfCd1y/gqW+/iRNHD6F2/Q7U37mCqV1VAMgKgq+cn8FYu0Vs+nG6xzaQ7EPabbXn+vfdeCOq1SrQirPzy77d1awtNNA7jwaRv/1+99UULS+KGOv7brwxy2VodLQpz+fxw89N46lPH+mZywAw39Q98xdYfQ7fdOs++FJACSBu/ywhklb/Fv1zyKUcLlIe9FL0+IFiPodh57Dr9xvdihRvs9mEBdZ8Xhu0/HGzd2o/5sPlLeN3lpWz52FXjvthxzE1tb/v/xtWXMN+TfJWioU57EYczOGVuZzDKZder5Xc2ifXXHpvztsO8Q5zXM2lvB12LDwPr2zY5+FBjUncuGcKgSdRUXLZ/t3pcTxWrcJed332PaPtPb8b2qCsZEdb80CKgf8NXckbF+JYbQwr5fDQC949/G/1en02/RjA/wLgfwdQzX1NFUkRfJl+TzaKNK702T9tUBdba9WMNEpSQqerZYWAkgJSDO4CcTVOnz6NgwcPIop0VlDNv8aBFE7Em8aZ0tr0jHdEeUONd7N+tzEWngCePnYEFd/Dkw8cwiPPLz33Jx84BABYCFvZ6/LqT2Zw4ughlNorMbsL4S+/cSkrJqQtG585dgQQgBICrdwbjTYWpZEqDhx4Dzxvc5tLdP+tt5IiPLf1xFeE55UqUqyXr1xBKahk7yNpe64P7ZkELHD85KmOwmAqPcbnm0lr8XRwPpCi5x7eQLI392pfl7lmK9v3OF0hO1ZWmG9qqPbq7qKdh4uUF0WMNb9Ha35f+Xyhu1eBuzuXhQBUu1DdbbU5rLWB9ARarbjnSkjPgeu01fz+IuVBL0WPH9gaz2GzrHRP5/L9RrcixXv69GkI9F7hrRw4r6Xyx81cs5V1nQKQtYx/+tiRocfb7/e7ctwPO44o0s7l2rBfkzwXYmEOr4w5vDIXYrna73chxtVoRsl42myjhWq5hNlGC+OVEpSD1xIA490orp+DgeHHwvPwyoYdy6DGJIy1qxqb0dpkq7cXQg1PCJSVXLalgbbA/v21ge7lPey/lUtxbEQMLha8v1Wr1f5evV7/HoD/BMA0gD8D8D/VarXfBXATAFmv199dyw/N74e9Y6SEK4stvHzuXXx0/y74G/8cNoRAsgeByM2wl8LdVpmq5GEcSUE1PytGOdqCPd/+O413RHkDPaENijEWTZ2spHzk+VP4g8/cCSGAJx84hMmxAI0whhBA4Em8Ox/hhh0qe11arWJM+rcAACAASURBVBiRsdn+4PlC+PGTp7JiwlLLRgFPAE1tYIGOWVIlKRDHZtML3kSUGClXEBqbrc6OTYxmC9hRVjh8ywReOT/dURgEkveacxfncOLoISgpUH/nSjY4b5FcMHa/D0kpV33u1Nok7Z9bcd+9sTzJcwQtyRe70zxO95XPF7qBzgJ3dy4DyydqpFabw2ks0ICOYwRq+aU085do81gA42W17H7D1baTRYx3eVtPwPZrizFkRWwZT4mVugkQFQFzmAbFWPTs/unqPtOMlwaF52ECgEYYw+8zBJO/g1FKQuukZXkgBSKTjG/2yqHYGCgndoKm9XDxTvBzAP7XWq0WAfg5gIfq9fqVWq32EoCXkew7/nfX+kNHSh4+fmB3x2rpjx/YDd/h4qYAEHfNMjG2/2DtsDXCGA8++/2Oln13753EM8fu7Fg56BKlJKrtHKiWS0OOZnMYY3FpIQQAPPJ8sgLCE4CSErONFiZGASWBlrGQnsDkmA8lJcrtd4vAVwjaPys/QaDVivH0sSNZITxdAV4JPDSjpIBebhe2u4veWpstObGAyCW6x941oyWFBWi02kXwfGEwLQj6nsS+3VX4UsCTyccbNRkoXyw8e2EOtet3LJvY5XurL57T1jc1tb+j2K3jGK0YKHlYVujuLnDncxlICtHXklv5wnvUirEYAYCG8pKJfenNEfOXaPNYLB/EcnmXNYHl8abbarnIAmhE8bIV6TscvZfLd6BKpV1ptuq93VbR7xhw9dgg6sYcpkGRAvCEgLZLVxSeSLp/uojx0qDwPExAcgwvxgYjnlxWuO5ecJeM1SSfU9ZCt7di7cYcKjYn7lzr9fp5AB9pf/wqgF/p8TVfAvCl9f6OODa9Z2zEBsrR1aYW6LsnmYukAJ64/w48+sJrWbxP3H8HLxKGrBElq7r/xYMfzlZAWCRFpYlRP9kXPrZQ7X22SysUBPITBLoL4cYkLeLTfcCr5VJW4AaSCRuX5iOMV0ooK3CmFNEmS1v1dBstKaiSh/mmzgqD6SzYtCBYzZ0DqhtYvMsXC28cr2StqNMV6IEULBZSZqVJG8rzsvbm6YSN7ska3bl8rfKF93TChm5v3ZG245dc3U206bpvLXoVlV2yqA1mGy1UfJVdC1ccfa9rtbco6tUivDzk2HrJd6Dq3qKKiIiIiIi2Nk8AkQUWtMkW8mT/b4WaXyPU8KXou483FZebldNNUMRZP5GxKHmdLcJ1nLSXDq7+7QMnBTAWKHzlvtvxSxMV/HSmgbFAseA9ZJV2q79GGGcrILSxkFJ0rKoMY5O10V+rdIbUhJQwxiDM9f6RSI6zl85cwFPffhNP3H8HfG9zNxK4de8UokgjzO0hPqI8LOoYvhTJ85QSizpG0C5QsMhGW1H+GNBxsiJ1vF1cLnsCQngo+x4W2hd6sTGII5O9N3YXELz2cZMvKK5W2so8XyxMi90sFlIv6ftJR4cQuzRpYyHU2YSNsN2lBHrpe6PIdORwPn/zn1ttHqeFbd8THRM2AK7uJhoUCWC2uXxC8LijE4K1BSpKwhtLJplOjvkI2ucyF7fVGg0Uvv7ZOzvOvdyiioiIaLj83HYonhTwpXC6ww3jJaJB8j25bDHC1SZEV3yFZitGWcmeS/K2cnfa/H7m+fu+qan9Q45sY2zNv9oWMaI8tGLgoWenceCxF/HQs9NoxXB2xjr3PXFTWugGLJ64/w7cvXcSf/zqW4i0gTY2m8GkpEBZSahVFpzi2GCu2YKxFnPNFpqRhvREVuxOV3Q3tIEvBQ7fnBTbH33htU3NCa0NhJBoaINL81G2JUC2srT9y9MTuyolhXDdfj69VhQSFYnWSS6ng9Npi56dlQAjvgeL5H0kNBYlKfCd1y/goWencbmpEdtkKw3dPm7SrTXSRxQbnL0wh8tNjSg2ycSSSK/quFnUcVZ4T4uFKRYLqZvWy4vdEkBsbVbs9turunvlcq8czudv/nOryWOtDRZCjXMX52BsMsEvP2HDE5ywQTQIYW4FsjY2W4EcOnrDoURSoM/fz802tbNbVPVr69fv88OmtUHc1dEmNobX80REtGVILN++xcDdAX3GS0SDYoxd9yJXKQWM7X+s9+uaWXT5YjcABFJktaHQ2C1xH7Wtzt/5AlhaiHPZoo5hrMHTx47g9S/fi6ePHYGx7f1PHRQoCWuB2Uar478BCxhDlbaaf+nMxWwF/qc+sgcWSQvYfDFBSYlmbGCuMmgYxwZzoe44noCkBf9ooFCSAo1I4+bJCmR7VlW6z+or52dQCTZ20oYxFvOhRmyS4yO2SSxf+OYP8dKZC1iMYpy9MIf5ZhKfQdfK1/b3f/fMRcw0oi1xcqftJS1yG2uxqGOMqKRleSDFslXeabH67IU5XGlqfGjPJB6+51YcP3kK2tjsEbYfuusxtauafW1obEfRcKVjJz03pPsv79vd2cr83LkzA3zFyFVpLksvuT2JWnGyb7ex2SSOqBV3TLzol8u9cjifv/lcT/M47FP8TleGp5M1uveeb4UNTtggGoDRdueivFfOz2A0cHOFd9EK9EDvPcddZYzBYtc9/mLXIA4REVHRaWMRt68d4vY9jMsYLxENQiNKtlVVXeMz6baNV7PR9YkiWNTx0mLFHv/fbIHJw9tmZE5boKwkJnPt5MpKZiuAXDSiPJRLquMGvlxSzq7w9jyJaqA6XuNqoFbcL4E2X6AkxgKFg+/diTFfZft2KymSwnQYJ90DjMV3z13Eg1//Pi4thCsWvUNtsoJy7Ysv4heNEFeaGg8/O43nXj6PZnvgycQWsECpvRrvS7/5fty1ZwKNUG/IczPGohFpXFoI8eDXv79U0LbAoy+8hpffuITDN0/g7dkGbhyv4OHnkvi6n9qIkigriY/t34XjJ085O6mEqBetTdbBYL7Zbl2uY4yVk9l5afH77IW5rNjcXfg7fMsEXjk/g7Gyyh6jQfLIfy59pF87GqiOomFaMOy+OEpXx57++RWMBQqeXNp/mStjKdUrl1vGYmcl2cglLXRfaWrUrt+Bt2cbK+ZyvxzuletZHsc2K6SneZy247dYWtntlzxYCzSjpBD+V2+/PcRXjmj7WAh1u3PRkrv2TGBhg64tN1rRCvQAehaQXVXEe3wiIqK16Pcu7Oq7M+MlokGptO+ptEXW4dXmulZeTVqfaHR1wXV5cvK1SsfJwhVWxxd98vC2GWFWYvmTle3PuyqKO4uKX/jmDzEfJoOwrvI8iWq5BCkEquUSi90O8DyJMT+ZiCC9ZN/uy4stxMYijA2kWBp4S9uOP/L8KTSi/gOH+YJyvtjw8huX8MnDN2E+1Dj9s8uYjzRmFpYGzI7e9Uv455+9ExbIWqHH68znODa4tBBiIdR45Pnkd1dHSlgINSqBlw0uVnwP+3ZXcV01wNPHjuBvffgWxLaz7Xqz/cZWksL5QUiiVPdKWN2KIQSWFQdnGhHOXZzDjeMVvD3bgPK8noW/u/ZMYL6ps8dCmDzyn0sf+a/tLhqGscVMI8pWfKdFzPzq2BRbmROw+lzuVeheKZf75XB3rufzeKyssuL5oo4RRUn3kHTCRi8eJ2wQDUwgBU4cPYS7905CSYG7907ixNFDCKSbN3VFK9Brm0wEzReQRxwuICsBXOlqGX/F4ZbxRERERES0MRphfE3dqCq+gm5v0TvaY1xyvTULl6XjZGntwwAodbU1LzqO0Dmsu6g4iP2PaWtSSnbsyaDabcatTVqeJ6uu466246rviT1fUAaQFRsSAo++8Bo+tn/XslXgaVug/Im00YrX3CrDGItGK8Yjz5/C5FiQ/e5GmLS+bbQHF7/0m+/HfK71ekkKLLbi7KS+GLWyiSQAEBnr9CAkUSq/54qJk+Oqu91zvjiYTkqZ2lXNVs92F/5OHD0EJUX2CNoP1fU4d3Eu+9pzF+d6Fg3Tdq1RnMTZvTo2v+8x39K2r3yh2++6wM7vyb1SoXulXO6Vw/n8zX8un8f5FeJpu/OAEzaInKAtMF5WHVs+jZeVswXZohXolVi+352Au5PEi9gynoiIiIiIrp0UQNindqFWsQgz3cd7pM/XbrWCt9YmGydLax/a2J4F4iI/d47QOay7qAhszv7HtD14noQnRNb22xMCvifx7+oX8MT9dwCwmG8mJ7u0AN5oxT1bmze6VqukxQYgn7cim7Dxxd84iH27q6gECi1jYdorq9MV1vORXtOJtBHprEVkI4yz3y0FsBAZlKTAkw8cwn955CYoT2Bi1Ie1Fq2ufbu1Ab76yQ/i0RdeA5DsZ37i6CFntw0gShljskJxfq/jlVbBpkW8hVAvK/wFnsDOsoInAE8sDWxbIPucJwDfk9i3u4odZYX6O1dw43ilZ9Ew7ZSQtjrXrZirY6mD1gZRbLIJUKUeEza69+TuLnSvlMu9cjjN3zTXpcCyPH71xzMdxfN8Ho+Xl0/YYDt+osGSImk5l7+ObOikY5GrehXoaWMUsWU8ERERERFdO08ki/nC2Czbw3u1XYfTOtt626IXSbqFq0EyMTs0Fn6fG+kiF7y31Z1gr8R1dbY6kBQVX/g7H+kYXD13cQ6NUGOsXBp2eFQwnicRAIhbS/tT+55M9vZuDwq9+pMZ3L13MiuAjwaqZ75VfIUnHziER54/hVfOz2TFhuMnT+HiXIi79kygrCSe+vQRVHwvW1WdFppjWJz+2WX8p7/3bdy1ZwJP3H8HfE+isuo3I5UrdFs8cf8dePSF1/DufBM7Rnz87EqIm8ZHEBuDy02N6R/P4OMHdnf8jJH2ijx/rJxNJFkINSYqPlfrkdO0NgjbkzeiUGcFwhvHK6hdvwP1d65galc1e+8AlialLIQagUyKdPt2V+FLAU/KVed82o3BL3nZ91sAp3++VDT83puXsoJh+vsXQt0RG5BchPre6n83bS3GGMTWouwrtFbI42RP7umOXBYCSYFaYM25XFWyY6/wfB7/v29ewlPfeTMrnqcx5PM4xfwlGg6J5Pgfr5QgBDBeKUFJ4fQs7oY2mG20UPEVLs1HGK+UUHH43NE9tmOxfNW3K9KW8S+/cSn7XHq9U+X9MhERERHRlmTae1D7noRuj5HON5NFEWuxEGr4UkAKwPeSBRnZYiHh6l3Q+owGCroVQwLZuLLO1Ym2CnfvtDdYv0kZLk/WSPc7ffi5ZE+yh5+bxo3jlb4zL4iuJt1j/dLMDIRIVoZOjvkoKwkL4GP7d+Mr992OsUDhpTMX0QhjVHqskJBSYHI0wDOfuROvf/le7L9+ByYqPp4+dgTXjfn4g8/ciZlGhD87exGRNh0TTQJPQgjgY/t3rbtVfyOMkRa6XzpzEWOBwlfuux03vmcU5fa+g9ITiNptDn+1thtRnOzTnbbMbbV/oSeWBsZGlMfiBTktXRWbP6aMxYrtnhdCnU1KGVEefF9BqeRcELQ/Xq30+6QQGFEeImOz4veOssL3zi8VDPMrvkcDhdha7NtdzS4cAyl4vG1T+Ukb80191f2583typ63KfU+uO5fzeVwtl+BJiZaxuOfAbjx97EhHB4PuPGb+Eg2XBdoTXJL7IU+KbNKKi7RF1m1ICGBi1IfyhNMrBi537Yl9uenuVj8jyuvZMp7dmophO6ykoa2NOUyDoo3FbKMFa4HZRivbLtBVjJcGhefh7asRaVi0t2TqWt29ljSYffcdCCTnAdMjn4q80rnbQqhhuv4NbL3jaFut8FYCiK/hABi0/J5kALI9yZ4+dgT+kGOjYnv3wgUcOPAeXFlsYbbRwk3jI4jiGEIA7xn18ednL+L2m8YB2KTo7XuQXRMtpBTZyvD0v9X24L8nDMolD//Z+2/AYivOCgSxtTCxRVlJ5LftXmurfimAlrEYC1SyQt1XkEJACCCMLf787EUcuWUC11WT/b0lkgHR0UAhasVZ0TstWjz5wCEWu8l5+VWpC+0VsecuJitid+RaLQOdq2DTNs4bneNKyeyYH1EeFnWMew7sxuGbJ7K4eq2STWdcuvz+S5unO499T6zYmQDA0p7b7RXdG32uTnM538Fgald1WR7v211FSQruPU80RLFNJivm2fbnXeQJwBjAtEcQjLWQVmCVTY0GLjQW82ELTx87kp2nL841MeJ7Tt5/KiWzSbdpvLymL4Z0gLJI4zNEecxhGhRjkXW1yf/X1Zos46VB4Xl4e6sECq1W3LNY232/uJL5uTmMX3c9Su2uYd35pGOz6vborgtksjhQCgFrgUrJQ2yShVVlJbfM6vat8ddaBYHesxVc/tNxTzLaTJ4nUQ1UthpaCODyYmupiNxekQlYNKLVr+zQOmkj/mdnL2I+1Lg0H8HEFtYCO0dK8KSAADoK3Mme4av/HYGSsDa5iMnHH7ViVMsK/9G+XfjRX13GfKjx3X/wiWwl4VxTL9s/vKEN3jPCNubktnyRsNeK2Jaxy/Y1DqRAK2xkq1k3M8eVkhhRXnZx1L3P97mLc8lMwlxFgnt3bz/98hgADt6wo+f+3Ome3PkV3ZvlannsS7HUHYT5SzQUSvRegezqNlUWQCOK8blvvIoDj72Iz33jVTSi2NmBuBHl4YYdIx33zDfsGHF6xXR31w5e0xdDEcdniPKYwzQosr1HbX4FsrXJ513EeGlQeB7e3hrhxt1TjQYKEls7n4yxySSRdvv2tPNvbIGykj1Xt2tdzNXt2+ZucCNaHAxauidZXtp6mWgjpC3Om1EMTwoomRSOJ8d8WCQnuD9+9a2ebc37WdQxjp88hY/t34X5UOP0zy5jPkpWd6crqyNjEbVi/OHv3Im7907iyQcOoeKv/nd4nsSYr6Daq7bTvcGNRbZv8OFbJuBLgd07RgAAJrb4xUKEKDY4/bPLqH3xRXzhmz/EfKgRbaH2JLS1aG0w12xBtqcn5ld151s/p8dBd7vnv3r77YHFmg44p/u/pKtk355tZMXCRR1n778ckN4+VpPHLWN7ti1/49yZNbfevxZKSfhSoBnFsHYpj8cCBYvkRoj5SzQ8+Q5Y6dY4x0+eQujoMpxWn3hbjsYbGwOv657ZE8nnXWWMxXyoYWz7v46+ttSpiOMzRHnMYRqUoq1AZrw0KDwPb29SAGGf8Xy1xhXZC+HGtEd3WbqY0Vggipe2GDTton6v5+7yPeBKts1oXRFn/XBPMhoUTwCR7tzjWkmBipL4v/7infae2auz1JlA4NEXXsOv1nbDkwI7R0rJfsOxxaX5CE1tcOctE/jDz96JydFgWcv0q1FKolLysnhHlURsbUf79KY2eO7l83jo2WnMNCL8ohFiPtTXtH840SDkC4TWAt95/QIeena6Y1V3fo/jtD3/IFbBXo0F4AmRTT7pLhZ6QkBydey2cbXuBGkep+87ruRxL6d/fgULoWb+Eg1R0TpgFS1eAWBRm45uSIvaOHvPbEzSiUq3B7t0bNCIWPQugiKOzxDlMYdpUIq2Apnx0qDwPLy9ee1jN4zNskLtWluQjyhvy+dTv8WMlWDrPfdtM2LX75bX5VvhpjYw1uDpY0fw+pfvxdPHjsBYg6bD7QQ4w76YLADfk/CEyIoSnhD4N/ULeOL+O9Z0oZd2JqgEHn79g9dn+Rq14qxdxsSYn70ZRcauudid8rylorcqeR0FdYHkje6Th2/KVtNM7ari0RdeQ/6Uvdb9w4k2W3eB8NzFObz/vTvx8D234vjJU9mq7nzr5xHlOVkgzEuLhb638Xswk5t65XJ3d4J8HrtQ6NbawJOyY3YrgI625sxfouEpWgesosWrLaA8gYnR5Fp9YtSH8gS0o7d0kY57toyP9Oon69JwFHF8hiiPOUyDYiygu1bZaWOcXbjBeGlQeB6mXrWM9fz9lZKwAKLYwPdEts1dbLdONvVbzNhor27vpajPfluN2PVamu8yKQBt0LFHnTbuzjIzxuLSQogHv/59HHjsRTz49e/j0kLIoncBGAu0ui7wfE9me3kHaxjcTzsTXJoP8cnDN0F5AqX2vqdp2+XYJHt6py3J10trg0Yrzn6u7wnMR+026mHyRpcWt185P4OxslpW4F7r/uFEmyFd0W2sxaKOMaK8ZQXCw7dMZHmcrupWUmBEeU4V4FYqFgYsFm55q8nl7u4ELuVxbJIiPdC7U4Gjl2BE24YvRc8OWL6jN0hBn3gDR+P1BCC7znQSAp6b4aJlLN6ebeCpTycTxJ/69BG8PdtwtmU8dSra+AxRN+YwDUrJkx0tt0trXL04aIyXBoXnYdooW3Ev6zzZpz27at+XSoFlxf6iHk5u9lLbBP2W5rt8IvQ9ibFA4Sv33Y5fmqjgpzMNjAUKvqNvvI1I45Hnkz3qAODlNy7hkedP4ZljRzBWLg05OlpJ2sLnF40IlVJSDJaewOSYD1+KNbUCUUpiouIjipMZkZ5IuhV4UiBq7+27c6SEhVBDIFn5Ul1HfmhtMB9pzDZaGFFettdqy1j8am03fucPv49njt2ZFbfv2jOB+WayyubSfAglBe7aM7Hm/cOJNtpKq2C7C4RpHguRDKJL6dZq6fS5jCgPAUx2obRvdzWLl7auteSyi3mstUHUnpz1ndcv4FdunUTcdfPMHCYarlLJw4/evISnPn0kO5e8+pMZ3HNg97BD60lKiZ1lhaePHVmaoOn4+6GxFqZ905x8jPYkUveMKA+3XjeGmYUIo4HCzEKEW68b4xZgBVDE8RmiPOYwDUq+5Xa1XMJso4XxSsnZxVCMlwaF5+HtazMWV6Y1DCWwbBwoNgaq4OuGfU9iPtIoK9k5SURKGGPQMhZSiGXHkxebNbeIH7ZiRXsNirg0f1HHePPd+Y6Wcm++O5+tPHJNpc8edf32CKDhGatWO1vPW8BXEpNjPqQnIARwebGF2Nh1ndSUkqgECpUgKUQrT0AgKXzn9wmPjF33gFQUG8yHyWruKF6aaWVt8ib16x+8HpXAw8W5MFtNc+7iHJ584BAibVB/PNkmYKLiAwBb8dNQrFQgnNpVzVrxp4P6J44eylbDDrv1czetDWJjMBooNFox/sPPr3RcKP2Hn19x9v2Lrt1acjm/qtuVPM7n73xT46lvv4k/f+NSRw5bwIlYibazhTA5Pu/4R3+KvV/417jjH/0pnvr2m862CF/UMX7U9X74I4ffDy0AbWzHPpbaWGfvmaP2nn35VVlCoOPegNxUxPEZojzmMA1K0VpuM14aFJ6Ht69GtPH3fltxL+u8tM4YxTYb9zp7YQ6LOkZobLbSu5su4H2VE5XIWq32YQBfrdfrn8h97r8C8Pfq9frd7X8/COBhABrA4/V6/f8cRqyD5EuBG8crePi5abxyfgZ37ZlwumVfI4zxyH+8D7/2wfdi3+4xnL0wj2/9xc/QCGOMlZ1INUIyCyrYcR0e/Pr3s7z6w8/eiUVtYIGsGL0QagRSoNkyGFvnTJ5WK0ZskxNp1Iphgeykmu61PV4poSrUmgvrxgKPvvAa/vln70QzF3taTHngzl/CQqhx3ZiPp48dwYjyUPY9+FLgti9/C0oKvP7le9EINRZbMR55/lT2ejz5wCFMjgbr3lucaDWuViBMW/CnOR14AoGnkpbhjhXd0ucCAFG49Fy637+44mrryeexbQHfef0Cnvr2mzhx9FD/XHZoVTfQO39PHD2E4ydP4ZXz01n+Vkr+kCMlolK7RXhyfC69v5QcvWar+B5u2DnS8X74e3/zr6Hiu/l+aHrs4S0lnB30lQIIW2ZZPgRlN95fiIiIiIhoY1UChVZrYycQN0KNkhTLWnsvhBrK0W5Xa7FSnbFU8jb89RymoVcha7Xa3wfwaQALuc8dAvBfoz2Bolar3QDgEQB3AigD+G6tVvu/6/V6uJbf1aslgaP37pmxQHW07Os328IFSgJHP3wzjucKhyceOARHxrOprRFpHD/Z2XreImltoc3SLB8lBRZjg9I6Wy5qbXC5mfyuX//g9fgbh27EbKOFip+0G1TVABOjfvbmUQHWVPSuBB5eOT8DY9v7tVjg0nyEiq9QkgJhbs/wQArMRUkL9bQvUbJ3d4xKoPDgs9NsxU8DkS8OXm1/47QF/0KoMaK87OtdKRLmpbFJL9m6IH0u6ftXehy6GDutTz6XoYGoFePcxTm8/7078fA9t+L4yVMd1y9pLrtW7AaYv0RFIpAUkb/2qcPYMVLClcUWlBTOzrpvaYORktexRdVIyUNLG3i+e+cUTwAKAqFI7pKFAHwhnL1nbhm77L7m+MlTePrYEZSHHBtdXRHHZ4jymMM0KMke07Kjm4nLGC8NCs/D21MjjDe83lTxFbSOt1Rr72796ozptltb5Xhy4a90DsB96T9qtdokgH8C4PO5r/kQgD+r1+thvV6/DOAsgDvW8ksEgIY2uDQfwbYLYw1tnB0cSXkCHX31PYcD1sbieHsPb21sMuDw/CloV5cEbFO9Ws8bC6Ar18LYwFogWOc7yKKOswGoTx6+CfOhxhe++UPUvvgijDWIrc0KCdpYzIUa8RraZDTCpIBiLBB4ElIK3DxZwUK7RXv3sT6qJHxP4o++/1PcvXcST9x/BwCLRhizFT8NRPeK7rMX5jDTiHoWuxdyq0wDKZwudmttsgL+Qqhx+udXMBaojsK9J9zer5TWplcuX2lq1K7fgbdnGzh8y0THiu58LrtW7NbaZBNKmL9ExSCFgGxftOY/dlHLWHzuG6/iE7/77zH1P/xrfOJ3/z0+941X0XL0/kgAiIxF3I4vNhaRsc7eM48GCtfvCPCtz9+Dc//4r+Nbn78H1+8IkslY5LSt3DKStgfmMA1Kfo/p/H9dXQ/FeGlQeB7evmS7btGLWmdRWrYXz22l1t6pq23dOqK2Vjv3od8J1uv1P67VansAoFareQD+AMB/C2Ax92U7AFzO/XsOwM5eP+/06dM9f88te/f33N9LW+Bcn+8Ztqmp/Whok62KTds/V5Ts+zyHodls4vTp06jddlvfwqEL8aZxXouDBw9uUDT9bfZr9Uu37sddeyaylRBAdUXL3gAAIABJREFU8kbR7NPS/PXX6+v6Pfl8UFJgLFD4Fw9+GHPNpEXIhbmwI69FO4afrPL3jVWrOPHAIZRLEvOhxmyjhVFfIbYWwgI3T1ZwZbGF0z+7jNtvGofv+Qhjg099ZA8+fmA3xoLka0tSLHs90tXfP33zzLqe+2a61jx2NYc34vgclPXEeuveKbSs6Nu+/OHnpjtWk44oD/t2V+FLAW2BkrA4c2btx+IgXtebbt2HwIhs64Ibxyuov3MFU7uqAJZmBV4t/tXEOoj8BZjDK7laLqeF4nx3gn27qwikgLEG586s7by62a/r1NT+rCPIZucv4FYOFylneyl6/EAxn8Owc3jv1P41f88w9bs/GnXk/iiv2WzCAGhE8bIW4arsTrz54+aWvfvx+G9/EMYk5+v37izj8d/+IJpRjB+/0fv9Ztg57MpxP+w4+h3LFsM7lof9muStFAtz2I04mMMrczmHUy69Xiu5Ze/+PntMuzU2nNoO8Q5zXM2lvB12LDwPr2zY5+HNHJPYO7UfkU2K3mmBOh27WWsdIx9D7bbbVmztvVl/283Omxv3TCFYYSLAmTP15DWNl28Zq4QYaE5vxNjaphe8a7VasIbW40cA7AfwNSSty99fq9X+ZwD/FkA193VVALO9fkC/J9uMNEpSZquNpRBQ7b78g7rYWqtGqLNVsemAwxP33wHf852K+fTp0zh48GDWsrRX4dCFeNM484yxaLRiVHwPjShGpeQNfd/mzX6tGqHGE/ffgUdfeC3LqzA2PVuam2uIZ67Zwl17JvBrH7i+o5hebZ8wb9gR4KUzyV6vT9x/B8ZHSrB2bb/PGItmK86Ok7R1etrafLbRwscP7IY2FmXfQxxaWGsxOeYn5wKbdE3ofj2euP8OZ88NvfLYNeuJrwjPK7XWWNe6V/eI8tBoxRAimUnnexJKKSdfV62TG8NFHSMMk5W+tet3dKyOVe1VvVeLw6UccPG13kjrjXU1uQwA803d0Z0gXdntryOPN/N17fV8tkL+AqvLYddiXquixw9sjeewWfq9LmGk1/w9w5ReD3ffHy2E2rl4T58+jZaxOPm9n+BLv/UB7Ns9hrMX5nHyez/B73z0VmfizR83YaRhDGDaSxGMtZBWwJPDz4d+v9+V437Ycbh4LA/7NclzIRbm8MqYwytzIZaiXb/30wjdy7WVMN6N4fo5GBh+LDwPr2zYsWzmmEQY6Z51DLvK39svhrlma8XW3pv1em7238pYu2Ih/+DBg2iEOtnOKlc/TVd5HzhQG1g79414LTYs0lqt9pu1Wu3HtVrtbK1W+5u5//Xian9GvV7/Xr1e/0C9Xv8EgKMAflSv1z8P4HsAPlar1cq1Wm0ngIMA/mIt8fUrYbq8LN9Y4NEXXutoEf7oC6/B0Q54kO3C4d17J6GkyNpGu9oGxhiLSwsRHvz693HgsRfx4Ne/j0sL0VXbPBSdJ5I9G75y3+2oP34vvnLf7bA2OXl3DBYJwC956/49I8rDM8eO4JNHbsKOkRKUFNDGZm3Gm9rgzlsm8PA9t+LRF14DIFAJ1vb7pBQdx0l36/TTP7vc8fXWAlF7L0UB4E9+8DYslr8eY4FyevsAKo7VFAh77dWtpMCI8uD7yqn2z91is/T8SlJkq2NT6YWhy8+Brk5rg7lmC9JL9jH6zusX8PBz0z1zeSHUCDyBnWUFbeFsHvc7NrvzN5lw4lbsRNuZUjK7Xk0Za509TktS4MTRQx33RyeOHkLJ0Rukiu/hb3/0Vrx3ZzlbMf23P3orKv767wk2k0WyIv1z33gVBx57EZ/7xqtoRHEh95ojIiIiIqLh2WqtvVON8Or3R+mWsb0UrZ37Ro4MPAbglwF8GMDDtVrtM+3PX3M+1Ov1nwN4EsBLSFZ7P1av15vX+nNdVwm8Pi3C3Rxw6FVIdblw2GjFeOT5H3RMKHjk+R+gscKMl61Aecle1hOjPoQAJkZ9+J7Ev6lfwJ2P/z/4W8/8f5hv76vdCNf/WgiR7Oue7qWt2/tg5LcUAJDt9VoJvBVnVvbTeZyIjkkiv1rbjSg2mFmIYOLk1F72PSy2Yrx87l08/q9O49/VL/R8Pda75wdRajXF7l57dQdSFKLIprVBlJtNyb2Pt6Zeefz+9+7Ew/fciuMnT3XkcjpRI93v1eU8Xs2xOaI8Z+Mn2q4aUYx/9t038bPLTVgL/OxyE//su2+iEbl5/S6QFJG/9qnDeP3L9+JrnzqMiu85O2CSdm7JT4LNf941+RXp9cfvxZd+6wM4+b2fOLtHOhERERERrd9mLlRUSvYtDBf57mI1e55XAnfvUddqI1uaR/V6fQYAarXa3wDwb2u12k+winyo1+vnAXxkpc/V6/VnADyzgfE6rxH2axGuMVYuDTGy/roLh8rR1QtAMvjUc0KBoysYNornSSzM/gLl0R0AkBWeD753J+qP34ufzjQ69rder1AbKE9gYtSHtUmxO90b3AKABZQn4Je8bHXrqL/2U1L+OOmeJGIsMB9qGJsUbNIihjYWd09dh7/8H38db80uoh1O9noESg6sVQdtPfkCoW0lq2Gf+vabOHH0UM+CWrpXN4DCFNi0NphpRLiuGixbHZvf+9jlgidd3UqTNpLJStNZLgftHF7UsfN5rLVhsZuooEpS4OiHbl62x7SrK6Y9KRFbk3W8kkJACgHP0clgFskk1dlGC9VyCbONFsYrJWfv6Sq+h8/8yh5YJNcd1+8I8Jlf2bPl7+eIiIiIiLajRqQ3/d4vig3KSi7by7qoPIG+e56n9Y9GuPmv66Bs5J32+Vqt9nu1Wm20Xq/PAbgPwD8FcNsG/o5txZcCTz7Q2QLvyQcOZYURujYL7UJpXlp43erevXAB1XIJUohsQGhyLJmoMDnmwyJp2XEtqaZE8jPGyqqj9YVtt8gQol2Qbmo8+cChde+fXvFVdpxcnAs7/qbGAj98axY37BjpaEWS/v4oNpgc8/Hmu/P4O89Nt/cYL7HYTeu2ltWwgRSYCyMAQKnkISzIaqT0OR4/eYoFwy1sNR0K8q340/x1/e+ePi/mLlExFW3F9KKO8fsvvdGxIv33X3oDi9rNFemmPSG1YwKzJ5zdUqulDUJtOlqah9qg5eiKdCIiIiIiWr9KoPpOHt6IScWxBcpK9iyautr1ajX+f/bePUqO6r73/e5d1VU9PU/PoBEgIfRAaguMLCSBTWLDStZKHJKb2NeEG3EMguQEFM61pdwH9y5i3ywFQ7hZrJUTyMpxhM45Acm2lIPN8bGvTQj3OBeMkW0YoYBBbtCLhwx6zDCa6enuqtq19/1j166p6qme6Znp6a7W7M9aWjPTmp7e1f2r1/7u7/dnGRQGIeEcn0FIzKWcm4MJMa00cjbvjwC8isAoWSgU3gXwawD+CwDk83m7ga+1aOi1TTy2bTPefPAmPLZtM3rt9BZfu0U+5CwDf3VzvOf4X928YdE5AkqunIhzmS9d1rYJSgiyJp1zD2/GOEYrDHfvHcK+gydRYRwZSsKVUb4Q6DBo0B+CYKDTnrPITKl8/p47tuCiLiu2SCRnGzVjzaXDBnjq0Ht44Pu/WJSfvaaxzOyGHYmJ3RMeg+cDzJ/c98rMT/UFVHQbXzo5gkNvj2jB8AJjNv26o1H8nbaZ6kUbjHE4LgvHeuid5NrNBNuj0WjSiUFp6JIG0u+Y7rRNPPrDo/jM3zyPNX/2A3zmb57Hoz88is6U3tMZBICoijQXSG2LKh1prtFoNBqNRqPRLB5Kjo+iy1A4PRZ7vHB6rCFzOVzUFkw5T+987XTUs0BgLibEtNKwmYFCocAKhcLjhUKhFHnsdKFQ+NPgx6cb9VqadGJlDDw59G5sguTJoXfnLJouNCXXx3deeS82QfKdV95LbQ/AhYBzASuIhvziNw/jmvufxRf2/BRO0Me85PjgQshY8FlMHCn358Hjw7h503JkA+FLid5KGMmaFLZlzvugSimR/eIpxUCnjf/wbz6ONx+8CSWHhbHmR94/j6LL4AsRjsHjAl+47vJF+dlrGke9AqFyw9qUwMwYMA0DGQNtI3pXC/rXruzHnY+/jDd+eX6Kc12L3e3JrBIKDIKerInRCkt9/aoIfsef7Dm/+7kTsdotVqTYPVaRCzY0Gk06qTCeOLlRSdlxR9FuiVLRSHMhgNGSB8ZFqhcw3/ErK7G0x9aR5hqNRqPRaDQazQUOJTKOe1lfDtv3DWHdl58O52BzDdCgcrb8GxxTdYx2hHOBMvMXbIFAGmnmjPSFs0xAk0jJ8fFPPz+Njfc/i9X3/QAb738W//Tz0yg56dx5lNC767uvI/+Vp7Hru69j63UrFlVkfMll+GHhDLpsE7tvl0kCu2/fjC7bhOPLfoPrvvw07nriZQxPuHWL3sr9KSGgkJNnFcYxXJx0WgPAeMUD86VgyIXAeMWD78990pJSgg/ePRnEtZvgArj3yVfxa/lBGJSgtyMDIQDuCwwXXRRdhuNnxxfdZ69pDPUKhMoN22EaoJSGF0zVorcXLDahBpH7Rkom8JO285GtMk3hj/cOYfu+IZwbd2BTAppSl51memabUJDJGPC4COv36JlxsBTWbzSCX+2Lqn53P38Cm74qF3pVPB8EQH/O0gs2NJoUQwmwpDsbm9xY0p2dVxuehSRDSXi+VIlSae45zoWcQOrLZWJf0zq/4zEOAcQEehE8rtFoNBqNRqPRaC4sjKCFasaksVTkvqzZkBalpWBhMuMiUTidj2bRCkoug0VJ4gKBJB3E9XloFlQpvem8c61NM7PUUnqbnG6q3zSB9K4coAR4+JYNuPfJV/HSyRFcu7IfD9+yIbUTUAalodCrJsFNmt5IxIUgZ5v40v7DeGPXb8IPPidCAMfnIJAnEcYFDh4fxo79r2DPHVvQVUcEo3KzHDw+jJxtYMJhIJBO6w9LDnKWFPnKkP1ey56PjowRioATDkOHwLxFBxrEmv/Wx5aiwjhGSx5ylomRCRdmt43+TgtdWROfWrsEFiUwde9uzSyYWSAcirlhc5lJIa0DiNQ7APiwTRPnKwynRktYf3EPLErAOcd4xZ/cL5ocFc4Yh885XC4St1MdP5UICsx/v9U0n9n26wbi9XtyeBxXXdyD0QqTArg3eeIfr3gtrd9oBL+uX42m/aEE6LJNPPT5q3FZfw7vjpTQZZupvd8wDRr2HO/pyGCs7MFM8TUnDSaQRkseurMZjJY89OUyqX1/202g12g0Go1Go9FoNPPDMihYZJ7SpKRhwmPOMjHhTs4RRV3eEw6DDd4QYb1Z5GwTnucnamDV+MG9lUXl+wvIe0MmAMNvn+1uj1EuYqpLL6VzDQCkOKomoAoP3ISHPn+1jJlO6aArzMdzb56JRbA/9+YZVC7QOIckSo6Pa1f2gwMwCEGxIg/gBiGwDBo7Wbx0cqTueMAO0wjdLGfHnaBPIcG9T76KNUu6cWq0FDoCR0ouXnjrLIoOC93fFiVSZHNZ6PyuRL6fjQu85DDcvGk5ig7DfU+9hvxXnsaR98/HfkcIeVAXenJMUweXLls2qwjzDtOAbZkxIc00KTpMI+b0Zlzg1GgJ+aU9cgIXgBNcwClBjnPeNNdsUgx0khCqxsYEtLu7zZhtv24lWFfX75ol3XACt7dauMF8H27VcVod15tRw0kR/LV6zuv61WjaBwLApCQmcJqUpPYeifscFiUwggkFgxK5oC2lzoB2E5CjAn30a1oFeo1Go9FoNBqNRpNeKCWBjgG4gcvbroo2T0OaYb2UHL/uxQBcAHYNUZul9P41CR1pnnJYRIRTKyrSjGVQ9HdaIATo77RgpXjlh3I3RyPYv7T/MHJ1OJgvFJQr/18KZxL//8BL74bfz6bfoGlS9OcsPLZtMy7qsjDhMORsI4zEXbOkO4x73nngMD69dkno/pbRGfKAMVphOHpmHG4QNRs9wZS8+vrE5qxJsf3g8WEwLvBr+UG4PsfIhBuI3QK+EGEMb7vFk2iaB2Mc1OqYVYR5LcdoVDTsMA0QAnz8so/AFwIGmRTfXM/H0TPjGK3I/a8ZonetGOgksbDDNOBwAZNod2w7Mdt+3dVR39H67cqa6LRN5DIy7uiibhumYcAgsn2I5/nIUAI/uI5Z6BquFcG/+/kTeOP984n1axlU169G0yZQQkAJmfK9Zv60m4DcbgK9RqPRaDQajUajSTcTDpPzRDWc4800I80XGiT5JlGdOpazjQtCwG3mzN4bTXytRKIC18iEO8V5lDYEpOs46kDmQuhs+Aah3M1Rrl3Zn9qe4wuBZchY9/WX9MYWJxACeD7HM6+fDvsN/tXNG+p2eANSDOnOZmDQSVHk2pX9KFakOKLEb9nre9L9zbgA4wJOlds1iXpOMCrWfLKnuJwEU47vr//kJAhkdPtsxXTN4mJWPY4TBMIklGio/q5ym/pCnrOY72OswpBf2oNToyU4wb5RXsAkiplioKvFwpLnwyC6d3e7wBjH8lVX1HR1V9dyUkKBQtWv5/mYcBgyGXmOiArc6p86jlOCBa3h6fbT3bdvxg3rBkEIwDz5O2XmNz1qXaPRLC5GKwx375X90u7eOxQuYEsjXACmQWILmE2DpFZApgRwPI57vn4I6778NO75+iE4Hk+tQK/RaDQajUaj0WjmBueiZivaRrao7TCN0M1NAJQYn+Ly5rw9dAPV89zxOdQ6cUIAk2BKRHmx4rVghI2nYZWQz+f35/P5byb9A4BCofA/N+q15oJfY/W3n9Kbd0AK3oyL2Ap7xtMreAvISYfozkNJepu3K3fz9asHQlE3zT3HF4IK83Hw2DnZm88g4EJg74sn4XOBJ148iV2/dxUKD9yEXb93Fb7zynsouXMTKJQo8uitG3Hs7HhM/L52ZX/M/a3+qZhcJYDX+lj8QPSOxp1fNDgY+51S8HoKLhA6vm/etBymQWAQGVlScph0C2m3tybCbHsc1xIIq/+mipMGpEjIfB+jFQYzOH6ahoGdBw6DcYE1S7rRaZvhv9nAuUDRYeAi+Fpj5nq2MdBq7IZ2d7cF9bq6o7Vcz+eqerxHF2xEBW51HGdcwAt+t94a7ururqt2a21frdo1MwaKFQaLEl27Gk2bkXS/kVYcLrDzwOEwZejg8WHsPHAYTkoVZIMAEIgtuIZAaltUeVzgwM/eid2zHPjZO/BS+v5q4rTTvqzRJKFrWKO5MMgYNKYXZFKcVqqJo4/Di4uSy1BmPgqnx2KPF06PNdRUYZo0FLeZAHI15ozaxSxnGTTUPYoVBoMkO9fPDycnADcDNW+dz390xrm/mWhkdvPfN/BvNRy1+nvngcN46eQIrl3Zj0e2boSdTe9JLOpCVWN++JYNsAyr1UOrybjDsGP/5Hv86K0b0Z3SiHDLpGHP8cv6c3h3pIQu24S1iCa+Vaw74wI/3/WbKDoMz7x+GoQAW69bMWV/yWXqd3hXY5oUA502OiwTWYPika0bw5jZ4aITCuAKQoCu7GTtMM+HywX8yAGPGhRlz0dH8JFxX2C46KIv1w3f5+FKpZxl4tFbN4a1GXV8U0Iw4U6t25Pninjg+7/AI1s3YqDTmrLqSbN4UL2sq/eH6Xocz/T3lCgHFnfD2qYJgIUT4cplrfaFaFuB7mxmxrFfumwZXJdh1GHYGavxazDQaYFG7gZqxUDvPHAY229chU0r+kPB8OiZcdzy9z+JHBvSe17SSKarY+nqHppVLSfVMfN9lF2gL2uCA3B9MeVYDkzW8XQ1zBgH5xx270W464mXp63d6vFMJ3Yz38c19/9w8jrQSOc1ikajSYYAGEu43+hN6f2GOo9HeenkyKwXrjULAaDk+lPOFT3ZdI43Zxn43DXL8X9++9VwvLNNpdK0hnbblzWaanQNa5qJFGRpzMCVZtppvJQADuOx+ZJHbt0I29ZzgGlHH4cXHznbhOf5WNaXw/Z9Q7H7FavBqx1UWi0BCRs1ZyIu7wmHwQZHcwO0F5bi+DgGBy9G0WFT7gd7F/B+kDGOD8vulH15oNOeMvdXDw37RAqFwnOFQuE5AK8BuBTA5QBWAviVRr3GfPCCeOTdt2/Gmw/ehN23b8ap0VKqV39HXajKEXDvk6+mNlKOcYEd++MOhh2BmJpGKh4P3c3qIuzgsXOoeO2xOqcRRGPdvzX0XrgA4LZPrkTGpHhsm9xfHtu2Gf25+Yu+lBJ02WbY4/uKwW705yx0BoL0sbPjMCmBSUkYFVKsMDDPh8MFcraJbGSVVdnzcXa8gpGSi6NnxjFScvFhyUHRYXAiq6woJRjotLEn2B7lMAekcyWpblcMdGLfH12HDsuAEDLWYz6rizTti885shkD37jrEzj0f/1G3T2Oo0RTCMrMh0VJ2Jv7fIXF3LCmYYQO2GgagnKm2pSgw5x+IpcxDtdlyNg5VHyBnVNq/BWUPD/2+/XGQB89M441S7pjxwbtkE0/M9WxcnVPV8sz1bFtmsgY0tHocRGmdRQrLPyn6rhWDavadX1eV+2q59Tr7DaoEV4HdtlmQ2OvNBrNwuPWuN9wU3qNFr3mVKjjbRrxajjS03rPXHJ9DE9UYvf4wxOVOadSaZpHu+3LGk01uoY1zaLd2ne023g9PvWec+f+9F77aCbRx+HFR8nxIQB02Wbs+r9rARY5qLTanC3nrlwuEoXUNCfDzkXHcGtoqAu1X6n5vKR9ueTO7Z55IaT5bwF4E8DVACoASgvwGrOmwzRw1cU9oWuOEOCqi3tS3XM0ZxvYfuMqueMGrqtD74yEO1rayNVwMORSurKKEuDq5X245+uHYg76tF6ELQQq1v3eJ1/FA98/ghvWXYQl3VnZy4ESMC4wVvZw8Ng5bFnZP+eVNUmYJkV3IKiYJkU2Y6DDMmEZFD7nEADs4LVGK3Jl0W99bCk+u3EZRksecpaJ4aKLS3s7AAAdgzLuucMy8MJbZ/HptfFYc0oJurIZMJ/DICR0fNeqWyWcbN83FLogl38kV5fwz7mAF0SpuFxM6dHcYRrhNqp43zAimlItHqaEqIjm+AzPv3kGu587gUe2bsT2G1fFehzX64SdcFjo5gYQnpeyllw5aBACixJ4nh8KcY/fuQUGpSgzP4yc8TkHWHKMOGMcrs/hCwEharvLlPtpNmLh6x+MTY2G1vWaehjjcAMBOowyv7Q3rON6XN311rEvRLiy1guE6VzGCAVyQDoIfc7huxxG5Jg329qtHle99QvI60DL0MdbjabdaLf7jQwlYVpKdIV8JqU3HJ22iSfu3AKn6vrUnEfK00LSjvf4Gkm77csaTTW6hjXNIroYDUC4GO2xbZuRbfHYkmi38bZbGo9mEn0cXnxQIntRZxKu9c0FSGY1TYpixYtpFNVEE2bTRslls77v7DANrLqoC74QmHAYurImrhjsntF4NR0qwZEjroOoucKac39z3JcX5NMoFAp/AqAA4DcAfGQhXmO21Gokn+YG857n41dWDcR6UfzKqoFwAjltRN3CimtX9qPkpHO8tklxUacVczFf1GnBXkST35QgdHUXHrgJlMieDspBTQB855VTuOcbr8xrZU1dY4m4v23LhG2ZsCwz1vtw65bLkDUpBrosEAIMdMkY5QrjGC66EAIYLrq4fs1FyGaSP8eKx/Hcm2fQkTGw+/bN09ZtV9YML87XLOmW74HnT7tCinOBiufDF/IgLgTCPsc8UIeoQeBG+pKrcZcYD3uSA/KE4LgMjsswXvHAGMfyVVeAC4FK8JjqW15xWdv0DmkHZup1vGlFfT2Oo39HHbutjBQFDYJwQnZ4vIK79w7hfIXBF4AvANfnYL6P8xXpdlUu2uj/uy6DW1UjZeaDBRcQXVkTR88Uk2vc9esWCzOUgAnEItwNQvSEchsw3Wes6riehIJqsduLCNwCmOL2VnWqajXpcQIpfKvj3Gxqd6Ztm2mxRr39yTUaTbpot/sNk1LkLANfu20T3nzwJnzttk3IWQbMlJ4/WY37zFqPtxoeLCCNIpDue3yNpN32ZY2mGl3DmmbRboJsu41X78vti/7sFh8GkXPojs9jeplJsGCic84yw+MXRzzW3JmH61mlG45XPOQ/+tFwTreRzEUwdoP31jYoRLB5IpjXm4ubXYndSQ553+fotM2G78sLUgn5fD4LoBPyfrNrIV5jLjCB2AfFUp5wQZA85nT6ASbdwtevHoBJCa5fPZBqx7QQwFiF4e69Q1j35adx994hjFVY+H4vBjImhWXEBWTH5/C5wL6DJ7Hx/mex63tvAGjdKjklTB9/6Ldj8RlKJK4weSC+76nXkP/K07jvqddQdBjcGicJ5ez/0VtnIVC7bgER9hRXPZTVRfqEy0KhufpgX3IZGJdipgDigiHneOGts2G9nQ9Ewx+9dSYcty+AMvPDSF9fAOcrsmdyhflhD3OPi9hJ1uMiJpZr5s60AuHl/WE91BLMqmOfM5SEPeiVYFgtZAsQPLr149h5QLaBUP9MwwgfW7OkO/b/6tjKIjWixq1E6WKF4Zmfv4+/ujle44/cujG2km46sdAg8lhZOD0WbqN2x6YfVYfUIBACeP7NM9i+b2jKZ9xhGrAtc9paVot2WGTRBoApAjcXQH5pD06NlmJ1XF2/NLghYYHwfb7C4PhiVrULQIvdGs0ipN3uN9px0XWSgJxmzlfdz52vpDMuXhOn3fZljaYaXcOaZtFu7VHabbx6X25f9Ge3+DCo1DEMQsK5oIU249Bg7h2Q7XwbEWsedTzbkbn9MvMbOq+vIuBnAxdS7E6CzUHwLjPZprZWj3X53oqG7ssLoV79HYD/BcA/A3gXwAsL8BqzRkBOrvpVqz/SfAPfbmM2I27hy/pzeHekJB27KT3RlJlfM2ane5FMhJdcH//wwgl84ZMrAMiVmOMV6fb7p5+fjv1u1PW80DDGwTgPYy4Ike7o4aKLvlwGJpUi8e7nTuDhWzagryMT+xzvffJV7Nm2JfFvWwZFl21i/SW96LJNMOYn1i0AHHrv8DXCAAAgAElEQVR7JNz2YoWF70GnbYL70r1NKMF4xYNNSSz+EUDs+wrjMCnBr+cHYz0Rd9++GZtW9OPg8ZfDcavnqcUXOw8cxn++cwsIlGtF/oeVMeA5DE4gOi3ry4Vj12LO3KjHMapu1rqzmZrPtTgJhbUwFt1h8DwfzPfh+UDGQCgEbt83hMe2bQ7F9CjRx146OYJcxgDnHEwAXhD9rGpJjRsAjp0dR35pD7ZetwIHfvYOdv3eVbhisCuMjeFBvU4nFjLfx9Vf/e94/M4t2HR5vxYM2wQVDR5dwHXdygEgUivqs5yujsvMhx0s2AAAM2PAcVjYy31ZXw75pT0onJ6MCgcmkwCqUfXr+jysXUCO6Rt3faLu2qWUgDFeV/0OnTwf1m4xOL/p2tVo2pd2u99gQiZgqMOxQWXrEiYAq6Ujq835oJVQNIK9rwnX/3MhmgQFxO/n0vr+aiTtti9rNNXoGtY0i3Zrj9Ju46U19uWUDlcTQR+HFx9lJueiovNPhdNjuGKwe0G1HDW324hYczXnZlOSaGrlnIPVaGE5W+YSAZ+zjYalS6t5Z0AaaEqMI2fSUOBnnnwfXC4S9+W5pjA3/M61UCh8W32fz+efLBQKY9P9frMgAEqMx3r/9uUyyKV40pNgsndxO0w4AEDOpDAibuFaB4I00G4xOwtBLmNg63Ur8MVvxmvMNsywt3ez+5tXi90TjnRMF12GI++fx9XL+9DXkZkiEkeRbvTk3hIV5uPgsXP41NolIMECkmqXe4YSjJZd/PHeIeko3LoRx86Oh87vkuMjZxsgLC7EHzx2Dl/afzh8H984MRz2fM7ZBiAQc6lXi5tq3MUKm/K4AXk8GHp7BNevuQijJS/sn2FnDFwx2A2DSAHVF/6iWbTRSOoRu6O9jqufF33M5QI2JVMcXASAbZoAGEzDCI836tijFleEv08mF1xYBsEbu34z1uM4KoRH+zPnl/ZgWV8OhdNjWH9xD/7wU6tiPVIAeaEIhmljzMsucP3qAfzx3qGwrqeLvtakA85ljURrYllfDp8MPsvowoUo0VqOXoA6VekEZVf2SFXO6SSBu1jlsFP1W2Z+rHYBWb/11q5p0nCc9dTv7udP4KWTk/Wby2gJRKNpd9rpfqPWhFtaJ+LaTUDW93PtTTvtyxpNErqGNc1CtUfp6chgrOzBTHmttdt4TUrQl8uAEIQmG017oI/DiwceuISX9eWwfd9QTMeo5R5uFKZJ0WlIM0hSGvNs7u2i7QJr1aucS57/vKtBADeIgFfHtZki4EvO7Pt+16LkssmF34RM0WGdYO7cDP4NVO3Lc42pb/idYD6f/w1Ih3c2+BmFQuHXG/06s4UJwDQI+jvlG9ffaYFSpHp1fbtNOAgkx62n1ZGuYnbU+wugpnPzQsUwKAaCPubqYGtRgorPG7qyZjYwzlFhHEYQ6dGRMVD25MngU2uX4IW3zuLTawfRlZVCTZK4LZ3YDF1VnyPnAjnbxJf2H8ZXfmc9PnfNMggA3baJcrB6yQ8Otp12Bm8+eFMoCpVc6QT3hYwSPzvu4B9/9g62XrcCH5YcmAbBp9cumeLePnj85fB7Sgg6I2OtFjfVuA+9PYLNK/vDE+i1K/vD48GebZsxWvaQzZCYg1MIAIQgl6Fh/LCmfuruBWwQCM+FaWZjz4s6udXzr7q4J/G1TAL4gditPn917Hlk68bYzZXDGP7THVvCiyeHx4Xu6POj41ZiYcdgd5gEwH2B7mwmtq2u59eMgR6tMJwaLcXcwNrZnX4Y46FAXV3LHYPdYa1FP8toTdichN8n9WztzJiYAIMTpBNU1yIQXEBTEqbSqBYtnphc3Vl97Dv09giuvLQ3sXaZN7mgxHFZ2B5A169Gs/hot/sNoL0WMLebgKzv59qXdtyXNZoouoY1zYILwK/qvegLASrSOe+jx6tpFvo4vLgoeT4ygatfzfMUK6xpC1SUZjLfNGalv6g5t/kK6DNhGRQsMkdoRtLHkshZJjzWGId3LjKv6HLEdlgRzA96ng8KxIw29gxjnImFmPX79wD+GsA9kX/Tks/nP5HP5/+/4Psr8/n8C/l8/sf5fP4/5PN5I3j8rnw+/3I+n/9JPp//H2Y7KIPI3Prt+2R/r+37hlByfKRZF2q3CYd26zluBzE7sd6gWzcuutVghkHRaZkYLjrotGRtCSEP1tGVNTmTznllzWzgweKUsuvj7HglFLuV0/v6NRchm6FThMLqzzFnTe4nnAsUHYaSy1ByfFy7sh+7vvcGTn1YgkkJyp4PAuCXo2Xc8/VDePHEMAxC4AYHZWrIVUYieG/OFSv40wOHcesnVqDLNnH1pX3o7cggQwkev1O6zatjqLuyJnK2dE1Gx2lSgkPvjOD61QN49NaNeHt4Anc+/jIqLgtXOD2ydWPkeEBw75Ovor/DAiXy5ApMfvU5T21vpLRSr9iteh3/8tSp8Hl+4OBWiwxczw+fD8hJbub78UhoLkIHrUkJjp0dD489vVkTRnDBZBIpLppEnvjVyT/a4/jY2fGwRqrHrfosK7Ew6oxV23rkgzF02WbMwW4QGbWaJCJqsTDdzFTLnbYp4+SImCJ2hzUZ6c+tiPYUcrhAZ8aM1aKqZfXPDm4CVI9uJ+jjrY7l0dpV9bv7+RN44/3zsdp1g+O/wwU45xgpuWGv79nWrxa7NZoLg3a734guYI4uinR4Oqfi2q3vpr6fa1/abV/WaKrRNaxpFgaR9TVa8mJf0zqfrceraRb6OLy4yFnJSa7NosM0wgRpxkVsjqzemuPB89QcmwDg+hyWIX/uyppTFuA0G9rA+6iSMzmvqMyKJcZhU6n7TDhsQfbjhZj5e6dQKPy/hQjT/XI+n/8/APxHBI5wAH8J4M8KhcKvAsgB+L18Pn8xgB0AfhXAZwA8lM/n7dkMyq0x2eCmdLIBaL8JB0AKNFEBLq1xfYCsiYwBPLZtM9588CY8tm0zMgZSXRMLAecCEy7Djv2HUQwOtpZBYRASigoGmd/KmlmNRwCcA0Nvj+DS3o5wjADQ25GBQQl8n8dE4lzGwJ47tuDNB2/Cnju2wBk7Fx6gfZ9jeMLBXU+8jJxtAhB4+JYNuH71AD77dy8CEGH0iXK1f3rtIHwhT1iZiNBjUoIu20RfzsbB48PYsf8wPC4wUnJx9Mw4zlcYrls1gMfv3BJzb6vv1UlN1ZsSN29YN4jHtm1Gf6eFB77/C5iUYMeBf5URIwToCwSbNx+8CQIC/3DnFgjIvuDDRRdCAMNFF64vxdfqmGJNbRiTItrdeycXQ9USu5VgvHrNWoxXPFBD9hnpMGUM/dEz4xirMOSX9uDUaAlOcIzpzJgYDf4/KiJalMAgwJUX96A3a4b7mDpsMhEXupPEQuXm7smauGKwG/05C1cMVo07I93ntcTQwunJziPy+C1HUi0i0oSeL5r0UG8t9+csnDh+TDrBXRbr152hBM+/eQZ37x3CWMSBrRZuqD4+lFJ4nvzZNkhYy0bkvK9EbhZZqKGixqO1SwnQmzXx2LbNuGHdIAgBKq4PgxAc+WAsPP4KyF7f1THt1fXrMIafnRzWYrdGcwHTTvcb7baAud0EZIcLcMFj93Nc8NQuKNDEaad9WaNJQtewphmoObpoYqll0NS6WPV4Nc1EH4cXD0ogbhWmSaUQS4DOhPkl3+cJz4pTclnYs9qmBL4AsiZNFGgZm/nvTQef5/1Q0WEx43BxDnokJYDaipLDwATCWPOcbYbvRdJ+PB/T5ULcaZ/J5/N/D+AVBLPmhULhsWl+/xiAzwPYF/x8c6FQ8PP5vAXgYgCnAVwH4MeFQsEB4OTz+aMANgB4qd5BtdtkAzA54VAdgZfWCYda3QXmt3suHNkgpvrffSPe96G7Ru/nCxHOBYYnHAx02cH+IIW7TMJBxWyCuxuYXPHz6/lBnK8wFB0PS7qzMZe3zwU+dcUSbFk5gFzGAKUEXcH4umwT746Ph9tX8nzs2C8Xu5QcHz966yyuX3MRHvr81Vje1wHX5yAAKCHImpP9IgC56ogA+M4rp/DM66ex+/bNMto84tzuzpr4k31D2H37ZmwPvm66vB+PbO0NRXnl5LYMijLz8dYvz+OB7/8Cj2zdiFOjJSzpzqKvI4OyKyfsVIy7mZGOS4MQDBdd5Cwz7BduUgLTILjvqddifdYtw2pK9PyFgs85shkD37jrEyhWZJy8iqCv7nM8XpF901WccrWDNiouKjfthCMnY0+NlpBf2oOxIGY5v7R23LmapK2OLicEYL4P2zRrxpaPOy48X/ZGOXpmHGuWdIMweT6pK7KdEtzx+MvYfuMqbFohF1wRIm8AtWCYbmZTy8tXXQEAibV83coBQCBsoQIAGUP2nj8/Q/0Ck3Fw0esrtfgna0j3NQD0ZM2wdqt7F1ECHPlgDMv6cmC+jwlHPh7t9V2rb7cQBm5YN4iJSIy/RqPRtIp2jNzuCxYhzdRbLg102iauuf9ZsMiEjhksLtVoNBqN5kKAAOBCgAf3WfJ7ec+fRvR4NRrNQpCzWq9ZcAF0GDTRkQyfzyjSqohvixLw4O+pdMQpsebz7ONdcufei9sN5rGj0fHHzo6jY7Ab9TqQeSBklxiXoj4h4EEfApcLuI4Pi8p7tyTtcD6C90JUwwkA70OK1ZcEX2tSKBS+DcCL/Ozn8/nLAbwO4CIABQA9AM5HnjYOoHc2g2pHtzSlNJxwUCvW+7Jmal12FLJg/WDCwecCLhcLUmSNoMz8RNd/uUF9CtqBUuDsVjHf4xWGJ148ibLHQtFXQIoPzYgzB+SKn2JF9mgdensE/Z126GJmXMCkBD0dGZQ9Hx0mnTZqo+SyqsUuAlcv78PBY+fwkU5Lul65wB2PvwwuODwu0BGIL8rRferDEp55/XQoWh87Ox5zbpccP4wsV1+7siZ6s2bo3O7JmrAzNHRQrr+0Vzq6cxY+krPD3uCUSHc283nMWe4L6V7Jf+Vp3PfUa+GqKs4Rq997n3wV2tBSP4xxuFzETt5XXtqL7TeumiIQThddrkS3nQcOh+Kber5yZq9Z0g0WJI2o75P+Rd3c0bjoY2fHYVMCz5cO1t7A0a2in70g+tk0DPRkTRROS7HQpNJ9q2LUpxMLme/jxePD2H27dNqqv9udzWixO8UwxjFe8ZAJauH5N89g+76hOdcy4wKbLu8PFwWquqqnfhmfmkYQTSRQvYgMAniRiPMO0wClNIz+tzIGrhjsRsYAPF8u2Oi0zbDXd1L9GgRw/cn92dIR/BrNBUmty5y0Xv60o2P6vfPl2GPvnS+n1jHdjvf4Go1Go9HMFkoIaDBJF/0+rejxajSaRlNy/ZZrFjnbmNf9aMnxw9/zuAj/XpLDeb53X7l5mHw7TAOrLuqCL0QYtX7FYPesEmVLrrwfy5kUHhfIWgZytmzzmbNNqNthivj8oE3nnzC6EPbmf6n62cvn88sLhcJ79f6BQqHwNoC1+Xz+jyH7gX8bQHfkV7oBjCY998iRI4l/c82atTXd0rWe02qWr7oCE46HTnty9f9I2UWnncF7b02bFN9UKpUKjhw5gjVr1sYa3xtBbClQ+3NpJmqcivxHP1rT9V9rvOvXr1/QMQLNea/UezH5HsiY74PHzmHrdSvwxW/G9xO3NIETZ84s+LgAoKu7GwNLLkbWMvDptUswWvZw31Ov4bc+thS3brksNuHm+xwjox/iXNXYotunxPyDx4fxraH38LlrlmH9Jb3oss3wZPLSyRF8bNezOPrgTbGe4VFx2qIEJY9hWV8udG4/fMsGUDIZWa6+EiIdJ+u+/HToODn+0G9L4dEXMA35mOoNzrhsmm4QgHMeHujdinQoDhdd9Hfa+MrvrMeu772Be598FXu2bUFXNn6ieenkCHK2MW0NpbWGq/fPhWbV6jXwBEl0PG9a0T95kjUImOcnOmHzS3tQOD0Wim5qwYOqAdWTBUAsFUB9Xwv1HCGAY2fHcdXFPVjWl8PrH4zhqot7ZFR6xoDrMLiuh/dOHMOly5aBQPYND8VCKlfPCSCs6emcsWUX2P38Cbx0cijc94Xn4vixUwv3QUSopwaaUb9Ae9QwkFzHV17Si+03rArd3XOpZSAuGCi39mzqV9UfgFgigcCks3zCYeBuGW+dkDV26bJl6MjmwsUiEw7QmSF4/YMxXDHYHV7HqQSCSbGb4N8+8XLsvNXM2gXq//zTVMOtqNlG0u7jB9pzG1pdw2vWrE1eAU/Scb9Rzeo1axMd0wLpG2+lUgkc0z9KdEynZbzR/Wbt2nziPX6HWft6uNU1nJb9vtXjWLNmbc3/a9W4Wv2eRJluLLqG0zEOXcPTk+YaVqTp/ZqO1SmstelYDONt5bxamuq21WPRx+HpafVxuNFzEqvXrE3ULLJGbR2nHmYzhuWrrpDmCgL4CQL1TH/n8tVrIQD4wf1syZFmjRLjEEBkLozNW7O8bNVa1PKA1Bqrei8uX71Wpn1SGt4XCiH7jX94fqoOk0T+ox+F5/mxXtylYPtKgbu7xHgYcR7lrTp0z+lqeCEE7wcgXd1DAK4B4ALI5vP5PYVC4eGZnpzP578L4H8rFApvQTq5OYCfAXgwn89nAdgA1gP4edLza21syWHoqZpsyARuo2ZdbM0W12UoE4q79w5NEenTNOYjR45g/fr1cF02xc2tfk7DeNU4FeMVr2bEYCvH26yTzvr160ORNioE9+esWASuRQky3f3o6OoN48MXGs7lCiICgnuffBUHjw/jiTu3oMQ4RksyVloIwMwYyHb2YN26j8RWc0W3T4n59z75Kh74/hHcsO4iLOnOgpCg/4dAWAflwF34zM/fx69esSSM2s1QAoNSmIYB0wA+vXYQKwe60GWbGKu4eGTrRhw7Ox6LLo8K7YCM9KUEGKt4+PHRs7hx3SCKFRYKpCYl8AG4kW0EpCje32lBQOD3Ny/Hru+9EQrbymmukI7z1tYvMLcart4/FxLGOFyfQ4jJydxqwY8FkfLM80PXdZI7OtrnWh0/VA2YJgVlHJzzWK1Vf25RVGx5Z8YEE4gJ3R2D3TAzBpyqqGb1vjHGYQg+pa6OBGJhp23WFLtV1Hp1/LVpZtHbUzu+upE0swZmIu01DExfx9KhPTTnWgYQcyDWW78A4PPJ+gUQ9uiOxpd3mAYoIbKGs5lYjbnu5N8XAng9iDa3KMHRqhp1PR9l12957QLpql+gvhpO25hnS7uPH7gwtmGhqPW+uC5LnGCY7jmtxHFZokBvkPSN98iRI9NGsKdlvNH9puIy5CwDX7ttE3o6MhgrezJRhPOWj7fW66dlv2/1OKLn+2paNa5WvydR0jAWXcPTo2t4etIwlplePw1jrIdatUaQvmsJQI+3UaT9GAy0fiz6ODw9rR5Lo+ckHJehyzZjMdvKaDmf7ZzNGDgXYMyvKVDP9Hccl6EcRHwTAnRYBhyPJ4rLTADr1uXn7F4vOQyOz5FJcEtnDJo41qieYhs0MUW2p7sXSwYGZnz9YoUhQ+Nx7YSQ0LQCSPe3U+XuBua//y6E378EYEOhULgVwMcBvAPgYwBurvP5/zeAx/P5/L8A2AbgzwqFwgcAHgXwIwA/BPDlQqFQmc2gDAJUGA+jkYeLLiqMw0h5SklSpHmaqd4P0hl+J2m3iMGFgBLg4Vs24JnXT+PUhyUMdFmgBgEhwPmyB58LeFxg3Zefxl1PvIzhCQe+v/Bd2Skl6DBl1IVy4TMBFB2GI++fR9FlGJmYjDkveT64EBiveLHxUSL7yXbZJh76/NUoPHATKKEwCEGxEogikTqouPLguvnyfmzfN4R1X34ad+8dAhfASMnFhCO7LxACDHRZ6LJMdNoZ9OcsXDHYjd6sjB8HmXxvVX0dOyv7infZJtZf0gsrcsIiBPhgrAxUbSMhMm6YEKA7m4EAsOt3r4wJq9H6ffTWjchZ6T5GpAHOuayLSJR50WFYf3FPKJhVC4QTDoNlEOSX9sQEY/X7asGDHRG7AUjRm1LYQeKFWhxhBj9X/1Ox5ROenNBX0eVmEFethO6kqGbTpLEYHABhtLnsg8ymFbujj0vBUMdBp5mZ6lgdJyilYU0DwPB4Bdv3DU1Z/BDWPiWwDYLeoIXKbOrXrKpfFV2eqaN+ASniAwiP0V1Z2Q6gyzZBAF27Go2mZrxZWls+1bqrSOvdhlXj/shK6f2RxwXu2juEjfc/i9X3/QAb738Wd+0dgpfSCHaNRqPRaOaCURV3m/a5bD1ejUZzIUID8ywhgG3QKYua69FMLIPC9dVcsw8u5N9KijVn89BgDCLH5fh8yt+dude4Me/7VZoQy+5zIecXg97eU55DKY4de2uer7wwDu8lSowuFApOPp+/qFAouPl8vuY7WSgUTgL4ZPD9iwB+NeF39gDYM9dBEciC6u+0QAjQ32nBpCS1kw3AZDxf0uNW84czI0njJUjveCmlia7/tE6YLQS2SUMx+LL+HMYqXrg6qVhh0tFtkLBH9I79h+X7RciCO71Nk6IYceFzgSDKe3Ms5vyzG5eBBY5w9TledvnlANRJRK66GuiyQqH6g7EyrEDs/tmJYXxy9UBYB8zzp0RPWgZFb9YMY3jdwAlODQIwdUFMcHbCxWvvjeJTa5fghbfO4vo1F4Xv7bsjpVAQUgsL4MnVYSo+8vCf/2a4jSCASUisjwXjAp+7Zhl+f/NyZE3ptt9zxxbkLAMl12+aA7+dYYzHVpcBk67YjsFueIFg5nryoiN68aLmTtdf3AMrY4TR5R2mEfYyqSVEA9LtHTpdDRr2Uo4iIBc6OVzATHLDzoAZND2O9lhhvg/PB3IZEhMGKy5DGUQLhm3ITHXsVlgY6Vpm/hRX96NbP44dQeR5dQw/pTTh86+vfgGEx8rZ1C8LkhAcLqaNh4rW6EjJ1bWr0SxCysxPXJxaZj66U7j/q55sSce0NJLJGHjjxHDs/HDonRHcsG6w1UNLpNM2a7ao0qQbgeSFH2ndNzSaanQNa5pFu8216vFqmoU+Di8uDEoTBWWjyTqOEqiT1tcyn9cUk3mNBbk5WxquarXtmg+WIV3jak4w2op4OkqBRjYfDIKYmx2YFPQppciZiJnMGjmftxAV8Z18Pv9CPp//63w+/yMA383n8/egRgR5sxBIXrGV5oOgEax2iLrSSyl2pbfbeCvMx78UzsAPDjg+F/iXwhlUmN/ikTUPw6Dots1QDDaIdFa/dbqIx398AkWXoeRMvh9qAmnCZTUP1I0kZ5l49FbpMpl0e0/GnN+8aXniqipqWPB9jgrzcfDYOZh0ssetFF+k0E8JcOfjL+Ojf/4Mrt71z/jCnp/C5YBlmejOZkKRxjQp7Mhj2ar/N4IT3WvvjeL6NReh0zbxpf2HQ9e8EtrLjKPCOLgQKDkM2/cNoeLxMP48uo0GIagwHhPzTUpgmRSUkMA5TILtCL5qsXtGpnPFdtomOkwDJc8HBRJ/jwaOVeWEVSfk6Vyrimgdqe+T/iXV30wwxuG6DBMOw+sfjIUO2U7bhEENdNkmDCovMrgvIASw48C/4o1fno9FWVuUaMGwDZipjm2DoD9nBZHnk89TCQVZa7LnfLSWLcus+fnXW7/2LOs3KnZ32iYEkHihDyBcqFHy/JjYXawwHD0zjvIiOn9rNIuVDCUYrTDcvXcyiWe0Mv8b8oXCF4ArROyY5goBP6U3oRMOw+7nTmDDX/wzVt/3A2z4i3/G7udOYMKZvp1Fq1AR7FFUwokm/dQ632s07YKuYU2zGHNZbK51bJoo5zSgx6tpFvo4vDjgXKDMfBROj8UeL5wea/o80Fzdz6Uax5WSw2rqk3Mt5/lqNo1Kj4262YsVGWUuIOcX5zL3XS8Nn9UuFApfBfDvAPwUwD2FQuEvAXwLwL9t9GvNlnKVGFtOsM6njWpXujXH3P5m0U7jzQWiZDQC70v7DyO3yBwBhkGRyxg4N+5g+74hfPTP/wm7vvs6tl63IlggMnmQlD2ipVtweMJdcNGbUoKBTht77tiCUjChFY05BwjswMU9MuGCB7OHWcuAw3j4GX976D1U3ElXtqpNx+exyMaHb9mAuc6X5mwDN64bBCEkFLB/529/jHeGJ2KCtYC8CPvRW2fx8C0bwvf44Vs2YLjohNsogogUAsREb58LUDIZ/aupn1qu2FOjpVDE/rDkSPdVEMHsen6s17Fy3FdHl7cKJXSPlNzQHbusLxe7CFRusjLzQ0FfRbDvfv4ENn31WXxhz09R8fymr4zUzB7GeM1e3KqOHV/ERHEVyQ8gFMWVINDKWo6K3R2mdIQf+WCs5u9nKMGOA/+KQ2+PYFlfLmw9oSLaO0yjiaPXaDStgAvAzlB87bZNePPBm/C12zbBziSvsE8DlADMF2ErnpEJF8wXc77eXGg6TCMx0jytx1fdokqj0Wg0Go1Go7mwKbksnO+sngdqduul0hwX1tbSm1Qf8qRI87lSS1yvl/ka6pphkpyOhil7+Xz+jwuFwn/M5/MPYVIh+3g+n0ehUPizRr3OXPED8agvl4l9Tevqes3Co0TJg8eHw8eUoNuV8l7pjcYwKPpzVizGm3HpRvnR0bMwKcG1K/vx8C0bAAiUHB879r+CPdu2AAQLGqWtXMycCzx668ZQFD54fDiM/TAowYqBXNjvWgghXehCfqa7vvcGtl57WZh1w4XAB2MV9HfascjxLtuEPUvRhwc9xDsyFBMuw479h/Gf7tiCh2/ZgHuffBWf/bsX8be3bsSn1i6JRcWvv6Q37Et7elyOxWE83MaOjAnboKHAWqwwcF9guOiiL5eBSQWyQMsF13aiVgSziihnng9Y5hQhUUVFr1nSHe4f9cSLLzRRsXDngcP4xl2fgOv56LLNmPNVLbSIit1KIFWRpToOuj1gjCe6tqP1qVouJIni6pgz4UxGnrdK6PY5B0E8wii6YGPNkm4Akxf6HMCRD8bwyNaN2HngMLbfuErXr0azCKFBL7LRkofubAajJXCL7EoAACAASURBVA99uUxqBeSMSeEwHr8HDR5PI5zL9hWx1j6UgHOOhQmHmx8cQJdtxiLYTUqgl4VqNBqNRqPRaDQXBjnbhBfMd1Zf9zd9LJYJj/mzbltVcnxYCbdTPIguLzHZkjXasnWui3jV+zVfVJtY1TZzwmEwycxjKrmtTWBr5F3ru8HXXwAoVP1rOZQAjsdxz9cPYd2Xn8Y9Xz8Ex+OpnRxpRxodv7DQUAI8fMuGhjl82x3TlE7vWHy2QbH+kl4UHrgJD33+anTZJnwhAAi8dHIEOcvAXU+8jOEJp2lu7057Mua84vpwuQhj6T0uwLhA2fWxY/9hKOf09asH8I8vvwvOBd4ZLgWRGRSWQWOR4922WbPXRhKcCwxPOLjriZdxruhix/7DOHh8GJQg7I1eeOAmrL+kFz4XqASCPDUIPtJp4eCxcxgpubi4pwNdtomcZaC/00KnZSKboahEUil8IeNbVgzkQINe4Dq+d/YUgyh5tRqw6LBQAKzlmmVcxPoEc7fc6s2YEgP96NaPT+uOJcAUsVv3Pm4/fM4Ta3j9xT3hZwkgtlCmupZdLmBTGXneSrEbmBS7Xc8P48yrF2yoyKOfHB+OLdS4Yd1gGNHf6PgjjUaTXgjkKviogGxSMqdYuWZQcn088eJJnB5zIARweszBEy+eRMlN5zWcAHDeiUfGn58mZq/VcAF4XLYLkj+L4OcWD0yj0Wg0Go1Go9E0hJLjp+Z+hAb3nklx+tPdk1IClH2e6ORmgVG3umUrE0jsWz4TjXi/lHnYY3xKO7GZxtTq9OSGvXqhUHgmn89/vFAoPJHP5y0AdwFwAPznRr3GfPC4iLnZ1CRwx2A3sq0e3AWCmnBQO6accBDIpDQi14yIklGH73wiI9odw6DoDgRfI8jTjgrCjAtAAN869B6uXdmPosNw8Pgwduw/jD3bNqNrgV2vlBLkLBNZ08CeO7aAEsD1BUZLHrosE0IAPVkThBC8dHIE3xp6D5+7Zln4GY9VvNj2PPfmGXx67WDYL2K2lAJH98Hjw1jSbYdR61wAlkmnvHcu46GDnBI56bn3yVelU14A3dmMFIOEAKUEBiX4sOTguTfP4LMbl2G46CJnmRgJXN5diyx+vxFkMwa+cdcnUKwwHHp7BDsPHMZj2zajwzRQZv6UCHMlvAEIheG3TpxCb09P08fOGA9jyV1f1okSC7OWOa079o7HX8b2G1bhykt7tdjdxrjTXMt4wWdZZj4ylOD5N89g93Mn8MjWjVNqufCLX2D9+vVNHbtapMGEXHiSzRjhNhACeI7sw51fOnXf8gWw+/kT2H7jKmxa0a9rV6NZxPgCAAFoMEtAg+vVtKZ2ZSjB1utWYOeBw3jp5AiuXdmPR7ZuTG3PcZcLDJ0cwddu24SejgzGyh4OHjuHT61dArvVg0uAEnnPwiLRJwYhi3YBs0aj0Wg0Go1Gc6FBCeD4PFFjMlvQTldg9u5ngwCuACYYn+JM50KK3RRTXePM57My5wGNeb94IOgnzkFaRqgfJVFyfLRyqq5hL53P5/9XAI/l83kTwMMAfgPA1QD+faNeYz50mMaUSdT80p7U9iNrR4xIxGD0q5HSCQeXCxw8di7mEDl47BxcbQkAANgmhct4rH+0SQlOfVjCM6+fxl/dvAGdttx/Xjo50tTVO2HMuQAYlzGR1CCghKDs+mFc/a7vvYFTH5ZC4dmkBIwLjJU9vPDWWVy9vG9eE2I52wxFbvWagDyxJL13OZPCC2ZkhQD+py2X4bc+thQ520DRZWCMY6TkxlZOLevLYeuWy1B0GO576jXkv/I07nvqNRQdBlf38a4LxjjGKx4yQV/u5988g+37hnDlpb3YfuMqdNomXjh2FnfvHcJYhYV9vaMu01aLayrK2gqc/Szi4FVu3uncsapf9xvvn9didxvTYRq4YrA7dqGpeleryPqjZ8YxVmG4buUAtt+wCjsPHJ5Sy80mmkjAggh+NR6fS3d3Zpr+84XTY9rVrdFoALRfT+yMSWGbVT3HTZraSPOOjIHr11wUu5+7fs1F6Mjoe2aNRqPRaDQajUbTfKzA+ez4POaOtgw6azG4ESj382wd2ZZBYRASzueqOducbYBi9q7xWiiNrvr9Mgnqfr9ytoEuy5yTnqoE9ySasUChka9wE4BfgWyl9W8A/GGhUNgJ4NoGvsacqdW7tdbjmrlhGRT9nVJc7O+0YLXgoFMvOdvEl/Yfxsb7n8Xq+36Ajfc/iy/tP9zy2IU0wLlAmfGw32unbWK8wuAyHx+9pBe7fu8qfOeV9zBekcKJ6n3emrEibFVw196Xg89vMsr8s3/3Il5462woPBuEoMsywx7as+3ZHSUqclfHpyedxDgQCo2+EHB9jj/YchmGi44UsH2OnQekY5xxgYPHh7HzwGG4XODeJ1+NPX7vk6/quMY6UK7oaLzzlZf0hkLgphX9mHBY7LHqCHOTkpaL3TyIsnZ8KW5Xi4XFSu048zc+GMMbvzwfCoYA4Hm+FgzbjKRaVkkEZeZPiaxnXGDT5f146eTIlFpu9rij8ftdWblQSG2DaRhhHH/Sgo3zFS/2mEWJrluNZhHTjpHmx88VY4704+eKqY00dxmHaZDY/ZxpkFQvsiy5fqxtWVrfW41Go9FoNBqNRjN7yszHiXPF2Dz70TPjLWv1qRzZSbAEoXemNrAT07SQmuvUfy1xvV5KDpuzntoIwX0+NPIVeKFQ8AFsBHC8UCh8GDye1vkHzQJAq/oQpNVtAVSLlZJWCrdpIdqXuhL0vd/74kk4no8vfvMw8l95Gru++zq2XrcC/+3wqZb2PudCTBGIS46PH711NrGH9slzRXAhQA2C/i4LHeb8VoJF+8B/+9B74Wve9smVsYO6+l0r6JHOuACB3Ee4AL76/xwJBWzlGFe8dHIEnREnefTxnK3dNtMxnUAYFQINQqY8pgRCO+hl36pex67LQrEw6oqtFgvVtlW7YykBlvXlsPv5E9j01WfxhT0/RcXzYaS01YRmKiqhgBoEQkwmFERj9zttc8pjqo6vXdnfklqurl+1HxYrDNeu7Meht0eQX9ozo7t7x4F/1bWr0WhiUEJiAjIl6b3h6DANLOvLYfs+md6jjtVpTRkzCECrbt8pSGoTuzw+9V5g54HD8PSqUI1Go9FoNBqN5oJAtXCsvqeyWiQ85WxjVoJnyZ0+aXH03On5DSjCTOJ6veSs+RlC5yu4z4eGWlnz+fw6AH8I4LvBz1cBWNzq4SKCABhzZE9j1aPu0Vs3ojeljmklVt775KvheFsl3KaJaF/q6HtECMJ+fkq0ve2TK3HjusF5O6XnSi5BCKYEuHp5Hw4eO4fr11wU9tCW/fwourMZvDNcQl8uA2Mek42+z0Gr+sBHe4SblCBDCZjny5iVBLHbIARcAN/911/KyHPbwLUr+3Hw+HD4OkqsSnq85LAF75verkwndisxUL23R8+Mxx5TPYVb7ep2fS57vARiYdQVm1/ag2V9ubCHd/W2KYFztMJi/VZ0jHl7MVNCQfRzrX6sGCRwPLJ1Y9M/86T6jdbuI1s3YueBw9gc2QfzS3tiTm6TSne3rl2NRtPOlJkfCrIAQkH2sW2b0a2PZ/Om1qLQzpTef2o0Go1Go9FoNJrZ02Wbsfmu6j7YzaTkMGRm8fo524Tn1ZZIi+PjGBy8eNZ9wRPH5rKaCwFm85doGwtkjbzL/gqAfQAGATySz+dvBPBPAP73Br6GJsW4XIRCqVphv2P/4dT2xDYJ0NeRifXU6+vIwGzf/XnecC5iIrIREXRv++RKjJY8jJU92JTI+MhATO62zZb0zEhy6SsRev0lvaG47XMBMxirGnOXZc5ZOOFcoOT5sDJGzR7hXAhwgbBnrRDAcNGNid2AFLl3/e6VoYD9yNaNuH71AExKcP3qgVCsevTW+OOP3rpx3qutLlTqEbuLFfleM9+f8lirI8wBhH26o2KhcsUqJ2xfcPFTKwr69Q/GdM/uNqbehIIJh4H5fmJ8uW0Q9Oespn/mSfUbTSHoy5p4/M4tM7q7B7qzume3RqNpa9pRkJXXsGLK92lkwmHY8etX4Jk/vQHH/vK38cyf3oAdv34FJpzpXRQajUaj0Wg0Go0m/TTKsdxIZjsfX3L8mmKzenyufcGnjM02ISDn1KrjxJvxTqbh82rYzGGhUHipUCh8olAo/EGhUCgC+AmA1YVC4ScAkM/nP9uo19KkkyS3rYxdTueEjgBQ9uI938qe37R4hTRS8vyYiCyQ3JddAOjOZkAJQXc201Sx2/dlvC8XIhYproRgx+eJY6YGxTX3PwsEY5+PcFJyZT/wkuPjge//AjYlYY9wk8qIDiHkggHl6P76T07ivqdeQ9FhMbG75DDcvHk5vnHXJ6TQahn4xl2fwCt//hv4hzu3hGLVQKeNPXdswZsP3IQ9d2zBQKfd1qutFoJ6op9D97NBkDEAgxqxx3qzZssizKPb0WmbyGUMdNpmGFn+yNaN2P38Cbzx/nmsv7gHDhdhrE+SWLhmSTduWDeoBcM2ZDYJBRlKwjquji+357GwZz4k1a8a/1UX92C0IvvRT7dgg1Iqt48IXbcajaZtUSk9UdSxOo0IyGvX0ZIHIYDRkicXbrZ6YDWwKMEffWoVlvbYIARY2mPjjz61qmXxhhqNRqPRaDQajaZxlKZxRreK2c7HUwKUfZ4oQitNRfUFT/qdpL7gtSg5UttiAlOE82YwU3x7M1iwGcRCoeAUCgUv8tDOhXotTTpot57YXg1H+mLu+ZazjJiI/I8vv5v4e2YL3NxAIHYHE4QTDoNl0Fiv7oc+fzWEAD4YK0+6UYI+xiXXb1g95gKxGxB4+JYN+O+FMzAIQbEiRW+DkHBhQG9HBgYl+IMtl+Hg8WHc++SrUGK3iji/e+8Q9h08iQrjGC668kTEBTwu+42PVzwIIdBlmygUfoEu29RidxUzRT9XR32/8cFYTOzuMA3YltkygTBKmfmYcFj4VTlgVTT5p9YswVhQawJIFAsFoF3dbcpsEgoylMD1ReyxDtOA1cI6ZozXrN+rgoUaqh/9dO7uMvPRYRo4cfxYS7ZDo9GkE18AvEp+5RDwU3r5nqEkMb1nNhF4zYQLwDRIbOGoacgWPGlEQF7jRxcwl9zFvYBZo9FoNBqNRqO5UMhZc29HutC4PocvRBhB7gsxxcnNuYBBpOg8waYK10rwztkGKJKF6llFkRPAqSGQz0XPqWcbo6TB+NrM2dB03tWnmJmiDtJGkts2zT2x282R3gwmHBbrS33bJ1fC8XlsZZFt0pbElwNyRZNlUFQ8H0fPjGOk5OLgsXPoDyLFP6Lc3JFe3TyIFD92drxh9ajEbj8Qoddf0gsr8p4IAJZJ4QVR5kq8Pv7Qb+Nrt21CNkPDyOF7vn4IB48P4+ZNy0EI0JfLxOLRVRT6uMNmFWGymJhN9HOGElR8kdqYb+XutikJ4565CGL6L+6BbZCwH6hyxyZhBO5Y7pZTs22amalH7FZpBD1ZMxS71WOtiC9PGn9S/SqxO9qPfjp3t04k0Gg0SWQtA1/5rz/H++crEAJ4/3wFX/mvP0c2pRMhBHKSJtpCKWcZqb2fMwhAq0ZHQWCkdMBesIgquoB554HFvYBZo9FoNBqNRqO5UJhwWCoXs9YbQV5yGQhkgq5BSDjfZ1T15i5Ns531bj8PWroKgSl6TtRN3uhtjG9H6xcfN3MmsdXb2nYIyEmHaHEaTcrbnwvRfs/Kbdtlm6mdIGk3R3ozyFkGHBaPBDcIgUEIeBDN3TKxm3G4XPYR3LFfOnZ3HjiMe77xCrpsE+u+/DQ+/hf/jP/y8ruxXt1ZkyJrGvhIzm5YPVIC+EKK0QLydaghe5of+eV5/Mm+IVQ8KVz+6K0zIEDo3B4teXAZhxCAnZEToLt+90oZhR78vWg8+i/ePx9GoTsJK8EWO7ONflYCYVrF7jLz4Xk+HC5igrZJgLEgBloJhtO5YwEZ3f/LU6dasSmaWTKbOP4MJXB8ASszNaEgDWJ3h2kk1q8Su5P60SsIQctbCmg0mnQz4TCcHnPwmb95Hmv+7Af4zN88j9NjTmojwgGAEgIa3NBFv9fMn3bska7RaDQajUaj0WjqQ2kVSbQqgRaYjCBPIhpBXm9P7dn2BU+i5ErRPGdSmIERRSWdzkVPrHcbozTaYT4XFtWMoutzjExI0WlkwoWr3ZINZbp+z2mk3RzpzaDk+njixZMoeyw8CKvPr+LxlrjfVc9uJQQpZ35XdnKCK7p4Ydf33gABMF7xYBApcNIgmtEyaEMOrrZJQ3E6egJ5Z3gCD3z/F3j4lg0ABEqOj82X96PoMNz31Gv4+k9Oor/TCl1I3Jc9Ej93zTJQAAYl6O3IQAj5f8NFF8s+ksNnrlqKe598NbVxkq1iPtHPaRS7XV8uknADYVAJ2jQQC1UMtBIMf3J8ONEdCyA126WZmdnE8ae1jqP1q7alun6j2xftR1/dbqDV26LRaNJNu0WEt1tiV7vRbj3SNRqNRqPRaDQaTf3U0iroHBzLjSRn15fapYyVM/XUbkTrUqXbNKp/d73bGEXFtzfCYT5XFk2kubLgq7hg9TWt/d4A+YaVIz19h4suyoyndoKEC8DjPOydzIUIfm7xwGoQje6OOtJTOl+2YHAuUHQYfM6RoQRbr1uBL37zMK65/1l8Yc9P4Xg+PM6hBNxmonp2q31gZMINxW0l+klEbPHCj946m3hwtYzGxLEbBkV34MBWYjfjAh+9pDesI18IUCKdJ08NvYfPXLUUt2y+LPZ3XJ/jyPvnUXQYmED4t3whUHRZ+H+/v3l5ELefzrjOVjCb6OeMgVj0s0lJKkTCKGXmgwWuWFUHRz4YQ1/WhFcVAx0VDH92cjj8G6rWKU3PdmmmZ7Zx/GmsY7UNjAt4nl+zfqu3b/ftm3HDukEQApwvOSi7vq5djUYzI+0WEc6RvOg6zcuuuRCx+zn1fRpptwUQGo1Go9FoNBqNpn6sGlpFq6/2S3UusKXTpDUbCXNgs+2ZHR9TY3WberexmqT49mbeUS6IXTOfz68FcAWA1wCcKhQKAsBfL8Rr1QslgONx7DxwGC+dHMG1K/vxyNaNsLPpnVxlAqEzVI354Vs2wDIsWK0eXAI0WMExWvLQnc1gtOShL5dJrYDMayyCSKtAvxBwLjA84WDH/sP4m60bsaTbRh+Ax7Ztjgm5QgA+RNMnjxzGY/vA3966ETeuG8TDt2wIRb+dBw7j24few2c3LsNDn78al/Xn8O5ICZZB4QsRbkcuYzR0JZFhUHRSgnVffhpv7PpNAAhj1BmX9m9K5Mlm6ydWYKDTwoTj4/Efn8CjPzwaHoN+LT+IP3z8ZezZtiV0data/PTaJbhr7xD2bNsSxO1rtwogBbaRkjvleJ4U/Xy+wtCTNWFljNBBSml6IpMZ4+Cch9GbzPPlfuf7WNaXS4yBvvLS3lAwVNvKg9VbOg66fainjpPi+NNSx6p2VY0C0mnnBvUb7dk93aKUDtNAGUC33XrxXqPRtAcyFjz6fUpvNiB7TN/z9UM4eHxygdr1qwfw2LbNyLZwXLUQkC6K6nNTTzadEeFWxsDTL7+Lr922CT0dGYyVPfy3w6dw+/UrWz00jUaj0Wg0Go1G0wC6bDOcAy1WpAGk1eQsEx6bWWA2iDS0Zk06xfFcPQemDLsWpVJbwKRD2/D5jLrGbMX1mVDbWHTYlPvD3pTeHwILIHjn8/kvAvgfAfQDeAJS+P7i/8/e2wfJUaVnvs85eTKzqrq61dONGoFg9K2ahgG31TADOx847GvPyI71OHBgi2vQjOMuEDhs5BsbrHcuXs8sAZfdIPauhf/AQr67BmYG7eXO7OK7NjMehx3AeLUeIbmHATQloY8BZPRBN63+qK7MPB/3j8yTnVldVeqWqquyus8voqOrqqurTmW+eSrzPO/7vOVy+f9r8j+fBvDvy+Xyz5VKpREAfwJAAPAA7C6Xy+dKpdJ9AB4AwAE8Vi6X//tSxhVIlRII9OJrfqg3k4sNQCi8PvziG/ECycGT43j4xTewf/ctHR5ZfbpNQO42gX45qPgcD70whoMnx7G2140ygRQsSlKVplrAddssRiSPga//8xtw+5ar4sp8LlwMFJxYnPcDMW+nX3RACSBVuAjam7OXZXy62vxbh97Db9xyPWaqPPXl6wkJm1LsiRIKfv/AGJ66ewS/83NbceLDWRz44bv47c9uiqu3q77A0Q8u4qbr+tGftwGQ+G9P3T3Skn4eK4E5LurO57XWyFwBZyYryA/1IsiI9XMSbQMtlIIXjdmTCg4lmPOB/hwDs61UVfeeA2N44I5N2PHxgbRgGPVOztLnMzTnUnGs7fhdSiCBTPWdT8auFrQdi8RzsUvZ4sVuE7sGg2EF0209poOohUry+nPPgbHMCvSzHsd33zyHr/3F2/Fjt28exJ07rlu283+DwWAwGAwGg8Gw/MisikpYnAW5Hr9j0VR7Qtagp7bumV3vY/NFCN5LEdcXA6UEfhNN1W3weTvNcqwu7gLwvwCYLJfLfwzg082eXCqV/hWAPwPia+i9AH6vXC7/HIDvAPiDUqm0DsBDAD4D4AsAniiVSrXbtCl5ZqF0dV/6va/uQ55l1yK44Fp1F0iyamtsJQTk5G8rowKyY1t4aexMSqB/aewMHDub23c5KLjpPtiAglAKPpcpe2VGCYoOa3tvDH0MfP2f34BfH70OfXk7td90X++qL3B2ykOPy/DueAVSKnhCLnvygu4D/723zuHUhzOpLxNPSKioyvvQ6Qms7XVx8OQ4HnphDHNcYNvVRXzlM5uQZ1ZcvS2Uwi+UhvDwi28AICi4VlzhOdjjtqSfx0ogzyxsHepNfdGu7y+gkKjifuvsFGY8juF1fehxWWYENc7DnvRJG+gel8Vid4/LoBCK3V50DDaygeaRfbQRDLuTS8axRdCfY3jr7BSCKBY6vZ85l/B9nopdPfYgsjQnWNiz24jdBoNhtdJtPaa7TaAv2FZdS/PCKrqeMxgMBoPBYDAYViIVP5vXTIul4vOGduT1Hr+cntm1aHG9VXbiS9FUs7K/lmOFUb+m3pbeJZ5/AsCdifu7yuXyWHSbAagC+BSAvy+Xy165XL4I4B0ANy9lUELW75TW6PEsUGmwQJJlW2PHovNVtj0OnDYLpEuh4gl8981zGHn0+9j81b/CyKPfx3ffPNf2PtWdRFcoh4RitwqLuVP9qTslSFQ8jj+5ewS/9rPr4z7eyf1W8TimqgHOTs1hsOjEluIKYfLFcleku4zGfeA/cc2aVJIAQSh8c6mi4zaMK71oqPs4zvgc+3ePIu9YsU3JFz95NQquhfEZD0/dPYIehxmxO0JXlibbSZau7sOZyUosnlWFih/TQmEWBDVtYf3O+em4b3MxF1bEaoHQrxEMbUrq9yanBCwSRo1g2H006909xwVcSvD22SlMVrOTtKGPPR2bSaH+xnXhye7FKocnjNhtMBiWD8bogp7SUqnMziXd1mO62wR6y6IY7Akdn449vhPP7B7FYI/T9iRdg8FgMBgMBoPB0FoKGU26TdKs53YhKmpiBAsqruuJ0Fei+S1XdbWQsu5nlHU01azsr+W4EvwWgFcBbC2VSn8F4L81e3K5XP42gCBx/wMAKJVK/wzA7wL4jwD6AFxM/Ns0gDWtHXb2oKT+AklW+9Q1OqyyYWawEF2dm9y+T95186qyNE9ug28feb+u2H1huooq70xiSMFhuGP7UNzH+1/+P2MLxlx0GSihyLPQ+rnHZaCEoOguX0W6lAozHgehBDlGY5cARknc81w7HLx2/AKevOtm6CNBi9+lP3wZX/3OjzHj8eiYJpiY9eELid+85fpYODeV3WmkDL9kk2JbspK7EogFj3XaySNZFbvnwBi2rO2NBcGZKkcgFfLMQhAITNUIhkfPTqHospTNtc7Ok0KhN2dndpHfUJ9mSRs6NrKUtNGoqlsffzrTU8d3bcW6EbsNBkMrqfgC/+kHp/DBxSqUAj64WMV/+sEpVPxsJqwSAAXHwtP37MCxx3fi6Xt2oOBceeb+cpFn9SumO30u1QzLoujN2XEbIyN2GwwGg8FgMBgM3U/FE5nVlYD5ntuuReM1Pl3MJoSMi9+4woK/1+NKWpkuV3X1pT5jagwZ2V9EqdYPo1Qq3QDgRgA/KZfLP17E8zcCOFAul2+L7v8mgEcA/Fq5XD5ZKpV+FcAXy+Xy70R//68AHi+Xy68nX+fw4cOqUCjUfY/NW7ZhjktMVgJcP1DAexMV9Bds5BnFyRPHr+DTLh8bNm+DhIKUiBeQKQUoCH56MjtjrlaryOVy2LB5GwIZLuL35W1MzQUgBLApzcR49Tg127aXMOPxBTFRdBmOHyvXfY3h4eFlXZ9qFsOtRG+Lq4aGYOd7420wVQ1isXtqLsDBEx/ipuv6MVBwMH7hLGamp5d9bJqrhobgFvpQzIVj+W//eAZfGlmP/3nyQ9y+5aq6Y571OL59+H18761z2L/7Frx3qvVxV+zthdt3FfYcGMOh0xM49vhObH/kZYz90S/h/PQc1vbmYkGoYFt4f3Iutsv/7pvn8ORdN2Og4OCGr30PQNhncP/uW/DtI++l/j47cxEfnj+/4P1r43ipZDWGF/O5rl2/HrZbAJfpviflc1PYOtQLALj/ucPYu2sEZyYr8WPvn3pn6R/kCseq2bR5CyRo3Ot4+yMv49jjO1NioWNRTFR85GwLDzx/GN+879NNBUOXEkglcerkiZaOtdMsZqzLHb/A8sYwAGzZsq2u5XdfjsGJqvbfOZ9+bHp6Gv905szlfJzLHuu169cjnyuEJ7FR/AJYIHRbBPDlfHwf+Te/eEmxW/pzi/483RLDix1nlmK4W7ZtI7p9/EB3foZOx/CmLdswVeXxeditGwewd9cI+nIMpzJ4TbdlyzZwhQXnLowAJzI23mq1iuEbPwmK+TYraL8P/AAAIABJREFU8XkHFE6daO351OWS9XNhoHkMZ+W47/Q4Nm/ZBlHn2LAIOrY+0+ltkqTZWEwMZ2McJoabk+UY1mRpezVjw+ZtqAQcM1URr10WcxYKNsvEWmstq2G8nVxXy1LcdnosZh5uTifn4VatSWityaZ0wX5utG6+VK5kn12/aRsYDXtv146PkvBx/bv271AcPz11asEYNm/ZlnL+1NdjCs3juvSJTyAIxBUdE/W2xaU+Y/IavBX7qxVray2vMy+VSvcBuKFcLv/vpVLpr0ul0vPlcvn5Jfz/PQAeAPBz5XJZNxD7IYDHS6VSDoALYBjAm/X+f3h4uO7rVjweV4nqxZEn77oZjuU0/J9O4/scXIULDBqKcIEkS2M+evQohoeH4fkcflTZ2puzMVkJ0F+wYWVkvHqcmpkqx8EToXiqe3gfPPEhPrdtqKPjbcd7J7cF5xIWJXGFskUI3h2v4PqBAoavWRNWShPgY1ddjeuvu27ZxwaEGULTHsfErB/3NP710evQ4zL83gtjePvrvwQrsjDXVdVTcwFeGjuD7711Lq7UX45tOVMNcN9zh3Hw5Hh0P7R+ZBQY6HFBQOAHAiAAtQgGiw64VLjnto24Y/tQvD1PPvHLmKlyHHl3AgXXwq/vuA5f+4u38fCLb2D/7luwdnAQawcHF7x/bRxnkcsZ32I+l+dziDo5WsPr+uDYFngg8MDnN2HPgTHsu3cUPS6DFKrl22ux+0DbVqtERfqtGwdSgiEj85Wx37zv0zh0euKSYjelFA5jixpDN8SLJktjXa4YblTdXT43hfxQLwIvrOCvfWxNXx/W9PU1fuEWjzVpX67UfNIdAAgpsHWoN5WokYzvIz+dwA3XrqkbuwDQm7OBnL3oz5OluGhG1sa50uaHenT7+IGV8RmWi0bbxfN5XDGtE2wZJSBN/qeT+D6HL8Kk6x6XYWLWR38hdGfJ2niPHj0KClK3AoERkpnxdstx02iMWRl/p8fhNalC6dS4Or1NkmRhLCaGm2NiuDlZGMul3j8LY1wMzSxuszh+M97WkPU5GOj8WMw83JxOj6UVaxJaa/KEDEVizFuCN1o3XypXsp2kUggCAUYAUWNZrm/PcYkcowsszR03F79vcgy+z1HhoRqo3V/1mlqzcc5UOewmRleXuz/0Z6xH7TV4K/ZXK+J2OYzVHwTwz6Lbv4LQ3nxRgnepVLIAPAXgXQDfKZVKAPBKuVz+WqlUegrAawht2B8pl8vVpQxKKuDH70+mFke0uJlVFFB3gcTKqAWoZVE4Cqke3oySzNrKUQLcdF0/HvzGkVQSxGpzj65ygfsjAbf86Bcg6uxDoL19GDwu4wSVL37yanxpJOzhTUBw68YB+FJBqlDk7svbmPX4AlG5Ff3jpVSoBAIFx0LFF8gzioLLcOj0RPycIz+dwN5dIxAKcBgFooldKeDd8Qqu68+jEoi4v3jetvBRxcftX//ruCqp6gsgMrc8dDoUwA0LIcACO/P1/QWsiQQ1mxLs2DCAQ6cP14hs7ZuDtMitK1lrq2L37hqBkAI3rOuDUPMZe1rovpRgSCk1NtBdjKjT4wZIJ228dXYKW9b2xvbmsl6WxzLBuYSUaaEbmI/fG9f1YTIATo9PY+tQb5yokYzvPQfG8MAdm7Dj4wNx7Domdg0GQwuhhMTn6+Ht7J68e1LhwW8ciRMlgdDd55ndo3A6OK5GKISLGrpPengbUBnexgaDwWAwGAwGg2Fl4lg01V6PRdXOWaASrXfVSxgWSsGlBI5F4Yua6u4m8MhC3ImqpJOvaQnZUGejDfqCA4BFL38trhKtt18K3UM8C/trORQsocXocrkclEqlS36mcrl8GsBt0d2BBs/ZD2D/5Q4qZ1PcsX0oDhRKCO7YPhQKVBlFKDSsSs8i1UDitePncfuWqwCECySvHLuAz20bQjGDordFgKLL8MSdN83b1kTVt6sFKVVKwG3Wh73iiVj8WPZxKeDhF9/AwZPj2L97FJNzAf5i7Az+xec248m7bsZrxy/Etua9OTueeLWobEEsWVhJitvaAmTW53johXnLzP27R4FIdNcLl1/589fxk0e/EI+bEMS90AeLDqhFQDhQDQQIwuNksOiCS4WDJ8fjamS9bcMe3xzFnN2qzbki4FymTiCAdGUsFwJAWGl668aBlH0y5bItQhvnEhMVP7ZT11l4SiGu6LYIcLHK4dHwg9RWxhrBcGVzqaSNd85Px0kOAOI4bge6qrvWvhxALHZ7UqUcFOo5Euj5bNbjsVhvmdg1GAyrlJ6aREkgTG7saWMi6VJQCPuk17OMNxgMBoPBYDAYDAZDSMFhCHj9Cu+cwxpWfzcTS6UK+2XLOk/iTQRvq0k1+ZWsx+nPeCkq/uKE8XawHKuPL5VKpddKpdJ/KJVKfwfgL5bhPZZMbRP1Sz2eBZKinxbHHn7xjboBnwWSFdPbH3kZD37jCG66rj+zFdMKYdZJsprZsWhmsoTaQcXnqHgCt24M80wOHHqv7vM8Idu6HwuulVgcJHj4xTfwm7d+HDRKUhi+Zg2KDov3nS/CSpSqL2BTgtnZ2UW/F+cSFY9jfNbDfc++jlePncfFKo/F7uTxF1a5Kzx51824ffMgGCW4ffMguFLQmycQCkWHpfqKc6ng81BIAhQq3vwXxaHTEyjmGC5Me7h98yCeunsEBccsKtYipVwgFM54HMPr+tDjMuRtFmeP7d01ApeSuMJ6jgtwvrxzva7s3nNgLK7MDe1kCBgluHFdH2Y8Dk+EgmExx1KfZe+uEex79RTe/uAi9t07is9vHwIhMILhCqJR0saZyQp8qcCFiMXumSpPJW0sZ/xyLuH7PHyfRBamjk0dv0k3gtpEjUb2+0BoYW5i12AwrFZmPR6fZ2t0Yl4WCaLEpuT5754DYwiyegFqMBgMBoPBYDAYVhyyC64/aNRaq8JlqEdEFuSeVJj1OAhQt/q7mcRScK2mf2+GribX63oWufLqarpIQaidzsCXouUrkOVy+TEAv4ew7/bvl8vlf9fq97hcfCExMetDKWBi1oefYbEbCAP8i5+8GmN/9Is4+cQvY+yPfhFf/OTVmbU71mLkE3fehPJjO/HEnTeh6LLMCt5SAYGUKcu+8H6HB7bMSKmw7vqNEFKiEO0fLeA+9pdHcXZqLpUJpO253TYKFpXE4qAWv9f2hVXROjmBRqX4Uqj4uJZKYdrjGPjYxzBTDS755agrcpPi9o6PD2DPgTEMFt0FFTkVT+C14xcWxDmPREldHTnHBdzEF52271CRpUkyl0svel5VdLD/y7dgsMdd9JfJaqGZUBgkTiJmPQ7XIujPMXCF1MlGq0VDziU8n2O6GsRid60YeOLCNCjCbDpdGVvMzVfF1quMrRW6ASMYrhQWk7ShxWJGybImbWzavAWez8P+OlGv7h43nYSRswhuWBe6EngJITzZhz6ZqGHs9w0GQzsQCpA1l+0SCm3s/rAkbEqwd9dIKlFy766RzGS/19JtFekGg8FgMBgMBoNh5VFp0qM9S3AF5BhNiawWCdf0fKnACBZUXDdr/1u5jMToLCQHJIv7Ok3LViJLpdK/iH4/AeA3APwMgN8slUr/Z6ve40oQkdVwf8FO/c7q4ggA+IHAl0bWY7ISQClgshLgSyPr4TdoFN9pHNvCS2NnUtv4pbEzcOxsCvQssp5Obl+lwsdXKlIqjM96+J1v/QgfzvioeGJBogIlFBZJi7W9LmtrL/aCw/DU3eHi4IVpL7L5DsVmnbCiBUFqEQwWHeSi/toPvTCGD2d83PfcYYzPek1FIl2RmxS3tSCZrHzXaBeDiVkPg0UntlAvOgy+VOjL22CUgEsFZlt4d3y2ruj92vELqUVPhxIQkDBBJKMLoJ2kWd/jHpeBCwFfKuSZFfZ3j/4ul0H05lxiy5Zt8IXExWpoQa1FSV3Flex3zJv06WaU1K2M1VW9eWYZwXCFsKSkDUrACDBZ5eBCtDx+fZ9DgobW+kLFVd2zXpiEoXvMc4X4OVrs1iJ3o0QNHggjdhsMhmWFEYAnkh0nZn1woTJ7/k4BFBwLT9+zA8ce34mn79mBgmMti81aK+i2inRD99LokM3ooWwwLMDEsKFdUAKwmv6rjNLMFheZ8RrahZmHVzZZqhhuhlQLBVapFBQARgnqreI101gux/W1HckBushv1uMo5hhEwu0WWL4e4pdDK99NeyEfB1Cu+ek4tIG4meUvMNlApM9A0kZdKp7Ad988h5FHv4/NX/0rjDz6fXz3zXOZyvBIogAUGE0JlwW2si3NK4lK5rW9LmhUwV1r7Q4AeWaBEoLenN1WsRsI7TIGe1zs//ItuKro4Km7RwColNhMLQJCgItzAYRU+LvyeVQ8EVaD97o4eHIcD70whjkuIKTEdDVY0MJAi5BJcVsLkvWsy3VyACUUeWZhpjovTibtywnC4+Gxv/wJvn34/ViwsghB0WH47La1OPb4TjyzexRvf3ARX/nz1zE+62UiIyuL1Ot7PJMQCLWdud4PgVTx3D4ViYZBlChELRJXZS8V3ePYk6FIWM++/P/+8i1wo8pY/bxkZazu073v1VP44elx9OUYtg6lK2ON2L3yuFR1dzJpw5MKVaFgW0Ag0NL4lTIdv0lrfZsS5CyCQCAWwvVzat0ItqztxUDBScWuEx10Ruw2GAzLiQKQrzl/z2f4/F0BcCiBFc2RFiVw6JVbyy0XBduqW5FeyGgCs6F7UUDdipesHhsGQy0mhg3totvWhs14De3CzMMrm4onumJfaidmCcRurwWXgSCcR2otxi/F5RTCLXdygC4kdi26wJ5day0WAao8bInbyh7il0PLtka5XP5edHNXuVz+pVa9bqvoxi+wpEjfm7MxWQnQX7AzK9Jra+yHX3wDh05P4NaNA3jyrpszO17LovC5XHCgOit4ob6QsCmseAKMhp/bExIs2lF6MqpygWIHtwWlYcUzAAz2uPC5QNFlmBQqFpuLOYbpKsf/eOcCbrquH4CKq8GBeQtGXTVbCQTyan6ina9iUXHsHnk3FCRfO34Bt2+5Ck/ceROuHyjgvYkKqlzCoogFd0cSzPgck5UAeWZBKWBN3sasx1PHAyHAXaPXh5/LIlABUPUF8raFr/zn1wEAD70whv27R1HM2W3f1lmmUWVs+dwU8kO94EIAsBBE+1gnF8x6HEoBtgW4jEGo8MSjVji8lLDMuYSQEgRhpbZSoQsAMN9/fdabr+iWCKtic7YVPy9ZGbvnwBgeuGMT9t07mqronqny2AXAiN0ri0vFcBAlbTj2fPwCwKwHAOKy41fHrsaPTnj062vHAQAQUoBaLLbe/+Z9n049p1bsru3TrTFit8FgaAeipg+aUOEFdhYhCB079hwYi6+P9u4aQX8umxULlkUx2OPgmd2j8flUwbbanvxqWB3U62mY1WPZYKiHiWFDuwiExExVxGvDxZwFu80Vc0vBjNfQLsw8vHLRRXr1jkWWoWuTSlQAosPOpQQVT8Chob4iasTfxeILiRyjcUX1rMfBGgjmWuNZLqQKxe56OioXEiQal+4hrgtnWIcSvZdjU0yWSqUvlUqlT5RKpe2lUmn7MrzHkqEEyFs0lV2ft7JtUSIVMONxfPU7P0bpD1/GV7/zY8x4PLMivdWgh3dWv2iqgcQrx86neni/cuw8qkG2e7tfCWmbbhVXd1uEpLKNXnj9vUxZh1BKkHMYel22oLq76DIMX7MGRZfhteMX8ORdN0Pn82nxO1n9q22BOZdwo76Kyb7cn9s2hLxj4bPb1qIYvZ9Okskxip999G/Q4zJQQuJj9OgHF8GljDOYbEpSVvH33LYRnpCpDKdXjp3HXKI9waHTEyi4DBWPt7RXb7cjpKybsZnse9zjslj4S4rexRwDs6zQoopEmWeRcMgT2173Mk7+6Cra0LIFC3ocJ3sZ25TgxkRFd7Iqtlmf7qofivI6ni0S2rwYwXBlcakYtimJbc11/M5Uo1YIDeI3iKzDhZT14zbqzS0iW3I/it+kdfmtGwfgBXy+qrvGej/pStDIet+TCjwIHQlch5nYNRgMhhp0ItHBk+PgUuHgyXHsOTAGL6sXdAhF796c3TGnJ4PBYDAYDAaDwbC6sch8kd5SemC3m4ITFo9o+cuLXEcbrezTRSTTiKgvuKyT0FFPM9DJAfVoRXJAwbVAUN9RAchev/WWRkepVOoDsAnA7wN4GsA+AH/ayve4XCjqZ/1k5/BYiFTAwy++kVogefjFN7IreFO6wBrbsWjbffoXi+7H/OA3jmD7Iy/jwW8cwU3X9Wc6CeJKkNGEq226v33k/bpfHKc+nMmsFX1yAa5gW2CUxLFWdOaF728feR+3bx6Mxe+KJ3D/c4ex/ZGXcf9zh+ELiYmKD08q9OUYPrM1LW4rFVbZvv/RHIRUOD81Bz/6QklWkOtj9OdLQ5iqcvzg+AVMVzkc2wozmpz519S9vafmAvzg+AWMbhiILYCTrxtIhY/mfCN6RxA0nrtnPR4LhVpoS4reWjQMpIpPOPSX8WTUf1uLgsmfZG9uLhf2OD5xYRosSpZwrDDxISmIJ6tiG/XpdqMkDt332AiGK5fFxHBt0gZL9J6vjV+u5l+zXtwmbfd1AoaO31kvtPhnlODZr9yCHteOxZha630d4/tePYW3P7hYt8+8rvA2cWswGNpFo9P0rJ6+60SiJNqByGBYzXTbsWww1GJi2NAuuq3HtBmvoV2YeXjlU69IL2uyGKUkdW3X47LIOVfWFb0Xs34mVeM4Tjo5apY7OaAStRWtt7ZJgNjCvR6dOB5bdqVdKpV+F8C/BCAA/JtyufzdVr12K1AIrQAmKwF6XIaJWR/9BRtWhhdpC66FL37yajx9zw705W1MzQV4aexM3Bsga8xxgVkvQI8bWjITAkxVffS4NnozuJ2TFenasjrLFelLQUqFSiBQcCxUfIE8o5io+PhYwUl95qlqABZNzDq+vvvmuUxb0Wssi6KHEEihQEhYJTtYdMClwj23bcQd24dQdBmEUrApwcGT4wAQJ5AkbXs/+fWXwaNMkp88+oXU6+WZFfdbfPvsVGrbFFwLh05PwJcKh386gdu3XIWPZn30RH0OqUXAJEnZbOftsHrcpgR/Wz4PRkls/w8o9OYYfmv/YTyzexSFjGWtdYJGJzK6J6ZtW5Ai/SzGKPII5/y0RfR8xtmeA2PYd+9ovN+T6L8lT1i0SM1VaEctlMJAwcEcF7HNubaH1oLhDdeuQfncFIbX9SE/1BvHgE0JWGRf7VJibKBXOM1i2E3EQm/UzkDHgpT141ep0BJJ1bxwMqaLCavcQ6cn4rijACwSnnwnLfr1c5LW+yDAbZsGU7a2fiDi2/p4cFb5HGUwGNqL7tVXaw2XtYUPjW6fo89DgfA8ITnvGwyrkW47lg2GWkwMG9pFt7XoNOM1tAszD69cZJcdgMn1Zi9aLyswGhdH1WsJ2IyCa8UtDRcDQbg2pwu2tJ14qyg4DAGvPx6F0FHYbmDh3u2W5v8rgBKA2wDsaeHrtgTRwB5cZPj48QOBL42sx2QliHt5f2lkPfwlBHw7cSkBJTRVSUsJXdIB3U4UULciPcMh0RApVWR3r1DxOcZnPdz37OvY/sjLuO/Z11EJBB56YQzVQOLgiQ/jEziLElyYrmJqLsBkJcA9t22MrejdLhDgKj5HlUu8c346FpN11fdg0YFCKAo5jOJXf+ba+P+SAo+uaNR84o++BzdRXTnHBWxKYFGKjxVcFF0WCzyVaBGzx2X43La1sb35jM8xMetDKeDclAeLkPi4pdHxIBUwfM2alP3/a8cvoOKJuPJHNLAjWS3oKveZSIjTfduFCq1i7EgorCcWMxY6Tuh9qfen/tH9t+v96L9pW2dtWw6EX9Yz3nwFeNLmPFn5nayKdaIECG2jrns1O0bsXvV4CSvzJIxROA6L3QqS8VvMzf+uF7e1sXvrxoHQBl2q2Dqp1qL/1o0DqPp8gfV+IBVcOj9/6djVduaMmOpug8HQXppllmcROzovuH3zIBgluH3zIPbuGonPKwyG1Uq3HcsGQy0mhg3tgkbJzsm1YaWQ2SIVM15DuzDz8MolaxbZlyLPrHjNzqUEfgPBfrFFbZVIQG9kIZ6Ecxknf9Q+t1Ual9YyQpdUFfcV1+vzNHqvesdjJ5yfW/mO1XK57JfL5Q8BOC183ZbQbfbgQPdlmUkAfTmGZ3aP4tjjO/HM7lH05VjDngWdRiogkDLVwzu83+GBLRHOZUrgnvU4Hnoh3Stw3k5RxTbuzx88HdmcUxQdFgv/g0UHvS7risrisM+4wtreHH5w/AJmPA4eCUg9LgOjBBOzHqqBxCO/PBz/nxZ4bEpigTK5EKlPkKbmgri/rq74LiZspwsOw1N3j0SZXAQPv/hGLHzr5JqcHfbzJgDmfIGKrrSMtrXe5hOzXmypr+3NK1Gv8dWI7p/tS4UzkxWs7y9ASBHv22Tv4EYkRcOk8K2rrZKiYK1AqAXsnEXgWiRui6Htn7es7Y2z5pJ9usvnpuJ5UPfqvljxoBTAIuFbV6QTGLFwpZM8fh2LLDgpTFqZ10NbnCfjd6Y6/7te3NbG7rNfuSW28Nc2/bWxu3fXCB468CMQKGwdmrcutylBVahU0kaPy1AJBCxCFtV7yGAwGFqJRHhBnbyYb9YjrdNIBbg2xdP37MCxx3fi6Xt2wLVp111vGAytZrkX5gyG5cbEsKFddN3asBmvoU2YeXjlUuiy9k+M0XjNDgjbmta7Pl2s1lJw2KITOuaiyut6z20lIpore+qsX1oktHCvvU7vVJHMcr1j5pJptPVwkkOnJzJrDw6Eizc2paBRpFBCovsdHlgDKAAuFUR0ViCi/qFZXQ53GK2bxed0kQDFucQcFymBe7DoLoj1iidw68YB/L+H348tze+5bSMUQrGVWqEiGwQCvTm7K8RuIPxcrx2/gKIb9e92WNzbYzrqqe0wC4DC2j43FrS1yH307BQsAqypSdSgBJiY9eAyGvfXnfV42Dc8ER+UEgz2uKFVSTzHkDi55s92j6Lo2qjyULjdc2AMBZfhv7z+HnwxLzrlmRUmHrgMU1UfT951M0hUSeyv0ipvKcOssR6XYcvaXtgWEAjgnfPTcW9ub5FXIIxRUBpWe+ufvbtG4ors2p+9u0YgpMCN6/riPsm6J3KyOrxRn+6kOPjO+WlY1Er1PtZioTkJX/nIRG+dqUh0TsYvD8QlT/5q45clftfGrRa6a2M3maTRKHb33TuKwd4cgPnY9YVaIH4DnT1xNRgMq5tuu97IORa+9tJbODflxc4/X3vpLeSc7F6DJp2jZjzedZaChu7AVGUZuh0Tw4Z20W0VyGa8hnZh5uGVS8UTXbdmqotVgPCaNakn6HaWi4VSErdnrq2orqWnTckBUgF5iy445jypYkv1pNZhkc4dia1cG7ixVCp9q1QqvZC4/a1SqfStFr7HZaOth5OEVZTZtUggqJ+plNWJWyHMYLGig9uKFuGzOkHNBSJl791fsHHwxIeYy6hlfD20pXJS4NbidhqFJ++6Gd976xxeGjsTV3NbhCDPLLw7XoGUCqxLhG4NJcBN1/XH+5FaoZ35xblgXgRPWIVrQduxKAYKDrYO9cKi9W3srxvoAZcqEqNJw0QASgkch8VzTDK5ZseGcD8Qgng/VTyB7755Djf/278GD0SqX3jRYagGKu4ln3UXiuWCc5nqc1LMMTDLwpnJCkpX98WVstpyfjFV8LraW59g9OcYtg71wrEorGhutQji3twuY7HIrYXupP1zvaruZGWsRQjeOjuFLWvnH3MpCZNLIjph62JoHzqO/SiG6sWvJ9WS41dnLOuY1fG7Jsdiobs2dmtt+i8ndrX4rU9cTXW3wWDoBAqAU3O94WT4emPW4zg35eELf/wqtvwff4Uv/PGrODflpfq8ZQkpFaqBiEXu2vsGQ6swVVmGbsfEsKFddFsFshmvoV2YeXjlQgngNSgAy6p2oYtV6nE57Sx1RbVr0QVJHckWqLMeb0vMF1yr7jHX47LMHYutjJDfALAPwJ8mbuufjuNQgqfuTtsWP3X3CJwMp2wRAJNVnuqJPVnlmRW8gfCEIHkQZvkEIc8sjG4YwIPfOILtj7yMB79xBKMbBppaJGeNHpfVEbhDcTsZ60KpVGX3xKyPqp8WW7vFxjyJy2gsbPfmbLw7XgmFGDLfx7sa8NgqXAvXjIVfNPp2zmHozdnx33MOSz13MWh78/EZL94fxRwDQGAREttoJ/fP2ekqhFS4OBcAmN8XBKGF8Dfv+zQUFDyfw/NXfoUN5xLT1SAWhf1AgIt5G/PhdX0A5itl477oFsF0NViScOhE+xyYzwq9WMf2ubYnsrZ/1oJhvaru+587jB+eHk8JhlyIVHWsY5ne3SsZ7b6R7Lut41eqsKfrUpM2gPn4daMYtiiN47fWiSAZu8kkjWaOBHO+QPncQrH7rbNT8RhM/BoMhk6z3HZtrSTPrLo9vLN6vRFwUXexIuDdkxBs6A5MVZah2zExbGgX3VaBbMZraBdmHl65WNFx6Qm54Loky9pF7ZrzUrWFJFKFYne9azOeELxdSsAb6AWtTA6oeAs1Sd1+MWvHYstq3svl8iuteq3lIm9bePqeHejL25iaC8Ay/u2lbUgPnhwHABw8OY49B8bCCtUOj60ejbZmVrfyHBexjWvS4jXvWOjtkoV8Pak8edfNePjFN3Do9AReO34Bt2+5Ck/ceROuHyjgvYkKlAIKjAKJjMVXjp3HLRsH0JMQ/roNy6LIMRpnYA4WHVAC9Cbso8dnfPQXbLjLvE+1vXmVCzx19wgeemEMM9WwOrniCdgU2LtrJLV/1n+sgICLlM3JR7Me/uDbb+KZ3aP42Ue/j1s3DmDvrhEUXQYRCGzbVsJ0NUCeWagKiYJjoeILFGwLNONzWjM2bd4SC4TJCtSiy0AJ4koopRBXyk5zrej6AAAgAElEQVRVOc5MVjC8rg8OJZjjAnnMOx/oGKg9seBcpqymPamgFLDnwBj23Tsa28HMVOerr05cmEbp6r6UUFiwLeQdK34vLgRsGtrj68eqfmgNnRQQm/VsNnQ3SaFbBcCrx85jdMMAVJSZaVMCqbAgdoWUmKs2j9vkewgp4+9WHb+ATrJZGLvJJI3yuSkMr+tDfqg3fj9d1V37+Dvnp3FxLsCOjw+Y+DUYDJnAXG8sL40WK1hWN7Chq2EEEDULeAZDN2Fi2NAuGCWpCuSsr2eb8RrahZmHVy6OReOCjpkqz7SL8HJQcC3wQDS9NpNSxY7LwEJhvJXJAQWHgXOBCpcoMIqqLyCUCh0hpQrXNjOSnJC9q+xlIqx+Sh8WQqlMVwTUWlUDYd/xdnnzXw71sk6ySp5ZWN9fwAPPhxX0Dzx/GOv7C5mtuKiHHquu3i4/thPD16wJLbsj23J90uZLhQe/cQQVT2Dk0e/jwW/+Ix56YQwVP5uWiotFqrDX9ffe/ABCKpyd8iBFKADpiukcm7f/WE4oJSg4DIM9LvZ/+RYUbCvs/e1acGwLAwUHn9m6FkWXhZXcJOzpwaXC1FyA7xx5H3/w7Tfjyh8uVZzoou2Jqzysep6o+Dh+bgrbH3kZ9z37OsZnva6tAOdcIlBkgdh9ZrICLhV8EVrL66rVLWt7UxbRMlGdPVHxwYVAEIhYSPSjCnk/+pFSxrbPXqIatp7ts+6PXM/+eY6H7/Gj9z6CRQgsGu5npYCqH/bprq2WNWLhyqVe0sYN16xB1Q9PzHtcFh/vydgVUfze/9xhvHrsPOwobr2auI1vi1Dsro3fZrGrkzR0Kwdd1R1EvboBxNXeOn65ENiythef3z4UWroJddmZqQaDwdBKuul6w47m4drrDTujC6kKgFQKMjpx1re78wzTYDAYDIbup9uS/cx4DQbDlSCjntD1WE3HZaWJVbl+XGs6UmFB/+xWX79RSsB1QSXC60StUTJKUM+30gjeywwlgE0paLQ6QgmJ7nd4YE2Yt0Ce59aNA5nt+dZtJCsujj2+E/vuHcWZyQrmusiyjzGKHLOQYzQWUAeLYf3/xKyfsuN57fgFPHnXzamYP3R6AoUMJ1AshqStedFhGOhxYkvsisfj3jsTFX/RtsFXCqUERZeBMRrbe8xUOea4wAPPH8YPjl8AQSjU97gMjBLkGMW9t2/EM7tHIZVENTFWLcQWcwwFN+xnvefAWCz8Hjw53rXJC5xL+EKmEhJKV/fFAp3+3HNcxNtRP6Y/P4/cMLas7YVtAS5jEJGQqCuVktWwSdtnXcnayPa5fG4KlIT9kZNCoYzsySsBj5+n0YvvlCDVG9mI3SsXziUkaN04dm2GH54ejy3Ma2NXx+8Dn9+ET20cjEVwkYhbHcM6dr068Xup2NXHUZ5ZqPqhME+AhvHLLMvErsFgMFwhUgGuTfH0PTtw7PGdePqeHXBtmtm2TwoAlypl68mlEbwNBoPBYOgUCuEadnI9my6DmNEqzHgNBsOVUPF55npCd4KCc2m9phCt69VjOSTP5DVsIVqPBEKBOele63ZYcF01q5fdmBniUlK351ung6YRlNYPp0aPdxqnQcVFlvu616NeD2o3IYAP9DgoOpEgHNlDa27dOICKJ7q2MhgIs4V6o4ppaoW9u6VUINEXIRcKFgntqud4+z+rL4EL01UwSuBEx/S+V08BCDPW9HicqBrcoQRcYsF+0oJWxROx+4O2Lwa6N3lBShn2mE/YfM54HMPr+uLHtOCWZxZYIoFAC9/J6mxmWSkhMSkQJkVCLeTpL2IW7Zuk7XNfQuT2ZVhlTgmBTVRc3R0IwLbSwrZLCapCpcRxUxm7srlUHO975VTct7s2dnX87tgwkIrdZNwmRe5ibl7oTsZvPSeC2tjNMyvuUT/rcbx1dgr9CUFcv57+3jaxazAYskjtmVyWz2K7rS+kVACzSOwUNdDjgFkkswK9wWAwGAwrHYr67itZvUIz4zUYDFeCXtuuZ+W9mtBtS30RrjfOeuFaolDzFfAVT0CifckBBdeK1ykrnoDbxGa+k3pg96kjV4AvJCYrAXpchonZsK9vPuOLuH25dD/YrNrfAYgqMAP0uPP9oCfmfPS4diZ71Nm2hbdPjad66h15dwKf3z7U6aFdMZZFUUBoSwuE1t4DPQ4YJfi78nkwSnDrxoG44rvicxS7tI83EH5ei0tMVwPYlKLii3ifOhaFwnw7gIrX3s+aYxRre3NwbQpCSBxzBZeBBwJzQbpv7/uTc+gv2Jiq+vF+2rtrJLIHCU+6tftDsk+vTl5IiuBZh3MZi3i1Vub5oV4EXmgF7Vg0JbhpS/JZj8cnP3p7XOrzJ3uBCynQY7O4/8maHEN+qDcU153QnjzweCz66TFr+3U/ECi6rG5PGUIAHoj4/wwrl0vFsV/l2LtrBFKFbSh8IVOxC4Txu5hjV/8fIQAX6fhVmI/hRrGrLdcBwA8E1vcX8NbZ0HY/yRwPT1yN0G0wGLJI7dVQdq+OQgE52WJI/86qgGwRACo859RQEFhZ3sgGg8FgMKxwkr1rrSjZOcuY8RoMhsul4gmYpagQEV1LOjTsZw7Mi/+WkKAE8ISETemC5AB3GTZiJXKuBOY1p3qzJaW0o+uJmVBGSqXSpwH8+3K5/HOJx/4jgHK5XP7T6P59AB4AwAE8Vi6X//tS3kM0WGwQGV1s0NSGRpaPd4cSzBGK+587jEOnJ2KhLqsV07Mex75XTuHgydfjx27fPIjRDQMrQqSyLAoXgAiiCSjaDcPXrEH5sZ14b6ISV3znFmGTkXVcRuF7Ep6Q8ckpIQBIaM2o2wH0uAxSqjhTarkQQqISidkqAJQEKnxhzL3xtV/C+ak59Lh23HPcpQQWtXHs8Z1x1bcvFYRUyDMCj4u4Grk2eaFbSIpvsx6HkCLVa7gnSgio/ZIMb1NQLmPhG0C8PbYO9aaERBJVVun4tykBRfjlXw2AWXD02AwKYZ/7ZPKBdkzQ45VyXtic9cKe4aWr+xZ8NgXAIiSz7haG1pASkHkoICfFbh3HQSDgWgxWIpaTsQuE8ZtMYNHouNUxbNOwyo4RYM6vH79+QujmUSKQruzWojwAnLgQxq9uHaATNiRM/BoMBkOrYATwo8ru3pyNyUqA/oKd6b7jFgFEokLAiN0Gg8FgMHSWbkr2A8x4DQbD5ZMUcWthHeoJ3SmkAlyLgiJ9fcYIwIWEFV1r1mohjCxP/+yCM29j7lKCCpcoMJpaK89C8UzHo6RUKv0rAH8GIBfdX1sqlV4G8KuJ56wD8BCAzwD4AoAnSqWSu5T36cYe3t0GAVB0WaondrFJL4FOk2dWXcv4PLM6PbSWYVkUvTkbVV/E9jxJi0LHovi78nlUvO7pW94Iy6IoOmE/bD3Jcqngc4nXjl+Iky8qnlj2XtdCSHg83Zc6rOoMFsQcowQ0ShQZn65izhd46+wU5nwBHiUr2JE1doHRUDSzLPTlGD5WcFF+bCeeuPMmFF0Gp0u++JNC4Uw1FI61NbgW32Y9DsdhDb8kGaNwnPAzW4k+xdr2XP+4id9uJBYmK7qZZYHV2D4nLZw5l/B8Dl+kq3i5EHV7HzsWRSBV2APZpCSuWGp7zysVnojW9p+f9Thch8FNxHJt7Or4dS2Sit1k3LJE/AKABNB/ifjlXGKi4uOd89Op4622z7fGxK/BYDAsD4VEq6HBooNChudXAuBileP+58KWT/c/dxgXqzyz13MGg8FgMBgMBoNh5WBFhUuekAtsupdDxM0yBdeKi7ZqK7ijGr9obZHEa34WWb4rN0rDVom63XI9sTsLxTNZKOs8AeBOAM9H94sAvg5gZ+I5nwLw9+Vy2QPglUqldwDcDODQYt+EoPsszT2p6vbr9qSC04HxXAqFcPKpzTjJahF9lQucmaykLM1PXJhGwbFQzHBcXA6Nqp/PTs3hpuv6V0ziB6Uk7pMbV+raFj67bS1sSlAVEhYhy97rmotIDAPiHhuzHsdA3sH/ODmealNgkVC40o/xQMS22nNcIM+s1OdxIQEAjKYXT/PM6gqBqlYoBEKRsHxuCluHelMV1ouBMQoW5W4ls6CEDLeTnpcUwu8BfdurUw1bO04pJSarHLko4SA5T6zvL8S9u5NjrgQiTGLIwBe8Yfmo17N7fX8BfTmWErubxXEydjWcyzh2gYVxq3/ram6vTvwm3Qj2HBjDvntHF9itl89NYXhdH/Imfg0GQ5chUT9jW9Z5zLB0PKlw4Ifv4uu/eiO2DhXxzvkZHPjhu/jtz27K5PWnoXvR5zj1HjcYugETw4Z2oRP2k5Do8Sx+N5vxGtqFmYdXLo5F67aPXG1UmrQ39qWCTUnbtbiwwCZcF62l01bmGqJU58OlVCptBHCgXC7flnjs6wDOlsvlPy2VSvcAuKlcLv9B9LfnADxXLpf/Jvk6hw8fVoVCoe57bNi8DRMVHw+/+EZst/3kXTdjoODgpyePL9MnuzK2bS/B5xJcqpTdqMMojh8rd3p4MdVqFblcDpu3bINQWDBeiwAnT3R+G+txakqf+AS2P/Jy3AMBCPu2HHt8J8o/+Und1xgeHl5WabhZDF8Oxd5eFPsHsaaQg885Aon4y6Jgz/eLzjOaiX10JRR7ezG4dh1yjoWKx0EpgUhkGXGpQAAcPPEhPrdtCO+dWr7Pu2HzNgQyFHUnKwGu68+jEoT9taerHP/1yPt47C+P4tjjO/HhtAdv6kPMTE8v6rVr43ipdDqGt2zZVrffcV+OwbFDcd8mCqdOnljOYTbk2vXrkcsVIBQglML9zx3GN+/7NAAs6M+cquKlBCwav0sJTmTkeLrSeGknixnrcscvcOkYvnb9ethuYcF3XW3SRifieNPmLZCgECo8xrY/8jKOPb6zaezalMAXKhXLWYlfoHtieLHjzEIMa7pl2zai28cPdOdn6HQMb96yDYFU4FKhL29jai4AixIes3gue92mrfjPPziFL3zymlhA/t6bH+C3P7sJ7596p9PDS1GtVnHzz/wMZqocCoi3L0GY9HesnI3rz6yfCwPNYzgrx32nx5HFtYNOb5MkzcZiYjgb4zAx3Jwsx7AmS9urGRs2b0Ml4JipClw/UAjbE+YsFGyWyfXs1TDeTq6rZSluOz0WMw83p5Pz8OWuSVy/YQNs5rR1v2ZhnzUaQ7G3F0ND6+puj5xjIQhES7dVlrdFLc1iOAsV3othCkBv4n4vgMl6TxweHq77AjNVjodffAMHT44DAA6eHMfDL76B/btvafg/ncZrYLsshMzUmI8ePYrh4eGG4wUa75d2osepmaly3LpxII4JALh14wAqnujoeFv13lIqjM96+J1vjeHQ6Qkc/OrPo89lqPqhTTa1CAZ6nLjiOwv76EqYqQbgUmGmyvH371zA7VuuiiustQB1YboaV7SXSp9oeR9v3bc751gQnoKEwtEPLqK/YMfuEh/N+vi1n12Pq/tczHocVxVd0L7rFv0etXGcRRqNr1l1d36oF0FUZcoYbftnTFZ0ExEOsJhjOHR6ItXzuJnYrU8sKG3/+BvRDfGiydJYm43D9zk8ubC6e3hdX5y00c441i0CtCuESlSe37px4JKJGlWRPjHOUvwC2YqLZmRtnIsZS9bGvFS6ffzAyvgMy0Wj7eL5HJSQ2J0ovJ3dc1mpFJ7623fwf/3N/IIDowS/+wvbMjfeo0ePIuBhW549B8biJPG9u0bg8uxcf3bLcdNojFkZf6fHkcW1g05vkyRZGIuJ4eaYGG5OFsZyqffPwhgXQ8XLXqw1w4y3NWR9DgY6PxYzDzen02O5nDWJ6Wpwxa+5VDq9nS41hkZxXvEE7CbF1JfzmbK+LRZL52vMF8cPAXyuVCrlSqXSGgDDAN5cygsUXAuHTk+kHjt0egIFN9v9mhnBgn4FWcVqYIHa6PFOQwnw5F03p/opP3nXzV1t7y2lwozHIZVCxed46IUxHDw5Di4VBotLanvfdRRchmKO4ci7ExjdMICDJz4ETfSwCPvbUhRdBosA47MefJ9Dyta4XAghMR2dKGuRnRKCXygNgVKCjw8WMF0NcPSDi5jxOO7YPhSOqZsDboloq2bHIrHVu1AKN67rQ4/LOmLLzrmEn+jRvefAGIo5lhIMj/x0Iu55XK86thoJ5HqOzoJ9i2F54Dxt2UMIcOO6sG93IFVK7G7HWHyfL+jTnRTi9+4aaSp2v3V2YQ9vE78GgyHLNDpryurZ1KwXnkskuXXjAGabLK52kiA6F9LXDwdPjmPPgTEELTpfNhg03XYsGwy1mBg2tAtKwpZ2SRilmV27NOM1tAszD688epa5BWm34gu5YC2dNrEuz6oW1y664tOXy+WzAJ4C8BqAvwXwSLlcri7lNSoNFhuaZXJ1GgKgwiXGZ3woBYzP+KhwmdmJe44LTFX9lEA/VfUxx0VnB9YAiwBFl+GJO29C+bGdeOLOm2IxtNuQMhS4x2c93Pfs69j+yMsouCyV5FHxsrkfWkXFE5ipcux75RTe/qeL+MzWtejNMfiBACHzFe2OFU57D70wBk8qVAPREtHb4xLMIpjzBe5/7jC2P/IyLkxXw0rQqMJcAbh9y1X48fuTkGr1CqNSIa7yVirsjRQEojNidyR0694wuqI7KRjue/UUfnh6HH05hq1DacHQT1THWsT0Pl7pSCnB68Rvu5M2krG758AYtqztjZN76lV0DxScVOxaJBS7a/uNr9Y5yWAwdA9chefwyesNi4SPZxGbEuzdNZJKsN27a6RhL7ZO01Nz/QCESeJm8cnQahTqJ/dn9FA2GBZgYtjQLqQK46u/YKd+ZzUXzYzX0C7MPLzy0GvnhnmEAnKMptbSnci2vMolaJ1jYLWv7WXiyrVcLp8GcFvNY1+vub8fwP7LfY+Cw/DU3SN46IV5e7an7h5BwcnEJqgLV8CMx/HV7/w41XfcsRw4nR5cHRxKMEco7n/ucMoCz8nogg4QVrMN9DggBCl7725CW5cDiCu6gVAATlu2K6gG6RIrIfOHEgAE2LtrJLJhPIw/uXsEd2wfSlloA4Bl0XjxbqbKUfE5ijk7TBwIBAqOhYovULAXX4EtVfijq2JeffgOfKzHRT6yONa26hYl+Ny2tZl3l1gOfKlgU4KpKo+FuIId2jDnHIbpatAW0U3bl3tSQanQuhxAqqL7U5sGY8Fw372jKZH7w2kPew6M4YE7NmHHx8NEKlMduzpQCL+Xz0xWMLyuD4QAOSc8xlUg4C7zOUW92D10eiJV1V26uq9hRfeP3vuo7t+M2G0wGLoFRsKE4MlKgILDMD7jo79go5DROUwqwLUpnr5nx3xP7AwvouqK9NqWT7MeR2/O7uDIDCsNAtRNIsyyo53BkMTEsKFdUBLG12QlQG8ubJfXX7AzW4FsxmtoF2YeXnm4lMCXKm5ZlYRZ2bzeW25klPDNCCCizeJLBZcSOBZNFWJ1o661HKyaSKGUYLDHxf4v34Jjj+3E/i/fgsEeN9N2wlIh7juuLeUefvGNzC6QCBVax++7dxTHHt+JffeOouBaEBkd70qxPtHW5YNFN1WRUWvZ/trxC3Uzf1aKSOcyCi4U8o6FZ3aHMfjZbWsRCAGp5i2nXzl2HhVfxP3aizmGgsvAuUxVyN/37OsYn/VQiSzip6sBPL/mduJgLLhWLD79+VduQc5mmPUCzAUiJXoLqeBQkml3ieWix2UIpMKZyQrW9xdw4sJ0bMesbefnuIi3ca199JXAuYTn85R9edL+eTEV3boqti/H8MzuUXx++1C4aC0UenP2ijiODM3xo/gtXd2HqSrHO+en4Qehe4ZtWy2PW+DSsVvbp7t8bqph7Nar9jZit8Fg6CYUgDyjGCyGCauDRQd5RjNbCZBzLHztpbdwbsqDUsC5KQ9fe+kt5JxsJj4WbKtuRXrBzuZ4Dd2LqcoydDsmhg3totsqkM14De3CzMMrDwWAUVK3atlapYJ3wbUWaFU9LjPx34RVFSmUEhRdhnL5Jyi6LNNiN9B9fccZAbhQmJgNLdgnZn1woTKbWaVQ3xKx2yYGbV2uK7o1tMayffiaNXAsiiASS2Y9joK9coQOy6LojewW9efjUqGYczBZCTA1F+AHxy9gdMMATlyYxpN33QxAhRXensAcF6me5wdPjuOhF8Yw63Nsf+Rl3P/cYVyscrx67Hx8uxoIVDwOz+eo+iIWn3ZsGMCZyQqKrg2lwrlHqVAYBQBmW1BY2A94paNF/y1re2Mb5nritxYQqUUuW0DUIqH+f19ICIWUfXlS6E726N53byhmB1HG3I/e+whzvkD5XCgYOtGirxG6Vx86fnmN8H3/c4fx6rHzsClpSdJGrcjdLHbr9enWMVr1eSp2izmGOS5gkzBj1sSvwWDoNgjCJNtkJYdQ2U1YnfU4HvqFrbi2PwdCgGv7c3joF7Zmtoe3ZVEM9jhx8ugzu0cx2OOs2gUmw/LRqCorq8eywVCLiWFDu0hWICd/Z3VJ24zX0C7MPLyy0EVlUgG+mF/7sgjpOq2mleiCuQqXsGnYx3vW4yb+m5BdP28DZj2ON772ixBqXsCzSBjoxYxayhUYhZWouHAzfoZwscoj++t5C/Y1ue46LOaFboUn77oZD7/4Bg6dnsDflc/jju1DKct2IOwl+Fv7/wFP3T0CixA4K6iXtGVR9FoUR48exfbtJVSi/t2DRQd528Jnt61FnoV25cVIHKcUgFINexYOFt1YAN9zYAz77h3FwZOvx7c9LkJrYZehYIfV5Q4luOnafsxxMW8nbBFwKfGD4xfwey+MxfE2UHBWzPa/FHkWVronbZi3rO3FA88fxr57R2M7ZqnCOOWBCFslcIEei1yyGpVzCSFl/KWvrae3DvXGJwBJ+/Kk/XP53BSG1/UhP9Qbz7fvnJ/GxUqAG65dYyygDQAQxy+AWPjec2AMD3x+Ez61cTC26x9e1weXEggpMVcVcUw1ihsduxrtjCKUumTsJtsD5B0rcb5A8L89+3psvZ+M3ePHyxgeHl7ejWUwdAkb//VfLvl/Tv+7X1mGkRgWS9LOTWeyZ5U8s1B07QUtn/IsmwnMwPz5NABjY25YVrrpWDYY6mFi2NAuGCWpCuSs29aa8RrahZmHVw4Vn8M2x94CCg5DNRDIMQoKxFqbHznI1sa/SVReZRXe3YZLCVhNzwJGCHIZXSBplG2T1SwcPxIqkhW9ew6Mwe8y3xptXf7a8QsLKrqB+e0vlcKLh9+DY1up6uWJir8iK40ti6I3Z8dVjEKEn5FaBINFB7nI/pILhdeOX4h7FibRtucaLdImbw8WXew5MAYuFea4CEXSaliV+c756VR1uFTAz5eGUvE2xwVWC4zRWPTWNsy14rc+t6EIRWtRR/zmXML3ebqCu04lrK4i1/bPtfbltfbPuir2R+99hMOnJ7C+v4B9r57C2x9cTInd0p8zYvcqRcevjl0dvzs2DKSqvnX8XqxycCHi+BUyrNxO/iRj92KVwxNh/PKEdfmlYjeu3K5xJNBuBcZ632AwrBS67Xpjjou61xur6fzPYKhHtx3LBkMtJoYN7UKqMBE6iVAqs5bbZryGdmHm4ZVFwe2uAsR2QSmBVOE6uUS45q2t3+upOUbwNoJ35pmMrFK1aDZZ5ZAym+Jkt1kpNKro7emyCdZlFEWXYfiaNSg6LK7oHiw6oAT4mX/719j81b/CyKPfx3ffPBdbKOrq5dWy6MYsCiEVLs4FABCLmxOzHkY3DMClJNXz/PbNg7HtuUaLtMnbFU/Egm3SrptLFVeA6sVNLlUqoaIb4+1K0aK3tmGuFb+DSOjzpFogfl+MeiZLKVP3dV/jWpFQ7xctFNazL0/aP/MgTFhICt31BMN/OnOmcxvQ0FF0/LLIRki3MdCitD7mdTzaFtBjszh5o95PMnb3HBiLX2upsXv/c4fxP0+Op/5uHAkMBsNKw1xvGAwrg247lg2GWkwMG9pFt1lum/Ea2oWZh1cWyYIzQxrd3pgivL4kqG/9bggxq58ZxmtQgexlOM2M1fTEzrKVSKOK3qz21GuEZVEUHRYK3BYBIcDFuQAiElCSAu7eXSNworM2Xb28WhbddI9vRsm8vbBtYW1vDgOFsDdhskL+iTtvQtFleO34hdT2O/LuRHybUgBQKfE7KbTqanAAKVFc043x1goYoxgoONg61LtA/NZidY+bFr+TFdu19xtVwur9ooVCLRbWVsbOelEVrsKCPt6mMtZQC2MUjkVDFxZKsHfXSBxzOgZ1PDLLSgna9X6SsXvo9ERdkXsxsbt310hdRwIjdhsMhpWGud4wGFYG3XQsGwz1MDFsaAcE9S23sxpuZryGdmLm4ZUDJY2r8y26ute0Kh6HF62P6+tIE/uNWfkqVxdjKgKWFycSKmp7eDtdmMbHGEWBIBYMp+YCnPmogi1ri3hm92gs8NqU4MDr76Wql/Wi22ro0VevJ2Fvwuqj12WwKJnv+83Cvt/HHt+JWY/DoQSf3z6E0Q3hwiUXCgdPfDgvfiuVElqT6McICU+mu6GH43LCGEVvJMINFBzkHSu2i1Yq/LKuneuSlvK195PbW/c31kJ6skf3mhxDPrIvDzwOP1HVfXp8YR9vIxYa6hHGBAXlEmuiGBQKqfhVCql4bUQydm/dOIAjP53ApzYNAsCSYzc53+tEDYPBYDB0Dp3YV3u9sVrP/wwGg8FgMCwdSsi8Ax4hoBmv5DPjNRgMS0FKBYsAc1wix+gCIXe1r8sWHBZbF/BAxP27azF25iFGOc0wuiLg4Mnx+LHVJE62g6LLsO/e0bgqlHWh2K2xLIoeSlDxBB78xhEcPDmOnzz6hVR21ByXuOe2jbhj+1BcvaxFfikVaBd//lZQTxAHF/it/f+AffeOQgJxFeesx1F0GT67bW30NAVGCU5cmMbeXSNglKB8biolbjNKwAhiAd2IqSGMUbx/vIzh4WHkAfhCgpGF4mEyaRqvox8AACAASURBVCB5H5gXuYG0SJiPqsjzjgXHtjBT5XAsgt/a/w944POb8KlNgwssogMjFhoWCWMULDLLuTg1hXyuAK7CE3IeCeDAvMVWPZKxq0UREOC2TYMpkVsnLf3ovY+wvr+AdyYrJnYNBoMh48xxETvH6OuNExemkXesOPHPYDAYDAaDwWAwGFYrFT8sMnMsCl+oFaHTtBJKCaarYYtWl5JQx6nzPCN4h5itkGHcqAK51pLaVAS0hkZTZjdPpaG4ouJe1P/l9fcgpcK74xXkmQWLzFcvF12Gz2xdi4GCg6/8+esYn/UgM2yX3ymSlttKAdUgFMC/c+R9VAIRVyHnGEWOWdg61Iv+HINjUWwd6sWxx3fimd2jWBM95jgMlBBjkd0AbRetgNgyOmkdfeLC9IL7SbtnSoA1keWz7m8MhILjTJXjgefDPsfa/vmHp8cXWESbRATD5fBPZ87AcVgcv4yEMazjtdFPbew+szu00w+kggLifjxKAUfPTqVEbt0awMSuwWAwZBMnmucfeP4wtj/yMh54/jDW9xe60lHKYDAYDAZD++m2tUszXoPBsFQKLovX0Wqru41SEZJnFtzENWQQtUic9ThcSkBXue17ElPhnWFOnDiObdtKKYtSs5jdOiTCiVPUTKT1MmS6hTyzUOUi7kV9/UABU9Ug7u8tfYXpagCLEGx95GXcvnkQ+3ffgoMnx/HQC2PYv3sURVMZmEL3m847FhyLxoKUPiZ5IAAgrsBMHqO6csdUWy6NZNUs5RJChhXfutqVUgom5Xz1a7Rfaithf2v/P+Cb9306rqbSNud7DozhgTs2xdVWer/pRASD4UpIxi8AcC7BpGx4kt4sdgGk4jcpdpvYNXQLG//1X17W/53+d7/S4pEYDO3Hti28fWo8VeF95N0JfH77UKeHZjAYDAaDoQvotrVLM16DwbBUKp6AQ0OnRO2QqBRiB0VDuNbIOSDlwtmJUmr0wgSrSvCWUqESCJRKn8CMx1GwrUxbOF+/YQMmKv6Cnm8DBSeTQaywMOtGIrtZcY5t4fmDp/GlkfUAACEVXjjyPu69fWNHx3UlMEaRA8ClxGDRiftFc6mgFDBZCdBfsPHtf3w/7uOtD4FDpydQcFkozmQwvjpJst80A4UbPa4FJqfmvqF11IqHbnyLgnMJFxK+mP+y15bzQBjTsx5f0Mfb9Dk2tBPd77senMv4ZLU2dpN2/bU2/SYJzmAwrFYU6l9bZDXzf9bj2PfKKRw8+Xr82O2bBzG6YcCcfxhWNd12LBsMtZgYNrQLqQBPylgEElJhTinYGa3mM+M1tAszD68MOJegBJgTEnmLLkg+MTbd8yTXF40W0ZhVEzFSKozPerjv2dex/Q9fxn3PZt/CWVEbew6M4eDJ8f+fvfsPkuS87/v+6Z6emb25OxC+IxhDEEkQe8cGUhBzJESTKKssxFUxzLISpqRiBLhMKY4MOIwrOAkqipGZSlyOXQrNyDJQSagftmABVcbBDCuWXTHN2C7T5ElXCXnkCQXXpYkDcCIJ0brjLffudmfnx9NP54+ZZ/aZnu7Z3cPObvfe+1W1tTv943m+/fT3eWamn51pGZvp3OvXdPrMBW2YdL9DKxRo9ELB/08cm1V3wnu9b/QvXvljnfqb/1L3/fI/16m/+S/1L17548k9V+vI2kyD1OpGz+jJ589rvW909tWrisLNrzLPJP2lD9+rX/nJH9GRdqTvr/Ukje6H3O2nlc0vwGfMaKK7bzOZ8c/hdjT59NRaz+iD9x5Tb2Bm7nMsaTLRzWQh9osxVhsmVb8kd7/xhyuTrzwnfwFgU9F//leVuzUOt6gCpgUq7stVvXYA5JHD2CthoMkHWPzfVf38FvFirzAOHwwbJh19dXkmrZvZTy8z4Y2dum0ypjsweurF6cnjp168oO6gupObh9uRvnZ5ZWrZ1y6vTO4ZXDV1u9dCq+Qe6XW9p561mboDI2OzyT9KHIoaeujdx3T21au6sTFUc3zPWDf53QilP/urX5n6tHdV8wvwbZh0apLbnyx09/V+5rFTeurMHyhQxn2OUSlusvtwO5rcozufu9xjHgBm1e0+ixsm1ZurXf3Gxx/St/72R/QbH39Ib652+QdTQMXXDoA6IYexV6Iw0J2dpoJAurPTVFTx65bEi73COFx/bh6iE4WKwmDqvtTArbhtZrY6JZPHnQpP7q33R5/yOvf6tcmyD957TOt9U8mvKyj7z6qqPtmkmdRpN6buqReGo+VV576ef6kRasOk6rQaWlkf6PiR0Rc+u1zvGas7liL96RN3qdNqaGOYTp44GkGgKzcHSv7WR/Sdla6OtCOFgSqbX4BjjJ28IFrvm8mY49/nmK8vR1W5rzF3eSltnbvcpxu3o+3d+/v1qUfc9/v2UHSfxapqjr+p46++cH7qFlVNLuAAAAAAuI29893vZnIbu666s727rNtPCyePu/10cs/MqmmPP+WVv4d3VQeBMAzVsHbqAlQjGC2vonYU6mbfaLU71OF2pJX1ge7sNHW0Xe2vGHRfz//dH3R1z50dnT5zQb/+lz6gp168oN/6mR+VzTIv1zOZTOoN06kLbf/wv/xRZdLkPt/Hj7TUCEb3+uYrFlFl7pOxMqN/qmk1Ark7U+Tvc9xqNjRkohsVMslfSf2+UTMMFIrcBbC7tvfPAtPq9M8C+S+6s6ru15Y1o1DtKNTn/tIHdMehpm5sDBWMlwMAAGylbt9uQ7wAtisLm2qHQen92Ks6p4Rqq+ZM7wKEgfTZj71Pn/z8y5NJP/cVzlV2x1I09SmvKn8aIIpCyUiym1/R1wjDyn71aqMR6mg7UsP7iu9Os1H5e0O4r+f/jY8/pL/6wnmde/2ajh5q6muXV0b5HGjyjxJf+MZ39dFT9+hQqzGVR6k1ajdbGnrnKgykVoOvykX1GGOVWqtAmtzveDhMlWaaTHaHgfS2pYjJQlSKy11JU/krSWaYymSjiZo7yV1gV9zKRC/qJ/9KtcqvXLuDVL/z+5f16IN36+hSU398o68vvfI9/eUfe4+OLlU5cgAAUBVhEEyuX4/+ru61YYl4AWzP4XYkM0xLJ7yZo8CtuG0mvNtRqCPtSL/ykz+idx7rTL7CuV3xjlOnCzrGWK10BzOfSD/WaVV2gGo0Qh0dT3DXZXLBfT3/kaXNr+l332AQBtLAZFMT3INhquF4kmWtZ9RqBGpGLXUHKV+Ti8rxJwilzVslRMHmZKH/dTdhMNpmMF43YLIQ+8h9Xbl7sW68W2SkWTb1NeYmTXW4GSnTdG5zj24AKFd2uySTSa29D2dL7TDQY3/qXbX5xi4AAFAtZXddrOrdGIkXwHa4b0Bsj7/5sOiaL3ArKjHhHcfxhyR9JkmSR+I4PiHpH2r03PKKpL+WJImN4/h/lPQXNPoM8c8nSfL/7qSORiPUkdb0p3kPRdX/NG+dvrJvw6Q6febC5Gvjz71+TafPXNBv/sxDOsrF+13jJrfXepv3eHffYPBvkiv68fe+Y2pipRkGaoWB/uA7P9A9d3b02tWufujOjn7+zIXK/0MCDj43QXjf8kkNBmZqglAaTRJm2ehenflvuvAnwQd9IzNMmSzEnnM5vLx8UtbaSQ673HWOLG3mbyhpYyCtyyhqNJjsBmrmVj9JXqevDa+qKJC6xmq1O1SnFena2uiWRJ2Kjp0mK/7GrqpO0AMAcNBZm6k7TBXH92utb9RpNhRWeHIlkGSzTHb85nL0t9So6KeQiRfAVvzJbr7OHLtt3ye84zj+JUkfl7Q+XvR3Jf33SZJ8OY7jX5f00TiO/1DSj0v6kKR3SvqCpA/upJ46fvpYqtcnvA+3Nz9x7Hzt8srk61uxO9zk9mtXb06+uvz7az3dcailB+5+m1qNcHKPWKcRhlq+66i+8Ycr+ivPn9e3/vZH+IcE7Ds3Ueh/gjvLTXgfWdocP9b7RiZN1QgiWc1+wius8C0UcDC5HJZG+StpksN+7kqz+XvnUsQnuwFsia9pn9WJQjWOtCb/xFzlTwAstRp6+qUL+sQjJ3TiHUf0R6s9fe7Ll/R3f/rUfocGAMBtx9pM19YHeurFb06uDT/7+Pt1/HCr0pPedfvKbeIFUMYYq55J+TpzLEwVZiJfk/STkl4YP35I0r8d//1FSX9OUiLp/06SJJP07TiOoziO70qS5Op2K+HTx4u33t/8xLHzwXuPab1v+HrhXeS+nt+kbR3rtCafGDHDVI0jLYWNQDKj+8M++fx5/cbHH9L9/8MXJ/s/fN9xdfujCXH+IQH7yf1jhv8J7ry13ujrn4Ng9BXQw1SSjDpNJgux//x/Lsrnr8tdJ7XkL+qPyVdgZ9b7Rn98o69H/95XJssevu84748AANgH3WGqp1785tS14ade/KZ+62d/VEcqem2sbl+5TbwA5tkYT3a7ry7n68yx2/b92TxJki/EcXyvtygYT2xL0k1Jb5N0h6Rr3jZu+cyE98WLFwvrie+/v/TTx2X77Lfl5ZOl66oUc6/X08WLF7W8fHLyieP8PeqqEK+L86144IEHdimactuJ8e3veIeOH7ljMrnt7tOd2kzdvlEjCPTv/v0NPfPYKYXh6MKaOyef/dj75F66uX9I+O4blxZ8VHtrN851Vb3VY6tKDkujcdm33jczn/B+7epNxf/BHYqC0VdANxtS1Gio2WxMvsZ8r/O3Tvl10GLdi/yVbi2H3b25XQ673HV6w2rkr3Tw8qIKthtnlXK4Lm17kOTbu0rnYLtx7HcO1+X9kfND99xT+P7IDjZ0sWKvv6uUj/PU4bWwVJ6PVWnn/Y6jin15v9vENy8WcrgacZDD81U1h+O4+Npwp9moTNvlLS+flCn4yu0oqMa11rzbId79vK5Wl36+FxiH59vvcXjeHF23P/o684HN1CqY4L5+87q+f+XKokOUVI1zVoUYqhLHblxb2/cJ7wL+bauPSlqVdGP8d375jLKDvdkbln76eK9ebO3UYGBm/qPMfc1DlWK+ePGiHnjgARljdWfuHnXtMFAYhpWI18VZdTuJMU1H3aXVbGjYN1qKQgUafYX5iXccVSsMtGGsfuUnf0TvPNbRd1a6OtKO9IVvfFcP33d88g8JdWiXnajLub4VdTi27cZ3szeUNJogDAKpGQayuUHvnjs7Sv74hh74k3eUfgX0XrdHHc6BQ6y3Zqc5LGlyb253D28/dwNJb1uKNKhA/krVauut1CXWqsW5nVhuLebXby0gSJI+8jvVbb8q5a9UHs9gYAqXz9tnv12/cWPq/dFo/F/S2+64Y+ud91DVxrEydYmzLMaqxL/fcVSxL+93m/iqEAs5PB85PF8VYimqf63kmym7w3Tf4y0zGBhF4/vcSlIjDBSNJ4iqGDPx7o6qj8HS/sfCODzffscyb46uMb5tQCsMpiYCpdHtKu86flx3HT++4AhH9rudqhJDVeLYjRiq+P2Z34zj+JHx3x+R9FVJvyfp0TiOwziO3yUpTJLk+zsp9FDU0DOPndLD9x1XFAaTyb5DUWN3o99lRRPeYVjF0za6t0I+Nu6pu1iNRqijS02FQaBDUUOBpA1j9d3VDXVao8mVpSjUce8+h0tRqI8/fK9+82ce0p1LUWXzCQffoaih9vjNRNub7A4DqTH+edtSNPrnjWZDfZvpUNRQGAQ6utRkbMG+czns8tfdjz6fuwObqRFujtfkLwDcmrLXrVV+PftHb77J+A/k1LEvAz5yuJ46zYaeffz9U9eGn338/eo0q3ttOAzDmfvbBqpurhEv9grjcD0dihqKAqlrRlPdQ273h11WxU94/6Kk34rjuCXpoqT/I0mSNI7jr0o6p9Ek/V/baaFRFE7d77gOnei1117VyZOxhnbzHqFRxSeQoyic3BOd+9LtrSgKJSN1IqkxnuCWRjnj55D/Qo5/SMB+iqJQxkiRtco0mijMpJlPwR5tMaagmlwOW2sn+Zv/FgI3wQEAeOvcuCvvtS2vZ4H6oS+j7sjhegrDQMcPt/RbP/uj6jQb6g5TdZoNhRW+Z6y71ufnWqPCuUa82CuMw/Xkzlsnmr1+xrnDbqjEhHeSJJclfXj897ck/XjBNn9D0t94K/W4ydgqfDx/u5hAxk6MnhhCtcaPXc7kc6hOfQAHm8tZPyfb43WMeaiDfA6Tv6iL0ddrV/crtoEydXxPB2AWfRl1Rw7XUxgGOtKOanXe6pZrxIu9wrmrJ3cd7bXxeeP6GXYT/zYBAAAAAAAAAAAAAKglJrwBAAAAAAAAAAAAALXEhDcAAAAAAAAAAAAAoJaY8AYAAAAAAAAAAAAA1BIT3gAAAAAAAAAAAACAWgqyLNvvGHbN+fPnD87BoLIeeuihYFFlk8PYC+Qw6myR+SuRw1g8chh1Rw6j7shh1B05jLojh1F3XFdD3ZHDqLuyHD5QE94AAAAAAAAAAAAAgNsHX2kOAAAAAAAAAAAAAKglJrwBAAAAAAAAAAAAALXEhDcAAAAAAAAAAAAAoJaY8AYAAAAAAAAAAAAA1BIT3gAAAAAAAAAAAACAWmLCGwAAAAAAAAAAAABQS0x4AwAAAAAAAAAAAABqiQlvAAAAAAAAAAAAAEAtRfsdwKLEcfwhSZ9JkuSRkvV/XtJ/N34YSPoxSQ8mSXJxbyIEAAAAAAAAAAAAALwVQZZl+x3Drovj+JckfVzSepIkH97G9p+U9CeSJPnrCw8OAAAAAAAAAAAAALArDuonvF+T9JOSXpCkOI5/RNKzGn2S+5qk/ypJkuvjdT+s0eT4B/cnVAAAAAAAAAAAAADArTiQ9/BOkuQLkobeot+S9NfGX2/+zyX9krfuaUm/liRJf+8iBAAAAAAAAAAAAAC8VQf1E955D0j63+M4lqSmpG9JUhzHoaSfkPTp/QsNAAAAAAAAAAAAAHArbpcJ70TSzyRJ8u04jv+0pLvHyx+U9P8lSbKxf6EBAAAAAAAAAAAAAG7F7TLh/QlJz8dx3Bg//rnx71j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\n",
|
|
"text/plain": [
|
|
"<Figure size 1980x1980 with 132 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.pairplot(df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Z per External Stock Market Price')"
|
|
]
|
|
},
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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B54/tyuYo4WD5H2GnAqweYBEREZmcArBryN2C16tANkeDDI8dXxj1KrtHRibfxhfKA3A9j14bSWZoiU6sAHvaYmHecNEJdK1pAWBd+8SqeiToK6uoi4iIiFRSAHYNeRVgdzvdtoYw6VyeG+7ddczn9HYo6xlJTXlcsiSw1fMotOFk9QpwpRb3mKoBOOAjpRYIERERmYICsGtwzGlTaIuFAXj9hRvw++DBPQPHdL50dvzX8NMF4ES6tAK89MPb00dGue5/nySfL5TdP5Ks3gNcyZvOccKyxgmPqQVCREREpqMA7Boay7hb6QYAaG0IcfqalrLq7NEoreROF4DLWiDqYPvld337YW64bzc7e+PF+wqFAoOJDK01BOBQwLlI8NXnr5/wWCSojTBERERkanU1BWIokaEpGiRQZcrCYCJDW0MIn2/8sYZQ4JhHlJU+r2d0mhaIOusBzhecym82P16pHR7Lks0XWNYYnvb5//za8zg4OMbaKpM1IgEf2XyBRDpLLFz+xzuby5PNF4iGAsf5HYiIiMhiVjcV4HQuz6WfuZ3vPVh9Lu/QWIbWWHn1MRoKlLUnHI3S5023ocZYnfUAez+AlH6vfXHnh4RlTdMH4LVtDTx7Y0fVx8JB59yn/8OtEx675psPcdrf33LU6xUREZGlpW4CcH8ix0gyy+P7h6o+PjQ2cQJBQyhwzL9OL33edKG23sagBd0WhtIpG33uqLhljZGqz6lVJDBewS8UynuM77DOTnuVvcciIiJSX+omAA+MOSFzT1+86uOJdG7CrmINYacF4ukjI0cdhL0KcFMkSHyaC9vGMrnibNu52n55PgX8zvc6XDJnuW/UCcAdNbRATCVUEoB7R8fnL3/3gb3FrwcSU89lFhERkaWtbgJwfzEAV9/dLZHO0RAu7w2NhQP0jqS48p/u4rS/v4V3f+fhSc//1OERnv2x2zjgbtHrVXU7m8LTVnWTmRwtDSGCfl99tEC4GXW4JOx7m4XU0gIxleHUeF/x7pIfdj7w48eLX0/Xky0iIiJLW90EYK8CfHBojFQ2xyP7Brn6K/cU+2/H0lkaKi6OioYCxEv6c2967OCk5//eg/voHU3xk0f2F88HsLw5Mn0LRDpHLBygKRqsiwAc9CrAY6UVYCeUHm8FuKQAzG53ykTpSDpwPqu7n+o5rtcRERGRxat+ArBbbcwX4JmBMf7xpq089sxQsSc44YbQUpWBeCrLmpzeVe9X+eMV4Mi0LRCJdI6GUIDGcLAu5gB70x9K2z364mmaI0EiweOb0PCy01q57mWnA+OtDl5V3vONe3fzxv984LheR0RERBav+gnAY+PBcm9fojiJIOdeEDWWmdgCURmAK3uES3m9p14l0+sB7myKkM7lJ1QhS/XH07Q3hmgIH/tFd4uJ996U9QDH08fd/gDO5/CGi04AYCztvOf7Bpy2l+vf9OzjPr+IiIgsfnUVgDvdKu2evjgBd96vN3d3zK3ClvICcWdThDdctIHRVJbzP35b1fN75/EuvBorCcAAiSn6gHtGUyxvjtbNJg5eT/R37t/L9sMjAPTHU8fd/uAJBvyEA34SGed19vU7FeDTVjfPyPlFRERkcaurANy1upnGcIA9/eMV4MFEmnTW2SBhQguEe/vEzhjLm6LA5Lu6eb27h4eTQEkAbnZC3VQbXPSMpFjRHCEaCpDMLv0AXDr3+Okjo4DTOtJxnCPQSjWEA8XXOTLifCYrW6J855oLq65DRERE6kddBeDlzRHWtcfYPzBWDMBDY5liv25Dxc5hXkV4Q0cjbSWbZGRzE9sZvIA75F7YNZbJEfT7aGtwAvBkfcDxVJZE2llbNOQnlZm8VWKpiKdyXHXGSmC8HaIvnqZzBlogPLHw+CYmvaMp2mIhQgE/F5/cyWdfeXbxfhEREak/dRGAC4VCMQC3NAQZTWWL2/EOJNLFSuCEFgj39sZlMVobxgNwtWqud/Ha4FiGQqFQHKsWizjnmGwU2hG3oryiOUI0uPQrwLl8gbHMeDvKr7sP0zOSYiCenrEWCBif4QxOddl7PYDOZufrI5NU80VERGRpm/yqriVkOJklky+wvClCUyRIXzyN3+e1QGSK/bmVLRBR9/YJnY1lF7GNJLO0xcrDmtcCkc7mSWbyJDNOT7F34dzoJBtceC0Vy5sjREJ+kku8Auy9DyuanZaSm584xEN7BsjmC8VJGjMhVtIC0TuaKqsuL3df54jbriIiIiL1pS4qwKUhszESZDSZZcSdQDCYKG2BKA/AXataOGddK+dvbGdtW0Px/qGS+bWe0oA7NJahdzRFczTIiZ2NADy6b7Dq2rz7Ny5rdCrAS/wiuL6481msax9/P73PZ9kMVoBjoWDxB5ve0XRZuN60oolI0M8Du/tn7PVERERk8aiLAOz1enY2RWiOOi0Q3gzaobFMsVJYWQFe1Rrlp+++lNWtDTzn5GV89OVnAOXjuzylbRFHRpL8dkcfF5y4jM6mCOesa+UOe6Tq2n7++EHOXNvC+o4YkVBgyVeAvR3fvDaEUptWNM3Y60TDAcbc97J3JFWs+oKzwcmFJy3jru3aDENERKQe1UUA9nYca20I0RQpD8Cj7kVoMP3GF8/a0A6Ub+DgGU1lWeGGuruf6iWezvE8sxyAs9a1sqs3PuE5ADt7Rtnsnjca8pNa4j3Afd6WxxXV3nDQz6krZ25MWSwUYCydJZnJMZLKTrjA7vJTOtnRE2d/xSYZIiIisvTVRQD2LkBrjARpioRIpHPFtofRVHbSFohK3oVww1VaIOKpLGvdX+vbQ85s241u+0NjJFh1CkShUGA0laXFPW8kGFjyUyC8nfIqN704bVUz4eDM/XH0pkDs63c2wVjfESt7/IpTnR9OfmNVBRYREak3dRGAvf7cpkiQxkh5yHXGkHkXwU19TWBL1A3AVSrAI6lssU94R48z29abatAUDlbdDS6RzpEvjO8wFw35Sefyxd3plqJ+twe4cuLDSe4PCzPFmwO8p696AN60oomWaJCtB4dm9HVFRERk4auLADzi9uc2R4M0R8dDbovbD1wakKfSFA3i98FB99fmPSMpPnbTVhLpLOlsnjVuAN7dG8fng3Z3UkSje97K3eC8vuGmqBeAnXC+lNsg+uJpmiJBIsHyH0RWl1xkOBNi7hi0vW4F+ISKAOzz+ehsjjCQmFjNFxERkaWtLgLwaDJLwAeRoJ+myPg839WtDcRT2WJFtzQcVxPw+3ieWcFPHtlPOpvnC7dt5/p7dvH9B/cBFHuA4+kcHbFwcbMNr+pcOT94pCJ4R9wWgMV6IVzPSKp4kdtk+ieZ97tmhgNwQ8gJwHv64jRFglVfsyMWZmCa9YqIiMjSUx8BOJWlIeTH5/MVq63gTHnIF5wpEUG/rxhAp/LCM1bSO5rm0FCSmFuxfdpteWhpCBUvpCsNXF4FuLIPeDRVHrwXewX4nd/ewt/84NEpj+kbTU/o/wXonMERaOC854UCPPrMECctb8Tnzn0u1d4Ynjawi4iIyNJTNwE4FnK+1dI2hzVtzmYMh4eTNEWDVUNSJa9POJ3LFWfL7uyJF8/thd3SkOfdV1kBHm+9cKrS0dDirQDn8gUee2ao2P88mb54uuq835aSnfZmgrd19SP7BjljTUvVYzpiYQYSCsAiIiL1pj4CcDJLLOx8qytbxufBrmpxfu1+cCg5bf+vp7RNwdtO2Rtx1hQJ0uS2O5RuvNA0aQ+w039arAC7fbGLcTOM3X1xUtk8BwaT5Ke4iK8/nprQjvCGizZwwYkdM7qe9pKd+k5fXT0AtzeGGYg7W1eLiIhI/Zg29RljQsCNwEYgB1xjrd3mPvZ64D3W2ue4t68B3g5kgY9Za2+apXUfFacC7FR3V7VEi/evbnW+/v3eQU5bVdsM2kixTSFfDKoHh5wtdRtLK8AlIc/bYCNeUgH+4ZZn+Nbv9gAlPcDFCvDiC8DbDjqj39K5PL2jKVaUvM+eQqHg9gA7Pxz89zUX0X1wmLdceuKMr6e95P03qyapADeGSOfyxNO5mn8AEhERkcWvlgrwi4GgtfZi4KPAxwGMMecCbwV87u1VwHuBS4CrgE8aYyZu9zUPSlsggoHxb3lV63hIq9wFbjJeBTiVyU0Iqs3R0gA8sQI8WtID/Nc/eLS4DXJlD/DYYgzAh4aLX0+2ucRIKksmVyj+cPCck5fNSvgFaI+Nt1Ss76h+gZ1XJe4fVRuEiIhIPaklAG8HgsYYP9ACZIwxy4BPAe8rOe4C4F5rbcpaOwQ8DZw90ws+FvFUloYqF7iVht5qu7tVUwzA2fyEoOpstDF5D3BlC0Tl48VWiSqbZix03QeHCbs/XHgV8UqTbYIxG0pbIFY0T6xGgzMFBCYP7CIiIrI01fJ731Gc9odtQCfwMuA/gfcDpcmhBSjdVWAEaK08WXd39zEu9dj9kYnRHsoXX3tlU5DDo1n8wweJBH2ksgUODyVqWtuBfmcjhx2793K4p3x74wN7dpBLOveNDR6hu9uZQZtyN8DYte8g3W1jJEoucrvqlGae3m4BODzkBES7aw9rff3H8y3PqUKhwGN7+zm5I0R3T4rtu/ZyYnBwwnFbjzjBON5/mO7ukVlZSzKZpLu7u2wzke1Ox84E2VGnB/u3TzxNW/rIrKxHZp73GcvSps+5Puhzrg8L8XOuJQC/H7jVWvtBY8x6YC+wE/g3IAqcboz5Z+B2oLSRthmYkIK6urqOe9FHq6vLCd7ea//qrzcxPJZhXXuMuzaezIWf+DXDqXxNa4v0jAL7Wb5qNeH+w6xoznBkxAnF5515Omt2PAm745xjTqbLvbCrUCjQENpHIdpCV1eXu1Xybr70uvO4+pw1xXN3DCfhJ8/QumwlXV0nzPj7MFt+8vv9HInv4s8uPZnuWy1ty1bQ1TWxteGg7zBwgLPMyXStb5uVtZR+zrALmPzP3Kn5AuGf7Oe+Azne+eJTiy0osrCVf8ayVOlzrg/6nOvDfH3OW7ZsmfSxWlogBhiv7PYDe4CzrbXPBV4LbLXWvg94ALjMGBM1xrQCXcATx7HuWdMSDbGu3dkZzNu84qozVtb03OJFcJk8yXSO5c0RvvO2C3nHFScTDPhLpkCM/wre5/Nx+poWnjzgvI3e1Ih17eW9qV4LxEA8vagmE9y+7QirW6O85RIn9MbT1Vs4RmrccGQmnTtF0A74faRzeR7aM8CPHn5mztYkIiIi86uWJPIF4OvGmLuBMPAha2288iBr7SFjzJeAu3GC9bXW2urNoAuIz+djy4evLNsgYyrjPcA5ktkc0VCAizd1cvGmToCqUyAAzlrbyvcf2sdTh0f46l07WN4coatiOoHXk/z5X20nky/wly849bi+t7lyeDjJuvYGoiE/Ab+vaq/zSDJTDP5zFYC3/eMfFnfjm8yfX7yRG+7bXexPFhERkaVv2iRirR0FXj3JY7uBi0pufw342kwtbq6UzuydTtlFcOlccWMMz0vOWk2+AK0VGzuct6GNG+7bzQu+cBcAf//S02momDxRuhHHd+7fs2gCcM9Iiq41Lfh8PmLhQNUd78667pfF2y3Rmd30YjK1tDRcd/UZ/OjhZ7QjnIiISB2pi40wZlIkWDoHOF/cvc1zyspm/vIFp07YVe6qM1aV3X7xWeW3K8VTOV75b/exrz8xA6ueXUdGUsVWksZwcEIFeHdv+S8MFlqvbWdThN7R1HwvQ0REROaIAvBRCgV8+H3jc4BrDXPRUIDvXHMh1764i4+87PTiCK7JjGVyPLRngC/f/tRMLPuo5fMF3nbjQ9z8+MEpj4unsoymssVRY7FIYEIP8N4FHuKXNYbVAiEiIlJHtP3VUfL5fESCAbYeHGFnb5zNJ7TX/NyLT+7k4pM7j+r1RlO1zSeeaXfYI9zWfZgdPaO86KzVkx7nTcDwtphuDAdJVKx5wQfgpjA7eya0tYuIiMgSpQrwMYiE/NzWfRiAp46Mzupr1bpBx0y7+6leAM6bZlyZF27XtDkV7Vh48VWAO5si9KkHWEREpG4oAB+DwUSm+PVLz568OjoT4vNUAfZeN5Ofehxb90FnC2RvokVjJMgDu/q57+ne4jHPDIxx+uqWqs9fCFa3RumPpxkq+VxFRERk6VIAPg7mvGkNAAAgAElEQVQ/fufFvO2yk2b0nJ/5k/Ldo+erBSLhbvOczEy9LXP3wWHWtEZpjTmTHcbc6u/rr7+/GIIPDyUnzDxeSC44cRkAv93ZN88rERERkbmgAHwcTlvVPP1BR+nV56/nb64yxduj89QC4fXxTheAnzo8iil5H7oPDRe/fv3199N9cJiDQ2Osao3y8T8+k2+99YLZWfBxOHd9G9GQnwd2LZ7tp0VEROTY6SK441A5A3imlM4QHhqbn1/Le3280wXgntEUZ69rLd4+oSPGYGKoePs323sYTmZZ2RLlTy9cmNs7h4N+OmLheXuvRUREZG6pAnwMXnfBBl57/vpZO39bbDwAx9O5eQlm3izfZCY/6TH5fIH+eLps2+fr/+x8zikJxPbQCACrWqKztNKZEQkFSOcm/15FRERk6VAF+Bh88hVnzer522Pl2yjv60/QurZ1kqNnRyI1dQU4nc1z6odvBqCjcXwnveXNEb7x5gu44d5dfPXunWzzAnDrwg7A4YCfdHbqareIiIgsDaoAL0CV2yjP9m5wTx4Y4j3//XsyJRXQuFsBHpskAA+OjY8NW9ZYHtg7GsP85QsNy5sjxSkRCz4AB/2ksqoAi4iI1AMF4AXIa4HodFsLdvWVb9IwnMzw5IGhCc87Vn/1/Uf52aMH2H54pHhfotgDXD0UDpe0ZZS2QJRqaxi/f6G3QISDftIKwCIiInVBAXgB8logVjRHOWttK999YB/ZkursW77xIC/50j0UClPP6PWks3nyFfN8f7X1MH/zg0f50ZZnaHErzt4c3EKhUBKAJ6kAl8zM7WicJAC7Qb45EqQxsrC7bSIKwCIiInVDAXgBioUDhAI+GsIB3n7FSeztT/DQnoHi497XlTuuTebUD9/M3/3oseLtvtEU13zzIX6w5Rn+6geP0uYG4L54mlQ2xx32CLl8AZ9v8gBcemFeZc9y5f0rF3j7A7gVYF0EJyIiUhcUgBcgn89Ha0OYWDjAFacuJ+j3ccsThyYcN1zDdIjhpHPMD7Y8U7wvURGcvZ7jIyMp/v4nT/CWGx4CnN7ebL5Q1hvs8QLwu553cnEb5ErtbgV4RXOk6uMLiXMRnAKwiIhIPVAAXqBWtkRobQjRHA1x+anLueG+3fx+r1P59fmcY0Zq2CTj4GBywn2pkmkHG5fFiIYCABwZSfKzRw8WH/NaG6pVgb0A/LZLJ98Jz7jbI69c4P2/4IxB00VwIiIi9WFhN2bWsS++9jwawk4w/eCLTuP2bUd4+sgo521oJ+DzkS0UGElOXwE+MDhW/Hpff4L1HTHG0uNBrzESLAbi/75/b9nUh1WtDWw/PEoyk6cxXMDv91EoFPjoTVu5Y9sRgGL/cDWvu2A9a9qinLJy5nfMm2mqAIuIiNQPVYAXqE0rmljrthYsa3JaCOLu9sR+v1MCrqUCfGBoPABf9pk7AEi6gbctFiKRzhUrn8PJLCcsixVf90VnrgLgP36zg0s+fTvdB4f51zt38I17d7O7L0FzJEjAXUs1Pp+P55oVxfMtZBqDJiIiUj9UAV4EGiNOJdi76C3o95FmvL93KvsHxibc57U0LGsMM5rKlrU4XHhiBx98URd+v4+tB5wZvtffswuAF33x7rLztMYmr/4uNs4UCG2EISIiUg9UAV4EIkFnKsSoWwEOuE3AwzVUgLeUTI/weLN9lzVGSKScCvDGZTFefu4a/vIFhvbGMK0NIS46qYM/Pm/tpOfetKLpWL6dBSmiCrCIiEjdUABeJBojwSotEFNXgBPpLA/vLQ/AmVy+WPHtaAwzkspyp+1hRXOUL772vLId23w+Hy85azVQfZLDZacsP/ZvaIHxxqDVOltZREREFi8F4EWiMRwsVoBz7qYW0/UA7+5NkMkVaHQvpgMYiKeLAbi9ZAOLSKj6H4UrzHLeccXJ/ORdl/CpV5wFwMnLG/mPN27mzRdvPObvZ6EJB/wUCpDNKwCLiIgsdQrAi0RTJEjvaJrv3L+3GIQPD08ccVYqkXaOu+7qM4ozefsT6bIeYE8kWP2PQijg5wMvOo01bQ0sd6vAPp+Pq85YVaxELwVh9/vXJAgREZGlTwF4kWiMBLhrew8f+p/Hi/fdtvXwpDu1wfhFcyctb+Rf/vRZAPTH0+M9wE3Vd3CbjBeA80uwTSCiACwiIlI3FIAXicZI+cCO9R0NDCezPLpvcNLnJNxKcSwcZFmjE14H4pliaA4Fxj/+sSmCtMfb2viUJXTxmyccdNpEdCGciIjI0qcAvEh42x6/6TknAPCqzesB2N0X55M3d/ONe3dNeI5XAW4MB1nl7sa2byBBMpsj4PeV9RCPpacPwOs7Ylz/pmfz2Vedc3zfzAKkFggREZH6oTnAi8SOnjgAf3zeWj7wotMIB/x8+fan6D44wg337Qbg1JXNXLKps/icMbcHOBYJ0BoLsbo1yqdu3gZAwO/jpWev5tO3OLfHMrUFvytPXzlT39KCUmyByGkWsIiIyFKnCvAi4fXfdq1uIRYOEgz42dAR46eP7C8e88+3bS97TmkFGMDvG79oLZcvsL4jxi/eexnAlL3E9cCrAKsFQkREZOlTAF4kvvXWC/jmWy4gGhofabZpRRMDCac14iVnrWZXb7zsOYlUFp8Pou6Is8tPnTi319vNzZsYUa9i7qi4RA2tICIiIrK4KQAvEuvaYxMC7MvPdXZpO3VlEycsizGYyJRt5BBP52gMB/G5ld+PvOx07v3A88vO4Y1Hu7JrabY21KqtwbnAbzAx/fbSIiIisripB3gRe+HpK3nbpSfy2gvWc/u2I2TzBUZTWZqj41XdWMkmGNFQgLVtDVx2Sif98TTgTIh44No/KE54qFdt7g8CA4n0PK9EREREZpsC8CIWDPj58EtPB+Dhvc44tMFEphiA46nchPFpAN9664Vlt1c0RyccU2+8XfEGFYBFRESWPLVALBFtDU7o9X6F//0H9/HkgaGyCrBMrjEcIBTwFXuqRUREZOlSAF4iihXMsTSZXJ6//dFj7OiJFydAyNR8Ph9tsbAqwCIiInVAAXiJ8CrAA4lM2QYXq9vU3lCr9liIgbgqwCIiIkudAvAS0eZexDaUSDM0Nh7irj5nzXwtadFpawjrIjgREZE6oAC8RLTFQoQDfvb0JYrbJr/w9JU8z6yY55UtHm2xkMagiYiI1AE1iC4RoYCfs9e1cv09u3hs/xAA11x+En6/b5pniqc9FuaRfYPzvQwRERGZZaoALyGnrGwG4IFd/QC0un3BUpu2xtCEzURERERk6VEAXkLe/4JTym63RBWAj0Z7LEw6l9d2yCIiIkucAvASsqI5yvPM+HbJLQ3qcDka7doNTkREpC4oAC8xMXfubyjgoyGkTTCOhjdJQxfCiYiILG0KwEtM1A29LdEQPp8ugDsa7W4ArlYB/usfPMrGD/ycN1x//1wvS0RERGaYAvAS42193KIL4I7aeAtEeQV4OJnhh1ueAeCep3vnfF0iIiIysxSAlxgF4GM33gJRXgE+MDg2H8sRERGRWTLtVVLGmBBwI7ARyAHX4ATnrwI+4FHgPdbanDHmGuDtQBb4mLX2pllat0yiwQvAUV0Ad7S8sXHDY+UV4FoC8Fg6x57+OKetapmVtYmIiMjMqaUC/GIgaK29GPgo8HHgE8CHrLWXADHgamPMKuC9wCXAVcAnjTGR2Vm2TMa78E0V4KMXDvppCAXKtpI+MDjGW254aNrnfueBvVz9lXtJZjRCTUREZKGrJQBvB4LGGD/QAmSAP7HW3mWMCQOrgMPABcC91tqUtXYIeBo4e5bWLZPwWiC0CcaxaWkIMjyWLd5+6shoTc87ODhGOptnOKkJEiIiIgtdLb8nH8Vpf9gGdAIvddsdTgBuA4YAC5zkfu0ZAVorT9bd3X2cSz42yWRy3l57Lg30jgCQiQ/Vxfdb6Xg/56g/zzNH+orn2Lk3PuGYrVu3TpiwsetADwCPPmlZ1xo+5teX6dXL3+V6p8+5Puhzrg8L8XOuJQC/H7jVWvtBY8x64HZjzFnW2j3AKcaYtwH/BPwIaC55XjMwWHmyrq6uGVj20evu7p63155Lu7IH4d4eTly3iq6uTfO9nDl3vJ/z8jsHyAf8xXNsSz4DHOb2v7qCm584xGdvtZx0iimOm/PkfjcCjLJq3Ua61k34uU9mUL38Xa53+pzrgz7n+jBfn/OWLVsmfayWFogBxiu7/UAI+Jkxxtt3dwTIAw8AlxljosaYVqALeOJYFy3HZvwiOLVAHIvWhlBZG8NoyunpbYoGaXTfW2+rZHtohOvv3gnAQNyZHDGSUguEiIjIQldLBfgLwNeNMXcDYeBDwG7gBmNMGkgAb7PWHjLGfAm4GydYX2utTc7OsmUy3kVw6gE+Ni0NIezhkeLt0aTTD9wcCRV32Uuks3Q0hnnjf97PkZEUr3r2evrd0WnxlC6CExERWeimDcDW2lHg1VUeuqTKsV8DvjYD65JjtHFZI51NEU5b1Tz9wTJBa0OobAzaaCpDwO8jGvITizg/XFz66Tt4yyUnMuZWgnf3xhmIZ4rHi4iIyMKmYbFLzKrWKA99+Mr5Xsai1RINMpLKEk9lSWZy3HDvbhrDAXw+X3HCBsDX793F2rYGRlJZ7OERRlNOpdirGIuIiMjCpZ3gREpcdPIyfMDnf7mdv/rBo8TTOYbdUOu1QHia3c1Gfr93oHjfqFogREREFjwFYJESF5/cSdfqFvb2x9ndWz4CrbQCDDDiBuMn9g8X71MLhIiIyMKnACxSoSUaYmgsg99fPuu3uWKyRr87+WFvf6J439FcBLe/hi2WRUREZOYpAItU8HaDG0yUV3NXtpTv7D3mbntcunXySI09wD/5/X4u+dTtPLi7/zhXKyIiIkdLAVikQmtDiAODY/TH07TFQnzuVecAE3uAKy1rDBNP1RaAf7ujD4DtJSPXREREZG4oAItUaImGGHGD7P+7+gxeuXndpMd6F8IBrGtvKE6DmE4mnwcgFNBfQRERkbmm//qKVCjdRGRFc3TKY83K5uJzWhrGg/N0MrkCAH6fb5ojRUREZKYpAItUaCkJwJV9v5VOcQNwR2OY5miw5haIbM6pACfSmhssIiIy1xSARSq0NIy3NaxoKa8A3/SeS1nd6tzXGA4UA/Ly5giN4WDNG2F4FeBaWyZERERk5igAi1QobYFoipRf+Hbm2lb+z+UnFY/zHl/eHKHpKCrAYxnnuFqPFxERkZmjrZBFKpyyoplYOMCZa1urPp5x2xfOXNtKwSnksrwpQnMkyGg6Sz5fmDBDuNJA3Bmdpq2TRURE5p4CsEiF9R0xnrjuKia7Pm1DRyMAb7vsJH7dfRiAzqYwoYCfQgESmdyEynElb3awtk4WERGZe2qBEKnC7/fhmyQBX3XGSh7++xdwwYkdvOnijZy3oY3XnL+BJnck2vu++/tpzz+QcHaRUwuEiIjI3FMFWOQo+Xw+OhrDAKxta+B/3nkJMN4vfFv3kSnbIFLZHIm0U/mNawqEiIjInFMFWGSGZN3JDgD7B8cmPa50i+Vat04WERGRmaMALDJDTnVnAgPceN9unj5SfZvj8gCcqXqMiIiIzB4FYJEZcta6Vu7/0B8AcP09u/jgjx+vepzX/7txWax4MZyIiIjMHQVgkRm0siXKF197LjD5hIdBNwCf2NnIYCJDoVCoepyIiIjMDgVgkRn28nPX8srN6xhyg26lm584BMCJnU1k8wVGNAlCRERkTikAi8yCZU1hekfTE6q79tAIP33kAAAndsYAGIyrDUJERGQuKQCLzILlTRHSufyE6u6d9ggA56xrZVVrAwCDY9UrxSIiIjI7FIBFZsGyJmdOcO9Iquz+u57qwaxs5qfvvpT2WAiAgYQqwCIiInNJAVhkFnQ2RQDoi49Xd8fSOR7cNcBlp3QC0BZzQvLgJL3CIiIiMjsUgEVmwerWKAB7+xLF+x7c3U86l+eyU5cDFCvA/fGJAfgzt2zj4b0Dc7BSERGR+qMALDILNi5rJBry8+SB4eJ9B9zd4TataAKgPRYm4PfRO1reJpHO5vnXO3fwin+9b+4WLCIiUkcUgEVmQTDg57RVLTx5YIh0Ng/AoLvpRVuDU/n1+310NoXpqegTPp7NMa6/eyfbDg1Pf6CIiEgdUwAWmSVnrW3l/l39nPrhm+kdTTGYyBAK+IiFA8VjljdHOFISgAfiafa7leKjlcnl+djPu/mjf7n3uNcuIiKylAXnewEiS9VFJy3jW7/bA8De/gRDY2naYmF8Pl/xmBXNUQ4PJ4u3z/vHX5WdI58v4Pf7qIVXOU5m8se7dBERkSVNFWCRWXLRSR3Fr48MJxlMZIrtD57lTeUV4EqV/cFTGdQ4NRERkZooAIvMkmVNET75irMAuPupXnpGUrTFygPwipYIfaMpcvnChF3jgKrh+P6dfdzibqfsGUykufKffjODqxcREVm6FIBFZtFrnr0egG/fv5eH9gzQEi0PwK0NIfIFGE1lSaRzE57fV2VE2mu++jve8V9birf39Sd40RfvLt6usWNCRESkbqkHWGQWVfbvbj1YPqGhMeL8FUyks2RzEyvA/fHpWyDe8V9bODg03kfs9ykBi4iITEUVYJFZ1hwd/znzJWetLnvMmwgRT+UYqLIjXN/o5LvEZXPueLWK3t9aL5oTERGpV6oAi8yye/7u+fh8EPL7iQTLf+ZsDI9XgL0d4ZqjQZ5/2gpufvwQvaNpdvXGWdEcKVaLPYNjGTqbImTz5VMfFH9FRESmpgAsMstaKyY/lIpFnApwIp0rVnJ/+q5LOGl5Ew/s+jV9oyme97k7CQf8bP3oVQQD4wF6IJ6msylCLl/eOpHK5snlCwRUCRYREalKLRAi86i0AjzotkC0xcIAdDSG2dOXACCdy7Pp2pu5bevh4nO9inGmpHe42a0Sj6ays794ERGRRUoBWGQeNUbGe4Dj7hQI777VrVEe2TdYdvw33Y01AB7c3c/GD/y8bOvkf3jZ6QDFMC0iIiITKQCLzKNYSQU4kc4S9PsIu20O69pjpHPl/b1NkfFtlH/88P4J59vY2QjAdx/cRyanHeFERESqUQAWmUdeC0Q8lSOeytEQDhS3Sl7X3lA87rRVzQDs7IkX76s27eyUFU0A/NudO/jI/z45W8sWERFZ1BSAReZRQ9i7CC7LWDpXDMQA6ztixa9/+BcX86cXbmDboZHifQNVtj72+ocBvnP/XvL5ibOFRURE6p0CsMg8Cgf9hAI+4ukc8XS2OBUC4ES3nQGgKRKka3VL2XP7S3aJu/EtF3DTey4F4JWb1xXvPzySRERERMppDJrIPIuFgyTcrZC9jTEATl3ZzDfefD5mpdP+cMmmzqrP72yKcMWpy4u3P/eqc/jj89byp9ffz67eOKtbG6o+T0REpF6pAiwyzxrDAUZTORLpbPGiOM/zzArWtDkBduOy2ITntsdCPPThKyfc71WPd/XGJzwmIiJS7xSARebZmrYG9vTFSaRzNJZUgCv5fD42dJSH4OZo9U02VrVEiQT97FYAFhERmUABWGSenbWulYf2DPDYM0MTKsCV/ujcNcD4BIimSPXj/X4fq1ujHBxSD7CIiEilaXuAjTEh4EZgI5ADrgGiwJfd2yngTdbaw8aYa4C3A1ngY9bam2Zp3SJLxllrW4tfx6aoAAO878pTOf/EDm68bze3dR+hOTr5X+GVLVGODKdmbJ0iIiJLRS0V4BcDQWvtxcBHgY8DXwTeY619LvBj4O+MMauA9wKXAFcBnzTGRGZl1SJLyPNPW1H8eiyTm/JYv9/HZacsp9Gt/E7WAgFOANYUCBERkYlqmQKxHQgaY/xAC5ABXmutPVhyjiRwAXCvtTYFpIwxTwNnAw+Wnqy7u3um1n5UksnkvL22zJ3F+jl/4oWr+dAvD7J9f39N60/FnXnAwWxi0uODmTgHB8fYunVrcXONpWCxfsZydPQ51wd9zvVhIX7OtQTgUZz2h21AJ/BSL/waYy4G3g1cjlP1HSp53gjQSoWurq7jW/Ex6u7unrfXlrmzWD/nZeuSfOiXB1nZ0VzT+vMPxoERLj9zI11dG6oec3rvTn68dYi1G0+hNTZ5pXixWayfsRwdfc71QZ9zfZivz3nLli2TPlZLC8T7gVuttacC5wA3GmOixpjXAP8OvMRa2wMMA80lz2sGBo951SJ1ZEVzlP9442b+6dXn1nT8jp5RAM5eN+FnzKKVLVEADg2rDUJERKRULQF4gPHKbj8QAl6DU/l9rrV2p/vYA8BlbjhuBbqAJ2Z4vSJL1lVnrGJ5c21t8x/7o7O46KQOzKrmSY9Z1eoE4MPDSbK5PD979ACFgrZGFhERqaUF4gvA140xdwNh4FqcCRB7gR8bYwB+Y639iDHmS8DdOMH6WmutSk8is+A5Jy/jOSc/Z8pjVjaPV4C/fu8uPvGLbRSAq89ZMwcrFBERWbimDcDW2lHg1RV3f3uSY78GfG0G1iUix2lFi1NNPjKcZDCRAeDg4Nh8LklERGRB0EYYIktUNBSgLRbi0HCSUND5q57O5ud5VSIiIvNPAVhkCVvZHOXwcIqAOwYtpQAsIiJSUw+wiCxSq9ui/GrrYX619TAAffH0PK9IRERk/qkCLLKEndjZWHa7Z0RbI4uIiCgAiyxhm1Y0ld3uHVUAFhERUQAWWcJO6FAFWEREpJICsMgSdubalrLbvaMpbYYhIiJ1TwFYZAlri4XZ/amXFG+nsnlGUtl5XJGIiMj8UwAWqQN3/c3zuO5lpwPQqzYIERGpcwrAInVgw7IYm1Y0A+oDFhERUQAWqROdzWEAekc1C1hEROqbArBInehsigAahSYiIqIALFInWhtCAAyPZeZ5JSIiIvNLAVikToQCfhpCAYaTCsAiIlLfFIBF6khLQ5DhMY1BExGR+qYALFJHWqIhVYBFRKTuKQCL1JGWhhA3P3GIJ/YPzfdSRERE5o0CsEgdaYkGAXjpl+8hn5+ZLZH39iXY15+YkXOJiIjMBQVgkTri9/mKXz+8d2BGznn5Z+/gss/cMSPnEhERmQsKwCJ1pD8xvgnGMwNjx3WuQqHAC/7pN8e7JBERkTmnACxSR/pKdoE7PJw8rnONZXI8dWS0eHumWioAUtkcu3vjM3Y+ERGRUgrAInXkNeevB8Dvg8PDx7cj3ECifJpEX3zmtlj+2x8+xnM/dyeJtEa2iYjIzFMAFqkj73zuyTz18RdxwrJGDo8cXwV4oCLwHhw6vpaKUnfaHgCSmfyMnVNERMSjACxSR3w+H6GAnxXNEX7+2EGe//k7GU0dW5V1wO0nNiubATgwOHMB2JPOKgCLiMjMUwAWqUOrW6MA7OyJc89Tvcd0Dq8F4lN/chbgVG3jxximKxUKTj9xKpubkfOJiIiUUgAWqUObN3YUv/7ug3vJHcMFbINuBXh9R4zOpjDffXAfF33i14ylZy60plQBFhGRWaAALFKHLj+ls/j1nbaHu5/qOepz9Ls9wG0NIXrd6RIjqSzdh4ZnZpFASj3AIiIyCxSARerQCcsa+fyrzuFHf3ExAAeHjv6CuIF4muZokGDAz5dfdx5r2xoA6Bk5vukSAF49OqkWCBERmQUKwCJ16k82r+OMNS0AfPDHj3P/zr6jev6uvgQbOmIAvOycNfz4nU6YPpYAfP3dO/n33+yYcL8qwCIiMhsUgEXqWDQUKH799Xt3HdVztx8aKU6AAFjWGAbgwz95gkf2DR7VuT72824+dfO2CffrIjgREZkNCsAiAsB9T/eRydVWcR1KZDg0nMSsGg/AwcD4Pydf+vVTM7ImXQQnIiKzQQFYRADnArbJKre/ePwgp1z7C756l9OmsKvP2ab4pOVNVY9f0xat+XWr7vbmNgGrAiwiIrNBAVhEAGd75Lu3V58G8dDuATK5Ag/uHgDGR6B1NIbKjtu4zOkJHk3WPg+4dAONff0JXv6Vexhx5wm//3uPsm0Gp0qIiIiAArBI3XvRmasAOGttKw/s7q96jLfNsbfRxdCYswlGa0N5AL75/17OaauaOXIUF8I9MzAegP/tNzt49Jmhssd/8fihms8lIiJSCwVgkTr3ldc/C/uxP+SEZY0cGKw+Ds2r0o4kKwNwuOy4hnCAjcsaj2oSxL6SAJyssolGwOer+VwiIiK1UAAWqXMBv49IMMCatgYODo2Rd3eFy+cLxYrvfjcYj3oV4ET1CjDAipYITx0Z5b4dtW2xvKc3Xvx6uErrRED/SsksGxrLlLXiiMjSp/+0iAjgXLiWyRXojTvV27/+waOc8ZFbSWVz9I46940kneA7NJahIRQgHJz4T8jmE9oB+NyttqbX3d2XKH497FaWS6U1CUJm2Uu+dDcXf+r2+V6GiMwhBWARAWBNq7OT2xdve4qhRIYf/34/4FyYBs6c35Fklvue7uX6e3YR9FdvTXj5uWv56xeeysN7Bzk8PP0Oc3v6SivAEwPwUJVQLDKTvD5077cfIrL0KQCLCADr3V3dvn3/Xs756C+L9+/scQKqWdVMKpvnS7c7M369SQ3VXHDiMgDsoZEpXzOfL7CnP8FJnY0AbKtyvAKwzJWP/6KbQkEhWKQeKACLCOAE3K++cTNXdq3gZeesKd6/y+3RPdXd9W19e2zac61udeYAHxqavAI8mspywSduI53N07W6ZdLjFIBlrvznPbvYU9KSIyJLlwKwiBS98IxVXP9n5/Pl153Hp//kLAB295UHYG93Nm/mbzUrW5wAfHCKANx9cJjeUWeecNfq5kmPG1QAljn0vu89Qt9o7VNMRGRxUgAWkaoiwQDgVIA7m8Isa3JGnnkXxN303ssmfW446KezKcKh4cmvrC9tIT5t1cQK8C3vu4yrzlipCrDMqUf2DfK5X9Z2AaeILF4KwCJSVcSd8LCvf4yVLVGaI0HACcAdjWGa3NuTWd0anbICPJYen+5wgltNvrJrZfG+TcubWGsjpoAAACAASURBVNPWwOGhpPoyZdZkcxOnjAzEy3/o2tefKLYCicjSoAAsIlVFQs4/DweHxuhoDNMcdWb+9oykiFYZf1ZpZUt0yh7gRNq5iO7vX3o6p6xs5guvOYcvvOYc1rY50yiCAT/r22PE0zkGEqoCy+zwNnd5/5WnFu8by+QoFArc8sQhkpkcl33mDp73uTvnaYUiMhumLuGISN3yWiDyBWiLhWmKOv9cDCQytHeGp3oqAG2xEE8emDy4jmWcXd+uOHU5AH983jrAaX3wZv+ua3fC8DMDCToap39NkaPljd5b6/5ZA+eHvF93H+Ed/7WlLBiLyNIxbQA2xoSAG4GNQA64xlq7zX3sC4C11v67e/sa4O1AFviYtfamWVq3iMyySEmVtz0Wojk6/s9FJBSY9vmtDaEp+3eTbgCOhcvP5VWaAda5Eyf29Y9x9rq22hYuchSGx5wKcFvJrob7B8e4f1cfAJmSFomRZKbsz6eILF61tEC8GAhaay8GPgp83Biz3BhzM3C1d5AxZhXwXuAS4Crgk8aYyCysWUTmgFcBBrcCXNLzGw1N/09Ha0OIRDpXFiBKJdJOAG6YIkyv6xivAIvMhoGEM4mkpSQAjyQzdB90ZlKXXqy5f4Fsl3zrk4dq3mpcRKqrJQBvB4LGGD/QAmSAJuA64Fslx10A3GutTVlrh4CngbNndrkiMlciofIKcCToJxRw0kA0WFsFGCaf4+u1QDSEJz9XSzREa0OIfQrAMku8ANzRGOaW913Gn164gXxhfP516Ri+Z/oXRgB++7e28Pqv3T/fyxBZ1GrpAR7FaX/YBnQCL7XW7gJ2GWNeVHJcCzBUcnsEaK08WXd39zEv9ngkk8l5e22ZO/qcZ86B4fH/8CcGe9i2LUlD0EcmVyCbSkz7Po8OOBW03z+xjXWtE/t39x3oxwfsfMri81XfVhlgeYOPbft6iq+nz7g+zNXnvHWH85+tvv27aYkGWB5wftjyqr17D/UVj31k+27W+vpnfU1T6U+M78C4FP4e6O9zfViIn3MtAfj9wK3W2g8aY9YDtxtjzrLWVl7ePQyUTrNvBgYrT9bV1XXMiz0e3d3d8/baMnf0Oc+c9qEksA+AMzZtpMusoK3xEMOpBJ3trdO+z4d8R+DuHpat2UDXhvYJjzfu2EpDeITTTz99yvNseijBLU8e4vZDId71vE36jOvEXH3Ov9hn8fv6OP+cM/D7fezOHoT7xtsLUr4ITh0Imto76eo6edbXNJVfbT0M7AWgccUJbJhiQ5qZNJzMEA0GCNcwAeZo6O9zfZivz3nLli2TPlbLn+QBxiu7/UAIqPY7yweAy4wxUWNMK9AFPHF0SxWRhaL0IjhvAoN3IVy0hovgvJ7K4bEM9z7dy3fu31v2+FgmN+ECuGoCbtvFZ2+19Ixohy6ZWX3xNO2xMH632be0FxjgwNB420M8lWW+7esfbwe6/LN3zMlr7uwZ5ezrfslV/3zXnLyeyFyoJQB/AXiWMeZu4HbgQ9baCRPBrbWHgC8B3nHXVqkSi8giUdoDvMrd2ti7EK7Wi+D+P3v3HefWXSX8/6NeR5ru8XhcY0cucexUh/RASKUsZUMLEPbJAj/C8ltaHshml9BZ6gJLCB2WtkDoECAkpJEeO3Eceyz3Nh5Pb+r1+eMWXZWZ0dijGUlz3q9XXhlJV9IdaySde+75ngNKDfCbvv0kt/16R97t0US6rEB6U1eukuqZQ/N7+lnUn5FwIq/Fnq+gy0PPSC4A1noGA3zol8/z7UcOVH4HCxQG4aE5CMof2atkxA8OhmUyo6gb05ZABIPBEHDDJLfdUXD5W8C3ZmXPhBDzym7JBbktXqWhi5YBdsxgEdyoYYjFr589pvf7jSbTU3aA0PzTRSs5d0Uzr77zMUYiSVYUT00WoiyxZJrXffMJ7nj5es5Sy3KGwgmajAGwK/e1uLTZxVHDwjdjsPm/TyvlQTdfsqrSu52nMODtGYkS6GiYZOvZ8ZThwHP/QIizS5Q0CVFrZBKcEKIkqyEAtqinh5vcSqBQTh1gi8eO227JGyH73p9t58CAUk9ZbgmE1WJmXYcS9Y5GE+X/AkIU2NEzxvajo3z8D7v060bCCVomyQCf3p4fWIZi818CURgAH5+D1mzdveOsVYPs/f2hij+fEHNBAmAhRNlevLYdgB3HxqbZEsxmE2vaveztn8i7/vCQUsMYKbMEApRWaQ6rmTEZiSxOgTZh0HgAN1yQATYOfDlnRX6mM6yO785ms5XczSkVlkAcq3AAnM1m6R2NccGqFlw2Cw/uGajo8wkxVyQAFkKU7cXr2jl/ZTO3XLG6rO1PX9TACz3jede97ftPc8+OXgZDcVq85Y83bnTb9J6tpWQyWT775915GWchAH74+CGu/OJDeg3vEweGueUn2/jkH3cxVJABtlrMvObsLv7zNRs5a2kuAO70O/X7x5Klh7vMhcIMcG+FA+DRSJJoMs2yZjf/fOkq/vh8L7tPjHNoMKyPkRaiFpXTBk0IsUBtWtrIpWta9csOq4Wfv+NFZd//vBXN/GLrsaLr/7qrjxNjMa4ItJf9WE1uO4eGIqQzpUfR7h8IceeD+3l0/xC/veWish9X1L9//+1OgLyDoz8+36v/rJX2aL5wwyYAjgzlOi5s7PKzf0C5/0R8fgK/wVCc5wvOvoxWeFGa1g+5s9HFKzZ38rUH9vHb547z9Qf3c1qbh/vff3lFn1+ISpEMsBBiUr+95SLef1XgpO//j+d2sarNU3T9r5/tIZJIs9jvLPuxHDYLTx0c5qtPlB4Bq50KzmTm7/S0qG5bD4+UvH6yMxEdhr9Pv8um1wCH4+nZ37kyXPnFh+gvaAVY6a4Mx/UA2Emr18HmpY08fVBZFKcdEAhRiyQAFkJUjMlkYlnz5I36O2YQAO/uVUop/rJ3omSQe1jN7nkc5dUVi4Vn25HSAXBhBlhjt5r5x3O6+PLrN+N12PTyg/laDKd1VPEYFo+OVzgAPjSkvK+6mpT3cbPHTu+YdDgVtU8CYCFERfldpUsWINdfuByr2rz6z9qXstEh9XT1PK5PElUolsxla4fDpWvIjX2AC33uHzfxys1L8DoshBMpMpnsvJRA/GlHrmTj9I4G7n7ni7j09LaKZ4C3Hxujq8mVG4bjsNI7VvnOE0JUmgTAQoiKKgyAd370aj7xD2cAsLyluDxiMj/4p/O47bq1AEWngSF3qnYwJNPiFpJsNkt6krKX9/7sOb7/2KFpH2OqAFjjdVrJZiGSTOdlgFPpuVkQ9//9eJv+81Aowbkrmml02SofAB8dZdPSRv2y12lFqoxEPZAAWAhRUacZMrdOmxmPw8qNFywn+IlraGtwlP047Q1OLlcXzRlHIqfSGcYiSSKJdNFtov598O7n2fyxe4tak42EE/z62R4+86fdwNTTC8vpRuJ1KAdyoVhKb4cGSj/rudDotunlRFrA7q9wABxLpjk2EmWdYdCGNg1SUw3joYU4GRIACyEq6sYLlvPZ154JwNsuWqlfX840uUJt6kS64IkJvZ7ztl/vYNPH7tXrM8djKb3fq6h/d289xkQsxdOH8ut7DwzmBjY0OKyct6K55P0Pfeb6sv4WvWp/4FA8mZcBjibmJgCOJdNcc0YHd77pbL7x5nMAJQAejyYrtvBTqy9udBv7JOef0ZEDTlGrJAAWQlSUxWzihnOXsveT13Lr1SffUQKULJjVDP/9wD5efedjAPz8GaXNmnEiViQhWamFol09i/BswQI3Y4eCLauayypzmIpXXVwZiqcZCOVqieciA5xKZ4glM3jsVq7buJhFau2832Ujk0XvTzzbtOyysYzJ67SW3EaIWiMBsBBiTtgsZkwm0yk9hslkosmVy9bFU7ngw1gXPFenpcX80xa5RQoysQcHw1jMJu55zyV8/cZz9HHemnvecwl/fe+lZT+PsQRCG+dd6nkrIaw+R2GHEy2of/dPtxXdZzZogy58hgC4obAEQg42RY2SAFgIUVMaDC2gJmIpjDG1Vuc5V6elxfxKpTOMq9nPwoOeI8MRuppcrO/0YbOYi8oEAh0NrFnUQLm02tdQPMkBQ3Z51/Hxye4ya7Q6W09B8Hn1GR0A9I8XlyH8+YUTfPuRA6f0vFp212fI+hbWAEfmqSeyEKdKAmAhRE256excLed4NInZEAE3q7WKkgFeGIYNo7H394e48NP3c1htkXd8NMqSRpd+uxb/fvrVG3niwy8pyghPp0ENAsejKQ4Mhjh3uTIm+cO/3nEqv0JZtJKewgDY67DyhvOXMRQuDoDf+aOtfOKP3XlnSWZqPKo871QlEJIBFrVKAmAhRE05r8vNd956LqBmgA23Naur+WMSAC8IgxO5APj+3f0cH4vx06eOAsUB8OvOWwrAxatbZzSARaMFnweHwsSSGV65uZOVreW38TsVITXL6i0x5KXNa2c4nJi0Fdy2w6Mn/bx6BtgQALvt+fswX1PxhDhVEgALIWqOthJ9YCJOyvDFr030iiakC8RCUCrzeddD+/nsn3fTNx6n0xAAX7S6lUOfuZ6lU0wmnIpWf7u3bwKAzkYXL1nbjnWGmeSToZdA2K1Ft7V4HWSyMBrJH/Kxul1pP/hCz9hJP++4XgKRC4C1iXAfV3t5y4JTUaskABZC1ByfSwkEjK2uILcoSEogFoYhtRtD4cKsOx/cD0Bn48wzvZNxWC3YrWb29Cl/cx1+J06bhVgyXdSDeLaFJqkBhlwP48FQfgBstyhf7xNxZXrdDd94nJ8/fXRGzzsWTeKyKb+3ptlj5+Cnr+ON5y/L2zchao0EwEKImqNlpIIn8gPgJqkBXlC0qX+TZXW3rGyZ1edrcFg5MqyM3O70u3DZLWSy8NddfTxzaHhWn0uTTGd4xw+3AqUD4Fa1N/ZQwQRErfY3FEsxEIrz1MFhbv3l8zMaXDEWTeoHm0YmkwmL2YTLZpmTLhhCVIIEwEKImqMtSAr2KSvw1y/2AbkMcEy+lBeEoXACm8XEIl/xRMG7bjyHFbNco9vVpJRUOG1mGt02nDalLOLtP9zKa+96fFafS7NHLbmA4jZoAK1qBnigIACOJZUyoHA8xbGRXI/s3rEo5RoMxfUAuxSPwyKT4ETNkgBYCFFzPHYrZhPs7lWCg01L/YCUQCw0gxNxWjwO3CUyoxs6fbP+fBu7lL+zTr8Lk8k05Xjl2dLdmwuAjd0YNC0eLQOcXwKhLQQNJVL0GIbEFG43lf6JuD5opBSPwyoBsKhZEgALIWqO2Wyi1esglcnid9lY0aJk+iQAXliGwglavHbctvzM6C/e+aKTXuw2ldPalIVlF61uBcBlm/k475nIZLLcs6MXp83M3k9eW3Jks99lw2o2FS0I1N4DoVgqb0ricHhmAbA2da4Ut92qD+kQotZIACyEqEnnr1T6AS/2O2lXT4HnukDIl/JCMBSK0+J1FLXm0nr0zrZXn9XFzRev5IPXKCO9nQUB8BfvDbJNHcn82T/v5sFg/4we//H9Q3zyj7v0y08cGOJvu/u5YFULNkvpr2uz2USzx57XEi6bzeoBcDieosdQAjE0SQAcS6Y5MhTRL6fSGQZD02SA7VICIWqXBMBCiJqkBcAv39TJ5qVNrGrzcFq7B4fVLH2AF4jBUIJWjx1XQXuwUx25PRm/28btL1uvL8IszAB/5W/7uPkHz5DNZrnzwf3c9L2nZ/T4b/jWE3zrkYN6VwltvPft16+f8n6tXkdeBjieyqA1pgjFUwRPTHCmWr4xWQnE+37+HJd+7gESKaV2eCicIJuFtikywH6XjZ7RaNGUPSFqQXHhlBBC1IDXn7eMriYXl5/ejtls4m/vvxwAl90iJRALQDabZSgcp7XBwURM6Vf7ys2dvP+lgTnbB0eJGmCf08rEKWZF46kMTpuFEbW3r1baM5kWr50BQ2BrPADcfUKpIX7ri5ZzcDDMcEGpxNOHhvlHwwK+gVCcJY0ufbzyVBngl21azHt/tp2H9w5weaC9zN9OiOogGWAhRE2yW828eO0izAWDCFw2i5RALADhRJpYMkOLx87VGzrY0OnjIy/fwLKW2a/9nUypGuBlLR6GDcFoMj3zoSza3+9oRAnsSy1+M2r1OvLaoGkdIGyW3HtjQ6efFo+9qATiO48czLvcNx4D0IPvlimC76s3dADwsd/v4skDQ1PuoxDVRgJgIURdcdkkA7wQaAFfi9fBpae38cf3XDJtpnS2FdYAg7JwzRhkan2DZyKsTlcbjSTwOa1Yppk21+Kx55U2aH//yXSuNOHK9Yvwu+36eOPCbTX9agA8Hiseg1zIbbfic1o5MBjmdd98gtRJBPtCzBcJgIUQdUWbziXqmzb5TJuENh9KZYAn4qm8TgtaFncmtAzwSCRJUxlBvc9lI5pM69nmwjMgv7nlIpo9dlw2M/FkfpBa+F7pG4+zrz/Ef/x2p/LYzqmzz3ZDZ4qth0em3VchqoUEwEKIuiI1wAuDlgFum2JQQ6W57CUC4Fgyr872ZLokaNPVRqNJGt3TB8DaYJhQTHku7e//365bx80Xr+TMJcoCOLfdSiSZvz+FAfDhoQiv+8bjehBfahKcUSKVu/+hofC0+ypEtZBFcEKIuiIlEAtDNWSAnSX68k7EUtyz44R+OZKYPgCOJFL8dVefftlYAtFURgDsVQeBhOIpmjx2Pag9s8vPllWr9O20+vhsNst4NIXfbWMilr9/3300vyZ4ul7H8VQuo3xwMEIqncE6Scs2IaqJ/JUKIeqKUxbBLQg9o0pt7VzX/Ro57cVfoQMTcR7aM6BfDsWn/1u843c7+f//9zn9svb3OxxO0OSeugQBoEEtU9DqdgfU9mmF/zZKeVCGHz1xmE0fu5fDQ2F90dtkpmspd+FpLQB0+p3c9dB+Vv/bn6QESdQECYCFEHXFZZca4HqXyWT53fbjXLCqueR0tLnisFr46hvO4v9es7botg9dq1xXTgb44GB+6UA4kWYilqRnNMrKVu+09y8sgTg2ohwcdDXld8Rw2y1EEinuVbPN3b0TeZPclp3E9LyvvvFs/vieiwl0NOjXFS60E6IaSQmEEKKuuGxmKYGoY4cGw7zqzkcZiSR575Wnz/fu8PJNnSTTGcLxFDaLmS/dtweANe1K4BoqowbY2K0BIJpIsePYGNksbF7WOO39tQBYK2c4Ohyl1esoqlHW6uO1rO5gKL8n8FsvXIHZBB/9/S7K5XVY2dDpZ+MSPw8Elcx3KJ5iUdmPIMT8kAywEKKuSA1wffv99uOMqJ0VqmX4gs1i5gNXB+hszE1Na/LYMZumXwQXS6b11mOacDzNjp4xADapE9ymopVAfPWBffz33/bym+d66GpyFW2nlUBotBZtZ3b5WdPu5UWrWrjmjI5pn6+Uc1c06z+HYjIeWVQ/yQALIeqK0y41wPVMy5V2Nbnmtf63lAZDyzCP3YrHYWV37wTpTHbSXr43/+AZjo/lB8DRZJpQPIXdYi6rC4S2CG770VG2Hx0FYEljcQDsVjPCWueGAwMhAO54xQbOXtakb/e9t53H22Y4xvksQ6a6nKy3EPNNMsBCiLrislmIpzJkMtnpNxY1p288hsdu4b73XTbfu1JEK0UAJdiciKW4f3c/dz6wr2jbVDrD0eEIf983WHRbOJ4imkjjLDFqebrn1dx6TfFIaK2jQ1TNAh8YUGqPWz35reSuCLRz3/su44kPv6Ss51f2wcYf33MxgD6aWohqJhlgIURd0aZzxVJp3Hb5iKs3feNxlja7S05hm2+FAbDmebWcwehX23q49ZfPl3yciViKZDpTss9wKQ5rfqC8pt3L8hZP0XZaADyqjjk+oC6+ay7RSm51+/SL7wppQzMKW6sJUY3k20EIUVf0LFdCAuB6NDARo93nnH7DeWAsgTD+7S325/b3HT98hkCHj2x28jMUwb4JFvud0/bg1ZhMJpY1u0lnsvSMRjFP0rpMC6iNrc+cNjOeMgPt6Rj7EQtR7aQEQghRV3KneaUOuB71jcdZ1DB/09+mYswAG8sXXugZo3csCsBfdvbxlfv3qgdoFg595no++aoz8h5n1/FxwvHUjLLcD996BV9+/WYAzJPUG2vvDeNCuBUtnml7/ZbL48hvxyZENZMAWAhRV5x27UteAuB6NB5L4ndNPxxiPmgZUFCysl963SYAth0Z5covPJS37Wg0SaP6e7xpy3I61Kz22o4GQvEUu09MlF0CoVmidn64dpJODqUeb0WJUomTZbeacVjNkgEWNUECYCFEXcmVQGSm2VLUmmw2SyyZrsr6X6Bov151Vhdr1QER4USaZDr3N3n31mP4DIG8ljHWhlH0jEbLLoHQLPa7ePK2l/DuK1aXvL1UANxYxqS5mWhw2piQAFjUAAmAhRB1RQsaypnAJWpLMp0lk6Xs7gjVIJHKBb3jBRPSjJnsK9YqPY0zam1wNpu/kK5ci3zOSUsgfIYSjes2KlnipScx/W0qPqeVE2NTj1cWohrIChEhRF3RgopRGcdad2Jq/9pqzQCXYizFGS+ojU0bWvV94KoAkXiaa87o4L7ufmD2f89FhsWDLz+zk7e+aAVnL2+a4h4z99L1i/jmIwc4NBhmRevslVcIMdtq5zBaCCHK0KYukBqYiE+zpag1WjDpqKEA2LgYc6zgoGxYbUcGygKy/3ztmaxb7NOvm2kJxHSMXSraGhxsWdWCzTK7YcA/nLWEbBZ29Y7P6uMKMdskAyyEqCutXjsmkwTA9Sim1nU7rdWbu3nVWUvypr5pHRe8Diu/3348b9uRcIJCXkOZwkwXwc1EW4U6abSrj1s43lmIaiMBsBCirlgtZlo8dvolAK47tVAC8aXXbc67fNayRh7bP0QonuI7fz+Yd9sHri6e1uaxWzCbIJOd/QywUau3MgFwk9uO1WyS95+oetMGwIFAwAb8AFgBpIF/BlLA91HGsr8A3BIMBjOBQOAjwPXq7f8aDAafqsxuCyHE5Fq9Dj0DvOPYGMG+CV57Ttc875U4VVoJRCUDw9l215vP4U3fepIdBdPg3nzBct60ZXnR9iaTCY/dysQM+wDPlMdRmfyX2WyircEhAbCoeuWcR7oOsAaDwQuBjwGfBL4I3B4MBi8BTMArA4HA2cBlwBbg9cDXKrPLQggxtXafk4GQ8gX8mq8/xgd+sZ3xWOlFcXKqtnZo5QTVnAEu5HPa2LKyueh6+xRlHDb1tkqUQNz3vsu468ZzZv1xjdoaHFKCVKO2HRlhX39ovndjTpQTAO8BrIFAwAz4gCRwDqB19f4TcCVwMXBvMBjMBoPBI+p92iqwz0IIMaVWr51B9Qs4ofZefWzfUNF2f93Vx/mfup9H9w3O6f6Jk6NlgGupDRrkAtlVrR5+e8tFAFy1ftGk22s1xJXIdK9u93LNJIMyZku7ZIBrUjqT5dV3PsaVX3xo+o3LkM1miaeqdyBROedAQijlD7uBVuBlwKXBYFDr3zIB+FGCY+M3jHb9gPHBuru7T22PT1IsFpu35xZzR17n+lfOa5yOTjASjvHCzl16PeUD2/ez3DKSt92jLyiX735sN83Jlorts5i5Uq/zviNhAHqPHaE72jcfu3VSQqOjALgtaeyhXu55y0pM8X661XZnhbTsqTM+THd3dM72c7a4szEODkzwws5deQsCS5HP7Oqxsz93NuzRbTtodp1amcyDB0P858P9fPtVS2mxp6vudS7nt3sv8JdgMPjhQCCwFPgbYDfc3gCMAuPqz4XX51m3bt3J7+0p6O7unrfnFnNHXuf6V85rvLJnD5HucVzty8hklYVHrobGovudNnYYto0QNbnk76bKlHqd9yaOA32sO/00Vrc3lL5jFVo2fBC2DdPR7C/r7+zmi7M8fXiEGy4/C5Np6gCyGr041sPvdj+HuamLdZ2+KbeVz+zq8VD/fkDpVJLwLGJdoP2UHu9bO54D4A8H09y0wT4vr/PWrVsnva2c80gjgFa9PwzYgGcDgcDl6nXXAo8AjwJXBwIBcyAQWAaYg8GgnFcUQsw5bRjG3r5cLVs0UXwqLqQOJugZrb0s20Kk9wG21k4NMKD32i137PDtL1vPb2+5qCaDX4CzlynDNbYdGZlmS1FN+sdzZSulPi+n8+1HDvC27+V6H2iDV37z3HFe6Ku+tRblZIC/BHw3EAg8gpL5vQ14BvhWIBCwA93A3cFgMK1u8zhKYH1LhfZZCCGm5FMb/h8eCuvXRZLFH+gT6sK4wgEFojrFk9XfBq2UUFw50DKOPq5nS5tdOKzmvPefqH4DoTgWs4l0JktkBgHwCz1j/M/jh/j5M8cApZbYYjbhNrxPVzbbJ7n3/Jk2AA4GgyHghhI3XVZi2zuAO055r4QQ4hRogcan/7QbUDJv0USqaLsJNQMsAXBtyHWBqK1FcNqBVuMCCYBNJhOLfE5ZCFdjBiZiLG92c2AwXPLzcjKfvzfIg8Hccq/jo1GWNrvzkg6nWk9cCbX1KSKEEGXwF5xqXux35Y2k1WiByXgsSSaTLbpdVJdYjWaA/+milVy/cTFvuXDFfO/KnFnkc9AnLQZrysBEnKXNboAZZYC1UjLN4aGI8hjqmY/fv/viWdrD2SUBsBCi7hSeam7x2Et+oGsZ4Gw297OoXrFUGovZpNfU1ooWr4OvvensBVMCAdDeIBngWjMwEWfZDAPgdCbLzuPjedcdHg7rj9Hpd7Kxyz+7OzpLautTRAghyqDVAGtcdkvJRR3GoHc0mqj4folTE01kcE4xQEJUj3afI29RlahusWSa8ViKRT4HTpu55BmzUkYiCaLJNFZDu7veUSXzH0mkKzLMZbbIJ4kQou4UrrZ32y1FH+i7jo/z1KFh/bLUAVe/SCJVsRG+Yna1NzgJxVOE43JmpRacGFOC1g6/C7fdSiSR4sv37eXWu7frpUeljKufm8ta3Pp12mdptb9fJQAWQtQdp83Cb9SJW6AEwIWn9L7+Hd2pLQAAIABJREFU0P68y6MRCYCrXSiewlvFX6giZ5HPASBlEDVCawW5pNGFy6Z8Xn7pvj38/Jlj/GXniUnvpwW7//Li1VyzoQO33aKPnQ8n0hWZZjhbJAAWQtSlzUsbWd3u5ar1i3DaLMQKAuBsVln09ol/OAOQDHAtiCTSuB3V+4UqctoblB6wshCu+g2G4rzp208CSgDsVkvGtJr1PX0Tk953XC0jW9bs5q43n8NpbV79szSaSOOWEgghhJh7973vMr75lnOVDHAyTTab5dLPPsB/3beH/ok4569s5qr1iwAYjUgNcLULx1O47ZIBrgWSAa4df3ohl+Ht8Dv1M2YRtRXa1x7Yz77+UMn7aiUQWrDsd9n0ADicSOGu4jM2EgALIeqe224lnckST2U4Mhzhv+7by86eMRb5nDR57JhMMBiSALjaRRJpPFWcURI5Wga4V6YsVj3D+jXsVjMuu4XBUJxkOtca8vN/CRbdb9uREb0DhLbw2O+y6UFxNJHOG4ZRbSQAFkLUPa1v7IAhGxVOpGlvcGCzmGnx2OmfkFO11S4cr+6MksjxqYMPPv2n3TxtWGwqqs+QevCvlYO57VZ61UVxL17bDhQvLM5ms7z6zse4S11L4VMzwD6XjbGokjmOJNKyCE4IIeaTVoemfahrtAbubQ1OadlUA8KJFF4pgagJJlMurfjUQQmAq9lwOEGD08qNFywHlLaRw2ElKL7h3KUsbXaRSGXy7nNIHXYBStZYSzL4XFbGo0kSqQwTsSQNzup9v0oALISoe80eZQ59YR3bTRetAJR6RalVrH6RuCyCqyXvuvw0gJI9uEX1GAzFafU69MvGMqNGt03vCmG0/eio/rOx77rfZSORzrC3f4JMFla0eCq456dGAmAhRN1b0ugCYFfvGABXb1jEvk9ey7rFPgDaG2Rsa7XLZrOEEyk8kgGuGbdes5ZOv7PozIuoLsPhhJ4kAPA6cgFto9uGy24lUtALuLs3N/2t2ZPbvsmtPM7WwyMArGyTAFgIIeZNV5MSAGsLNt730gBWwzjdRT4ng6E46Uy25P3F/IslM2SySAa4xnT4nZwYl4Vw1WwolKDFEAAbyxYaXXbcJdpIHhoK6z8vN2R5V7d7AfjTDqWzxKpWCYCFEGLe+F02PHYLu9QAuHBBh99lI5NVBi2I6hRWWzJJBri2LPa7JANc5fonYrQ15Eog8gJgtw2X3UIkmf/ZeGgwVwPcbrjv2o4GAB4/MESzx06j2061kgBYCFH3TCYTXU1u4upCDq1npUbrLSu1itUrEldem2purC+KtXrtDEp9fdUKx1OMRJJ0NeVGGRunLTptFiUANnw2ZjJZDg2FaVITCZuXNuq3NThtLGtWHuuMJf5K7/4pkUNpIcSCsLHLT7BvAqvZpK9Y1mhBldb4XVSfsYKG+6I2uB1Wokk5sKxW+ghktUwMlCDWqLAEYjAUJ57KcNt161jZ6uGSNa15279oVQtHhiOsaHFTzSQDLIRYEK49owOg6MMalLY/QNFKZ1E9htVJfcbFOqL6eewWkulsURstUR12HlcWBncZAmBvQesybZKmRnsvtnodXHp6W17LO4DXnb8UgEvXtFVkn2eLZICFEAvC5YF2PvbKDbxy05Ki27QMsGSqqteI2pe0SQLgmuIylBfZrZJzqyb9EzHe+7PtAHQ1GjPA+aGhs6AEYjSinI1pcpc+G3P2sia2f+Sqqj9bIwGwEGJBsJhNvOVFK0reptUASwa4emmN+ZureFGNKKaXFyVT+KnugGih2aa2KvPYLXl9gBsKpre5bVYSqQzpTBaL2cSomgH2TxIAQ22UKsnhmBBiwdMzwFIDPOf6xmP8ZeeJabcbjSQwm3IjV0VtcEt5UdV67ugYNouJrf/+UszmXBlDUQ1wwRmyXAa4tg9GJQAWQix42gd8OC5f0nPtdd94nHf8cOu0NaLDkQSNbjsWs2nK7UR10c+uyHur6uw+Mc6a9oaiRcGFNcDOgkXCI2oAXNhOstZIACyEWPD0RXBSAzznDg0p/US1Lg+TGQknJ605FNVLOqxUr+Fwgnafo+h6t82Cw2rmo6/YoF+G3EHMaDSB3WrGZavtloRSAyyEWPByfYDlS3q+jEUTec34C/WNx6QDRA2Sg8vqNRxOsLrNW3S92Wwi+Ilr9ctaplc7SB0NJ2l02Yq6P9QayQALIRY8LZMhdYrzR/ty7RmNcvnnHqB3IpcR7p+Ise3ICFtWtszX7omTlKuvl/dWtRkJJ8rqqqJNcxuOJMhmsxweDtd8/S9IACyEEFjMJhxWs3xJz7F0Jqv/rC2s+cUzRzk0FOHPeyb02/6+d5BMFq4/c/Gc76M4NW6bcnYlLGPGq0osmSacSJd1VkXbZjSS4PEDQzxxYJiXb6r996KUQAghBGqzdwmA59RQKDciVwuAtaBYW+uWzWbpHYsBsLzKJ0uJYm6H9NiuRjPp5KC1HhwOJ4knlcWqrzq7q3I7N0ckABZCCJQ6YAmA59ZgKKH/PKqWQGj9fsMJ5Yv2/b/Yzq+29eCyWfRabVE7pA1adRoKKwefzZ7pF5Y2OK1YzCZGwgliSeX1bKmDenz5NBFCCKCz0cm+/onpNxSzRgt2AcbU5vpHR6IADESUU+a/2tYDgMchX1e1yGmVALgajYTLzwCbzSYaXTaGIwkcCTNeh7WodVotkhpgIYRAmVv/fM9Y3ml5UVnDkVwA/JW/7aNvPMaxYaUtWn84v2Y0npIAqhaZzSZcNgsRqQGuKifGlbKiqTqvGDV57IyEEwyFErR4az/7CxIACyEEABeubiWbhb/u6uN/nzoy37uzIAyrBxvXb1QW1Pz2uR6OqRng0Wh+wBuTGtKa5XFYpA1alTkyFMZsgq6m8urqm9w2hsMJhsLxuih/ACmBEEIIANYtbsBkgg/9agcAF61uZWmzLLqqpOFwApMJvvKGszgwGOYnTx4hkc7gtJmJJPMnwyXT2UkeRVQ7l90iHVaqzOHhCJ2NLuzW8vKgPqeN3rEYmWy2bj4XJQMshBAoi+BWtHj0y6mMBFyVNhxJ0OiyYTGbOKPTp0+FW7/YRyyVJZnOoPXav3LdonncU3Eq3DarTIKrMoeGIjPqquJ1WgnFUwyGEnWTAZYAWAghVGs7GvSfJWNVecOGRvwt3lwt4vpOHwC9ozGyWbj54pX89xvPmpd9FKfOJS0Gq07PSISlZZY/gNIJYjSilEC0l1k3XO0kABZCCNXaDp/+czQpGatKG40oI1UBWtWFNSYTBNTX4dBQGIAzlvjrYtX5QuVxSABcbSZiKfyu6VugabwOG+OxFNksLPI7K7hnc0cCYCGEUK1dnMsAyxd25YXjKRqcypewNm1qUYOTVvXn3SfGAeioky/chcplkx7bk0mmM3z8D7voHYvO2XOmM1niqcyM+mo3OHPbLmqoj/ejBMBCCKFaZ8gAyxd25U3EU3jV/r5aCcTSZhde9cv2uaOjAKxu987PDopZ4bZbiEoNcEl7+ib4zt8P8otnjs3Zc2r12B5H+WdV8gJgnwTAQghRV7qaXJy/shmQGuC5EDYGwGrWd2mTW7/u2SOjNLptdbPoZqGSMeOTG5hQWgE+dXB4zp5Tey1c9vIDYK/DGABLDbAQQtQVs9nEl1+/GZAM8FwIxVL6hLdWPQPs1ssiesdirG7zYtJaQYiaJIvgJtevBsBbD4+QTGem2Xp2aK+FZwYlEMYA2LhgtZZJACyEEAZum/JBL22bKiuTyRJOpPVyh/YGB2+/dBUv39SZd7p1zSIpf6h1HrvSBi2bldaChbQMcDSZZkfPGFsPj/Dvv3mhov9WYXUq30wywNpBKYDFXB8HpBIACyGEgfalIJPHKiusHmB41TpEs9nEbdetY3W7Ny8APq1NAuBa57JbyGQhnprdDGc6k+X46NwtHpstqXSGL9+3l/FYkoGJOHaLEoo9dXCY13z9MX74xGHCFcyYR5MzzwBr9cL10gINZBKcEELksVvNWM0mOWVbYeG48u/rdRS3YnIZWp7JArja51YPKqOJ9Ky2s/vI717gR08c4fk7rsLnLL+l13z7884TfOm+PQyF4wyFEnQ1u4jE0+zrD+nbTMSSeWUHs+lkMsBal5a3XriiErs0LyQDLIQQBaRmsfJC8SRQeiW6yWTiouXKVL7TFzUU3S5qixYAh2e5rOhHTxwByAsca4H22TIRS3F4OEyHz8kin0OvB9Zuq/Tzz6QLRFeTmydvewnvuvy0Su3WnJMAWAghCihtm5SMjJYtEbMrpGaAjeUORrde0sbP3n4BnY2uudwtUQHNHuW0+WAoMWuPGU/lDlBrLQBOq2PWRyMJdh4fZ8vKFtoanOzrm9C3GY8mK/b8J7MIDpT2Z/W0IFUCYCGEKOC2WwklUlz5xYf4p+8/Pel2sWSaPYYvLVG+kJrhmuxL2G4xs2VVy1zukqiQJepBTM/I7NXr9o/nsqX7aywAHokoBwIPBAfIZuGyQBvtPgfHx2L6NuOxSgbAMy+BqEcSAAshRAGPw8KRoQgAT07Rn/O2X+3gqi89zFikcl9W9SqkZta9k2SARf1Y0qQGwKORWXvMwVAuAH72yOisPe5cGDJkwq/b2MGmLn/R4rLx6ByUQMwwA1xvJAAWQogCLR4HO4+PTbnN4/uH+NWzPQAcHg7PxW7VFT0ArtBCH1E9/C4bDQ7rrGaAtXKKl6xt5+nDw/SPx6a5R/UYDucC4Os3dmIymbCpnSDOXtYIVDgDHE9hMoHTtrBDwGk/eQKBwE3ATepFJ7AZeAvwYSAM/DkYDH4iEAiYgTuBTUAcuDkYDO6rwD4LIURFtTU4yBjacMaSxavX3/CtJ/SfDw6GObOrca52ry6EJQBeUJY0ueiZhZZliVSGvvGYngF+9dld3L+7n+ePjXHl+toY0TtkCIDXLlYWeV60upXP/SXIv79sPa+687GK1gBPxFN47da6quc9GdN+8gSDwe8D3wcIBAJfA74LfB64PBgMHggEAj8KBAIXA+2AMxgMvigQCFwAfAF4ZaV2XAghKqWt4HTksZHolO24Dg/N3qndhULLAHskAF4Q2hoceuD3g8cO0TsW40PXrp3RY/z8maN8/A+78jokrFMDyO3HRrl4TeustlmrlCFD+caKFqXbyealjRz89HWYTCacNjPjFewCMRZJ4nfXTtu4Sin7kycQCJwLbAA+CtwSDAYPqDc9CmgB8J8BgsHgE+r2Rbq7u09ph09WLBabt+cWc0de5/o3F69xOpxf/vDUC3tILp68G8H2A8fp7pRuEUb9oRTvu6eH91/cxlmd7qLbD/cMYzXDgb3BkpkoeS/Xl0wiSu9wnEee2cFHfqe0Lwt4oqxoKD8uuPVuJexw2UxEk8opmrEThwH46t/2seNgL//30kUV2PvZ1TcaZvNiF284s5E9wd1Ft7utJg73DlCpP/9jAyM4Tek5fX9V4/t5Jofet6EEvwOAOxAIrAX2AtcBzwE+wPitkQ4EAtZgMJj3rbBu3bpT2+OT1N3dPW/PLeaOvM71by5e472J4/D0kH7Z7m9n3bqugq0O6D+lrS75uyvQF+xnKHqE2/56gkOfuT7vtsf2D/LzFw7Q5Laxfv36kveX93J96XwhwaOHj/Hmu4+wtNnF0eEog/hZ64yX9Toro4GV99wN5y7jB48rge9ZGzcAhwB44li06v9mstks4/FDbFmzmNddUXpf2/0DZGzuiv0uqQeG6Wiu3OOXMl/v561bt056W1kBcCAQaATWBoPBB9TLbwbuAkaAIDAIeABjx3JzYfArhBC1wKd2JtjQ6WPn8XFOjOXXLqYNBcKL/U5GpAtEkWQ6O+ltb/zWkwA4rNV/ulrMDmO3j4w6EfmT93Tzri0tlBMXaeUTL12/iA9ft45bXryaSDx/WI22kKyaheIpEukMLV77pNu0NTgYMAzFmG2j0SSLpb922V0gLgXuM1y+FrgeeDVwmnrboyjZYNQa4B2zt5tCCDF3zlvRzGvO7uLbbz2XJreN3rH8FeYT6grt/3jZes5b0cxYZPYa/NeLWHL6SXrRMrYR9aHBUOvdazigvPPJoaJtP3VPN998eH/edYcGlU4rbzx/GU6bhfYGJytaPXnb1EIArHWA0IaDlNLqdeS1eStHJJFSs+TTG4sk8bukBrjcv5YAxvN9cAwl4H0MuD8YDO4Efg3EAoHAY8CXgPfO5o4KIcRc8TisfOGGTSz2u+jwu4oWuWkZ30a3jUa3jVF1xXY2m+X+7r68DPFCZQxuM5P8e0Rl3PSCkZcBnuLtkclk+ebDB/jUPfm1sdpBqNZTuJRq7mmQSmf40ROH9d+jnAxwuQHtcDjB+v/4C994+MC022azWcaiSRolAC6vBCIYDH6u4PK3gG8VXJcB3jl7uyaEEPPvynXtfPVv+1jxoT/S6Xfyh/dcok9yanLbaXTbGYsmSWey7Do+zv/5wTP89xvP4mVnds7zns8vYwY4lkrjNjTdt1lMJNNZEunMfOyamAdeR3kB16Gh0j21tb64pTKXlwfaeDA4wEgkQSqdwVqFmeDfPHec23/zApu6/AC0eCYPgFu9duKpDKF4igbn9P9u2ufRj588zDsvO23KbcOJNKlMlkbpAiGDMIQQYiq3XLFa//n4WIyDg2F98luj20ajy0Y2q5RFaKd2X+gZn5d9rSbGADhcUKvplNrfBWeyiX9ee34YsqMnt5beOGFRm4zmKxEQfvst5/IfL1tPJps/ZKKaaK3Pth9Tfr/mKQJgrQ3jT586opdbTSWRUg4kQ2W0ThtR/32kBEICYCGEmJLTZuGuG89hjdoHeDya1DMujW67nkkZiST1hTq7eiUAjiZy2d1IIv+L2W6Vr56FpqGg37PNohQsFAbAxnr7oyO50qOJWBKbxVRyepnVYqbdpwSNYxUcIHEqDhWUUbVMUQN8WpvyWfOpe3az8Y57py0V0kYbT5QRAG87MgJAoMM37bb1Tj6FhBBiGtec0cE33nwOAKPRhF4D3OS20eRWMjmjkQSD6srtXcdrOwB+14+38oPHDpHNZstazGb0vUcP8q4fb2U4nFvE8y8/fZavP5hb1BRWA+L3vfT02dlhUfWslvwK3c++9kyu3rCIVEFB8Ighg3vMMDp5PJbE57RNOr1MywxXcoTwqdg/ENJ/dtstuOyTnwU5s6uRmy5coV+eLgusvUdTmSz/8tNnGZ1iUe6j+wbxOa1sXOIvc8/rl4zgEUKIMjSqge5YJMloJIHJpHzp+lzKx+h4LKWv3B4MxemfiNHeUBujWY0ymSz37DjBPTtOcGAgxA8eP8zuj19T9oStHz95hH39obzrnj82xvPHxmhwWvnHc7uIJTN84KrTefeL11TiVxBVqDDQ9TltLPa79IEWmhFD8DYWzf08Hk3RMEkZBYBPPaWvlUpUk0wmS7fhrFA547/PXdHE9x87BOQyvJMx3v777cc5rc3Dv15ZfHCZSGX4+95BLjytFYu5mpcMzg3JAAshRBm03sBj0RSjahshs9mkL+6KJlIMhnJf2LWaBTa2X9KGDcykJZNviiDl9t+8wKfV1f3lLO4R9WPLymbOW9GkX/Y4rHgcFqKpTF63g+Fwki6104MxmB2PJfUgtxTt765aMsC/fvYYL/nCg2QyWQ4MhpmIpTh/RTNAWV1itBHJkDtjMpnCEqO+8VjJ7U6//U8cH4tx0ZrWaZ9/IZAAWAghymC1mPE6rGoJREIvffCoAXA4nmYwFGdthzIPqFbrgI+NRouum8nCovFp6hC1rFard/IaSFF/3HYrv3jnhfriL7/LhttuJZOFeCpXLz4aSdDV5MJsyq/nHY8mSy6A0+QywNURAL/3Z9vZPxBmLJrkuaOjAFy1QRnTXE73k+UtufHh0USav+7qo78gsA3FU+ztmyiqETYuJNQYg+7L1rSV/4vUMQmAhRCiTH6XjbFoktFIUl/8ptXyRRIpxqJJlja78Tmt9I9XbpJTJfUY6i7d6u82FCo/AJ6IJfVV7KXYrWZWtnr0YEAsLA/fegV33Xg2azsa8OjvnVwANxxJ0OJx0OC05WVzJ2IpvdyolAb9DE11BMCa4UiC546O4HVYuWi1knlNTTElUdPgtPHdm84F4OBgmH/+n2f4yVNH8rZ5y3ee5KVfephQPP+g89BgpKiHsJYlfvcVq1lmCK4XMgmAhRCiTH6XjT8838vf9w3iUmtiPY7cl3gsmcZls+i9gWtRjyEDfHlAyRSVWwIRiqcYDidYra5iLyWRynDhaS01MbVLzD6vw8o1ZyzGZDLhdmhnT3IB3GgkSZPHph9sarRFcJNxWC04beZpz0DMteFwgueOjrJpqZ/FfmVNgLXM+tvFfqUU5MHgAFBc37ztiJJZ3tun1Nz/79sv4KYLVxCKp4o+f7SDjE4ZgayTTyAhhCiT32XTe25qLYecVgsmk9JgPpbM4LSZlelwNToeWcsAv/rsJdx+/XqgvBKIbDbLGR/5C8l0ljWLJg+AQep/hUJbDKbVuKbSGUbV8iKfy5pXzjDdIjgAm9nMNx8+oPfcnS/GziknxmLs7p1gU1cjfpeNmy9eyQ9v3lLW42jlVX/b3Q9AKJ779zA+x67eccwmpc76glUtABwdzi9l0g4ytAN2IQGwEEKUzTg96TOv2QiA2WzCZbMQiaeIJtM4bRb8rtx45FrTMxpl3WIfX7xhM4v9ThxWs97fuJTu3nHGIsm8zg/LDQt43n7pKn5y8xY9+wVMG8iIhUErsfno73axfyDE3v4QmazSB9eYAU6kMkST6SkzwAATapD3zTJGAleSsX3bgYEwqUyWzkYXJpOJ21+2ns1LG8t6HLcarGpjxY2lDkeGc32Fd/WO47ZbMZlM+gLCYyP5fYe1DLBxIuNCJwGwEEKUSZuetLrdy4bOXB9Nt91KJKmUQDi1EohIjQbAI1GWqKdJTSYTrV7HlCUQ1375ETZ97F4e2TuoX9doWK1/23XruHB1K/e85xL9uqk6RYiFQ3s/PX5giJt/8AzPH1NO6Z/Z5cfntDEeS5HJZPmv+/YATNkFAuCDVwcA+MPzvWTK6LRQKdpESMgFquW0PivkLugVbBx0MWr4fElnsnqbQi0ANpYyZTJZ7npI6cPtmaL/8EIjn0JCCFEm7Qu7MIDzOCyE4yniqQxOq5nGGs0AZ7NZekajvOi0Fv06n8s2aW9V40KbP+88of9st5r58us30+HLZX2No1elBEJArrc2KIvXnj0yis9pZUWLR88AP7Z/iDvVISpTLYIDZWz50mY37/npszy2f4iL56nd1/FRYwAcBk4uADaODPfYLXkZ4MISKy1Y1t5bxm3v6+7jD8/3KtudxH7UK8kACyFEmfxqCUThKF+33apPh3PYLHoN8HxmoYyS6Qwnxkr3BjUaj6UIxVN0NuaXK0w2icrYvmrHsVzrpWgyzSs3L2HLqlwgbTYs/JESCAH5B0XJVIaH9gzwotNaMJtN6oFXMu9vr8Ex/YHTVesX4bJZuK+7ryL7PJ2jwxH+7y93ALCqzaMvVPOcROBpfM9s7PITMmaA1QNsLaOrBcAWszIu2thZI2qoF5YMcI4EwEIIUSbtC7swrnVYzTy8R1mprdUAZ7IQmqaB/Vz53qMHueDT97P7xNS9ibXFQ8YevT6nNe/Uq5Fx9X40mWax38lNF67gFZs6S26vZcGmO5UtFgbjmZSJeIresRgvXtsOKO+1eCpDr+HArZy/G6fNQqCjgeCJidnf4TJoC9YArlrfofffPdWDvqVN7rysrlZi1dWktDQzBthehzVvW2PbNckA50gALIQQZWp0qadsCwJg44IUpQuEst3IDAZIVJK2KOc//7R7yu20QNeYmSv8MjUqHNG6tNnNHa/YMOnYZG0hnF1aoAmU4TKFzlmuTIvTguO9/blAdroSCE1gUQPBvomiXrhzwaGeHVrd7uVSQwnGyWSAjbxOa0EGOIHFbKLdpxysGuvu3XYrEcN71jhe2iuL4HTyKSSEEGXSAsNsQQRsbBPmsln0QRADE9UxDEPrWfxAcCCvVKGQNnjAV1CvO1kJROGI1sZpMnQfefkG/C4bK9s8U24nFiabxaR3ENH+BncbMrnTdYHQBDoaGA4n5uX9F1YPCn/5zgtZbOi5ezI1wAC3XhPgS6/bRIPDSiiR0suqRiNJGl02/d/EeNDqcVgJxXMHp8YA2CUlEDoJgIUQokxa7W9hCcT5K5v1n502C+1qANxfJQGwMVO79fDwpNtpi92Mp2u9TiUDXCqbFla/ZJc2K1/0xjZxpVy8ppXtH7mq7EBGLCzJdFYfkKIFwM+qNbTG66azaanSoWXbkZFZ3sOcbDZb8sBQy7y6HbnPATj5APhdl6/mVWd14XVayWYhkkzz4s8/yI+fPILfbdP7+vryztpY9MlvAMPh3H4Wrl9YyORfQgghyqSdgl1eMEr0B287X//ZaTPnAuDx6ReezYVIIs2SRhctHju7eievA9a+0I0BaoPTSjKdzVvwlntc5Ut2w2Il4PBLba84SRaziTecv1S/XOpvqdwFXBuXNOKwmnnq4OwEwCPhBO/72XN5Ae/3HzvExjvuLVpcGk6ksVvN2CzmvLIHp+3Uwq1FakeVB3b3c2BQ6SzR6LLpZ3f8BSUQ4Sk6RgiFBMBCCFGmtR0+vvHmc/j4K8/Iu95lt2CzKCu2nVYLTW47VrOpajLA0WQKl93C+k4ff987OGlJw2QlEMbbjLTM8oZOH5Df1kqIcpzeohws7vzo1XziHzbq1xsPwn7/7ov56Cs2YDKVN0LYbjVzxhI/L/SULvf5w/PHZzQt7q6H9/OrZ3v436eO6tf9RW37111wQBlJpIr69wJl7/tkrtu4mGXNbr0lHMCSJrd+NspXULcfNpz1GQ4nOLPLz1P/9pJT2od6IwGwEELMwNUbOkouaNEWdjlsFsxmE267hTsf3F8VC+GiiTRuu4U3bVnG8bFY3he50Xg0hdkMgazwAAAXUUlEQVSUn2lrUH/XUIlOEFoG+IwuJQPcJAGwmKEvXtfJnk9ci9NmwWJo+2XMaG7s8vPWC1fM6HFbPHZ9kpzRkaEI7/7Js3zw7ufLfiyt+idlqH1q8SiB+0E1G6sJx9P6COPZZLOYWdPuZU9friZ6VatH3ye7Jfdv57Zb8jLAI5EEi/1O2hty7Q2FBMBCCDErHOqpSO1UpzaW1dgWab5EEmlcNgvXnLEYp83MwCTZr4lYkganLS9bpdUDl2qFptUAb+j08d9vPIuXb1pcgb0X9cxiNpWsSy2348NkfC5bybMWWseW8RkMqtHeDsbFrxk1KjYGpEeHI/zq2WN5GeBrNnSwrDm/ZOpktXodels1UEqx0hmlNMlizv0behz5JRDD4STNHjk4LSQBsBBCzAItA6y1APvOW88FmLTcYC5Fk2l99fdUXR3GY6miwENb2NZXop5ZywB77FZedmanTHgTs8ZhtWA1m3j3FatP6v5+dZBGoYODIQA6/OVnQ00oEbBxHag2HvzoiBJQZzJZLvnsA2Sz+QvN7nrzOTx86xUz3v9SWrz5QWyr16FngI0d5TwOC+OxFI/vHyKbzTIaScjZmRIkABZCiFngUDO/Wu70kjVtgBJUzjetBAKU/qqTjTaeiCWLpm0FOpT63rf/cCv/8/ihvNu0DLBrkr6/QpyKfZ+6jg9cHTip+/qcNsKJNMl0/uLN544qdcEzOVjTsqzGftiDIaW0STszsrc/pN82GqnMQW+LYUDNP120kotXt/LeK0/nkjWtXLsxd/YloS5YfdePtzIRT5HKZCUDXIIEwEIIMQvecelpALSqHSBsFjMum6UqMsBKCYSS2W1wlj41DDASSdLkyQ8MjO2b/vh8b8HjKgt+jCNbhagG2pkMY+nOzuNj/HLbMQCiM5jSqD3GWDSpB5eD6gJXLct8eChXCzxcobr/VkMG+EPXrsVsNrG02c0P/8+WvEWDrz67C4DORhff/ftBQOrzS5EAWAghZsEbtyzj0Geuz/si8rkmz7bOJaUEItdfdbKs9Ei49KnSd12uBPerCgZYhBNp3DJZSlQhbRGdsQxid69Sr2s1m/K6JExHO2D8yZNHOP32PzEWTeo1/tp7yTgNMpos/7FnwpjFnaqf77rFPq7b2EHvWIz/um9v0X2FQgJgIYSoEN8U2da5pGRqtQywtSgrfXAwzHA4wXAkUfKL8tZr1rK63Vu0qj4ST+mN+IWoJtqBqPFv9oRax376ooa8QRHTKVwAuvO4WkbhsDIeTZLNZjk6HCnZ/mw2rVCn5P3zJSun3bbRbc/LRE83pGYhkkN3IYSokAandd4D4EwmSyyZ0et0fU5bXla6ZzTKFZ9/UL882alSv8tWVNsoGWBRrbS+uMb3X994DJ/TSovXXrKryWQKF9PtOq70/u1qdtPdO86+/hA/feoop7V7ec3ZS9i8tHEWfoNiS5vdbP/IVWUNnGkqCHjLnaK3kEgGWAghKsTnss3oi7YSYil1oZphEZwxA3zUcOoWJj9V6nfZijPAiVTZ07mEmEtakJiXAR6L0eF34rZbiM6gBEJ7D2t/63oA3KSMAP/Ncz0k0hnecP5Sbr5kFeeuaC79QLOg3GmLxgPZt120Qs8eixwJgIUQokKUbOv8ZoC1aW16FwiXjXgqQ1wNjAcKptU1zSAADsfTuEsMBRFivi1uVNqcHR7KHeD1jcdY5HPisVsJl1kCkclkOTEe420XrWDHHVcD8Ktne4BcABw8MYHNYuLGLctn81c4JdpUxus2dvCRl2/IGzIiFBIACyFEhSglEPObAdYyXVoJROFgi8GCoRjNU5RAaAFwOpPlwEBIMsCiavmcNrqaXOwyjCruHYvR4XPidlj0A8Pp9IxGiSTSnL6ooajbSVeTMuCiu3eCRT5nVXVDaVQzxRs6/fO8J9VLAmAhhKiQFq+DkUhCz7bOB21Fem4QhhIAa5npgYk4FrOJdrV9W7vPUeJRlAB4IpYincnyzYcP8OIvPMSevpDUAIuqtW6xj91qAByOp+ifiLOi1aNkgOPlHZjuU/v7rmn3AnDf+y7Tb9MmvPWMRun0u2Zz10/Z8hY3JhNsWVm5coxaJ59cQghRIcub3WSzcGwkymlt3nnZh6ISCHV1vDED3Oq18+AHruDJg0P6F30hbRX5S7/4EG5D5wfpAiGqVWBRA/d39/FCzxjPHhkBYFWrh2DfBPFUhnQmO21pQFAddbxafV+sNrw/zl/ZzOWBNh4MDjAULj1efL6sWdTAU7ddSVtD6QNaIRlgIYSomOUtSoboyFD+QrNfPHO0qPSgUrR2T8ZBGJALgAcm4rR6HbjsFi4PtGMylQ4ItAD+wGCYF3pyp5UlAyyq1eJGJ5ksvOyrf+fff7sTgJVtSgYYKKsO+PH9Q6xq8+g1tUY+p5WvvOEsAK4ItM/ins8OCX6nJp9cQghRIcvUANg4JWowFOeDdz/PaW0e7n//5RXfh1iycBGcWgKhdoI4MhxhVRnZ6U2TtHaqdO9TIU7WYr+z6LrlzR6ec44CykGgb4qRyPFUmicPDvH685aVvN1kMuFz2tj+H1fJmZAaJAGwEEJUSJvXgdNm5uhIVL9uNKI0p98/ECabzU6acZ0tWglErgZYywAniSRSHBgM87IzO6d9nMnaL0kALKpVhy+/LtfrsOKyW/LeAzB57W7fWJxYMsP6Tl/e9T+5eQv7B0L6Zb8MmahJUgIhhBAVYjKZaHLb81qhGYdJFLYVq4RIQRcIn74ILkXwxATZLEVf8JN56IOXY7fkf23MpJ+qEHOpMAP8k3/eAhR3QpmMdpak8ODvwtWtvPlFK2ZpL8V8kQBYCCEqyOuwEjKsODcGwHNRBxwtWATnsVsxmZTs194+JYu1tqOhrMda3uJhY5fSVslpU74+ljRV1+p3ITTG8b8ff+UGzuxSynhyAfDUB6BaAKxtL+qLvKpCCFFBXmd+ADyilkAAHByM0OC0schXXKs4WwrboJnNJhocSn/i3rEYAItn0MKpzassrLki0M5HXr5Bb58mRLUxmUy4bBaiyTSt3tzfaeFC0MloI8OnqhMWtUsywEIIUUFeh5WJWIpsNksilckre/jn/3mGLZ+6v6LPr5VAOK25Wt0GdULd0ZEIrV4Hdmv5XwVaxjeTzdLhr67m/0IUOnu5kvU1TizUy4CmCYC1DLEEwPVJAmAhhKigBqeVo8MR/vVnz3H67X9iKJyY/k6zKJpI4bJZ8gJVn8vGr57t4e6tx+jwzyyDe8O5SwFIpDKzup9CVMLn/3ETrzm7i/NX5AZC5C+Cm5wWIGudU0R9kQBYCCEqyOuwMhRO8NvnjgOwty9Eo9s2bQP+2RJNpvXyB02ToTYyEp/ZIrZARwN33XgOn3jVxlnZPyEqabHfxRdu2JT3HtDq1z/75+CUC1G1ANnrkAC4HkkALIQQFeR15J8+3dEzSrPbTrMn11g/lT71bOr/PH6IHz1xuOj6SCKtd4DQGJ97utPApVxzRgdLGmXxm6hNxtaDv9t+fNLtxqMpPHYLVouESvVIDmuEEKKCvAUN8vvG47zh/HaePTLKwITSBSKSTOM7yS/Zpw4Os/3oKJ+8pxuAGy9Ynnd7NJEu6tXbYgiA77rx7JN6XiHqQWiKA8CJWBLfJP2vRe2TwxohhKigRDoLwBvOz02TeuP5y/PGlM60DMHo7T98Rg9+S4mUCICbPcpzv/acLs411EYKsVB8723nAcokxMmMx5LSAq2OSQAshBAVpNURru1ooMFpZeMSPxu7/HltmcKJmZchaLoK+vCG4/mPFU2mcRaVQChZLWngIBaqKwLtbF7ayNFJAuDu3nGePTI6oxaBorZMe2gTCARuAm5SLzqBzcCNwIeAFHBfMBi8Xd32I8D16vX/GgwGn5r9XRZCiNrRqdbKrmrz8KlXbWR5ixvIL0M4lQywls3VHB+NsmZRbrBFNJGm1WvP20ZqGoWAZc1unjs6WnR9Npvl2i8/AsDrz/PP9W6JOTJtABwMBr8PfB8gEAh8Dfgu8G/Am4Bu4JFAILARsAGXAVuApcAvgfMqsdNCCFEr3nHpKs7s8nPJmra861sbZicDXJjxPVYQAEcSKdx2d9422Wz+/4VYiNoaHCWnMWoDMADWLS5vTLioPWUXtwQCgXOBDcFg8JZAIHAB0IwS9DqBNHAFcG8wGMwCRwKBgDUQCLQFg8EB4+N0d09eq1ZJsVhs3p5bzB15netfLb7GrUB392DedYnxCf3n4P5D+OP9J/XYQ2MhOhusNDgsBAfjPPL8fjoyQ/rt45EY8Ygp799sjTPNpg4n1y03Ve2/ZS2+zmLm5vN1TkdGiSTSPLdjJw7DMJj9w0pQ7LaZWJQdpru7OEssZqYa388zqe6+Dfio+vMO4A/AEPA8sBt4tXpZMwH4gbwAeN26dSe7r6eku7t73p5bzB15netfvbzGfeZ+eFT5eNwxamXT2sVsXto448dJ/raXC9Y088UbNvPizz9I94iJrWNu3nj+MibiKcLJwyxuayn6N/vtpjNm5feolHp5ncXU5vN1XjtxBLaN0LZ0VV5bv2O7+oAefvr2C9l0Eu9JUWy+XuetW7dOeltZhWCBQKARWBsMBh9Qf/4wSjb4NGAv8H5gHGgw3K0BkMMmIYQoYcvKFl65uROAu7ce463fPbklE6F4Sm/Uf/7KZh4/MMTtv3mBh/YOsOmj95bsAiGEyPXDHg7lT2d85tAwkBv7LepTuSshLgXuU3+OAiH1P4BeoAl4FLg6EAiYA4HAMsAcDAYHix5JCCEELruFj70il4UtHFZRjmw2S9gQAF8eaNdv292bK7Eo7AIhhIAWdXHoUFgpeYin0vzvU0f4xsMHcNsteQtVRf0pNwAOAAcAgsFgHCXje28gEHgIuBz4XDAY3Ao8AjyOsgDullnfWyGEqCMew5AMs0kJaPsnYmXfP57KkMpk8agB8GWn5xba3dfdp/8sGWAhimkdVG763tMk0xm+9fABPvSrHQB87Y1n502ME/WnrBrgYDD4uYLLvwZ+XWK7O4A7ZmPHhBCi3lktZnZ//Bq++Nc9/OCxQ3zmz7v5xkMHePrfrswblDGZkNoBQmvW77JbeOiDl/OBX2zn6UMj+nYSAAtRzDgS/MRYjLFoUr986eltpe4i6og0gxRCiHnktFlo9tiJpzJ846EDACVbM5WijXH12HO5jOUtHla2evK2c9llmpUQhXxOK1Z1GkwoniKeygBw+iIvFpkSU/ckABZCiHnW7M6vNYyU2RdYy1h5C8a1GqfMAdit8lEvRCGTycR3blLGFYTjKfrH4yxrdvP7f7l4nvdMzAX5VBRCiHnWXLDY5jVff5wXesamvd+u3nEAAosa8q4vDIATamZLCJHPq9bhh+Ip+ididDW5cFilZGghkABYCCHmWWuJet8v/XXPtPfbfnSURrdNH6+sKawfjiZPftSyEPVMW0Aajqfpn4jTXkbtvagPEgALIcQ829BZPG61nCnFu3rHOaPTX7Ra3ZgBbvbYuXJde+FdhRDk6ufD8RSDoXhZi09FfZAAWAgh5pnNYuaH/+d83nHZKv26THb6EHg8miwqn4BcV4gzlvjY9u8vZbFfGvoLUYr2XhmNJoglM/hdtnneIzFXJAAWQogqcMmaNt730tP1y9ks7Dw+dR1wOJHO6yWsCXQ0cMO5XXzl9WfN+n4KUU+0EogTY/G8y6L+SQAshBBVwrj45qE9A1z/lb+zp0+Z6PaH54/zwycO520fTaRxl2hxZrOY+exrN7GqzVvZHRaixtksZuxWM33jygAarwTAC4a80kIIUcUmYkkGJuK8+yfPAvDmC5YD6hjkRAqPDLkQ4pR4HVZOSAC84EgGWAghqlgonmbbkZGi62PJDNksuOULW4hT4nFYchlgp7yfFgoJgIUQooqFYinGIrkRrTG1pVk4oU2BkwywEKfC67BxYkwywAuNBMBCCFGFTl+k1O+G4yl94hvAcDgBQCSuBMKlaoCFEOVr8dhJZZSuKxIALxzySgshRBX563svxWQy0eq1s/ljfyVUIgDubHTlMsAlukAIIcq3yOfUf5YSiIVDMsDi/7V37yFylWccx7+zZtMN626iMReNdxOfP2yrZEVjUmPASrSCVkHwj1ZULIgW0iJ4QxFEBcELSCsVJUQlUlovoIJVEBWrFTE2ULF9RFFsFUHTRBOjxsT1jzO7Gcl62YzOzJ73+/lrzrsvzAMPc+Z33nn3HEk9ZNG8IRbO3bPlCVVfDcAPvvwOAFubAdgVYKk982fufPiFt0ErhwFYknrQ2O2Z1jz/Fv/duHV8fPVzb/LBls/4uLkFwhVgqT2tK8CDXlAWwwAsST1q2/Yv2PDxNp7O9zl0zuD4+GvvbWbj1movsCvAUntaA/AefY1vmKk6MQBL0hSwYNYMHrxoKQDr/7eJVX9eD7hiJbVrwazqUeExb6jLlaiTPHNK0hQwc0Y/iw/ci9mD01n7wtvj47MG+7tYlTT1HbHfMHf8eoTli+Z0uxR1kCvAkjQF7Duz+pn25B/P551NnwDw8G+XMTxgAJba0Wg0WHnEfGZ4T+2iGIAlqUctWzh7/PWSQ6vXq05cxGFzBjnm4L356f6zulWaJE1pBmBJ6lFrL1jCmYsXAHDMIXsDMHd4gCcvWcFfLjyum6VJ0pTmHmBJ6mE3nPETVp24iCG3OkjS98YVYEnqYQP9e3DQ7MFvnyhJ+s4MwJIkSSqKAViSJElFMQBLkiSpKAZgSZIkFcUALEmSpKIYgCVJklQUA7AkSZKKYgCWJElSUQzAkiRJKooBWJIkSUUxAEuSJKkoBmBJkiQVxQAsSZKkohiAJUmSVBQDsCRJkopiAJYkSVJRDMCSJEkqSmN0dLRjb7Zu3brOvZkkSZKKNjIy0phovKMBWJIkSeo2t0BIkiSpKAZgSZIkFcUALEmSpKJM63YBP7SI6ANuB44EPgMuyMzXu1uVdldE9AOrgYOBHwHXAa8Ca4BR4BXg4sz8IiKuAU4FtgO/y8wXu1Gzdk9EzAXWASdR9XAN9rhWIuIK4DRgOtV5+hnsc600z9l3U52zdwC/wc9zrUTEscCNmbkiIhbyHXv7dXM7VXcJK8C/BAYy8zjgcuDmLtej9vwK2JCZxwOnAH8AbgGuao41gNMjYjFwAnAscDbwxy7Vq93Q/NK8A/ikOWSPayYiVgBLgWVUfTwA+1xHvwCmZeZS4FrgeuxzbUTEpcBdwEBzaDK93WVuJ2svIQD/DPgbQGa+ABzd3XLUpr8CV7ccbwdGqFaOAB4Dfk7V9ycyczQz3wamRcScjlaqdtwE/Al4t3lsj+tnJfAv4CHgEeBR7HMdvUbVsz5gGPgc+1wnbwBnthxPprcTze2YEgLwMPBhy/GOiKj91o+6yswtmbk5IoaA+4GrgEZmjt3PbzMwk137PjauHhcR5wLvZ+bjLcP2uH72oVqQOAu4EFgL9Nnn2tlCtf3hP8CdwG34ea6NzHyA6qJmzGR6O9HcjikhAH8EDLUc92Xm9m4Vo/ZFxAHAU8C9mXkf0LpnaAjYxK59HxtX7zsfOCkingaOAu4B5rb83R7Xwwbg8czclpkJfMpXvwDtcz38nqrPh1P9L87dVHu+x9jnepnM9/FEczumhAD8HNUeJCJiCdVPbpqiImIe8ARwWWaubg7/s7mfEKp9wc9S9X1lRPRFxIFUFz4fdLxgTVpmLs/MEzJzBbAeOAd4zB7Xzt+BkyOiERH7AYPAk/a5djayc/Xv/0A/nrPrbDK9nWhux5SwFeAhqtWk56k2WZ/X5XrUniuBvYCrI2JsL/Aq4LaImA78G7g/M3dExLPAP6gu9C7uSrX6vlwC3GmP6yMzH42I5cCL7Ozfm9jnurkVWN3s4XSqc/hL2Oe6msy5epe5nSzURyFLkiSpKCVsgZAkSZLGGYAlSZJUFAOwJEmSimIAliRJUlEMwJIkSSqKAViSJElFMQBLkiSpKF8COue22bLFB+kAAAAASUVORK5CYII=\n",
|
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"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(df['time_step'],df['Z']/df['P_Ext_Markets'])\n",
|
|
"plt.title('Z per External Stock Market Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.figure(figsize=(12,8))\n",
|
|
"# plt.plot(df['time_step'],(df['TDR_Int']-df['TDR_Ext'])/df['TDR_Ext'])\n",
|
|
"# plt.title('Availability of TDR arbitrage opportunity')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.figure(figsize=(12,8))\n",
|
|
"# plt.plot(df['time_step'],(df['Zeus_LT']/df['Zeus_ST']-1))\n",
|
|
"# plt.title('Availability of LT vs ST arbitrage opportunity')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Buy_Log</th>\n",
|
|
" <th>P_Ext_Markets</th>\n",
|
|
" <th>Price</th>\n",
|
|
" <th>Price_Signal</th>\n",
|
|
" <th>Price_Signal_2</th>\n",
|
|
" <th>Sell_Log</th>\n",
|
|
" <th>Trans</th>\n",
|
|
" <th>Z</th>\n",
|
|
" <th>mech_step</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>63</th>\n",
|
|
" <td>6.416667e+06</td>\n",
|
|
" <td>24899.318719</td>\n",
|
|
" <td>102.738095</td>\n",
|
|
" <td>102.320442</td>\n",
|
|
" <td>100.423441</td>\n",
|
|
" <td>250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>1.952381</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>64</th>\n",
|
|
" <td>6.500000e+06</td>\n",
|
|
" <td>24895.879641</td>\n",
|
|
" <td>102.837302</td>\n",
|
|
" <td>102.413718</td>\n",
|
|
" <td>100.447552</td>\n",
|
|
" <td>250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>65</th>\n",
|
|
" <td>6.583333e+06</td>\n",
|
|
" <td>24894.384097</td>\n",
|
|
" <td>102.936508</td>\n",
|
|
" <td>102.506994</td>\n",
|
|
" <td>100.471663</td>\n",
|
|
" <td>250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>66</th>\n",
|
|
" <td>6.666667e+06</td>\n",
|
|
" <td>24892.888553</td>\n",
|
|
" <td>103.035714</td>\n",
|
|
" <td>102.600270</td>\n",
|
|
" <td>100.495774</td>\n",
|
|
" <td>250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>67</th>\n",
|
|
" <td>6.750000e+06</td>\n",
|
|
" <td>24891.393008</td>\n",
|
|
" <td>103.138889</td>\n",
|
|
" <td>102.697519</td>\n",
|
|
" <td>100.522232</td>\n",
|
|
" <td>250000.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>21000000.0</td>\n",
|
|
" <td>2.000000</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Buy_Log P_Ext_Markets Price Price_Signal Price_Signal_2 \\\n",
|
|
"63 6.416667e+06 24899.318719 102.738095 102.320442 100.423441 \n",
|
|
"64 6.500000e+06 24895.879641 102.837302 102.413718 100.447552 \n",
|
|
"65 6.583333e+06 24894.384097 102.936508 102.506994 100.471663 \n",
|
|
"66 6.666667e+06 24892.888553 103.035714 102.600270 100.495774 \n",
|
|
"67 6.750000e+06 24891.393008 103.138889 102.697519 100.522232 \n",
|
|
"\n",
|
|
" Sell_Log Trans Z mech_step \n",
|
|
"63 250000.0 0.0 21000000.0 1.952381 \n",
|
|
"64 250000.0 0.0 21000000.0 2.000000 \n",
|
|
"65 250000.0 0.0 21000000.0 2.000000 \n",
|
|
"66 250000.0 0.0 21000000.0 2.000000 \n",
|
|
"67 250000.0 0.0 21000000.0 2.000000 "
|
|
]
|
|
},
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# vol_df = df.rolling(window = 21).mean()\n",
|
|
"vol_df = pd.DataFrame()\n",
|
|
"rolling_days = 63 # days = number * mechanisms\n",
|
|
"for n in names:\n",
|
|
" vol_df[n] = df[n].rolling(rolling_days).mean().shift()\n",
|
|
" \n",
|
|
"vol_df = vol_df.dropna() #(vol_df.iloc[0:rolling_days])\n",
|
|
"# vol_df[n].iloc[:rolling_days], axis=1)\n",
|
|
"vol_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Z')"
|
|
]
|
|
},
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['Z'])\n",
|
|
"plt.title('Rolling Average of Z')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['P_Ext_Markets'])\n",
|
|
"plt.title('Rolling Average of External Stock Market Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5,1,'Rolling Average of Zeus Price')"
|
|
]
|
|
},
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.plot(vol_df['Price'])\n",
|
|
"plt.plot(vol_df['P_Ext_Markets']/250)\n",
|
|
"plt.legend()\n",
|
|
"plt.title('Rolling Average of Zeus Price')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"98.25"
|
|
]
|
|
},
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[\"Price\"].min()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
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"execution_count": 58,
|
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"metadata": {},
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"outputs": [
|
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{
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"data": {
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"text/plain": [
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"160.0"
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]
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},
|
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"execution_count": 58,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
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}
|
|
],
|
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"source": [
|
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"df[\"Price\"].max()"
|
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]
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},
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{
|
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"cell_type": "code",
|
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"execution_count": null,
|
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"metadata": {},
|
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"outputs": [],
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"source": []
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}
|
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],
|
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"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
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},
|
|
"language_info": {
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"codemirror_mode": {
|
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"name": "ipython",
|
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"version": 3
|
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},
|
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"file_extension": ".py",
|
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"mimetype": "text/x-python",
|
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"name": "python",
|
|
"nbconvert_exporter": "python",
|
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"pygments_lexer": "ipython3",
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"version": "3.6.5"
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}
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},
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"nbformat": 4,
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|
"nbformat_minor": 2
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}
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