2593 lines
1.0 MiB
2593 lines
1.0 MiB
{
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||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "ad8424f1-4fd8-4f68-9557-f560d5a28e4b",
|
||
"metadata": {
|
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"tags": []
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},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import sys\n",
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"import os\n",
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"sys.path.append('..')\n",
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"from QX8800SP_DA import *\n",
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"plt.rcParams['font.family'] = ['SimHei'] # 用来正常显示中文标签\n",
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"plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号\n",
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"pd.set_option('display.max_columns', None) #显示所有列，把行显示设置成最大\n",
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"pd.set_option('display.max_rows', None) #显示所有行，把列显示设置成最大\n",
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"#交互式绘图\n",
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"%matplotlib widget"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "ccb60f92-e657-4732-a679-6ca67bfcf201",
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"metadata": {
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"tags": []
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},
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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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"MCX (96, 7)\n",
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"MCY (96, 7)\n",
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"Angle14 (96, 8)\n",
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"RunOut (96, 8)\n",
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"M1X (96, 7)\n",
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"M1Y (96, 7)\n",
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"M2X (96, 11)\n",
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"M2Y (96, 11)\n",
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"M3X (96, 102)\n",
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"M3Y (96, 102)\n",
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"M4X (96, 42)\n",
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"M4Y (96, 42)\n",
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"Angle13 (96, 102)\n",
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"Note (7, 1)\n"
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]
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}
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],
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"source": [
|
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"#写入TotalData\n",
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"DieType = 'Die3'\n",
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"TotalData = pd.read_excel(f'../{DieType}AllData.xlsx',sheet_name=None,header=0,index_col = 0)\n",
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"die_nums = -1\n",
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"for i in TotalData:\n",
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" print(i,TotalData[i].shape)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "8f9078d7",
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"metadata": {},
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"source": [
|
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"## 对位Mark"
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]
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},
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{
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"cell_type": "markdown",
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"id": "31b36a67",
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"metadata": {},
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"source": [
|
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"### 对位MarkX"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "6de0e187",
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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",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
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"\n",
|
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" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
|
||
" }\n",
|
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"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
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" <th>11.22.1-Die3</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>count</th>\n",
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" <td>87.000000</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>mean</th>\n",
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" <td>0.064600</td>\n",
|
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>std</th>\n",
|
||
" <td>0.286870</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>-0.475871</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
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" <th>25%</th>\n",
|
||
" <td>-0.087318</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>0.046930</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>0.231898</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>1.367917</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>range</th>\n",
|
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" <td>1.843788</td>\n",
|
||
" </tr>\n",
|
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" <tr>\n",
|
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" <th>3sigma</th>\n",
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||
" <td>0.860610</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 11.22.1-Die3\n",
|
||
"count 87.000000\n",
|
||
"mean 0.064600\n",
|
||
"std 0.286870\n",
|
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"min -0.475871\n",
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"25% -0.087318\n",
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"50% 0.046930\n",
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"75% 0.231898\n",
|
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"max 1.367917\n",
|
||
"range 1.843788\n",
|
||
"3sigma 0.860610"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# AlignMarkX = TotalData['M3X'].dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:]\n",
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"AlignMarkX = TotalData['MCX'].reset_index().dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
|
||
"AXdescibe = describe_3s(AlignMarkX)\n",
|
||
"AXdescibe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"id": "5355743f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\2188852286.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[0].annotate(round(AXdescibe.loc['mean'][i],3),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\2188852286.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i+1,AXdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\2188852286.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i+0.95,AXdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\2188852286.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[1].annotate(round(AXdescibe.loc['3sigma'][i],3),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\2188852286.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i+1,AXdescibe.loc['3sigma'][i]),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\2188852286.py:21: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i+0.95,AXdescibe.loc['3sigma'][i]),\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "0ff1ed30f1d74bb78e3c3c541e5bc89f",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
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",
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" Figure\n",
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" </div>\n",
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||
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' width=640.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(2,1,sharex=True)\n",
|
||
"ax[0].plot([i+1 for i in range(len(AlignMarkX.columns))],AXdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='b')\n",
|
||
"AlignMarkX.boxplot(ax=ax[0])\n",
|
||
"ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_X:$0um\\pm0.05um$')\n",
|
||
"for i in range(len(AlignMarkX.columns)):\n",
|
||
" ax[0].annotate(round(AXdescibe.loc['mean'][i],3), \n",
|
||
" xy=(i+1,AXdescibe.loc['mean'][i]),\n",
|
||
" xytext=(i+0.95,AXdescibe.loc['mean'][i]),\n",
|
||
" fontsize=15,\n",
|
||
" color=\"r\")\n",
|
||
"ax[0].legend()\n",
|
||
"ax[0].set_title('mean_X/Day')\n",
|
||
"# labels = ax[0].get_xticklabels()\n",
|
||
"# plt.setp(labels, rotation=90)\n",
|
||
"ax[1].plot([i+1 for i in range(len(AlignMarkX.columns))],AXdescibe.loc['3sigma'],marker = 'o')\n",
|
||
"ax[1].axhline(0.8,c='orange',ls='-.',label=r'3sigma_X:$<0.800um$')\n",
|
||
"ax[1].axhline(0.5,c='green',ls='-.',label=r'3sigma_X:$<0.500um$')\n",
|
||
"for i in range(len(AlignMarkX.columns)):\n",
|
||
" ax[1].annotate(round(AXdescibe.loc['3sigma'][i],3), \n",
|
||
" xy=(i+1,AXdescibe.loc['3sigma'][i]),\n",
|
||
" xytext=(i+0.95,AXdescibe.loc['3sigma'][i]),\n",
|
||
" fontsize=15,\n",
|
||
" color=\"r\")\n",
|
||
"ax[1].legend() \n",
|
||
"ax[1].set_title('3sigam_X/Day')\n",
|
||
"labels = ax[1].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"# ax[2].plot([i for i in AlignMarkX.columns],AXdescibe.loc['range'],marker = 'o')\n",
|
||
"# for i in range(len(AlignMarkX.columns)):\n",
|
||
"# ax[2].annotate(round(AXdescibe.loc['range'][i],3), \n",
|
||
"# xy=(i,AXdescibe.loc['range'][i]),\n",
|
||
"# xytext=(i,AXdescibe.loc['range'][i]),\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[2].set_title('Range_X/Day')\n",
|
||
"plt.suptitle(f'{DieType} 对位Mark：X')\n",
|
||
"fig.tight_layout()\n",
|
||
"plt.savefig(f'{DieType}/{DieType}对位MarkX.jpg',dpi=200)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "64f88c9a",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 对位MarkY"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "9e294f7b-3ea3-4a33-99b5-92e22bd1a827",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"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>11.22.1-Die3</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>87.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>-0.107338</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>0.190710</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>-0.447250</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>-0.236563</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>-0.129432</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>-0.027715</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>0.496654</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>range</th>\n",
|
||
" <td>0.943904</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3sigma</th>\n",
|
||
" <td>0.572129</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 11.22.1-Die3\n",
|
||
"count 87.000000\n",
|
||
"mean -0.107338\n",
|
||
"std 0.190710\n",
|
||
"min -0.447250\n",
|
||
"25% -0.236563\n",
|
||
"50% -0.129432\n",
|
||
"75% -0.027715\n",
|
||
"max 0.496654\n",
|
||
"range 0.943904\n",
|
||
"3sigma 0.572129"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# AlignMarkY = TotalData['M3Y'].dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:]\n",
|
||
"AlignMarkY = TotalData['MCY'].reset_index().dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
|
||
"AYdescibe = describe_3s(AlignMarkY)\n",
|
||
"AYdescibe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "81162e4f-1ed2-4365-9e55-2a0177174f18",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3640321897.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[0].annotate(round(AYdescibe.loc['mean'][i],3),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3640321897.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i+1,AYdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3640321897.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i+0.95,AYdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3640321897.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[1].annotate(round(AYdescibe.loc['3sigma'][i],3),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3640321897.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i+1,AYdescibe.loc['3sigma'][i]),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3640321897.py:21: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i+0.95,AYdescibe.loc['3sigma'][i]),\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "c3cb6cc27ea245acb3b19779c2280d32",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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",
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" Figure\n",
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" </div>\n",
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' width=640.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(2,1,sharex=True)\n",
|
||
"ax[0].plot([i+1 for i in range(len(AlignMarkY.columns))],AYdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='b')\n",
|
||
"AlignMarkY.boxplot(ax=ax[0])\n",
|
||
"ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_Y:$0um\\pm0.10um$')\n",
|
||
"for i in range(len(AlignMarkY.columns)):\n",
|
||
" ax[0].annotate(round(AYdescibe.loc['mean'][i],3), \n",
|
||
" xy=(i+1,AYdescibe.loc['mean'][i]),\n",
|
||
" xytext=(i+0.95,AYdescibe.loc['mean'][i]),\n",
|
||
" fontsize=15,\n",
|
||
" color=\"r\")\n",
|
||
"ax[0].legend()\n",
|
||
"ax[0].set_title('mean_Y/Day')\n",
|
||
"labels = ax[0].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"ax[1].plot([i+1 for i in range(len(AlignMarkY.columns))],AYdescibe.loc['3sigma'],marker = 'o')\n",
|
||
"ax[1].axhline(0.8,c='orange',ls='-.',label=r'3sigma_Y:$<0.800um$')\n",
|
||
"ax[1].axhline(0.5,c='green',ls='-.',label=r'3sigma_Y:$<0.500um$')\n",
|
||
"for i in range(len(AlignMarkY.columns)):\n",
|
||
" ax[1].annotate(round(AYdescibe.loc['3sigma'][i],3), \n",
|
||
" xy=(i+1,AYdescibe.loc['3sigma'][i]),\n",
|
||
" xytext=(i+0.95,AYdescibe.loc['3sigma'][i]),\n",
|
||
" fontsize=15,\n",
|
||
" color=\"r\")\n",
|
||
"ax[1].legend() \n",
|
||
"ax[1].set_title('3sigam_Y/Day')\n",
|
||
"labels = ax[1].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"# ax[2].plot([i for i in AlignMarkY.columns],AYdescibe.loc['range'],marker = 'o')\n",
|
||
"# for i in range(len(AlignMarkY.columns)):\n",
|
||
"# ax[2].annotate(round(AYdescibe.loc['range'][i],3), \n",
|
||
"# xy=(i,AYdescibe.loc['range'][i]),\n",
|
||
"# xytext=(i,AYdescibe.loc['range'][i]),\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[2].set_title('Range_Y/Day')\n",
|
||
"plt.suptitle(f'{DieType} 对位Mark：Y')\n",
|
||
"fig.tight_layout()\n",
|
||
"plt.savefig(f'{DieType}/{DieType}对位MarkY.jpg',dpi=200)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "57aab54c-ca77-46e9-bdfa-becc3323ab8f",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 角度"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "3b9aba3d-417d-4292-ac07-8c9d25d260b8",
|
||
"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>11.22.1-Die3</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>87.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>0.001038</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>0.001801</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>-0.004038</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>0.000252</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>0.000843</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>0.001593</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>0.012133</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>range</th>\n",
|
||
" <td>0.016171</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3sigma</th>\n",
|
||
" <td>0.005403</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 11.22.1-Die3\n",
|
||
"count 87.000000\n",
|
||
"mean 0.001038\n",
|
||
"std 0.001801\n",
|
||
"min -0.004038\n",
|
||
"25% 0.000252\n",
|
||
"50% 0.000843\n",
|
||
"75% 0.001593\n",
|
||
"max 0.012133\n",
|
||
"range 0.016171\n",
|
||
"3sigma 0.005403"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"Angle = TotalData['Angle14'].reset_index().dropna(subset='QX8800SP_Index').set_index('QX8800SP_Index').iloc[:,die_nums:].sort_index(axis=1)\n",
|
||
"Angdescibe = describe_3s(Angle)\n",
|
||
"Angdescibe"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "5ce2eec7-a959-4716-92a0-4aaad88b96b3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3274916886.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[0].annotate(round(Angdescibe.loc['mean'][i],5),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3274916886.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i+1,Angdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3274916886.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i+0.95,Angdescibe.loc['mean'][i]),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3274916886.py:18: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" ax[1].annotate(round(Angdescibe.loc['3sigma'][i],5),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3274916886.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xy=(i+1,Angdescibe.loc['3sigma'][i]),\n",
|
||
"C:\\Users\\yangdongdong\\AppData\\Local\\Temp\\ipykernel_35936\\3274916886.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
|
||
" xytext=(i+0.95,Angdescibe.loc['3sigma'][i]),\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "6e86603418f841b494fc21a2c50d2e55",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
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",
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' width=640.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(2,1,sharex=True)\n",
|
||
"ax[0].plot([i+1 for i in range(len(Angdescibe.columns))],Angdescibe.loc['mean'],linestyle = '-.',marker = 'o',color='b')\n",
|
||
"Angle.boxplot(ax=ax[0])\n",
|
||
"ax[0].axhline(0,c='orange',ls='-.',label=r'Mean_Angle:$0°\\pm0.0005°$')\n",
|
||
"for i in range(len(Angle.columns)):\n",
|
||
" ax[0].annotate(round(Angdescibe.loc['mean'][i],5), \n",
|
||
" xy=(i+1,Angdescibe.loc['mean'][i]),\n",
|
||
" xytext=(i+0.95,Angdescibe.loc['mean'][i]),\n",
|
||
" fontsize=12,\n",
|
||
" color=\"r\")\n",
|
||
"ax[0].legend()\n",
|
||
"ax[0].set_title('mean_Angle/Day')\n",
|
||
"labels = ax[0].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"ax[1].plot([i+1 for i in range(len(Angdescibe.columns))],Angdescibe.loc['3sigma'],marker = 'o')\n",
|
||
"ax[1].axhline(0.001,c='orange',ls='-.',label=r'3sigma_Angle:$<0.001°$')\n",
|
||
"for i in range(len(Angdescibe.columns)):\n",
|
||
" ax[1].annotate(round(Angdescibe.loc['3sigma'][i],5), \n",
|
||
" xy=(i+1,Angdescibe.loc['3sigma'][i]),\n",
|
||
" xytext=(i+0.95,Angdescibe.loc['3sigma'][i]),\n",
|
||
" fontsize=12,\n",
|
||
" color=\"r\")\n",
|
||
"ax[1].legend() \n",
|
||
"ax[1].set_title('3sigam_Angle/Day')\n",
|
||
"labels = ax[1].get_xticklabels()\n",
|
||
"plt.setp(labels, rotation=90)\n",
|
||
"# ax[2].plot([i for i in Angle.columns],Angdescibe.loc['range'],marker = 'o')\n",
|
||
"# for i in range(len(Angle.columns)):\n",
|
||
"# ax[2].annotate(round(Angdescibe.loc['range'][i],3), \n",
|
||
"# xy=(i,Angdescibe.loc['range'][i]),\n",
|
||
"# xytext=(i,Angdescibe.loc['range'][i]),\n",
|
||
"# color=\"r\")\n",
|
||
"# ax[2].set_title('Range_Angle/Day')\n",
|
||
"plt.suptitle(f'{DieType} 角度（°）')\n",
|
||
"fig.tight_layout()\n",
|
||
"plt.savefig(f'{DieType}/{DieType}角度.jpg',dpi=200)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "639173af",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 补偿值计算"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "7b6651ce-0935-4386-b6a4-634fd78aaee3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "a2447eb1fe704e2894f53c2a32917590",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"image/png": 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A66+/zj333MOIESOc7mld4q4dG0t+nvJUqVRIklRnck1NTXqqUF/57JQaLXVWjoYir+ULZovMaxuOuQyWLaMYga9tOMbY7iNqLU9faGp9tbHmKaTgahl3UnCZmZlMnTqVuXPnMmDAAIqLiwEIDQ29HMVs9Dz88MMMHjyYyZMnO/320EMPMWzYMJe/+cKePXscAoFbFSS6dOnidK7Vk1SdY/w///kP06dPt5XttttuY82aNQ4G4Ny5c+nVqxcPPvggo0aN8mk3ukDQUCi03wSiF1Pq9uxKzSO9QO/2dxlIL9Cz+8yl+iuUQOAlTdYAdCcFt3LlSrKysnjuued47rnnbMfraqY8SKsm5eXrXP5msVgoKiwiLDwMlUrFrtQ87vrE81o4gGV3D6pWoilIW3uL4/1l6dKl/PLLL/z8888uf9u2bRv79++vcT4JCQkOf1ssFgoLC12uw8zMzESj0VSr1HLhwgW2bNlikwg0GAz06dPH4ZyQkBBuuukmjh49yueffy4MQMEVh9kiU2S387dI7AJ2IKvIvfHneF45l3/EFQgcaTIGoLdScElJSSQlJdV9gSqQJIngANfNYLFYMAWoCQ7QoFKpGNG5uVf6nCM6N2/wsbqs0+yrV6+mRYsWLn/zZgq+tvnhhx8YMGBAtZt02rRpwwMPPGDrK0aj0TYl+dRTTzF58mSuueYaQNn8U5u7UQWC+qJI77jLUHgAHWkR5t0a0xZhgeTWcVkEAl9p9HEAGxNWfU6oXGBspSHqcxYWFrrcpu5qmt061e7pN4D8/Pxal/gqLy/nzJkzfPDBByxYsIC//e1v1V5zxx13sHr1attO02effZZnn30WgLZt23L//feze/du9u3bx+LFi7n++utrtcwCQX1gHwMQoKi8/kJuXAkMbh9NXITOaTy2IgFxEToGJkTVZ7EEAq9oEgagr4GKf/75Z7p3706zZs14++2367ZwPmLV54yNcPzybIj6nH369HEZQsd+mj0iIoL4+HgiIiKcfgsLC7P9sxIVFcWhQ4dqtZyLFy+mS5cuLF26lBUrVjBt2rRqrxkxYgTz5s3j9ttvp1+/fhgMBj788EMAHnnkEaZNm8aECROYMmUKSUlJ3HjjjbVaZoGgPigsc/T4CQ+gI/Yf5VVpiB/lAoE9jX4KOCcnh6lTp3pt/GVnZzNt2jSefPJJbrnlFmbOnEm/fv1s03kNgQm94hjXI5ZdqXlkFelpEaZjcPvoehlk3K2FdHXcm2l263o86xb26qbgq1uLOXr0aJ8USZYtW8ayZcs8nnPXXXdx1113OR2/8847ufPOO52Oq1QqFixYwIIFC4DKOgoEVxpWD2C4TkOh3kRxuQlZloXesh3Wj/In/nuAUkPl7ERshI4Xp/ZgQq+4eg1WLBB4S6P3APqqBfz5558TFxfH888/T+fOnXnhhRf4+OOP67CE/qFWSQztGMP1ia0Z2jFGfGEKBIJax2oAto5SgtobzTLlJhEIuioTesUxqF3lNO/UvnFsnzumQc3ICARVafQGoK9awAcOHGDMmDG2L9zBgwezd+/euiqeQCAQNFgKKzaBtLJbclIkpoFdcv5Sme3/hwZqxEe5oMHT6KeAfdUCLiwspEePyjUd4eHhXLhwwe35l0MLuC5pyhqyjSW/y5FnQ6qj0AKuvfzyipUwJ+FBGkIC1ZSUm8kvKSNSV3u+g8tdx9rAYpE5Z2cAXioxOKTfGOrY0PIUdRRawF7jrRTczTffzNVXX81jjz0GKOodOp3O7Y2uby1ggUDgGaEFXHt8d0bFjxdVjIq1sD9PosAg8VRvE/EiLr4DBQZ4YU+lP6VzuIVHeoqpckHdUlMt4EbvAfSV6OhosrOzbX8XFRV5NNaeeeYZnnjiCdvfVi3g8ePHu9UCDg0N9UqjtCHpqzaW/C5HnqKO9ZunXq8nKCiIkSNHCi3gGua3Y00KXDxP3+6dOZ+cQUF2CX0HDmFIB8+B5muSZ11TF/ntPnMJ9lQG6deGRDBp0tA6zdMTTbGv1gcNrY413VwoDMAqDBo0iJUrV9r+3r9/P61bt3Z7fk21gD3RkPRVG0t+lyNPUcf6zVNoAddefsXlyq7WqNBAwoOU/MtMcqO4r7WZX3qhAYCQADUlBjMFZSa32q1Xah0bap5NuY41LUOj3wTiDndBiqdNm8b27dvZsmULJpOJBQsWcN11rqXaBAKBoDFTGQZGS2ig4i8Qm0CcOZtXCkDPVko808Ky+luXJhD4S5M1AN0FKW7WrBn/+Mc/uO6664iLiyM5OdlBE1ggEAiaClZDJiJIS5hOMQCLhR6wE+fylA0gvVorBmBRuQmTWawBFDRsmswUsLdawAAPPfQQ48eP58iRI4waNcqvxZUCgUBwpVNY4e2LCK70AAoD0JlzFR7AXq0r3xWFehPRIWKzn6Dh0mQ9gNXRqVMnpk6dKoy/CubNm4ckSaxduxaADz/8EEmSqlXRqG2WLVuGJElO/7Zu3cr3339PWFgYBQUFAGzcuJHIyMhaUeH48MMPad++PTqdjgEDBvDLL794fU1wcDCjR492ec2FCxe47bbbiImJITg4mMTERPbs2eMyvddffx1JklwqpVRNp3///uzfv9/XajqV3dv6Llq0iKuvvprIyEjCw8MZOnQoGzZs8Dt/QcPAfgo4TKesNxJTwM6cu6QYgO2bhdgM5ao6ygJBQ6PRG4DJyckMGjSIqKgo5syZU62UGMDf//53WrZsSXh4ODfeeCO5ubn1UNIrg8OHDzv8t76ZNWsWly5dYtu2bQBcunSJS5cuMXz4cK677jq6devG0qVLAXjnnXd49NFHa2zEf/HFFyQlJfHss8+yb98+RowYwcSJEzl79qxX1+zZs4ehQ4cyefJkh2suXbrE1VdfjVarZcOGDaSkpPCPf/yDyMhIp/T++OMPlixZQp8+fZx+c5XO3//+d5u+sitGjx7t1nj3p75t2rThxRdfZNeuXezevZsxY8Zw/fXXX7Z+Iqg5sizbjJiIIHsPoDBs7Ck3mckoVOIlxkcHE1GxWSa/1HA5iyUQVEujNgDLy8uZOnUqAwYMYPfu3aSkpFTrsdq2bRv/+c9/2LZtG3v37kWv1/Pkk0/WT4EbOGq12vZCT05OrtUgu94SEBBAZGQkYWFhAERGRhIZGYlGo7ycnn32Wd5//31SUlLYvn27Tyow7nj77beZPXs29957L927d2fhwoXEx8ezaNEir695/fXXna558803iY+P55NPPmHw4MG0a9eOa6+9lo4dOzqkVVxczK233spHH31EVFRU1azcptO+fft6q+/UqVMZP348Xbp0oUuXLrz22muEhoayc+dO2zkbN24kKCjIITbfkSNHkCSJnJwcQFmaIUkSX3/9NSNHjiQoKIgBAwaQlpbG1q1bGTx4MMHBwVxzzTXk5eX5VT+Bd5QazJgtygez/RpA4QF05MKlMmQZgrRqYkICbAag8AAKGjqN2gDcsGEDBQUFvP3223Ts2JH58+dXq+u7a9cuJk2aRNeuXenUqRO33HILx48fr/vCmkp8/2exG4gtporjZdWn6ycDBw60GYBHjx6lf//+gOKduuqqq4iIiGDGjBm2KViAX375hcTERIKDgxk0aBDJyckAbN26lXbt2rFmzRp69+5NTEwM7777rt9ls3L99dcTHBzMTTfdxH333UezZs0cft+6dSvR0d7HMDMYDOzZs4fx48c7HB8/fjy//fabT9eMGzfO4Zo1a9YwcOBA/vznP9OiRQv69evHRx995JTeww8/zOTJkxk7dqzL/LxNxxv8qW9VzGYzq1atoqSkhKFDK2Oh7d+/n549e9qMdeux1q1b29rJOm394YcfMn/+fHbs2EFubi633347b775Jh988AFbt27l0KFDNk+voG6wGjABahU6rarSAygMQAesCiBto4ORJEkYgIIrhka9CeTAgQMMGTLEpsjRp08fUlJSPF7Tq1cvHnnkEe6//37CwsL4+OOPGTdunNvza0sKTvVf59D6KiDSQ1ktw1ZB2z8rf5z9CtVvM5Gbj0K+drPtHGl1O6TyHMfrZprdpulOXkuWZTp16sSGDRs4f/48kZGRBAcHc+nSJSZOnMijjz7KF198wf33388TTzzBRx99hMVi4U9/+hOPPvoo99xzD2+88QZPPfUU69evx2KxkJuby5tvvskXX3zBrl27mDNnDrNnzyYoKMhDrSvqUFE2V7JjSUlJ3Hvvvaxbt87p92HDhnH69GmXdXRFVlYWZrOZ5s2bO5zbokULMjIyXF5f9RrrPa16zenTp1m0aBF//etfefrpp9m1axePPfYYWq2WO+64A4BVq1axd+9efv/9d9t1VcvtKp2kpCRkWea+++7DYrHw+uuv8/rrr9uuKSsrY+fOnTzyyCO2Y+vWraNjx44+19dapsOHD3Pdddeh1+sJDQ3lq6++olu3brZr9u/fT9++fR3S2Lt3L3369HE4JyoqihUrVtiMwtGjR7NlyxaSk5MJCQkBlI+R9PR0l/dDSMHVTn65Rcq0ZphOg8lkIkijBNsu1DuPbbWVZ31Q2/mlZhcB0DpSUYwK1yl9Lq9Y75TXlVrHhpinqGPNy9GoDcDCwkKHaTBJklCr1Vy6dMnlVBrAhAkT6Ny5M506dQKUwNBPP/202zxef/11l1JwP/zwg1spuOLiYgwGx/Uhkd5Wyo6ysjKMFQantqyMEMBsNlFst+khXJapqsvgzaaIoqIih7/Ly8uxWCy0bduW//3vf3Tv3p2cnBxyc3PRaDQ89thjSJLEX/7yFx544AH+8Y9/YLFY2LZtG+Hh4Rw+fJi8vDyOHTtGYWEhpaWlFBcX89Zbb9GjRw86derEX//6V06dOkXbtm2rLV9JSYnbuljXB27evJnp06c7/W4NGly1jp7uQ2lpqUNeZWVlyLLsMn931+j1eodrLBYLiYmJzJ07F4COHTuyf/9+PvzwQ2644QbOnz9PUlISX331FQaDAYPBgMlkwmAwOKTrLp2lS5cyc+ZMQFk7OXHiRNs1f/nLX5g6dSpTp061HYuLiyM/P9/n+lrp3Lkz27Zto6CggDVr1nDXXXexdu1aunXrBsC+ffuYPXu2Qxp79uwhMTHRdmz37t1MmDCBgIAA27HU1FSmT5+O2Wy2HTtz5gxjxoxxuN9WDAYDZWVlbNu2rU6k4DZt2lTraTa0PDdt2sTJQgANanM569ev50i+BKi5mJXH+vXr6yTP+qS28tt2RgWoMBdksn79egpzlL//OHCY6NzkOsnTW5pKX61vGkodS0tLa5RuozYANRqNk0qHTqejtLTUrQH43//+lzNnznD06FGaN2/OU089xW233cZXX33l8vzakoKz/Mn5xVqdvFaQKpAgVUUThs7C0vFGVKgI19h50KalUtVnE64JcVkXT3kGBgai1WpJTExk7dq1jBo1is2bNxMaGkpOTo7N0LZYLDb5PJ1Ox+uvv87HH39Mhw4daNu2LbIsEx4eTnBwMFFRUQwbNoyioiJiYmKUaoSGerVpw+oJqnru+fPn+eqrr3j55ZdZuHAhd9xxh9O980W2TKfToVarKSoqcsirsLCQuLg4l2Wteo01v6rXxMXF0bt3b4c0+vTpw9q1awkPD+f48eNkZ2dzzTXX2H43m8389ttvfPTRR5SVlaFWq92m891339nqGB4eTkJCgu330NBQ4uPjSUxMdCh7VFSUz/W1v6d9+/ZFkiRGjRplm6ZdvHgxZWVlnDp1iquuusqWhsVi4eDBg9x33322YykpKTz11FMO+SQnJ/PYY4/Zjun1ek6ePMlVV10FIKTg6ii/gJOX4PB+WjWPZNKkq4g7m8/iI7tQBQYzadKIOsmzIchr+cr6lfvhYhbD+3dn0tAEkr8/zo6sNFrGd2DSxK51kmd1NLW+2lTrKKTgPBAdHW1bc2alOm3flStX8uCDD9K1q/LgLly4kIiICPLz813uzqw1KbiAMKc0LBYLaCxI2tDq5bVUAYCLerlI1xPu5LWs4Vb69u3LsmXLeOyxx9i8eTNms5mBAweyatUqoGLnYEEBgYGBbNu2jcWLF3Py5ElatmzJ+vXreeihh2z1Dw8Pt724rf/1VibPek7Vc//+978zffp05s6dy6JFi1i3bh3Tpk3zqo6usIZB+emnn7jxxhttx3/88Ueuv/56l9dXvcaaX9Vrrr76ao4fP+6QxsmTJ0lISEClUjFu3DgOHTrkkPbdd99Nt27dmDt3rq1/uUrnxIkTtGnTxmMdXd1rf+oLru+pLMsYDAZUKhWpqamYzWa6d+9u+/37778nNzeXfv36oVKpKCwsJC0tjQEDBtjOOXPmDHl5eQ7Hjhw5gtlsJjExEVmWhRRcHeVXbFDaNCIoAK1WS2SoYkwXl7uWOauNPBuCvJavXChQpsrbNwtDq9USFaq8D4rKzU7pX6l1bMh5NuU61rQMjdoAHDRoEP/+979tf6elpVFeXu5xE4DJZCIzM9P2t3Wdkdnsft1cU8IahsT635CQEM6cOcOuXbsYOnQoy5cv55133uH8+fMUFxcDUFBQwMmTJ3niiSe8CsPjL5mZmXz88cf8+uuvBAQE8Oijj/Laa685GIAmk4mioqJqPX/2PPHEE9x+++0MHDiQoUOHsmTJEs6ePcsDDzxgO+f999/nm2++4aeffnK65qqrruKDDz5wuuavf/0rw4YNY/78+dx0003s2rWLJUuWsGTJEkDxbPXq1cuhLCEhIcTExDgcd5XORx99xD//+U/bOcXFxbb2AGwGe0ZGhu1YdHQ0AQEBftX32WefZcSIEXTr1o2SkhJWrVrF1q1b2bhxIwAxMTFIksSuXbuYMmWKbf1hUFAQnTt3BpQ1uyqVyiHUzf79+4mMjKRdu3a2YwcOHKBDhw6EhYXVSoxHgWvsQ8AADoGgrYa3AM7mKtNw8dHKkp/KMDBiE4igYdOoDcCRI0dSUFDAp59+yh133MEbb7zB2LFjUavVFBYWEhQU5GRBX3311bz99tu0adOGoKAgFi5cyNChQ21TlE2dvn37Eh4ebnshR0ZGsmbNGh555BGSk5Pp2bMna9asQaPRMGHCBKZNm0b//v1p37499913H08//bSDgV2b/OMf/2Do0KH069cPgAceeIDXXnuNH374wbardfv27dxwww0elWCqcvPNN5Obm8vLL79Meno6vXr1Yv369Q5Tqjk5OZw6dcrtNd27d2ft2rUO1wwaNIhvvvmGZ555hpdffpn27duzcOFCbr31Vp/q7Sqdt99+m5tuusl2zoIFC1yuVbVny5YtjB492q/6ZmZm8sADD5CZmUlERAR9+vRh48aNtg1UcXFxvPLKK9xxxx2EhoYyevRo/vznP/PTTz/ZNmocOHCAbt26OWwC2rdvH3379nUo54EDB5ymrgW1j00FpMKgsYaBMZplyk0WdNr6DwPV0CgoM9ruU3y00m8jg5SZGKEHLGjwyA2AdevWyX/5y1/ku+++2+lfTfnmm2/koKAguUWLFnJMTIycnJwsy7IsJyQkyN98843T+WVlZfKjjz4qt2rVSg4ICJBHjRolnzx50uv8CgoKZEAuKChwmXZKSopcVlbmVVpms1m+dOmSbDabvc6/ptR3nqKOjSPPhlRHX58zbzEYDPK3334rGwyGWk23IeVpn9+Lq5PlhLlr5bc2HpFlWZbNZoucMHetnDB3rZxdpK+TPOuD2szv0Pl8OWHuWnnAKz/Yjv1yPFtOmLtWHvf21jrJ0xuaWl+tLxpaHT3ZG97QIDyAt956K1OnTnUKgFsb3HDDDZw4cYLdu3czbNgwmjdvDrjXAtbpdLz77ru1EpNO4B+u1loCdOnShV27dtVvYQSCJkrVKWCVSiI0UENxuYlivYlmoc5rn5saVg3gNlGVER8ig0UcQMGVQYMwAG+66Sb69OnDfffd53GDhj8kJydz9913c/LkSe69917eeustr9euzJw5k+bNm/Pee+/VapkEnnGnYVvfC30FgqZMYRUDELAZgEINRMGqAdw2utIAFGsABVcKDUIJxGAw8OijjxIUFIRarUatVqNSqWocxNUfKTgr33//PZs3b+aVV16pURkEvtOuXTuX/1q3bn25iyYQNBmqegABQq1ycEIPGICzedYNIJXrViMqPIDlJgt6o9g8KGi4NAgP4E8//cS3337rtNi7pthLwQUHBzN//nwefvhh7r77bo/XlZWV8dBDD/HGG2+4nY4UCASCxozVAAzXVRqA1o0gQg5O4VxepQycldAADSoJLLLiRRWbZQQNlQZhAI4dO5a3336bWbNmOQVutUpi+YM/UnAAr7zyCmVlZWg0GjZv3sw111wjQh4IBIImRaG+wgCsMgUMSigYQeUawHi7NYAqlaIHfKnUSH6ZkRbhtReMXCCoTRqEAZiamookSaxcudLhuCRJNTIA/ZGCO3v2LG+//TaDBw/m7NmzvPPOO7Rt25avv/7apRFYW1rArpDd6PLWJfWdp6hj48izIdVRaAHXTn5WD2CIVrIdDwlQ7mdBaXmtlamh6at6i8Ui29YAxoUHOKQXrlMMwNyiMozRuiu2jg05T1HHmpdDkuU6jMzrJWfPnnX7mze6sO6YO3cuRqORt99+23YsPj6enTt3ul1P9vLLL/Pxxx9z/PhxAgMDKSoqIiEhgVWrVtliydkzb948l/HVVqxY4VYLuE2bNi7VQwQCQc0xGAycO3eOjIyMOtECbgqYLPDk74p/4PVBJoIrXAUrTqr4PVvF5Hgz49tc9lfHZSW/HF7cq0GFzIIhZtR2/oF/HFRztkTi3q5mekc37fskqDtKS0uZNWsWBQUFXkmoVqVBeADbtWvndoq1Jgoc/kjBnT9/nmuvvdZmoIWFhdG5c2dSU1Ndnu+LFrDZbOb06dM2GbTqkH3QrK0t6jtPUcfGkWdDqqM1yPuYMWPQaGpviGtK2qODrh4Fv/+KJMGMKRNRqZT7u2/9UX7PPkvrdh2ZNL5LrebZUPRVveWPtEuw9w9aRwUzdbKjNvKX2Xs4ezKXzj37MKlf6yu2jg05T1HHRqIFbD99U1ZWxh9//MFLL73E888/X6N0/ZGCi4+Pd1gnaLFYOH/+vIMKgj2+aAFrtVqioqLIyclBpVIRHBzs8WVpsVgwGAyUl5d7pY9bG9R3nqKOjSPPhlJHi8VCTk4OISEh6HS6OjFGm4L2aGmF4zRcpyUwsPKDOSJYGetKjZZaL09D0Vf1lvRCAwBtY4Kd0okMseoBO96nK62OV0KeTbmOjU4LOCgoiJEjR7JmzRpGjhzJnj17/E7LHym4m266iQEDBvDVV19x1VVX8d5771FeXs7VV19d06oBEBsbC0BWVla158qyTFlZGUFBQfXqVanPPEUdG0eeDamOKpWKtm3bio1bNcAaAzA8yPEVIXYBV3LWxQYQK5EVG2eEHJygIdPgDEArWVlZpKen1ygNjUbDkiVLmDVrFnPmzMFsNvPzzz8Dyo7ghQsXcsMNNzhc07VrV7744guee+45jh49SseOHVm9ejVhYWE1KosVSZKIi4ujRYsW1S7gNBqNbNu2jZEjR9ari7s+8xR1bBx5NqQ6BgQE1JsXsrFSoHeOAQhiF7A91g0g8dHOBqD1vgk1EEFDpkEYgO3bt3f4WjebzaSnp5OUlFTjtH2VggOYPHkykydPrnHenrAGvK7uHJPJhE6nq7eXan3nKerYOPJsCnWsKWaLzK7UPLKK9LQI0zG4fTRqVcP0UhaWKQaekwFY4QEsFB7AyhAwLgxAqxxcvjAABQ2YBmEAVlXnkCSJNm3a0KFDh1pJv3Xr1kJFQiAQXDY2Jqfz0ncppBfobcfiInS8OLUHE3rFXcaSucYWA1DnaACGVfzdkKaAL5dh7SoItJVw4QEUXAFcFgNw9erVTJkyxeYBGzVqVJ3lVRMtYKPRSP/+/XnvvfcYPXp0nZVRIBDUHZfb87YxOZ0Hl++lajCQjAI9Dy7fy6Lb+jc4I7DAnQewgU0BXw7D2myR2X4ym4xCJc9WEc6BnoUesOBK4LIslDGbzcyYMYPly5dTl2EIa6IFDPDWW285hZERCARXDhuT0xn+5mZu+Wgnj6/azy0f7WT4m5vZmFyz9cXeYrbIvPRdipPxB9iOvfRdCmZLw4oVV+RmDaBtE0gDMACthrW98QeVhnVdtLG1P9259A/bsWkf/OqUl9gEIrgSuCwG4IwZM/j2229RqVRMnz6dr776qk7ysdcC7tixI/Pnz+fjjz/26toTJ06wYMEC2rVrVydlEwgEdcvlMBCqsis1zyl/e2QgvUDPrtS8Oi+LL1g9gOFuPIBFemOdfrxXx+UwrN31p0wX/SlCrAEUXAFctjWAkiQxa9Ysbr75ZpYtW8b06dO59957a3Xzhb9awAD3338/Tz/9NBs2bPB4ni9ScL4ipG4aR56ijvWfp9kiM2/NYbcGggS89N1hRneO8Xo62J86pueXeH2e0egcHL6m99Vskdl95hJZReW0CAtkYEKUx/pa88kvVca0kACVQ946tXJHjWaZkrJyArU1l9rzp46/e2lY7ziZxVXtHeO++pOfr/0pRKvc44IyIwaDwaZI09SeR1/7X03zq2sa2rjaKKTgQKnIv/71L7Zs2cLDDz/MmDFjapzmk08+iV6v54MPPrAda968OcePH3erBQzwySef8P777/P7778zduxY5s2b53YNoDspuKWfLXWSgvOEVqVFLSmDqVk2Y7QYkSSJQFVlkGm92f2A5w6NSoNG0nhMt9xS7vPXvFpSo1UpX7kW2YLBogRF1akr18PUNF1Zlim3lDula7AYsMi+6c2qJBUBqsqAttZ7GagKtK0JNVqMmGXflGfctVGAKgCVpKq1dK330r6fmGQTJovvU3Gu2shV/6tJutY2ctX/fMVVG7nrf1ZOFUosPurZOJEI4NEeMp0jZJfp2vc/X7C/l0fzzXxwREZChURl/7Pg+Cw/0M1Mx3DPz4qvY8ShPInVZ1UUGCpfuBEBMte3tTjIk7lqo38dUXO6KIg7O5vp30y29ROLDHP/UM59ob+JMA8uhLocIw7mBfDpCTUyMjJKG6moTFfGgIyFWR3N9IvxLn1PY8TJQhXvp6iRMSLj/lm2tqPBAs/uVm7OawPNhGub3hjhqv9FBwQyo52FvjHyZR8jvMFVG1UdI8rM5aQWSRQaIVwL7cNkqrNxXbWRu/7nidLSUu65/R6/peAajAFoRa/X8/7777Nr1y6SkpIYNmyY32n5owWcnZ1N79692bhxI4mJiYwePdqjAejKAxgfHw9PA85rg92yYvoK/tT9TwB8eeRLZn0zixHxI3gy5kmbDEyrf7YipyzH+0SBd8a/w4MDHwTg5zM/M+7zcXRv1p0DfzlgO6fvkr4cyTniU7rPDX+OF0a+AMDh7MP0+6gfzYKacfGvF23njF0+lm1nt/mU7gP9H+DdCe8CkF2STet3lHYy/K3y4Z359Uy+Pvq1T+nO6DaDVTNWAcrHRsjfQwC48PgFmocooYEe2/gYi/cu9indkW1H8uNtP9r+trbRvvv20bN5TwDmbZ3H/N/m+5SuuzbadOsmRiUom6YW7V7E4z887lO67trIVf/zlW8Tv7X1VWsbuep/vuKqjZ69+jnGtnqAzTv20L5HKPf8cK3P6cbpP+D9P01hap84Xt72Mq9uf9Vt//MF+zb64I8P+eumJILNV9Pc8IztnDNBU3xO11Ubuet/vmDfRj+d+omJX0wkRNWOZiXvs/SO/ozo3KzBjRG3dp3HbUt3Y6aA80G3ApBQttZ2TnbA65Sqf/UpXfsxAiBgvvIyvvD4BXaeMvHE/w6Rq11EsWadT+le1Wo4m2/93ibplfB+gtMYYe1/vuBpjBjWahibNm3idMxpnvjpCQ+pOFOXY0S7ijZ6b2ZfPjn2eJ2OEa76n6+4aqOJzSby5d1fotVq+e/eFG7bmOhzuq7GcXf9zyN64A2ubC1ge3Q6HU899RRFRUW88847REVF0b17d7/S8kcLOCkpidmzZ5OYmOhVHu6k4HxFo9bYYplp1EqzWL9obDIwfnjO1Wp1ZbqaynTt46b5o5hgn65WU5GWRI3TValUlelWkVCyP6cm6dpjL7HjT7pV76W1jbSa2k3Xei81msp+Ul0cSdcJu24jV/3PH6z301pnV/3P3zSh8l4u23GG5SX7ATWGk0d9+tiyJy4yBK1Wa7uX7vqfL9i3kbYWtYjdjRGu+p8vuGojS4VfICpUibHoz7N8saAclVqDWiXV+hgxtFMLwnUaLvk+KeIxXXdjRFyk/2O8WZYd+5SLMcKfZ7muxoj8MiM/Hcux7aKuzTHC6m164bsUdC0Vx4lkd99rc4xw+Y7yNV03baTVavnpWA7PfHMYgnxP11Ubuet/dcll8wAWFxcTGhrq8Zwff/yRsWPH+p3H5s2buf/++zlx4gSgBH/u3r07xcXFbh8MSZIICwuzdaLi4mJ0Oh3PPfccTz/9dLV5FhYWEhERwcXsiz5Z5IGaQDQqpfObLCbKTeWYTWa2bNrCpEmT0Gq1lBi8W09kT4A6AK1a6VRmixm9SY8kSQRrK6enS42ltmkYo9HI999/z3XXXeexM2rVWgLUiiFtkS2UGZWYWCEBIbZzyoxl1U7VVs1Po9IQqFEGW1mWKTWWOqWrN+kxW3ybLlGr1Og0OlueX3/3Nddddx0RwRG2Aa7cVO7zdIlKUhGkrRwBrG0UpA2yTR2U6EtYu35ttffUHndtpNPoUKuUvms0GzGYXU9reGpHV23kqv/5gtFo5Ocff7b1VWsbuep/vhKsrdTMXnMgjUdX7gHUSFRMw2BBxrfpHQmICw/n16fHolZJGMwGjGaj2/5nraM3z4arNvrpSBYvrD5hCwtiQU90iJZ5U3syrkes27Ts8wwNCnVqI1f97/fUXO765A93SdpYdvcgrmof49BG+nI9q9et5qUDOkrLNWx+chQdmoc6jBFT3vuFU9klfHL3QIa0b2ZLb1NKBvPXHyGjsOLFjppWEWG8OLUH43u2dDtGlBvKvbqvynqyPPKKTUhSAHO/PIDR4n4K+J2ZfVzeW3ftaD9GWO8lKP3PIsPwNzeTXlCExcUUsAS0DA/kxydG29a4TX3vF05ml/CfuwYzvGMs69evZ9KkSRhkpa/ajxHW/ucLnsYIi9nC+vXrGXfdOGSV61f8ppQMHl+132ldo4RyL63hibwdI6z3NbrbIGZ/us9lnq6m6ePCQ3lpWh8m9IrzeowwW2R+P53FT7/u5tqrB3JN13Zo1Mq9tI7j7t5RvlC1jUr1pfz4w49MmTSNa97+hYsFZbb+Z4+r/mCPqzHCVf+rbswpLCykVfNWV54HMD4+nscff5zHHnuM6GjHRbpr167l1VdfJSUlxbapwh/80QJOTU11+HvmzJkkJSUxYcIEn/IOCQhxGOh8QaPSoAnQYJQcBwR/07OiVqldpmE/iBglIzq1jpCAEK+NFZWkcpmu/YvJHZ7ykyTJZbr2D4m/WPO090AEagIJpGbeXFflDVAHONXRXWw6x+NltuP2bWRFq9baXtz2mC0y+9KyOHwpiNYXyhnaKcLtwmtXbWTtf75Qta+6aiN3/c9bzBaZ19efQqri7lPW1/nWJyRg3rRetvsSoA6wvSxs51Tpf/48G9Y2mta3PRfzzbyx4RigvAj/OrYnNyS283i9fZ7Wly+4b6OQgBCKyvIdXrTuKCpzbg+1Sk2ASjH+oDIMjH3/iwwKQ4UZsynQdv3G5HT+uuooymrHyryri3UYpA1Cg6ba++oq3h9Am8ggzJYgW0w+K4+N6cENiR1dpuVtO9rfG7UEL07twQPL96KiyjhV8d+Xp/UnXFfp1IgODkeFGb3RsZ3cjRFV+5+v2LeRxax8eGvVWpd1NFtk3tyQhoTOrdP4pe9SGNcj1usxwnpfi8o0XvU/iQAkIKvQ5NBHqhsjHPtCCKtOHSEuItUW+9HVOO7uHeULAeoApAAJrUrL7jOXSC/QIyG5HXuyCuHwhXKGdozxmK67cTwkIKTavmoO8M0RUpXLZgCuXLmSd999l/bt2/OXv/yFpKQkduzYwauvvkp2djaPPvooGzdurFEe/mgBVw37otPpiI2NJTIyskZlqUvqMtCtr2lf7qC7VwLugtdO6xvHmgPpNQpq65i2mk9P7G7QihO+UF1IFW8J12l46099fLofZovM76l57MmRiEnNY2inFj736/OXFA+EVi1hNMscuej/x60nWoR5Zwy7O6/MzgleNQwMOAeDri4ki7JDVjEm/BkL3AXSBriQr+fDWf2ICgkkq0jPhuR0NiZnsu9svs/5VMeEXnGM69GSTSmZDsdj3TxftmDQDTAUjC/hiaozYKrSIsy3j+jq+oj9OyUtp5SFPx6/7EHVs4q8myHJKqrFNQp1wGUzACdMmMCECRM4cuQIN910k22jxiuvvMKcOXNqbS7cHy1ge7Zu3Vor5agr6jISvq9pX2lyV5cDdy+z9AI9/9qW6nS+LwPblag44Qs1GUwfuaYjabmlrD2YzuD20T7dh9oyqs9WSIcN79SMLceySb5Y4Gs1vGJw+2hahAW6fUlJKEbL4CrhUayUVTgVggPUaNXO61erBoOuS2PCk3EJSl1eWXeE7XPHoFZJDEiIYlNKFttP5pB8oYBerSOc0vPXkC8pN/H76VwA5lzXhTZRwR4/cq2xABuiHJy3z5I/z9zAhCjiInQ+fay56yPuPL+urq/ph4YVb5wY3hq53n6MXS4uSyBowLbJY9q0aUiSxMcff8w999zD66+/zn333cfBgwdrLa/WrVtz/fXX24y/xkJdBrr9/nCmT2k3hKC7DZ3qXmau8Dao7ZWqOOELNRlMr+7UnHtHKNriv6fmeX0farNfn8tT1hNO7K0YjccyijCYfAtn5A0qCVpFur5X1tfYi1N7uH1JWj2AVVVArFQGg1ZOrEtjwtdA2m2igplccX+XbDvFjlO5rN5/gR2ncll/UFHxuG3pbj49oea2pbt9UoX5eu95CvUm2sUE8+CoTlyf2JqhHd3HkYyoBz1gs0V2qKO3/bqmXmJPqFUST43v4vN14NhH3D177qiNoOreKgcNTIiyPQeukFCcH+4+shoKl80AbN26NStWrGDBggUcPHiQu+66i48++oijR48SFhbG0KFDGT9+fI3zSU5OZtCgQURFRTFnzhyvYk4tWbKEuLg4tFot48ePJz294RkvdfnCt8jw6vqjXqfdFIyP2sC6bsRXvBnYrlTFCV8Y3D6auAj3a5ZcYT8Q92oVTphOQ5HexGEvvG+12a/NFpnzlxQDcFjHGMJ1GoxmmeOZRd5Xppr0rYbAmxuPsf9cAWoVNAt1XFfWLDSwWk9wqUm5w+4NQOW41QCsS2PCH+PyLyMVQ3/NgXSHF/lDK/w35C0WmU9+TQPg7qvbo/LCwxQZpNz7utIDronMofVZckdNDZi8EqXOGh89cdY+4s/HshV/Zwqq+9hbf/CizXv8zb4LlBo8bxj09JHVULhsBuCXX37Jb7/9xvXXX+9wvHXr1rz33nucPn2afv18j9tjjz9awNu3b+f555/ns88+IzU1Fb1ez1NPPVWjctQFdfnCP1Uo2XbyeZN2UzA+qsObL3Fv1424w9PAVpdemIaCWiXx4tQeXr8Uqnq7NGoVV7VXppd+PZlb7fW12a8zCvUYzTJatURcRBA9WylTkyk+rgN01c+qGgKLfz4FwJQ+rfj9b2NZed8QesSFAXDn1QnVTluXVkwBh+tcG4CVU8DKS746w7wmxoQ/xqXV0PaG6gx56/1+c+NRTueUEBqo5k8D2niVdkSQcp/qQg+4OmPl+8OZbq5UsD5LnvDXgLFYZJb/fgaAl67vycr7hvDPm/oSHRLgdR+pyXpffz40qvvYk4FHVu6zeY+f+TYFiwwJMcHEVjGkJeAfN/W9IpbbXLY1gBMnTuTSpUtuty63bNmSN998s0Z52GsBBwcHM3/+fB5++GHuvvtut9ccO3aMRYsW2cLP3H333bzxxhs1KkddUJcv/EIvxytr2k3B+PCEt2sffV0cXRVPA1tdemEaEhN6xXHfiPZ89IvjeslIq/aqnbfF1eL8YR1j+PFIJr+dyuHB0a53iVqpzX59NlcxStpEBaNWSfRqHc6O07kkXyzgJuK9ysdVP4sM1rr1MK3Zf5GJvWKZ0CuOW65K4Plvk9l6NJtHrunsMR/rFLCrDSBgZwBWeACtxsSDy/e6TdNfY8JqXGYU6F2+nKuuZ7S+yH3Bl/Vnsgy/nMj26uUeGVzhASzzXYHCE95sunltw1H+r5rwuRN6xTGiczN+OeEYOFwCFs5M9NuA+eVkDmdySwnTaZjerzXBFbuFgwLUPLh8LxI4lV3GsY/4866obm2rJ7wxOF05+s/klto2IWUW6lnww1HOX9I77UpvqFw2A1CWZb+CgPqCP1rAs2fPdvj72LFjdOrUye35l0sLOCbYu6aLCdb4VA6j0Ui4l/tvrGnXpCxXup7j94czeXTVAbcbL96b2ZcxXZQBqW+rUGLDAz16V12hDGyB9GsT5rbM/dqEeUzbmzRqQn22o3UZxzVdYoiXsxgzdABDOirre13pjtqXaXCC4nn7Iy2PkrJyAjTuJ0Fq8xlLzVamettE6jAajXRrqYQLOXQ+3+O11t/WH7xI0v+SnfpZddOLVn3akR0V6cu9Zy+RmV9CdIjrkCNGo9FmAIbp1C7LFqRRxu3Cssox7tquzXhvZl+eXZ3itObtzRm9uLZrs2r1TN39/uzErjy66oDTccnud4vZhMVcvUawJ+z1mN091yUGs+25vq5nS4/phQQoJcwvNdTq8+GdDnI5pwqlavO7UOEt/eu1HWkTFcSb3x8nq8hAoV2ZvcV6/mc7zwJwY79WaCXZqY+8uv6oy3EqWCOx/XgmWUXl5BT7N1ti3xeqw16n+GRWsV/5KZuQUtjyxEjUqnCMJhNzvkpm6fZUbh/cBl0NtbIbrRawSqXyaABaDUSz2f84N/5qAVvJzc2lU6dOLF++nMmTJ7s8x50W8IoVK3zSAvYViwwv7VWTbwDX4f9lIgPgxf7manUJa5q2RYbndqspMbnLyP+yNGT8aYNdWRKfn1K5ON/+MZScjt/TRdHP9MSBXImlx92n7U0aVwLvHVZzslDilo5mhrTwrT5yRV8tNkk82tNEJw+xU2vzGVt3VsUPF1Rc3dLCTR0sZJbB/P0atCqZtwZ7vr76cnjmkR5mOkfIvHlAzcVSids6mRnU3P19++6Mih8vqhgVa2FGe+dNKvtyJJadUNMpXObRno7j8/qzEt9fUNMp3EJeuUReuX/tVJWfLkisOev4Mo0MkG26slb25Eh8esK/l671PtVWu6cWwcJkDdGBMi/2r1m8Nnu8reMdnc0MaOb+vhcY4IU9GiRk5g8yE6yBLRclvj2jJi5IZm5fM776aHL18Mo+NTISzyaaaOEiFKxFVpYZWbVzd2dL7MxWoULG4jT2uX+n2P8WqpG5qYP349uBXImv01TkG2rnhWTtO2aLUv9LBolRsWYSwpQ6dgyvXh/YH0pLS5k1a9aVFwga4OeffyYsLKzO0tdoNE4ybTqdjtLSUq8MwIceeohhw4a5Nf4AnnnmGZ54olJr0aoFPH78eL8axB6j0WjTj3QpUdQuk0dcfBkDSEi8OqP6r1R3eb50fW8e/1+ym7Mc0zaYLLyevI2SYtdTHZ7KUl0d64LayvP31Dzyd+72cIZEvgGiugyk4MRuxo0bx6lfzsKpU2hUEia7OYW4CB2Te8Wy9lCGw9dxXISOZyd286odJwE7P9xBSrrjxgKNSsU/b+rNhJ7uFSdqSn21o9ki88yezYCZmeOGknbgN5/z3FR8kHXJGdCiC5PGuPfug/tnTKr4X2+fsU3/PQgXMhie2I1Jw9thtsgsTNlMqcFM10Ej6dzCtSqS0Wjkwy9/rNGLqkPPRCb1ieOI9gSLt6VySdeaSZP6uM3vv//6CYC+3TszaYzzNHnoiRyWndiLNjicSZOGOvy2+ctDcCGdG67qikWWefvHk5ylBS9PGuC2fN70nbM/n4azJ+kfH8FtQ9o6eHjtiUnN49MTnp5JZ6ze8UduHolaJXn9XDfvMYSrPEw3ns4uYWHyrxglLePGjfHq+bD3StW0juFaPOa39mA67DlE97hw/jRNacfhZUa+//vPpJdZaFZN/aqWe+epbP61Zi8yEld3jOauGwd6de23+y+y86vkKsYfuDP+lClkiUdGtWPtntOkFau4b1QnHqpmSYeV7w9n8skOZ+9uTbA+YwC/GQ/z5d4L/Jyhhgzl99jwQJ6b5N04bk91z0ZNhDLgMhuAffr0qbGR5Al/tICtLF26lG3btrF//36P57nTArbXJqwp7tKaktiG97ac4lims/t67sRuTEn0brGyKyb1acWOtAJW/XHO5e9hQQHsPltIVpGe30/nklVsIEynIThATaadAROglnj3ln7VriepzfvlLTXNM7fUO9m4vDIzakBvlli2Q1kc/fZNfWkepnOKNfXM5J6s+P0Mz68+TGigml/+b4xN4qg6Sg0mTmYr8lVvTO/JvgMHWX1Wi95kITgwoF7ub1234+mMIkoNZkIC1HSNiyDtgO95Xt25OeuSM/g9Nb/a62IjXXvxW0bomOdDHMDz+cqUXfvmoUp5gR5x4ew+c4njWaX0aO3+g9TbNbnusOodj+sZy+JtqWw7mQMq1zH+AKzdOio00OX9iQxR1pGWGMxOv5+tCHbdoUUYPVuF8/aPJ9lxOpeCcgvNQj2vgfXUjr+eVjbaTO/fhhkD2rpNY2inFh7XDLrjxak90QUq7wVvn+vcUpPH/hMTrri/ivQmVBXauZ7q6O1a4qGdWtAyPNBhnLXHatB2DC/xmN8fZ5Wd8EM7NrOdE6PVMr1/G1b8fpZ3N5/i1iEmD0pFyvFNKRl25Vb6VEp6kYOesDvMFuUjwRPWWSYr1rW913ZtxtnUU6QVw7GsEq/GALNF5rUNx2rV+IPKZ2xjcjpf7b3g9HtmYTmPrjrgdyxWd+1Y07H2shmAn3zySZ1OkQIMGjSIf//737a/09LSKC8vd5Keq8quXbtISkriu+++o2VL3yz2+mT/uXyOZRajlmDhzH5YZJlVf5xjx6lcLlzyXfewKicq1kXcNqQtg9pF0yJMx4bkdD7dcYZ7/rPbadfc9H6teXFqT3al5nE8s5B5a1IwmGU6t6w7L29t4K96ifcbLwLJBZb/fpZCvYmOzUOY3KeVyzzUKombB7Xl1XVHKC43cyavlI7NPWtmW/n1ZC4Gk4U2UUHM6NeKoIwDhLdqy0fb03h/y0nGdGtR5+tu65oD5/IB6N3GvbxddVzdSVnov+/cJUoNJtsidVe8u1l5Od08KJ4pvVpwz7LdGGWJf98x0CnIsCesMQDjoyvHvJ6tFAMw+UIBN/Rr7fZab9fkVqXqovjE+CiigrVcKjWyO+2S26DMtk0g1e4CdjaUzlRsdkmICSYhJoS+bSI4cL6ADckZ3D4kwa96lJSb2HPmEgAjOnuO5Wq/IcXVZgNXLPhznyqbtWpnQ5V9GJ1CvWcr3pcg7mqVRM9WEWQWZrlMSwaendgN85k9HvPcWRHUekgHx35gHW92pV1iV5py390pFbnbhJRfavQq+Ly3my+en9ydZmGBDuOz0WgkvmJoPHTBu6Dq/uwurmqA2mP/jNW1Ik5dcNnCwNx5551oNHVrf9prAQNOWsCuFlBmZmYydepU5s6dy4ABAyguLqa42L8FonXNoq3Ky+mGfm2Y2rcV1ye2trnBV++/gN7o/7qT85fK2HPmEpIEj47pbAt62i8+EsBlyITPdpxhU0oGQzvGcOew9lzbvQUAq3ad9bscdU1txNLy9Ci3DA9UpkeyJJZU7Fx9dExnjwNAgEZF3zaRALYXnzdsPqqEfrjWztC7e1gCARoV+87ms3R7qs8BY+sCf4PXAuw/nw9A34p+6A9to4NpHRmE0SzzR5r7+7v/XD7bjmejVkk8ck0nhnSIoU3FC+d0TonX+RWXm8gtUZZHOBiAFQZkdYogHcNlYsMDfY5/CI47K9UqiWu6Ks/klmOujQfwJg6g4y5gKwVlRvIq6pkQo+iuTunTCoDvDlz0ofSO7Dydi9EsEx8dREJM9U6DCb3iWHRbf6fwHHEROj6c1Y/l9wzkjs5m2kYpHroSg+M4WVsx8rRqFSEBylq9wjL3XkVf400ezyzi5+PZAEQHO89m9W8bQWSwlj05ktug51mFek5nlyBJMLhdZT02Jqfz6lrnjZJWpaKqxpO7TUjexsn0drdvs7BAl4G324QoaZ/LKyO/tPrd1t7m98g1HXlnZiIr7xvC+7f0R8J5QrrqM3YlhkO7bAZgfWDVAn7ggQdo2bIlX375pS2kS58+fVi3bp3TNStXriQrK4vnnnuOsLAw27+GgvXluWTbKVuspwdHd7D9PqxjM1pF6CjUm/ghxXUsKG9ewOsOKYsXhnaIoWV4ZXDOt74/5rF89g/8zEHKVM1Xey9Qbqq9RdC1ha9qJ1XxJi5dXomBO5ftYeUpNcXlZtQqCa26+ld5/wRlSnCPBwPFHlmW2XxUeamP6V7ptW4eFsjQii/8V9Yd8dnIrW1qYnBDpQcwscJA9gdJkmzer99OOYbAsH82Xl5zGFA821bDLTZIae2TPgRwtnr/ooK1Dl61XhWxAA9fKMTi4SWpkuC5Sd3chkGByjA4VmIjdC69L2MqPsp+OuI+TpxVCi4i2I0BWOEBNJgtDs+1NdRNs9BAm5E4uWJd1B9peWT4uTvXGqZkZOfmXnuwJ/SKY/vcMay8b4jtRb597hgm9WnFVe2jGdBM5vahyvj05Z7zDteqVRLPTOzmMl1vlFTsqQwF494D6K3hsOzXVFbvu8Bfv9iP2SIzvkdL/nhurK2O82/oBcDeswXVqp3srDBCesSF29q5JsGXPZXbk8FTU29rsAbiKwz55AvVr4fzNr+rOzW3GZyT+rj+oKj6jF2J4dAu6xrA+sBXLeCkpCSSkpJqnrGpBEw+7EZTBYKqojksJrCUQ5Ud0JsOnmL++iNkFChrP4IkCNSoSM3IolO0YsurgZv7R7N462nW7D7OtN7NQVUxkFvMbEpO47X1R0nLr0y3XSQ8O6kb43rEgsmIWtaz6eBpgiQ903tHKnUBdp/OJb8wnyAJTKgxykq6EhZ0kvL1lV6ALZ7W6I6htIuQySws5KdDqUzq7WIqoCI/TCUgaUHSgLpirZAsg7kiqKsmpPIasx5kHw1KSQ3qygdYsuhZsGEfst23XYBkRI25ok7w5to9jOsy2uNAPzA+iACNyibpFSQpD7cmIJiicosS/FcyoqlIFxnmrNxBAInK/XbD4PhAFgN7zlYYgKZS5WKVDlQV/cpiBIty31MuFlBYVEBMoJqr4gPBVIJa1vPjoVR2nThHkF0VymSdzcj916zujO/R0nX/8wVTlRectY1UAbb+t/HQeZ5Y8TsyOJSnoFDPE5//hvoWN/dEHQyShN5o5nRmHkGSib6t7TxBssXWR71lZIcgvtpj4YfDmfSIC6dliIqCklJe23CcswXWna8yQVI5/eK0Fc+zkfigMvZLas5kZYPJzRrbKm10ITuHQMlA22i7KWNTCZ1jJCI0BgwGPeezs2kbE+KcVsXzMb5LCB1iAjmdq7SLGjMBkpGWEUE8PaUf43rEsis1j9yCPJqHBjKwXcUyhir3ZUT7YMLU5VzM0XMmI4uEZiEObYRsRjbr0UmS4xSwtf8BoSrZ1s+LigsIrFjbdy47myBJT9cYne15bhUZxKB2UexOy+X7A6e4c1g7x2fZVAamcscxoAq7TpwlSNIzumNIxTnejRFq2czQBB1Q8dxbSsFSeU+n9QjnvR/KOXEhk+MXMugSG2kbI/JKDARJetQSFFsCsY4R8REqnp/chXHdwr3qc82DTOQUlDsGg7Zepw4CSUVWkd5xjHDDgvX7bP8/SIJrOoWiVlV+zPxw8BRBkp5yWYsFpf9pMFFQmO/0fO05dY4gSc+I9i1dju9lcuVYGSiVo0LGIGsxV6Rr7X/ekFuQB6aK9Kq00eD4QNpEaLhQYEIGVJgJtEtXAlpGBDK4YkxzoKId+7eK5tylUpIvFjC8czMwl4NsUvqSusJDKlvAXMbg+EDaR8pkFpS7/aByyK+ijSb0imNc12h+P3mBTb/t49oRwxUdaQlbuWKDzbbnwhOxwWawmJ3H8SrvKOuY4+nZ8HXcc6rv5QoDU18kJydz9913c/LkSe69917eeuutar8if/75Zx544AGys7P529/+5rDLtzoKCwuJiIig4CMI92WJ4/D/Qts/K///7P9g+01Ymo/ku9InmDRpEj8dy2HQ3m7EaHzb9ZPf420iE/8KwK6dXzH49J84rm/L+OMf2s75octDdNH5Nk27MPMWFmbeCkDnwDNs6vowuaZwBqSs4J2ZiVyf2Bp+HA1ZP/uULp0fgkEVYXv02fC14rFgll03/eXPcO5L39KN/xOM+B+g7KzS/k8ZGPof/pw8s/JifrnVIu5o5uwV9kSaehCj971Ir1bhPDu5O/13dyXQnMctF/7NjlxlsE1q+TlJLVf6lK4prDudfv07APtfGEfkln5QkALXboGWo5WTjn8Aux/xKV1rG4Ey2H3V5W/01x102f985YWy1YwfcZUyMP56k9JGA9+HLg9jtsg8uvBtPoz1Q1VnRhbomrPnTB6HV9/BHc3WIfd6AVP351i/fj2Trk5A+4PvqkHjjn3AiXJlXZq1jT7NmcwLFx8EIFpdwN6et/peXhdttC7/ajZEvsv7s/orx1f4vgbooTNPs6l4BO/f0o/ovDUMOv8AcvNRSOO2Vp70VXMoz3GbhitOJ7xJwtA5yrqq85vQbhvPcX1bwm88Vun1WNdT6X++0OtF6DOP//yWxvLv17Op68OUq6PZO/B45TrbBjhGGEwWRv19CzsSFDGAP/of5aI+lBZhOq7KfR7VyUU+JbuzuBcXB6xDfX4fkyZNQrumldJGk5Ihsic7TuXy+5pHfR4jjuvbcnrwTib0isNskTnzaXs6BJxh5qn57CxRdnnfHrOWV1ov9ild+zECYFWHpxkSmsxDZ55mfcFwACZFbOfDBD8EEly0UUqr15i8sS8AV4UcZFXHv/mcbP/DnzO0Zzc+mNUf/ngYTnxo638A5B+G9b18L29FGwFwcB4kv0SqZiJtpq9WNmDY9z9fcDWO272jAK/GiMJSiLgPv8PANOopYH+k4LKzs5k2bRq33HILO3bs4PPPP2fLli31U2A3+BPd3sqWo1ms3n+BX0/ksOy3tNotmBuudLUJX8isiPj+fxO6MbRjMwIrAgv7G8jUikYl0aGZ8rW896x308C+IoPNc1kb2E85VY2Evys1z7Y+zF/2n6tcKyf5EQ/vctM2uuab3m5IbM11veIYVLFuqzb29HzyW6ptmrDcrj+4WwPoKzpt5WumuNx0WZcgeMJS4Qv5eu95hynZQe2ibdOBKj9vuCc5uMHto21T5r5iXXKzKzXPIazUlUSPVhEup1h9JdnLjSCCShq1B/Dbb7/lnnvu4fz58wQHB3PgwAEefvhhtm/f7vaahQsXsnjxYo4cOYIkSaxevZr//e9/LF++3Ks8bR7A3Iu+WeQupuCMJjPrv99CTPch3LZ0d7Xu5WV3D+KqivVer649zOe/n8MoazBVzPRb3esyoLdz8eskve11OmdcJxZtOUGxSeLvf+rDlL6tbOeZLTJj395KZkE5RhdTwBIQER7J9rljUKskfjh4mqSV+5xc7da83rklkdGdY/j++++57rrrlC+qepgCNhqNfLjyGxYfUVMmV07v2E8Bu7qnAJtSMhym4S1IyCod78zsx8TecWAqYe3Bizz636PIFd9X7qZ3/v7nPrZF8i4KzJxvTvC/Ped5+JqOzLm2Le6mgLOLyhn5lvKRsnXOaFqGK2oTb6z4gRUnnZchVJ3e+cefezMlsb3PU8CbUjJ4fOV+W/ta05WAAMnA+7f0YVyvtqDSsnr/Bf66ao/D9I4rXN6Tiingx1buY+PBMzxxbXseuKY7RoukeAAnTkCr8i50h7UPZxSUo5cDnNrIjBqDbDV8lClgKx/f0Y/co3/w0v5ASgxmvnv0ajq1cLE+uEob/eU/v/Hz8Txemj6AmYMrQphUTN2s3HWWl79L4erOzfj3Hc5x04xGI1+s+Z43DmopM2v47rHR9GgVbtdGKtDYRdutZkpoU0oGj63c75iHrMFcMUa8MrUrr609gEYtcfCV6ZWzJXZTwABT3vuFU1klDs/Hbf/eyZ4z+Sy4qS+Te8eBpGXjkdwKibjKZSJlcuXGqX/N6s41naMdxwA7Hl+1jx8OZ/LImE48fE1FzMYajhFGo9GWHyo11yzYQm6xkcfGdiU2KpLXNxwlq6iceRMTuOvq9rb+p6RbMb3oJc99c4j/7b3Ig2N60r70qOIBrLgP1ulFgO8PniFppW/xC63j+Mr7hpBVpGfuFzuRwGkKWCtVlvfvf1Y8g3P+d5DucWF8/dDVtt/sx/fSGk4B24/xDss6XLVRxRIEs0Vm1+lscgsLHJcxuMHajoNHXMPgv+8CJA68OJ6IAIvbKWB7Xl+fwqc7zjK8cwz3Du/gOj+7NsJswGgoZeP3PzJh8vVKX7XvfxVUfUeAEpbnb5O6V94LV0t5XEwB2/dVd3EAI2JaXZmBoOsaf6TgDhw4wJgxY2wD3+DBg3nmmWfcnu9WCk4OwChXH2/QhlkGs/0DFYDRovydnq90MPsXtysuFCn5fn84k493ZiPjeL4FNWWys0Fgbwy+/MN5QHmhvLLxDKiDKoNXSvDkhEQnWSYZlS2NtyqkeIxGmRfWnnYYSOyRgOfXnmb+tEB25QYRmlrCkI7NlQfQ4ngfAHDYsa2u+Odd4NSKQtrSNRqNtA0PJDwsBH1h5VoQ5cVvNWqVh7ZvQixGWUlPkYc6WrFu0K5eZpmHPq+Uh4oMDbcZFgBGWYsRF/HUQsM99pHENuH8bw/8kZqHUa4Icmq2KP/s7s9Px7Mpk3X0ahVOdFg4RhmMskSQVueyve0plwOVcrjof54wW2SeX5vqsn1lwCAH8Pza0wQEhJBbYiCnuNxt/7PH5T0xKS+w/ecuYZC1dG3dEqOlUubKaDKD1rtn7fe0PFLzq7Qf7tpIcnjmLhRJBKh0xMVEcehiESmZRhKau8i3ShudzLVQLgfQKiLALvKAcl3nuOaUyTr2XijHYNE6LE8xW2R2puazKjWYYrOKwe0i6dw8yCkNx2fD/X2wtpm7cUQCFm5Wfo8J1GIy2Rs6jvdGrQ2lTDZzSa+2tdexHAtlso64qEiMcgBms8y8NYcrni+VQ77WsBgvrjvN0EdbYpZ0SjpyZT4ms4UtJ0sok3UM7tiqsl/YPcvu70PlGFEVoyzZ8tOqtHRpFcvmY9m8uekMoMTplCQICwlT8nS4Dyqqezbs0QWFUS4HcqmknPZShXSXta+azFDxYXhNtzgiwyJI91EmEhQJuxZhgQ7juBUTGkxy5Ws+MjSc7w5mUCbr6NuuleOzZje+24fQKZed4zeaK55l63mRQVqHjS5xEYE8O7Ebo7u3xGjvAXDVRmZsY8/AhChA2QBnwX34Fahsx9CgUNpEBnE+X8/Bs3kM6RANBLjvJxUczVb664hubenfPs51fnZtBBJGOQCLpK0SQcQx3dHd2zKia7xrWUpr+i7GcVflte+r9s9G5T3wwcZwQaP2APojBXfjjTcyZMgQ5syZA0BJSQmtWikWtivqQwruRIHE+ynVbyh5pIeZjuFyjWSjHHEtIeZKRqeqLJO3ZbbHlbSTJ7wpR3XXK9JpUJ38mi/yUFA7UlIZpfD6AUUu7M1BZtzFg156TMWBPBUT2liYGF85qNSlXKA/7esZz2UpMcLfdisvstcHmfBSpteJ2pAK+/ykil3ZKia2MTMh3nM/s8jw1O9qzLLEC/1MxFR5RxvM8H+7FOmsP7UzExushH05lOfct0M0Mjf7IHdVFV/arIVO5tl+7r3si1JUHC1Q2WTlys3wf7sc28eXcatzhHOd0orgn8kagtUyrw2qGxnJupZP3HRBYu1ZNVc1tzCrk/vlFscKJD5MUaOVZO7qYqHcAoUG+PZMbY37MhFauK2Thc9Oqig0StzTxeyybu7G1f4xFvbmuh5ve0fLDvJudSV95g7rGHh9gpkxrbxrr5f2qskrr14SsiFzRUvB1TX+SMFVvcZ6vjvqQwru/hnX8uX5HWQWut+5ZJUy2n3mUjUyRr6grLTakBnM/9060uZZmwT8XzWet+8OpkPKIZ9yKzBIfHJc7ZXQujs5H2/SsN7Xp2aOpfeRHP76v6rllJjUqyXP3NzXdsRXeShtu0ybp1R2OEv5X28kxCwWmQ+Pb6GgzERC4tX0aeMYeNhskdlxOpeju/YBMrMnDSGxIj6evaRfUoWkn3Pf8U8uEPxrX09UJ1247UQO7N5L+5hg/jRNWYjuj/xcTaTC7p8xlM0//ciIvp3Z9eMpVJHuJdWspBfoMe/chkYlccv1E5xUXb4/nIl690FMFpkv05SXfWSQhnwXceNKTd4/H67wpc3iYiKYNGmI2983FB7gaEEmHbv1ZNJVbTmSXgS7dhAVrOVP08b7lJ8ppgN7Mk4zZugAhnRUojTsPnOJ9TvPAlmM7NqSKZMTvSq3N1j7zZhrx/L6uzsAV14312OfrxT8cY61Z48QEt0CyHDbV1cv3wdkc/PgtvzflO5AhQf4H9u8GvfVKsntmGM92yip+eBIpVG/Nj2Y/v2d5ck8je+eZlzqW9bTPr8zIec48ONJzOHVP5OgqCY9vmMzALdNHUt0iHeetMtZx0YnBVfX+CMFFx0dTXZ2ttfn14cUnC4wgHnTerqMbl8Zl0qRMvJWxshblFhO5ew7X+SgHKAFhndx/xKKi3QR0sKLvCTgtQ3HmNintdtB15Ocj7dpgNJGraKUckYEaXl5Wk9OZBXx/pZT7Dmb7yCX5as81JTENmg0aidpJ6uMkbdyQAMSotl8NIsDF4oY0L6Z7bgr2ahHVx1k3jTHtCf1aUVgYIDTuaAszh/Sqblf/dSf9rVSNbK+Vi3xrnUNpRuSLyrB2BPbRjmV15dnzVepsKrPF0DXWOXD7lRO9fJT6RUDdOuoIIJ0juPExuR0Hl3l/BHjyvgD3/q2K3xps4hgz/c0vGKDSKlRRqvVcqFivVNCTIjtOm/zW/zLGUDNpyf22+IZ2gcY3pF6yStZMV85cLHYQXe7Ku7GPl+IDlVcvkXliuHlqq+eyS1hS0Vg57uHd7D9rgWvx33A7Zij06jQmyyUVgl4nV3kXp7M3fhe3bjvro51iVarpW9bZVNUSnqRV3mfy1KcOtEhAbT0Yyy7HHWsCym4Rr0LeNCgQezcudP2tzdScFWv2b9/P61bu5dpqi/cRbevGoyyrnbg+hq80huVDFd4Ezy0NiOu/15xzojOzbi+X2sevbYzzUIDyCws50e7QNr+BCy1BqO1Kg8sv2cg2+eO8elFNsAaENpOEcQqG1X1HmQWug5gXTUo7uf3XkXPVmHojRb+/v0xv1Q5/G1fqJR2mj+9F1qVhNEs0yLcs07swQoFkKpeUF+xBu8G7xZIuAqo3KmF8sI4nV2Cyex+Wg/gbEUQ6Ko7gP0NulsTNYHq2kwCwiuCPLuTgbMSGqj8bpWDS6sIAt3OTqnDnz6SX2p0UpcoKDN6FZjdV7KKvFtvV5PAvZFBinFW4EIxwxp0/IXVh5FlGNWlmZPso7fjvv359mPOp3cNsAWjroq3ah1XAr1aKR9lp3NKKKpGdg/gZIXMaScvZTYbK43aA2gvBXfHHXc4ScEFBQU5WdDTpk3j4YcfZsuWLYwYMYIFCxYou8UaABN6xdkCvrrTrbUOuu48HBKKPNk/bkokp7icnKJyXll3pNq8fTUs/dHktMfToFubEdd/T1X0MK07GQM1am4eFM8HW07x2c4zNq/U4PbRRIcEuA1lokzHOMtDqVUSV7WPJveIzFVeagzb07+tYgDuPpOHLMvKuj4v9CZHdx7hVA57L8a8ab348+IdfPHHOb7445ztuCvxeVfYt68/WKWdDpwr4Ivd51j6axoDElx/mMmyzIFakICzYn2pVvWUxEXoeH5yd6JCAj3qQreOCEKnVaE3WjibV0oHDy8RVxrA4J8mqT3+GCXVPZMy0C02jF1pl9AbzZgtstv+alUDscrBnclVdh8n2AWzrukYUJXa1lFtEeb5o6PyPP8/qq2hdAqqGCWuPPgHzxewMTndpVFX3bhvj/2Yo1JJTiGZ7LH/oPDXy9kQiAkNpFWEjosFelIuFjpEbnDFiSxFyadTy6ZtADZqD6A/UnDNmjXjH//4B9dddx1xcXEkJyfz3HPP1XfR3WJ9kbvSRbT+7s7DYf173rSeXN2pGdcntuauq9tX6xXwRvfSFe6+Xr3B06BbW2LtBpPF5lkbYle/Wwa3RSXBb6dy+XLPOVbvv8CWo1lYLK69PZXTMd7JQ/lCYnwkapVEZmE5F/LLvPZ+7q5GQzjXTZxCb2XwQGnfe4a3r/Y8V1jb5q6r2wGwMTmDi/llTueZLTLfHbxITrEBlQRdW9aOLKMnqTBPzxeASiXRqYXy4jiR5Vkn3J0HsKZyUP4aJdU9k7sqpAd/PJrtMVaf1VNo9bakVRiA7Zo51rMmY4A9NfF8umNgQlSdjX1WbAag3Q5Zdx78/FL3ns7qxn131IeXs6HQq0Jb+5AX8QCFB1ChUXsAwXcpOICHHnqI8ePHc+TIEUaNGlXjzRz1jTsPh6v1Z56+0mvDsKn69dosJJAn/3eAzEL3HkpXnjR7vPFyVpcGQPLFQvRGCzEhAbYXOkCbqGB6tYrg4IUCnvrfQYdrwnUaggLUZBbax3jybV2fLwQFqOkRF8ahC4Us2Xa62qk5K1lF5W6CYHgOLG7vRfTG22I1cKb1jSWy9AJjrx7M/3192Ov27R4XzpAO0ew8ncebG44ypnsLm4djU0qGQx+2yDD27Z9r7V5X9Yr6QucWYSRfKORkVjHX9XR/njsD0F8Dztu+7Ymqz2RqdgkLfzrhdJ71Y8DVVKM1cLF1CvhMxRRwggs5u6r5ncgs5v0tJ/0qe20aKnU99kGlnrLeaMFk8Tz17+uz5w314eVsKPRuHcEPKZleBYS2GYAthAHY6GndurXP6/g6depEp06d6qhEdY8v0wa+GIz+4Dz9WLNB1zpwP+Bh+tGbgdvqTRjcPtoh/trG5HQOuhlECvUm3pjRu9ppwtpiY3I6p7IV78qnO854fV2LsEBy3fzmyxpKTwZSQZmRn48pi9fvH9Gek3vOM7RjjM/t2zc+kp2n81h94CKrD1wEIDJY67QWDByNkmu7NnP6vb6weQAzizyedzZP8WpWNQCr+4hxRW16mq3PpNkiM/zNzS7P8WSQhNo8gCb0RrOtP7VzpWeM4xiw41Su3wZgbRsqdT32hQVqkCQlXnCpSdndXBvPnrdYvZw1/Vi+ErB6AJMvet4ZazBZbGtWO4sp4MZLcnIygwYNIioqijlz5uBtyMMlS5YQFxeHVqtl/PjxpKc3LMkib/Fl2qA2Nix4i7tpoaiQAJfeBndpTHaxazQ4QO11GtbprqvsBr/qZPck4JV1RxjcPtrn6RhfsU4VVd295wnrtNXABNdhjqD21lB+fzgDg9lCl5ahdLGbmvVl4frG5HSW/HzaKW1Xxh80nIXrnb2YAi41mGySgFXXAHqzVMO6I9aKu4X/NcHfDVX2HkCrlzNMpyEquHoPtT+bQ2pjOtYd7pYD1MZ9Vqkk2zRwqan+p2S96Wd1sXTlcmA1AE9lF1NS7j5qw5ncEswWmdBADbHhV77nsyY0WgPQHx1ggO3bt/P888/z2WefkZqail6v56mn/BCwvwKxLh4e0My/DQu+YG9wdgxT1tb9eWAbrwddWZY5mqF86T04qiMPjFKUMsICNVzXM9bTpYAShH3v2XwAhwXDtbnDuCb4s0vU2wG9ttZQflfhrZvWt5XTb968VGu6E7a6dY51SecKg/dkVrFbQ/RchfcvIkjrUlfXk6G8+Lb+7HluXJ1/kPn7MRBWsRShSG8iLadi/V9MiIMn3R2+7sSuD0PF3zV23mBvAF6OKVlfdxJfqTQPC6RlWCCyDEu2nXYb1cA6/duxuXf9tTHTaKeAN2zYQEFBAW+//TbBwcHMnz+fhx9+mLvvvtvjdceOHWPRokWMHTsWgLvvvtu2cURQu1gNzqtayJwqgt1p3r/Qj2YUcSq7hAC1igev6UiAWsWy31LJLCrnWGYR3WI9r9s8VwIlBjORwVqHjQW1ucO4JvizS9R+2spRqsiR2lhDmVNczm+nlElmd3rG1a2xq/lOWPfrHOua+KggAjQqyk0WLlwqo22Ms+qPu/V/9lS3VKMmO8i9wd+PgTBdpQewcv2f98pH7qZeXcUBrMs1tvVBZJCWMyiBvAcmRBEbHug2/mBdTcn6upP4SmRjcrpNju6dn07wzk8nXEY1OGFb/1c7G8quZBqtAeiPDjDA7NmzHf4+duyYx7WAbrWAjUaPL2FvsGmd1jCdhpyn0WikY7hihhw8n09hiZ6ggOpf62v2nQeU2FlBagALV7WP5ufjOfyUkkHHmCCPeZ4qVAa+gW0jMZtNmCtmWWO81BiLCdZ4fY/8uafp+SVenffQqPZ0ahHqqDdp1/fc5fnsxK5Omp9W5IrfLWYTFjezz2v3n8dskendOpzWdhq3dVFHd0QHqSnwMc+aYF9HrRY6xARzNLOYI+n5xIU7e/hSs5X1gW0iddWWcWDbcED5aLG/73X9PPZrE0ZseGC1ahP92oQ5lEFX8YgW6Y2crqhnfFT19bTn2q7NGN15BDtPZbN5xx4nJRAnHdVaugf1PcZZjeVSs9K2A9pGsi450+k8qylW3bPnDe7q6K6f1QaX491h/a+i0+4cVN26ZthePed4xcxR+5ggn8t6Oevo6Xd/ueK1gG+44Qa2bt3qdFytVjNz5kyfdICrkpubS6dOnVi+fDmTJ092eY47LeClny31SQtYq9KilpRR1SybMVqMSJJEoKpyykBv9t1bolFp0Egaj+mWW8q9Xh9pRS2p0aqUl55FtmCwKPHxdOpKT4G36coyvHZATYFB4qHu0D1SU3FcptxS7pyu2cDrByRyyyVu7WgmsULP8tdMiW/PqOkYZuGB7o4hW1SSigBVZUDUD1IMHC1QMb2thjEV+4OMFiNGi5n5B9QUeNLUDIC/9VW0Sd21UYAqAJWksqVrln0baU8VqlhytLL/WFDSldAiVfi9ZEzc363cZkB7i/VeHsiV+DLNSL7BMV21ZOKJ3noKDJXanu3DHLU9P0xRk1osMbWtmZGxskO6AAaLAYtscdn/Kusosfho9ca+RGCFMBfIGJExERmg5qX+qgpVkcr+5wuu2si+X9v3P1d8flLF/jwVk+PNjI6rbAPrs/xVqoqfMyyMijMwtS0O/c+fZ7muxoiUS1r+c0Ipm4wFGaWNVCjp3tPFQrcovcOzXGaGF/Yo7dohVOZ0scRN7RVdYCu1OUbY466NXPU/X6g6RljvZaAq0DZV6M+zvOKkmgN5QUxvZ6ZfjMzL+4wYLBIhGi1lJuuzbCQ8wMT1bRVdXW9wN47b9xOTbMJk8V0dylUbuep/NUnXmzHCGywyvHEgmAKDBEgVY4QZCTUSWpQx28LTfctQSfDPQ2oulknc1dlMzyjP97qmY4Q7XLWRu/7nidLSUu65/R6/tYCveAMwMzOTsjLn+GHvvPMOkiTx9ttv247Fx8ezc+dOr3cE33zzzRQXF7uMF2jFlQcwPj4engZ8WMaxYvoK/tT9TwB8eeRLZn0zixHxI3gy5kmbDmCrf7YipyzH+0SBd8a/w4MDHwTg5zM/M+7zcXRv1p0DfzlgO6fvkr4cyak+GLQ9zw1/jhdGvgDA4ezD9PuoH82CmnHxrxdt54xdPpZtZ7f5lO6wlrewdfZ/AMguyab1O0pbGf5W+YKf9Pmf+PHMGp/SndFtBqtmrAJAX24g/B/KIv6fZh5lRIcOADy28TEW713sU7oj247kx9t+tP1tbaN99+2jZ3MlPsi8rfOY/9t8n9Lt3qw74QXv2jwzFwMfwqg6S8vy+egsfRRzKHQjaeb3fUq3ahtd+9lYfjm3jSf7f8j1Xabz3pZTbDm7lpxA35c9fJv4ra2vzvx6Jl8f/dpl//OVNmWfo0ZZ4J2nXUSRZh23dP0r/572Kps2baJ1v9YM+mSQz+nat9HL217m1e2v8kD/B3h3wruAY//zhU23bmJUwiju+2wv351aRl7AYof+BxAw3zvtUXtcjRHu+p8vvDP+HToEzeDV9UdJK/6DzMC/obW0ZYDuY56dqGjFNqQxwl0b2Y8R1v7nC+7a6MLjF2geongm/Rkj4oMHoMp9iT7RFiKjm/H5+QlYpEJ237OXsrJWZBWVszbtXT5J/odP6bobxzfduolhrYaxadMmTsec5omfnvCQijPu2shV//MVV21U22NErnYRxZp1RBhvIdJ0q5KvdIZ03cM+p+tqjJjYbCJf3v0lWq22xmMEwKLdi3j8h8f9GyP0wBv4bQBe8VPALVu61iWMjY31WQfYnqVLl7Jt2zb279/v8Tx3WsC+olFrbKokGrXSLNavTpsOoB/LNdRqdWW6msp07RVQ/FkIa5+uVlORlkSN080uKq9M1y4t+//vKbK9O1QqlS2N5AuVYQJ6tKrUllWpfN8TVfVeWttIq9HWOF17HVCH3yr+O6l3HB/u9zVhx3upsq4169CMEV1jOZVbxpazPhfXhrWvWuvsqv/VhOAANUUW6BIbXuN07dtIrVa+xu37ib86mxqNBpVaw3G7HcKSpKqxbqe7McJV//MFtVrNlMQ2TOzTmg9/LeSxzdA6Usf2x6+1rRFrSGOEuzZy7Ne+P3P26dpjr8PqT7q5JQaaAwfzVJCXZ3MM6AIDGBCvvL8OFvkejsTdOK7RaJz6tW8Ju24jV/3PV1y1UW2PEbWJqzECKvtETcYIT2NPfXHFewDdsXnzZu6//35OnFACnKalpdG9e3eKi4urfSh27drF2LFj+e677xg1apRP+RYWFhIREcHF7Is+WeSBmkA0KqXzmywmyk3lmE1mtmzawqRJk9BqtZQYfF8zFaAOQKtWOpXZYkZv0iNJEsHayunFUmOpbRrGaDTy/fffc91113nsjFq1lgC1YkxbZAtlRsULGxJQGQeszFhW7TSMNb+O/a9mxuLf0Wm1JL84hQCNClmWKTWWOqQryzLD3vieCwUlvHNzIuOr7Ph9bV0Ky38/y58Htublab1tx9UqNTqNDrNF5vlvDrL8j5P0bh3G6ofGolErA1G5qdxhusRskdl9Jo/sonKahwUyMMF50bRKUhGkrVxvaG2jIG2QbeqgRF/C2vVrq72n9ljbyCoZdaEgXzmOllYRIbw4tQfXdm+Gwex66tNTO7pqo0BNIBJqhr+5mYsFJbZpwGrLCbwzM5HRnWP4+cefbX1Vb9Jjtphd9r+qbErJYP76Iw4L42PDA/nbpO6M6daS5PN6sovLaRGmo298CDJmtGotkkVi/fr1TJg4ARO+T3PZt5HBbMBoNqJRaQjUKB909v0PnO/pqexipry3neAANbufHWt7UW49dolXvjtGRqEeGRMyJuLCg3lpWqJtMbq3z7J9nqFBoU5jhLv+5wv2baQv17N63WomTJhARHCl7rL9GGFl9N+3kFkR1qTqPQDvx4hyQ7lXY44Vd21kn661/7nC3bNhHSOsWO9lsDbYVq+qY4QnNqVk8Piq/chItul0UJZzSMCiW4cwqXeF97Ki//mCu3Fcp9FhMVtYv349464bh6zy/RXvboyo2v/s8ebd4aqNvBkjXGHNL7rbIO79NKXKMhH7KWBlacMnd/elzGjiweX76NIylNUPD682j6pjRKm+lB9/+JHrp1yPVqt1GiO8RafRoVYpdojRbMRgNrjsf9Xd08LCQlo1b9V0PYDu8KQDDLjVAs7MzGTq1KnMnTuXAQMGUFysfMWHhvr2hRYSEOLQ2X1Bo9KgCdBglBwHBH/Ts6JWqV2mYT+IGCUjOrWOkIAQr40VlaRyma79i8kd1vz6tGpBs5Bw8koMHLpQwICEKCRJsqVrtsjsSs3j99Rc0gvMhGqDmdirHTqtozE/vkcCK37P4rcTJQ4DNzjqb6rQcfiCkRFvbbHtEgvUBBKIozd3TFff270qAeoAn++plep271kHzqp42472bbTjVC7pBfqKgdM7z4EEvLkhjQnd4x2O2w9kVtz1vxsSOzK1Twe3dRzWyXUbWNcKqSQVIdqaPRsB6gCbsWLFvv+B8z3tHhtEoDoIvUGmoExN68ggNian88jnlYvRJTRIaMgqtDioanj7LNvnaX35QuUYUZXaGCN0ap3DmAA4/Q0QERRGdpHSRu1jwgkNdP+seBojNGj8fj6qtpEVV/3PirfPhqt0XY0RrjBbZN7ckIaEc7xDVcWxV9Ye5bqerVCrJJf9z1fs28hiVj68tWr/vVRWXI3jrvqfr+8OX8YIV1jzG9GxDa0iUm1RDZT1zHYeTCAuIphRneP59y+nUaGjW8vmPj8rAeoApADJtv4P3Pc/X9CqtS7H8ZCAkGrvqTmgZrt4Gm0cQE86wOBeC3jlypVkZWXx3HPPERYWZvsnqFskSWJQO2VzTtUYexuT0xn+5mZu+WgnC39UPLoWYOuxLKd0hnSIQadVkV6g55idSoM7/U1ftG8vF3UZo8wef0Lb1FZMvvqqY22iVatoVxH65LMdafx6Iod5a9zLfMHlD2Bdm1iDQQO2+yBQaCjxRJsC3sSVtMaQFBJwjjRaAxAqdYCXLFnCkSNH6NmzUrQzLS2NG264wemapKQkZFl2+ieoewa3V2LG7UqtFDFzZ7jpjRaXhptOq2ZoRWDnrRUyZdXpb0LjejH7S02Cz3qrcNCY2JiczrlLyrTm4p9Pc+vHv3tcn9rYXvrW8CbgWgO4KdNQ4ok2FdwFuwb4+5/62JZenMwWBqA9jdoATE5O5oYbbuCuu+7irbfe8tmQMxqN9O7d22WYGUHtY5Vk2512CbNF9kopwpXhNrprCwBW77/A6v0XWPZrqvga9wJ/JLqseKtw0Fiwfpjojb6FGoHG89IPDaxcJmC2WJr8B5Q9taW2I/AeB/WhmxNtXum8UmWdtCzLwgNYhUZrAPorBWfPW2+95bSTWFB3dI8LJzRQQ1G5iSPphX5Po1hnD4+kF/H4qv28ss678BWN5cXsL75KdFnPq057uLHhr4Sdlcbw0t+YnM7WY5XhZj76JZXhb25u0Esp6pPqPqbqUtu4KWNbStKvtU0e9PPfz2KxyGQVlVOkN6GSoH0z4bGGRmwA2kvBdezYkfnz5/Pxxx97ff2JEydYsGAB7dq1q7tCChxQqyQG2q0D9GcaZWNyOi+sPuxX/o3hxVxTPE2lVKWxicl7y+4zl/ySsGssL32r97PM6LgA/UpYT1tfePqYaqrPTX0zLbEVYToNZ3JL2X4yx+b9S4gJIVBzuUQkGxaNdhewv1JwVu6//36efvppNmzY4PE8IQVXu/kNiI9g67Fs1h+6yOB23nmVrLJsZovMvDWHffbMuJO7qi2utHa0SnTZy3HllRiYv+GYY6iWiECendiNa7s2u+LqWJP80vN9D/vgr8zX5X4eq+LpGVN2YMJL3x1mdGfvN/I0tDrWFtd2bcZ7M/vy6vqj1T43tU1Teh7d5aeV4IbEVny28yyf/pbKsApd8g7Ngv0uY0Oro5CCqwMpuE8++YT333+f33//nbFjxzJv3jxGjx7t8lx3UnArVqzwSQpOoPDDeYl157z9OpOJDIAX+yuybCcKJN5P8fXLTun+93Sx0Dfmin4U6hyLrMi3WeXhOoY7ysM1FfzpZ5EBMjPaXfl9zNu6P9LDTOeIK7uutYV4bi4fGaXw+gENINMuVCatWEX/GAu3d7Y0ijYoLS1l1qxZTTcO4L/+9S+PUnD26HQ6SktLPRqA2dnZPPPMM2zcuNGrqOTPPPMMTzxRKbVjlYIbP368Xw1ij9FoZNOmTTZ5rfqgvvO0z2/z8TzW7zhQ/UVYPSoSr86oFPn+7mA6pBzyKf+4CJ1N7qquaGrt2NjreP+Ma/ny/A6bTF9VJKBleABvzuhNbomBFmGBDEyI8mu6r6G1o7fPWIeeiUzqE1credY2TamvijrCl+m/ciKrhLRi5fnbm6viojGI5yb5Pu43tDpaZxz95Yo3AGtbCi4pKYnZs2eTmJjoVf7upOBqIhNTl2k11DxVag2vbTjm9fRtbITOFsDZSlykdwt7/zaxC+dPHmH8iKsY2qlFva3DaQrt2BTqqAsMcJDps++z1p40b1ovRnWLdXG1fzSUdvT2GYuL9D2oc0OpY2PKs6nXcWNyOieynNVxMgvLeXTVAVtg9trMsy5wl19Ny9BoN4EMGjSInTt32v5OS0ujvLyc6GjPC7BXrFjBe++9R2RkJJGRkWzfvp0pU6Y4BJEW1D7eLqx/5JpOrLxvCNvnjnF6cL3deXfHkAQGNJO5qr2ztJtA4A3uNsvERuj8fqlcCYjdrYIrBetufVeI+K8KV7wH0B3+SsGlpqY6/D1z5kySkpKYMGFCvZW9KeJtIOHOLUMZWrGYtyrWnXeePDNi552gtqhOpq8xIp4xwZWCL2HE3L1TGjuN1gPorxRcu3btHP7pdDpiY2OJjIysx9I3PbwNJFxdqJam6pkRXB6uRAm7miKeMcGVgFBjqZ5G6wGESim43bt3M2zYMJo3b277LS0tzas0hApI/TAwIYq4CJ1N0LsqSqgW76aWmqJnRiCoT8QzJmjoCDWW6mnUBiBA69atad269eUuhqAaantqyeqZEQgEdYN4xgQNGet61dpwKjRWGu0UsODKQ0wtCQQCgaA2EGos1dPoPYD1jTWudk3j84ASA6i0tJTCwsJ6jeVUn3lWzW9Y2xDWPziQPWmXyC7W0zxUx4B2Sgy12rinrvKsa5piO9YHoo5Xfn6XI09Rx8aRpzf5DWsbwoIbOvPGhqNk2qmxtAwP5OmJ3RjWNsSn90pDq6O17P7qeVzxSiANjfPnzxMfH3+5iyEQCAQCgaAJcO7cOdq0aePzdcIArGUsFgsXL14kLCzMSYnEV6yqIufOnauxqkhDzVPUsXHkKerYOPIUdWwceYo6No48q8tPlmWKiopo1aoVKpXvK/rEFHAto1Kp/LLEPREeHl5vHfxy5Snq2DjyFHVsHHmKOjaOPEUdG0eenvKLiIjwO12xCUQgEAgEAoGgiSEMQIFAIBAIBIImhjAAGzCBgYG8+OKLBAZ6p5JxJeYp6tg48hR1bBx5ijo2jjxFHRtHnnWdn9gEIhAIBAKBQNDEEB5AgUAgEAgEgiaGMAAFAoFAIBAImhjCABQIBAKBQCBoYggDUCAQCAQCgaCJIQxAgUAgEAgEgiaGMAAFAoFAIBAImhjCABQIBAKBQCBoYggDUCAQCAQCgaCJIQxAgUAgEAgEgiaGMAAFAoFAIBAImhjCABQIBAKBQCBoYggDUCAQCAQCgaCJobncBWhsWCwWLl68SFhYGJIkXe7iCAQCgUAgaITIskxRURGtWrVCpfLdnycMwFrm4sWLxMfHX+5iCAQCgUAgaAKcO3eONm3a+HydMABrmbCwMEBpkPDw8BqlZTQa+eGHHxg/fjxarbY2itfg8hR1bBx5ijo2jjxFHf1jU0oGb2w4SmZhue1Yy/BAnp7YjXE9YhtFHRtanqKOUFhYSHx8vM3u8BVhANYy1mnf8PDwWjEAg4ODCQ8Pr9cOXp95ijo2jjwbSx3NFpldqXlkFelpEaZjcPto1CqpzvKrDtGODT+/jcnpPPXtCWTUqAKDbcdzyuGpb0+wKDSMa7s2u6Lr2BDzFHWsxN/lZsIAFAgEApQX+UvfpZBeoLcdi4vQ8eLUHkzoFXcZSyZoqJgtMi99l4Ls4jcZkICXvkthdOcR9VwygaB6xC5ggUDQ5NmYnM6Dy/c6GH8AGQV6Hly+l43J6ZepZIKGzK7UPKc+Y48MpBfo2X3mUv0VSiDwEmEACgSCJk11XhxQvDhmi6szBE2ZrCL3xp/jeeXVnyQQ1DNiCvgyYTabMRqNHs8xGo1oNBr0ej1ms7leylXfeYo6No48r9Q6arVadqXlCy+OwC9ahOm8PC+Q3Doui0DgK8IArGdkWSYjI4P8/Hyvzo2NjeXcuXP1FlOwvvMUdWwceV7JdSwrUyGBSw+gPVlF5aj9zkXQGBncPpq4CB0ZBXqX/UcCYiN0DEyI4vsj9V06gcAzwgCsZ6zGX4sWLQgODvb44rJYLBQXFxMaGupXkEd/qO88RR0bR55XYh1lWaa0tBTDxQxmdA/hqyMlHs8XXhxBVdQqiRen9uDB5XudfrOO7C9O7WHbSS4QNCSEAViPmM1mm/EXExNT7fkWiwWDwYBOp6vXl2p95inq2DjyvFLrGBQUhCzLjO+kZ/2JUspMzn4c4cUReGJCrzgW3dafJ/97gBJD5VKEWLsd5NUt9xEILgdiE0g9Yh0EgoODqzlTIBDUFyEhITQPDSRKp6Kqn0Z4cQTeMKFXHMM6Vn7U33N1O7bPHSPCBwkaNMIAvAwIjWCBoOEgSRJBAWpemtaD2AjHRf3NwgJZdFt/8SIXVMvZvDLb/28WFig+GAQNnkZvACYnJzNo0CCioqKYM2cOsux9KAej0Ujv3r3ZunVr3RVQ0Gg5evQof/zxByaT6XIXReAFI7q0YPvcMQRrK4fFN2b0FsafoFosFpkzeZVrSIv14pkXNHwatQFYXl7O1KlTGTBgALt37yYlJYVly5Z5ff1bb71FcnJy3RWwBpgtMjtO5bJ6/wV2nMqtlxhlubm5tG/fnrS0NK+Oe2LJkiXExcURGBjIjBkzSE9Pd/pNq9Uyfvx4h9+qY8eOHXTt2tXr8++66y4kSSIwMJBevXqxdOlSp3OWLVvG6NGjvU7TYrEwffp0xo0bx8yZM+nVqxdZWVleXy+4fEhAmcli+/tifpn7kwWCCrKKytEbK/tNSbkwAAUNn0ZtAG7YsIGCggLefvttOnbsyPz58/n444+9uvbEiRMsWLCAdu3a1W0h/WBjcjrD39zMLR/t5PFV+7nlo50Mf3NznaoV5OTkMGXKFCcjz91xT2zfvp3nn3+ezz77jFOnTqHX65kzZ47Tb6mpqej1ep566imv0t27dy/Tp0+nvNy3oKsPPPAAx44d47777uPBBx9k+fLlDr/PmjWLtWvXep3esmXLyMvLIzU1lRMnTtC2bVuv+53g8lKkN2E/SXDukjAABdWTmuO4g7xIGICCK4BGvQv4wIEDDBkyxLbpok+fPqSkpHh17f3338/TTz/Nhg0bPJ5XXl7uYHAUFhYCyvRx1Z1fRqMRWZaxWCxYLBaqwzpdbb0GYGNyBg+v2OcUc8oqWfXBrH5M6BVbbdq+5Akwc+ZMbr75Znbu3OlQfnfHPXHkyBE++OADxowZgyzL3Hrrrbz77rtYLBaH3wDuvPNO3nrrrWrTLSkpYfr06Tz44IN88sknHs+3r6MsywQEBNC2bVseffRR0tPT+ec//8msWbNs52s0GjQajVd1A4iNjeWf//ynbWdqr169yM/Pd7qndYm7dmws+dVmnhaLBVmWMRqN5JQ6fjycySm2PcdV/1sf1Heeoo7+cTqr0OHvojLH8b8x1LGh5SnqWPNySLIvi+KuMJ588kn0ej0ffPCB7Vjz5s05fvw4UVFRbq/75JNPeP/99/n9998ZO3Ys8+bNczsFOG/ePF566SWn4ytWrHDa7avRaIiNjSU+Pp6AgABAeXnZTx14wmyRmfHvfWQVG9ye0yIsgK9n96t2AbJOq/JpM0paWhrt2rUjKiqKAwcO0LZtW4/HfWHevHmkpKTw3//+16ff7DEYDOTk5HD69GkeeughDh486FXeDz30EBEREbz++usA/Prrr1x//fVcvHjR1kYrVqxgxYoVTl7AVatW8fe//538/HzuvPNOnn/+ead7mpaWxuTJk1m8eDEjRghB+IaIwWDg3LlzZGRkkJpvYsGhyu/iNiEyc/rUj7KJ4MplzRkVP11UEaKRKTFJdA638EjP+vkQEjRdSktLmTVrFgUFBYSHh/t8faP2AGo0GgIDAx2O6XQ6SktL3RqA2dnZPPPMM2zcuBGNpvrb88wzz/DEE0/Y/i4sLCQ+Pp7x48c7NYher+fcuXOEhoai0ym7DUsNJvq9ucnXqrklq8jA8IW/V3te8rxxBAc410+WZYqKiggLC3MwZvr06WP7/6Ghoba6uTvuLTk5OSxbtoxPP/3U6drc3Fz+85//uPzNFc2aNSMjIwOVSuVwfosWLZw2YsiyzObNm9FqtQQEBNjO79ixI2azGZPJRLNmzQClz2g0Goc0f/nlFx5//HG+/PJLEhISmDx5MomJidx22222c1588UXeeOMN7rnnHkaMGOF0T+sSd+3YWPKrzTz1ej1BQUGMHDmSkAslcGgPWrWE0SxTZNEyadJ1gPK1vWnTJsaNG4dWq62tanikvvMUdfSP9Sv3w8UsEhOa8eupXILCIpk0aUid5ukJ0Y6NI8/q8rPOOPpLozYAo6OjnTZxFBUV2Tw7rkhKSmL27NkkJiZ6lUdgYKCTkQmKxmjVBjObzUiShEqlsk0P1lfQ3KrYl8Ee61SatZy+XOvuuCceeeQRBg8ezJQpU5yufeSRRxg2bBhTp071Oj1X93XPnj0Ou7+tChJdunRBkiSHuqrVitiX/TFXaX722WdMnz7dVrbbbruNtWvXcscdd9jOefrpp+nduzcPPvggo0aNYubMmfUaJLlqPRpTfrWZp0qleMO1Wi0lBqWfdI0NI/lCIQVlJkpNEBFU+Sy7erbrmvrOU9TRN85eUrSke7WJ4NdTuRQbzC7TvpLr2FDzbMp1rGkZGrUBOGjQIP7973/b/k5LS6O8vJzo6Gi316xYsYKwsDDbtHFxcTFTpkzhueee4+mnn671MgZp1aS8fJ3L3ywWC0WFRYSFh6FSqdiVmsddn/xRbZrL7h7E4Pbu62jN93KzdOlSfvnlF37++WeXv23bto39+/fXOJ+EhASHvy0WC4WFhS4/BDIzM9FoNNUqtVy4cIEtW7YQGRkJKNOI9t5QUAIM33TTTRw9epTPP/+cmTNn1qwigjqnoExZUxMbHkR6vp7cEgPn8kqJaB1xmUsmaKjIssyZXGUTSK9WSj8RYWAEVwKN2gAcOXIkBQUFfPrpp9xxxx288cYbjB07FrVaTWFhIUFBQU4WdGpqqsPfM2fOJCkpiQkTJtRJGSVJcjkVC4qhYgpQExygQaVSMaJzc6+Ex0d0bt7gg5Du2rWLpKQkVq9eTYsWLVz+9t1339GyZct6LdcPP/zAgAEDPHqJAdq0acMDDzxAUlISoLjqrR6pp556ismTJ3PNNdcAylIEq2dR0LCxGoARQVraRAeTW2Lg/KVSegkDUOCG7OJySg1mVBJ0jwsDoFjsAhZcATTqMDAajYYlS5bwwAMP0LJlS7788kveeOMNQFm7tm7dOqdr2rVr5/BPp9MRGxtr8/RcTqzC48AVIVlVWFjocpdSZmYmU6dOZe7cuQwYMIDi4mKKi4ur/Q0gPz8fs7l2F+WXl5dz5swZPvjgAxYsWMDf/va3aq+54447WL16NRkZGZhMJp599lmeffZZANq2bcv999/P7t272bdvH4sXL+b666+v1TIL6gZ7AzA+KgiAc3kiFIzAPWk5pQC0iQomKlj5cCw1mOslNqtAUBMatQEIcMMNN3DixAmWLFnCkSNH6NmzJ6BMB99www3VXr9161afggDXNVbh8aqSVbERugYnWeXOyF65ciVZWVk899xzREREEB8fT0REhNNvYWFhtn9WoqKiOHToUK2Wc/HixXTp0oWlS5eyYsUKpk2bVu01I0aMYN68edx+++3069cPg8HAhx9+CChrF6dNm8aECROYMmUKSUlJ3HjjjbVaZkHd4GAARiu7+M9dKr2cRRI0cNIqpn8TYoIJCayczSkxCC+goGHTqKeArbRu3ZrWrVtf7mLUGhN6xTGuRyy7UvPIKtLTIkzH4PbR9eL5cxc1yNVxd8Ghk5KSbFOn1vV41h229r/5kr+V0aNH+xSUetmyZdWqw9x1113cddddTsfvvPNO7rzzTqfjKpWKBQsWsGDBAqCyjoKGT6HNANTQQqts7jqXVzsGoNkiX5ZnVlC3WNf/tYsJIVCjsu0gL9abCNfV7+YEgcAXmoQB2BhRqySGdvS8UUEgEPiGzQMYrKV5qOJlrw01kI3J6bz0XQrpBXrbsbgIHS9O7dGgvPYC30nLVT4QEmKCkSSJ0EANl0qNYh2goMHT6KeABQKBwFscp4CVNYDnL5VW63n2xMbkdB5cvtfB+INK9Z66lHAU1D32HkCAUJ3iVxEGoKChIwxAgUAgqMDeAGwVGYRKAr3RQnaxb/rSVswWmZe+S3G5a9967KXvUsSGgSsUWZY5U7EJpF0zZc1oSEVUBxEKRtDQEQagQCAQVGBvAGrVKuIiarYTeFdqnpPnzx4ZSC/Qsys1z6/0BZeX3BIDReUmJEnZBQwQJjyANswWmR2nclm9/wI7TuWKD50GhlgDKBAIBIDFIlOoVwzA8ArljzZRQVzIL+P8pVL6tAr1Oc2sIvfGnz/nCRoW1unfVhFB6CqC64cGCg8giHWvVwLCAygQCAQoYTusS/2s0m+2UDB+7gRuEaar/iQfzhM0LNKqTP8ChFbs/G3KHkCx7vXKQHgABQKBgEqPjU6rIlCjeHPio6wGoH9TwIPbR3ul3lOddKOgYXLGFgMwxHYsNFDpO03VAPRm3evfvjlEmdFCbLgIh3Q5ER5AQZNHlpWYXfmlBor1phrt+BRcuRRVvLCt3j/AthPY32DQ9uo9VWmI6j0C37CGgGkXY+cBDGzaawB3n7nkcd0rQF6Jkb9+sZ9bPtrJ8Dc3C4/gZUIYgIImTUGZgaMZRZzOKeZsXimnc4o5mlFEQZnhchdNUM9YPYCOBqDyYj9bg2DQVvWemBBHfemGqN4j8A3XHkCl/xQ10TWAWUW+7ZgX08KXD2EACrxi3rx5SJLE2rVrAfjwww+RJKlaFY3aZtmyZUiS5PRv69atPP744/z5z3+2nVtaWkp0dDQ//fSTy7QK9SbO5JZiNFscjhvNFs7kltbICPzwww9p3749Op2OQYMG8dtvv3k8f9u2bUydOpVWrVohSRLffvtttekOGDCAX375xeH3du3aIUkSarWaqKgo1Go1kiTx8MMPA7Bo0SL69OlDeHg44eHhDB06lA0bNvhdTyuLFi2ib9++BAcHuyyXq/Prohw1oai8cgewFesUcHqBHlOVfuILE3rF8dzk7ra/I4O0bJ87Rhh/VziVHkA7A7BiF3BJE/UAtggL9Ol8EQ7p8tHoDcDk5GQGDRpEVFQUc+bM8Wp6b8mSJcTFxaHVahk/fjzp6eLLxMrhw4cd/lvfzJo1i0uXLrFt2zYALl26xKVLlxg+fDhPPPEEa9eutUnB/ec//6FDhw5ce+21TunIMtVOU1zM1/s1HfzFF1+QlJTEs88+y759+xg+fDg33XQTZ8+edXtNSUkJffv25f333/c63REjRjBx4kSHdP/44w/S09O5cOECR48e5fvvvwewGcZt2rThjTfeYPfu3ezevZsxY8Zw/fXXe2zP0aNHezT0v/jiC/7617/y5JNPsmfPHpflqoo/5ahrilx4AFuEBRKgUWG2yKQX1mynbqadZ8S621hw5XKpxGALG5TgMAXctNcADkyIIi5Chy+LGkQ4pMtDozYAy8vLmTp1KgMGDGD37t2kpKRU67Havn07zz//PJ999hmpqano9Xqeeuqp+ilwA0etVtte0MnJyajV6novQ0BAAJGRkYSFhQEQGRlJZGQkGo2GhIQEbrzxRt577z1kWeadd95h7ty5LtMpN+Pk+auK0WyhpNzscxnffvttZs+ezb333kv37t355z//SevWrVm8eLHbayZOnMirr77KjBkzvE534cKFxMfHs2jRIts5zZs3JzY2ltjYWFq2bMm6devo2LEjo0aNAmDq1KlMmjSJLl260KVLF1577TVCQ0PZuXOnz/W0L9c999zDHXfc4bZcVfGmHBs3biQoKAiTqfJFeuTIESRJIicnB4CzZ8+iVqv5+uuvGTlyJEFBQQwYMIC0tDS2bt3K4MGDCQ4O5pprriEvz/PLxToFHG5nAKpUEm0irYogNZOES8+vvN4iQ66fwaUFDYO0iunfuAidLQQMVE4BN9UwMNZ1r/748hpLOKQrJf5hozYAN2zYQEFBAW+//TYdO3Zk/vz5fPzxxx6vOXbsGIsWLWLs2LG0adOGu+++m927d9d9YU0lvv+z2A0wFlPF8bLq0/WTgQMH2gzAo0eP0r9/f0DxOl111VVEREQwY8YMCgoKbNf88ssvJCYmEhwczKBBg0hOTgZg69attGvXjjVr1tC7d29iYmJ49913/S6blf/7v/9j6dKl/Pe//8VsNnPjjTc6/L5161aio6Mxe/k8miy+TfsZDAb27NnD+PHjHY5fc8017Nixw6e0vEl3/PjxbqeXDQYDn3/+Offccw+S5Pw9bjabWbVqFSUlJQwdOrRG5Ro3bpzX5fK2HPv376dnz55oNBqHY61bt6ZZs2YAHDp0CFCmxufPn8+OHTvIzc3l9ttv58033+SDDz5g69atHDp0qNpn39UmEKhcB1hjA7CKxzmzUBiAVzJn7DSA7bFOARc1UQ8gKEseHhzV0efrGkM4pI3J6Qx/czO3fLSTx1c17I0ujdoAPHDgAEOGDCE4WHlA+/TpQ0pKisdrZs+e7eCFOXbsGJ06darTcgLw31Cnf6ovw4n8oQ2qL8Nd/s75byqvP/+NcmzrRMd0V7dzvs5POnfuTFpaGhcvXiQyMpLg4GDy8/OZOHEikydP5tChQ5SWlvLkk08CYLFY+NOf/sSf//xnTp8+zbBhw5gzZ44tvdzcXN566y2++OIL5s2bx5w5cygrq9lLtk+fPgwZMoTZs2czZ84cVCrHLj58+HBSU1NRezk/oVH59ojk5ORgNptp2bIloOwwLjGYiYxpzsX0dL93GFdN10rLli3JyMhwec26devIz8/nrrvucjh+6NAhQkNDCQwM5IEHHuCbb76hR4/Knarz588nNDTU9u+XX37hgQcecDrmb7m8LceBAwdITEx0uGbfvn307dvX9ndycjJRUVGsWrWK4cOHk5iYyDXXXMPZs2f58ssvGTRoEIMHD2bQoEHVlsfVJhCw3wlcuwZgY/F2NFXSqmgAW7HuAm6qawCtWD3pwzrG8M+b+hIdEuB2WlhC8aRe6eGQrrT4h406DmBhYSHt27e3/W1dHH/p0iWioqKqvT43N5d//etfLF++3O055eXllJfbre0pLAQgvyQfi9rRe2QoN2CxWDCZTZjMjoODPw1htpiRK9KRLGbUKAaH2S5tNTg9dCazCZVUadhY5MpyyrKMRbZgtpgdjlssFiSVRLv27fh29bf07t2bnJwcioqK0Gq1PPO3Z5Akiccff5w777wTi8WC2Wxmz949REREcPDgQQoKCzh+/Dgmswmz2UxxcTHvvvcuHTp0oG9iX5KSkkjPSKddQjunstmXV0a23b+q9xHgvr/cx88//8ytt91q+12SJCQkVCoV4eHh5BcWoFGrMDnM8DoaZ1q1hE4LL7zwAq+88oq7ZgDg999/Z+DAgbb8ZFkmv9RAeoEeo9lMiVHGZIEjGQXEhusI13lucbPFjMXO+2ifrvW4jIzZbEaSJKf7IMsyn332GddNuI4WLVs4/N65c2f27t1Lfn4+X331FXfeeSdbtmyxGV9/+ctfmHFj5UfQHbffwYwZM7hh+g22Y61bt3box1bD1lo+s0Upl9liRrLrgfZ9qmOnjuzes5v8/Hy++fob7rzzTn7a/JOtHPv37+f+B+53uA/79u1jwIABmC1mkBUjcurUqURGRWIymyg1mDmVmsaMP99EoC7QVr6zZ88yYeIEh/tg7VMWiwWLbCGvpBAZI6EBKoxGI7IsU2osJSbUjAU9p7JzaReqJ78kH63W0Ui0R6fRoVYpU4JGsxGD2YBapeZixRRwbHggFwsLSM3JIb/E84J5o9GI3qzkGRoUikal9BuTxUS5qRyVpCJIG2Q7v8Tgu4c/QB2AVq3UR1+uR2/WU1BaQERwhO2cUmOpzx8vWrWWALWy89kiWygzKvUPCag0mMqMZZQbym119HRfrWhUGgI1yn2ztlHVdPUmvdJHXGB/T+3zU6vU6DSVHijrvQzWBts86OWmckwVMy/HM7OxoKd5mIX8knzbdRZLMRb05JeZyS/JRyWp0FSM8Eaj0ZZukDbI1gcNZgNGs2/rQiVJIlhb6X20tpFOo8NSsbylVF+KbPD9o7NqG1lkC4GaQKf+Z0/V+5p8IQMLehLjA7mmayhmSwJzvjyBhDLSyhiQsSChQULDsxO7YjSWU2Ty7sPIPr+I4AinNnLX/3yhahuV6ksxWowYjUpb2fc/s0Xm+dW7MeN686AEvLBmN4MShhMSEORyjKja/9z1VSuFJYU+18meRm0AajQaAgMdB1idTkdpaalXBuBDDz3EsGHDmDx5sttzXn/9dV566SWn4wnvJkAVb3ZCSAKLr15MWW6Z052PG3OMEI3y0JWYSsg0ZqJT6WgV2Mp2zpmyM5ipHNQskhYy91dUth2qEduQkZCtx4AWV28jXBMOQJm5jHRDOpqsFNoGtbWdc7bsLAa5Sqet8qxklGSQV5ZH606t+eTzTxg+fDgZGRmYzWays7OJjlG+3CRZoqioiKysLHLJ5c3X3mT1ytW0btua2DaxlBnK2J+5n5OXThIeGQ5xcLrstC2/M7lniI5S0jLJJtLK0gDoFFzphc0oz+BY7jEA9tvV1Uq2ORu1Vs2R/CO2Y6HqUGIDY21/p5adBiCA9ihmMpikHCxS5fS1QYb9mTDyppH8b+z/nPIBCJQCaRnYkrZt21JYWEiGOUNZK3niBGEJPfl/9s47vooqbcDP3JLc9N4IAUJvUqQYEFGQGkXZtaKuXdd11947rp8FV1m7KyoiimV17VJEQRClGKqhBgglkIT0m3b7fH9M5ube3J7c9Hl+P3bNnZnznjPnzJl3znkLgFWooKT8IHFJkdSJBzlcBVS5Lc7O8crj9o8JgBJbCWq1mn2H9jFsmFRulbmK3Ud3Ex4X7nIfCgsKWbduHc+/87zTMTVqMsMzSU5OJjk5mavvupq1v63luX89x2svSw4oBgzURNXYr7FqrNSH1jv9tl+/H/TS5KVWq9l0YBOnnXYa1dXVAOQdzSM8LpyCsgJitJIiUWet46TxpHNDo0ATpeGSOy5h7W9rmb9gPg8//zCGegN5eXlE9IqgvKocjaDBZrORsy2HKX+ewpHSIySEJJCbm8utt93q1MZdO7cz5y/Z9t+MBiP7D+wnoleE03kZugxCVaGYTCbKasr4rOBqyrXDOXLgZpZX7KbKUsU1uddIJ4fB2/nwNsAf3vvuqX5PcVrUaQAsL1nOohOLyIqZSFntwwAka+rZHHYxN62Bm9Z4L8vOH3Bfn/s4M/ZMAH6t/JV/HfkXwyKG8fSAp+2nXf3H1eitgb0Ubk6/meykbElM9R88dugxMvIyeHXwq/Zzbtt3G8cNxwMq97KUy5iXNg+Q5pjb999OtDqapacttZ/zSN4j7K7dbW+jP8xOnM1fe/4VwKmPvhr1lf2c5/Of57cqHyYITeRNjJnI/Zn32/+eu2MuAO8Pf58YjTSG3yp4ixWlDt7qYXDvRumfE2FwHIh7Aac+Wr16tb2PXhn0in0e/rjwYz4t/tR34x3I0LnvI8fxd/+n97PoxKKAyvXUR+7Gn1sc72sYPLBZ+gfw5MCv+eKIikqTQGnIi9SpfyXVegt/6zMb69GtvJArjb+A+MN9H7kbf4Hiro9mJ85Gu1pSxpzmCIc2e+KYGRIXup8jPI0/uY1uaeEmQpdWAOPj4+02ZzLV1dWEhIR4uKKRxYsXs379enbs2OH1vIceeoi7777b/rderycjIyPguuqiE4jWSUqp1VCBrVKPKiQSNBFERUUhCALiqRJsNg/bCioNNjfdGRoZT3R4knSKqQZbeSUqtbQKZr/UpAI/dyv6D+nPt59+y9/+/je2b9qORqPh9DGn8+grj6JRaRgUP4iqqioSEhL4YfkP/G/p//ji1y9ISErg159+Zd+uffayIiIjXMrXhmjtdbPYLHbF0LG+pZWl/lXWAY1WYy9DFEVoCOuWHhvGySqz19WN2PhYYuNj3R6LDIlkYPxA+98hhhAGjxjMmp/XkTVtrv33Leu3MHnmZL/rK6gEpzaHmkIZPGIwG3/dyHVXXQeAsc7osdxvP/2WuMQ4zjz3TK/lFlmKGlaNrfbfrQYrHj5iXdCGaBk8YjCb12/mpotuso/V39b/xqQZk9CF6YgOl8pVmVTgxexNFEVMJklwwdECrFYrvfv1JjoqGo1Kw4oVK6gsr2TgsIHodDpEq8ixY8c4bfRYexmFBYVUVVYxaPgg+2+HDxzGZrUxYOgAJ3lRkVHoNDoMBoPT1/VZWWOZOiiJktoScJ4+/CIrK4uze0tON0dzjsIJiE1IorAIQjUqzh7Zl2+b4XMzevRosodIilrd3jo4AgkJCWRnZ9vPCdkf4vLx5othw4aRPVYqI/RQKByCyIhIp3IfKngo4JfNgAEDyJ4slbG7ZDfsl5y4HMtd+OFCCHDRsnev3mTPkspw7CPHcpd+sdTnR1ZTUtNSncpgh/R/086dRlKENIeuXLkSApx+EhISmD59OqtXr2b69On2Pjpr8lkMS5I+5nLW50BxYOVGRrrvo6ysLCb2mMjq1asZPHgwnAisXE995G78BcpDf5nN/TaRnKMVXPY/LXUmmNA/kYfmSaZLEUcj4FDg5cp9ZLWJvP+/r6AUwpN6MnPWbNQqwT7+AsVTH02fPh2tVhvUOcLT+GtNBLELpz1Ys2YNf/3rX8nLywPgyJEjDBkyhJqaGq8erFu2bGHatGl8++23du9Jf9Hr9cTExHCy5KTTixaklYjCgkL69OmDTue8PKgSVPYlbHkbFlFSWKOjo1GpVB63NLwhCIJ9CdteLtiXnwGnckVRRK/XEx0d7eQ48OSTT3L0yFGu+stVzJg+g4OHDnLD9Tcwd+5cFixYwL///W+yJmTx8Ucf8/LLL1NQUMDy5cu58sor2fL7FkpKSrj5ppupr6/ncP5hfv75Z264/gYOHjpol6fVaDl0+BB9M/t6ra9NtLF9+3bGjhnrdgv4559/5qI/X0RZeZnLfbBYLFRXVyMiEh0djVqlZs9JPVZRRBAkmRlxYU6eoF7vb8O2suO9XLrsY26+4XoefWYhI8eM43/LlvC/jz/gi59+o0fPDD5e8jZrVn7P6h9/ICKkIWtATQ0HDx4EYOyYsbzw4gucO/Vc4uPj6dWrF1ablf9++l+uueYa/vOf/zBhwgTeeust3nnnHXb9sYvevXs33h+bjf79+jP3T3N58cUXnfrxkUce4bzs88jIyKC6upqPP/6YBQsWsGLFCruDSXV1Nfpq76tI8fHx9g8puV4LFy5kypQpvPPOO7z99tvs+mMXffr0QSWoeO211/jyyy/5YfUP9nrMmjXLXo9PP/2U5xc8z/fLv2f69OkUFhbSK6MXX371JRfMuYDNmzdz5ZVXUlhYSGVVJRqNhl/W/8K5557L7wcKUIdIK/1rVy3nsXv+zobcfHtdv/nvMpa88RL7Dzi/AeRnzmAwcPjwYR5dc5ytBfX875bJjO0Tb9/eqawzMeE5aanu6bEW5syeGfAWcM7RSq55dweZiRHcdFZfHvzyd6YMSuKNK8d4vc9ms5lVq1Yxc+bMNtsC/vr7r5k1a1abbgHLbWyrLWB38vzdAjZazKw7cIq/f7QdgC0Pn0uUrrEcq01k+Hwp/NKvD0wlMVKHBg3Lly8nOzvbvtvS2lvAy5cvZ/rM6YiqttsClu9rcY2Z6f9eT4haxdZHp6FRq1zK/c+6fTyzYjfTBqez+NosQJo/DQFsAcvyYsJjWLW7iCe/3cPJqmpErAio6RETxRNzhjJjWErQtoB//OFHLjz/QrRardP425xfxrXv/e6zzCXXjePsAel+bwF7ezb0ej09knpQVVXlom/4Q5deAZw8eTJVVVUsXbqUq6++mueee45p06ahVqvR6/WEhYW53NTi4mLmzJnDAw88wJgxY6ipkba9IiMDc56ICIlwGuwAapsalaBCrVI7KTRNEQQBtaB2sn0CvF7jD3K5TXFSrmw2VIJK+ueg2Mgvy9NHn050dLRdSYuNjeWbb77hH//4B7k35DJs2DC++eYbNBoN2dnZXHDBBYwbO47MzExuuukmHnzwQUpLSu0y7bIaHjJHWz9P9ZXvoad74u3Yhg0bmDt3LkeOHEElqDBZbQ3Kn0CMTktlvQmTtfn3Wq1S86eLLuXgsSIWvfw8JaeK6T9oCK+//yk9ekpbCZXl5RQczcdmE+xytm/bzpQpU+zl3HuPFHrommuuYcmSJahVaubNm0dFRQX//Oc/KSwsZPjw4SxfvtzeFzI//fgTx44d4y9X/cWlH0tOlfCXv/yFwsJCYmJiGDFiBCtXrnTy4n3xxRfdmjU4snbtWs455xwA5s2bR3l5OQsWLOCee+5xW6/S0lIOHTpkb2/JqRKuveZaj/Xomd6Tp556iuuuvY7IyEjOOeccLrnkEn766SdCtJJSsWvXLvoPGIA6pHHS3Lf7DwYNGY6j5eve3bkMP22kz2euzqhGQGt3AhEEgYiQCMK14cSERlJttFBnthAREmGfN6w2kS355ZyqNpAc5ZrXVKvWolVrqaipBCA1WkdyVCgqdJTXqFzmiKaYBTM6tY6IkAj7yxckJUgT4jp9+yrPF2qVGp1a56RYAC5/B4pKcN/WMG0YGjT2NvqjADoi91FTHF+kTXG8p97kuSt37b5ynvx2D4VVBlQNNj5/en0rT8wZ6hTUO0IbQb3ZimgLJUwbZrcZ81RuiDrEriw3F8c+km0AtWptwPe0KY4fGDLuxp/jfS0oL0eFjv5JUcSERbktd2zvZFQcIvdEo2mJWqX2eww7ylu1u4i/fbgNERDQIiC1WXa+CEbGnRB1CEKIgFbVeD8dx9/ZA8JJj8nzmff77AEZbueIpkSERPgcq9aQwBeFnOrUEVYAt2/fzsqVK50eEpnHH3+8RWV/9dVXXHHFFURFRWG1Wlm3bh3Dhg2jT58+vPTSS8ydO9fp/Jdeeom77rrLpRx/b5O8AuhOIzcYDOTn59szOfjCZrPZV8eaerO2Fm0ts73bqDdYOFZeR3iIhugwDUVVBmLCtE6pnQKlxmDhcGmNz/P6JkbaQ0YEm+7Sj4Vlesr8iKbSKz6c2HD3L1hpBTCfm786SoHeypaHzyU52vn5nP3yL+wt1HPzYCv3XTkbrVbLytxCuzIgkxajc1EGAN74+SDPr9zPn09P57qJmcx5bQMp0aFsfnia13qbzWb7ylFLX+T+0Nby2kNmc+XJHp5N3wTyq9xRyRj39I+UVBv5/vZJDOsR02naGCyZ7/52jOdW7GPOyB68Om+02/PrTBaGP7EKmwibHz6XlOjAQsDI8mbOms2Uhb94DOwvK14bHpja4pzbvu6rPEbA2aXQ3RgJhjxv+oY/dIgwMDNnzuSHH34gPz/f5V9LmTt3Lnl5eSxatIi9e/faDeiPHDniovwB3HnnnYii6PJPoe2Qgzs3/Td+/Pigy6o3S19QYVo1Oo20QmS0ND/lF0BEqBqt2vujpVWriAht+0DaXY1ghfMREZEfc3fb/xlx0ipIeYOyGWi4h8JK6bweMWEkR0vblyXVxg4bIFbBGatN5Mlv97hd2XGXyiyqIRRMdw0GnVcsfQAPSPa8cxYeomFgirQ6uPN4ZbNl5Ryt8JrVqS2zjNjzfkd2jrzfHWILeOLEiVx33XVceOGFrVJ+eno66enprVK2QvDx5HjTGl+ydaYGBTBEjU4rKQlGiw2bKKJyEzzZHwRBoEeszh4o1h09YnVugzMrBEaoWlKmvWV18UfZtjVof6EalVNWBxk5GHSpQfCpDAhIysD0oan2FYfCqoYQMDE6EiJCUAkN2UBqjV0i+G1XZ0t+ud9KxoR+CY35gE3dVAE8JUUDGJji3XTqtPQY9hVV88eJKmYMS/V6ridOVfuxBUDbxd2cNTyNqFAtV767meSoUF6+fLSLaUhHoUMogIMHD+ZPf/oTqampLlujhw8fbqdaKbQXffr0aTNZ9Q4KoFatQiUI2EQRk8XmVhHwl5iwEHrHw9FyZyVQq1bRI1ZHTFjL7H2gIci00YrFZkOjkpSc7qZUCoK07XqsvGXKtmxu2zQItEx6rDQvHdLD0k1HA1IGoDEIdI9YHRq1ioTIUEqqjZzSKwpgZ8Bf5UE+T3buqu6GK4A2m8jBU9IKYP9k9/Z/MiMyYvlsawE7CwJ02XYgOcp7LM3G89ruOauolxx9+iRE2OeAjkiHUADff/99Xn/9dacsAAoKrY3jSp9OIzm56LQq6kxWDGZrixRAgNAm12vVKganRgVFSauqN3Gy0uC08hVM5bIzEa3T0DshnOPl9faVPJC2fdPj/LsfspmHOwVwZW4hr66RPLSP16p4ZsUBv+rlqDTICmBajLSVnBLdoABWG4AYd5crdCD8VR7k8+QVwJoulg3El9MTwMkqA3UmK1q1QJ8E785DI3tKY/+PgkrEBme8QBnbO460GJ1P54u2zDJS2rAqmRjVsefiDqEAzp07lw0bNtCvXz+/nCMUFIKBo/2fPPGEatTUmawttgOExlRQIRoVJosNS5DsvarqTW63l81WG0fL6uid0GiD1F2ICQvhpMqAzSoiICAikh6AMix3TVMF0JPhvz/IyoDBbKW8VloR6NGgAErH9Eo+4E7C+Mz4gJSMrmgD6K/T08ESafWvb2KkPfyLJwalRqFVC1TUmSmoqLebWgSCWiXwxJyhducLdzwxZ2ibbsGW1kjPe2Kkf6uT7UWHeEusXLkSwCV5vCAIyhawQqthVwBDGlfqZDtAg7ll7vXQaF8YE6altNqIKIqYrSIhmuZPRKIocrLS+3bUyUoDg3zY3nQ1zFabfTU0SqdBbzBj8mIX2BSbmxVAb7Z+3miqDBQ1vDDDtGqiw6QpN6XBEeSUogB2CmQl4xY3Sob8NDsqGXYbwC6yAujpQ8gxzMq5gxIByGvY/h3gxxwUqlEzJC2aXQVV7CyobJYCCJLd3RtXns6tH22jqc/mzZP7trnzRWlNwwpgB1cAO4QXsDvv3/z8/C6r/DWN76fQPtSbpH5wVADlbVujOQgrgA0G4BEhGru3aiBKidsyjVavDg8gKUO1ppYrsJ0J2ZYzVKO296e/q7hSLmARq81ZAfRl+O8Od8rAyQYHkDQHW8SkhtXB4jYyTFdoOecMSibKTdgmdx6ekQ0rgNVdQAEM1AP64CkpgPYAH/Z/Mqely9vAzbcDBBjVKxZRBJUAL1wygrmjpDSq245VtKjc5tBZFMAOsQKoUqk87v1brV3nRRYSEoJKpeLkyZMkJSUREhLi1ebBZrNhMpkwGAxtGlutLWW2VxuNRhN1BikFnMqqxWBoUBYsNkSLCYNFoK5e02xPYLPFhtFgQABUthAEqwnRBjW1dWjE5tuF1NWbEC2+87TV1akQLF2/H2WZ+jozosVEiEaLYBURLSbq6q0YwjzXRU49V1JSQp3ZRmmd1SkETHO8BlPdbIk5hoCRaVwBVBTAzsIX205QbbDQI0bH8xePoKzW5NEOLqILbQH76wGdc1RStOQtYH9WAAFG9oxl2eZj7CyobFE9c09I2YsGpkRx8ZgMzhqQxPd/FPL7kQp2HK9kVEZsi8oPhBL7FrBiA+gTx3h/dXV1/P7777z44os8/fTTXq7qfKhUKjIzMyksLOTkyZM+zxdFkfr6esLCwtrMu7OtZbZXG2vq6qkyCagE0NaF4Si6tLJesgmrCfUZz88T9SYrZbUmQtQCx+pCKauux2AVMJRrqPAzzZw7jGarfXLxhk0fgs1s7PL9KMssrzVRb7ZhCteiV6s4VW1ErRKwVvm2KQ4PD2d9kQqL6LwC6K/h/7UT+7DktyPEhWvdBpt1DAHTtGx/Q1gotC9Wm8jbv0g7Ujec1ZdJA5K8nh/VhZxA/PeANqIS4VDDCqCvEDAypzU4guSe0GOziaiaaauXe0JaQRzesKKYEq1jzsgefLHtBO9uyPcYkLo1aHQCUVYAfeKYxxRgyJAhzJw5kwsvvJDzzz+/nWrVOoSEhNCrVy8sFovP1U2z2cz69euZPHlym0Zzb0uZ7dXGV7/8he+PqxjZM4aFlzl7n7+wbBv7ivQ8ev5QpvRPbpaM19bk8eX2U/xpdDp/HZrBss9+4edCFdOGpPBQ9sBm191qE5n/9iZKajwrDkmRobx/3Rg2/PJLl+9HWeYD7/5Oea2JVy4fRY+ECG59/VcAvrltkj0khzvUajUajYbiX6W8ro4KoL+G/3dNH8iS345QUWemqt5MfITzV789BIyDAiivABYrK4AdGtnr9cc9xeSX1hKt03D5uAyf18lbwF1BAfTfAzqUPBPUNngA+5tNaUByJDqtihqjhcOltfT3EjzaG7tPSiuAw3o0ZsS4YVImX2w7wfe7TjJjaAo2UbSv2gI+PZqbgyiK9i3gJGULuHmEhoZy4sSJ9q5GqyAIAlqt7xyNarUai8WCTqdr1kvVH5f9YMsMlLaWJ8vcU2blRLXIeUmxLp7nCTERnMirYO8pA7NHNs8rfU1eJSeqrQzpmSi1TbRwolpNbnF9iz3dbzl3sEfPVAF47MLBhIeFdYt+tFgsVJngj6J6VAIMzUgiLESNUVRTWmOisNrK8HTfLxR9vZSG0lEBdPQuFHCf2umJOUOJCdPSKz6cY+V17CvUM7F/olPZ9hAwsY5bwNIYKK0xYbWJHTJIbHfHnderTRT5Ja/Ep1NBV1IA5Q8hX6nWxvaO45ffpHGcmRjh9+6JRq1ieI8Yco5WsKugsgUKoPMKIMCwHjEMSolkf3ENt3283f57bLj0nFfWNaaf9ZTGMVBqjBa7/XHTjCAdjQ7hBDJlyhSmTp1q/3f22WfTv39/zj777PauWqdlZW4hkxasYd7bm7jjkx3Me3sTkxascUlR1V05XitNVKc5TBYycnqivOLqZpWtN5jZVyR9jY7tEwdAvE5SH457CVjsL3K6oZAmedDCtOoOmW6otZFtfwYkR9kdQPo0rD7kl9b6VUaVGwUQGu+14/YtuBr+D06VxszeItcxc7LSdQs4ISIEQZA+0spqlW3gjoanVH81RqvbVH9NiexCNoBqlcAlY3t6PUd2eiqShrrfDiAy8jbwrmY6gpTVGCmsMiAIMCStcQVwZW4h+4td87JX1pmdlD/wnMYxUOQQMOEhasK97D50BDpE7a699lqnvwVBoGfPnkyZMqV9KtTJ8cdlv7spCY6YLDZONOgFI3q6KoADGhTAA81UALcfq8QmQq/4cFKidZjNZhIbdgJOVRupN1mdPI+bw6zhacSF76a42sjcUT34asdJQOQsH7ZJXZE/GrZ+TnPoy8zECHKOVgSuAIa7rl7OGp7G9KGpbDx4ih9+2cyMs85gQv9kp1W7IWnR/LCnmH2Fepfri/SuTiAatYpEJRtIh8Sf8D9NU/01pbMHgnbcPYoM1fDf348DklJT5xBhQABeunwUs4anYTabKaqT7oe/DiAyI3vGArCrmY4g8vZvZkKEXfmW+9FfPKVxDJSyTuIBDO2kAO7cuZORI0fa/77mmmtaTVZubi7XXXcdBw8e5MYbb+T555/3aaS+bt06brnlFkpKSnj44Ye5++67W61+waY5eUq7G3mnarCIAjFhGnq5iTslGy8fKavDaLESqglMWcs5IiUdl1f/AMI10qpAjdFCQUWdXclsLrVGC8UNhsbzLxjGzoIq8ktrWZFbxMVjvH+tdzXkFUBHZT4zKTgrgDJqlcAZmfGU7RU5w40pxZA0qT/3NVkBrDdZ7SsNabHOSl5ylJINpCMSaN5fd3TmLWB3W98ASZEhrLn3HHJP6CnWG3h6+R5Kqk1OIbOK6hsUwGauAO4+qcditfkMIN2U3Ibt32EOOzrNCePkT9/6ojEETMfe/oV22gJes2YNl1xyCRs2bGhVOUajkTlz5jBmzBhycnLYs2cPS5Ys8XpNSUkJF1xwAfPmzWPjxo0sW7aMtWvXtmo9g0kgk1d35Y8GhWF4jxi3HwOp0TqiQjVYbaLfCoQjvzcogOP6NKYeEgToGSetAB2vaPk28JEyqV7xESHEhodw0enpAPxva0GLy+5MiCL80TD5O27nZwawBWyziW5tAANhcKq07XSguBqLQ5xGOQZgRIjaJTuLbAeoBIPuWASa99cdjiuAYtPIxB0YT1vfIIU2+fVgKRP6JTB3dDo3TuoLwNJNRxBFEVEU7VvA/noAy2QmRBAZosZosbFo/WE2HiqzxxX0B3cOIM0J4xSMa0s6SRYQaCcF8K677mLJkiWsX7+eK664gpycnFaRs2LFCqqqqli4cCH9+vXjmWee4d133/V6zbJly0hLS+Oxxx5jwIABPP744z6v6UgEY/LqylhtImv2nQIgPkLrdpIRBMG+hXHAjf2IN0wWGzuOVwIwzmEFECCjQQE85iaNW6DIio2ca/NPp/dEEGDj4bKg2Bl2FipNUF5rRqMSnGx/5BXAwyU1Pl/ANSaLx1Rw/tIrPpwwrfQCk5VzaIwBmBbrGh5HTmKvpIPrWASa99cd8gqgKOK0ZdqR8bX1Le8eyXPmJWMzCNGoyD2hZ2dBFUV6I0argEblvwewzA97ijBZpXKfX7U/YJv13XIImB6NH4EtMatoybWdJQQMtKMNYEREBA8//DBVVVW8+OKLvPLKK9x///0MHz48aDJ27txJVlYW4eHSS3LEiBHs2ePdJmDnzp1MnTrVPlmPHz+ehx56yOP5RqMRo7FxAtfrpS8Rs9mM2Wz2dJlfyNcHUk5CuH9dmhCucVtuc2S2hLaUt2p3Mf+3fB9FDS/cb3cV8fuRn3g0ezAzh6U4nds/KYJtxyrZd7KK2UP9t6vbebwSg9lGXLiWXrGhTuOgR4w0IRwtq21xew812Cf2TgjHbDaTHKEhKzOejYfL+TznGH+d1Avo/P1otYnkHK3gVLWR5KhQxvaOs2+/ms1mjtXIW06RqLFhbtiOSo+Wtl/0BgunqupcQrM4UqaXli1CNCqnMpriq40DUyLZWVBFbkElveOkF0hBufQBkRod6nJdYoSkbBZV1Xkssys/j+0l05e80T2jSI0OpVhv9BL+J5TRPaM8lqFBRCVIOaYrauqJD1N7lSnjbbwHQnPu6WY/d482HjzFGZnxRIUInDc8hS93FPL+b/nMHiJ5v/eKD0MQrZj9TKe5ancxt32y06PN+quXj3SZn6GxbeXV9Rxp+KgemBxm/91XP7rDV9/6c19PNcwn8WHu37GB4EteS8sXxA6yPl1WVsaCBQsoKyvjwQcfZMCAAS0u85577sFgMPD666/bf0tKSuLAgQPExcW5veaiiy4iKyuL++67D4Da2lp69OhBVZV776T58+fz5JNPuvz+0Ucf2RXPtsQmwpPb1FSaoDFYhSMisSHwxOlWupMJ4M4ygcUH5AVvx4ZLw//6gTZGJjQ+Cj8XCnx5RM2IeBs3DPI/fduakwJfH1UzPM7GTYOdr/ulSODzfDWnxdm4cXDLUsJ9eFDF7yUqzsuwMqOnVO8tJQLLDqpJ1Ik8OsrqFNzaJsIhvYDeDNFa6Bctdvj+31km8MURFZWmxorGhoj8uU9jX313TMXqEyomJNu4vJ/zPX1iq5pKk8Cdwy1kejFJKqiFf+3SEK0VeWps81drPj2k4rdTKqan2zi/l1SXVQUCy4+ryUq2Ma9J/TYUCXyW736sKPhPa4ztxvmiaUHu5wt3PLhFTb1V4OFRFlLCvJ5ql+lrvLcmW0sFlub5tne+eoCVMYlSfY5Uw79zNagRGZ0oklOqol+UjX8Ms/nVB8F4Xx3Uw6u7NcSFiMwf4/z8+pr33fWvp771d5y9u1/FrnIVF2daOSu1dfutrq6OK664gqqqKqKjo31f0IQO4QUMkJCQwPPPP09RURHPPvssJpOJBx980CVIdCBoNBpCQ52XYXU6HXV1dR4VwKbXyOd74qGHHnJyEtHr9WRkZDBjxoxmdYgjZrOZ1atXM3369IBiq2n7uP+iEhr+9//+7P6LqiUym0tbyLPaRJ59cT3gbqtNQABWFIdz/5WT7V/b0QfL+PLIVqqFSLKzJ/klI+doBYeOHgD0zBo3kOyzJBsZuY3Tskbzef4uTCHRZGdPbFGb3lu0Gahi5sTRzB6eCsA5JgtfLVhHqcHKqZjBFBzez9QJY9AbbSxYsd++8gnSipS7lc/mEux+XLW7mPc2uo7hKpPAewfUvHr5SKYOjOfNl38CYNYZw8ge7xyg99PiHH47XE7awJFkj073KGvj4TLYtZWk2Eiys8/0eJ6vNpZvPsZv3+3DEplMdvbpAPz29W44foJxw/qTPbW/0/mhe0/xWf4OVOGxZGdnNUtmsGlreS2VuWp3Mc86rOqD77Htj7xsoOrLXP63zTljU1qMjkdm+/fcLNiznvoqA2POOJMhKeFeZfoz3gN5VptzTxPyy1ma59sca8ZZZ3BGQyBlURT5rOAXCioN5JRKc+ehahUL9oT5Nb9szi+ncpM3mQKVJkgammWXKSO3MSJ9MOw+yJi+yWRnO2f7yAZOb7LzAw1xAEWBynrnFbTUaB0PXDnZJRtJIOPs/RNboLySs884nVktnF999aO849hcOowCKJOamsrLL7/MsWPHePbZZ7n99tsZMmRIs8qKj48nNzfX6bfq6mpCQjxvB8XHx1NSUuL3+aGhoS5KJuBXoGd/CbSs80f1RKNR8/ePtjvZuCVEhvB/c4f7FQImmPX3h9aUl3OozOnBbYq0tWFke0G13fNraHosAEfL67CiQqf1/GXszmvuvV+P0T852ule90mSlqEKKurRaDQtSpl2tGHLo39KjP2+xWi1jOgZy8bDZTyz6iCgZmneDrfXF+uN3PbJzqCHBApGP1ptIk+v2O/Vk/3pFfs5d/AkjjXEcxzdO95Fbt/kSH47XM6xCoPXOtWaJEmx4SF+1d1TG4elSx+VB4pr7ceLqyWD8J7xES7XpMVJdlKnqk0+5Xal5zFYMlfmFrr90PV3bPuSV2uUVmXnjcsgq19CwNkiInUaqAKDFbscdzL9Ge//t3wfcZE6SmuMAdUjkHs6oX+yX5lvHEMgrcwtpKDSddvY3z4oq/PPS7qszuKxHfsbUs+d1jPO7Tnnj+rJ7BHpLkkRAKdQN3d8vJ0ivZENhys4d0ij4hboOCurlZ751NjwVtcBWlp+uwWC9uVZ26tXL958881mK38A48aNY9OmTfa/jxw5gtFoJD4+3u9rduzYQXq659WDjsqEvol25U8OdXLbuQPaJf6f1Say8VAZX+84EbB3VzBojmNMclQo0ToNNhEOl3j2JPXkNVdea3IJKtqzIQxIrclKea3vfL6eqKg1UdEQWqRPYqOZwcrcQmk1yw/kHnA06u4o+OvJvmJ3EXUWAa1aYFCq6x6vHAz6SKl3pxhfIWD8Ra7Dicp6e5l2J5AY1z1A2Qu4pMaIrYP1QUfHV7graNnYFkWRLQ3e/BePzeDCUelM6JcQkD2e7AhS7SMYtD/jvUhv5Mp3NrdqUH858407HDPfyPfAW5w9f/sgGA43u09K9tDD0z3vuKlVAhP6JTj1o+Nv5w5J4coJ0m7jW+sO269rzjizO4EoXsCeufjiixk/fjxffPFFq8mYPHkyVVVVLF26FIDnnnuOadOmoVar0ev1bg0oL7jgAjZs2MDatWuxWCy88MILzJw5s9Xq2Fr80eAV1TshnLmjeki/NTPKekvwlpHEahPZnF/O1lKBzfnlraaINGeSEQSBAQ0piT75/ZhbxTXQySFUqya14aV/rAWeuvkNXqZpMTp7pPlAg57KdeyIIYH8Vdh3HpfG86CUKLexGvvKnsA+QsEESwGMCdOS3pDuTQ4ILYeBSYtxHYOJkY7ZQJr/QdAdae1wV4dKaiivNaHTqtxmC/KHSJ00nmp9xAJsTkSGYGWtaMqs4Wm8Mm+0i2Vc08w3EJw+kNPMeVOr02IaV+yaYrLCoYbne1iP5vWTzPVnZqJVC2w5Us7SjUf4escJlvyaH1Ab601Wahu8vjt6Gjhoxy3ggoIClixZwiOPPMJDDz3E/fffz9VXXx3UbQeNRsOiRYu44ooruO+++7Baraxbtw6QPIJfeukl5s6d63RNYmIiL774IjNnziQmJoaIiIhOFQZGZteJSkCKjTYyIxaQPFTbEm8ZSW75cBux4dqGILlqlublBC0XY1PkScbX1objJLMyt5A9DUF9l248ytKNR13q5+8EmHO0wv5bRnwYRXoDxyvqGd3L1Q7Vn/zN+SVyCJjGUAvNCXoq09FCAvmrsMspnpKiQtzm081MbAjoXVqLKIoet9yDpQCClBLuRGU9+4qqGZYeY1/9ccwDLKNRq0iICKW0RgoGndQJwkZ0FFo73NXmhhf66b3iCNE0b50kys9g0M0JOdKaQf0TIkMQgWidln9eOIyUaPfzUDD6wFu+bZmHZg/2OCcW1klzZmJkCCnRLXt+UqJ1jO0dz8bDZTz+9e6ArpXbKAeBDtGoXOJ+dkTabQUwLCyMv/3tb+zdu5ennnqKO++8k7i4OOLj453+tZS5c+eSl5fHokWL2Lt3L8OGDQOk7eCmyp/Mrbfeyp49e1i8eDG7du0iJSU4hvJtibzaN6JnowJ4sKSGakPbhFrwZ3WstXIxNiXQrQ1Zca1vEr+raf38nwAb7Q8zGrbj3cXq8zd/sxxnTo51F0hd3NHR0pD5syqgEmBTvqRYr91f6vY+9YwLQ60SqDdbvcbakxXA6CAogHIswn1FeooaVv+idBr7dmBT5FiASjDowAjG1qE35BUdTytP/hARKq1K+1IA/Rnv7mitFfx1ByQb+GlDk5k72vPWd7D6wFO+bVniw1/mepwT5ZzuQz0E9Q+EQExomiK3UVYAkyJDW1yftqBdVdRjx47x6quv8u6773LWWWdxyy23EBMT/JRI6enpAdvx9e/fn/79+/s+sYMiJ9U+LT2WxMhQesaFUVBRzx8FVUzsn9jq8pubhqe1vmpnDU/jsfOH8s/vnLdJU5us6vmTSm/+N7uJ0mnJ8zNXcHJUKPK0khHnXgEMJH+zvKXZN7FRAWzOi87dymdHQFbYb/lwm8dzmloLuLtPWrWKXvHh5JfWcri0xuUFIxPUFcCGlHB7C6s5abf/89w3KdGh7CmEYn3LVmH9WTnuSjRnVd9fRFFk8+GWK4CRodJ48mUD6LgK1hx+PVgS1H5ff6AUgLMHeo9/Gsw+kPNtO47hlbmFvL/xqIsC7Rgf8ESDAji8R8sibjTHhAZc21hqzwLS8bd/oR0VwEsvvZTvv/+eiy66iHXr1nHaaae1V1W6HGU1Rk5USqsPsmHsyIxYCirq2VFQ2SYKYHNXpIKRi9ETPRq24fomhjMprpoZZ53h5NEGgRlk+0KeHMb2jmPVXuk32SHH0QYw0PzN8hZwpoMC6Gsy9oTjymdHYtbwNGYOS2HV7mKn3+Xguk3x9PGQmRhBfmkt+aW1TOznftwHdwtYet72F1Xbn0F3DiAy9nRw1c1fAXTnhd5a5hQdBX8+Epo7tgsq6inSG9CqBUZnuA8X5g9yOjhfNoAgjffXrzidv3+8jUAj87629pD9v+V+P3dQ8+b4U3oDewv1CAJM8vGe8LZ9625nxReyUwZIc+Jd/93h9jxZzuPf7gFzwwpgWssUwOYsWLhrY2Me4M5hztFuW8B5eXns3buXpUuXKspfkNnV4ADSNymCqAZD5FE9YwHYcayyTerQ0m3F1rBLO1wq2YwN7xHDmESRM1pg1+ILTxNgrwRXBTAQY2pRFO1bwH0cFEDHbW5/X3nzxvfq0AqC7H39jyn9ePnyUTx23hC3yp+Muy2xRk9gz44gLc0D7EifhHBCNSrqzVZ7PXrEen4WGtPBNW/cefJCby1zCkfa27t/1vA0zh/hOn4jQtQtCm8k2/+dlh5DWIjvwMie8NcGUKZ/SiSiCFq1wMJLRrLshjNIjQ5sa1ju96YfTv6yPk9a/TstPYYEP5QYT9u37pxGAmFLfjlFPhSy8loz5Q1Bs5/8dk+Lxnpz5n13bexMHsDQjiuAu3btIjY2tr3Etz6WWrAEMHmoQkHV0B02C9iMYG2SlcDiO7E9wN7jhYQJBsb2iAObGVRaRvWKRYWV/ScKwVIHGocsJZY67N9VFjNq0SDJEjy/EK2ihi3HaqTl+sgQxveS7K3QSC/c8Znx9IkVOFVVH9CKlBU1JlErKZCiCNYGRUnjkFvSagAxwIwNgtph5SwcdV1DGzUx2FNmWI2khlsJE/yfDGwIGMXGh12+Ni46msfnSDEXzcZa+z3tFSUSJhio1BsxG6vRqlWUVZW7yBQBg9g4qeoEA2VV5ZzS66gzWVGrBDJitE5jYtbgaBZdMZhnlu+lqMohYGlMKA/OGkxseAglNUY2HTPw4aZj7CyoRDTXIQii+/EXCJYmtqVyH6lCQNUwjmxWsPl3b/NLaygoKSVKLXDTWX2JCQ/h6x0nCBHMqLFiQY1ZlMoVsKETGr1oy6rKwSLduwEJAmGCgROlpa7PjzoMBBVV9Wa0gpm4EBNYjaBu6E/H8dfQRl/PhgYYnBLOzhM1/Lz/FBos9IwSpfuhdnhJNtQlLdImjYfqSvfPt6NMdaRTH1ktBp77brvT8+U4jgRgwXdbmT7wHO+rMI59JFob5NWB1sEcx3GOAFbvKfI5zhKjIhnXr2E1VrSBtb7hJjk8y5Z6sBj9mnMaG6ax91F+aQ1hgoEbJvXBLITz1vrDaNUCUwZEe54vPfWjoAa1ji35ksHGmX3CGu57uNMcgeifQhetNREmGDAYmuQTl+vVMP6kck1sPVRAmGBgQmY8fx4prTw+dX4f7vh4B+DqIOFujhAAk6jl6RX7uH8I0vxv8d/DfOP+Y4QJBiYPcDB/stQDNo9zxKzB0UwfeAabD53ip99yOHfiWM7o17Cz0rQP3M3jbuYId3OiN0prxEYTkCHxUh8JWlA3bMU6jj83eJr3DWIIYsM6mVYwc8moZD7fcYoe8TH8dM85qAWc2lhVXUGYYCAt0uL9fa3SgapBP7CZwWayjz87llrfc46fOoEn2i0VnEqloqqqiqgoLzmaOiF6vZ6YmBiq3oboQDLBTfov9LpE+u9jn8GGS7ElTebburvJzs6WvKP/lwTG0sAqNPY1GPh36kwWbvzXC3yU+RDmyCFoL3Cwd/h+GFQFZv/wTuVf+L9jlwEwIPQoqwf9HZM6npDLGo1oy7+eSHztxoDK/aD0PN6ovYsND0xFbSqFL5KlA1c4DNNfLoHjnwdULhkXc3HuXeQcreClS0cwd5+UK5c/nwJdg63L73+HvDcCKnZTzXAuP/yc/e89I/9CuFiBdfYfqOOkvNbWHY+h3vN/AZV7wNCLGQca6/LDwFsZqDvG7iFfcd6nGvokhPPzhXsg5x8BlUtoIhWzTnDGsz9hstj4Y9KzROl/dTv+AuXriK8ax6rcRw3jD4Din+GnKQGXK/fRxkNl5H1/DVcnfs9LxfN4qfhKoHH8BUx2LsQOY/Q/f+CaqCXcmfIxDLgVxjWkjjSUNI6/AHhT/TYLtkurAn9J+I6n0v8DGRfDWZ81nvRRM7bd3fRR0/G3degVJGgCzA7g0EeWEz+iWTcdMXoIwvktmyNeKp7Hp4YbpK3onuWwfDiEJsJFjYH2+fEcOLUusPo29FFBRR0XvPAV24ZJ48B6uY0zn1tDkd7Axkn/IU3/XWDlNvTROf9ay5GyOo6MOF/6vYVzxB7raAZcvpnly5dLz8c3PaR5vGH8AbBrPuS6phT1hqc54vJDz7CpdgT/GGrlrnFHUG+/I6ByyyzRHJ6cz7g+DbZ7ch8FYY5wO48HYY44ffcyKqwxpMbo+PXc/6E6+CYMfwJGzJdOqNwtjb8Amb7/dfKMvRGAR3p9yo2xH7C09DwWlP6D3CdnIhhLmzVHcO5aSDlH+u8Dr0vzeDPmCH0dxNxEs1PBtdsWMEBsbCxqtdrtP5VKhVrd/OV3BWfCQzT0bHBAMPiZpNsb7rY1qo0Wp2X4+IjmGcK2ll1afqkcPqX1cjTL9VYH0QNMADRy2IOGbRHH7d9AiYsIsW+dtdT5oC0Znxlv96wMFqIoovdhpB8ovROa3zddDXlLcsPBEt8nB8jqPc7bnGqVwEVjJGe/4xXNi7NZrDdwpKyOYDpw+rM1Lga0T+If+mYGfBAQGNUQOaIzIZuABNujXh4K5zQ4xQiI1JqslLTAbrej0K4rgOvXr/e5Ajhy5Mg2qlFwsK8Alp0MTCN3s7xutlhZvmpt46qKH8u9xXoD5/zrZ1QCbHlkGhFh4fbl9Yf/t50vcw5zw1l9udcxZ6LD9o7ZbGbVqlXMnDnTbcqiaQt/pqjK6HYLTgBiomOl1TuVAJZ6vtx+nIe/+IPMxHBundKfpMhQxvaJZ82+YpctpJhwLU9eOIKZI/pIPwRxC7iq3sbIp9cDsOPRqWz48RupjboYt9s77ra43NF0C/jT60/jjL4JTts7ZmMtq1Z8Z7+nN3+Qwy8HSnnywmFcOlbKX/vltgIe/rIxbaG8vSNPPm9dMZgZQ1N5dlU+b/1ylOvO7MMT5w2Utg7c4K0f0USw9WgFF735G9FaM+vvO5vYyKgWbQGbzWaW/7Cucay2YAu4pNrI2f9aiyjCmnvOJi0hwd5Hq3Yd4a6Pt2JpMBUAafyFNWwBvzxvFNOHptrLstlETn9qNUaLjVV3nkUvR+VMHUa10cpp839AK5jZ9dhUwkJDPW4Be72nDvx2pIYr3pHym2qw8K+LhnDBqAzUWgdnkIZnuaiqnikvrEOjEtj5xAyXHKROMkOdt4A3HzzJ1e/luDVBcGTJdeOkMekJhz4ymwysWv41M2fOQhvmugW8+XAZ1773u+eyHJDnCAFIiwnhl3smOJmJSCfVYzYb/bqvdhq2gOct2sTGw6XMn92Ha8/MBE0ER8tqOftfPxOqMrH27rPsjl+OeOxHQc23ueXc9vF2hvWI5vtbpXzOzd0C3nq0nKve2UKvhEi+u2Nq4wqgbK7gMEccLalg1sI1UiDiR6Z5TT0p94GnLWCjqMWGmn8MtXLHZdPQqv17xb/x80Fe/ekg04em8MpfHPKf+9gClvHr+fBzCxikOdjT9ndT6sVQZFXt1UuHMGdESkBbwDJN532DGEJqTLi0ij0kAbOpjskL1lJoCOGTm7PIyox3miOyX1lPfkmdH8+cf1vAvu6pXq8nJqFHs1cA2zUMzIgRI5pV6U6BJsJ5sAeCSiP9E5t8wvlR3h9FNdSLOgYmRxIR4RxSZ2SvBD76/SRbC5q83B3tAUUzVkHXUH/nAbflUBn5lQLgbPAroqK+YSKqc/Tg1YSx5mAt9aKOqcP7cv7pA+zXTB8RydThfdl48BTPfLGFPZUqZg9Mb1T+QJp03bVZrXP9zQeHK6SYcanROiJCNY1tdPzUV4cCoQ3168fU4X3tYQkSI0K557OdFOu9hzwY2z9DclV1RBXidE9T4xOoF2vIr8TevipzCPWiDo1KwOKwYpAcHcqTFwxjRoOh8aFSaXLsmxghTZoqDxOtl34EOL1XLEPSotlbqOeFNQWM6xPvEEZC0zjR+4HVJrL5+Cm2lgok5JdLntXu+kilBpXvMfxTXhl1Nh2npceQlujsiThzRB8WqkKdvF5FVMREx/LEnKFMb2J0rgJSExLYV1TNoUroleIsv6peKkNQhaILi3IeD03Hn497KnOistEJxYKGu/6Xx/M/Hnf2ym0oNyE2DAM6RCuUm7SuxuOOMh37RKVhbP8M4qPznDy/6x0UAq9j0hOCukFek1Xyhr+L6iqdZPiDCJysMrHluNHVs18TBqLGr/vqSEWtqSFVm8DU4X3t9eudEEFW33g2HS7nsx0V3DHNjSertznOMf6f27mncY7wRViYlXpRR5mhiTLnptzNR6V5e1h6HLow7+/Esf3DiW3od0dkZVBSuEPpF10rzQ9+3tM1edJcnTWwV5P6uvFidzdH+Pl82PExR0wf0Y+FqnAXD3dfJMbEuN5jQeXX+7PpvO8SWkcjEKfTUGiQnNSy+iY4lVugl96F8TFx/r//Pc3jmgjf91TTst28dlMA33vvPcLDW28rrrsiewCflh7rckwOCP3HiSq3mRN8EWjkd6tNZEOetPVz9iDXmFJqlcAZmfGc00NkTyVsOFjqNWNDS5C3fzMD2Dp1DEsAMP+C4IQ8cBcL8PNtBQA8nD2YIWkx3PWplJj8odlDnLzM8hs8meUsF81FEARGZ8Swt1DPh5uO8eGmY0Dg4UOcQ5AEJ6OLvLU3Y6j7AOxyzLCNB0/xwy+b3YbzcaR3fDj7iqr5dudJdBq104TuGAQ6GONuZW4h93++y+V3d3EKQYpVmBARQmmNiWK9ISDvQX/ixwXbnKIl3v3B9Oz/ad8prDaRwalRds96mcvGZbDpcDn/zTnGuD5xlNQY/Y6RJyuAZwQhNmaUTvYC9r0XG0jcQX/CrzwyezDWo1v9qqfVJrJ2/ym2HpM+ks/sH9zwWy3BMT5gUVU9T32/l4paU9BjPzrSdN5vSlIYUNk4F8uYLDa7OUln8QJuNxvAa665Bo2m46dK6Wz8UVAJSBlAmjIgOYrwEDU1RguHSmpcjvsi0Mjvf5yooqLOTJROw2gvNiX9okTCtCpOVRvZV+RfcOVAkUOKOGbPCJRghTxomg1kb6Ge3BN6tGqBuaN7SgnKR0u2TD/vP2W/zmK12cPH9Els2cfTytxCPt5y3OX3QMKHtEYIklqjhV8OSo5O04d5zsAjfzx4CufjWMcNh6Tyvth2wiWTQGMMwJbPRc1JHA+Nz0tzYgHKYzKsyZZhbJi2RWE4HHEM91JWY/R7MbEpwcw488PuIgBmDkt1OTZ7eBo6rYoTlQaueGez16w6MlabyOrdRexvCO5+ups0jYEiZ38xmG1YrDav5245IjnP+au8+JqLZnp5dhyRsw/d+H6OPf7g5Ys2tWr4oECRFbI/nd6TZ/4kOXI0HYLNiTvYXJJ10o3KbxJaqqxWen41KiEoIaXagnZ1AlEILqIo8seJxhRwTVGrBHti8x3NyAvsK2WRtPXQ+AW2br+0+ndmv0Q0as9DTaNqnPjWHwi+sTg0Pqx9W+A8AdLEu+GBqXx8UxYvXz6Kj2/KYsMDUwN60TYNBv35Vmn1b9qQFLvjzNRBkmfZzwdK7ArDyUoDZqtIiEZFDy/BhX3RXEUl2GU0LW/joTJe/GE/JouNjLgwBqW0LEKArKDWGj2n9AtmDMBA4jk6khwtp4Nr3grZrOFpDEqVVoTlfMJTByd7HZP+xvBrmp7wHx9vt8di9Pc123ReaCn1JivrG3YWZrhRdH7efwqD2VXh8hQjT27jTR80rphd+PqvLVaCIhzS/9WaPG/Vnays53h5PSoBxvbx/x7Jc9H8hvifMWFafrl/SkCr9+0VQ7K5tFbcwUBIaph65UUFmdJqybYzITLExZa3o9KlFcDc3FzGjRtHXFwc9913H/76uyxatIi0tDS0Wi0zZsygsLDjPQjuKKwyUFpjQqMS7DlJmyJ7d+1shgIobz14u4uOX2DrvWz/NmVSw7aDfE1TWhp01p4+rQUrgDLyF+mFozznyfRGRrw0g1TUmamsM/HV9hMAXDymp/2cMb3jiNZpqKwzs71ha0YOZJ2ZENGiCcZfRWXJr/ke73dzlR13OCoZi389AkB5rYlVDas8zcFfBbWiTpq0g6EABmoiIZMirwC2wHvxSJn0MXHTWZmAFMzY03znb85pTwqCTEy4f/dMJLgrM7/klWAw20iPDXPJAOEtpZd8N55esc+uxLamEhSiURGikV6x3oJB/35EekaGp8d4zBntCbVK4PLxvdCoBKrqzRT5+RER7A+4tkRWfD+8fixXD7Dy4fVjA/4IbwkpDSuAx8rrMDus7Ha2LCDQhRVAo9HInDlzGDNmDDk5OezZs4clS5b4vG7Dhg089thjfPDBB+Tn52MwGLj33ntbv8JBQM7/OzAlyqMXmWwH2JwVQJAevmsm9HZ77IkLGu2+qhwUl8k+ckoCnNWQduj3/ArqTM6Tpb8vLE/YbKI9E0RLbeeCQZROS1zDy/P9345SVmsiKSrUKfemRq3i7IZVwDX7pG1gexibFm7/+quoPPX9Xo/3u7nKTlM8vYBrTdYWvYD9VVBzG1bMg6EABmoiIZMYJa36bsova9bHTXmtico6aSXzotN7olEJnKisp6DC1evRl8Ijr455UxBAWtXTaVQsu/EM+0r4G1ec7jbv8cCUSLdbtbKczfnlbC0V2Jxf7nPVeeOhMt7ZkA/AtKHJLnab/vW7kUN6oU2UIHs2EC+hhuTMI+MDWP1zRKdVM7QhF+42PzM9BfMDrj3w1wSkNYgOgTCtCotNdHrGShQFsOOwYsUKqqqqWLhwIf369eOZZ57h3Xff9Xnd/v37efPNN5k2bRo9e/bkuuuuIycnpw1q3HL+OFEJuN/+lZEVwL2Fej7ferxZLxzZ0HXuqB68fPkou31fvsOS+IaDpdhE6J8cSbqbUAxN6ZsYTnpsGCarzW4QDcH5Qi/SG6g3W9GoBHrGNX/rNJjI9Xhz3UFAupdNt8nPHexeAWypEtscW6ym97u5yo4jvpQMaP4L2H8FVZq0g6EABmoiAdL4/mDjUQB+PVgW8McNNBqj94jRkRAZan/GNx4qczrPH4VHXh3LOVrhV05slSDYV8KzRzibR7wybxRalcCB4ho2HHQNYC9/2F21OIeleWquWpzDpAVrWL7rpMtqv+NHoKyUfLuz0OU++dvverN/bWypEmTPB+xlC9jJ87iZyDaL245W+HV+sD7guiMqoTHW52EHW/rOuALYZb0wdu7cSVZWlt3TeMSIEezZ4zuS/Q033OD09/79++nfv7+HszsGVpvIlvxyftwrKQrD0j2HEdh1vBKVADYR7v1M8lYMxGtTFEX7ZH7puAwm9kskPiKEv7y7hc+3FnDPzEFE67R2W76z/Vj9A8krdfLARD7ecpx1B0qYMjjZ5wtLQFIQpg9N9foFKCtOveLD0apVmG0tD4TdElbmFpJ3Spo4ZFulL7efYEzvOKc+OHtgEioB9hVVc6KyPmh2jLKi4hg+xBdN77dchqcXqD8eeYGsQnjzynOHvwqqvEsaDAXQH+9Mx61Q+eOmaR84egyfO8hNGJMmyLZIfZOkD4MJfRPYerSCTYfLuHRchv28QFbHRD8dUpoqCE09KLcfq+S9X4+wYMU+NCqBU9WSR25FrYm/f+Ta9sIqA7d+tN3pt9hwrX2F05GKWpOLZ7W//R6t9d/ppiVKUKSPfMClNUYONswF45q5AggwulcsS37Dvuvii2B8wHVn+iZKkQUcHUFkG0B5Rb8z0OkVwLlz5/Lzzz+7/K5Wq7n88svtfwuCgFqtpqKigrg4/zy8ysrKeOutt/jwww89nmM0GjEaGycSvV5Kw2Q2mzGbmxmKvQH5em/lrNpdzP8t30eRg/3QS6vziNNpXDzBVu0u5rZPdnp84bx6+UimDoz3KvNAcTUl1UbCtCpG9IjCbDZzRu8Y+idFcLCklk82H+XaCb34+YCkjJ7ZN85r/R3bOLFvPB9vOc76A6cwmwey2U8FYePBU17DNuQVS33SJyHcqV9a2j/+4ijPUx+U1ZjsfSD3W2SIwOiMWLYeq+TH3YXkN3xtZsSF+qy7rzY+MnsQt32y00VR8UbT+33TpD788/t9Hs99ZPYgbFYLnvTtwkr/8lgWVtZiNrt+1Hhr4+ieUaRGh1KsN3oJGRFKiFpSxiJD1S2+pwDnDkrk1ctHujyTqTGhPDJ7MOcOSsRsNmO1icz/ZrePj5vdnNlngk+ZBxs8V3vHh2E2mxnbW9oB+O1QKSaTyb5N6u/91pshPsy/jCsJ4RqvdfvrpN58tPkYuSf1zHt7s/13leD/uHOn/IHzfTpngGSL60+/p0RLMfLigtRGb4SHSDIqa41ocO3HjQ0ZUgYmRxIZIjRbzogeksPU7pN6qusMqJE+LD2VJ9+nIg92p/LzMbpnlN91as95ta2QZfWKkxTjg6eq7b+d0kvbwfFhzR8vnuR5Kq+lctotE0iwKC4upr7e1dbl5ZdfRhAEFi5caP8tIyODTZs2kZ6e7lfZl112GTU1NXz//fcez5k/fz5PPumaw/Gjjz5q9TiHO8sEFh+Qtw0dV8CkLr1+oI2RCdJ/20R4cpuaSlPTcxuvidHCVf1tVFukL+R+0aJLyIe1JwW+OqpmSKyNW4Y0GsD+Vizw6WE18SEiM3ra+OSwGjUiz4yzovPzM6POAo/8rsaGwBOnW8ivFlia53uSvnqAlTGJnofxF/kq1hWpmJJmY24f7+EYWhN/+iA2BJ443Wq/76tPCHx3TM3AGBt5VQIiAk+NsRAdhI/MnWUCXxxRUWkKzH7m6gFWTk8Q+c9eFfuqVGgEEYvoXIYKkftHWqkxC+jN7sdTXpXAa3t89+8/hloZEBP4NOXP8/FbscC+KhVX9LNyRnLwpkKbCIf0bdP2d/er2FWu4s99rJydJmKywoO/q7GKAo+Osti9FgOR2S9aDHisuqOxD1rXRsvxPvk7L9pEeHyrmmpz0/Maz/enjd5YtE/F7goVl/e1MiHFuR9tIry3X8WuChWnxdm4fpCt2XJEER7bqqbaLHDHMAt9/civIM/lbkoDnN8fCs78XiLw4UE1/aNt3DZMeqe8tltFnl7FX/pbGZvUNvetrq6OK664onNmAgkGKSnu4x2lpqaSm5vr9Ft1dTUhIf69ORcvXsz69evZsWOH1/Meeugh7r77bvvfer2ejIwMZsyY0eIsJ2azmdWrVzN9+nS3admefXE94O4LTkAAVhSHc/+Vk1GrJAPryk3ebBkFqszw+t7GCSE1OpRHswc7rSR+8cE2oJQLswaTfWYf++9TTFa+XfAz5SYrnxyWyrAi8O/9ES5leGvjZ8Vb2HasEk3PEcxIDGdpnm/7yxlnneF1BfCLpdugqJSp44aTPa6n1/vaGsjy4gaOpXLTDi9nClSaIGlolr09/Yqq+e71jRyokl5oOq2Ki+fM8hpWx1GmtzZmA/fbRHKOVnCq2khpjZFnVhzw2Z7IHv05pBLYV3WYEI2Kb2+dQGFlLWs2bmVK1uks2VTAurwyFuZqMVkbJ8Km48lqE/n8xfU+V+n+cdlkt1v8vtqYDZzuZoUcBK4an8FDc4Zw0VuboErPWWeMYdoQ70ndgzluvt1VCHv+8Hle78GnQeEurzJfO/QrUMt5k8cxeYC0Zfxp8RZyjlYS1nsE2WMl73L5fntb9ZFXx2bOmI62Tzn/+GSn2/NA4P/+PNJrvDnvc1Rw6TtsFNkN+a299fusoclMHtuDNRu3cs4ZpxOfd4DqMtcFBH/b6Isfa3exu6KI3v0HQfU+ez+u2l3Msw71+6NCxYI9YV7nSl98X7WD1XtPoes5lOlnpPscq199KM3lOq3KKWxOWoyOR2YHXo/2mlfbSp6jzPPPHs+HB7dSLYaRnX020PAc6ms5d9J4zgzQZMWXPE9tlHccm0unVwA9MW7cON555x3730eOHMFoNBIf79vOYsuWLdx55518++23HhVMmdDQUEJDXY0+tVpt0Aalu7JyDpV5nMih0Z5ne0E1E/olUFYXeML7Yr2R2z7ZabexMVls/H5EsjE5e1CKU51+2l9KnRtD56ZleEJu49kDk9l2rJJvdhVyxfhexIVrqfCwBSTbmXnLAgFwpCHe3oDUaKc6B7OP/KG83j/bw7I6i71exyuNdptNkGwGp/57g982m77aqAUmDWxUyN777ZhP28A31uXb/3vakBQG9Yilb1IEVXkikwamcKLayrq8MiflD1zHghaYf8Ewt5ksGm3mhqEL9f7R5q2N54/qyewR6fbUTlvyy1i2+TjrDpaCSk21QeqT+Eid32MhGOMmLdY/O8602HDKCj3LtNpEjpZLCszA1Bj7ORP7JZJztJItRyu5coIUGkYLXDauFy//lOdR3qPZUgYJrVbLpIHJLqkJQXrm/Bl/vuaoYJIWG+F0f5r2e35pLS/9mMfKPadYuecUUtYaSbnVqgRiI0IoqXbcsm9ZNhuZ6DBp7NabpXuo1Wr5aX+pWzMQf+dKT4zpE8/qvafYWaBHO6mPXZ67cbP1aDlr95eiVgl8+49JlNaY3Kc+awZtPa+2tTyA/inS4k5xtRGTTSAiVEN5rfSeSokJD3p9PLWxpXK6rAI4efJkqqqqWLp0KVdffTXPPfcc06ZNQ62WVqf0ej1hYWEuN7C4uJg5c+bwwAMPMGbMGGpqJLuryMj2Dx/iSKBeXM0x5m1q+L/9WAV1JiuJkSFOQXp9xd7y11kDQNtgk/X7kQq7sukNX/HFTBabPeNGS50nWkpylH/eYXJfrcwt5NZl3p0Eghn7ypsTgydW/CF5YsrOClabyOtrD7o9191YkAO73vHJDoyWxlWIYL2A5XbJjgnTh6awancxx8vr+WJbQWMmED9j2gULX4449jy+veNYtddzOScr6zFZbISoVfRw8LbP6pvAK2sOsulwmVN6RTn8U3iI2umDTadV8dJlozh3UCLLJadkvtx+AktDurUn5gy1O3D4qyC0hQepN2cjx35f8Ydnr2qzTeTJOUOJiwgNmhIk09QJJFiObe6wewIfq3AbA1J2FjylN/CfdYcAuGRMTwakRDGg+Yuc3ZKYMC0JESGU1ZrIL61lcGoU5Q0xRTuTF3CXDQOj0WhYtGgRt9xyCykpKXz++ec899xz9uMjRoxwa9v38ccfc+rUKR599FGioqLs/zoagXpx+QpR4QlHT0zZ+/fM/olOgYiDFVNqZW4h/1q13696adWCXwrQsfJabCJEhKjtWRLai7G94/wOE9JegVo9Rdr3hmM9mhNaY+awVHRaaSq6e/rAZmVX8ZfwEA23nN0PgJd/zKOyYdI+dKqmTYPeyso2eLI+8y94shzgvHdCuNO5p/eOI0StolhvtHsq7i+qZt2BElQCfH/bWXx8Uxb3zxwESB9KIx3SNYqiyCcNqQKvPKMXE/olBhz4vLU9SP1N/2W1ifzzO88RIASkmJfjM+ObHdzdE00VwNYMPXNaeozd07qpDKdYqp/uYG9Dyk1vIcMUvCMnFThcWkt5nQlRlJyb5GxOnYEuqwCC5CGcl5fHokWL2Lt3L8OGDbMfO3LkCHPnznW55s4770QURZd/HY1AY475euH44lS1gV/yGhXApsf8LcMT/sSEi4/Q8sT5UhssVpGsvr7tLBxzADcNGtvWeOuDpi+z9gzU6pju7h9T+nk9V65HTkP8seaE1jhSVkdVvYUQjYpbzu4X1BewO67K6k20TsPJKoN9a/3vH20POP5eS/GmbI/PjPdLAZY9w5tmuNFp1YzqFQvAxsNSPMB3fjncIDeVzKQIJvRL4NYp/RmfGY9NhGWbjtmv33G8iv3F1ei0Knte6kDx56PTn26WT4ltskrrb/qv9nyW7HEAG9IRtmbombAQtT0D1PbjVfbfvWV0eeTL3A6Z8q0zkNmwo5RfUmsPARMfEdKmQalbSpdWAAHS09O58MILSUryLx5dZ8FbWjZPX8bNWd2RiQjVsKugEoBJTRTAYMSU8vVlDFBea2ZwWjSDUqIQgfV5rsFlm9IYO69jbOH7m8uyvQO1yttnA/zMxyu/2ALd5gbYcVxSHof1iLanzmpNft5/yh7M3JH2yIHaNLf003OlZPdb8sv5/Ui5zywZh70EB5/Q8IH03a5CPth4hC+2Szmnbzqrr9N5107sA8DHW45hNEuKyic50rnnj+hBtK552+O+PngE4LV5o51SernLJpIao+M/V53O1kenNysHd3s+S01XAJvzfATC6Q1K//aGrf7WDLbe3ZGfucOlNZ0yCDR0YRvA7sCs4WnMHp7KilznnKne7KdmDU9j+tBUu3F0YkQo93y2k2K9d1skk9mGTZRWGno0yezhrz2Tt6DAgXwZnzM4if3F1fy87xQXjOzh9Xz7CmA72/850rQP3NkcdZRArf7XI5QyGre5AxkL2xvSV43O8C8+Z0sIpr1qsGgaPHnH8Uo+21rAFW9vwmwVkRwWctwGbM/3kuNa1bDivfFQmT0riFYtUNwkX+yMoSn2oN6vrj1EVbHAt0clJXje+F4tapv8wfPkt3ucPvAc5yiz2UzZXimll1arZeZwz89GoAHBoX2fpaYKoPx8tCSAujdO7x3H+xuPsv14JadnBLbl3Jx7252Rn7n80lpFAVRoe8xWG1sbtt7unDaAzMQIvwyYm75w5l/g2fBfBC4fl8FHW6TtIXfu7YFmQHBHIF/GKdE63lp3mJ8PlGCziU72iE3x9oJsT5r2QVOCoVQHg0CdFZozFuwKYMPqRWvSmtlHgsXYPnF8trWgQflrxJ3zjz0LSJMPnJW5hbz0o2tIH7NVdClDo1YxPjOer3ec5K1fjgBqQJTsyfQtXxXz54PHEV/PRqC057MkbwHLCqD8fNzi1fPdt+2nJ2RHkL2F1ZjT2ybbSXelr+MWsF0B7Dz2f9ANtoC7Mmv2neJUtZHEyBBuPad/sw2YvW0NqwT49495dgeQ73a55t/0Voa/djqBOEiM6R1HVKiG8loTu05UebhConGLrGMpgL4IxF6wo9XD01hIigp1GQsGs5W9hVIsq7ZQANt7a90XVpvISz+6D9PS1PnHYLZyolIKASOngZPLCGTbb2VuId/sOOlyjsUmcuuy4GyJy0pdsJ0s/JXdXs+SvAJY65AKbtbwNPokuCYJ8Heu9EbPuDASI0MwW0UKalt/y7k70yshHJUA1UYL+wolp5rOtgKoKICdmI8bVuUuHpPRYtsp2RZJtse5aVJvoDH+nExlndmjnVRTe6ZA7HQCmaS1ahWTGgLe/rz/lMcy9Qaz/cussymA0HKluj3r4TgWBiRLysnfzunncm7uiSosNpHEyFDSm5gWtAYdZWvdE4GsUMqr2zFhWuIcHCQCKaO72Ii117MUZV8BbAy5U2u0cLxCUtxfmTcq4LnSG4IgMKrBm/uXIhU2m0i0l1RMTZ0FFfwnVKOmZ5ykyG9ucCBKbOdIE4GibAF3Ugoq6lh3QMojeblDwveWoFYJnJEZT8kekQW7itye48tOqiXbN/7YC8lMGZTMitwi1u4v4c5pA92Wl9+wPZYUFUpUMw3Z25tAt886Uj3ksXDRmJ48t2Ifv+SVct2ZmU7nOG7/toWXdkfZWvdEICuUFQ0hbDITnT3cAymjM2yJBwt5DG88eIofftnMjLPO8BlEvqVEONgAysEkco5WYLWJ9IwL44KRzfOw9sTK3EI2H5aUka2lKq5estXjuW25k9BVyUyM4Fh5nX0lvrOtACoKYCdDDua55Nd8RBEm9ounT5BXtw7pBT+yjLTOS8FfRePsQZJX966CSkprjG4fvPxOuv3blGDbRLV1Pc4emMRzK/ax8VAZRouVUE1jukE5MHFbbP9CcOxVW5NAVii3HZPsf5vatwZSRkffEg828keu7HTS2v0sbwFbbCJytrVNDWF5/AljFQhyuBdPa7Wx4VoqHbIqBTPYenclMzHCvhADkNDJbAAVBbATsTK30GV1bE9hNStzC4P6EOvdZ15zobVDkHgjJVrHsB7R7D6pZ/2BEv58ek+n41abyPo86cGMDFVjtYnKV247MTg1iuSoUE5VG8k5UuEUR3J7gxLTFh7AMoGsNLc1gaxQfrZVCtTc1AEkkDL8jX2n2Ig1j4iQxlessUEB3NygAHrLXx4ovrbyBUCnUbHsxjMorQkso4uCZ5p+fCV1shVAxQawk+ApmGeVF5u85hLt525pe78UzmlYBfx5f4nT73LU+y+2nQBgzb6SNg/yq9CIIAicPVDqK8ev5aIqAyerDKiEts9I0BJ71dYkEFvYRg935xiAgZQRaEB5hcBQqQT7KqDBItn/7SqQHNeCuQLoz1Z+kd6IShDaxRGnq9I0vmxn2wJWFMBOQFunBesXLZIaHdrhXwpTBiUD8NPeYr7cfoKNh8pYvsu9otweQX4VGpG37Nc5KOtyAOiBKVF2W6m2pD09U73hyWEhOkxrd1gQRdFrjEt/nR46ird5VyYiVDJ5MFhh2/FKLDaR9NgwMuJdPYGbS3fbyu8oZDZZATx4qrpTOUwpW8CdgLYO5qkS4NHswdz2yc4OaSclU6w3IAC1Jit3fboDkOruK9H6OQPOartKKgBS9hiVAPuLqymsqictJsyerWB0r7bb/u0sODosLPx6C9vKVAxMibQrbhV1ZqrqJVuNPgnubVz9taftyFviXYHIUA3FGDFYBX7Plz56zugb3I/nju7d3lXZ2eDEJnPVu1vcBmzvqCgrgJ2A9gjmOXNYSocIQeKJlbmF/OOj7S7KnrePr6Z5axXajtjwEHt4ivUN28CNGUBi26dSHRzZYeHC3jYEAX4/UsHx8joADjfkAE6PDSMsRO21DH9WOZuGgfrw+rEdYku8KxDZEIHAaIXNR6S5J9gOIMpWftuzMreQv3/kGtC7M+02dWkFMDc3l3HjxhEXF8d9992HKAa2NGs2mznttNP4+eefW6eCftJewTw7qp2UP7HLvOGvQq0QXM4eKG3ZrztQgsVq448GW6i28gDurMSGwoSGF/dX2yW71tYIcC4rnGMS28ZDtrsQ1WDeoDfDHw2B6ycEWQFUtvLblrY2y2otuqwCaDQamTNnDmPGjCEnJ4c9e/awZMmSgMp4/vnnyc3NbZ0KBkAgWTKCTUe0k/Jl8OwLfxVqheAi2wH+klfKnkI99WYrUaEa+jVxYlBw5cJR0kfXl9tPIIpih01xqOCK7ASyt1LAbBXpEaOjZ1zwg553lMDx3YFAzLI6Ml1WAVyxYgVVVVUsXLiQfv368cwzz/Duu+/6fX1eXh4vvPACffr0ab1K+onydedMc7e6ZUV5bG/F5qw9OC09hrhwLdUGC+/9egSAUb1iveZyVpCYMTSFMK2aw6W17Dhead8C7uwxLrsDsoPTvkppnGf1TWi1oOfKVn7b0FVyLHdZJ5CdO3eSlZVFeLjkaTVixAj27Nnj9/V//etfefDBB1mxYoXX84xGI0Zj42DQ66W8ppW1ldjUNr/lhWpC0ajkoKEWjBYjVouUPshsNnPuoET+dfEAFqzaT3G1yX5danQI988YRFZmGJW1lS7lhqhD0KolGxSrzYrBYkAQBMK1jR5odeY6+/a42WzGYDVQWVuJVus5HoxWrSVELQW9tIk26s1SJPSIkMYXUr25Hpvo/R40ladRaQjVSCt0oihSZ65zKTcy1IKNwB4sARUCITwyexA2q8UuMyY8xj4ZGy1GLDaLj5KcUQkqwrSNX/O1JmllJkwbhkqQvq9qDbV+3VOn+nroI51Gh1ol2XyZrWZMVpPb6731o7s+cjf+AsFsNjv9v8FiwGqzuoy/8ZnhrNhdzBfbDyECUToLZdUVXj9ewrXhLn2kVWsRbA2/mYz2+x4Ijn1kspowW80ex5/cNn/60V0fqVVqdJrGlRl/6yvLtFhqOHdwPN/9UcL/th7n4KkqbBhIjRbt9zyQch1x7COD0YDBaqCqroqY8MbQPI5zhL/4O0cYTcaAng9/5gh5/LnDUz966iN34y8QtBrpGTU1jNfh6SFU1la6HX+B4G2OOL1nFGWJIqel6aiu954v3R3NmSP8eT7c9ZG7d5Q/OMpzN497Gn+B0LSP6gx1mG1mEsOk51tERMTzXBkeYnT7XvZ3jvB1T/W1+oDb5IggBvpUdzDmzp3r1kZPrVZz+eWX8/rrr9t/S0pK4sCBA8TFeV8Beu+993jttdfYvHkz06ZNY/78+Zxzzjluz50/fz5PPvmk64EHgQBM8u7rcx9nxp4JwK+Vv/KvI/9iWMQwnh7wtP2cq/+4Gr01sA6/Of1mspOyAfij+g8eO/QYGboMXh38qv2c2/bdxnHD8YDKvSzlMualzQPgWP0xbt9/O9HqaJaettR+ziN5j7C7dndA5c5OnM1fe/4VgCpLFdfkXgPAV6O+sp+zIP95Nlb9FlC5MeKZ3N3rfkYmSMN97o65ALw//H1iNNKL7q2Ct1hR6l3hb4qnPnpl0Cv0CusFwMeFH/Np8acBleupj57q9xSnRZ0GwPKS5Sw6sSigcj31kbvxFyiOffR8/vP8VvWb2/EXKO76yN34CxR3feRp/AWCuz6aGDOR+zPvt58jj79AuCLpfn49NhmdSqSCDZwKXcDAsGE8P0iZI8D9+AsET33U0jkiTTOckOrn7H+XRV5BjTJHdOo54qb0v/LkNjVlpioKwq4KuNygzREG4DmoqqoiOjo64Hp0+hXAt956i/p6V83+5Zdfdllm1+l01NXVeVUAS0pKeOihh1i5ciUaje/b89BDD3H33Xfb/9br9WRkBJ6bd/To0WQPkR6Cur11cATi4yWbvunTp6PVagnZHwIBfsQMGzaM7LFSuRFHI+AQREZGkp2d3diGgocIcEGNAQMGkD1ZKmN3yW7YDyEhIU7lLvxwIQS4ING7V2+yZ0lllNSWQIMJpmO5S79YCgF+1E4dnMJDF80GGlapdki/Tzt3GkkRkm3aypUroTSwchMSEpzqJvfRWZPPYljSMAC2/LwFigMr11MfZWVlcXbvswE4mnMUTgRWrqc+cjf+moM8VuU+chx/e9aZ4FDgZbrrowEDBjB9wnRWr17NhIkTYH/g5Tr2Uc76HCj2PP4CwV0fpaalOt13efwFQnqvPqiOg8EmYGtYMS00qFH3HsPMYSkALZ4jQg+FSnNERPebIzz1UUvniIjwMMzV0n/HhWupDQmhpt79+AsEb3PExB4TWb16NYMHD+5Qc4S7PnL3jgoUT3NE0/EXKJ76aOaM6Wj7lHPrJ+sDL5TWmyMCpdOvAHpiwYIF5Obm8sEHH9h/i42NJS8vj6SkJI/XXXnllfTp04enn5a+qs855xyvK4BN0ev1xMTEcLLkZEAauact4LWr15KdnY1Wq23x9o6/W8CrVq1i5syZbbYF7CgvkO2d1XuKeGb5Xqe8xanRoTycPYTpQ1Od5Dgur5vNZr749gtmzpzZZlvA3y3/zuc9dSQYW8Ce+rG1toDX/bjOPlabbu9YbSJnPreak/pq9+0FUqJD+fHuc1y2g71tAS9fvpxZs2dhIbB+g+ZtAfvzbAR7C3jVqlWoe43m3s/3AfLWkxURMwICKkLtRv7B2AL++vuvmTVrVptuAftzX2WCsQXsTl5rbAGv3lPEo1/tpsbQGKonOVrk4ewhXDAys9W2gG1WG8uXL2f6zOmIqsBf8c3dAvbVj8HeApblteUW8I8//MiF51+IVqtlxR8neeLbbX69gxwJZAvY2z3V6/X0SOrRfVcAPTFu3Djeeecd+99HjhzBaDTaV9U88dFHHxEVFWXfOq6pqeH888/n0Ucf5cEHH/RbfkRIhNNgDwSNSoMmRINZcJ4QmluejFqldluG4yRiFszo1DoiQiL8VlZUgsptuY6KkSe8yRMEwW258kMyd1Q/5ozo6zPQrTtkmY6rxKGaUEJpmYewu/qGqEMCvqdNcewjGa1aa584m+JvP7rrI3n8BULTseo4kYHkuV2kN6PyYhdxSg+7Txi9BjN37COzTZKpElREaFv2bISoQ+wvC5mm4685z4anPvL3WTYLZkJUOhb8cAxZ+QMQUCM4/P3kt3uYPjQ1KHOETq1zGW/uxl8geJsjNGia/Xz4miPc4W8/uis3kDliZW4hd32yDxHnOI0leoG7PtmHThNud85wN/4CxbGPbFbpw1ur1jZ7zpHxd44I9Plw10ee3lHucJTnax73NP4CIUQdghAioFU1tm32aT2YMSytWe8gGW9zhK97ag1x/5HjL11WAZw8eTJVVVUsXbqUq6++mueee45p06ahVksPo16vJywszOWm5ufnO/19+eWXc+eddzJr1qw2q7uC/8hhahQ6NkqqquZzSC84rTA0JdiZgBRajq84cXJWoulDU7tN9IauSmd+B3XZMDAajYZFixZxyy23kJKSwueff85zzzUa4o4YMYLvv//e5bo+ffo4/dPpdKSmphIbG9uGtVdQ6Fooqaqaj97PnUFFee44+IpV2lnixCl0bbrsCiBIHsJ5eXnk5OQwceJEJ9u/I0eO+FVGe2cBUVDoCsipqoqqDG5XRQSkgLVKqipXov3cwVOU546DsuKt0BnosiuAMunp6Vx44YVeHT8UFBRaFyWYefPpFy2SGh2q5HntRCgr3gqdgS6vACooKHQMlFRVzUMlwKPZgwFFee4syCveitKu0JHp0lvACgoKHYtZw9OYPjS1RV5z3ZGZw1J486rTefLbPU62ZakxOp6YM1RRnjsY8or33z7chgBOZg+K0q7QUVAUwCAjx8qSU8K1BLPZTF1dHXq9vsWu/B1VptLGriEzUHnDkrQMS5LOq61xHxsw2DJbSnv348ReESz/21i2HqmgpMZAUqSOMX3iUKuEoMw3TeUpY7VlTOwVwQtzB/Dcin0UO3hxp0SH8uDswUzsFRG0fmuK0o9dQ6YvefL4aW445y4bCLq9KCgoaFYmEAUFBQUFBQWFQDl+/Dg9e/YM+DpFAQwyNpuNkydPEhUV5ZKKLlDktHLHjx9vVpTvziBTaWPXkKm0sWvIVNrYNWQqbewaMn3JE0WR6upqevTogUoVuEuHsgUcZFQqVbM0cW9ER0e32QBvL5lKG7uGTKWNXUOm0sauIVNpY9eQ6U1eTEyM29/9QfECVlBQUFBQUFDoZigKoIKCgoKCgoJCN0NRADswoaGhPPHEE4SG+pd8vDPKVNrYNWQqbewaMpU2dg2ZShu7hszWlqc4gSgoKCgoKCgodDOUFUAFBQUFBQUFhW6GogAqKCgoKCgoKHQzFAVQQUFBQUFBQaGboSiACgoKCgoKCgrdDEUBVFBQUFBQUFDoZigKoIKCgoKCgoJCN0NRABUUFBQUFBQUuhmKAqigoKCgoKCg0M1QFEAFBQUFBQUFhW6GogAqKCgoKCgoKHQzFAVQQUFBQUFBQaGboSiACgoKCgoKCgrdDE17V6CrYbPZOHnyJFFRUQiC0N7VUVBQUFBQUOiCiKJIdXU1PXr0QKUKfD1PUQCDzMmTJ8nIyGjvaigoKCgoKCh0A44fP07Pnj0Dvk5RAINMVFQUIHVIdHR0i8oym8388MMPzJgxA61WG4zqdTiZShu7hkyljV1DZlN5q/cU8dyKfRTrjfZzUqJDeXD2YKYPTW0Vma1Nd+zHtkBpY9vL0+v1ZGRk2PWOQOk0CmBubi7XXXcdBw8e5MYbb+T555/3ucW6bt06brnlFkpKSnj44Ye5++67nY4fPHiQ8ePHU15e7vT7okWLeOKJJygtLWXKlCm8//77pKWl+VVPuU7R0dFBUQDDw8OJjo5u0wHeljKVNnYNmUobu4ZMR3k/7S/l3q/yEFGjCg23n1NqhHu/yuPNyChmDfdvXvRXptKPnVNee8hU2thIc83NOoUTiNFoZM6cOYwZM4acnBz27NnDkiVLvF5TUlLCBRdcwLx589i4cSPLli1j7dq19uP5+fmcd955VFRUOF23YcMGHnvsMT744APy8/MxGAzce++9rdEsBQUFhQ6J1Sby5Ld7EN0ck3978ts9WG3uzlBQUOgMdAoFcMWKFVRVVbFw4UL69evHM888w7vvvuv1mmXLlpGWlsZjjz3GgAEDePzxx52uOe+887jxxhtdrtu/fz9vvvkm06ZNo2fPnlx33XXk5OQEvU0KCgoKHZWcoxUUVhk8HheBwioDW/LLPZ6joKDQsekUW8A7d+4kKyuL8HBpG2LEiBHs2bPH5zVTp061L42OHz+ehx56yH78u+++Q6VScf/99ztdd8MNNzj9vX//fvr37+9RjtFoxGhstI/R6/WAtHRrNpv9aJ1n5OtbWk5Hlqm0sWvIVNrYNWTKcgor6/w6v7CyFrO55aYujv/f2nSnflTa2Lll+pLX0noIoih2+DX8e+65B4PBwOuvv27/LSkpiQMHDhAXF+f2mosuuoisrCzuu+8+AGpra+nRowdVVVX2c44cOUJmZiaebkFZWRn9+/fnww8/5LzzznN7zvz583nyySddfv/oo4/sCquCgoJCZyKvSuC1PWqf5/1jqJUBMR3+FdLpUKlUzQrrodC1sNls2Gw2j8fr6uq44oorqKqqapbPQadYAdRoNISGhjr9ptPpqKur86gANr1GPj8Qbr31ViZOnOhR+QN46KGHnJxLZK+cGTNmBMUJZPXq1UyfPr1NjVzbUqbSxq4hU2lj15Apy/vrn8/l84KNFOuNbu0ABSA1JpR/XDYZtapl8U6VfnQ+r7i4mPr6+hbJE0URg8GATqdrs3i0bS2zu7SxrKyMkSNHul1Qknccm0unUADj4+PZsGED48aNs3sBV1dXExIS4vWanJwchgwZQklJCXfddZfL+UeOHPF4/bPPPstnn31GYWGh17qFhoa6xmHq8wAAa0tJREFUKKcAWq02aJNLMMvqqDKVNnYNmUobu4ZMXWgI8y8Yxt8+3OZyTH7tPTFnGLpQz3NwoHT3frTZbBw+fBi1Wk16ejohISHNVjJsNhs1NTVERka22UpiW8vs6m0URRGj0YgoihQWFjJw4EAXmS0dv51CARw5ciSPPvooN9xwA5988gk33ngjdXV1xMfHe7xm8ODB3HPPPTz++OPMmzeP8847z+n8/Px8rr/+erfXfvXVVzz66KOIokhKSkrQ26OgoKDQ0Zk1PI03rzqd+z7fRbXBYv89NUbHE3OGBiUEjEIjJpMJm81GRkZGi82HbDYbJpMJnU7XpspRW8rsDm0MDQ0lKSmJsrIyu9xg0imMDGpra7FarYwZM4Z+/fqRmJhIZGQkarUavV7v1hCyuroam83GpEmTyMzMJCYmxumhOu+887jssstcrisuLubiiy9m+vTpANTU1FBTU9N6jVNQUFDooMwansZfsnrb/77l7H5seGCqovy1Iortn4IjrbnV3ClGWm5uLqNHj+aOO+4gJSWFtWvXYrVaAckj+Pvvv3e55tChQ0yaNIlZs2aRlpZGUVGRk7PHd99959a27+OPP8ZqtbJq1SpAyuzR3CjbCgoKCp2dyvrGD+zEyJAW2/wpKCjAvn37+P3337FYLL5PbiU6xRawXq8nKyuLb775hpycHCZOnMjQoUOpqKjwaMen1+uZM2cOixcvZu/evYwdO5bBgwfbj/ft29ftl9add97JnXfe6dNDWEYJA9O55LWHTKWNXUNmd21jeY3R6b+DXZeO0MaOINNsNiOKok/PT3+wWG38frSKGms1KdE6xvWJb3XFvbS0lHHjxrFmzRoyMzPtv5eVlTF+/Hh++ukn+vTp41dZixYt4sknn6S0tJRzzjmHJUuW2LNxOR4766yzWLp0KT169PCr3I0bN3L99dezd+9ev86/7rrrWLp0KSEhIQwYMIA777yTiy++2N5PAEuWLGHp0qWsWbPGrzJtNhsXX3wxW7duJSQkBLVazbp169yam8n6hyiKmM1m1Gpnz/xuEQbmgQcewGw2s3DhQvtvGRkZbNq0ifT0dLfXXHbZZZx55pncfvvtAFitVnQ6ndMN86bk+asAKmFgFBQUujKv7lZxUC99LE9KsXFJ35YpJwru0Wg0pKamkpGR4dXB0Rc/7S/j+R8PU1xtsv+WEhXC/dP6cu6ghGBU1YWysjLmzZvH77//zs6dO+nVq5fX372xceNGrrnmGhYtWsSAAQO46aabSE9P5+233/Z6zBc7d+7k0ksvJTQ0lF27dvnVrltvvRWdTsedd97J8uXLeeKJJ3jllVeczMdMJhMmk4nIyEi/yvzwww/5+OOP+frrr1GpVFx00UUucYodMZlMHD9+nKKiIpfVwm4RBiY+Pp7c3Fyn3/zxAi4pKfH7/OaihIHpXPLaQ6bSxq4hs7u28Y3Dv4FesoOOSe5BdvaIVpfZmnTUfjQYDBw/fpzIyMhmG/uvzC3i3i/3uYTuOVVt4t4v9/H6FaOZNTy1WWV74+KLL7YrehEREfZ338UXX8wVV1zB77//TmRkpF/vxIKCAt544w0uuOACQErO8PzzzxMdHe10TBRFrrzySl555RWf5dbW1nL11Vdz66238t577/n9btZqtURFRTF8+HCGDx9ORUUFb775JjfeeGOzbfP69u3Lq6++andKHTVqFHV1dW7rJIeB0el0TJ482WVcdIswMOPGjeONN96wh4G55JJLMBqNXr2A5Ws+//xzSkpKuPTSS11WCz1tH69bt87uIbxw4UInBa8pShiYzimvPWQqbewaMrtbGyvqGndN9AZLq9Wju/ej1WpFEASnINCiKFJvtvpVttUm8uR3nvM3C8A/v9vLWQOT/NoODtOq/VZyFi1aRJ8+fbj77rvtbZB/79u3L3fddZffwa1vuukmp7/z8vLo378/KpXK6ZjNZiMvL49+/fr5LDc0NJTffvuNvLw83nvvPb8dbQRBcGrPrFmzePHFFzGbzXZlbMmSJSxZsoSff/7Z6dqlS5fy1FNPUVFRwc0338zTTz+NIAhkZ2fbzzl8+DCfffYZH3zwgds6ydvMgiC4HTvdIgzMGWecQUFBAf369SMnJ4cpU6YwaNAguxdwWFiYy42YOHEiN9xwA9deey33338/WVlZTJ061X7cUxiYkpISLrjgAq6//npeeuklli1bxujRo5kyZUqrt1NBQUGhIyGKIpUOCmBVfdvZzSlAvdnK0MdXBaUsESjSGzht/g9+nb/nnzMJD/FPRejbt69bu8W+ffsGUkUXysrKeOutt/jwww/dHluyZAkffPCBz3JCQkJIT08nLy/P5VhiYqJbR4ymCh1AWloaVquV8vJyr3aHv/zyCzfddBNffPEFvXv3Zvbs2QwdOpSrrrrKfs7jjz/Os88+yw033NBu+kWn8AJevXo1YWFhbNq0iYkTJ1JdXW3Xlj15Aa9cuZLk5GSWLVvG5MmTCQ0NddKwPYWBWbZsGWlpaXbbwccff5x33323lVqmoKCg0HGpNVkxWRtf7I7KoIJCa+MtG9ff//53xo8f7zVTlz9s3bqVHTt2uPwbOnSoy7nyiqgv34D333+fP/3pT5x33nkMHz6cq666im+++cbpnAceeIBly5bx2Wef8fXXX7eoDc2lU6wA7ty5k8mTJ/P222+Tk5PDhAkT7B69nrZxd+7cyUUXXcTdd9/N3r17GTRoEHPnzrUf/+6771CpVDz33HMu102dOtXuAFJYWOjROBMUL+DOJq89ZCpt7Boyu2MbS6qcU5JV1pkUL+BWkunOCzhULZA7f7pfMrbkl3P9+1t9nrf4mjGMz/RsPiUTqhYC8kZ29Fh1d12g3s2LFy9m/fr1bNu2zeW6xYsX88svv7Bu3TqP8twhn+d4fkZGhsfzRVF0Kr+oqAiNRkN8fLxLWY5lFhQU8PPPPxMbGwtIjhwjRoxwOicsLIyLL76Yffv2sXjxYubMmeNWvvz/reEF3CkUQL1eT2ZmJunp6XY7PrVaTUVFhcdcwHq9nqFDh9K/f3/69+9PbW0tJ06csB/v27evW+VRvk4mOjra6bqmPPvss269gH/44YegeQGvXr06KOV0ZJlKG7uGTKWNXUOmLO9YDYAGrSBiFgX0Bgvffb+c1ogo0t37UfYCrqmpwWQyeTzPEyNTQkmJCuFUtclj/ubkqBBGpoRiMdT5LK/aEHAVAMnhwp1zQk1Njd9OC1u3buXuu+/m448/JiwszOk6x2PJyclUV1f7Xbe6ujpsNpvf9TCbzZhMJvv533//PaNGjXJa+DEYDFgsFqcyU1JSuO666/jb3/5mL0eW+9hjjzFjxgzOOussACwWC6Ioeq2TwWBg/fr1br2AW0KnUAA1Go2Lo4VOp6Ours6jAtj0Gvn8QGX5uk7xAu5c8tpDptLGriGzO7bxl7xS+GMbfZIiyTtVC8CZU6YRFx68iArt3ca2oK28gJ+YM4y/f7QdAZyUQMf8zXGxMc0q2xfyapWjF7AjTb2APdnvFxcXc8UVV3D//ffblST5esdjkyZNorq62ilZQ2VlJVFRUS4rZTLh4eGoVKqAvIBFUaSiooLvv/+e1157jXfeeYeoqCj7drBOp0Oj0TiVef3113Pttdfyl7/8hcTERJ566ilsNhufffYZ/fv355577uHDDz9ErVazZMkSnnvuOcUL2BPx8fFs2LDB7gV84403+hUGJicnhyFDhlBSUsJdd93ldL4nT9+4uDi+/vprXn31VSoqKpg7d65XOYoXcOeU1x4ylTZ2DZndqY16o7RllRyto7DKSI3RQq0ZkluhLt29H915AQdK9ogevKkSmP/NHor0jUt4bZG/2dFj1V39m7Zr1KhRvPTSS06mWQCffvopp06d4rHHHuOxxx6z/y6KotdjAAkJCWzfvp1Ro0a5raMsPxAv4Lfeeov33nuP4cOH8+GHHzJ16lSnNror8+yzz2b+/Plcc801FBUVce6557Jo0SJUKhW33XYbx48fJzs7m9DQUO69916uuOIKt/Jb2wu4UziBjBw5kpUrVzJmzBhycnLIycmhrq7OaxiYwYMH89FHHzFv3jw2btzI+++/bz9f9vSV4wwtW7aMtWvXAtJX2K+//sqyZcv49ddf+eWXXzx+TSgoKCh0ZSrqpK3IuPAQYsKkl01lXeDbkwptx6zhafxy/zm8PW84L102ko9vymqz/M0VFRVus32Ioujy+5EjR1yUP5Cyccm2d47/mh6zWq1UVFTY08LKcjwpfwDnnHOOR78BdyxZsgRRFDEajWzdutVtfa+99lq3HsPXXHMNeXl5VFdX89VXX5GcnAxIiuILL7xAaWkpJ06c4K677vK7PsGmUyiAtbW1WK1WxowZQ79+/UhMTCQyMtIeBsadIWR1dTU2m41JkyaRmZlJTEyM3SbPm6fv/v37sdls1NbW0q9fP2JiYjAYmmkMoaCgoNCJqahtVABjwxsUQCUUTIdHrRIY1zuGC0b2YEK/BCV/s4JbOoUCmJuby+jRo7njjjtISUlh7dq1dq3fUxiYQ4cOMWnSJGbNmkVaWhpFRUX2rwjZ01fewx8/fjzbtm0DoKqqimuvvZaZM2eSlpbG0aNHCQsLa6OWKigoKHQc5CDQcRGNCmCVEgpGQaFL0ClsAPV6PVlZWXzzzTfk5OQwceJEhg4dSkVFhcflXL1ez5w5c1i8eDF79+5l7Nix9tAxsqdvnz59EEXRyUNY9vDZs2cPe/fuZcmSJWg0nm+TEgamc8lrD5lKG7uGzO7YxrIaafcjOlRFdKjG/lsw69PebewoMt2FgWkuvkKytAZtLbO7tbE1wsAIoq+Ihh2ABx54ALPZzMKFC+2/ZWRksGnTJpf0bjKXXXYZZ555pn2b12q1otPpMJvNXo8dOXKE2bNnk5iYiF6vZ9euXaxfv97JG8mR+fPnuw0D89FHHwUtDIyCgoJCe/D6HhUHqlT8pb+VQ9UCvxWrmNXTxuyMtnnhdifkMDAZGRmtkrdeoXNiMpk4fvw4RUVFbsPAXHHFFVRVVTUr6kinWAGMj48nNzfX6Td/vIBLSkrcnu/tWJ8+fdizZw/79u3j/vvvJyUlxaPyB0oYmM4mrz1kKm3sGjK7YxvfzN8IVdVMmTiOiCMV/FacT1LPPmRnD241ma1NR+1Ho9HIsWPHiIiIaLHZkSiK9hAp/ubzbSltLbO7tLG0tBSdTsfZZ5/tEnGkW4SBGTduHG+88YY9DMwll1yC0Wj06gUsX/P5559TUlLCpZdeal8t9HYM4IUXXmDBggWUlZUxZcoUysrKSEhIcCtHCQPTOeW1h0yljV1DZndqo5z7Nyk6nPhIKR5qtcHSKnXp7v2oUqkQBAGDwUBERESL5PgKydIatLXM7tJGk8mEIAiEhYW5bAG3dPx2CgXwjDPOoKCggH79+pGTk8OUKVMYNGiQ3QvYXTDJiRMncsMNN3Dttddy//33k5WVxdSpU30eW79+Pe+//z7Tp0/HYDBgMpm45557WLJkSVs3W0FBQaFdKW/wAo4N1xLbEPxZ8QJuHdRqNbGxsZw6dQqQghY3d5VJVhwMBkObKkdtKbOrt1EURWpqaigtLSUpKalVwtF1CgVw9erVhIWFsWnTJiZOnIjJZCIxMRGQvIDdBZNcuXIlycnJLFu2jO+++47Q0FB7h3k7tmXLFiZMmMB///tfcnNzWbduHW+88UabtldBQUGhvak3WTFapBWP+IgQYu1xABUFsLVITU0FsCuBzUUURerr6wkLC2vT7dG2lNld2lhRUcGwYcNapfxOoQDu3LmTyZMn8/bbb5OTk8OECRPsHr2evIB37tzJRRddxN13383evXsZNGiQXUn0dmz48OH85z//Ydu2bYSGhvLuu+8yfbrnZNyKF3DnktceMpU2dg2Z3a2NJbWSwblWLaAVbESGSB/JlXUmxQu4FWUmJiYSFxdnzxHbHCwWC7/99hsTJ070GsUimLS1zK7eRkEQEEWRvLw8LBaLW4WzW3gB33PPPRgMBl5//XX7b0lJSRw4cMBjLuCLLrqIrKws7rvvPkAKJt2jRw+qqqq8HgOYPXs2K1euBCR7wXXr1nk0ylW8gBUUFLoiBbXwr10aYrQi/xxrpbAOntupIUIj8sw4q+8Cuhk2EQ7pBfRmiNZCv2gRJf6yQmvSLbyANRqNi6OFTqejrq7OowLY9Br5fF/H/vvf/3L06FH27dtHUlIS9957L1dddRX/+9//3MpRvIA7l7z2kKm0sWvI7G5t3HxUD7u2khofRXb2RE5VG3lu5zrqrQKzZs1GFSTtpiv046rdxTy7fB9F+sbdoNToUB7NHszMYSldoo0dTabSxm7iBRwfH8+GDRvsXsA33nijX2FgcnJyGDJkCCUlJdx1111OYWA8HXviiSfYt2+ffYtZ5rvvvuP88893kaN4AXdOee0hU2lj15DZXdpYbZLt/0LRarUkRElbwDYRDDaBmNDg1qez9uPK3EJu+2QnTbfSivVGbvtkJ29edTrnDkoMqkx/6S5jtbu2saV16BSp4EaOHMnKlSsZM2YMOTk55OTkUFdX5zUMzODBg/noo4+YN28eGzdu5P3337ef7+1Y3759ueeee6ioqKCiooKvv/4aoNWMMBUUFBQ6IvY8wBHSS0anVROmlTwRlXRwElabyJPf7nFR/gD7b09+uwerrcNbWil0QzrFCmBtbS1Wq5UxY8bQr18/EhMTiYyM9BoGprq6GpvNxqRJk8jMzCQmJsZuROnt2FlnncXChQvp378/YWFh3HPPPfTq1YvMzMw2b7eCgoJCe1FR16AAhjfutMSGa6mvslJZb6IXio3zlvxyCqsMHo+LQGGVgZyjFW1XKQUFP+kUCmBubi6jR4/mjjvu4NFHH8VqtWK1SkbInsLAHDp0iEmTJjFr1ixiYmLQ6XR2Rw5vx+68805OnjzJU089RWlpKTabjTVr1rRpexUUFBTaG/sKoIMCGBOmpbDKoISCaeBUtWflz/k8I8GP4qag0DI6hQKo1+vJysrim2++IScnh4kTJzJ06FAqKio8hoHR6/XMmTOHxYsXs3fvXsaOHWu36/N2TKfT8corr/DKK6/w+OOPU1VVxYgRIzzWTQkD07nktYdMpY1dQ2Z3a2NZjTSvRevU9t9jwqRXRll1fdDq1Jn7MSHcv1dofJiaqiDJ9IfuNlbbio7Wxm4RBuaBBx7AbDazcOFC+28ZGRls2rTJKYWbI5dddhlnnnkmt99+OwBWqxWdTofZbPZ6TMZqtdKzZ0/WrFnDkCFDPNZNCQOjoKDQFXljj4r9VSqu6m9lXJL0mnh3v4pd5SouzrRyVmqHf3W0OjYRntymptIE4M4rWiQ2BJ443aqEhFEIOt0iDEx8fDy5ublOv/njBVxSUuL2fG/HZNauXUtiYqJX5Q+UMDCdTV57yFTa2DVkdrc2LjqaA1XVnDNhLGcPTALgV9NudpWfoGffQWSf0zfoMjtjP2r7FLv1AhYa/vf//jySqQPjO3UbO6JMpY3tGAZmy5YtfP311/To0YNbb721VdOijBs3jjfeeMMeBuaSSy7BaDR69QKWr/n8888pKSnh0ksvta8Wejsm89///hebzcZtt93Gq6++6lGOEgamc8prD5lKG7uGzO7Sxso6KRNIYnS4XXZcpDTXVRutQa9PZ+3H80f1RKNRc/d/d1JnagyQnRqj44k5Q5k1PM2+u9RZ29iRZXbnNrZbGJi3336bp59+mpSUFHuolNbijDPOoKCggKioKHJycli5ciWDBg2yewG72wefOHEiW7duJSsri19++YVly5bZQ7l4Oybz1VdfceLECZ566qlWbZuCgoJCR0T2Ao539AIOk/5bcQJxZtbwNE7vFWv/OyU6lA0PTGXW8LT2q5SCgg+arQDW1dWxdetWcnNzPWbjCBarV68mLCyMTZs2MXHiRKqrq1GppKqPGDGC77//3uWalStXkpyczLJly5g8eTKhoaH2a7wdA9i9ezclJSU888wzxMbGtmrbFBQUFDoaRrPVvpoVG9G4yhAbLv13Vb2pXerVkTleUW//74pas1uLQAWFjkSzt4Cff/55Pv74Y8aPH8/ZZ58dzDq5sHPnTiZPnszbb79NTk4OEyZMsHvtevIC3rlzJxdddBF33303e/fuZdCgQfZQMd6OASxbtoy0tDQiIyNZs2YNU6ZM8bjFrXgBdy557SFTaWPXkNmd2liil5QZjUpApxLtv0eGSB/KFbUmxQvYAYvVxgkHBdBktXGyooaUaF2ryfRGdxqr3bmN3cIL+J577sFgMPD666/bf0tKSuLAgQMeVx8vuugisrKyuO+++wApmHSPHj2oqqryeuzYsWMMHDiQ8ePHM2PGDL788kt69erFF1984VYJVLyAFRQUuhonauH5XRqitCL/N7bRri2vSuC1PWpSwkQeHmX1UkL3oswA/9yuQS2IRGuhwiRw53ALmVHtXTOFrky7eQGXlJSQlJTU3MsDQqPRuDha6HQ66urqPCqATa+Rz/d1bMmSJaSkpLB69WpCQ0O544476N27N6tXr2bGjBkuchQv4M4lrz1kKm3sGjK7UxsHjxwLu3aQGhdJdvaZ9uP7iqp5bc9GrOpQsrPPCarMztyPvx0qg+1b6Z0QQVJUKJvzK8gYPJrskWmtJtMb3Wmsduc2tpsX8IIFC6ipqeGBBx5o9TRpbRkGpqCggHPPPdeuIEZFRTFgwADy8/PdylG8gDunvPaQqbSxa8jsDm2sNtoAiIsIdZKbGC1lTKqqN6PRaIIa/aEz9+NJvWQT2SshgoQISQEsqja5lN+Z29hRZXbnNrabF/ALL7zAo48+ygsvvMDtt9/OiRMnWlQRb4wbN47169czbtw44uLiuPnmm/0KA7NixQqGDBlCYmIiDz/8sFMYGE/HMjIyWLVqFYIg2P/t3LmT3r17t1r7FBQUFDoSFfWSbZGjBzA0egGbraJTyJPuzrFyaQepV3w4PeMkJbnAwSZQQaEj0mwFEKBnz568/vrr3HnnncyfP597773XaWUtWLRlGJhLL72UwsJCFi5cSG5uLrfffjsRERGceeaZLjIUFBQUuiL2PMARzisMOq2KEI302qisV0LByDgqgOkNCuCJSkUBVOjYtEgBlOnbty9vv/02N9xwA/feey+PPPIIlZWVwSgaaNswMBEREcTExLB06VLGjh3LTz/9xDfffENUlGLNq6Cg0D2Qlbu4JiuAgiAQGyYphZV1SigYmeMNCmCG0wpgXXtWSUHBJ0FNBTdkyBDef/99duzYwa233sqQIUO46667iIyMbFG5bRkGZsuWLWi1WkpKSlCpVAwfPpyhQ4d6rJsSBqZzyWsPmUobu4bM7tTGshppTovWqV1kx4RpOFVtpKy6HrO55ZEOukI/Hi2rBaBHdAgRoWoATlTUYzKZEAShS7Sxo8lU2tjBw8Bs2rSJf//738yfP99nTl1vtGUYmOeee45169bxwgsvoFKpuO666xg9ejRvvvmmWzlKGBgFBYWuxn/2qthbqeLKflbGJzu/Il7JVXOoWuDagVZGJ3T4KGKtTp0FHvpdWkt5frwFjQD3bFYjIvDUGAvRnn0VFRRaRLuFgfGHrKwsPv300xaX05ZhYB588EEefPBB+7EFCxZw8cUXe1QAlTAwnUtee8hU2tg1ZHanNqrDY6CymskTxjJ1kHO4r28rtnNoXwl9Bw8ne1xG0GR21n7cfVIPv28iISKEP82RQoX9a996CqsMDB4zkVEZsZ2+jR1RptLGdgwD0xSz2cy//vUvvv76awoKCvjhhx+47rrr+OSTT+jbt2+Lyo6Pj2fDhg2MGzeOgwcPcuONN/oVBiYnJ4chQ4ZQUlLCXXfd5RQGxtOxpm264YYbKC0txWg0ug33ooSB6Zzy2kOm0sauIbM7tLGy3gJAUnSYi9y4CGm+qzbaglqnztqPjSFgwu3l9YwLo7DKQFG12UlGZ21jR5bZndvYbmFgmnLrrbfyv//9jxtuuIHq6mrCw8PJysri5ptvbnHZI0eOZOXKlYwZM4acnBxycnKoq6vzGgZm8ODBfPTRR8ybN4+NGzfy/vvv28/3duziiy9m06ZNgJTu7tChQ8THx7tV8hQUFBS6IhUNDh5NnUDAMR+w4gUMzh7AMj3jpP9WPIEVOjJBUwA///xzPv/8c26++WbUajVqtZq7776bzZs3t7js2tparFYrY8aMoV+/fiQmJhIZGek1DEx1dTU2m41JkyaRmZlJTEyM3SbP27ERI0Zw11138fnnn/Pss8+iVqu58MILW9wGBQUFhc6AxQa1RinGX9M4gACxDb8pXsAS7hVAxRNYoeMTtC3gjIwM1q9f75QV5ODBg0HJEpKbm8vo0aO54447ePTRR7FarVit0gQ1YsQIXnrpJbsXr8yhQ4eYNGkSs2bNIiYmBp1OR1hYmM9jDz30EEePHuXyyy8nNjaWxMRErrzySo91U7yAO5e89pCptLFryOwubayVdn9RCaBTiy6yI0OkdYOKWlNQ6tXZ+/FoaYMHcEyovczUKElJPl5W5/Qu6Kxt7IgylTZ2IC/glStXMnfuXE4//XS2bt3KhRdeyC+//ML777/vNoduIMhewA8//DA5OTlMnDiRoUOH+uUF/Kc//Ym9e/cyduxYBg8e7OQF7O4YwHvvvcdrr73G5s2bmTZtGvPnz+ecc85xK0fxAlZQUOhKnKyDBTs1RGpEnh7nmu1je6nAkjw1/aJEbh+uZAP55zY1ZUaB24ZZ6N/g97e/UuCNvWpSw0QeGqXcI4XWocN4Ac+aNYs9e/bw8ccfM2rUKHr27MmCBQuCsgIoe+2mp6fbU7b56wXcv39/+vfvj9VqdfECdnespKSEhx56iJUrV6LR+L49ihdw55LXHjKVNnYNmd2ljW98/iMAybGRZGe7ZkCKOVTGkrytqMOiyM6eGBSZnbUfLVYbd2/+CRC5ZPZU0mJ0AAwtq+WNvb9SZVEze/YMLBZLp21jR5WptLEDeQGDlBHkkUceCWaRgOS1m5ub6/SbP17AjmnpHM/3duzOO+/khhtuIDk5md9++82+1ewJxQu4c8prD5lKG7uGzK7eRnkLOCEyxK3MxCjJXKbKYA5qnTpjPxZV12G1iYSoVfSMj0SlEgDolShljqo326gxQ1SINmgyA6Grj9X2kNceMju8F3BrMm7cONavX8+4ceOIi4vj5ptvxmg0evUCHjduHCtWrGDIkCEkJiby8MMP21cPvR376KOPePHFF0lPT+ess85iw4YNzJ49m+eee65N2qqgoBBcrDaRjYfK+HrHCTYeKsNq6z7Bi5vTdlkBjHXjAAIQY08Fp3gByw4gPePD7MofQKhGTUq0tDCgOIIodFRaNRB0sDjjjDMoKCigX79+5OTkMGXKFAYNGmT3Ag4Lc41VNXHiRG644QauvfZa7r//frKyspg6darPYz/99BOXXXYZ69evJzk5mbPOOovIyEhuueWWNm+3goJCy1iZW8iT3+6hsMpg/y0tRscTc4Yya3haO9aseVhtIlvyyzlVbSA5Ssf4zHjUDoqHI81te22DXufOAxgaw8AYLTYMZis6rbqZrQkOgdyTYOPOA1gmPTaMYr2Rgop6hqREtEl9FBQCoUUKYGZmJoLg+0E7fPhwS8SwevVqwsLC2LRpExMnTsRkMpGYmAh49gJeuXIlycnJLFu2jO+++47Q0FBUKpXPY6mpqSxevJjx48cDEBsbS21tLbGxsS1qg4JCW2G1iWzOL2drqUBCfjkT+ie32QuxI7Eyt5C/fbiNpmteRVUG/vbhNt686vROpQQGotC1pO21FmmsxEa4316KDNWgUQlYbCKVdWZSY9pPAWxvBd+bAtgzLpxtxyo5UaHEAlTomLRIAVyyZEmQquGdnTt3MnnyZN5++21ycnKYMGECgwcPBuDIkSMer7nooou4++672bt3L4MGDbIrid6ODR06lKFDhwJQU1NDamoqZ57paggt09ZhYKw2kZyjFZyqNpIcFcrY3nFBfbk3ldnW8tqCjubK74tA+mDV7mL+b/k+ivRGQM3SvBxSo0N5NHswM4elNLcJPulo/Wi1icz/ZreLAgQgAgLw5Le7OWdAgt/juT3buHzXSe78LNejQvfq5SPt/duStjuGgYnRqT22NSZMS1mtiVJ9HQnhjQpgc+YLf+9r07LLa03c8ekuv+5Jc+T5w9HSGgDSHULAyPSIkbaAj5XVdLo5pzPIVNrYgcLAtCZyGJjXX3/d/ltSUpJfYWDuu+8+QAom3aNHD6cwMO6OySxfvpzLLruMPn36sG3bNo/Glm0ZBmZnmcAXR1RUmhon1NgQkT/3sTGyFZKyt7U8BVcC6YOdZQKLD8hmvY4vXem86wd2n37LqxJ4bY/vlal/DLUyIKZj3xObCE9uU1NpAud+lRGJDYEnTreiElre9rf2qthTqWJePytZye7vzTM71BTXC9w21EL/GOm31pwv3JUtIDaMbN/3pLV4YZea47UCNw6yclq8cxt/LRb472E1w+Js3DzY1nqVUOi2dJgwMK2JHLbFEX/DwDQ939cxmRkzZrBixQpuu+027r//fv7973+7ldNWYWDWHCjnvY07Xb52q0wC7x1Qe/zaba5Meo7ivY2uKw6tJa+7ufL7s1Kyanex331utYk8++J6wIgrAgKwojic+6+cHPTtYKtNZNOhEtZs3MrUCWPI6pfU6lvOvmR+u6sQ9vzhs5y+w0aRPcK/rcL2GqtvfP6jk+LjikClCZKGZnFGZnyL2m42m1n4xxoAzj5jDOcOSXZ77fsntlB8rJLBI8cwY2hKQGPVXRu93VdPZYtuFT8Z53sSiLxAeHzHGsDC3GmTGJQa5XQsKq+U/x7ehiUkmunTx7X7nNPVZCpt7EBhYF5//XWuuuoqYmJiXI7V1NQQGRnZ7LLj4+PZsGED48aN4+DBg9x4441+hYHJyclhyJAhlJSUcNdddzmFgfF0DGDRokU88cQTlJaWMmrUKBYvXuxRAWyLMDAqtYanV+z3uqXz9Ir9zB6RHpQXr02EBavy2kwedC9Xfm92S9OHprIlv5yiqnqe+n6v332Qc6isYdvXPSJQWGVke0E1E/olBK1Nzm1RszRvR6vbYPkjMy3WP6P7tNiIgMdAc8dNc50V9H7u8pTVWdBqtS1uu+wEkhjt6lwnI+cIrjHZgjY/ubuvVpvosWx/2JRfQVmdxe39bunzX1Vnpqpe2i/PTI5Gq3V+ncqhYE5UGuwxZTtK+JCuJLM7t7HDhIF57bXX2L9/P59++il//NH49fm3v/2N5ORk/vOf/zS77JEjR7Jy5UrGjBlDTk4OOTk51NXVeQ0DM3jwYD766CPmzZvHxo0bef/99+3nezv2xBNPcM899/DBBx+Qn5+P2WzGYDB4lNMW5BytcFIWmiK93A1syS8PirxDesEPZSJ48roTsnF+0/4sqjJwy4fbGPN/q5n39ibu+u9Oyms951pt2genqv0bo/6e5w/e2vK3D7exMrcwaLIClTk+M57UaNcPMxkBSeken+l5DgkmK3MLmbRgDfPe3sQdn+xg3tubmLRgjV/3KNrPOT45SgpCPD4z3h6Q2B2+2i7bAMZFeP7AjglvDAWzJb+81eYnX2X74rW1hwK+3/5yvCG8S2JkCBGhrmspcj7gGqMFvcESNLm+cHQC25xf3iZhj9pDpkLLCZoCmJ2dzYwZM3j55ZeZOnWq3b5u6dKlfP/997z88svNLru2thar1cqYMWPo168fiYmJREZG2sPAuDOErK6uxmazMWnSJDIzM4mJibHb5Hk7JooiFouF6upqLBYLFovFnie4vThV7VkZcz4vOC93f1ccgqlMNJfOFOPNahN58ts9HldKIPDYanIfyC9/X/h7ni/8acuT3+4Jan8EIlOtEhjT27ty98ScoW3iHd1SRblftBiQMqtWCdw/a7DXMj213WK1UW+Vfo/zEAYGIDZMOlZZb/Z7Hvj1YIlfz6njM/3rwVK/yvYH+X6v2l0clPJkD+AMNx7AADqtmsRIORZg23gCyx8aVy3OYWmemqsW5wRd8e0IMluTzvROaSlB2wL+4IMP2LBhA8OHD6e8vJwePXpwxx13YDabGTlyZItCweTm5jJ69GjuuOMOHn30UaxWqz1Dh6cwMIcOHWLSpEnMmjWLmJgYdDqdXZHzduyf//wnAwcO5O6776ayspJevXqRlZXV7LoHg+Qoz5O/83n+vdx9bUUFuuLQXrR3CIhA8bWS2xyarvp4Kl8AUoO44hXIqk/TLWd3408u09v2qL8y/736AAOSI/lhTxEgxa1zVKw1KoHXrhjdJmPEl9IqeeTuYfrQVI/KqEqAGydl8n/L97k9LuKq0J2slBQOtUpweYE9f/EIj22vqpfukyA0Bnx2R6zDCqC/88Braw/Z/9tb+Jqmz3SwaNyO3sf9Q1penrcQMDLpcWGU1hg5UemfAtiSmIbNDf3THjI7Kp3tndJSgqYApqSksHz5cnQ6HRs3biQsLAy9Xk9MTAz19fUtWkXT6/VkZWXxzTffkJOTw8SJExk6dCgVFRUew8Do9XrmzJnD4sWL2bt3L2PHjrWHjvF2DOCqq67iqquuoqysjP79+/PMM894rFtbhIEZ2SOS1OhQivVGty8S6eUeyuieUT5lOocJkXAME2I2m+kXLZISHcopD/IAUqJCMJnNfLH1WIvCwzTXrX7V7mJu+8TVMNxXCIiWyGwuspzCyuBlBHDX54/MHsQ/Ptnp8ZpHZg/CZrVgC0Ju+sLKWr/PM5sbnaHcjb/YMA0gUFnf2B/uQtf4K/O1tQft/z0wJZKv/5bF1mOVHC2r4/Fv92CxifSK0wXc/80ZN5v9VFo3Hjzl4qwgO7rklAhsPnQcgBCNCpPF2aNUoxIYkhJhr1e1wcyi9ZKy9eyfhtEjRscpvYFXfz5Mfmkdh05Ve2zDKb2kqETrNF7HSlSotHlUUWtkdM8or/OTOxyf06kDpXZ7CnXjC5Ug2S37g2wLe0gvtPj5zy+RQsD0jPU8ltJjQtl5HI6X1ZKG97Hja272RnND/7SHzEDx5DAX7Hncn3eKPFaVMDBN+OOPP7jlllvYsWMH/fv3Z9iwYaxfv56UlBSSk5Mxm838+OOPzSr7gQcekLzTFi60/5aRkcGmTZvsKdyactlll3HmmWdy++23A2C1WtHppAfV27GmZdTU1PD99997rFtbhYEJRoiPQMpoPLfpgys92hpBxCK2T3iYQMNidBT8Dc/hG/d9frIWFuzS0Dj9Np5/aaaNM1OD1zfNCTXia/z5GpOB3z/XMuQQJ7N7WpmV0fpjdWupwNI833W+eoCVMYmN9XEX9gRELu5jIzVcMtOI0sCK4yoO1wickWTjiv6SYrjyuMCKAjUpYSIPjmx8Bv4oF3hnv5pQtcj8062Eu/n8P6SHV3ZrSNaJPDLa85eC3K4B0Tb+McwWYN82HpOfU/D9THsq+9oBNiK10j0pqhP44YRvy6am97s5vL5HxYEqFVf0s3KGh3A5Xx9VseakirNTbfw503MomJbO763xPLaGzEBpq1BknfWd0mHCwJx22mn8+uuvTr/l5+fTp08f3nvvPXuqteYQHx9Pbm6u02/+eAGXlJS4Pd/bMZnFixezfv16duzY4bVubRUGJlur5XQ3X2uCILDw4tM430coC3/DhNx16QTW/PQj914+jZ/f2MzhUudVq/AQDXUmq5PyB80PD9Mct/rN+eVUbsrxcobnEBDNldkSZHl//fO5fF6w0auDjX8IPP/n4fxpdA+nX1/4IQ/IZ9rgZK4an86ajVv5XR/N3uJawlMzyc72bhcWCFabyOcvrve5Kv2PyybbtyG9jT93vwnA8qIwzp54GmW1Jk7LVKPZtxOL3zY5ruFv6lJP8NCXuzlkiiE7e6Kf5Ug0Z9wk5JezNM/bWJXo2X8I1shQe4Dj9za6BjgGgf8dcX7Gzj5eyaWLtrClRMWfJp2GxSbyc84+wMZDc0Zy3mmp9qtn2UR+eWMj+4trOBE5kKzMeJdVlRV/nITdufRIjCE727PpS1ReKUvztqEJjyE7ewLZgHX5Pt7feMylzp6RntO4gWPJydnqM9RNU9JidDwy23mlanN+OT8s9n2/i+oEYga0LGTRC/t+Aeo575wzGN/HvWlFxeZjrDm5D3VMMlDkduy0JISTvDr2++5i4LjPOsuhf5or03E1zhZSA+T7LTNQfIUWeumS4VCwIyjzuL/vlLiBY6nKy1HCwLjDaDRy6tQp5EVFtVrN8ePHuf7661tU7rhx43jjjTfsYWAuueQSjEajVy9g+ZrPP/+ckpISLr30UvtqobdjAFu2bOH2229HEARSUrwrM20RBkYu6/xRPZk9Il0KE6I38PR3eyitNWG2CT5l+RsmZOdJaVtjd1Eth0vr0Kjg1XmnY7LaSIwI5Z7PdlJncl0ZaGl4mEDuV1mdfx51cliMYMgMBrrQEOZfMIxbPtwW8LXxEVoeO28oC1cf4HhFPQar6FR3URT5PleyefvT6RmcOSCRqjyRcyYO4vr3t/FpzgnumDbIq2dnIGjBZ1uemDMMXagkz9f4c4cIFOlNXLNka7Pr2TT8zezTevDY13s4cKqGoxVG+if7F57KahPZJqfXK6j2O73ehP7JpMXoKKoyeNzaFIBnVhyw/60S8HguOD9j4/smMSojhh3Hq3jwy932czQqgRCNxmV8/2PqAG77eDuvrz3Ma2sb7bJlO6dqo7RKFR8R6vXZSIiSTHr0hsZnTO7fuaN6MGVwMnnFNU7b8Z7YcrSKP8r9my/+MaUfA1KiPNqq+XO/AX44oeKHpTtcwi/5YwcnOQmUUtBg19c7McrjverdEAqmsMoI8e7nnOaGcGqOvaQc+qc5Mptrn9mcUEvewv/YHb6W7+e8tMCeR0/4+07ZcrSKmgDngGDQ4cPAvPrqq8TExNC7d2/69Olj/5eZmdniss844wwKCgqIiooiJyeHlStXMmjQIK9ewBMnTmTr1q1kZWXxyy+/sGzZMoYNG+bzWHFxMdnZ2eh0Ompqauz/OgpqlcCEfgn8aXQ6N03uC8CS347gbie/Od50ssfx4l+PAnDhqJ7MPi2NC0elo1IJFOnbLhyNJ9ra4zWYzByWSlq0a71ko/qm04nQ8O+ZP53Gn07vyfWTpOfpvznOX/vbjlVSUFFPRIjaKXjvpH4J/9/emcfHdL1//DMz2fdE9kokErIgsYUkYlfRIChtLdWqKqooSlXRprrxsvvW2loroupHa00pKVJCg4RILAmxZCEisso2c35/jBkzk7kzd5K5k8nkvF+veJl77pznPvece+4z957Pc9DO3QYvaoT47mi6VpVtg9q7YVRn5VMw3gtrJTdpWtuKccn5YovEvp2FCXr4itcRP36dnUqxISpHAZ+Hr4cGqtxHsSVUNY3iNRafloeUh8V19qsVEXyyp67CWPBy7XZl85ym7r6Co9fFPyJqhCKVfeSVCEScqqi8qhb/3BK/VZncywfDOr4mPc/q2HDmHs7ls7sV9fB1wrCOryHMR/m8MtnzzebWrJh+SV3KGGlf2HoJkiF31MYLjH3htZepYFSJQOqjoj52TbmyXBWuNqYQEaLh/UBcP5OSXRWaplqSvV/t+PeeWlvPymvwa6Z2VMds7xUbztyrMwY0ZdWw1p4Afv3111i+fDmmTp2q9acqJ0+ehLm5OZKSkhAeHo7q6mo4OooHFyYVcHx8PJydnREbG4sjR47A1NQUfD5fbVlcXBwKCwul9Vhbi3/B6eOKee+EeGD137eRnleC5PtFCJF5DVHfX2vO1qa4XQn8lS5OlTCp56sAvr655hqiMlOGRPGq6le+LnO8acLN/FLklVTCmM/DxvFdUF71KkntyfT8Om3mqqBAG97xNfx47CbSckpwI7cY7dzFidcPpeQAAAa2c4WZsQA1NeInOTye+AfDjdwS/N+VHPzfFfF+2lK23Xki/nH0fqgHSGE2qmw98VtyDs5lPpWmYwG0G4zzAJgZ8bFzQhfEnryEEznq5yHJ2o/q4Ioztwtw9HoeZvRvo/J72lA5Dmrvho3vdsaMuKuoEb6qSRPxgiJPSiulCmNVyCqMhSKCb48q319yGOfvigPLc5mFiFh2mrGPSNLAlFcLUV0rQsKtJ6iqFcGrhQUC3MRjJpvrlC2aqNgl55vN+MeUfklZ+zL1hcclzH3hNbtXT0pfMDxkqo+KWt1TYmWUVQkx7peLGn3H2dpMpZJdFQTA4sEBrMb+hqq/G6o67ubtAEcrEzwtY869qszm1N1X6mQZaEqqYa0FgDY2Nujfvz8nr9RSU1PRq1cv/Pzzz0hOTkZYWJhUtcukAk5NTcXIkSMxZ84cZGRkwM/PTxokqiqbNWsWoqOjwefz4e3trTbw04UKmKkeS2MeooPcsO9yDpbH38TokJYqF0lXh6uNCaqra/D7XT5EBAhv7QBfR3Op/RbKZo0roYWFkfQ7bFTHqnxkYuEbfpihQvE6s19rXMh8onSptcZc0PuPK48AAH38nNDb99XNTCSsRX8/R/Rp01Ol4s3KhIf+/k44fuMx9l56gK8G+6NWKMKRa+Jfv4PbO8v1vWPXcrH1XN15OurU0myWqrtfWIHUR8UQ8HmY1MMTV87fQ1iv1jie9hh3C8px7FoOBr2su1NLa9iaG0lXTmgI4lfDVSAiId7wIEgtZVasK1NL920rfnp0M78Ut/Oew9tR+coZ2lQ59vJ1kE4enx/ZFgK+/GtfTWlhYYQLmU80UhirUyQroqqPmAkIeDyAEKCwtAJHUnMBAJGBLqitfdXGkuuUB80DFgmSM6uJil32WjqfVYgNZ9TPVZNF0r4xh9JgbsRDQVkVfjimerUTZX3BhA/YWxijqKIGz6qUjzkSFbUmUyQ0+eFgzOehRkRQVsX+2pO9btT1M1Us+iMNz2SCI2UKYyb1rSbUR3UsO8bZWRjDRKDZC1F1Px60sVxqk1EBHz58GMuWLcOmTZvQvn17bVQp5bPPPkNlZSXWr18v3ebk5ITbt28zrgU8cuRIhIaGShNSl5eXw93dHcXFxSrLJGRnZ7MKAHWlAmYiIZeHP+7LPwFRt0g6lJYRmAsgTQILAJZGBO+0fqW20lQppU5lJqveszEWJ7zV5MHgwWwe/smT950PAlEjq5SZIARYclWAZ1U8TGgrRKd6HkvGcx42ZQhgISBY0lWIrBIeNmYIYGlE8G0XISTjWH2VbWyVd3894uHYQwH8bUX4OPCVwvHYAz7+yuHjNQuC4a1EKK0FRCJgbxYftdJQgK1SlBmJkrM+asaN6XzcLOYj1EmItnbK+582VY6PyoHl14xgLiD4IUSIq4Xs1MF1edVmbOuQnCe2imQme4rX5oL/BKio5eGzDrX43w0BqkU8zO1QCw+FaZXKFc3saei1Wz+/64eyvrA8VYBHFTz0dROhnT1ROs6pzroAJdvV09NVhA72BLGZfBTXMNWhXoHP9vwNfE0IVwvxtRT/kIfMUj6YrnVJ3WzGKE19Z3M9MvVJIx6BhRFQUtPQuX0ElkbAm14i2Jpofm9ji96ogGfOnInCwkIEBwfD3t4eNjY2IISAz+cjKytLfQUqMDIyqiO0MDMzQ0VFBWMAqPgdyf7qyjRFVypgpkXS/7xQ9ymYukXSFRHwAaGIhxcKv6wrausqe429HkufvCleYjzw8N2b4n3ZqD53ZQrkfsmyzT8l4XDsVSCvAEODXNHXzwnO1qZIyynB0r9uq1Qp92vr0CAVMJunY7JI2tEpoBueJV2BpYkAn43uDzPj+t2UIkUEf6w8i/ySKtwzb4vk/GcAnmNIx5YYOqSd1OaG/X+rVVY+rwYK7APhqEaBqqjyJoTgf/87D6AcE/p1wOsdnKXnNLSaIGH5GeRUAOsz5H10sTEFD5DPA2hhDBD5PIBs6BfWBcV3kjF39AB0vv2szpNmZSpRCUm16bj53yMkFQiQ9DIhgGL/O3wtD0i/Xue7irBROcb99xC4loHOXo4YMrgLnFiqg2XhvfxXco2xrWNgz+7o7u3AWpGsaJVJUb/qViLuP6tAoVVrVIseoKWdGSa/1RM8nnyfiwLwucw1k/mkjNUTuXe7e2BQO5d65xiVUD+/64diX/jrxmMU/HcdgAgJeXwk5Ckf5wYKRfi/pf+guM6ScfX3O9iBoGvXLtiQkaJiL+UK/EBXK/Tt4YeCsmq0tKsC7qh/Wj22v/h67Nd/AH5fewHisV/ZrGbgjxwzBAb54Vl5NZ5Xq6pbc//VXY9M6mIAqCU8fDciCA5WJhr11brwUF4L/JopHv80vbdJaDIq4B07dsh9rq6uhkAgwMKFCxtct4ODAxITE6Uq4EmTJrFKA5OcnIyAgAAUFBRg9uzZcmlgmMoA4MyZM1Ll8qpVq+QCPEV0qQKWpaGLpEvUdI6Wppi9L0XpcnPKlL1DOraEkZGgznwNAU+sFpZceGxUn4qvMR6XVGHG3lRW8ziKX9Tg7B3xXM3p/drCz9UaQhHBvP9LU7q/xJfvjt2EtVl7jdWcEpgyxS8eHAB7S1OVc13i08WRRmQ7V1hb1H9OnDGATp72OJ6Wj/X/vFJynswoQF//p9Jzx3ZJPzYKVMW+cPtxKTILymEi4OONoNdg/HIkMTY2xtW7T1EtVN4zH5dUYcPYTnXOFfBqJRCJ2vxxifK5Y5L5YKE+TvjrDuoo5NnMN9r73yOlxybb/9zslL8aVoSNyvF6TikAcbsZGxuzUqsqzhFUnA+qrg7JeZL0cbYKWWUoU9TbWZrg/rMKHEx5Of0gyJ1xTDYGENFWfPO7wPKV7OCg1+qsIlMfGuK3psj2hfi0PKWvNpWNcwm381FcWQsHC2OsGd0RRRU1rFXUikhe3/rYlOOZ4q96BiT3g+paEb74v2tIzy/D+O3s1PeK12Nqbhkeq1m+9Fl5DebuVz5WNxRV16O6+yYPwI9/3Ubi/H4Q8Hms+6o6NLm3KUPvVcC9e/dGixYtcPnyZSxduhQjRoxAVFSU0uBIU4KDgxEfH48uXbogOTkZycnJqKioUJkGxt/fH3v27MGYMWNw4cIF7Ny5U7q/qrKCggJER0cjOjoaABAbG4uEhIQG+6BtGrpIukRNx+fzVK41rEzZO6i9GxLn90PcR6FY8VYQzI35EBLAzvJVZ6yP6lMq72exhuxfafmoForg52INP1fxpHM2S4Xll1Th/R2X67VmJZMSLq+4EtP2XFWpIhQS4FiaWFgztKN8/j5NiU/Lw/GXKV9kKSqvlltblu2SfrKwVaAefjnnq4+fk9ySYeqECTwA3x7NQDdvBzk1p0TdPqzja+jRxhEx0cqVnJLPytayla2DSSWqbmk2AuDLg9dx8GoORCICJxXLMGqickx99BwA0NHDTnqsTGpVifL7pzGdsHtiV7zXRojdE7sicX4/uZuHujoA+fOkqUJWFmVCBVszcdQvWT5uYDvXOvsoQyIOYToGTdWj6miI32xRPGZN18qOvSjOn/hWiAd6tXXWSEWteBwAsPANf/B57JcRldwPrM2MwPDbTaU92X7Gdu16TVg8OACr3w6Gg6VJvfqNRKm7+uQt1ktYAur7Kls0ubfpkgYFgPn5+fj111/x3nvvwc3NDV27dsXvv/+OhIQEbNq0CYWFhfjnn38afJDl5eUQCoXo0qULfHx84OjoCCsrK5VpYEpLSyESiRAREQFvb2/Y2tpK5+SpKouNjYWbm5t0lZCvvvoKW7dubbAP2qa+aTUUL5L6KnslN9tRXTwwvJM4FciBlwpToP6qT7apZP5MFduKlgmm6nNOJBN2lQWBcml07jxFzCH2SjhJvceu5eLivWc49oCPwvJq2FsYI6IeA7vsMTEFWIqDjI8NgevLV67a5ElJJQ5fEweA0QrBrLr1jtm2r0TJ6Wor349cbc0atL4omx9Oz8prMPu3FIzbehGFZcpvZqoCUUVKK2ukaunglwEgoN7HqCB3dPd2QBdHgu4MTzM1PU9M+zPBdFONT8vDpWz5NlSWdkYZmgau2oDJb6b0S5qg7Jg1WSv7QWEFzt4Rvx0Y281Tug+b4EPxFEnaXfKqsWsre9bBNhtVOZM92X7GNuhkg+T4JvTwxojOLfHDiPbS7YoQKO83ktQ9Y35OklNSq0JyL9HmjwddpUnThAa9AnZ3dwePx0OfPn2wdetWDBgwACYmJrC3t0evXr1gacnuFYo60tLS0KlTJ3z66adYtGgRhEIhhELxo22mNDBZWVmIiIjAoEGDYGtrCzMzM+l6xKrKUlNT0a9fP+k8lm7dumHBggVa8UOb1CfAUjZQaSOn3sjOLRF36SGOX8/DkmHtYGFiJB286vuUUlUw96S0EheyxK9/o4NfBSD1OSev1GOv0mUADU9LIAnGpsddfflUTfxbq6pWhFMZjzkLYCSDTPL9IvB5wKIo/warMBU5l/kUD5+9gIUxH/395ee0sP31zyZYH9TeTaMEvdqyK4vkx7qNmRFKZOZnudiaIYZlqofrj4pBiDgliOITRW34qGkdivtnP63Amr/F0wBk+whTMMaYDqUeqXHUpT3SJhK/L2Q+wYlzFzGwZ3eE+TorTb+kCcqOWZMf1mfvFIAQoGcbR7Rq8eqeKQk+Pt59pc71K2mNn8bUnU4hmzWATR2S9r2QVaj2HIiI+Gmco7UpYz+TBJ0NfeWurP+pSvHT39+5Tr9h6qvqkL2XMNmUpH/RdGzVdk7UhtCgAPDkyZPSv2HDhqFt27YIDQ2Vrgji6empvhIWlJSUIDQ0FIcOHUJycjLCw8MRGBiIoqIixjQwJSUlGDp0KLZt24aMjAx07dpVmjpGXVlgYCC8vLxACEF5eTlycnKU2gAaLw0MmwXY684hMsXCN/zR389RWqe6eiTzSWTTaCgS5G4FTwdzPHj2AsdSczDs5VOhhW/4YbqKVC2qkE0lo8ihq48gIkBHD1u4Whuz9oUJSdC08q8MhPu0qHcaHWUoPu2vqBY2KEVA3vNylvtVwARAv7YO+N/o4DoCiYaw/7J4/pwIwKn0PLl0Pg7m7IQtqtpXka6eNgDEgirZNCD1SefDNpWRIhYmfKweFYxpe1JQJeJh/ehgBLW0ZWX7yn3xL/7gljaM+2vDR6Y62Ozv42heN12TkvFCm6lxJKlakrIKcPrCZfQLe7U0G5cpmjq3tEahI0HnltZK0y85Wprg8wNpKscRB0tjfPmGH1xtzOqkagLY97PconL8eiEbAPB2Z/c6fvf3c1R6/Ura5vUAp5db5Ntdtt+oq0PSvmzHFnsLI0S1c5azJ7El2aaN9D/K+h9Qt9+08GiD1afv4uK9ZygqewErU/G5V9VXmWC63zH11b8znmg8tmoy9jWZNDBPnz6VCwhzc3Ph6+uL/v37Y8OGDQ2qe/78+aipqcGqVauk2zw8PJCUlCS3hJss77zzDnr06CF9lSsUCmFmZoaampp6lymjMdPAaCvNSkMXBQdeLUDvZyvCtJcpQW4V87AhXQBFKb+6NDXqFt1efV2A7DIe3vQSoreb/HEx+8Ie1cenDeq/sHh9U5OICJBVwkNJDVBSjTqpg9gcM1OKCtn+oe+Lqqs/PmamBwoR/4iHzBI+xvoI0d2Z3dD5y00+rhfxMayVEP3c9Wf+jyKyfYRpvNBmahx9pqFjIpvrgCf9V4ytCcFIhnQ3bNpGHerq0Hbb1if9z/BWQtiYaOajiAA/pgjwpFL+nsDWn1ewv98p2s8qEavl/8jmo6wW0NXYpzdpYBwdHTFmzBiMGTMGAJCRkYG//voLf//9d4PrdnBwQFqavGKIjQq4oKBA6f71LVNGY6aBiQLQWUmiZVXpL5ShjXraP6vA8dWJuFXMBzw6oloowh/pmQAqMa6bB95o7ypNmyJ5wgYo+3X4Ks2FLJLUKxl5pcguuwUegLlv96vzSo3JF01QnUZHGzCn1lCHUESwf+VZtU9sp7wZhtOn/mZcfD5JRR2AslUqlKeL4EG8aPzst8X2Ige+DmOvZ0pTBSmmMWko6q4PJlSlMlJFK/8OcH+WhswSwMylNaLe8GP1vR/SzgCowujXQ9G1lb0GFuvvY31RZ0+bqXHY2tQ2bOxpY0xU3c94dbaVVNdNu1Vf6nNO2Y4t09/ppfTprqJN2fQ/+SWV+OHYLRRV1Kise+lE5XWr8jFy4OsodspHzOEMJJdY4YcPIiDg81j3VQls2lbdeQ29obzN6zv2NZk0MIoEBAQgICAAs2bNanBdjo6O+P3333HkyBFMmjQJ06ZNQ1VVlUoVcEhICDZs2ID9+/ejoKAAb7/9tvRpobqyuLg4ZGZmolu3bjhw4ADjU0ag8dLASNAk/YUqJPUozo9hW4+Piy18nayQWVCGT/ddk27n8YDOrVpIU0BIMDE2UjqPw8HCBP0D3WAskyNP2Xw8YwEf13JLMai9QtZZ1D0n6tKKNBbKUmuowxhATHQ7NXN62sHMVPyjRVnfYVOHZG7Rv5kFKidOi1+fVyE1t0xqjylVEFfzuzS91piOTx1udhZwtxCfrdtPylnZzCt+gcelVRDweejo2UKuX2uCNseThtjTZmoctja5Qp29ho6tTP2MaQlAZWm3Goom51TTsYWNTdn0P1ZmJg2um8ne2yGeWP13Jh48e4GfE+/Ds4UFiirYrXwyva8vevg6atS2TOeVq7GPqzQwnAWA2qKqqgrffvsteDweFi5ciISEBEycOBEDBgyQqoDNzc3rnIjw8HB8+OGHmDBhAj7//HOEhoaiX79+asuio6Mxbdo09O3bF0VFRVixYgUiIyN17rcmSBS52qinu7cDCjOYVYdMxKflIbOgrM52QoC5v6fC0lQg1/kVJ2T3Dg3B4kPpyC2uxPqEO+jh6yQ3QV1xvKwWilROOFc8JzHRyidCNyb1VUqzmUCvbm4I20n47CezV0E2tOFCwKFNZI8vv/gFvj2agaLyapX59Lq2sseVlwHgzfxSVnZSHjwHAPi5WMPcRDerUXCJuvV9JedKH9fhrg8NHVsVx7mWvgEqlwCUVYpqY0zXFC7FOVzWbWFihO7eDjiR/hgrT7JbYlHSV2e/3lbrinN9Hvtk0fsA8Pjx4ygpKcGOHTvwwQcfwNzcHCUlJUhJSQHArAKOj4+Hs7MzYmNjceTIEZiamoLP56stc3R0hJ2dHfLyxOkM0tLS9DINjD6h6aL0EmQDzl5tHbF4SCA+jr2CnxKyWMv1ldWrDE0WiFcFD+LVLFa+3RFPy6rgbG2GovJqfHuU3a98SR0NvUnqSj3KXiVuikKFbdr6YcIVssdnbiJgpZR0tRA/1X5aVoWnZVVwtFKd8iJFkv/P007bh98oaKIqpYiRHeeEavqLhMZUinIZwHBVd3xaHk6kP2a9P9d9Vd/HPgl6HwCmpqYiNDQU77zzDiIiIvDff/9hwoQJaNdOvOQVkwo4NTUVI0eOxJw5c5CRkQE/Pz9pkKiqDADOnz+PBw8eoG/fvrh27ZrKuXyNpQLmivrYVLfIvORXrWRReiZ7tUL2i5Wrq1cZskquPacu40SOZk9kJMPEoih/dGtlK1fWz6+n3PJwTPMcJXVosrC9KrhWj7JViQe7W+F0hv73VSbYKiVNBYCHvVjxfuNREcLVDPJX7xcBANq7MavoVaHrMYCNPbbnSps2tUljjqtcqORV2WtIHZqqyrlUrKuyV1lVjZhDN1TuyyYjhiY29aWv6o0KuKEMHz5cadJogUCA0aNHY/369dJtTk5OuH37NuM6wAAwcuRIhIaGYt68eQDEyaTd3d1RXFysskxCdnY2vL29oe70NKYKWF9gu1i4ZFF6ZTREnamqXibqo9LTdFF6ZSq4hi5s3xhoQyXeVGCjttx6i49rz/gY3kqIvipUvSICzL8kQLWIhy+Ca+FmYMOBNpSpzQ19V8k3RdiqfeujMNZ39EYF3FA2b96MFy9e1Nm+du3aOouLm5mZoaKiQmUAaGRkJCfOkHxHXZmmNKYKmAvqY5PtYuuSRemV2bNv2xXPk1Lqc8hK61WFxOY3wzpg1u9idbkyxdbat18tCu5sbarxovQSFZyyPGdco82+w0YR2VT6qjbsRbRvjWtns8F38EBUVHvG/W/ll6I66QIsTQWY8Obr9Wp3fVTINnWbjemjrlTyzakdW/l3ANJVT0ECgF7dOmIoS2W6Opv60lf1VgWsKS4uyju8q6srEhMTERISgszMTEyaNEltahZAnM4lOTkZAQEBKCgowOzZs+VSvTCVAcCWLVuwcOFCAMDAgQOxc+dOuLkp7ziNrQLmCk1saroovTLYLlquab2qiApyh6mpCadqVWMAPdo4o/gOQY82znrdjqpgq4jU976qDQLdxa//76hRAqfliUVRQa/Z1UvdKIu+KWQNwWZj+ahLlXxzaEc3O3aP1uujTGdCX/qqwauAg4ODsWjRInz44YfYu3cvJk2ahIqKCpUpYADA398fn332Gb766iuMGTMGgwcPln5HVVliYiIWL16M1atXY/z48aisrMTcuXMRGxvLua9NFW1MDNd0/UhtTeJtSoqtxqapTGzmGj9Xceqh249LIRQRpX1FKCI4kZ4PAHCyNmXcj9I8oeOO9lC39JyhKdO1CV/9Lo1LeXk5hEIhunTpAh8fHzg6OsLKygoCgfidf0lJidKJkKWlpRCJRIiIiIC3tzdsbW2lc/JUld26dQsbN25EREQEAOCDDz5AcrL615vNHU0XpVdE3aLlirCtlw2SwGZYx9cQ5qN+CStK88bD3gLmxgJU1YqQXVh3+SzJ4vOnb4oTyh9KzUXEstOIT8vT9aFS9Bg67mgHyQMIoO6sSqpMV43ePwFMS0tDp06d8Omnn2LRokUQCoUQCl+9LmRKA5OVlYWIiAgMGjQItra2MDMzg7m5udqyDz/8EMArdfGtW7fg6+vLvaMGQEN+1ap7ikgAzB7QBl6OlvTXMqVREfB5aOtihdRHxbiZVwofp1fJyJkWn88vrlSZt5JCodQfLnMMGjJ6EwCqUwEfOnQIycnJCA8PR2BgIIqKimBvb8+YBqakpARDhw7Ftm3bkJGRga5du8Lf319tmQQvLy88ffoUvr6+2L17N+Nx0zQwddFE4q/JouWyE6MbkkJF36T8hmCzufkoCQDTc59jYIAjANWLz0tWefjm8A30acP+aQ9tx6ZvrzFsNkcfJWm+ZNNxSYR72jqmxvaRqby+6E0amMePH6tUAa9atUq6zcPDA0lJSSqXaHvnnXfQo0cPzJw5EwAgFAphZmaGmpoalWWKdZSVleHo0aOMdmgaGO1D00tQ9J1/8ng4mC1AB3sRJvmLALBPRzE9UIg2tnox7FIolCaMwaSBUaUCTktLk9vGVgVcUFCg9DuqyiSsWrUKp06dwsWLF1XaoWlgmpa9xrBJfTQMm7L2HB6W4uD2ZDyHJaKiegIA68XnW7friCiW6ShoOzZ9e41hk/poGDabTRoYJkJCQrBhwwZpGpi33noLVVVValXAku/t378fBQUFePvtt6VPDFWVAcCnn36KdevWwdvbG507d8ahQ4fQu3dvpXZoGpimaa8xbFIfDcOmsbEx2rUU5yB9WPQCVSIerEyN4GZnyer79UlHQdux6dtrDJvUR8OwyVUaGL1XAXfv3h2PHj2CtbU1kpOTER8fDz8/P7Uq4PDwcFy+fBmhoaE4d+4cYmNjpcvHqSo7f/48fvrpJ8yfPx/Xrl3DjBkzpDkBKRQKBQAcLE2kqYtuPy4FAHTzdoCrDfPayTyIk2fTdBQUCkUf0PsA8OTJkzA3N0dSUhLCw8NRWloKPv/VYQcFBSmdoxcfHw9nZ2fExsaiV69eMDU1lX5PVdmhQ4cgEomwbNkyWFtb4/vvv8e///6rG2cpFEqTwd9NPMXjZp44ABTweRjWyV3pvjQdBYVC0Tf0/hVwamoqevXqhZ9//hnJyckICwuTU+wyqYBTU1MxcuRIzJkzBxkZGfDz85OmilFVtnTpUixduhQAUFZWhhEjRqBHjx6Mx0dVwE3LXmPYpD4ahk1Fe22cLHD2NpCR+xw1NeI5fZeznwEALE0EKK9+JVM3lMXnDcEm9dEwbFIfDUgFrC4NzPr166XbnJyccPv2bZVrAY8cORKhoaGYN28eAHFCaXd3dxQXF6ssk3Ds2DG888478PLywpUrVxjftVMVMIXSPPmvgIfdmQL4WBPMbC/E/VJgVZoRBDyCxZ2EeFpJlewUCoU7DEYFvHnzZpVpYGQxMzNDRUWFygDQyMhITpwh+Y66MgkDBw7E8ePHMWPGDHz++edYvXq1UjtUBdy07DWGTeqjYdhUtOeVV4LdmUkoqDHGG28MxOx91wHkIzrYHeNGdODEJtc0x3bUBdTHpm+vMWw2GxWwvqWBMTIyQkREBNatW4ehQ4cyBoBUBdw07TWGTeqjYdiU2PN3twOfB5RU1mLDmWwcvyFe+/ejXr5aPx7ajk3fXmPYpD4ahs1mqwIOCQnB2bNnERISAnt7e0yePJl1Gpjjx48jICAAjo6O+PLLL+XSwDCV7dmzBytXrgQgjr4nTJgAPXlLTqFQ9IiEm0/Af/l2Ys2pOxARwETAx4NnddcHplAoFH1D7wNAXaeB8ff3R0xMDA4ePIgFCxbg7t27jDkAKRRK80Sy5m+tSP7HYbVQhI93X0F8Wl4jHRmFQqGwQ+8DQF2ngencuTM2btyImTNnYtWqVbCyssK0adN04yyFQtF7hCKCbw6nK13zV8I3h9MhFNE3BxQKRX/RmzmATOg6DQwAvPvuu9i2bRumT5+O48ePw8yMObkrTQPTtOw1hk3qo2HYlNhJyipAXnEl434EQF5xJS5kPkH3BiZ9pu3Y9O01hk3qo2HYpGlgGiENzPbt2/HTTz/h4sWLGDBgAGJiYtCnTx+ldmgaGAqleXH5KQ+77gjU7vdeGyG6OOrF8EqhUAwQmgaGgfqmgSkoKMCCBQsQHx8PIyP1p4emgWla9hrDJvXRMGxK7PUL64Jdd1LU7j+wZ3etPAGk7di07TWGTeqjYdikaWB0nAZm1qxZ+PDDD9GxY0dWx03TwDRNe41hk/poGDZDfZzgZmuG/OJKpfMAeQBcbc0Q5uustWXfaDs2fXuNYZP6aBg2m3UamKSkJOnn7Oxs1mlgZL+XkpIilwaGqWzPnj343//+Bzs7O9jZ2SExMRFDhgyRLg9HoVCaNwI+D18PDQTwao1fCXTNXwqF0lTQ+wCwV69eKC4uxq5duwCI1+odMGCA2jQw0dHRSExMREJCAmpra7FixQpERkaqLbt37x6uXbuGlJQUpKSkoGvXrvjll18wdepUHXlMoVD0nUHt3bDx3c5wtZUXiLnammHju50xqL1bIx0ZhUKhsENvXgEzYWRkhC1btmDs2LGYN28ehEIhzpw5Iy0PCgrCmjVr5FS8AODo6IiVK1ciMjIStra2sLS0xNatW9WWeXl5ydVjZmYGV1dX2NnZsTpeiaamoe/mAfH7/4qKCpSUlOh0joMubVIfDcNmc/Qx3NMSxz7uisvZRSgoq4STlRm6eNlDwOdp5fpXZpNrmmM76gLqY9O31xg21dmTjDP11fLqjQpYHTk5OUhOTkZ4eDicnJxYfy8zMxMZGRno3bt3HVGGqrL68ujRI3h4eGilLgqFQqFQKBRVPHz4EC1bttT4e00mAGwqiEQi5Obmwtrauo56WVMkiuKHDx9qLUDVN5vUR8OwSX00DJvUR8OwSX00DJvq7BFCUFpaCnd3d7kFMtii96+Amxp8Pr9ekbgqbGxsdNbBG8sm9dEwbFIfDcMm9dEwbFIfDcOmKnu2trb1rlfvRSAUCoVCoVAoFO1CA0AKhUKhUCiUZgYNAPUYU1NTfP3110oTTRuKTeqjYdikPhqGTeqjYdikPhqGTa7tUREIhUKhUCgUSjODPgGkUCgUCoVCaWbQAJBCoTQJCgsLcf78eTx9+rSxD4VCoVCaPDQApAAAZsyYAR6PJ/3z9fVt7EPSGoWFhfD29kZ2drZ0myH5++eff6J169YwMjJC9+7dkZGRAYB7H3UZkO3duxe+vr745JNP4Onpib179wIwrHaUZdCgQdixYwcAw/KRyRdD8lHCF198gaFDh0o/G4qPO3bskPND8rdjxw6D8REAfv31V3h6esLKygoDBgyQ3j8MyUcQil5y/fp10rVrV2JnZ0fmzp1LRCIRp/bCwsLI0aNHSVFRESkqKiIlJSWc2Hn69Cnx8vIi9+7dk27j0teCggISGhpKAMjZ5NLfP/74g3h7exOBQEC6detG0tPTCSHc+JmZmUns7e3Jb7/9RvLz88lbb71FwsPDCSHc+hgXF0fs7OxIx44dibm5OYmLiyOEcONjUVERcXR0JNevXyeEELJr1y7i6elJCNFNv42MjCTbt28nhOjmuty9ezcBILXJlY/Tp08nAKR/Pj4+hBBufWTyRRftOH/+fDJkyBDpZy79vH79OrG2tiaZmZnSbVz5uH37drl2lPxt376dEx+rqqqkPhQVFZGHDx8SR0dHkpWVxWk77tq1i3h4eBBLS0vSv39/6XjO1bjq4eFBLl++TO7fv08mTpxIevfuTQjhtq9u27aNtGvXjtja2pLRo0eTgoICQgh3fZUGgHpIZWUl8fLyIlOmTCGZmZkkKiqKbNu2jTN7NTU1xNrampSWlnJmgxDlwRjXvvbv35+sWbNGziaX/jIFZFz5efjwYbJx40bp59OnTxMTExNOfWQKyLjy8cGDB2T37t3Sz6mpqcTa2lon/VY2GNPFdVlYWEhcXFyIn58f2b59O6c+KruRcekjky+6aEfFgIxLP0UiEQkPDyeLFy+WbuPSR6aA7ObNmzq5j3z//fdk8uTJnI+rygIyrtrx999/J2+99Zb087lz54ibmxunPp48eZJYWVmREydOkOzsbBIVFUUiIiI47as0ANRDDh48SOzt7Ul5eTkhhJCUlBTSo0cPzuxdvnyZWFlZER8fH2JmZkYiIyPJ/fv3tW5HWTDGta9ZWVmEECJnk0t/mQIyXbXpxo0bSWBgIKc+MgVkuvCxurqajB8/nrz//vuc91vFYEwX/k2YMIFMnTqVvP/++2T79u2c+ch0I+PSRyZfuG5HZQEZl35u3ryZWFhYkG3btpHDhw+T6upqnY2xhLwKyHTRX1+8eEGcnZ3JvXv3OPWRKSDjyscbN26QFi1akCtXrpDnz5+T0aNHk/fee49TH8ePH09mzZoldwwAyP79+zlrRzoHUA9JTU1FaGgoLCwsAABBQUFIT0/nzF5GRgbatWuHuLg4pKenw9jYGFOmTNG6nS1btuDTTz+V28a1r61bt66zjUt/hwwZgqlTp0o/37p1C76+vjpp0+rqaqxYsQLTpk3j1EcPDw+MGzcOAFBTU4MVK1bgzTff5NzH1NRUuLi44MSJE1izZg3n/fazzz7DiBEjEBoaKrXPpX8JCQk4deoUli1bJt3GlY/Xrl0DIQQdO3aEubk5Bg0ahAcPHnDqI5MvXLfjzz//jJSUFHh7e+PIkSOoqanhzM+ysjIsWrQIbdq0waNHj7Bq1Sr06tVLZ2NsZWUl1q5diwULFuhkzNmzZw9CQ0Ph5eXFqY+BgYE4ffo0rl69iuLiYqxfvx6vv/46Zz4GBgZi1KhR6Ny5M+zs7HDx4kWsWLGCUx+fPn0KT09P6WeBQAAASEtL464dtRJGUrTKnDlzyLRp0+S2OTo6kmfPnunEfnZ2NuHz+aS4uJiT+iHzNE5XvkJhDqAsXPlbVVVFfHx8yE8//aQTP+fNm0eCg4NJdXV1nTIufExJSSH29vbExcWFFBUVce6jSCQiV65cIf369SPDhw+vU65NH0+fPk08PDxIcXGx9Gkcl/69ePGCtGnThhw5coQQQqQ2FdGWj7t37ybdu3cnly5dInfv3iVDhgwhgwYN0unYw+SLNtuxtLSUODk5keDgYLJkyRLSt29fEhoaypmfO3fuJBYWFqSwsJAQIn7S6u/vTzZv3iy3H1djztatW0l0dDQhRDdja0hICDl27JjSMm37OGXKFOn8Rm9vb/LkyRPOfLxw4QJxd3cnFy9eJKWlpeTLL78kXbt2rTP3Tps+LliwgPTp00dqY/78+aRbt26ctiN9AqiHGBkZ1cn8bWZmhoqKCp3Yt7Ozg0gkQl5eHue2GttXgDt/Fy1aBCsrK0yePJlzP0+ePIlNmzZhz549MDY2rlPOhY9BQUE4deoU2rVrhw8++IBzH3k8Hjp16oQdO3bgzz//RFFRkVy5tnysrKzElClTsHHjRrkF2Ln079tvv0VISAgGDx6scj9t+Thu3DgkJSUhJCQE3t7e+Omnn3DixAmIRCKdXY9Mvmizrx44cADl5eU4ffo0Fi9ejBMnTuD58+fYtm0bJ34+evQI3bt3h4ODAwBxnwkKCsK9e/fk9uNqzNm0aZP0DQTX12NmZiYyMzMxYMAApeXa9DEpKQmHDx/GxYsXUVpaijFjxiAqKoozH3/77TeMHj0a3bp1g5WVFb777jvcvXsXqampcvtp08e5c+eiuroaXbp0QXh4OJYtW4bp06dz2o40ANRDHBwcUFBQILettLQUJiYmnNibM2cO9u3bJ/3833//gc/nw8PDgxN7sujaV0A3/ioGZFz6effuXYwbNw4bN25EYGAgAN34qBiQceXj6dOnMW/ePOlnIyMjAMCSJUs48ZEpGOOyDffs2YM///wTdnZ2sLOzw549ezBt2jRMnDhRJ9em5Ebm6urKmY9MfXLz5s2c+cgUkFVWVnLip4eHB168eCG37f79+5z6KEExION6bN23bx+GDBki/cHJ5ZjDFJBx5WNtbS0eP34sV2d5eTlmz57NmY8ODg74999/sW/fPgQFBcHf3x9jx47lth0b/AyRonVOnTpFfH19pZ/v3btHzMzMSG1tLSf2du7cSXx9fcmZM2fIqVOniL+/P5k4cSIntgiRfx2rK19lbXLtb1ZWFnFycpITSnDlZ0VFBQkICCAfffQRKS0tlf7t2LGDMx9PnTpF5s6dK/2cm5tLeDwe+eOPPzjxMScnh1hbW5PNmzeTBw8ekPfee49ERkZy1o5eXl7E0tKS2NraEltbW2JsbEzMzc1JQEAAZ3314cOH5N69e9K/kSNHkuXLl3Pm4+zZs8lvv/0m/Xzy5EnC5/PJ0aNHOfORyRcur8ddu3aR0NBQuW3du3cn69ev58TPwsJCYmtrSzZu3EgePnxI1q5dS0xNTck333zD+Rj7/fffk/Hjx0s/cz229uzZU06NymU7Tp8+nYwbN076ubi4mJiampIVK1Zw4mNcXBwxNzcnq1atIrGxsaRv377E09OT03FVQnl5OXFyciIHDx4khHDbjjQA1ENqamqIk5MT2blzJyFEPPdBNn8VF3zxxRfEzs6OeHh4kJkzZ5KysjLObEEhJYsufIXCHECu/GUKyKqrqznx8+DBg0pzgN27d48zH5kCMi7bMj4+ngQEBBBra2syatQo8uTJE0IIN+3IFIwVFBTo7LqUnQPIhY9MN2uur0cmX7jqq0wB2Z07dzjz88KFCyQ8PJyYm5sTb29v6Y2c6zFWMSDjsi0rKiqIiYkJycjIkNvOlY9MARlX46pIJCIxMTHE09OTGBsbk06dOpHk5GRCCPftuHTpUtKzZ0/pZy7bkQaAesrBgweJubk5cXZ2Ji1atCBpaWmNfUhaQzEYMyRfVQVkhuQnU0BmSD5KkA3GDMk/phuZIflICHNAZkh+MgVkhuKjqoDMUHwkRJxj1cHBgVy6dEluO1c+8gghpOEvkilckJOTg+TkZISHh8PJyamxD4dTmouvzcFPQ/fR0P0DmoePQPPwk/poGHDhIw0AKRQKhUKhUJoZVAVMoVAoFAqF0sygASCFQqFQKBRKM4MGgBQKhUKhUCjNDBoAUigUCoVCoTQzaABIoVAoFAqF0sygASCFQjEYEhMT0aFDB5iZmaFv37548OABNm/eDG9vbwiFQgDi9VLbtGkj/bx8+XK4uLjAxsYGI0eORGFhobQ+VWVnzpxBQEAAHB0dsWrVKrnjUFV29OhR+Pv7w87ODqNGjUJxcTEAICYmBjweDzweD5aWlhgwYAAyMzNZ+x4TE4Phw4drdL4Uvz9hwoR6f59CoTQtaABIoVAMgufPnyM6OhojRoxAeno6HBwc8O677+KDDz5ATU0NDh06BABYt24dvvjiCwgEApw9exY7d+7E2bNnceXKFVRWVuKzzz4DAJVlBQUFiI6OxpgxY3DhwgXExsYiISFBbdmjR48wduxYrFq1CleuXEFOTg5iYmKkPkRFRaGoqAg3btyAj48P3nrrLR2eQQqF0pygASCFQjEIDh8+DBsbG3zzzTdo3bo1Vq9ejXPnziE/Px9z587FunXr8Ndff6G0tBTjx48HAFy6dAlRUVHw8/ODr68vxowZg9u3b6sti42NhZubGxYvXow2bdrgq6++wtatW9WWXbx4ES4uLoiKikLr1q0RExODqqoqqQ/Gxsaws7ODl5cXfvjhB6SkpCAvL0+Xp5FCoTQTaABIoVAMguvXryMoKAg8Hg8A4OnpCWtra9y4cQOTJ09Geno65syZg3nz5sHExAQA0L59exw4cABZWVl48uQJtm7ditdff11tWWpqKvr16ye11a1bN1y5ckVtma+vL7KysvDLL7+AEILIyEhs2LBBqT9GRkYAgJqamnqfkwkTJmDx4sX45JNPYGVlhcDAQGRkZEjrnTlzJuzt7dGpUydkZ2dLv0cIwfLly9GqVSu4ublh7dq10rK5c+di0KBBAMRPXVu0aIETJ07U+xgpFErjQANACoViEBQVFcHW1lZum62tLYqKimBhYYGpU6fiwYMHmDRpkrR80KBBaNOmDXx9feHi4oLy8nJ88cUXastKSkrg7e0trcfGxgY5OTlqy4KDg7FmzRrMmDEDHTp0wNGjR5X6Ultbi3Xr1sHHxwceHh4NOi+bN2+GlZUV0tLS4OzsjB9//BEAsHHjRhw+fBj//PMPlixZgri4OOl3du/ejR9//BF79+7FgQMHsGjRIiQmJgIQzxW8fv06EhISsHTpUvTp0wcDBw5s0DFSKBTdQwNACoVikIhEIrnP58+fR3l5OdLS0qTb9u3bh/v37+PmzZsoLCxE+/bt8e6776otMzIygqmpqbQeMzMzVFRUqC0DgBkzZuDevXvo378/hg0bhnXr1knLjh49Cjs7O5ibm2PXrl3Ys2eP9ElifWnZsiWWLVsGLy8vjB07Fg8fPgQAHDx4ENOnT0dwcDCGDh0qJyDZuXMnJk+ejLCwMISFhWHIkCHSOZRWVlZYuXIlZs6ciV9++QWrV69u0PFRKJTGwaixD4BCoVC0QYsWLaTBXVxcHAoKClBUVAQ7OztcunQJV69exdy5c/Hdd99Jg5m4uDh8/PHH8PPzAwCsWbMGtra2eP78ucoyBwcHFBQUSG2XlpZKXyurKsvOzoZAIICHhwfWrl2LTp064eOPP8aUKVMAAH379sWWLVtgZWUFR0dHrZyXPn36SP9vYmICyfLveXl5ck8XW7duLZ1vmJOTg/Pnz2PTpk0AgMrKSrkAcdSoUZgxYwb69u0LT09PrRwnhULRLTQApFAoBkFQUBBiY2OlAc5XX32F8vJyBAYGYsaMGfj4448xc+ZMtGrVCqmpqQgODkZtbS0eP34srUMSAAmFQpVlISEhcq9MU1JS8NprrwGAyrLVq1ejpKQE27dvBwD0798flZWVqKysBABYWFjAy8tLq+fFxsZG6XZnZ2fk5uZKPz948ADGxsYAxE8NP/zwQ4waNQoAUFVVJQ1iAWDt2rXw8fHB6dOnkZKSgo4dO2r1mCkUCvfQV8AUCsUgGDJkCCorK7Fw4UKEhYVBIBCge/fuKC4uxt9//43p06fDyckJ48ePx/fffw8A6NGjB7Zs2YJNmzZh586dGD16NMLCwtCiRQuVZdHR0UhMTERCQgJqa2uxYsUKREZGAoDKssjISOzfvx8nTpzAw4cPERMTg9DQ0DpzF3XBsGHDsH79ely/fh3x8fE4cOCAtOz9999HXFwcSktLUVFRgcmTJ2P9+vUAxIHikiVLsGXLFixcuBCTJ0+u87qdQqHoP/QJIIVCMQhsbGxw6NAhTJkyBStXrkSrVq3w7NkzfP/99xg7dixcXFwAAHPmzEH79u1x8+ZNzJo1C7m5ufj222/x9OlThIWFSVO2qCpzdHTEypUrERkZCVtbW1haWrIqi4qKwjfffIOPPvoIRUVFiIiIkHtaqEtmzJiBrKws9OrVC61bt5Z7xTtu3Djk5uZi8ODBKCkpwfDhw7FkyRIAwCeffIJx48YhKCgIAQEB+OWXX7BhwwZMnz69UfygUCj1g0ck70soFArFgKipqcG5c+fQr18/zmxkZmYiIyMDvXv3rvOqVVUZhUKhNDY0AKRQKBQ9JjExEUOGDFFaNnHixDpLzVEoFAobaABIoVAoekxlZSXy8/OVlllbW6NFixY6PiIKhWII0ACQQqFQKBQKpZlBVcAUCoVCoVAozQwaAFIoFAqFQqE0M2gASKFQKBQKhdLMoAEghUKhUCgUSjODBoAUCoVCoVAozQwaAFIoFAqFQqE0M2gASKFQKBQKhdLMoAEghUKhUCgUSjODBoAUCoVCoVAozQwaAFIoFAqFQqE0M2gASKFQKBQKhdLMoAEghUKhUCgUSjODBoAUCoVCoVAozYz/B+QU9VOp6le3AAAAAElFTkSuQmCC",
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"\n",
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" Figure\n",
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' width=640.0/>\n",
|
||
" </div>\n",
|
||
" "
|
||
],
|
||
"text/plain": [
|
||
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# BC_X = pd.concat([AlignMarkX[i]-AlignMarkX[i].mean() for i in AlignMarkX.columns[-2:]],axis=1)\n",
|
||
"fig, ax = plt.subplots(3,1,sharex=True)\n",
|
||
"\n",
|
||
"BC_X = pd.concat([AlignMarkX[i] for i in AlignMarkX.columns[-3:]],axis=1)\n",
|
||
"BC_X.plot(ax=ax[0],marker='o')\n",
|
||
"Mean_TX=BC_X.stack().mean()\n",
|
||
"ax[0].set_title(f'{DieType}')\n",
|
||
"ax[0].set_ylabel('TX/um')\n",
|
||
"ax[0].xaxis.set_major_locator(MultipleLocator(5))\n",
|
||
"ax[0].yaxis.set_major_locator(MultipleLocator(0.2))\n",
|
||
"ax[0].axhline(Mean_TX,c='orange',ls='-.',label=r'Mean_TX: ${:.4f}±0.3um$'.format(Mean_TX))\n",
|
||
"ax[0].axhline(Mean_TX+0.3,c='green',ls='-.')\n",
|
||
"ax[0].axhline(Mean_TX-0.3,c='green',ls='-.')\n",
|
||
"ax[0].legend()\n",
|
||
"ax[0].grid()\n",
|
||
"\n",
|
||
"plt.subplot(312)\n",
|
||
"BC_Y = pd.concat([AlignMarkY[i] for i in AlignMarkY.columns[-3:]],axis=1)\n",
|
||
"BC_Y.plot(ax=ax[1],marker='o')\n",
|
||
"Mean_TY=BC_Y.stack().mean()\n",
|
||
"ax[1].set_ylabel('TY/um')\n",
|
||
"ax[1].xaxis.set_major_locator(MultipleLocator(5))\n",
|
||
"ax[1].yaxis.set_major_locator(MultipleLocator(0.2))\n",
|
||
"ax[1].axhline(Mean_TY,c='orange',ls='-.',label=r'Mean_TY: ${:.4f}±0.3um$'.format(Mean_TY))\n",
|
||
"ax[1].axhline(Mean_TY+0.3,c='green',ls='-.')\n",
|
||
"ax[1].axhline(Mean_TY-0.3,c='green',ls='-.')\n",
|
||
"ax[1].legend()\n",
|
||
"ax[1].grid()\n",
|
||
"\n",
|
||
"plt.subplot(313)\n",
|
||
"BC_A = pd.concat([Angle[i] for i in Angle.columns[-3:]],axis=1)\n",
|
||
"BC_A.plot(ax=ax[2],marker='o')\n",
|
||
"ax[2].set_ylabel('Angle/°')\n",
|
||
"ax[2].xaxis.set_major_locator(MultipleLocator(5))\n",
|
||
"ax[2].yaxis.set_major_locator(MultipleLocator(0.001))\n",
|
||
"ax[2].grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "4339b8ea-4849-4cec-bbd9-5740e291a6b9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# # BC_Y = pd.concat([AlignMarkY[i]-AlignMarkY[i].mean() for i in AlignMarkY.columns[-2:]],axis=1)\n",
|
||
"# BC_Y = pd.concat([AlignMarkY[i] for i in AlignMarkY.columns[-3:]],axis=1)\n",
|
||
"# BC_Y.plot(marker='o')\n",
|
||
"# plt.title(f'{DieType}-TY（um）')\n",
|
||
"# plt.grid()\n",
|
||
"# plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "37f937b4-81bc-4d09-bc83-1bfbd88d90a5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# # BC_A = pd.concat([Angle[i]-Angle[i].mean() for i in Angle.columns[-2:]],axis=1)\n",
|
||
"# BC_A = pd.concat([Angle[i] for i in Angle.columns[-3:]],axis=1)\n",
|
||
"# BC_A.plot(marker='o')\n",
|
||
"# plt.title(f'{DieType}角度（°）')\n",
|
||
"# plt.grid()\n",
|
||
"# plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "68021b00",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# (((6168.837 + 5661.545)/2)**2 + ((6180.804-6166.118)/2)**2)**0.5\n",
|
||
"# 5915.195557725036"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "f2ae7ed6-c025-4390-8bd1-4e3b82783c36",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"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>TX</th>\n",
|
||
" <th>TY</th>\n",
|
||
" <th>Angle</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Index</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>-0.233479</td>\n",
|
||
" <td>-0.354915</td>\n",
|
||
" <td>0.002455</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0.186469</td>\n",
|
||
" <td>-0.227927</td>\n",
|
||
" <td>0.000424</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>-0.109499</td>\n",
|
||
" <td>0.021220</td>\n",
|
||
" <td>0.000769</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>-0.137159</td>\n",
|
||
" <td>-0.217839</td>\n",
|
||
" <td>0.001510</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>-0.092448</td>\n",
|
||
" <td>-0.251001</td>\n",
|
||
" <td>0.000418</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>-0.009481</td>\n",
|
||
" <td>-0.318712</td>\n",
|
||
" <td>0.002354</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>-0.070788</td>\n",
|
||
" <td>-0.129432</td>\n",
|
||
" <td>0.001395</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>0.340314</td>\n",
|
||
" <td>-0.246095</td>\n",
|
||
" <td>-0.000960</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>-0.061146</td>\n",
|
||
" <td>-0.065091</td>\n",
|
||
" <td>0.000512</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>-0.084710</td>\n",
|
||
" <td>-0.079661</td>\n",
|
||
" <td>0.000257</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>-0.342569</td>\n",
|
||
" <td>-0.262522</td>\n",
|
||
" <td>-0.001208</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>-0.255296</td>\n",
|
||
" <td>-0.205191</td>\n",
|
||
" <td>-0.000915</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>-0.221284</td>\n",
|
||
" <td>-0.381134</td>\n",
|
||
" <td>0.001574</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>-0.454367</td>\n",
|
||
" <td>-0.361172</td>\n",
|
||
" <td>0.000474</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>-0.324609</td>\n",
|
||
" <td>-0.022145</td>\n",
|
||
" <td>-0.000091</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>0.139194</td>\n",
|
||
" <td>0.226432</td>\n",
|
||
" <td>-0.000688</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>-0.135808</td>\n",
|
||
" <td>-0.075642</td>\n",
|
||
" <td>-0.000335</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>-0.039379</td>\n",
|
||
" <td>-0.106397</td>\n",
|
||
" <td>0.000111</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>0.157486</td>\n",
|
||
" <td>-0.048065</td>\n",
|
||
" <td>0.000036</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>0.088477</td>\n",
|
||
" <td>0.168149</td>\n",
|
||
" <td>-0.000402</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>0.034133</td>\n",
|
||
" <td>-0.217855</td>\n",
|
||
" <td>0.002084</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>0.056334</td>\n",
|
||
" <td>-0.083403</td>\n",
|
||
" <td>0.001938</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>-0.423291</td>\n",
|
||
" <td>-0.255241</td>\n",
|
||
" <td>0.002383</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>-0.100407</td>\n",
|
||
" <td>0.088802</td>\n",
|
||
" <td>0.000124</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>-0.023003</td>\n",
|
||
" <td>-0.047427</td>\n",
|
||
" <td>0.002613</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>-0.040004</td>\n",
|
||
" <td>-0.040291</td>\n",
|
||
" <td>0.000764</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>-0.136813</td>\n",
|
||
" <td>-0.164289</td>\n",
|
||
" <td>0.000042</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>-0.330091</td>\n",
|
||
" <td>-0.201463</td>\n",
|
||
" <td>0.000404</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>-0.259123</td>\n",
|
||
" <td>-0.251336</td>\n",
|
||
" <td>-0.000436</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>-0.230634</td>\n",
|
||
" <td>-0.167496</td>\n",
|
||
" <td>0.002066</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>-0.085455</td>\n",
|
||
" <td>-0.248863</td>\n",
|
||
" <td>0.000247</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>-0.101633</td>\n",
|
||
" <td>-0.429064</td>\n",
|
||
" <td>0.001455</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>-0.333951</td>\n",
|
||
" <td>-0.196183</td>\n",
|
||
" <td>0.001487</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>-0.279520</td>\n",
|
||
" <td>-0.033285</td>\n",
|
||
" <td>0.001087</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>0.086021</td>\n",
|
||
" <td>-0.084175</td>\n",
|
||
" <td>0.002097</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
" <td>0.149899</td>\n",
|
||
" <td>0.166146</td>\n",
|
||
" <td>0.001472</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>0.093940</td>\n",
|
||
" <td>-0.178318</td>\n",
|
||
" <td>0.002928</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>-0.017069</td>\n",
|
||
" <td>-0.278396</td>\n",
|
||
" <td>0.000303</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>0.055873</td>\n",
|
||
" <td>0.484107</td>\n",
|
||
" <td>-0.000216</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>0.148927</td>\n",
|
||
" <td>0.091712</td>\n",
|
||
" <td>0.000843</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>0.049580</td>\n",
|
||
" <td>0.123758</td>\n",
|
||
" <td>-0.004038</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>-0.106986</td>\n",
|
||
" <td>-0.157220</td>\n",
|
||
" <td>-0.002094</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>43</th>\n",
|
||
" <td>0.217666</td>\n",
|
||
" <td>0.294797</td>\n",
|
||
" <td>0.001976</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44</th>\n",
|
||
" <td>-0.198630</td>\n",
|
||
" <td>-0.213640</td>\n",
|
||
" <td>0.001081</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>45</th>\n",
|
||
" <td>-0.199427</td>\n",
|
||
" <td>-0.301866</td>\n",
|
||
" <td>0.001360</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46</th>\n",
|
||
" <td>-0.112350</td>\n",
|
||
" <td>-0.440817</td>\n",
|
||
" <td>0.002722</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>0.076316</td>\n",
|
||
" <td>-0.103135</td>\n",
|
||
" <td>0.001101</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>0.042743</td>\n",
|
||
" <td>-0.304131</td>\n",
|
||
" <td>0.002813</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>49</th>\n",
|
||
" <td>-0.106910</td>\n",
|
||
" <td>-0.191837</td>\n",
|
||
" <td>0.001026</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50</th>\n",
|
||
" <td>-0.226404</td>\n",
|
||
" <td>-0.310554</td>\n",
|
||
" <td>0.000734</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51</th>\n",
|
||
" <td>0.115326</td>\n",
|
||
" <td>-0.182982</td>\n",
|
||
" <td>0.012133</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52</th>\n",
|
||
" <td>-0.396895</td>\n",
|
||
" <td>-0.117820</td>\n",
|
||
" <td>-0.000184</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53</th>\n",
|
||
" <td>0.034441</td>\n",
|
||
" <td>-0.134086</td>\n",
|
||
" <td>0.002456</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>54</th>\n",
|
||
" <td>-0.162653</td>\n",
|
||
" <td>-0.229690</td>\n",
|
||
" <td>0.001566</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>55</th>\n",
|
||
" <td>-0.191809</td>\n",
|
||
" <td>-0.212616</td>\n",
|
||
" <td>0.000854</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>56</th>\n",
|
||
" <td>-0.255541</td>\n",
|
||
" <td>-0.217828</td>\n",
|
||
" <td>0.001612</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57</th>\n",
|
||
" <td>0.027543</td>\n",
|
||
" <td>-0.208159</td>\n",
|
||
" <td>0.002358</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>58</th>\n",
|
||
" <td>0.127832</td>\n",
|
||
" <td>-0.046123</td>\n",
|
||
" <td>0.002779</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59</th>\n",
|
||
" <td>-0.010232</td>\n",
|
||
" <td>-0.177311</td>\n",
|
||
" <td>0.002018</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60</th>\n",
|
||
" <td>0.110965</td>\n",
|
||
" <td>-0.258046</td>\n",
|
||
" <td>0.001000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61</th>\n",
|
||
" <td>-0.142207</td>\n",
|
||
" <td>-0.182026</td>\n",
|
||
" <td>0.000904</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>62</th>\n",
|
||
" <td>0.105894</td>\n",
|
||
" <td>0.027383</td>\n",
|
||
" <td>0.000488</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63</th>\n",
|
||
" <td>0.300265</td>\n",
|
||
" <td>0.137702</td>\n",
|
||
" <td>0.000801</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>0.385866</td>\n",
|
||
" <td>0.496654</td>\n",
|
||
" <td>0.007311</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65</th>\n",
|
||
" <td>-0.342239</td>\n",
|
||
" <td>-0.447250</td>\n",
|
||
" <td>0.000283</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66</th>\n",
|
||
" <td>-0.074574</td>\n",
|
||
" <td>-0.243436</td>\n",
|
||
" <td>-0.000596</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>67</th>\n",
|
||
" <td>-0.066986</td>\n",
|
||
" <td>-0.034661</td>\n",
|
||
" <td>0.001547</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68</th>\n",
|
||
" <td>-0.047406</td>\n",
|
||
" <td>-0.055631</td>\n",
|
||
" <td>0.000729</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69</th>\n",
|
||
" <td>0.087549</td>\n",
|
||
" <td>-0.104530</td>\n",
|
||
" <td>0.001049</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>70</th>\n",
|
||
" <td>-0.135962</td>\n",
|
||
" <td>-0.333061</td>\n",
|
||
" <td>0.001730</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>71</th>\n",
|
||
" <td>-0.153461</td>\n",
|
||
" <td>-0.274151</td>\n",
|
||
" <td>0.000667</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>72</th>\n",
|
||
" <td>0.164209</td>\n",
|
||
" <td>-0.177328</td>\n",
|
||
" <td>0.001425</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>73</th>\n",
|
||
" <td>0.066001</td>\n",
|
||
" <td>0.004429</td>\n",
|
||
" <td>0.000117</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>74</th>\n",
|
||
" <td>-0.037105</td>\n",
|
||
" <td>0.078947</td>\n",
|
||
" <td>0.001076</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75</th>\n",
|
||
" <td>-0.082053</td>\n",
|
||
" <td>-0.043741</td>\n",
|
||
" <td>0.001764</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>76</th>\n",
|
||
" <td>0.279058</td>\n",
|
||
" <td>0.262016</td>\n",
|
||
" <td>0.000558</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <td>0.269899</td>\n",
|
||
" <td>0.235145</td>\n",
|
||
" <td>0.000099</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <td>0.046920</td>\n",
|
||
" <td>-0.011659</td>\n",
|
||
" <td>0.000796</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>79</th>\n",
|
||
" <td>0.089404</td>\n",
|
||
" <td>-0.088164</td>\n",
|
||
" <td>0.001324</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <td>0.171336</td>\n",
|
||
" <td>-0.115076</td>\n",
|
||
" <td>0.000905</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <td>-0.124288</td>\n",
|
||
" <td>0.146530</td>\n",
|
||
" <td>-0.001074</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>82</th>\n",
|
||
" <td>-0.450377</td>\n",
|
||
" <td>0.032724</td>\n",
|
||
" <td>-0.000247</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>83</th>\n",
|
||
" <td>0.089331</td>\n",
|
||
" <td>0.031687</td>\n",
|
||
" <td>0.000468</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>84</th>\n",
|
||
" <td>0.034563</td>\n",
|
||
" <td>-0.078437</td>\n",
|
||
" <td>0.001692</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>85</th>\n",
|
||
" <td>0.089082</td>\n",
|
||
" <td>-0.039721</td>\n",
|
||
" <td>0.000816</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>86</th>\n",
|
||
" <td>0.257582</td>\n",
|
||
" <td>-0.378255</td>\n",
|
||
" <td>0.000665</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>87</th>\n",
|
||
" <td>0.079509</td>\n",
|
||
" <td>0.188294</td>\n",
|
||
" <td>0.000343</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" TX TY Angle\n",
|
||
"Index \n",
|
||
"1 -0.233479 -0.354915 0.002455\n",
|
||
"2 0.186469 -0.227927 0.000424\n",
|
||
"3 -0.109499 0.021220 0.000769\n",
|
||
"4 -0.137159 -0.217839 0.001510\n",
|
||
"5 -0.092448 -0.251001 0.000418\n",
|
||
"6 -0.009481 -0.318712 0.002354\n",
|
||
"7 -0.070788 -0.129432 0.001395\n",
|
||
"8 0.340314 -0.246095 -0.000960\n",
|
||
"9 -0.061146 -0.065091 0.000512\n",
|
||
"10 -0.084710 -0.079661 0.000257\n",
|
||
"11 -0.342569 -0.262522 -0.001208\n",
|
||
"12 -0.255296 -0.205191 -0.000915\n",
|
||
"13 -0.221284 -0.381134 0.001574\n",
|
||
"14 -0.454367 -0.361172 0.000474\n",
|
||
"15 -0.324609 -0.022145 -0.000091\n",
|
||
"16 0.139194 0.226432 -0.000688\n",
|
||
"17 -0.135808 -0.075642 -0.000335\n",
|
||
"18 -0.039379 -0.106397 0.000111\n",
|
||
"19 0.157486 -0.048065 0.000036\n",
|
||
"20 0.088477 0.168149 -0.000402\n",
|
||
"21 0.034133 -0.217855 0.002084\n",
|
||
"22 0.056334 -0.083403 0.001938\n",
|
||
"23 -0.423291 -0.255241 0.002383\n",
|
||
"24 -0.100407 0.088802 0.000124\n",
|
||
"25 -0.023003 -0.047427 0.002613\n",
|
||
"26 -0.040004 -0.040291 0.000764\n",
|
||
"27 -0.136813 -0.164289 0.000042\n",
|
||
"28 -0.330091 -0.201463 0.000404\n",
|
||
"29 -0.259123 -0.251336 -0.000436\n",
|
||
"30 -0.230634 -0.167496 0.002066\n",
|
||
"31 -0.085455 -0.248863 0.000247\n",
|
||
"32 -0.101633 -0.429064 0.001455\n",
|
||
"33 -0.333951 -0.196183 0.001487\n",
|
||
"34 -0.279520 -0.033285 0.001087\n",
|
||
"35 0.086021 -0.084175 0.002097\n",
|
||
"36 0.149899 0.166146 0.001472\n",
|
||
"37 0.093940 -0.178318 0.002928\n",
|
||
"38 -0.017069 -0.278396 0.000303\n",
|
||
"39 0.055873 0.484107 -0.000216\n",
|
||
"40 0.148927 0.091712 0.000843\n",
|
||
"41 0.049580 0.123758 -0.004038\n",
|
||
"42 -0.106986 -0.157220 -0.002094\n",
|
||
"43 0.217666 0.294797 0.001976\n",
|
||
"44 -0.198630 -0.213640 0.001081\n",
|
||
"45 -0.199427 -0.301866 0.001360\n",
|
||
"46 -0.112350 -0.440817 0.002722\n",
|
||
"47 0.076316 -0.103135 0.001101\n",
|
||
"48 0.042743 -0.304131 0.002813\n",
|
||
"49 -0.106910 -0.191837 0.001026\n",
|
||
"50 -0.226404 -0.310554 0.000734\n",
|
||
"51 0.115326 -0.182982 0.012133\n",
|
||
"52 -0.396895 -0.117820 -0.000184\n",
|
||
"53 0.034441 -0.134086 0.002456\n",
|
||
"54 -0.162653 -0.229690 0.001566\n",
|
||
"55 -0.191809 -0.212616 0.000854\n",
|
||
"56 -0.255541 -0.217828 0.001612\n",
|
||
"57 0.027543 -0.208159 0.002358\n",
|
||
"58 0.127832 -0.046123 0.002779\n",
|
||
"59 -0.010232 -0.177311 0.002018\n",
|
||
"60 0.110965 -0.258046 0.001000\n",
|
||
"61 -0.142207 -0.182026 0.000904\n",
|
||
"62 0.105894 0.027383 0.000488\n",
|
||
"63 0.300265 0.137702 0.000801\n",
|
||
"64 0.385866 0.496654 0.007311\n",
|
||
"65 -0.342239 -0.447250 0.000283\n",
|
||
"66 -0.074574 -0.243436 -0.000596\n",
|
||
"67 -0.066986 -0.034661 0.001547\n",
|
||
"68 -0.047406 -0.055631 0.000729\n",
|
||
"69 0.087549 -0.104530 0.001049\n",
|
||
"70 -0.135962 -0.333061 0.001730\n",
|
||
"71 -0.153461 -0.274151 0.000667\n",
|
||
"72 0.164209 -0.177328 0.001425\n",
|
||
"73 0.066001 0.004429 0.000117\n",
|
||
"74 -0.037105 0.078947 0.001076\n",
|
||
"75 -0.082053 -0.043741 0.001764\n",
|
||
"76 0.279058 0.262016 0.000558\n",
|
||
"77 0.269899 0.235145 0.000099\n",
|
||
"78 0.046920 -0.011659 0.000796\n",
|
||
"79 0.089404 -0.088164 0.001324\n",
|
||
"80 0.171336 -0.115076 0.000905\n",
|
||
"81 -0.124288 0.146530 -0.001074\n",
|
||
"82 -0.450377 0.032724 -0.000247\n",
|
||
"83 0.089331 0.031687 0.000468\n",
|
||
"84 0.034563 -0.078437 0.001692\n",
|
||
"85 0.089082 -0.039721 0.000816\n",
|
||
"86 0.257582 -0.378255 0.000665\n",
|
||
"87 0.079509 0.188294 0.000343"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"DieBC = pd.read_excel('SP-Die补偿模版.xlsx',index_col=0,header=0)\n",
|
||
"\n",
|
||
"BC_X = BC_X.mean(axis=1)\n",
|
||
"# DieBC['TX'] = BC_X.fillna(BC_X.interpolate()).values\n",
|
||
"DieBC['TX'] = BC_X\n",
|
||
"\n",
|
||
"BC_Y = BC_Y.mean(axis=1)\n",
|
||
"# DieBC['TY'] = BC_Y.fillna(BC_Y.interpolate()).values\n",
|
||
"DieBC['TY'] = BC_Y\n",
|
||
"\n",
|
||
"BC_A = BC_A.mean(axis=1)\n",
|
||
"# DieBC['Angle'] = BC_A.fillna(BC_A.interpolate()).values\n",
|
||
"DieBC['Angle'] = BC_A\n",
|
||
"\n",
|
||
"DieBC['TX'] = DieBC['TX'] - 5915.1956 * np.sin(DieBC['Angle']*np.pi/180)\n",
|
||
"DieBC"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a107d1cf",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 计算补偿值"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "5584247f",
|
||
"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>TX</th>\n",
|
||
" <th>TY</th>\n",
|
||
" <th>Angle</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Index</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>-0.233479</td>\n",
|
||
" <td>-0.354915</td>\n",
|
||
" <td>0.002455</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0.186469</td>\n",
|
||
" <td>-0.227927</td>\n",
|
||
" <td>0.000424</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>-0.109499</td>\n",
|
||
" <td>0.021220</td>\n",
|
||
" <td>0.000769</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>-0.137159</td>\n",
|
||
" <td>-0.217839</td>\n",
|
||
" <td>0.001510</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>-0.092448</td>\n",
|
||
" <td>-0.251001</td>\n",
|
||
" <td>0.000418</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>-0.009481</td>\n",
|
||
" <td>-0.318712</td>\n",
|
||
" <td>0.002354</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>-0.070788</td>\n",
|
||
" <td>-0.129432</td>\n",
|
||
" <td>0.001395</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>0.340314</td>\n",
|
||
" <td>-0.246095</td>\n",
|
||
" <td>-0.000960</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>-0.061146</td>\n",
|
||
" <td>-0.065091</td>\n",
|
||
" <td>0.000512</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>-0.084710</td>\n",
|
||
" <td>-0.079661</td>\n",
|
||
" <td>0.000257</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>-0.342569</td>\n",
|
||
" <td>-0.262522</td>\n",
|
||
" <td>-0.001208</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>-0.255296</td>\n",
|
||
" <td>-0.205191</td>\n",
|
||
" <td>-0.000915</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>-0.221284</td>\n",
|
||
" <td>-0.381134</td>\n",
|
||
" <td>0.001574</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>-0.454367</td>\n",
|
||
" <td>-0.361172</td>\n",
|
||
" <td>0.000474</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>-0.324609</td>\n",
|
||
" <td>-0.022145</td>\n",
|
||
" <td>-0.000091</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>0.139194</td>\n",
|
||
" <td>0.226432</td>\n",
|
||
" <td>-0.000688</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>-0.135808</td>\n",
|
||
" <td>-0.075642</td>\n",
|
||
" <td>-0.000335</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>-0.039379</td>\n",
|
||
" <td>-0.106397</td>\n",
|
||
" <td>0.000111</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>0.157486</td>\n",
|
||
" <td>-0.048065</td>\n",
|
||
" <td>0.000036</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>0.088477</td>\n",
|
||
" <td>0.168149</td>\n",
|
||
" <td>-0.000402</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>0.034133</td>\n",
|
||
" <td>-0.217855</td>\n",
|
||
" <td>0.002084</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>0.056334</td>\n",
|
||
" <td>-0.083403</td>\n",
|
||
" <td>0.001938</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>-0.423291</td>\n",
|
||
" <td>-0.255241</td>\n",
|
||
" <td>0.002383</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>-0.100407</td>\n",
|
||
" <td>0.088802</td>\n",
|
||
" <td>0.000124</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>-0.023003</td>\n",
|
||
" <td>-0.047427</td>\n",
|
||
" <td>0.002613</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>-0.040004</td>\n",
|
||
" <td>-0.040291</td>\n",
|
||
" <td>0.000764</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>-0.136813</td>\n",
|
||
" <td>-0.164289</td>\n",
|
||
" <td>0.000042</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>-0.330091</td>\n",
|
||
" <td>-0.201463</td>\n",
|
||
" <td>0.000404</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>-0.259123</td>\n",
|
||
" <td>-0.251336</td>\n",
|
||
" <td>-0.000436</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>-0.230634</td>\n",
|
||
" <td>-0.167496</td>\n",
|
||
" <td>0.002066</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>-0.085455</td>\n",
|
||
" <td>-0.248863</td>\n",
|
||
" <td>0.000247</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>-0.101633</td>\n",
|
||
" <td>-0.429064</td>\n",
|
||
" <td>0.001455</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>-0.333951</td>\n",
|
||
" <td>-0.196183</td>\n",
|
||
" <td>0.001487</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>-0.279520</td>\n",
|
||
" <td>-0.033285</td>\n",
|
||
" <td>0.001087</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>0.086021</td>\n",
|
||
" <td>-0.084175</td>\n",
|
||
" <td>0.002097</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
" <td>0.149899</td>\n",
|
||
" <td>0.166146</td>\n",
|
||
" <td>0.001472</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>0.093940</td>\n",
|
||
" <td>-0.178318</td>\n",
|
||
" <td>0.002928</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>-0.017069</td>\n",
|
||
" <td>-0.278396</td>\n",
|
||
" <td>0.000303</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>0.055873</td>\n",
|
||
" <td>0.484107</td>\n",
|
||
" <td>-0.000216</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>0.148927</td>\n",
|
||
" <td>0.091712</td>\n",
|
||
" <td>0.000843</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>-0.106986</td>\n",
|
||
" <td>-0.157220</td>\n",
|
||
" <td>-0.002094</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>43</th>\n",
|
||
" <td>0.217666</td>\n",
|
||
" <td>0.294797</td>\n",
|
||
" <td>0.001976</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44</th>\n",
|
||
" <td>-0.198630</td>\n",
|
||
" <td>-0.213640</td>\n",
|
||
" <td>0.001081</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>45</th>\n",
|
||
" <td>-0.199427</td>\n",
|
||
" <td>-0.301866</td>\n",
|
||
" <td>0.001360</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46</th>\n",
|
||
" <td>-0.112350</td>\n",
|
||
" <td>-0.440817</td>\n",
|
||
" <td>0.002722</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>0.076316</td>\n",
|
||
" <td>-0.103135</td>\n",
|
||
" <td>0.001101</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>0.042743</td>\n",
|
||
" <td>-0.304131</td>\n",
|
||
" <td>0.002813</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>49</th>\n",
|
||
" <td>-0.106910</td>\n",
|
||
" <td>-0.191837</td>\n",
|
||
" <td>0.001026</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50</th>\n",
|
||
" <td>-0.226404</td>\n",
|
||
" <td>-0.310554</td>\n",
|
||
" <td>0.000734</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52</th>\n",
|
||
" <td>-0.396895</td>\n",
|
||
" <td>-0.117820</td>\n",
|
||
" <td>-0.000184</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53</th>\n",
|
||
" <td>0.034441</td>\n",
|
||
" <td>-0.134086</td>\n",
|
||
" <td>0.002456</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>54</th>\n",
|
||
" <td>-0.162653</td>\n",
|
||
" <td>-0.229690</td>\n",
|
||
" <td>0.001566</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>55</th>\n",
|
||
" <td>-0.191809</td>\n",
|
||
" <td>-0.212616</td>\n",
|
||
" <td>0.000854</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>56</th>\n",
|
||
" <td>-0.255541</td>\n",
|
||
" <td>-0.217828</td>\n",
|
||
" <td>0.001612</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57</th>\n",
|
||
" <td>0.027543</td>\n",
|
||
" <td>-0.208159</td>\n",
|
||
" <td>0.002358</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>58</th>\n",
|
||
" <td>0.127832</td>\n",
|
||
" <td>-0.046123</td>\n",
|
||
" <td>0.002779</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59</th>\n",
|
||
" <td>-0.010232</td>\n",
|
||
" <td>-0.177311</td>\n",
|
||
" <td>0.002018</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>60</th>\n",
|
||
" <td>0.110965</td>\n",
|
||
" <td>-0.258046</td>\n",
|
||
" <td>0.001000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>61</th>\n",
|
||
" <td>-0.142207</td>\n",
|
||
" <td>-0.182026</td>\n",
|
||
" <td>0.000904</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>62</th>\n",
|
||
" <td>0.105894</td>\n",
|
||
" <td>0.027383</td>\n",
|
||
" <td>0.000488</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>63</th>\n",
|
||
" <td>0.300265</td>\n",
|
||
" <td>0.137702</td>\n",
|
||
" <td>0.000801</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>64</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>65</th>\n",
|
||
" <td>-0.342239</td>\n",
|
||
" <td>-0.447250</td>\n",
|
||
" <td>0.000283</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>66</th>\n",
|
||
" <td>-0.074574</td>\n",
|
||
" <td>-0.243436</td>\n",
|
||
" <td>-0.000596</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>67</th>\n",
|
||
" <td>-0.066986</td>\n",
|
||
" <td>-0.034661</td>\n",
|
||
" <td>0.001547</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>68</th>\n",
|
||
" <td>-0.047406</td>\n",
|
||
" <td>-0.055631</td>\n",
|
||
" <td>0.000729</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>69</th>\n",
|
||
" <td>0.087549</td>\n",
|
||
" <td>-0.104530</td>\n",
|
||
" <td>0.001049</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>70</th>\n",
|
||
" <td>-0.135962</td>\n",
|
||
" <td>-0.333061</td>\n",
|
||
" <td>0.001730</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>71</th>\n",
|
||
" <td>-0.153461</td>\n",
|
||
" <td>-0.274151</td>\n",
|
||
" <td>0.000667</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>72</th>\n",
|
||
" <td>0.164209</td>\n",
|
||
" <td>-0.177328</td>\n",
|
||
" <td>0.001425</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>73</th>\n",
|
||
" <td>0.066001</td>\n",
|
||
" <td>0.004429</td>\n",
|
||
" <td>0.000117</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>74</th>\n",
|
||
" <td>-0.037105</td>\n",
|
||
" <td>0.078947</td>\n",
|
||
" <td>0.001076</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75</th>\n",
|
||
" <td>-0.082053</td>\n",
|
||
" <td>-0.043741</td>\n",
|
||
" <td>0.001764</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>76</th>\n",
|
||
" <td>0.279058</td>\n",
|
||
" <td>0.262016</td>\n",
|
||
" <td>0.000558</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <td>0.269899</td>\n",
|
||
" <td>0.235145</td>\n",
|
||
" <td>0.000099</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <td>0.046920</td>\n",
|
||
" <td>-0.011659</td>\n",
|
||
" <td>0.000796</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>79</th>\n",
|
||
" <td>0.089404</td>\n",
|
||
" <td>-0.088164</td>\n",
|
||
" <td>0.001324</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <td>0.171336</td>\n",
|
||
" <td>-0.115076</td>\n",
|
||
" <td>0.000905</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <td>-0.124288</td>\n",
|
||
" <td>0.146530</td>\n",
|
||
" <td>-0.001074</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>82</th>\n",
|
||
" <td>-0.450377</td>\n",
|
||
" <td>0.032724</td>\n",
|
||
" <td>-0.000247</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>83</th>\n",
|
||
" <td>0.089331</td>\n",
|
||
" <td>0.031687</td>\n",
|
||
" <td>0.000468</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>84</th>\n",
|
||
" <td>0.034563</td>\n",
|
||
" <td>-0.078437</td>\n",
|
||
" <td>0.001692</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>85</th>\n",
|
||
" <td>0.089082</td>\n",
|
||
" <td>-0.039721</td>\n",
|
||
" <td>0.000816</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>86</th>\n",
|
||
" <td>0.257582</td>\n",
|
||
" <td>-0.378255</td>\n",
|
||
" <td>0.000665</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>87</th>\n",
|
||
" <td>0.079509</td>\n",
|
||
" <td>0.188294</td>\n",
|
||
" <td>0.000343</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" TX TY Angle\n",
|
||
"Index \n",
|
||
"1 -0.233479 -0.354915 0.002455\n",
|
||
"2 0.186469 -0.227927 0.000424\n",
|
||
"3 -0.109499 0.021220 0.000769\n",
|
||
"4 -0.137159 -0.217839 0.001510\n",
|
||
"5 -0.092448 -0.251001 0.000418\n",
|
||
"6 -0.009481 -0.318712 0.002354\n",
|
||
"7 -0.070788 -0.129432 0.001395\n",
|
||
"8 0.340314 -0.246095 -0.000960\n",
|
||
"9 -0.061146 -0.065091 0.000512\n",
|
||
"10 -0.084710 -0.079661 0.000257\n",
|
||
"11 -0.342569 -0.262522 -0.001208\n",
|
||
"12 -0.255296 -0.205191 -0.000915\n",
|
||
"13 -0.221284 -0.381134 0.001574\n",
|
||
"14 -0.454367 -0.361172 0.000474\n",
|
||
"15 -0.324609 -0.022145 -0.000091\n",
|
||
"16 0.139194 0.226432 -0.000688\n",
|
||
"17 -0.135808 -0.075642 -0.000335\n",
|
||
"18 -0.039379 -0.106397 0.000111\n",
|
||
"19 0.157486 -0.048065 0.000036\n",
|
||
"20 0.088477 0.168149 -0.000402\n",
|
||
"21 0.034133 -0.217855 0.002084\n",
|
||
"22 0.056334 -0.083403 0.001938\n",
|
||
"23 -0.423291 -0.255241 0.002383\n",
|
||
"24 -0.100407 0.088802 0.000124\n",
|
||
"25 -0.023003 -0.047427 0.002613\n",
|
||
"26 -0.040004 -0.040291 0.000764\n",
|
||
"27 -0.136813 -0.164289 0.000042\n",
|
||
"28 -0.330091 -0.201463 0.000404\n",
|
||
"29 -0.259123 -0.251336 -0.000436\n",
|
||
"30 -0.230634 -0.167496 0.002066\n",
|
||
"31 -0.085455 -0.248863 0.000247\n",
|
||
"32 -0.101633 -0.429064 0.001455\n",
|
||
"33 -0.333951 -0.196183 0.001487\n",
|
||
"34 -0.279520 -0.033285 0.001087\n",
|
||
"35 0.086021 -0.084175 0.002097\n",
|
||
"36 0.149899 0.166146 0.001472\n",
|
||
"37 0.093940 -0.178318 0.002928\n",
|
||
"38 -0.017069 -0.278396 0.000303\n",
|
||
"39 0.055873 0.484107 -0.000216\n",
|
||
"40 0.148927 0.091712 0.000843\n",
|
||
"41 NaN NaN NaN\n",
|
||
"42 -0.106986 -0.157220 -0.002094\n",
|
||
"43 0.217666 0.294797 0.001976\n",
|
||
"44 -0.198630 -0.213640 0.001081\n",
|
||
"45 -0.199427 -0.301866 0.001360\n",
|
||
"46 -0.112350 -0.440817 0.002722\n",
|
||
"47 0.076316 -0.103135 0.001101\n",
|
||
"48 0.042743 -0.304131 0.002813\n",
|
||
"49 -0.106910 -0.191837 0.001026\n",
|
||
"50 -0.226404 -0.310554 0.000734\n",
|
||
"51 NaN NaN NaN\n",
|
||
"52 -0.396895 -0.117820 -0.000184\n",
|
||
"53 0.034441 -0.134086 0.002456\n",
|
||
"54 -0.162653 -0.229690 0.001566\n",
|
||
"55 -0.191809 -0.212616 0.000854\n",
|
||
"56 -0.255541 -0.217828 0.001612\n",
|
||
"57 0.027543 -0.208159 0.002358\n",
|
||
"58 0.127832 -0.046123 0.002779\n",
|
||
"59 -0.010232 -0.177311 0.002018\n",
|
||
"60 0.110965 -0.258046 0.001000\n",
|
||
"61 -0.142207 -0.182026 0.000904\n",
|
||
"62 0.105894 0.027383 0.000488\n",
|
||
"63 0.300265 0.137702 0.000801\n",
|
||
"64 NaN NaN NaN\n",
|
||
"65 -0.342239 -0.447250 0.000283\n",
|
||
"66 -0.074574 -0.243436 -0.000596\n",
|
||
"67 -0.066986 -0.034661 0.001547\n",
|
||
"68 -0.047406 -0.055631 0.000729\n",
|
||
"69 0.087549 -0.104530 0.001049\n",
|
||
"70 -0.135962 -0.333061 0.001730\n",
|
||
"71 -0.153461 -0.274151 0.000667\n",
|
||
"72 0.164209 -0.177328 0.001425\n",
|
||
"73 0.066001 0.004429 0.000117\n",
|
||
"74 -0.037105 0.078947 0.001076\n",
|
||
"75 -0.082053 -0.043741 0.001764\n",
|
||
"76 0.279058 0.262016 0.000558\n",
|
||
"77 0.269899 0.235145 0.000099\n",
|
||
"78 0.046920 -0.011659 0.000796\n",
|
||
"79 0.089404 -0.088164 0.001324\n",
|
||
"80 0.171336 -0.115076 0.000905\n",
|
||
"81 -0.124288 0.146530 -0.001074\n",
|
||
"82 -0.450377 0.032724 -0.000247\n",
|
||
"83 0.089331 0.031687 0.000468\n",
|
||
"84 0.034563 -0.078437 0.001692\n",
|
||
"85 0.089082 -0.039721 0.000816\n",
|
||
"86 0.257582 -0.378255 0.000665\n",
|
||
"87 0.079509 0.188294 0.000343"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"StartIndex = 1\n",
|
||
"EndIndex = None\n",
|
||
"error_list = [41,51,64]\n",
|
||
"DieBC.loc[error_list,:] = np.nan\n",
|
||
"DieBC.loc[StartIndex:EndIndex,:]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "2ebcbbc7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# error_list = [11]\n",
|
||
"# DieBC.loc[error_list,:] = np.nan\n",
|
||
"# DieBC.loc[StartIndex:EndIndex,:]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "94ecaf78-98bb-45a4-b66f-d36519a42cd5",
|
||
"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>TX</th>\n",
|
||
" <th>TY</th>\n",
|
||
" <th>Angle</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>84.000000</td>\n",
|
||
" <td>84.000000</td>\n",
|
||
" <td>84.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>-0.050623</td>\n",
|
||
" <td>-0.116379</td>\n",
|
||
" <td>0.000891</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>0.182093</td>\n",
|
||
" <td>0.180262</td>\n",
|
||
" <td>0.001035</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>-0.454367</td>\n",
|
||
" <td>-0.447250</td>\n",
|
||
" <td>-0.002094</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>-0.155759</td>\n",
|
||
" <td>-0.244101</td>\n",
|
||
" <td>0.000255</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>-0.054276</td>\n",
|
||
" <td>-0.131759</td>\n",
|
||
" <td>0.000830</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>0.087781</td>\n",
|
||
" <td>-0.034317</td>\n",
|
||
" <td>0.001568</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>0.340314</td>\n",
|
||
" <td>0.484107</td>\n",
|
||
" <td>0.002928</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>range</th>\n",
|
||
" <td>0.794681</td>\n",
|
||
" <td>0.931357</td>\n",
|
||
" <td>0.005022</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3sigma</th>\n",
|
||
" <td>0.546279</td>\n",
|
||
" <td>0.540786</td>\n",
|
||
" <td>0.003106</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" TX TY Angle\n",
|
||
"count 84.000000 84.000000 84.000000\n",
|
||
"mean -0.050623 -0.116379 0.000891\n",
|
||
"std 0.182093 0.180262 0.001035\n",
|
||
"min -0.454367 -0.447250 -0.002094\n",
|
||
"25% -0.155759 -0.244101 0.000255\n",
|
||
"50% -0.054276 -0.131759 0.000830\n",
|
||
"75% 0.087781 -0.034317 0.001568\n",
|
||
"max 0.340314 0.484107 0.002928\n",
|
||
"range 0.794681 0.931357 0.005022\n",
|
||
"3sigma 0.546279 0.540786 0.003106"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"describe_3s(DieBC.loc[StartIndex:EndIndex,:])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "21da49b6-3576-4468-8c86-070e51ac0bce",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"全局补偿X: 0.0506\n",
|
||
"全局补偿Y: 0.1164\n",
|
||
"全局补偿角度: -0.000891\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"X_overall,y_overall,theta_overall = DieBC.loc[StartIndex:EndIndex,:].describe().loc['mean',:]\n",
|
||
"print(f'全局补偿X: {-X_overall:.4f}')\n",
|
||
"print(f'全局补偿Y: {-y_overall:.4f}')\n",
|
||
"print(f'全局补偿角度: {-theta_overall:.6f}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "74f58c23",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
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|
||
"kernelspec": {
|
||
"display_name": "base",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
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|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
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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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|
||
"state": {
|
||
"_model_module_version": "^0.11",
|
||
"_view_module_version": "^0.11",
|
||
"collapsed": true,
|
||
"layout": "IPY_MODEL_f7658ea254754f89ae1eaaca3822afd1",
|
||
"orientation": "vertical",
|
||
"toolitems": [
|
||
[
|
||
"Home",
|
||
"Reset original view",
|
||
"home",
|
||
"home"
|
||
],
|
||
[
|
||
"Back",
|
||
"Back to previous view",
|
||
"arrow-left",
|
||
"back"
|
||
],
|
||
[
|
||
"Forward",
|
||
"Forward to next view",
|
||
"arrow-right",
|
||
"forward"
|
||
],
|
||
[
|
||
"Pan",
|
||
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
|
||
"arrows",
|
||
"pan"
|
||
],
|
||
[
|
||
"Zoom",
|
||
"Zoom to rectangle\nx/y fixes axis",
|
||
"square-o",
|
||
"zoom"
|
||
],
|
||
[
|
||
"Download",
|
||
"Download plot",
|
||
"floppy-o",
|
||
"save_figure"
|
||
]
|
||
]
|
||
}
|
||
},
|
||
"2d1533973ff749659dd783abe0db740f": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "ToolbarModel",
|
||
"state": {
|
||
"_model_module_version": "^0.11",
|
||
"_view_module_version": "^0.11",
|
||
"collapsed": true,
|
||
"layout": "IPY_MODEL_b8d4c7781ff5497da21ab97b922bac2f",
|
||
"orientation": "vertical",
|
||
"toolitems": [
|
||
[
|
||
"Home",
|
||
"Reset original view",
|
||
"home",
|
||
"home"
|
||
],
|
||
[
|
||
"Back",
|
||
"Back to previous view",
|
||
"arrow-left",
|
||
"back"
|
||
],
|
||
[
|
||
"Forward",
|
||
"Forward to next view",
|
||
"arrow-right",
|
||
"forward"
|
||
],
|
||
[
|
||
"Pan",
|
||
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
|
||
"arrows",
|
||
"pan"
|
||
],
|
||
[
|
||
"Zoom",
|
||
"Zoom to rectangle\nx/y fixes axis",
|
||
"square-o",
|
||
"zoom"
|
||
],
|
||
[
|
||
"Download",
|
||
"Download plot",
|
||
"floppy-o",
|
||
"save_figure"
|
||
]
|
||
]
|
||
}
|
||
},
|
||
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"model_name": "MPLCanvasModel",
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||
"state": {
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",
|
||
"_figure_label": "Figure 2",
|
||
"_model_module_version": "^0.11",
|
||
"_size": [
|
||
800,
|
||
550
|
||
],
|
||
"_view_module_version": "^0.11",
|
||
"layout": "IPY_MODEL_6bd4aa27ce3d4da78e5e37533a8df70a",
|
||
"toolbar": "IPY_MODEL_8a5b8401a4764aa19048fef48718488b",
|
||
"toolbar_position": "left"
|
||
}
|
||
},
|
||
"6bd4aa27ce3d4da78e5e37533a8df70a": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
},
|
||
"8a5b8401a4764aa19048fef48718488b": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "ToolbarModel",
|
||
"state": {
|
||
"_model_module_version": "^0.11",
|
||
"_view_module_version": "^0.11",
|
||
"collapsed": true,
|
||
"layout": "IPY_MODEL_30e39652821f45d4b6a059be76bf8b9b",
|
||
"orientation": "vertical",
|
||
"toolitems": [
|
||
[
|
||
"Home",
|
||
"Reset original view",
|
||
"home",
|
||
"home"
|
||
],
|
||
[
|
||
"Back",
|
||
"Back to previous view",
|
||
"arrow-left",
|
||
"back"
|
||
],
|
||
[
|
||
"Forward",
|
||
"Forward to next view",
|
||
"arrow-right",
|
||
"forward"
|
||
],
|
||
[
|
||
"Pan",
|
||
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
|
||
"arrows",
|
||
"pan"
|
||
],
|
||
[
|
||
"Zoom",
|
||
"Zoom to rectangle\nx/y fixes axis",
|
||
"square-o",
|
||
"zoom"
|
||
],
|
||
[
|
||
"Download",
|
||
"Download plot",
|
||
"floppy-o",
|
||
"save_figure"
|
||
]
|
||
]
|
||
}
|
||
},
|
||
"8de2ee2a201f4e78b83bb73202597800": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
},
|
||
"b8d4c7781ff5497da21ab97b922bac2f": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
},
|
||
"cc2cbd4941e54dc4ab6e09927cb3f90b": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "MPLCanvasModel",
|
||
"state": {
|
||
"_data_url": 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kzgWRBggf4sKPMxmAATYALZiIBRoNMpk8ijrako+zrF+pK1O61iS6BTO4pfX7x4sRCO5CJPVk7as5v25TYWSiZGScXSKoMHD1bs8y0zNWTJpazwdE60r3ha5cKFC8Itniyy9GIgo8VRLu40DoqhJyF+9OhR4YlAoQfkwk2u3yTGjYWYU4Zz2tKOPCEogRyJeHL5N253Z35ejhboNB6K+//2229NnhPG412+fFmEMsyYMUNk1jcvZPGnFwrmSeLIu4Iy1JcsWVJ4P1iWuLg44aExbdo06PV6cX4k/qtUqSL64sIEmAATYAJMwNkEWKA7mzD3zwSYABNgAlmOAGUTt4yFT+8kHZXFPcuBtHFCxuRwxph4y+rkVUHhElOmTEHHjh1B4Qi0NRxlqqeXNOS+T2EGxkJ7nJPgpjq1atXCgwcPxMsJspjTS5/z58+DRDq1oyR4Bw4cEPvCU4Z32me+cOHCKFiwoLC808sZeqnBhQkwASbABJiAIwmwQHckTe6LCTABJsAEsgUBit+mreLUxqCTyz1tS8ZFPQGyYE+YMEFkTqe4eAqZsCzHjh0TuQ3M97infAEktr29vcUcmXMnl36as5EjRyI8PBytWrUSoRevvPKK2FWAQh8ogZ65ZwCJdxL7FHNP+7GTqC9fvnyqBHvqz4xrMgEmwASYABNImwALdF4dTIAJMAEmwASYgMsSIAu2MSmgmkHeunVLWMGLFy9u0y2dBDuFYPj5+anpWtShvmNiYkQuAi5MgAkwASbABBxNgAW6o4lyf0yACTABJsAEmAATYAJMgAkwASbABCQIsECXgMZNmAATYAJMgAkwASbABJgAE2ACTIAJOJoAC3RHE+X+mAATYAJMgAkwASbABJgAE2ACTIAJSBBggS4BjZswASbABJgAE2ACTIAJMAEmwASYABNwNAEW6I4myv0xASbABJgAE2ACTIAJMAEmwASYABOQIMACXQIaN2ECTIAJMAEmwASYABNgAkyACTABJuBoAizQHU2U+2MCTIAJMAEmwASYABNgAkyACTABJiBBgAW6BDRuwgSYABNgAkyACTABJsAEmAATYAJMwNEEWKA7mij3xwSYABNgAkyACTABJsAEmAATYAJMQIIAC3QJaNyECTABJsAEmAATYAJMgAkwASbABJiAowmwQHc0Ue6PCTABJsAEmAATYAJMgAkwASbABJiABAEW6BLQuAkTYAJMgAkwASbABJgAE2ACTIAJMAFHE2CB7mii3B8TYAJMgAkwASbABJgAE2ACTIAJMAEJAizQJaBxEybABJgAE2ACTIAJMAEmwASYABNgAo4mwALd0US5PybABJgAE2ACTIAJMAEmwASYABNgAhIEWKBLQOMmTIAJMAEmwASYABNgAkyACTABJsAEHE2ABbqjiXJ/TIAJMAEmwASYABNgAkyACTABJsAEJAiwQJeAxk2YABNgAkyACTABJsAEmAATYAJMgAk4mgALdEcT5f6YABNgAkyACTABJsAEmAATYAJMgAlIEGCBLgGNmzABJsAEmAATYAJMgAkwASbABJgAE3A0ARbojibK/TEBJsAEmAATYAJMgAkwASbABJgAE5AgwAJdAho3YQJMgAkwASbABJgAE2ACTIAJMAEm4GgCLNAdTZT7YwJMgAkwASbABJgAE2ACTIAJMAEmIEGABboEtIw0efz4aUaaO61tQICP6DskJMppx8iqHTM7uZllbnLcqBWzk2PH3OS48ZpjbvIE5Fvy9SrHjrnJceP7XNblli+fr/zJPaeWLNCfMXgW6M8Y+DM4HP8YykFmbnLc+CGCuckTkG/J16scO+Ymx43vc3Lcrlz5HcePH0Z4eBhy5PBGkybNUaZMWbnOsmErvl7lJt3VubFAl5vXbNWKBXrWm25XvzG5KnHmJj8zzE6OHXOT48ZiibnJE5Bvyderena3b9/C0KGDcPbsmVSNqlZ9B4sWLUOxYq+q7zCb1uQ1Jzfxrs6NBbqd87p69Wps3rwZsbGxaNGiBUaNGgUPDw/VvZw4cQLz58/HgwcP8Pbbb2P69OnImzevqX1CQgIWLFiAvXv3QqvV4oMPPkDfvn2h0WhMdS5cuIDZs2fj2rVr4th16tTB5MmT4etrcIcICwtDlSpVUo1p3Lhx6NGjh+qxGiuyQLcbmcs3cPUbk6sCZG7yM8Ps5NgxNzluLNCZmzwB+ZZ8vapjd/v2TTRtWh9PnjzB++/Xx8CB/VGkSFH8/vs1bNr0JY4e/U48GwcFHWGRbgMprzl1a86ylqtzY4Fux7yuWrVKiOf+/fujXLlyWLhwId555x2Q8FVTSFh3794ddevWRZs2bbBr1y4h1Ldt2wY3NzfRxcSJE7F7926MGDEChQoVwowZM/Dhhx+iW7du4vs7d+6gdevWKFGihOjj4cOHWLlypehz8eLFos6PP/6Ifv36YdOmTQph/+KLLyJfvnxqhqqowwLdbmQu38DVb0yuCpC5yc8Ms5Njx9zkuLFAZ27yBORb8vWqjl3z5g2F5fyzzxahe/deqXKUrF+/FqNHDwNZ0vft+1Zdp9m0Fq85uYl3dW4s0FXOa1RUFKpXr462bdtiwoQJotWNGzfQsmVL/PDDDwgICLDZU5cuXRAZGSkEOFnHyVpO1m8S5fXq1cP9+/dRv359jBkzBj179hT9nTx5EqNHjxai293dXfz7f//7H9avXy/+T4VE/JYtW/DLL78gR44coBcJBw8exJ49e2yOSU0FFuhqKGWuOq5+Y3JVmsxNfmaYnRw75ibHjQU6c5MnIN+Sr1fb7CjmvE6d6sJyvmXLN6KBNW6dO7cVlvTjx89wTHo6WHnN2V5z1mq4OjcW6Crn9dSpU+jTpw927tyJsmVTklc0atQIgwYNQtOmTdPtKTo6GpUqVcLIkSPRq1cvU91JkyZBr9dj6tSp2Lp1K6ZMmYIzZ86YBL9Op0PFihWxbt06VKhQAX///bcQ4QUKFDD1sXz5cmE9J4Hu5eWFjz76CP7+/qJPRxQW6I6g6Fp9uPqNybVopYyGucnPDLOTY8fc5LixQGdu8gTkW/L1apvd3LkzMW/ebGzYsBWNGjVBWkniDh4MQo8enTFq1Djxh4t1Arzm5FaGq3Njga5yXnfs2AES07/++qsi5pxEe/ny5YVIT6/cu3dPWMfJ8l2tWjVTVYppP336NDZs2CBc5in2nOLUzUvjxo1FHDpZ662Vjh07IjExEd98Y3gTWatWLRGPHhoaioiICJQqVQqDBw/Gu+++q/JsldWSknRS7ZzdSKs1xOXrdHpnHyrL9c/s5KaUuclxo1bMTo4dc5PjxmuOuckTkG/J16ttdsOHDxNGpT179mLevHk4ffqHVI1q1HhXGLRatmyBIUOGYMGChbY7zqY1eM3JTbyrc3Nz08qd2HNs9Vy2WaN47s8//xwUR25e6MZBcd2ffvppukiuX7+O5s2bC7dzEszG8tVXX+Hrr7/G/v37ReK3n376SYh080Kx5k2aNFFY3o3fHz16VLwcoLE1bNgQjx49EkKc/pBLPSWRo5cC1C9Z/0uWLGn31LFAtxuZyzdw9RuTqwJkbvIzw+zk2DE3OW4s0JmbPAH5lny92mZHnqLTpk2Fn5+fMCKRJyoZoYoWLYrbt2+DDFeHDh0yfT9x4iQRCsrFOgFec3Irw9W5sUBXOa/bt28XFm4SuuaF3vB5enqKOPD0yt27d9GgQQMcOHAAxYsXN1UlyzzFjB85ckT0T7HmRku4sVKnTp2E4B44cKDiECEhIWjWrBlef/11fPnll+K7uLg4ERtPLwGMieco1p2OTQntKGu8vYVd3O0l5vr1Xd21x1UJMjf5mWF2cuyYmxw3asXs5Ngxt9Tcpk6diH37bOf1iY5LEI29PdPf3ad585aYONExYYhys/z8Whlj0GkEtpLEUR2OQU9/rvh6lVvLrs6NXdxVzuuxY8eEpfq3334TMeDGQi7uhQsXNiWOS6s7Sg5njCWnZHPGQm8KyXq+b98+bNy4Ubw5pKRz5oVc3Nu3b6/YIo1i0+mN49WrV4VVPn/+/OmeybBhw0Bu9pQ53t7CAt1eYq5f39VvTK5KkLnJzwyzk2PH3OS4sUBnbvIE5AV66NNY0djf1yvdw7NANzwHs0DP+Crl3wg5hq7OjQW6ynml7cwotptixatWrSpaUXI3Etu0tziJZVvl/fffF27u5BZvLB9//DEoQ/yaNWuE+zy5pZPb+ssvvyyqkLCn/dIpToeEurHQ/8lqTsnjzPc8pz0lKZEcJZQzL5QV/vHjxwgKCrI1zFTfs0C3G5nLN3D1G5OrAmRu8jPD7OTYMTc5bizQmZs8AfmW41adFY1n9TU8J3JJTcCYJI5yJT19+lRkcx8woB+KFi2G3377E5s3rxfZ243fc5K49FcR/0bIXWWuzo0Fuh3zSlZsumGQlZu2SSPLN7m407ZppUuXttkTiWqydpO1nLZlIyFNopv2PCeRT4neaNs1cmc3usyvWLFCJNOgRHLGrdwoHp5c1SnuvWvXrorj0p7qFI9OLvM+Pj7iO+NxKMnctGnTbI7TsgILdLuRuXwDV78xuSpA5iY/M8xOjh1zk+PGAp25yROQb8kC3Ta7CRPGYNWq5di0aRuWLftc7IduWWj/80GDPsYHH3RA374DMH36HNsdZ9Ma/BshN/Guzo0Fuh3zeunSJXTr1k1ss0bJLEig165dG0uWLBG9XL58GQULFhR/rBXKqt66dWtoNBohwsltntzlSbDnypVLNKHEGOSOTt/TZ/R/Eu9jx44V39MYSJTTlm2jRo1SHIbGlJSUJLZ8e+WVV9CqVSthgScre2xsrIhtp8/tLSzQ7SXm+vVd/cbkqgSZm/zMMDs5dsxNjhsLdOYmT0C+JQt02+wst1n7448rOH78MMLCQuHp6YPGjZuJfc95mzXbLPk+p46RtVqu/tvKAt3OuaWYb7JoP3jwQFi7KXEbJYmjUqJECbGdGe1DnlYJDg4WyeBouzbKqE4WePM9zakdJaIjyzllt6QkcN27dzclfCPLOVnQrRWKYSd397/++gszZ84U+6LnzJkT7733HoYPH57qOGpPnQW6WlKZp56r35hclSRzk58ZZifHjrnJceMHV+YmT0C+JQt02+yMSeLItX3LFsP2wNbuc507txWu7pwkLn2m/Bthe82xQJdjZG+r57LNmr2DzEr1WaBnpdk0nAvf0OXmlLnJceM1x9zkCci35OtVjh1zk+NGrVigq2PXvHlD4dpuK0kcubrv2/etuk6zaS2+XuUm3tW5sQVdbl6zVSsW6Flvul39xuSqxJmb/MwwOzl2zE2OG78UYm7yBORbskBXx+727Vto2rQeKLFxWkni8ubNi6CgIyhW7FV1nWbTWvwboZx4R2+JSL0/j10XWKBn0wvantNmgW4PrcxRl2/ocvPE3OS4sVhibvIE5FuqvV7j4+MV26fKHzFrtFTLzdlnmxnnhQW6+lVBIn3o0EFpJolbtGgZi3MVOF3lelUx1GdSRa1AV7slIgt09dPGLu7qWTmkJgt0h2B0qU74hi43HcxNjhsLdOYmT8C+lpQodcuWTQgK2oNHj/5DwYIvoHHj5ujc+QNTLhdjjydOHMPChXNBCVzLl38LEydOQ968+ew7oERtyzHmz18ATZu2tDrGtLq3pw+1daOjo7F16ybcuXMDV65cEdbNRo2a4pNPJqcaxt27d/Dll6tw/fo1BAc/gUajRaFCL6Jx46Zo2bJtqhce//33L1avXo5z535CZORTvPjiS2jRog3atu0gEueal+c1LxJTmaoJC3T7KaaVJM7+nrJnC34ukZt3V79W2YIuN6/ZqhUL9Kw33XxDl5tT5ibHjQX6s+d28OB+zJw5BYULF8FXXxkSMV258hv69+8l/n369AX5QTmx5ZIlC7F9+xbs2XMIgYF57T7SvHmzsWfPNyITdNWqlfHLL5exe/cutGrVDiNGjDH19++//6Jz5zbo2LELSpYsLY7p7e2DuXMX2n1MexuYj/GNN97E77//CpovyzEwh+mkAAAgAElEQVSm1689fait+/Dh/9CuXXPky5cPZcqUwYkTJ9IU6D//fFaI+dKlyyJfvvzQ6XTiPI4ePYxq1WooOD558hgffvgBYmJi0KZNe5Gw9sKF8yAh3rFjVwwePNQl5sXeebRW39Uf+h1xjs7og39b5akyOzl2rn6tskCXm9ds1YoFetabbr6hy80pc5PjxgL92XMzCnStVovvvjsFLy8v7N79DebPn+3SAr1r1/a4e/c2xo+fJES2PeXWrZvo0aMT2rTpgKFDR5qSYU6cOAU7d27D+vVb8eqrxUWXJA43bFiLL7/cIv5/48ZfGDSoD7777qTqQxoZ2/Oyw3KMxoMtWjQv1RjTGog9fdhTl1zKw8PDUKJEUSQmJqJcuTfSFOhpjW3BgjnYtWuHyM79yitFRDXyUqDPli1bjXLlypuazp8/B3v37sTGjdtQpEhRh82L6gl0QkVXf+h3wik7pEv+bZXHyOzk2Ln6tcoCXW5es1UrFuhZb7r5hi43p8xNjhsL9GfPzSge6cgrV64X+wrPnTsD+/btdlmBTm7Qbdo0Fe7R7777HqZMmWUXuJUrl2HTpi+xffte4W5tvF6vXPkL7du3wAcf9ES/foNMgrxfvx6YMGEqSpQoiY0b14HE7Jo1G1UfU0agW47ReLD//e9BqjGmNRB7+rCnrvF4xE1WoFN4wRdffG5ac9Rn9+4dERsbi23b9ihO6c8//0CfPt3Ro0dv9O7d32HzonoCnVDR1R/6nXDK6XapNh44Oi5B9OPt6WFziM8jYZfNQT3HCvxcIgff1a9VFuhy85qtWrFAz3rTzTd0uTllbnLcWKA/e25G8fjGG+XQoEETtGzZRoghd3d34Ypsj9VXfvT2tdy7dxfIAtuhQxcEBe3F/v3fpYobT6/H4cMH4+bNG9i377CoZn69NmtWH6+9VgILFiwxdUHidfPm9dDr9QgMDMTs2QtQqlQZq4cgF+6IiAjFd8eOHcbChZ8hKOio4nNinCtXLqv9WI7RvJK1MVrrxJ4+7KlrPJY9Ap2Et+FPDK5e/UPMH53/tm274enpJbqkUAIPDw9s2PC14nQoSVi3bh1Qpco7mD9/sdS82LfCnF/b1R/6nU9AeQS1At3VE3Y9a272HI+fS+yhlVLX1a9VFuhy85qtWrFAz1rTfeXK7zh+/LBwZcyRwxtNmjQX1jUutgnwD6FtRmnVyDTs9EmAXid/opYttRYWIb0e0Cem1Er1vQ6gMVDRaBEQ6Cf+GRISZdeYjAKdhDmV4cPHoH79mmjYsKmI0SaBnpCQgLVrV+Lw4YMicVeJEqXw8ccj8dprr5uOFRcXh5Url+L774+KOkWKFMOgQR+jQoWKpjo1alTCuHETERISjG++2SbEWo0aNTFmzKd2ZUcfP34UQkODMXDgxxgw4EOsWLEOZcuWS3XeM2ZMxi+/XMQ33+xXfEdiz93dA+vWbRafm6+5Xr26CKswuVObF7LaU5KzYsWKizCAtIoxPlvNJFDCuaVLV1mtajlG80ppjdGyI3v6sKeu8Tj2CHRaP19+udo0RIpJHz36ExQv/prps3HjRuLcuTPYvn0faOssY6GwA3rBQWEHluJd7byomY9nWcfVH/qfJQt7jsXc7KGlrJtpflvlT9EpLV19zbFAd8q0Z61OWaBnjfnkLU0yPo/8QyjPMLOw8741Ez63DXHaGS06N18E13mg6MY94jL8z9UUnyV6v4bQ6hcV3+d4fAi5L3cQn0UVGwuvyjPEv2UF+ogRY/HttweEgCaxNnToKGHlJIE+adJ4ULKvQYOGoECBF7B162b88cdv2LJlpylBG9Ula/aoUeNRoEBBHDiwF2fO/IidO4Pg7e0txkYCnUS9m5s7unfvJeK5161bhWHDRol4cDWFxHOTJnXRrl0n4fLcuHFddOjQGR9+2C9V8wcP/kFUVCRef72k4jtyYw8ICBTCnor5mqPkeKGhIancrNWMjerQi4rffrusqH7+/FmRMX7hwmWKz319/VCyZCmrXVuO0byS2jHa04c9dY1jsUeg01yQe35ERDguXjwvwgQojOCttyqZTo0+Hzp0oEjGN3jwMOTPnx+XLl3AkiULROI4yrRv6f6udl5crZ6rP/S7Gi/jeJib/Mxklt9W+TN0TktXX3Ms0J0z71mqVxbomX86b9++iaZN64ttc95/vz4GDuwvkvL8/vs1EbN59Oh3wrIRFHSE9x1NZ7r5h1D+Wsgs7LKaQP/iizUYMeIjIbDXrVuNbt16iuzuJMLJ9Zg+Jy8aKmFhYWjVqhGGDBmBdu06is+OHz8q3LUrV64q/k8ideDA3li1ar3I4E2FBDq5iG/duktkQqfStWs7UIbyMWMmqFo0ZBH/6KN+WLToC7Hl2dixwxEeHo7Vqzeoak+VZCzoqju3UlEmBl3Gom15aHv6sKeujEC3HNu2bV9h+fIlIiGfMfEb1Tl0KAiUoZ+EPBVPT08MGjRUvMihrPHGZH0ZmQ9XaOvqD/2uwMjaGJib/Mxklt9W+TN0TktXX3Ms0J0z71mqVxbomX86mzdviLNnz+CzzxYJC5flDX39+rUYPXoYqlZ9B/v2fZv5T9hJZ8A/hPJgMwu7rCbQKSt5gwa1hMs5WbjfeaeGEOiUgG3SpHFWJ9R8uy+ybB879p1wKb969Qru378nXMUXL15hspKSQO/atQf69x9s6m/w4L544YVCVvfQtnbQFSuWinhw80IZ6Pft+w558uRRtfDsjUFX1Wk6lWQEukxMuOUQ7OnDnrqOEOgU5tC8eQNFQj5jvxRScevWDRFaUazYq2I9UthF7dp17U4ImNG5c1Z7V3/od9Z5Z7Rf5iZPMLP8tsqfoXNauvqaY4HunHnPUr2yQM/c00kx53XqVBeWc9r6hoq1G3rnzm2FJf348TMck57GlPMPofy1kGnYZbEYdHJlb9euBR4+fCAyZefPX0Ah0KdMmYkXX3xJMbG5c+cR4jopKUlYtf/99yGaN28lkqyRe3LPnl1SCXSylDdr1lJaoPfs2RnkGj5w4BDRx+PHj0CxyxMnTkf9+g1VLTx7srir6tBGJRmBLpNV3XIY9vRhT11HCHRjrH7Llm0xcuTYdAmeOnUC48ePlNpSzxHz54w+XP2h3xnn7Ig+mVtqimoT7KnNgM/Z75WMXX3NsUB3xJ0li/fBAj1zT/DcuTMxb95sbNiwFY0aNUlToB88GIQePTpj1Khx4g+X1AQyjch0wcljdnKTIsvNXDyOGzcCP/xwErNmzcPTp0+FQCd39E6dWqcSR7Q3dalSpcUe5JQRnfYVnzHjM7z3Xm1xAmfOnMbo0UNTCXTLfcvtsaBTkraWLRthwIAh6Nz5AxMossRWrlwFn346VRU8in2nRGtp7YNObtTmyctUdergSpZjNHZv3AfdfIzkqUAx3j4+uRTJ1ezpw5669gh0iuf39w9IRYe2WKO4/E8+mSz2UE+rREZGgmLu4+JisXnzdlPGdwfjfubdufpD/zMHovKAzE1eoKvNgM8CnQW6ystRuppGT3uicHlmBFigPzPUTjnQhAljsGrVcoVl3NpD/x9/XEHt2u+gb98BmD59jlPGktk7lRVLmf28HTF+ZidHUZabuUBfs2YF1q9fI/YHv3z5khDoxiRxFy6cQ+/eA1C4cBF8//0RsU86xYFTki/KpN2uXXPhgtyiRRvQPYJyVkRHR4nEaCSeqZCLe0YEunGstAc5JRIzlokTxwnXeto2TaPRmD5PK0kcVfjss5mg7droBUO1am/j0qVfsHv3LrRo0VrE28sWSmZ26tRxVc0DAgJMMfvWGpiPsVy5N/Hbb7+CGFiO0WiNJqFLgte8qO3Dkkl6x6O6lFk9KSkOtK3c0qVL8frrJVCzpuHlTI0a75lecJB3A8WTUzZ/8sqgDP/nzp3FxYs/o1y58uIFDm23RoVewIwYMUTsbV+gQAGRC4USD9K2dbSOstIuIiw0VV0iqSoxNzlu1IrZybFzdW5sQZeb12zVigV65p5utqDbnj9Hu5LREflttZK7rNC0PXtZu4YsN3OBfuLEMcycORWHD58QybqMAt24zRpleSexVLRoMfTs2UfEqxsLCakNG9YKkfXqq6+ha9fuIvt7ly7d0afPgGThljGBTrHw5879hAMHjin2Paft4Mj7Z82aTYqs6LNnT8OFCz+n2maNBkNW5y1bNmL//r3CTb5gwQJo3Lg5OnfuZhKMMivGUduspR7jf8iXrwCaNWuRaozpCXTleabdhz3Ho7pt2zYTIQ3WivlLGMpLQF5XFFMeFhYKD48c4iVPnTr10LZtB8X2etHR0Zg5c7LYJ51i1P38cqNy5bfRs2dfvPTSyzLT4bJtXP2h31XBMTf5mWF2cuxcnRsLdLl5zVatWKBn7unmGHTb86dWoKt1JWOBnpq5rNC0PXtZu0Zm50ZCMr1CieDojzNKZmfnDCZq+mRuaihZr+PqD/3yZ+bclsxNni+zk2Pn6txYoMvNa7ZqxQI98083Z3F3zBy6+g3dMWfpnF74oV+Oa2bnRu7v6ZWOHbti8OChcnBstMrs7JwCRUWnzE0FpDSq8G+EHDvmJseNWjE7OXauzo0Futy8ZqtWLNAz/3Tfvn0LTZvWM+2DPmBAP+HO+ttvf4qtjXgfdHVz7Oo3dHVn8Xxq8UO/HPfMzu3atavpnnhAQKCIYXZGyezsnMFETZ/MTQ0l63X4N0KOHXOT48YCPetyY4EuP7fZpiUL9Kwx1STShw4dJPZDtyy0//miRcvE3rRc0ibADxHyq4Mf+uXYMTc5btSK2cmxY25y3FgsMTd5AvIt+blEjp2rc2OBLjev2aoVC/SsNd2Uifn48cMisY+np4/IdpyVsug6c7Zc/YbuzHPPaN/80C9HkLnJcWOBztzkCci35N8IOXbMTY4bvxTKutxYoMvPbbZpyQI96001P/TLzSk/RMhxY7HE3OQJyLfk+5wcO+Ymx43FEnOTJyDfkp9L5Ni5OjcW6HLzmq1asUDPetPND2Byc+rqN3S5s3o2rXjNyXFmbqm5qd11ITouQTT29vSwCZ+3RUxBxGvO5nJJswL/RsixY25y3PilUNblxgJdfm6zTUsW6FlvqvkBTG5O+SFCjhu14jUnx465yQt03haR15wcAflW/Bshx465yXFjgZ51ubFAl5/bbNOSBXrWm2p+6JebU36IkOPGAp25yROQb8nXqxw7/n2Q48ZiibnJE5Bvyfc5OXauzo0Futy8ZqtWLNCz3nTzA5jcnLr6DV3urJ5NK15zcpyZmxw3Fkvy3HjNybPj3wg5dsxNjhvf57IuNxbo8nObbVqyQM96U80PYHJzyg8RctzYgs7c5AnIt+TrVY4d/z7IcWOxxNzkCci35PucHDtX58YCXW5es1UrFuiZZ7o5eZJz58rVb+jOPfuM9c4P/XL8mJscNxZL8tx4zaVmp3kaAZ8JY+F5KAh6v9yIHj4asZ0/SFXR1m9EziWLkHPtSmhiYxDbriOiJk4DPFKSGGr/fYhc40bB49QJ6AoWRNTk6Yiv11BxnBxHvoXP9CnQ/n0fCdVr4On8JdDnz5/mhPt1aQd9QCCeLlkhvyic3NIWNycfPlN3z+zkps/VubFAl5vXbNWKBXrmmW61Ap2TJ8nNqavf0OXOKmOt1K45zqgtx5nFkhw3Fujy3HjNpWaXu0MruF+8gKipM6H38ECusSPxdNkqxDdsrKic3m9EzsUL4DNjCqKHjURihUrwmTkV8TVrIWraLEMfCQnwf78mNOFhiJoyA5onj5Fr6kSE7T+MxHLlRRWPs2eQu3VTxDdsgtguH8Bz61dw+/sewg4eA9zcUg3ca9N6+I4YgtgOnVmgy18SLt2Sn0vkpsfVubFAl5vXbNWKBXrWm25XvzG5KnHmlnpm1Ap0fikkt6pZLMlxY4Euzy07rbkdx2/i/LVH6cIqdfsyRm8Yi6UdJuBi6Rqibu2f96PWhYOYNHC5om3o0zjxf39fT8XnnnEx+Pyzjjj1VgNsaTxQfFfo0V1MWT4Iw0ZuQaRPbrx76TB67V2Iyf2W4F6h10SdIRe2oHTCE0Rs/Fr8P3fzhtA+fYrQYz8AWq0Q9QEVyyJy1jzEN2mmOKb27h34164uhHt8oyYs0OUvCZduyc8lctPj6txYoMvNa7ZqxQI96023q9+YXJU4c5OfGWYnxy47iSU5Qmm34jUnRzQ7rbnRy88gJCIOAX5KQW1Oru2Rdah94QAGj9kOvdZgpfaLDMXnn3XC0JFfIdw30FQ9Oi5R/Nvb010Bv+yNCxixeYJCfFOFGUv6YF+tzjj3Rm303zELLz66h08HGVzRaVyVIu5gwuZxeHLnIRATg7zFX0LUp1MRM/AjU/+5Rg0DdDpEzv885Zg6HfI0bwh9zpzQFSgIaDQs0OUuB5dvxfc5uSlydW4s0OXmNVu1YoGe9abb1W9MrkqcucnPDLOTY5edxJIcIRbojuaWndYcCXSNToc5/aqmidH3o/7QPvgH4fu+VdTJW7gAwrftRkLVd0yfp8XOa/MG5Bo1FE/uP1LEnPt1aoPESm8jesQY5GlaH0mFiwjXeSo0Nt/IMCz+rCOCf7kKxMUhsGoFhO3cj4R33zMdk+Lac5w4hvCd+1M+W7wA3l8sRuiJn4RbPRWOQXf0leIa/fFvq9w8uDo3Fuh2zuvq1auxefNmxMbGokWLFhg1ahQ8zBJ82OruxIkTmD9/Ph48eIC3334b06dPR968eU3NEhISsGDBAuzduxdarRYffPAB+vbtC41GY6pz69Yt0e7y5csoWrQoJk+ejHLlyikOvWvXLqxYsQIhISGoU6cOJk6ciFy5ctkantXvWaBLYXPpRq5+Y3JVeMxNfmaYnRy77CSW5AixQHc0t+y05kgEf7h7HmpcPpomxrgmzYGkJERs3KqoE1iqKJ7OXYT4Zi1sC/Q1K+AzewaCb/6t6MPvw27Q5c8vXNTzvF8TCVWrIWr6HJNAzxEfi5UzWiL0yEnoPXIgoFY1hBw7jaQ3Up75vNauQs6N6xB68qxo53bld/g3rI2IlV8Kt3d6wcAC3dFXiev0x7+tcnPh6txYoNsxr6tWrRLiuX///kIQL1y4EO+88w7GjRunqpcLFy6ge/fuqFu3Ltq0aQMS0STUt23bBrfk5B4kpHfv3o0RI0agUKFCmDFjBj788EN069ZNHCMsLAxNmzaFv78/Pv74Y1y7dg3r16/H/v378cILL4g6QUFBon3Hjh2FOF+7di38/PywdOlSVeO0rMQCXQqbSzdy9RuTq8JjbvIzw+yU7NTG7nNyPV5z8gTkWmY3gR4Y+i8+aVwkTVg5ly8BknR4umaDok7AmyURNWEy4tp1tC3QN62Hz6ypCL56W9GH74De0Ht5IXLhUuRpUg8Jb1dF1KRpJoGuTUrC2qlNELrvMPT58yGg6lsI+eFnJJUoaeqHrPPeixcg5OdfhZXdv34tJLxVUfRJhQW63HWQWVrxb6vcTLk6NxboKuc1KioK1atXR9u2bTFhwgTR6saNG2jZsiV++OEHBAQE2OypS5cuiIyMFAKcrONkLTdat+vVq4f79++jfv36GDNmDHr27Cn6O3nyJEaPHo0ff/wR7u7u+Pzzz7FmzRocPXoUBQoUEHVIqOfLl880rtq1a6NEiRLCgk6FrOj02datW1G6dGmb42SBbjeiTNfA1W9MrgqUucnPDLOTE+icXI/XnDwBuZbZTaATpbkDUtzULan5fDoOHpcuIOzAEcVXeYsURMSy1YrkbGmxy/HtQfh172RwcfdMiXcnF/ekYq8iasZc+PXoIsT60xVrTQLd6OJOSeGSihZD3mIvImz7HiTUqmMaC7m4e+3cjtATZ+Az5VN4Bu1F6NFT0PsYvCZ9hw4Sfz9dtMyQ6d3MI1NuhTi+Ff8+yDNldnLsXJ0bC3SV83rq1Cn06dMHO3fuRNmyZU2tGjVqhEGDBgmrdnolOjoalSpVwsiRI9GrVy9T1UmTJkGv12Pq1KlCQE+ZMgVnzpwxCX6dToeKFSti3bp1qFChAtq3by++M4pv6ujgwYNCuB8+fBjk/t64cWMsXrwYDRo0MB2nd+/eqFy5Mvr166fyjFOqPX4UBuh1drdLs4E2Zc9PUUevB/SGxCqipPpeB+iTUnUn/RChcU/9A6VLSOnf8nvL8WWUhIZ+ILXKXnR0/nrDZ1a/Nxtfho+vxbjV50Uvs/omx90RX+Mc09hoDObFfHwZPT40gFaZQEcc2zTH1r43G1+Gj29tjalbgxPWnBNHn967SsZGkQ3XoIKdtTXGa9DqfdD0ENHnbav3QemF+NzXoI37jAPug+lfrzbuM06/D9r6rXP8fXD6jMkI2r/PtGQSxc96Svgc/Qa5awGj10YOjxyK5aXR6OFmXh1A02bNMeGTyXLL0NYcO/23WIvRKwz3dJNAt/Jb7Ll9K3xHD8eTKzco+5uo73b9GgLeq47Qg4eR+FYl0/mn9VyiffAAgRXLIeybPUio8a6hvh4IfKMkovsPRsyQYfCePwdeWzYh5OdL4hllzMqzeOOvixj21UQ8uXJT7HUeULkcYtu0Q/TosaZj+vbpBW1kJMK3bkdApfJw+0fpRm8+OWE794q9000l3ectx6xBsYf8p5/A89uD0Pv6iW3mYjt3SX7eMTyPpdznqqT5PKjYQ75te0R9Ojn1HvKfjIXHqZOGPeQnTkV8vfqKtZnjyHfwmTnNsIf8O7SH/GLoKYlecnH767rwdPD44aQYV1yjZoiaPE3sI28q5s+Lcis/pZWt+4yt50UAGXsukbgPmv9WZ/T8qb3da9C6JrB3KCZufaorNYFNTWLxvGjvgS3rp3EfzFfAtuE3o4d2dHuNnhTtMy47duwAielff/1VEXNOor18+fJCpKdX7t27J6zj5I5erVo1U1WKaT99+jQ2bNggXOYp9pzi1M0LCW6KQydrfc2aNYV7PFnNjeW3335D586dQX+fPXtWWN/Jwv7yyy+b6lCcenx8PGbOnGk3Od2vk6D9Y6rd7aw10Lv7QtcmTPlVyCW4HaksPtP7loCu8VXl9/8LgtsPKTFeGR1IUuM/Ad/XFd1ot3tAkyxQk1qHAx5m8fqx/8Ftb6GMHjbl3l5lI/RFkn+ckj/VHqkGTcjP4n9JtY4CBWorx7evMDQx/zhkDLrXP0bfw01EXyvH1hV/ay5+BO3NL8S/dW/Ogb7kSOXxT7eB5sEehxxfn7c6dHVPKfrS3FkP7c8fGo7/clvo39mm/P7qLGh/N3iuZLTotZ7QtYtWdhN2BW6H3zSsQZ+i0DW9qfz+3yNwO9kwo4c2tU9q8CuQJ+VFH32h/cYHmqRYwxpoSVYWsweC+FC47U7JVZHRgegqr4G+mMFLx1i0x96D5slpw/FrHgReSHnBJ8Z34HVoIm9l9NCGOS4+APqKypAbzS8joP1rkeH7slOhL/OJcg2c6QTt39sdcnx9QGXo6hniNY1Fc28LtGc/MKyBF5tDV2O38vtr86H9dbRjjg8NdB3MXkpSr09vwO2gwW1Vn/NF6JrfF//uN/uY+HtlL3e4HU+xmmV0IEn1fgYCKiq60e7yhyYhwrAGmv8D5DSETYmSGAW3nX4ZPaypva7iF9AXV74w1p6oD81/hvNNqrEHeNFi26hDZaGJ+NMhY9AV7QX926uVc/zrOGivzRWf6UpPgP4NQ3ItY9Gc7Q7tvc0OOb4+z5vQNbik7Ovvb+B2poP4TP9CQ+hqHlAe/6+l0P6S8tuf0YG8NrEIknQpirtQngScHmn4nXnyVIO35yjdviu8HIud/R5m9LCm9kl1TwN5U56H6AvtngLQxD0xrIGmtwGfwinH0yXCbUfa2dbtHZiuwufou6uUaGb8LdSeagLNQ0MyuCT6HXq5LRAaCu0rL0M/dhw0lXZCE/YrsAYAveemn83U249bH8pESu9O2d/oRAHd9erQTv0RSecvABUqAH/+Cbc3ygIDANQADoW2x8uf30aZnPHQXfpF9KntUR6aoN8B2jqdLkfaIY76o2XTCADdNixuLdiVPJzWAOiSzmn4v96vFHSNrijH+mA/3E63NHxfoC50tb5TrsGbK6G9aNgmTnWhkHr6SaXHHno3vx6Gc6wIJLWJANx9Uu5zH5eG276XDMf38IOudaj4t2bOHGgmfAL9sJ7QatYB9FNAP6Fdk0dB50yPCFHJx6HbGKUMIOZFk+tcA0CPwG8BqAXgFKCPKwHdud8NngX370Nb8S3glWhoGsaJvvT07OfnD925nwEvL8McbHOHxmhQUQ3BekXdm3OhLzlC8aX2dCtoHhhepOmqboK+cGfl90eqQhNiMLJktOhebg/9O8rcCpo/ZkB7hcAButeHQl9hvnINXBwM7U3l9oKy49DnehW6Jn8pmz88DLdTjQ1rIG8N6OqeVB7/9pfQnu+d/iHpEY9u1ReSrzla0jTnVkpSqydADv+Ub+KC4bYnv+H4B9yBUwXFDgr6Ll2hnzMHiLpuel4ELU+KfKHLiLqgqapgcRC6dOmR9jEAcmKmoedOqZNUaBW0S74Fjh0TLwr0LVtCU+d7aD64J4v1ubV7LgJ906ZNwkpNceTmZciQIcK9/NNPP00XyPXr19G8eXPs2bMHpUoZfhCofPXVV/j6669FDPns2bPx008/CZFuXkiQN2nSRFjeq1SpggEDBqBHjx6mKuRqTxZ8Eue//PKL+P78+fMi7txY5syZgzt37igs72pnkAU6C3QtC3QW6CzQWaCzQM9SAj2pXZzSmynqHtyCiolHg6dJueHdOUT5mPDkJ7gdM7O+qn2ISKNephHoJBDnz4dm3Figmi80UeHAZQCUGsj4HpMEwQMALyYLAmvnTDpkOgBCXAjQn9ECTVtAt+MbU21tlyrQ7LoAVAFCHuZDwK3HSNq9G2jWXNTRHPkA2q5bhMAH5Ym7CICcEkmwJwvvVIc2RDsChlxxpvJMBPofyaJ4KACDHQagSDdUCiMAACAASURBVIHvDWNWJdAjI6Et9AL0vXpBP7Eb3I68DdB7pPEAlpEPPwCya9H7NuJrFORbAND7JKP+JTtTDO1tZ3hBQi8y9GMCoVu6EmjZCpphQ6HZvh1YpIVGZ3gRlZR/G9zqdYBu0yboOxmEMgv05yfQNxy8Cs3t9eiZT/nSINWaT+elkGXdIfd2IlpHi8hQfLQR+LxwW2AfoN8OBL3XGXdfKoFWR9bj6qsVcLpFA0x9qZ/hRZjESyEh1OndL63BJ4B+Yi6gclXoho+AJjQEmvHjAf3/oLkeYXoplMYt1OU+fi4Cffv27cLCTQLavJDLuqenp0jmll65e/eucDk/cOAAihcvbqpKlnlKPnfkyBHRP8Waf/NNys2aKnbq1AnvvvsuBg4cKP6mJHUUz24sRus8xauTizsJecrwnjNnyt2a+ibrP1nw7S1RZ8fB5/Zse5tZra9z80VwHfoVSynuEZfhf66m+CDR+zUMO9YE+/alWGvrlIzGl93pNbFjSsg7F5Hk85qis7xH8pBNS3z2uPb/APcUC7om7hHynkqZs4yOIqLsasS9YLCSGEuec7XhEUG/tEBYxSAkBBh4GEvAqVJwi1Nykx1H9CsDMeSk4Q250cU917URyPm3wZoU+do0xBRRWmn8fu0Cz0cpW7jIHpvaJeSpirDKyrfynv/7Cn5/0Ct1ILZAKzwtp0zG431nHnxuOsiLQ+uJJ3XpDplS3CKvIuAng7t/Us4iCKnxm+J7j+DvkeeSgZkjSki1s0jKpcwHkfdYfmh0Bgv6k/fuQJ8jxYKuSQhF3hNmlqQMDiKi9BeIe9FoejB0lud8A3iEGe5vYRV2ISHv+4qjBJx+E24xdzJ4ZEPzmJd6I7LUAkVfPtfHwfs+PW0BUa9OQHQxpbXa97ce8PrPaArK2DAS/N5CWBWlp5Lnw+3wu2J4Kx+XrwkiyiutCjnvLkauGw7y4oAGT+qFK9dg1E0EnCHTDpDkWQghNcncA5Pr57y2ichz0WBVcEQJrXISiX7KV/2Bx1+CNtFgQQ+u+Rd0nimun0iKQr7vzSzqGRzE01KLEPtSSrgXdZf7YnPkCDHMS3j5bYjPRybBlOJ/pjLco65n8MjJa7BQN0SWUXpx+NyYBO+7Cw1rsOhoRBdXzrfvlb7wevi1Q46fmOsNhFb7UdFXjv/2IPdvhoSwcYH1EPHWTsX3XvdXwPe6Y7w4qOPHdUMUAl0bcx+Bpw2ePSTQYxsqXaXdw87B/3w9h5w/dRJa+QgS8yjDhQJPFIU2IdiwBmtcgS7nKynH0yUi3zHHuX0+LTEXQw4YsqEbXdz9LrWBZ7Ah1jy83EbEF0i573vu3QXfBQOhiY8G6PZo/jNNjn/0GEiOP+ml+rkLgB7xngCJNUsjdNYJxUO4941p8FnzGXASCNHkxYaqH6HrwmEmBrn+GIycf240WJDJKk0/C5SjLj0saQj0RJ8SCH1HaYnN8fgQcl82PJ/EB9RCeMWUkAj6zOufdfD9k9S2ykKXCznFrEwWJAIsADLCLwUet3kIuPmY7nNzuhdB4CmDh6PO3Q/Btf+Bx/dHkKdjG5HJnsS3/7nkLeZGAWgFgNIHLIFBtBsS4BsK8aE5oZD+eAB9klkZHAhFidvfGDqPAmIP+TyN6iDp5Vfg0fUs3OL+J74PKf8jAspUR9T4iYgeavAszHskt8Ms6JGvTUdMkSEKmH6XO8Hz8QEgGogPqg73k39A75cb0cNHI7bzB8hzrhY8Iiy8b9KbDnp0o0cuYkDv1zolezKI563WiMo/C7nGjYLHqRMiNCCxfwV4FTR4MUa/MghRJejtDz0cRsK/ST3oWgQixxtKL0iVqyFVtaScRRFS41fF5x5PjiLPL+TuQc+L1RBW+bDpe9p1oYL7AQwpQhOeRrHxUsiy1aDbO1IJ9KWF2os1mlRTi941DoomhR7dxZTlgzB3/ByMLzVS+qUQ6PLpnvzCaiOgu5gHwReuAd7kXgO4XzwP/0Z1yYILdFZ6T8hyflbtnotAP3bsmHBjJzfyHDlS4rLIxb1w4cKmBG1pQaDkcMZYcko2Zyzk4k7W83379mHjxo2g/1PSOfNCLu4Ue05W81atWgk392HDUm7YNKZ27drh559/xsOHD8X2bxSPXqRIinsaubj/999/WL7cfreUZx2DPnX6NIVAtxb3RnzsSZ6kiJN77rGXHIPOMejZLw8Cx6Bb/DqozMXBMehm3OyM/eQYdBuPZWnEeJu49bWwlityhTjgkS+TxKArztTKGtRqNfD19UKOHBa5VUgTxSfi6dNY6HTWIjPTj/+lGHQ93JQJ7ByaD0Ym/tciH4xOB9CfNIrvx4NA8ffhe4IUNfIWfQnhW3cgodq7NmPQFXvIu7ubYtT9OndAYqXKiB4+EnmaN0bSK4XxdGnKM67m8WPkfaMkgi/+BsTHIbBaZYR9sxsJNVLerORcthQ5Tnwv9pCnfej13t4I/3qHaazul3+Ff8M6iFi6EnHtSdnSmwPH5gRKK+dP7k7t4H7xAqKmzoLewwO5xo7E02WrEF+f4upT1lN69zmK2/eZOR3RQ4cjscJb8Jk1A/E130PUFHI1IAWcCP/6daAJD0PUlBnQPHmMXFMnImzvASSWe9OQL4mu05gY+PXuBs8jhxHx+TLEdUjZuSDDdwI7YtBJoJMxbU6/tPMA+UyfAq+N6xH8501D6AJ5njx+hLxvlELwr39Al5xzwJQvIjQuVQy6x7HDyNO5PUIPH0NiBaPrB+BfvRKih49BXKuW8O3XG+7XryH0hCE0cNzKn1D0n+sYv3kCnty6L5jlfb0ooiZMQsyAlDDoXKNHiNxbkZ8tQJ7G9ZH0cmE8XW1mPI2KQr6iLwBk+CVreiYqz0Wgk/CtVauWiBWvWtVgaaNQeBLbJJwpRtxWef/994WbO7nFGwvFklOGeMrMTu7zZBk3jx8nYU/7pc+bN08kfxs/frzI9k57sRsLucnPnTtXWM0pMzwlg6Pt2sg13lgo+3yZMmVEEjp7i6tus+bqGRjt5fws6zM7OdrMTY6b+PFaZYj5NiUmlO8qW7VkbqmnWySdmjAWnoeCFJYly5q22CmSTrXriKiJ01InnTKzLEVNno74elZyUSRblqIHDEZcR2V+EeOYKOlU7g6t8OR/Fm7jLriabXFzwSFLD4ke+Kmkl8U9vc5JnPv7e4udedIqlOw3NDQ6DZGedu8ZHZs0FJUNdxy/iXKzRqe7h/yFUtWh1euwpNMkRa+L53TAhmYf4WJpw0ug0Kdx4m9/39Q5Buqe3YvWxzdi0DilR8nAbdMRnisAXzUZiEkrBuOvwmWxtVGKH3+1Ir7o27266j3kvWdPg/ei+YhY9SXim7eC5skT5O7SFu5/XkXwr9eg93ec94YtxHS/yNOmGcLXbUZ8U0N4g9e61ci58UuRrd+8pHm9RkYib9niiOn8AaJmfiaauF37E/51qiP49xvQBwaKpISU5Z+y/ieWKy/q0E4AbrduIGKjwVtIExKM3J3aAFo3eFw8j4jFy9O8z9k6r4x+LwS6jgR6coJjKx3StoLaB/8gfJ8hl4Sx5C1cAOHbdiOhqmHHhvQSTSteCnmkJLamXRcSK72N6BFjxAudpMJFxEsTKjQ2464Lwb9cFVseBlatgLCd+5HwbrLXB0WiLFmEHCeOKV8KbU/xGnb/5SL8G9QGNm4EPjDkxcks5bkIdIJDVmxfX19h5aabMVm+ycWdtk1Ts30ZiWyKQSdrOWVi//vvv4Xopj3LSeQnJiaKbdfIjd3oMk/Z2ikjOyWSozaUTZ5eBpBAp6zwlPiNhPhLL71kso6Tdf3mzZsg93kvLy9cunRJuMnTPui0nZu9hQW6vcRcv352egBz5GwwN3mazE6OHXNLzY2ErsGyNFNpWWqoDAFIj13OxQvgM2OKyCidWKESfGZORXzNWoialuzOmZAA//drprYs7T9sepAVIzO3LKXx4Or2+2/I07YZtKGhePzIEELgyiU7rbmMiuDcuXNatZxbzi9Z0sPDKQBafcno2NQfSa4mjc/97/t4SWsIzbJWGpzZKQT68vbKpJ/z53fFN+/3xE9vGhLVRscZMtt5e6b2Qqh54RDafL8eH49WJo/tu3MOEtxz4MsWwzB+zXDceKU0dtQ3hCmFRMQhr4+7XXvIayLCkbtTW3icP4ek/AWgpXjghATEdOuFyHmGBKbPqvhMmwSvDesQfP1uihX40SMhuIN//8tkBabxpHW9mocGJL6ZEs4krMAjxiCudTv49u1hsAKfTEmaSi7WeVo3xZM7DwGtFh5nTsNz5w5ETp+NfIULPHeB/uHueem+FIpr0hxISkLERmWYWmCpong6dxHimxmSTqcr0NesgM/sGQi+qQzz8fuwG3T58yNy1jzkeb8mEqpWQ9R0Q1wFXQ854mOxckZLh7wU0jx4QIN8VkvOIcd5bgKdhG63bt3ENmtFixYVAp32F1+yxBALQRbsggULij/WSmhoKFq3bg2NRiNEOLnNk7s8CfZcuQwxz4cOHRLu6/Q9fUb/J/E+dqxhSw2y2lMSOHJnpy3e/vjjDyHGt23bJizkVCgmnUT7Cy+8ILZmCwoKwquvviq2caO91O0tLNDtJeb69bPTA5gjZ4O5ydNkdnLsmJuSW2azLOU4ehi+fXoiqWRJeFy8wAJd7jJwWquMiGA3N63pIV/NAMPCopGYmCR2llVTMjI2Nf1ntI6a8andQz49sfSs9pBPfsgWgtTtzm3kXLsKbrdvIuTsL9C94LidfMRxbIUGqLQCU1dp/UbIWIGpPxEaUOZVkBVY9+JLhrEme4jky+/33AV6YOi/+KSxcocJ87Wcc/kSIEmHp2uUuYwC3iyJqAmTEdfO4J6frkDftF5stxd89bbiMvEd0Bt6Ly9ELlyKPE3qIeHtqoiaNE3UoetBm5TksJdCOTdQ8oTMVZ6bQCdMV69eFRbtBw8eCGs3JW6jJHFUSpQogcGDB+Ojjz5Kk2hwcLBIBkcJ20qWLCks8AUKFFDUp0R0ZDmPiIhAs2bN0L17d7glx1FQRXJjJ5d4ijP39/cXW67RVm/mhazzCxYsEOKdXN6HDh2qyOpuz5SzQLeHVuaoyw/9cvPE3OS4pfcQId9j9miZndYcucyev5Z+QtC2R9ah9oUDGDxmO/RaQ3yhX2QoPv+sE4aO/ArhvinJFdNymy174wJGbJ6Ayf2W4F6hlIShM5b0wb5anXHujdrov2MWXnx0D58OMmbYApq4/Yc2M/rbZVnymTgeCZXfhiYqCn5DBrBAd7HLdscnC1E09DYC/QxbaNlTNFoN7YpkdxHbLFvGpCu3oxd9BkfE4o5/MbSbkZJzyO6DObGBGoGu2EM+2RAl9pB/922EHjqGxIqG+N70xBK5KwdWKI2wXUEp8eN6PQLLFFfuIb91M0LO/ybiiWls5f76OfUe8m07IHpMijXft3d3aCOfIvxrZQJS7f17CKj2FqI/Gorosenv0mQvYkeGBtCx07rPOSI0wNzyTsdyBYFO40gvJCWrvBQKLFfC3qX13Os/V4H+3M/+OQyABfpzgO7kQ2anh35HomRu8jSZnRy77MSNHqpDw2MQmCslEasltd575iEg/DFm95qn+GrF9BaY/8EM3ChsyEJOJS232ZoXD6Fb0BL0m7APSW4pXmXDNn+Kmy+VxP5aXTBu7XA89n8Ba1pTqmiDy2xhbQwWf9bRPstSsvXJ8+uvWKDLXQJObWWXQNcApKPJC1L8Q7KQOLe0opuLfeP35gLd09NdHJeSzVFMu+FvlaZ4yXHaaqZGoGvCQhH4ZklEfzxCZCGnkmvEEHgG7UXwH7eAZK/O9AQ6taEM63pfP4OQ1mrhuXM7/Ab0RuixH5D4xptw++s6AmpURsSyVcJCOvqLHzF88wSUyhFnitkmt3F6YRB6/Az0efNCe++uaBP1ySTE9B+sON1cwz9CjiOHEfLTJSD5xYItHmq/d2RoQLr3OQeEBiRWraY4rcwg0LPKS6F8+VK2flO7tp53PRboz3gGWKA/Y+DP4HDZ6aHfkTiZmzxNZifHLjtxowdXR8UXEu20Hvq9HBBfaK9liQW63Pp3dis1IpPGoDbWPL3xkrAmkU1Z3eOSY66N9c37Dw+PRnx8krACUyFrISWic3c3eIwYC4U8GoV6UpJRtBv+TkpKEfLOYqiWXc5li+EzbSLiKTY4JhqeR7/D05lzEdvbkNCNkj76P7wHlC6NkETlORrH7v7zOeRp1RiJ5d9CYvHX4LVzu0jYGPFlSsLkXGNHwOurjYhr3gr3fr6CEveuIHzj14hPzk1Byc4orwQJ/Pja7yPHoSCxxR0lXdPnShFDbn9eFYnUni6ibOWO3+ZKDTe1VuD07nOOCA2glx/mJTMI9KzyUogFurPuXFmoXxboWWgyk08lOz30O3L2mJs8TWYnxy47caMHV0fFF6Yr0B0QX2ivZYkFutz6d3YrS7EkjOPJlmrzY/v4eMLbW+nZkZCQBA8P64LS2rhDQqJAQtpaof6pL8oKT8nkqJ752AIDfdLNFJ8WJ3MRb7S8U8I6egGQ0aJGaBqPQXvI51y9AkhMQEyP3oos4J4/nYZfi8bQHfseMVXeES8vrHFy//1XeM+ZAbe//0Zcw0aIHjZasYc8uSV4rV8Lr62bcCckHgfeba/YQ168DHj8WMQWUzbyxDJvIOrTKaniyykJJW07Fnboe+X2WxkFltxeDTe1VuD07nOOCg3IbAKdxpsVXgqxQHfQBZeVu2GBnvVmNzs99Dty9phbapqZacurHEH7kLtX11QnEXLsNJLeKOfIpeKwvrLTmlPz4JpZLUss0B12STi0I+OaW/BRDRhFMgnYiAhlZnISz2TlJmFrELiJwlKt1rKe0SzuPj45hEAnAU9/u7lR/Lucn310dByiouIVHKl/2sedLO+xsfGqBLya6zW9yZLfP972Esjo2GwfQb6GmrGptQKnJ9DpO0eEBmRGgU5jzuwvhVigy19j2aYlC/TMM9Uslpw7V9lJLKklmZm2vPKeORU5fjiByGmzFaeXWLos4O2t9pSfab3stObUPLhmVssSC/RnetmoPpi5QPf39xHtyOr85Emkqj6e5z7opM+NYj1FvGtA2eWNQp7+tizkYh8bm6D42M/PC56ehv2eIyJirLrg00uKFFd6PQbNOy5i6RcOqWFyqyd2aoozudHx1dxL1IzTGXXUjk2NFdjjxl/wrVIB8MuNmJj4VN4HjggNyKwC3drcZaaXQizQnXH1ZbE+WaBnngllseTcucpOYkkNycy25RVdH4mvl0CUhUBXc67Pq052WnNqHlwzq2WJBfrzuoJSjpsjh5uwEtOf0NAoIS7N1xzlLCBxS1uhkUgla7Ka4qyHfjXXg5rxkbXdKODp/Ky5kOfJ421y16ft4Mh937zQywt3d63is94zjoj/r/mknunzFJd6XXIcvCEW3jwm3tmeB1lFoNN5pGUFpjXnd+kcPOq/Dxw/DtSqZZoD8taglzDGJIKOCA0wdp4ZYtDTuiYy20shFuhq7m7ZvA4L9MyxAFgsOX+espNYyopbXgWWLILIWfMQ16qt8xeLg46QndacWkGixrJEWzn5Va0I+PmBYn8ty7O2LLFAd9AFYUc35AJOopwyoJMoN3cJpzhvEjLma44sxEYxacdhTFVJ/ObJk5Mina1aM+3tU+31YG+/1uqbu86TG7+lJTwwMJewypsXawJdzVjIeu/lZbDWqyl0/dJ4yGNAbFEn3pukzoRv3tezZKfmHBw5NmcKTVfmRgwzMj5nhqNkdGzW1hALdHuvrGxYnwV65ph02kLEa8M6BF+/C7gZEtdoHj1C3rLFEfz7X9AVKGg6kbQe+j2+P4I8Hdsg9MhJmGcp9q9eCdEjxiCudTv49u0B9+vXEHryrKk/94vnkad1U7v2B2ax5NrrKqtteaW9eweBb7+JhIqV4HbjBqDTIeHd9xA1aSqSihV32clggW59atKLL/T48QfkadUEumPHgFq10xRLz9Ky5CoCXU0YlJo1l3PJIuRcuxKa2BjEtuuIqInTAI8U0aX99yFyjRsFj1MnoCtYEFGTp4us26lKZCT8m9RD9IDBysRhydvSWZv9pJdfQcjFK1YXBlmLSYyTKKes52nFacfEJCAyMjZDD/zWBmBruzB7bjQZESP2HEdtXYOIT4mB/3jRKdF0+eg6Jrd6NXHx9GKE5khtiYqKE/XTSshH4t1StPebfcw0NuPLBmMd8g6g+Tcv5B3g4UFj0iMxUZfKg8DohWDel2W/Kr37M7zmnCk0n+eao7VjTKtgbQtBup5HLD0tpo3CKgwlpY34X3IHKekZDN/T55ZJHtNbf+kldEyrnaPZsUBXe4fIxvVYoLvI5NN+uvQnjeL7UX9Q1s7wfd8qauQtXADh23Yjoeo7ps/TegDz2rwBuUYNxZP7jxQPW36d2iCx0ttCpOdpWh9JhYvg6bJVpv4oM2reMq+q3h+YxZKLrKl0hpHVtrzy3LUDvgN6I6ZPf8Q3bAJt8BN4z5oGTWwsQs5dBjw9XXJS1Igllxy4xKAc8YDj6u7GElgc2kRNGJStNZdz8QL4zJiC6GEjkVihEnxmTkV8zVqImjbLMNaEBLGdFWXCjpoyA5onj5Fr6kSE7T+MxHLlU84nJgZ+vbvB88hhRCxerhDomidP4Hb3dqpzzzVmBHQvv4KI9V+ZviPhZnRdt3TDNu+A4qdJHJKLt9GF2xFrzvwYWVmgW06GNXYkhOgatHSrNxf3xJ5eoKgt0dHxQpzbkzE/Pes+WfDJBdy8kHijJIFU6Hj0UsC85MrliZw5lVn80xq/5QsDy5cH/eccE+7ntH2esZD3Rc6cHuJFA61TyxwBxI/On/j6+nqpRYenT2PEY6N5PkHqw7J/+p7Ob8jCk6Lv2f2U+5/TfHp7e5r1o04YU1+WYpk+ozAKehFiXsx3KggOjjS56BvrkGCV9dpQDSy5Is0/rQN7iqPvJSzQ7aGfTeuyQH/+E0/uxuVmjUaNy0fTHMyFUtWh1euwpNMkRZ3FczpgQ7OPcLG08Y0jEPrU8OPj76sUJXXP7kXr4xsxaNxORR8Dt01HeK4AfNVkICatGIy/CpfF1kaGPUypVCvii77dq6eyvNN31mKWXFEsZRbLkvjB++8/+I4eBo+zPwJJOiS+VRGR0+cg6fUSDlusWW3LK9oDV/vff0gqVTrloejmDZB3CL1simvbwWHsHNmRLbHkyGM9774y+oCTnV0/1cyd2jCodNdcZKTwyorp/AGiZn4mDut27U+xb3Tw7zegDwyE15ZN8B06CKFHT5kEuc+UT+F26wYiNn4t2tD1mLtTG0DrJra8shTo1s7H/cLPyNOsAcJOnYW2TJlk13XamkwZG23elsSgMeu6pSCgehldc5bjzE4CfccnC1E09DYC/dQLRjH3ZNG0krwurTWs1+lFI3uS1j8Ji8HdgFfRf8Wnqbq1LdBTZ7m3R6DbuhZJZJIINxfoFIqRO7chUam1jP8UEmCPMLc1Bsvnerp3UhiDUQDP6ltV0QW9+DImUbTVt5rvQ0NJoCvzHLiSQLf2ksbWeTn6XsIC3RZx/h4s0J//IqAL3/3v+3hJq3zraz6yBmd2CoG+vP0nigHPn98V37zfEz+9Wdf0eXRcovi3t8Vb7JoXDqHN9+vx8ehtij767pyDBPcc+LLFMIxfMxw3XimNHfV7izohEXHI6+OOtVObIHTfYajZH/hZiiU1sdR0HsM3fYJX/7mGrxv0RaKbO7oeWIbVrUfhcsmUN8lpvdgwwmr8wza0ObYeQe92xO2XSoh/Xy1WAV837Gd4kE1KxKSVg+ETEymO4xcVhg5H1yHy4HeqLUvUT+6WjcX+r9H9BkETHQ3vpYug/fu+wRLsY8hEnNGi5scms255Zc4msExxxLZpj6ipMzOKzCnts5NAl33gN4IXMbJqdp7SkzOSugRgxr6DI2Jxx78Y2s0Y5pR5fhadqg2DSm/NPcswKEsm/m2aQfNqMWjXrU3TdZ2slyTKyUpu3AotPbZq7nP2zA0LdBW0RPZ5NReqoS9xraq9XJO7DQ6Pxd2AYug0Z2SysFe6T1smwSOBTC7u9BLAuJWe+ZmQhd2Qx4A+NbpNp/xb/EvlGwTrAt1dbNlHJTsIdOuJCL2TX7bpQQLe8h5NiQzXfjQTRUJuIW8yK+KlZmkkT5uKxWmoQi+F1IYsOOs3ggW66unKvhVZoD//uVfzEMFiyfo8ETt6iRDgl7YLc6nblzF6w1gs7TDB5GlQ++f9qHXhICYNXG7qOK0XG1TBMy4Gn3/WEafeaoAtjQeKNoUe3cWU5YMwbOQWRPrkxruXDqPX3oWY3G8J7hV6TYyr39lNqOsbrdqypL13F4GVyynyCrjdvomAqm8hfMsOxL/fwCELVs2ay0xbXrn9dZ2eCpFU/LUUPomJyPvqi4jt1BWRs+c7hJujO2GBrpKoMx/6AWQKge6gMKj01tyzCoOynHVhPW9SD5rr14HXzK7hZAGX4rqeaNeDda/Z34tD5c1tnxU4rVWZ3m+EypVsqmb83TK3tNrbhzPrq/mNSOv4zoyjpmNmZGwZZWaMeaZ+zGOijf/eOmYeioRYeB6YvVtMzoGnHEZyHLW9QtOoXi1FrPBKsCjk1RAcHiNeRLadrnwRSWOnsATz5IFG130haJO7s/5ZyrHUJPhLj7/0S1wn/z7QmB39G8ECPaNXYjZozwL9+U+ymh8bFktpC3T6Jr2HHLWWpfSsIzKWJZrXYv9cw4TN41Qn2HO/dAH+DesoBfrVPxBQqxrCdgUhoUZNhyxYNWsuM2155du/FzTh4YjYmhK+4blzO/wG9EbE8jWIa9PeIdwc3Ul2Euhq1pw5X2NcpjEGmeI47SmUsZssaRERaXsmGfuzd2z2jMMRdR0ZBpWep5Czw6BoLkkIkCAwjxP27dMD2tgY5Pj2oMBF7upG13VLa6g9hT3jBAAAIABJREFUPB0t0G15WdkzNqpbuWR+/J+9M4HTqfr/+HcW6yC79qJNJZJEKllCluyJCpVEKMnWIn6JkiwhSxRZIkVJRZGSpJSSFi1oQyrLMHZjZn6vz3ncx/OMmXnu/T53Zu48z+e8Xv1/f/Occ+6573Puuedzv9/zPbfW9WYQy3CeiezcjpLbAj1UH6tFplH82eh9kA0iMxQLp7+HM+by2kchCnSnoyMK81Og536n25mUKJYyF+gxqanybLfgPVWBue0G2MtKoGssS+jXogf2yvjn2tsOsCdHjkipapXkWK3rzZFhMcnHpGjvHgLLeuLqr4KC+4Uzcu2MOdSfV468MsdqtWxsIk4nX3eDxG/6VQpNeUGOV7xM9r63XCS/vQBA4TDVlKVAP5UagikhoJFTQZ4R/+Tk47J37+Ggn+DKiv2eVlAx7Ee0+zxo+tiNMm5ug8rKCpyd26CSb7/T7INFgqUOgaJgcYvd8beUrFZJ9s1dIHE3NzIfVdA3Xkx8Xu33SnYFdPS6QA93LslOoRlu2+z3vi5nOO3Lax+FKNB1YySqSlGg5353252U7IilfJt+laI1qooUOy3D44dy4nzgnBRLYNflrVFZBtg72rQ5QqdK0qx5QZ1d6tLysn/k83Lslhbm71kK9JemSMKI4bJ789agOop16SSpZcsaMV38ptqSXPNaOTjsWZMHbct/7Ii8OLyl7QB7KBf/xedSvFUTiUnxBVlJLVNWEpd8KKnnne/aYLU75nDBvHLkVf6l70nCiKckbstmST39DCPWD/Xua/bz50byUmDCgrNfkcLjx5iTINKKl5DDXe6TQw8PCA7/KyIINIZI4Lv+3uM6ssAxBzdR3zFZvj2hgQkCvUiR8PrMd66yL5px+ojOEP8ICoV0+PAxOXDgaJBAx/ULFMhnRKLv3Gz8l3bi33Z2RLqOztYHBLvboLKa52DBLta5g++kj4CTD3DSR0qFC+Tg8JFS7K47JK1gQdk/5WX/PGd9iExc8amkXXml2c+LfeLYZxoYSLREicKm35GSkg6bPIVeGCeFJ08wXkPYpuLlRIHuvHfcPj8+0gV6dgpNJ+995z0dfolw25eXPgpRoIc/XiK+Bgr03O9iJ5NSZmIJE1Oxb9ZKvoY3iXz8sUidOv4bg6sgFqlWUI6cOB84p8QS2JVK/Eceb5K5eC00eYKJhr7/pZlBnV2ySkU5OOh/cvTW9qEF+uxXJOGZobJ7Y/DRQDjaC4vVA2NfMHsok6+pKQeHPOVfuMampDgLsLdvr5RocKOkli5jRBSONCo0bYrE7k+SvYvfN8LTjeRkzGV2vex6GbrRNjcYhVuHV468wqkKxbp3kSNtb5NjdepJ/o8+lIJvviH7nxklRzDGTqS477+T4m1vkdjERNn5X1K4t39Keatfxz54gwmYBAENaykCCgUmK6KwFRAM0YAhkosW9QVZspNwzq0vQVgHi+rAiM0Q5xDpgWMO1nVEVc4ooU0+wX5StFv/dhqYzs59WHnsPBN2t0FlJdDxAadU1cuCt9OkpQmCLR7q3ksOP9hHCo9+VgrOmyN7vvrOfOBB2ypv+kr6zHlCjm/bLvFnnWmajXcOPpAECnR8/IBg87mv+z7MlKh7nSTXqOnZOBGB/USB7mTUnszrZnA91GrnedC1NPxSbrQtWt+tbrBDD+aFj0IU6OE/axFfAwV67ndxuJMSv7iG2IP+xKOS75t1PlfngFT6/NMlaeI0Odb0FvPX7LYsHb+iStD1MzqirtCkCSZq++5134sU9h3LIgcPSqlrqsgRHH30ePAxe9rRG9Y+uRMXjY0LHak3NZ04stNet4Ox2Lmm23k8c+RVSoqUrFFVjrZqEzR2ite7XtKKFJF9i983t57/ww+kaNe7JaViRcn39bqwBToWSNhvDLENERy4qH6ux3VSuvRJV+dduw6cgh/l0h+b5abrp+8s51i/VTxwDkY0YSdnMluNPyneT4p43EP644Y0Y83OO8LuNqhQYql443qSVrSY7HvtTWPRtmI5wDqOOQwBGUteX10OvfiyxHTsKA+M/lgemvW4VCp0TGTDBv/twToOK3lG85yVKfa3LVKqZlXZu2CxJNc++VFZwygnylCg6yiHGnNOa7XzPDit0638brbNbaHpZtvc4hVYj5vt8/qYo0DPjhEUYXXmhkDPa66f+T77VArOnysxiXvk+GWXy+FuPSWtZCnXRkK4k5KbC9f0NxVu21yDlElFdtqXq5alX7+UPq8Oll0/bJa0smVDCvQi/R6S+B+/l71LVwTlLd6soaSccabsn/aKK0jDFejRfOSVnaP92i6fLnXXvSe9Br4uabE+l95iBxJl3HMd5KF+r8q+or75I6ugU5U2rZO+cwb5TwWwOn74hK6yuM7tsvaKutL9jWfkrP/+lCd6TvGPi6Zx/0qb4d19gQlhTfjxB0m54MKTH3xwlF/bFhJz8IB/nCUMfkySq18jMQcPSrEH73cs0CForf/gwhx4zNKePQeMFTvwWcXiCfuPYUE/dOiorWPRcupDpCXesTj2/ecT8/jP7lFLVmdkdKQSPj6AFSzvEPB2LO925jlc0842qBI7/hS57DLZc9w3LtOnzLZBHZj5qnFdN/893FtiXn5ZpF07+XXVern4zx9E3n5bpHlzs7/cOgotvQU9/bUKTp8mRQYNlF2btrp2hKQrE2QmlVCg6+h6XSzp7irjUnafVbvXdJOd222zew9287nZPje5of1utg31UaDbHRVRnM9NgW5n4QrUXjmT2o7rZ/7Fb0mxHl3lSLsOklrudCPU0/Lnl8SPPgta8IYzhMJ58LFotCYiO22A66eTADzhtM1Oe8LNY6d9OW1ZSpo41bjND5j0mTw8Z5Bcmv+oJK5cc8qtZmRZKvzscCk0dbLs+XajsWIhmSBKNavK4c5dXDvP2xa3mBgjtPAfhAm2h+J/Meawj9duisQxl7jvsJQqkjmDexeNkpL7dsqIe0YFYZoyrIWM7jhcNp1Xyfw9y4BdXy+VTu9OkG6DFktKXLy/HrgSbz67orxT5w559OWHZWeJM+Sl1v3N7zi66bzYw8GBCdN1lHkerrxUDt/d1b8dQ3CEF6ylr70aUqBjDAQL8qyF6/79h+XIkeOuLHBy2/UzWLz7noXYWJ94z+jsZ2uPe2AX4MzlhATfHngEqDt40OdhYCWwxd58a9+708VhVjEjCny+Woq1aCKpKz6SwzVqmT3gGb0P/Nugtm2V1KbNJOaJJyRf0YSTjcTXlSlTRKZPl193HpGltW+TblMH+iOvB54xnJUFHfvZY3dsl70frLQ7neRqPgp0HX6viyXdXWVcys671cn13GTndtuc3IedvG62z01uTudgO/dKgW6HUpTncVOg4+HKM2dS23H9PHrU7Mc71PthYzVHivv5JylZu4bsmzlPjjVu6sro0UxK1kLRCmhktyFYDGJRiAUg9lpiXZ6WlioHDx47pQosOvtNXG0sXXn9rNZQlqW4gwek+N+/i8BDIl/BDBeuORJgb8N6KX5zPROQ6ViDmyXm6BHJ/+5iiU3aJ4kffyYpFZwfyYOxAqtW4KIZYw5Ca2K/OkZYHD6cbKxegUnr6pt+IMFCCCFw4EDo466y40Vo99mwmw/s8mpgQtxjwqCBUmjWDNnzxXpJPfOsoNvOSKBb7uo+l3Wf23qohD7HeIJ7tyUCNfNcZtfxouun9fEq0OJund8deB+Be9ytfdqBvxcrVtAEqUPCcwuW9z3zofn3uIduDNgDbz/SuZMPG9axdjgOLatI+hD26Nteo1eadnr1HRFqrDr5nQLdCa2Teb0ulnR3lXEpN+c5XMFNdm63zU1ubr/73eTmdttQHwW626MnAutzW6ADUZ44k9qG62dM0j7Jv+RdOdqqrT+iLdzcS19yvux7ebY/+ne4wyKku3GMOR7TBOTx/a/+ihBpaam+oEmBe4hP2St84jzOXXsPyx8lL5BukwedWCz6Fo3WwtESfsH/9i0qcS3f/2Zf5GMnL5yMLEv+heua1SJ16wYF2EsfXA/MciLAHrZUJDw9VOJ/+A4AzVFhBx8dJCk3NTxhybYs2sGW7ZOW7uDf0W4rGJY1csAN+V8e1ND8KSOhYHfrhJ3RmFk0bVgTsdDH7/gvO16EdtrnJA/Y5dXAhPnWrJbTWjeTQwMe80VxT5csgX5g/2G/lRwW4lAJfQhBbv2XkVXWybMa6np5eeGKAHQQwRC/+GCa/sNYYKRzi8O9w33xM156vEEQmpOR5gOD1/mC2FnTrpOtAdYRdBnxxzwOl3yIcsyNVh+73a92+j638lCg68h7XSzp7irjUveM+Mj8UPq08E6isGrPysvKabstA5pXP6a5OZd4fcxRoDsdvVGY322BnqfOpE7X3xm6fgbmSU2VhCGP+yLYrv1W0kq5sw89Q4F+QiC7PSQhzs3CLbD+E0I66FrpBHr3KU+E1ZTExIOnBH2yjjrCwg9W/fQ6HpYon4U/c4EfzoTuZOFqZ59oekCh2gZLJMQP2oFFb/r7hAU70MU8nA5I70qbXqCnF/C4Fix9EBLWRxbrfyEssJB3kizPjcAyGUXTxu8Wt0n96xqL7cmjrnL/uKvA9mX5IdKDgQljdu6UEg1qS0r5CrJvwWKEujWeNIGPlyXQU46nZGo9tYQarOOWILfzfIR6HpyMp7ws0EPdJ54La26wLNiZCfSs6sJzg60FqMvO82p9kLTOKkfd6Gsr4npGc5Td5yHUPeeV3ynQdT3ldbGku6ucEehZxSnRtLt6xbJya13nnniaazkt4+Y7wutjjgLd6eiIwvxuC/RIdf0sOOMlc1Zr7H//yd75b8nxGjXDGi0QXrAeQoB0f3aFEUGBC34IIwi0zJK1SMYizHKHtNMgaz8w3DHz5/cFc8IC3bJeWnXg+hBo3Ub4gpWlt9zYuVZgnt27D5wSDAmRnK2gS7t27Q8SChAOpUsX9VdxqoXet3jsOepjk2fcQ7WztPBn1F67FuKMAj2hfb592emt2Sf/jbYh35SB9Y2lLP15z4Eu5DhqKr0lDS+YrFxM7fYBxhb6N3Cvq+XiPr5PbdMvsIzZjU3gNO7B3r34OHOqJ0Ug/337DhshELjgn/pofcmXL+MPAcHHXQUfeWVHLNpll1E+O4sIzwUmPHZMTmvbXOL+/EMSl6+SguedZY4Sw/xjnUeNe7UE+pHDx/xHjVlBvywxDmGucYqxw81Jv7i5AHO7bU7uI1Re31ajz8xc8kLfOv6AdXbmBmxdwTYouwnvB+yPx3sl8Ci0rMp7mZ3d+7abL5oEupuWYDetwOgrr1uC7Y4nO/k45uxQOjWP18ccBbquX6OqlNsCPVJdP+PXfSkFFi2Ugq/OluQb60oSztSOz9yKaO0Rh/UCCynrqCFrcOF3y1IB6wjEUaBAt363hLgV8TclBfs6gyP/hiM0Qw12a/H1XI9aQYI0MGgY/v9gseoTr4F/y0qA4x7TH7UUyCerNtq1LAUKQNTnVGRCnGCBbAlyO9GcA9sWyoU8ffvQxvSurukt2Vn/O+vtBeEuqt0ac9ZzgjFteRBYbXt5UAPjYeA0ZSTe0X92P0CEup4ddl4JTGj2i6emSuG7O0n+5e/L3reXyvGq1SQhIb8ULuwLVBYYyMwS6HsTDxrLq28fuf29zjkp5KJFoINpptugTmx3ymwLFD6kYN6ym/weVnYLiEgkHIto93YpluySCs7nthUYtXvZEqyjlHEpjjkdTa+POQp0Xb9GVSm3BTrgRYLrZ2aDAHuQS9S/QZImTJGjt91uRCgWspYQ9/1v8DFDqCsjCzIEOgQKhBwsFs92rxV0WfxmxxqYna7adsSI9oGBBc8n5H3RjAMTBDREoCWIM7uGXYGe3kIdGElZ2/5Q5QLblpELOdpguZBDJKUXQj4LGfbzZ+3mH6odGf0ebr/mxJgb1fO6IGthOMddZRRN29oHbH38shsrwS67UIEJcdyk9sirpBlz/N1a5JG+UvDVWXK0RSv5c+0PcsmfP0jygjclvnVL83wdH/60xA96XA717G3yIOHeixQpKHL11XL0aLIkJfkC+NmJ4q4Zbyhjl5vd+inQQ5A64eXjSKAHxCix2w8U6HZJRW++aBKZbvcy2emIep0bBbquX6OqVE4LdK+7fgadVX3smMRt+8tEzraEOERTwmUXS1r79hLz7LMZHq2T0QDat+/QKS7OBQvGG/HVZ/yqsCOlO4nS62SAu72odnLtwLwnrfHBVuw5/UZK+cTfpNRphUz2IGNRwD/Mh46ArewxxjVd25qAcifqDNolf8L/d9e+I/JHyQrSfkRfc2SSXQHoQqtCVuFGv+bmmAs+7ir0WdWIIA9338AUKpo2RCySLxDXyR52ws7VI6+2bpWjNzeWQ30GiBQsaOYeE1k9LlYKzHhJYme+IptOHHnVe9Yg/62mVakiMd99l+GY2LUzKcM96Dv/Swo5hpxmcMLNTt3RJNC17Jx+iMwoVkSovtC2LVS9Xvzd64t+LzJDm8hN3zNkp2PndW4U6Lp+japSOS3QveL6aTo5NVWKdb0ryPXT6nwsfotsWCf5b6onaV9/LbFVq/p+2rVL5OyzRcaPF7nvvkzHiuVma+3thZUKIi2j5OYCx4vHD2XnAxUyAn4mFzd7yGPtK3QT/d78H/t342XLUiSPuYzOqg51jFxGH9ACYwScdJtPkx7PfWRE7ZgHrj9FvNsZHdoPG4HHnVnW//TXS+9RAs8cuKlji4Vm37id+7Gbx809rbimm3sMvb6nVfu8Ot3KY8UosdunyKdtm5NreCWv1xf9XuGUvh3kpu8ZstOx8zo3CnRdv0ZVqZwW6IAbyvUzp86kLvLCWCk0dIgk93lYDjRuHtTvKVWrSelSCSK1a4v88YfIsGEiZcuKjBghsnWryNdfY5OwEW0n94enngi2hf2u9pWc2wscWpZCP8LRvnDlmJMTQRp9kfQRKC39dhJrC0ooERwo3jEXBP6Xvk4nWwMsQY5AbhDkKBsqQaCjPc/3ri3JyTgKy/48FKrucH93W6C7vcfQy3taw3le3YoXkVn/h9O2cMdUTpf3+qI/p3nYvR652SV1aj6y07HzOjcKdF2/RlWp3BDoAJxTZ1IXmjldCs6bLb/tPirv3dBO7hzbx9+/pW+6PlPXT7h4liqVILGJiSIDB0ra4sXG4p5at54cfWq4JJ9xtn8hHu6AcXuBQ4Fur0eieeHKMRd6jMAFHiIZ/wWKY7txD3AFn3hPM4HYEEnf7phDpHQI86ySFUAy8Pzx/pM+M0W8es5taOr2c3h9AWb/TkLnDOd5dfJRyE7Mk/StDadtoe/cWzmiacy5SZ7c9DTJTsfO69wo0HX9GlWlckugp4cc7iIicI94YMA2Kwr0PU8tM4vlwIVr8eKF/Mc4ZRRFu0CBeOMWalnEsmtguG1ZouunvZ4Kd8yFuoqXF65uty3SPwphfvGJ9RjpM/5T0/U4Pi+9eM9sTMDFHELa4hRq7GT0O8STL6r6yfPHKZZEnrkvvCMvNX2R02XCfV612yrs3Ge4bbNzDa/k8fqi3yuc0reD3PQ9Q3Y6dl7nRoGu69eoKuUVgW7XsoSzWRHxGwvjjIR4Zp3XZdiyU84aRwAd1AMBfvQo3EHdOU7I6QByW6DT9dN+D0TrwtXtRXWkC/TAEZWenU+8WwLeZ3FPb3nHKQJwU8cZ03YThDhiWFgWcjvzk9v9aretuZHP6wswN5m41a9uxyjBPbrVNjd5ZVdd0TTm3GRIbnqaZKdj53VuFOi6fo2qUl4Q6E73AzvpIGt/aLcRK04R6E7qyUt5vT4xucnSrcVhtC1c3f4oFE1eG44DE2LrOM6jdnhygIlJGBA93s5z4+XAhHba7yRPNM1zbj6vbj6r6C+vB9hzMqZC5Y2mMReKhZPfyc0JreC8ZKdj53VuFOg2+/XAgQMyfPhwWbFihRQpUkR69Oghbdu2tVn6ZLZp06bJnDlz5MiRI9KiRQvp37+/5MuXz5/h33//lWHDhsmaNWukbNmyMnDgQKlTp07QdV5//XWZOnWq7NixQ0477TS54447THtgpUFatmyZPPDAA6e0bdGiRXLppZc6brMXBLrTo2AyusmTgZp8gdqs6OmW1cktIecYcC4U8PrE5CYSN/vVTSsw7tHNtrnJDHW5ueBHfdHkteFYoJ/oPMcnB6TiaD5nPU+B7oxXXsnt5vPq9rMKhl4OsOdmH0fTu5Xc3CSgr4tjTsfO69wo0G32a5cuXWTDhg3yyCOPGEE9dOhQGTlypNSvX99mDWJE9ZgxY6R79+5SuXJlGTt2rNSqVUseffRRU0dycrK0bt1akpKSjDDfs2ePPPfcczJ37ly5/PLLTZ53331X+vbtK82bN5frrrtOPv30U/O3wYMHG6GOhHo///xzeeyxx4Ladskll0ihQr6zoJ0kLwh0uH1CpNtN1tFBlgi3/jer8l4WS3bv224+r09Mdu/DTj43+zWaBLodtk7ycMyFpuXUU4hHXmXNNJrGXOjRZT8HudlnlT4n2enYkZuOG0qRnY6d17lRoNvoV4jdu+66SyZMmCANGzY0JV599VWZP3++LEbkbhvp4MGDRlDD6j5o0CBTYtOmTdKyZUsjskuWLCkLFiyQxx9/XN58802/IMdHgN9//10mT54sKSkp5vpNmzaVhx9+2H9V1JGQkGDahISPCRdccMEpAt1GMzPM4qZAp2VJ2wvulvP6xOTm3VKgu0lTXxfHnD12TmJtIHCl0+Tm8+D02jmdP5rGnJtsyU1Pk+x07MhNx40CPXK5UaDb6NtRo0bJa6+9JmvXrpW4ON+xNrt27fJbsOGKHiqtWrVKunbtKgsXLpRKlSr5szdu3Fh69uwpzZo1kz59+sjmzZvlnXfe8f8Oq32nTp1k/fr15m+//PKLnH/++UGW8LvvvlsOHTpkPhgg1ahRw1jUIeTdSF4Q6BIjts74te7XHAVD189Muz+aXoZuChJa0PUzCsecPXbRfHKAPUL2c0XTmLNPJXROcgvNKLMcZKdjR246bhTokcuNAl1wdHWq+S+zBLd27Pe2LNRWvipVqsjLL78sV199dcgR8sYbb8iQIUOMm3zgnnOI9iuvvNKI9A4dOsg555xjXOettHv3buMGv3LlSjnjjDNOuc6+ffvkxhtvlNtvv10GDBggW7dulZtuuknQtt9++83c17XXXmv2ukPYa5KdyMB260UgNqQXH7G/NcCqGwtXa599VtfDXnPNWa3htM3u/XslH+9V1xPWWdea8ZXRFdkPun7weik3+jWz+U47v1nM3Gib1/lH47262SfRNEbc5Ia6yE5HlNx03DjmIpcbtrzltRSThhWKiwkC/K233sq0RriVw7180qRJQXlq1qwpTz75pDRq1Chka2bPni3jxo2TdevWBeV98MEHpUyZMvLEE0+Y/efVqlUzbu5WgmW8atWqp1jerd8RuA6WcwSGO/30081+9H79+knHjh3N/njsY8d1EZRu+fLlkj+//X3c1jW8ItDRnlAiPZzFazS9IHivIR/ZDDNQoOu4Rdsiws3nyxpzmNvcePO52Tb9aMiZktF0r24SJbdTaWKduHDhgpCYd+31bTspXTzreD9t2rSVESNGhKwvWjJwzOl7mux07LzOjQJdRLZt2yaJiYmZ9vCMGTOMQIfQDUy1a9c2AdsQjT1UQuR1K3hbYF6I6QIFCpgI8e3bt5errrrKWMKtdPz4cbMfHdb79Jb6L7/8Ujp37mwitiOKOxLuY+fOnXLxxRf764AlvUmTJsYyj+ByTpObLu7huhtH65nUTvssVP5ocicLd8wFsqSLe6iRlfnvHHM6dhxzOm4oFU1jTk/p1JLkdiqToUMHy+LFi0JiPnQ02eQpXODk6TwZFWrevKUMHjw0ZH3RkoFjTt/TZKdj53VudHG30a/PPPOMcU3HPvTABNd0RFlv0KBByFpwPBvc2L/77rsgKzZc3M877zwTOK5Xr15GrI8ePdpfn+XiDgv/ZZddFvR3WNzPPfdceeWVV/x74zNrCALU3XLLLSYKvdPkJYFutT3azqR22meh8nt9YgrVfie/u3n8EM8HdkI+OG80jTl+FNKPEzdLRtOYIzc3CejrcvuDmr4leaskn1V9f5Gdjp3XuVGg2+hXnB8OV/bVq1ebaOlICOaGIGywjGO/d6iEPew4z3zmzJkC13gkuCxCOCNC/H333ScTJ040ruwQ89Ze608++cT89tlnn0np0qVNuWPHjgkCw2G/OSK+W3/Hb1u2bDFlK1So4G8SrPBwnW/Tpo0JHuc0eVGg4x7cfhG6uah2yjin83t9YnKTh5sCnecD63smmsacm3MJ5zmOOT0BXcloelZ1hDIv5fbz6nb7vFofx5y+Z8hOx87r3CjQbfQrArHBnb1bt25+V3LsGce+bwjn+Ph4G7WItGvXTooWLSrTpk2T2NhYE60dLu6WdRzi2nJFh9s8BPy9995rXNat49wQ9O2hhx4yQePmzJljzlMPTHC5xznquIaVrOsgGj2s6E4TBbpTYt7P7/WJyasEyU3fM9HEjgJdP07cLBlNY47c3CSgr4sCXceOz6qOG0qRnY6d17lRoNvsV0Rrh8CFOzsCrsGyDbd0BGNDOnDggLGqX3jhhVKkSJEMa/3mm2/MkWk4Zq18+fJGoNetW9ecr26loUOHCiK+4/i17du3m6ByCE6HgG9IU6dONS7wOOsceQLTFVdcIbgG2oS95jhuDfvPsYf+oosuMi76miBxFOg2B0keyub1icmrKMlN3zPRxI4CXT9O3CwZTWOO3NwkoK+LAl3Hjs+qjhsFeuRyo0B30LdLliwRRGOHyziONWvVqpW/NM5Ih/ieNWuWEcaZpY0bN8r48eON+K5Xr56xyGPfuZVgNZ83b55xdcff4d4O13grQXjjLPSMkvX3Dz/80AS0+/333wVntLds2dJY/wOv4+C2hQLdCa2pr0gvAAAgAElEQVS8kZcvQ10/kZuOW7QtItzcVsG4BxxzegK6kpzndNxQigJdx45jTsct2t6tekqnlvT6mKNAd7O3I7QuCvTI61ivT0xeJU5u+p6JJnZuCnTGPeCY0xPQlYymZ1VHKPNSFOg6ohxzp3Kze3JA4v4jpnCJogWzhM+TA4LxeH3MUaDr5pKoKuWmQHdz4UrLkn4Yen1i0t9Z9pYkNz1fstOxIzcdN1qWyE1PQF+SAl3HjvOcXqDzaL/IHHMU6Lp+japSXhXotCzphyFfhjp25KbjRrFEbnoC+pJ8XnXsyE3HDaUo0HXsOOZ03Djm9Ny8PuYo0PV9GzUl3RTobkLz+sPl5r26XRfZ6YiSm44bBTq56QnoS/J51bEjNx03iiU9N445PTt+FNKx8/qYo0DX9WtUlaJAj7zu9vrE5FXi5KbvGbLTsSM3HTd+FCI3PQF9SYqlYHZu76NG7dxLHcyYY073vHr93UqBruvXqCpFgR553e31icmrxMlN3zNkp2NHbjpuFOjkpiegL0mxpBPodvdRU6CfOjY55nTPq9ffrRToun6NqlIU6JHX3V6fmLxKnNz0PUN2OnbkpuNGgU5uegL6khRLOnbkpuOGUmSnY+f1dysFuq5fo6oUBXrkdbfXJyavEic3fc+QnY4duem4UaCTm56AviTFko4duem4UaDruXn93UqBru/bqClJgR55Xe31icmrxMlN3zNkp2NHbjpuFOjkpiegL0mhqWNHbjpuFOh6bl5/t1Kg6/s2akpSoEdeV3t9YvIqcXLT9wzZ6diRm44bBTq56QnoS1Jo6tiRm44bBbqem9ffrRTo+r6NmpIU6JHX1V6fmLxKnNz0PUN2Onbkdio3RobWjSVy03FzUopC0wmtk3nJTceNAl3PzevvVgp0fd9GTUkK9Mjraq9PTF4lTm76niE7HTty0wt0RoYOZmdXoJOb7lmlWCI3PQF9SX7c0LHz+ruVAl3Xr1FVigI973S33QVY4v4j5qZKFC0Y8uZ45uhJRF6f0EN2Zi5mIDsdfHLTcaNYIjc9AX1JiiUdO3LTceM8p/+A6/V1MAW6/pmImpIU6Hmnq+0KdFpIdH1KsaTjhlJkp2NHbjpuXLiSm56AviSFpo4duem4cZ7TC3Svr4Mp0PXPRNSUpECPvK7my1DXpxRLOm4U6OSmJ6AvyXlOx47cdNwolshNT0Bfks+rjp3XuVGg6/o1qkpRoEded3t9YvIqcQp0fc+QnY4duem4USyRm56AviTfrTp25KbjxnkucrlRoOv7NmpKUqBHXlfzZajrU4olHTda0MlNT0BfkvOcjh256bhRLJGbnoC+JJ9XHTuvc6NA1/VrVJWiQI+87vb6xORV4hTo+p4hOx07ctNxo1giNz0BfUm+W3XsyE3HjfNc5HKjQNf3bdSUpECPvK7my1DXpxRLOm60oJObnoC+JOc5HTty03GjWCI3PQF9ST6vOnZe50aBruvXqCpFgR553e31icmrxCnQ9T1Ddjp25KbjRrFEbnoC+pJ8t+rYkZuOG+e5yOVGga7v26gpSYEeeV3Nl6GuTymWdNxoQSc3PQF9Sc5zOnbkpuNGsURuegL6knxedey8zo0CXdevUVWKAj3yutvrE1NOE7d7fnzi/iOmaSWKFgzZxObNW8rgwUND5ouWDPy4oetpctNxo1giNz0BfUm+W3XsyE3HjfNc5HKjQNf3bdSUpECPvK7myzC4T+0K9ENHk03BwgXyhRwUFOjBiCg0Qw6ZDDOQm44bF67kpiegL8l3q44duem4cZ6LXG4U6Pq+jZqSFOiR19V8Ger6lNxO5Wb34wa9D3QfhchN96xy4UpuegL6knxH6NiRm44b57nI5UaBru/bqClJgR55Xc2Xoa5PyU0v0Ol9oBPo5KZ7VrlwJTc9AX1JviN07MhNx43zXORyo0DX923UlKRAj7yu5stQ16fkpuPGRQS56QnoS/J51bEjNx03znPkpiegL8nnVcfO69wo0HX9GlWlKNAjr7u9PjF5lTi56XuG7HTsyE3HjWKJ3PQE9CX5vOrYkZuOG+e5yOVGga7v26gpSYEeeV3Nl6GuT8lNx42LCHLTE9CX5POqY0duOm6c58hNT0Bfks+rjp3XuVGg6/o1qkpRoEded3t9YvIqcXLT9wzZ6diRm44bxRK56QnoS/J51bEjNx03znORy40CXd+3UVOSAj3yupovQ12fkpuOGxcR5KYnoC/J51XHjtx03DjPkZuegL4kn1cdO69zo0DX9WtUlaJAj7zu9vrE5FXi5KbvGbLTsSM3HTeKJXLTE9CX5POqY0duOm6c5yKXGwW6vm+jpiQFeuR1NV+Guj4lNx03LiLITU9AX5LPq44duem4cZ4jNz0BfUk+rzp2XudGgW6zXw8cOCDDhw+XFStWSJEiRaRHjx7Stm1bm6VPZps2bZrMmTNHjhw5Ii1atJD+/ftLvnz5/Bn+/fdfGTZsmKxZs0bKli0rAwcOlDp16vh/T0tLk+rVq8v+/fuDrt2pUyd5/PHHzd+Sk5NlzJgx8vbbb0tsbKx07NhR7rvvPomJiXHcXhSgQFdh83Qhr09MXoVHbvqeITsdO3LTcaNYIjc9AX1JPq86duSm48Z5LnK5UaDb7NsuXbrIhg0b5JFHHjGCeujQoTJy5EipX7++zRpEpk6daoRz9+7dpXLlyjJ27FipVauWPProo35h3bp1a0lKSjLCfM+ePfLcc8/J3Llz5fLLLzd5/vjjD2nUqJG8+OKLUrx4cf+1y5QpI2eddZb59+DBg+Wtt96Svn37yplnnmk+LKD9EPGaRIGuoebtMnwZ6vqH3HTcuIggNz0BfUk+rzp25KbjxnmO3PQE9CX5vOrYeZ0bBbqNfv3888/lrrvukgkTJkjDhg1NiVdffVXmz58vixcvtlGDyMGDB+W6664zVvdBgwaZMps2bZKWLVvKp59+KiVLlpQFCxYYK/ibb77pF+T4CPD777/L5MmTTZn33ntPnnzySfnyyy8zvO5ff/1l2giBf/fdd5s8n3zyiQwYMEA+++wziY+Pt9XewEwU6I6Reb6A1ycmrwIkN33PkJ2OHbnpuFEskZuegL4kn1cdO3LTceM8F7ncKNBt9O2oUaPktddek7Vr10pcXJwpsWvXLiO4Ia7hih4qrVq1Srp27SoLFy6USpUq+bM3btxYevbsKc2aNZM+ffrI5s2b5Z133vH/Dqs9LN/r16837uojRowwwv7ll1/O8JLz5s0zAh4u8hD9SKmpqVKtWjWZPn26VK1aNVRTT/mdAt0xMs8X4MtQ10XkpuPGRQS56QnoS/J51bEjNx03znPkpiegL8nnVcfO69wo0E8IWIjYzBLc2nfs2GGs5oGpSpUqRihfffXVIUfHG2+8IUOGDDFu8oF7ziHar7zySiPSO3ToIOecc45xnbfS7t27jRv8ypUr5YwzzpA77rjDfBzAPvOdO3dK+fLl5d5775XmzZubInCbx95z5A9MTZo0MfvQYbF3mlJSMmfjtC47+cF74cIFIbPu2nvY5CldvFDIvG3atDUfN5h8BGJjffEIUlPTiMQBAXJzACtdVrLTsSM3HTfOc+SmJ6AvyedVx47cdNw4z0Uut7i4WP3N5VLJmDRESnMxQRBiz3ZmCS7jKSkpMmnSpKAsNWvWNNZq7AkPlWbPni3jxo2TdevWBWV98MEHBfvHn3jiCcH+c1i6rWBvyHjo0CFj9YblvWLFiuZjwMUXXyz33HOPnHbaacYdHm722JOOYHIQoXDJh0gPTG3atJGmTZuack6TVwX6/kPJ5laKFj4ZZC+ze6NADybDl6HTp8CXn9x03MiO3PQE9CX5vOrYkZuOG+c5ctMT0Jfk86pj53VuFOgism3bNklMTMy0h2fMmGEEOgR2YKpdu7YJxIZo7KHS66+/bqzbEM+BqV+/flKgQAETyK19+/Zy1VVXmf3iVjp+/LjZjw7rPYT6zz//LBUqVJBChU5ajVEO/0Y7cQ3sNcd+9sAE6/wNN9xgos87TV51cfe6e4pTzjmZn+x0tMlNxw2lyE7Hjtx03DjmyE1PQF+Sz6uOHbnpuHGei1xudHG30bfPPPOMcU3HPvTABNd0RFlv0KBByFpwPBvc2L/77jvJnz+/Pz9c3M877zwTOK5Xr15GrI8ePdr/u+XiDgv/ZZddluF1sEceLvTYIz9r1izBUW7YGx+Y4OLerl07E+zOaaJAd0rM+/n5MtT1EbnpuHERQW56AvqSfF517MhNx43zHLnpCehL8nnVsfM6Nwp0G/26aNEi48q+evVqSUhIMCUQzA0u47CMYy96qIQ97HBBnzlzpsA1Hgme+gg0B9GM/eETJ040ruwQ89aZ5YjAjt9gFYew/+mnn6RGjRpBl4O4R3R3BJKDCz32qX/44YdmPzsSznC/5pprBEIeQt1pokB3Ssz7+b0+MXmVILnpe4bsdOzITceNYonc9AT0Jfm86tiRm44b57nI5UaBbqNv9+3bJ3Bn79atm99FHHvGly1b5ujoMliwixYtaizciMiOaO1wcbes41u2bDECGkHi4DYPAY8AcAgGh33m+ECAM9Qhvk8//XTTcrQNkeCxPx1R2uESX69ePePODrd5pClTpsj48eNNeSuyu43b9mehQHdCK2/k5ctQ10/kpuPGRQS56QnoS/J51bEjNx03znPkpiegL8nnVcfO69wo0G32K6K1wwINd/YjR46Ys8Vhue7YsaOpAVZqWNUvvPBCKVKkSIa1fvPNN+bINByzhujrEOh169Y156tbaejQocZdHaJ7+/btxiKO4HT169c34rtVq1Ym65133mn+jb3pW7duNa7t1hFqS5cuNUe2QaSjLfg3rPQIhqdJFOgaat4u4/WJyav0yE3fM2SnY0duOm4US+SmJ6AvyedVx47cdNw4z0UuNwp0B327ZMkSQTR2COPbb7/dL5ZRBfZ/Q3xDKKd3QQ+8xMaNG401G+Iblm4EbcO+cyvBao6zzOHqjr/DvR2u8VaCq/ywYcPMOefx8fFSvXp1Y4VH4LjAhGB0sJwnJSXJLbfcIp07d/af4e7glk1WCnSnxLyfny9DXR+Rm44bFxHkpiegL8nnVceO3HTcOM+Rm56AviSfVx07r3OjQNf1K0uRAAmQAAmQAAmQAAmQAAmQAAmQQNQTcP0c9KgnSgAkQAIkQAIkQAIkQAIkQAIkQAIkoCBAga6AxiIkQAIkQAIkQAIkQAIkQAIkQAIk4DYBCnS3ibI+EiABEiABEiABEiABEiABEiABElAQoEBXQGMREiABEiABEiABEiABEiABEiABEnCbAAW620RZHwmQAAmQAAmQAAmQAAmQAAmQAAkoCFCgK6CxCAmQAAmQAAmQAAmQAAmQAAmQAAm4TYAC3W2irI8ESIAESIAESIAESIAESIAESIAEFAQo0BXQWIQESIAESIAESIAESIAESIAESIAE3CZAge42UdZHAiRAAiRAAiRAAiRAAiRAAiRAAgoCFOgKaCxCAiRAAiRAAiRAAiRAAiRAAiRAAm4ToEB3myjrIwESIAESIAESIAESIAESIAESIAEFAQp0BTSvFDlw4IAMGzZMPv30Uzl06JBccsklMmDAALnqqqscNfHgwYPSvn17ufvuu6V169aOygZmfvTRRyUtLU1GjBihriOnCrrB7vXXX5epU6fKjh075LTTTpM77rhDevToITExMY5vI6+wC5cbxkf16tVl//79QYw6deokjz/+eMRyw42Fyy4QznvvvSd9+/aVuXPnOn7erXqiZczhfl988UXB87pz5045++yz5Z577pG2bds6Hm8o4FVubowvu3Pa559/Lvfee6/8+OOPKoYo9N9//5k+eO6556RGjRrqetwomFPs1q5dK4sWLZLExETzvr7rrrukRIkSjm/BK+xygtuWLVtk3LhxsmbNGvNuvemmm8w6Jy9zc+t9sGfPHnnllVfk119/NTzatGkjV199tX88JScny5gxY+Ttt9+W2NhY6dixo9x3332qNYpXxlz6h+Xff/+VsWPHysqVK+Xo0aNyww03SP/+/eWcc85x9FxF4zrYDXahxqCTTvDqu9XJPbiZlwLdTZo5XNfAgQNl8+bN8uCDD5orv/rqq/Lll1/KkiVL5Mwzz7TVmiNHjkjv3r3N5PbMM8+oBfrEiRNl/Pjx0qpVqzwh0MNl9+677xqB1Lx5c7nuuuvMRxL8bfDgwUaoO0l5iV243P744w9p1KiREUzFixf3YypTpoycddZZTrBJXuKGGwuXnQUHL8SmTZtKgwYNZOjQoY6YWZnzErtwuS1cuFBGjRoljzzyiJQtW1ZWrVol06dPN/MVxqKT5GVu4XKyO6f99NNPRlju3btXfvnlFyf4/HlRtkuXLvLDDz/IrFmzcl2g5wS7pUuXGuHQsmVLMw7feustyZ8/vxHshQoVss3RS+yym9vff/9teFWqVMl8VNu3b5+MHj1aChcuLHiuCxQokCe5ufE+wDiAQQVjqXbt2vL111+bjxgwGkCkImE9gnGGtQrWhMOHDzfPHT6IO0leGnOB7cYHohYtWhgDyQMPPCCpqanmYw7ekfgoUapUKVu3GY3rYDfY2RmDtjpAJM+t5+zeVzj5KNDDoZeLZY8dO2YsZ7Nnz5aqVaualmCSqVatmjz22GO2RCK+4nft2lXi4uLk22+/VQt0fPXCohcvy2uuucbzAj1cdikpKdKwYUMjkh5++GH/KMBCIiEhwXwosZvyErtwuYEJLL9PPvmk+ZAUTspL3HCfbrCzeGGxBQsmFvxYmDhNeYmdG9zuvPNOs2Dt1q2bHxU8hsqVK2cWc3aTl7mFy8nunPbJJ5/IQw89JBdddJFs2LBBJdC3bt1qxFbJkiXNeye3BXpOsMM16tSpY6yX+LiBtGnTJmnWrJlZmMIqbCd5iV1OcIOHIOa5Dz/80P8RA+OuXbt25qPbLbfcYgebeImbW+8DiG2Icni9xMfHG+/FW2+91cxrGFN//fWXWafgIwq8I5Hw/ML74LPPPjNl7CSvsQtsM7wHMA4++ugj86ECCVbhunXrGsNV9+7dQ95itK6D3WAXagyGhH8ig5ffrXbvITvyUaBnB9UcqHP37t1Sq1Ytee211/wCHV/E4N6EhwauTqESRBKsJhD0VapUUQt0WIxHjhxpLFSwgnrdxT1cdvhKC8vR+eefH2T5wEsQWw3mz58fCr3/97zELlxuuGmMDSxMX375ZduMMsqYl7ih/W6wQz1YiNx///3GLRjeG5qUl9i5wa1JkybGyhIo0GF5gsh89tlnbSP0MrdwOdmd0/D8XnnllWaew6JKY0GHZQueNPC2ghdIbgv0nGCHLT3Lly83ghxWcyRYn+Da78STw0vscoIbhDjWFHBhthLGHowSffr0sSXAUM5L3Nx6H6xevdpYiC+99FI/G0uQTpkyRebNm2c+hsOqjo9hSHjOYcSBB5Fl2Ak1AXqNXWB7MQa2b99uPlIEppo1a5q55amnngp1e8ZYEI3rYDfYhRqDIeGfyODld6vde8iOfBTo2UE1h+rEorNYsWJGHMN6jcXmxx9/LMuWLQtyH86sOZissS8JCfvhtC7uVj3Y35QXBDruN1x26ZnC9e7GG2+U22+/3XyhtpvyGrtwuWEi3rVrl2BvHPYDly9f3uxldSo28xo3N8Yc9sg1btxY8L8Qndhvh+0V6BMnKa+xC3fMwQr3/vvvy6RJk+SCCy4wLsXYGjBz5kzBQs5u8jq3cDnZmdMsBm+++aZaoFt1bNu2TerXr5/rAt2NZ9MOu8A8YID3Ndy08b62BFSoseg1dtk95jp06GDc2QM/6H733XfGUgx+8Fqzk7zGLTvGHLxRsAaDWzv44KMGxDW2LwYmvDvgyZGX2Vn3069fP/n+++/lgw8+8N8iPhzhvQiX9549e4YcHtG6DnaDXXq46cdgSPgnMnj93Wr3PtzOR4HuNtEcrM+yQuCLMhJeZLBGXHHFFY5bEY5Aty6WlwS6m+xw//BagOUci63TTz/dMf+8wi4cbsePHzceHhdffLFxcYV7Nhb6ixcvNnvS4QLqNOUVbrivcNihPBZcsIxgGwWsIP/8848JDgQ3T7j5OU15hV243PAhA5a4n3/+2Y9oyJAh5mOaJnmVW7ic0rPIak4LR6Bb1/GSQM9JdgjsOGPGDPOh8qWXXjLPstPkFXbZze3555837wYEOsPHSewthrjEvIdtdYFxTOww9Ao3N94H1v3+9ttvgvls3bp1Zm85PFuQ4O2CrVAQ6YEJ3pXYnod3sJPkJXZWu9944w0ZNGiQuWdsHcHHa2wBg6EK2+kuvPBCJ7cYlqEqr62D3WSX2Rh0BF/EfGDKK0Y+p/emyU+BrqHmgTKwQGJvJVznYIGE2xzcfOA+DJEO900nKZoEutvs4CLVuXNn88UWUdw1KS9MTOFywz5XiKQKFSoEbQ3AfmAEScKi1WnKC9xwT26ww5YWeLwg6I/1EQjusdhv6NQajDblBXbhcrMWqrBUwsX9vPPOMwEd8W8sYO3uYQ0cl17k5ganwHsMNadFkkDPaXawMkE8LFiwwFj6IELt7gf20seNnOCG9Q3i5Kxfv14QSBTbAnDd2267TRUg0ysi00122EON5xHvBfCB+zo+guODLvaaY5wFJnglICaH07WKV9gF3gviICAOELaPwAsFAh0fZK+//nrVNrpoWge7yS6zMRip6zmn96XNT4GuJZfL5eDSg4kJ7kt4cSFBAGFvJb4aItKpkxRNE5Ob7OBOBebnnnuuOe4EAfc0yYuL/vT34Sa3wLph/cXXXBxB5DTlBW64p3DZ4YgbLKpg9UDQHytZf4e7GhayTlJeYBcuNzyf4AYL3M033+zHg72JqBt76JwmL3ILl1MgAztzWiQJ9JxmZ7HeuHGj2YfvxFXbSwI9p7gh+Bk+GCHo2Zw5c4wnEjzVEAzNafKKyHSTncUAoh8fu+FhBSMN/ps2bZr5IBmY4OIOjyIrWKFdhl5hl1F7se0B8TCwlxzrCHyAvfzyy+3emj9fNK2DrZt2ix3qSz8GnXaAF9+tTu/BzfwU6G7SzMG6cJQGJuD0C0ws1P/8808jeJykaJqY3GKHL5AIDIcop1iwli5d2gnyoLx5YWIKl1tSUpLgiKb0Zx7DRQ0WJVhJnKa8wA33FC47BICEK+z//vc/gQXESmCKc+UR6BFeHE5SXmAXLjdYK2FtQyRoeG5YyXLvQ0ToggULOsHmSc+DcDlZAOzOaZEk0HOCHbjiyDAEFg1M2NaDwHF4bztJXhBLOcEtkAnuGR/Z4DGIkwQ0yQvc3HgfoA6MJ8QgKlKkiB8FTqWAJyUs53B5R8wXRMC3zgTHewQn7eCjOIS6k+QVdpm1GfeGmBY4cg5BVDUpmtbBgXy07EKNQad9kBfWJE7vKZz8FOjh0MvFsvhC+PjjjxvXnsDJF5MuIrJPmDDBUeuiaWJygx2CWmCRAA8GfNWvXLmyI97pM+eFiSlcbviYhCizWDBYLtoIroe9hRUrVjSueU5TXuCGewqXHerAs43Iu9gbbCUEP+vdu7f5IOd0DOYFduFyw8czHGEFd3ZYK62ESPjffPNNxHhthMsJXJzMaZEk0HOCHY7DglhCgELMdUjYT43AovhAiY9ITpIXxFJOcAtkAk5438L6DCuxJnmBm1vvg0aNGpnjxHB6jpWwzQ7BV3G6D2K+1KtXz3gQWe8MxDDBtii8i+0GJrTq9gq7zPp98uTJJkYLxocmDhDqjaZ1cCBHLbtQY9DpM5oX1iRO7ymc/BTo4dDLxbI46xFfkxFoC2ddxsTEmCOYsCCFYEQwLliPMFHZmawym5g2b95s7tJOsI288nC5wQ7WA2wj6NKlixGYgckK0hdp7MLlhgWDJZIQPwH/xpnxGLPwBrGOfYk0bhgb4bJDHfAy6N+/v3Flx97VLVu2mP2rlSpV8u+3izR2bnBDtGJ4FeEDR4kSJYwwh2DCBzYIdaS8zs0NTnbmNGuey0ygw1IM121s+QklALyy4M8JdnDThkDHkVAYd2AD9+MdO3YY7yu8x/Mau5zgZo03BIXDc/z000+fEn08r3Fz632Aj7JPPPGE8SjA++CLL74wYwpWdBwxhgTPIRynBZEOSzv+Ddd2S9TnRXYZLbuxLQf3jC1gvXr1CsrCdXDWQiUcdnbGYF5/t+aizBMK9NykH+a1EXALrjxYcGLvBxZFgcdnQHRjssJX1VApM4EO0Y00e/bsUFV40vUzs0aHyw7HgmV2BrD190hkFy43LEhx7BXOZkVgJLhnw70z0P04ErlhHIbLDnXA+wCRnzHGEBgSFhJEsIWrI1IksguXGxYg+JiGD5gIOoWzg/H8QihZwbkigVu4nOzMaaEEuiW67RzZ6RWB7sazaYcdAinBtRjjEN4KCPqID25nnnmmwZoX2eXUmMOHcGzngfs2jBGBKS9yc2PMoQ7wQHBVvFfxDsWxYnDzDkyI5A7LMvghKCa2QlmxcvIqu/TrOhwth732+ACRfssS18FZL93DZRdqDEbCuzWk+MmmDBTo2QSW1ZIACZAACZAACZAACZAACZAACZCAEwIU6E5oMS8JkAAJkAAJkAAJkAAJkAAJkAAJZBMBCvRsAstqSYAESIAESIAESIAESIAESIAESMAJAQp0J7SYlwRIgARIgARIgARIgARIgARIgASyiQAFejaBZbUkQAIkQAIkQAIkQAIkQAIkQAIk4IQABboTWsxLAiRAAiRAAiRAAiRAAiRAAiRAAtlEgAI9m8CyWhIgARIgARIgARIgARIgARIgARJwQoAC3Qkt5iUBEiABEiABEiABEiABEiABEiCBbCJAgZ5NYFktCZAACZAACZAACZAACZAACZAACTghQIHuhBbzkgAJkAAJkAAJkAAJkAAJkAAJkEA2EaBAzyawrJYESIAESIAESIAESIAESIAESIAEnF0s7SgAACAASURBVBCgQHdCi3lJgARIgARIgARIgARIgARIgARIIJsIUKBnE1hWSwIkQAIkQAIkQAIkQAIkQAIkQAJOCFCgO6HFvCRAAiRAAiRAAiRAAiRAAiRAAiSQTQQo0LMJLKslARIgARIgARIgARIgARIgARIgAScEKNCd0GJeEiABEiABEiABEiABEiABEiABEsgmAhTo2QSW1ZIACZAACZAACZAACZAACZAACZCAEwIU6E5oMS8JkAAJkAAJkAAJkAAJkAAJkAAJZBMBCvRsAstqSYAESIAESIAESIAESIAESIAESMAJAQp0J7SYlwRIgARIgARIgARIgARIgARIgASyiQAFejaBZbUkQAIkQAIkQAIkQAIkQAIkQAIk4IQABboTWsxLAiRAAiRAAiRAAiRAAiRAAiRAAtlEgAI9m8CyWhIgARIgARKIdgIHDx6USZMmSf/+/aMdBe+fBEiABEiABGwRoEC3hYmZSIAESIAESMBdAjt27JBRo0bJqlWr5NixY3LBBRfI/fffLw0aNHDtQo888oi89dZb8ssvv6jrTElJkZo1a5ryX3zxhcTFxdmua8KECbJ792753//+J/j/X3jhBVM2X758UqpUKbnqqqukc+fOcuWVV9qukxlJgARIgARIIJIJUKBHcu/y3kiABEiABDxJ4N9//5U2bdrI3r17pWnTplKgQAFZsmSJHDhwQGbMmCHXXnutK+12Q6B/++23ctttt5n2zJ8/37aY3rVrl7Rs2VIWLVokpUuX9gv0unXrSoUKFWTTpk2yevVqSUtLkyeeeELuuOMOV+6ZlZAACZAACZBAXiZAgZ6Xe49tJwESIAESyJMEnnzySZk7d64RrQ0bNjT38P3338utt94qVatWlXnz5vnva9u2bVK/fn3p1auXPPDAA47u1w2BDqs32on04IMPSs+ePW21YciQIUaYW222LOjPPPOMtG7d2tTx5Zdfyn333SfHjx+Xt99+23gRMJEACZAACZBANBOgQI/m3ue9kwAJkAAJ5AqBW265RX799VeBdbpQoUL+NsCa/ueff8r69euNGzhSbgv022+/XQ4dOiSpqalSpEgR82EhVPr999+N6/rSpUslISHBZM9IoOPvY8eOlSlTpkjHjh1l0KBBoarm7yRAAiRAAiQQ0QQo0CO6e3lzJEACJEACXiQAC/KPP/54iss4gqphz3fRokUlJiYm1wU6XO6x/9yyeC9cuFDWrl1rhHpWCVZzlAt0W89MoP/888/SokULYz2Hmz8TCZAACZAACUQzAQr0aO593jsJkAAJkECuEBg3bpyJbn7GGWcIXMGxLzt9qlevnmzfvj3D9p111lny0UcfBf2GAG5jxoyRn376ScqUKWNcx2GhDydI3IoVK6RHjx7y9NNPm2s99thjpt1wuc8s4ZoDBw6U9957T+Lj4/3ZMhPoycnJUqVKFfNBYsOGDf4y+IAxfvx48ze4wF988cXSp08fqV69ur9OfDj4448/5PPPPzf7+K20detWuemmm4zwHzlyZK70MS9KAiRAAiRAAhoCFOgaaixDAiRAAiRAAmEQOHz4sNx7772ybt06U0vFihWld+/eAlFupenTp8u+fftM4Lg5c+bI1Vdfbf5DOu200+See+7x54VARX0QqYgCD0EL93JESv/vv//UUdyfeuopc23Lst2kSRNjFR88eHCmd4/f4a5+8803B+XJTKAjE6ztiYmJxjpfvHhx2bJli9mPD9GOa+K+Vq5cKQiut3jxYilfvrypGwH1RowYIRMnTjSC3EovvfSSPPfcc4L/veGGG8LoKRYlARIgARIggZwlQIGes7x5NRIgARIgARIwBCCiX331VXn55ZeN8ESCZRpHrxUuXNhPyc4edFiKcZTaa6+95o+yDnd0WLyRtMesQWQjGvtXX31l6rnmmmukZMmS8sEHH2TYi7C4Yz/5G2+8ccrvWQn0OnXqCI6d++STT+T00083Fnt8GJg8ebLceOONpq6dO3dK7dq1TbA8K1AduKEsRPzo0aP912zXrp3Zu//pp586OhaOQ5MESIAESIAEcpsABXpu9wCvTwIkQAIkENUE4OINQfv8888bizksvrD8WimUQIeFHGVgXYfgtxKOL4M1He7eGoEOwQzxW6tWLWOpRurSpYs5Gg3u9XCzD0zYO9+8eXNz5nmgG7qVJyuBjmPl9uzZ47egpx8Q8CJYvny5+eDQqlUrv8s98sFa/8MPP5gz2mFp/+eff0y777zzTgadi+onizdPAiRAAnmTAAV63uw3tpoESIAESCDCCPz1118Cyy9cvV955RX/WeihBLp1TjnKwiU9MN1///1GTGsEOj4aZBZVfdiwYcYFPTAhv2VBz6hrMhPoEPaVK1f270GPi4szxXEEG9zZsQ0Ake3xwQEJZ6vDrd1KOJsdLvfWkXUzZ840At7Jme0RNpR4OyRAAiRAAnmYAAV6Hu48Np0ESIAESCDvEdi4caOxMlvu2oF3gABsCCA3YMAAY61GCiXQcSRb+/btzX84Xz0wwR0clmeNQEdANuw9R73YF46UlJRkjlmD6zvaaSXsqW/cuLFMmzZNLrroogw7JTOBvnnzZsHxcggC984775iycPtHcLcKFSoYa/jll18uNWrUkGbNmpmAeoECfe/evXL99dcbbwEc2YY98HB9//DDD/Pe4GCLSYAESIAEop4ABXrUDwECIAESIAESyEkC1rFiEJyzZs0KujQELvagwyJsHVH2999/G1EKsY3jy9InyxUdgdZgPQ5MENI4k9ypQIe1Gm7nR48eNfvPrWjssHaj3bByIzBdbGysuRz2ncOVfvjw4ZmizEygv/DCC8b63bVrV+nXr585Zu6qq66SM8880wh269rYs49rQ4gHCnRcsHv37sY9Hhb3hg0bSrdu3eShhx7KyW7ltUiABEiABEjAFQIU6K5gZCUkQAIkQAIkYI8ABCgCn8GVHdZoHDGGdOjQIWnbtq389ttv5ogynAuOhD3qVatWNVbmZ5991n8RCFZLvMJ6jePGEBjusssuM3neffdd6du3r/n/nQp07Olu06aNsfLjo0Fgghj++OOPzb55uKZj7zj2nuPa5cqVcyTQ4Z6PaPT4IIB7hiiHRRxCPHBPPZjBfX/evHlmD3p6gQ4hD3GPjwr4cADLv8XPXq8wFwmQAAmQAAl4gwAFujf6ga0gARIgARKIIgIQkA8//LDkz5/fuIYjavuqVauMOzuCnqXf+w3xiTIQwoiivmnTJhOt3YpmDsGM88oTEhKMhRmiHsesFSlSxAhepwJ96tSpJip6//79zfFtgck62gwWauxxx350tB/3k1WyLOjwBoB4xlFquGd8ZMD57YHHpGGfOc5zb9SokZQtW9bkg9t6amqq+bgBq3tgwscNBLODqz0+UODsdyYSIAESIAESyIsEKNDzYq+xzSRAAiRAAnmeAKKhwzX8xx9/NEeuQbRae8nT3xyimEMwYz85LO84igziOfCscYhY7AuHGIeIh9CHCIZYdSrQO3fubKKiL1iwQK644oqg5mAPPazYiNT+zDPPSIcOHczHgKJFi9oS6MiUL18+I7xh8cYHAOtcc6sCfKiAtwDc1vGxoVq1asZlfciQIeYjxrJly8xZ8IEJHwhghR84cGDQGfF5fqDwBkiABEiABKKKAAV6VHU3b5YESIAESIAE3COwe/dugWDHMW+5nfBxAh88Vq5cmaWrfW63k9cnARIgARIggawIUKBzfJAACZAACZBAFBDA3mxYxUOls88++5Qj1EKVyc3f4eaPM9mxBx571xEJn4kESIAESIAE8ioBCvS82nNsNwmQAAmQAAk4IGDtAQ9V5JprrpHZs2eHyuaZ33HE2r59+0xQORzNVqZMGc+0jQ0hARIgARIgAacEKNCdEmN+EiABEiABEiABEiABEiABEiABEsgGAhTo2QCVVZIACZAACZAACZAACZAACZAACZCAUwIU6E6JMT8JkAAJkAAJkAAJkAAJkAAJkAAJZAMBCvRsgMoqSYAESIAESIAESIAESIAESIAESMApAQp0p8SYnwRIgARIgARIgARIgARIgARIgASygQAFejZAZZUkQAIkQAIkQAIkQAIkQAIkQAIk4JRArgr0adOmyZw5c+TIkSPSokUL6d+/v+TLl8/2PaxcuVJGjx4t27dvFxwLM2zYMCldurS/fHJysowZM0befvttiY2NlY4dO8p9990nMTExp1zj0UcflbS0NBkxYkSW13/ppZdk7ty58tFHH9luJzOSAAmQAAmQAAmQAAmQAAmQAAmQQCgCuSbQp06dasRz9+7dpXLlyjJ27FipVauWQCjbSevWrZPOnTtL/fr1pU2bNvLmm28aoT5//nyJi4szVQwePFjeeust6du3r5x55pkyfPhw6dKli3Tq1CnoEhMnTpTx48dLq1atshTov/76q7kWzljVCvSdO/fbub0cz1OyZIK55p49B3P82nn9gmSn60Fy03FDKbLTsSM3HTeOOXLTE9CX5POqY0duOm6c5yKXW5kyRfU3l0slc0WgHzx4UK677jpp27atDBo0yNz6pk2bpGXLlvLpp59KyZIlQ+K444475MCBA0aAwzoOa3m9evWMKG/QoIH89ddf0rBhQxk4cKDcfffdpr5PPvlEBgwYIJ999pnEx8ebv+GDwKpVq6RAgQLGCp+ZBf3YsWNy6623mo8AxYoVo0AP2UPRk4EvQ11fk5uOGxcR5KYnoC/J51XHjtx03DjPkZuegL4kn1cdO69zo0C32a8QxF27dpWFCxdKpUqV/KUaN24sPXv2lGbNmmVZ06FDh+Tqq6+Wfv36yT333OPPO2TIEOOmPnToUJk3b548+eSTsmbNGr/gT01NlWrVqsn06dOlatWqphyE/siRI+WRRx6Rs846K1OBDld6fAyA2H/11Vcp0G32dTRk8/rE5NU+IDd9z5Cdjh256bhRLJGbnoC+JJ9XHTty03HjPBe53CjQbfbtG2+8IRDTGzZsCNpzDtF+5ZVXGpGeVfrzzz+NdfyVV16Ra6+91p8Ve9pXr14tM2fONC7z2HuOfeqBqUmTJmYfOqz1SBDt1v70zAT6N998Y/avT548WXbt2iUvvPACBbrNvo6GbHwZ6nqZ3HTcuIggNz0BfUk+rzp25KbjxnmO3PQE9CX5vOrYeZ0bBbrNfp09e7aMGzdOsI88MD344INmf/cTTzyRZU2//PKLNG/eXBYtWiSXXnqpPy8s26+99pq88847xhL++eefG5EemLCHvGnTpkGWd/wOAZ6RQIc7PsT8jTfeaNzxsdc9HIGekpyMzwI2SdnIFpsuqF5amkja8ZMFT/k9VSQt5ZSKY2N9gfNSU9NsXDQgS0y8SPqge6m4xxMp/e/p2+fsaqfmjokTiYkN/nsq7v/EfWT4e0D7wr2+xErsie0Sfnap4Gv1caxIrC8mgj8Fti/s68eIxPq2a/hTWmAfZ/B7UPvCboCIcgyqx1z6JkfhGAxml9EY4xjMaB70c0tJyXAeVD8NuT0GJcQ848I8mPXzGmqeye55UDKYh3J4HszkXefnJlnN0+qRF/CuzehdmIPv4mwYg87eERyDcmIMnpzn8AxktR5Mt14MdxiGmmdCzZPhXl81BgPWi5hGtGth03bNGAx8V4cNwPk8GLRe1F/fzy0N81BAIO6QmiRnxmBcvgL6m8ulkrmyB/311183Fm4I6MAEl3XsBUcwt6zSH3/8IY0aNZL33ntPLrzwQn9WWOYRfG758uWmfuw1X7BgQVBVHTp0kBtuuEF69OgR9PfMBDo+Fqxfv96446Nt4Qr01A1DJPbHoa50d1p8UUltsze4rj3fSNzy6uZvaUUvkdQmG4N///tdifu0hSvXRyUpTX4SKXpxUH2xr+eTGDz0+L31PpF8RU7+fuRfiXv7TNeun1pjlqSdf0fw9ZdfKzF7vvRdv86HIuXqBv+++DyJObzNlTakXtxbYqqNNXVZAj3m6wckdvMk39+qPCtpFfsFX391G4nZvsiV66eVvk5S668Kqivm91ck9ssuvuuf01bSas0P/n3jMxL7vS/2Q7gpLbaApN56KLiavT9I3AdVfGMwobykNtsc/Ps/yyXuk5vDvbS/fEqjDSLFT26VwQ+xCxIkJuWIbwy0/E+kQKmT1zuWKHFvnTztIdyGpFZ/SdIq+OJcWCl2xY0Ss2u17/q1l4ic0Sj49/culpgDW8K9tK+PL7xf0qq9ENzH6/tK7K/P+36vNFTSLn88+Pc1HSR26+uuXD+tZHVJbfBFcP1/zpXYLzr6xsBZzSX1+reCf/95tMRuGODO9SVGUm8LWISi1v2bJG5JRd/1C50lqc3/Mv+/fxHxz0qJ+7ieK9c3fdzgS5GS1YL7+M0SEpOc5BsDzbeJFDrj5O/HD0rcwmKuXT+12iRJu7Bb8PVXNpSYf1f4rn/9IpGzbgn+fWkliUn6yZU2pJa/R9KumRbcxxseldifR/rG4GWDJO2KJ4N//6KzxP45x5XrpxWvIqmNvgmua+sCiVtzm28MnHGzpNZ+L/j6v74gset7u3J9w/jWo8EfSw/+KXHvVvBdv0BpSW35b/C1dn0ucSuud+/69VeLlD7pUWjG+6JyEnN0l28MNPtNJOG8k9dLPS5xb7i3aE2tOk7SLu4VPMZWNZWYHe/7ro/30Dltg3//4CqJ2bvBFQap590paTVnBvfx90MkduMw3xisOEDSqjwT/PuXXSX29+muXD+t2KWS2viH4Lq2vyNxq33emmnl6ktqnWXB19/8osR+HbwWDacxKW2SROITTs5zB/+WuMVn+66fr5iktk4Mrn7P1xK3/JpwLhlUNqXuRyJlbwzu48XnSszh7b4x0ORnkaIXBf8+P15iLINKmC1JrTJS0ir2Da5/dSuJ2b7YNwZqzpa0824P/n15TYnZ81WYV/YVTz2nnaTVmhfcxz8Ol9gfBvt+v/ghSas6Ovj3r3tJ7ObJrlw/rcgFktr01+C6dnwgcaua+MZA6esltf4nwdf/bYbEfnWvK9c3fdxql0j+EifrO7pb4haV9V0/rqCktk0XiDpgvehGI1JufF/k9AbBffzuhRLT4jc3qs/ROnJFoK9YscK4sX/33XeSP39+/w3Dxf28887zB47LjASCw1l7yRFszkpwcYf1fPHixTJr1izBvxF0LjDBxb1du3Zy1113Bf09I4GOoHJoJyLDX3LJJSY/rPaTJk2SZcuWGdd4/OckHfziUUn4Leuj3OzWlxpXVHbX8018VopP+lZKrK1t/nm88EWSeN3XQb/n37lUTvvWt2hxI+2p9bWkJARPuKWXF8eS2VS/s+7fIvEnBXrM0f+k9KqTH1XCbUNSpWly9Izg+ym+tq7kS/Ld995q70pySR8PK5VcdanEHQ3mpm3HoXN7SIFrJ5jiVgT8Ij/3lUJbfYvVAxc9JYfPD14EFttwhxT47x3tJYPKJRevKXurB7/0C/z9qhT78X6T70i5VrK/cvCipfDvoyRhs0sfiWILyK76O4PaFHdgo5T8vKb5W0qh82XP9d8F/Z5v90dS/BvfosWNtOfaLySlyGVBVZVeUVZiUn0CfdeNv0ta/pMCPSY5UUqvDFiohtmIpMsmydGz7gyqpfhXjSTfXt8HyL1V35Tk0jcFj8HVVSTu8O9hXtlX/PDZ98qBS8cE1ZXwy6NS+K+J5m8HLxgkhyoEi+Gi390lBf9905XrJxe7SvbWCN5KVGDH61LsB99L/2iZppJ0ZfCipdAf46XIJpc+EkmM7GqwL3gMHtwsJddc5RuDBc6UPbV/Nv+/5Ya3f/MHUvxr36LFjZRY4xM5XswX18RKpT4+W2KP+wT67tq/SmqB00/+mHJQynwUINjDbMT+S5+XI2efjMeC6k77urnk3+Prl31XzpdjZRoHXaXEmuoSf/CXMK/sK374zE5y4PLgj0QJm4ZI4T98Hy8Plh8ghy4M7u+iP9wnBXe85sr1jxe5QhKv/Syorvz/LpLTvvOd2HK0VANJumph0O8F/5oiRX9x5yMRKt5Zf0+QQI89/JeUWu37cAiBvqt28AIxfu9aKfFV8EIyHBiJ1ZfL8eI1gsfgyvISm7zbNwav/0FSC5178vfU41JmReiAvHbbtP+SkXLk3O5B2Yt900YK7F7uG4OVZ8mxcsHzfonPr5P4A9/bvUSW+Y6c0V72V5oalKfw5mGS8LvvI9Gh8/vIwYuCPxIV+bGXFPp7livXP55wiSTWChZ6geutYyXryL5qPqFopYLbpkvRnx5y5fpmDNbbIRKX4J/n9u7YIqVW+QwoqfHFZHfdYMNEfNJ6KbE2WFCH05i91ZZIcsngj04lV1WUuKN/m2r31PpGUhKC13+ll5/mmkA/cNEwOXz+g8Fj8NsOUmCn7+NcUqWX5OgZ7YJ+L762juRLSvdxTwnhSLnWsr/yK8Fj8LeRkrDF95Ho0Lk95eAlwR+Jivz0sBTa9pLyisHFUgqVlz3XB3/wyrfrQym+vrXJmFz8Wtlb/YOgQgW2z5FiG937SLSrzp+Slu+kQI85tltKf1LeXDMttqDsqv9f0PUD14tuQNh71SJJLhX88b3k6soS18qd9ZYbbbRbR64I9B07dkidOnXMXvGaNX0LeQR3g9iGcMYe8VDppptuMm7ucIu3Uu/evQUu6TirHO7zCAD34YcfyjnnnGOyQNgjUvuoUaMEQj0wZSTQETgOgeEyS7169ZIHHnggVFODfqdAp0CnQKdAL0mBToFOgU6BToFOgU6BToFOge5IR2WVmQLdBZSwYhctWtRYuWGFhuUbLu4QxJddFmwNy+hyENmwZsNajmPZtm7dakQ3zjyHyD9+/Lg5dg3u7JbL/JQpU8x55wgkl/4ot4wE+rZt2yQxMdglCEHnYFFHwLiyZctKuXLlHNHY+d9ekRPu344KZpZZuf83fXXqAA+h9hRF+h70mFgpWcrnquo/Qx57/K0+xv547MsKTLm9Bz2wfW4MQuUYVI+59G2OwjEYxC6jMcYxmOHeSz+33fsjaw96qHkm1N5QG/NA1s9rRrEwcnIeVOxBd3sezORd5+e291gwZZf2fvorDdXH2f4uDvGuC9W+DMags3cEx6C1B/3kPHcguvagq+bB4D3ozsbcKYuRDGIChZgH3Z6Hsow7FSpmkY0XQSZZ/NwSj3pyD3qZcu55C+kpOSuZKxZ0NBGR0Tt16mSOWStfvrwR6HXr1pUJE3zuwt9++62cfvrp5r+MEoRz69atJSYmxohwuM3DXR6CvUgRn0v10qVLpU+fPuZ3/A3/hniHZTx9ymwPevp84e5B37lzv7MeyqHc4U1KOdRIj16G7HQdQ246bihFdjp25KbjxjFHbnoC+pJ8XnXsyE3HjfNc5HJjFHeHfbtx40Zj0d6+fbuxdiNwGwKxIWHPdygX8t27d5tgcDiurWLFisYCn96ijUB0sJwnJSXJLbfcIp07d5a4uHQWzSyiuFOgO+zUKMzOl6Gu08lNx42LCHLTE9CX5POqY0duOm6c58hNT0Bfks+rjp3XuVGg6/o1qkrRgh553e31icmrxMlN3zNkp2NHbjpuFEvkpiegL8nnVceO3HTcOM9FLjcKdH3fRk1JCvTI62q+DHV9Sm46blxEkJuegL4kn1cdO3LTceM8R256AvqSfF517LzOjQJd169RVYoCPfK62+sTk1eJk5u+Z8hOx47cdNwolshNT0Bfks+rjh256bhxnotcbhTo+r6NmpIU6JHX1XwZ6vqU3HTcuIggNz0BfUk+rzp25KbjxnmO3PQE9CX5vOrYeZ0bBbquX6OqFAV65HW31ycmrxInN33PkJ2OHbnpuFEskZuegL4kn1cdO3LTceM8F7ncKND1fRs1JSnQI6+r+TLU9Sm56bhxEUFuegL6knxedezITceN8xy56QnoS/J51bHzOjcKdF2/RlUpCvTI626vT0xeJU5u+p4hOx07ctNxo1giNz0BfUk+rzp25KbjxnnOW9yOHTsm+fPn1zcqoCQFuisYI7sSCvTI61++DHV9Sm46blxEkJuegL4kn1cdO3LTceM8R256AvqSOfG8pqSkyNy5s+XddxfJf//9K2XLlpNmzVrK7bd3lLi4uJCNd1rebv5Dhw7JvHmz5ZdffpZfftkou3fvlsaNm8njj//vlDb98cfvMmPGVJN39+5dEhsbK2effY40atREWrZse4qw/vfff2TatMmydu3ncuDAfjnrrLOlRYs20rbtbRITExNU/8qVK2Ts2JGSmJgoV155lQwe/JSULl0mJJesMlCgh4UvOgpToEdeP+fEhB551ETITd+rZKdjR246bhRL5KYnoC/J51XHLre4HT9+XGbPniFLlrxjRFv58hfIAw/0MSIrnNS27S1GKHbp0s1RNRMmjJXXX58rixYtlVKlStsqmxPsRo0aIYsWLZAmTW6RK66oIt9/v8Ewa9XqVunbd2DIdjotbzf/jh1/y623NjesLrnkUlmz5tNMBfqXX35hxPxll1WSMmXKSqFC8fLNN+tlyZL35Nprr5eRI8f672PXrp3SpUtHOXz4sLRp007KlSsn69Z9JRDi7dvfKb16PeTP+88//8jtt7eR9u3vkIoVLzP9V7hwQlB9IQFlkIECXUMtyspQoEdeh+fEhB551CjQw+lTjjkdPXLTcaNAJzc9AX1JPq86drnFbdy40fLhhx9Ijx4PSvHiJWTWrOny++9b5LXXFknx4sXNzUAEQoy2a3e7FC1a1NYNagX6nXe2kz/++E0ee2yIEcN2UrjsYK2GdfmCCy7M8HJbtmyWu+7qIG3a3CYPPdTPn+f550fJwoXz5ZVX5mVaFpmdlneSHy7l+/btNYIbH1vq1KmZqUBPf3MWt0GDBsubb74hc+cukHPPPd9kgzUcf5s4cZpUrnylv+jo0c/K228vlFmz5sv555c3f4donznzZZkxY67596ZNv0rP1P/fJAAAIABJREFUnl1l2bJP7HRfpnko0MPCFx2FKdAjr5/DndAjj4i9OyI3e5wyykV2OnbkpuNGgU5uegL6knxedexygxsEXcOGteXee+83rtpIcN9u3bqpPPzwQGnd+lbzt2++WScPPthd3nhjsZxxxpm2blAj0OFS3aZNM+NqfcMNN8qTTz5j61padr///pssXfquLFu21Lh6v/DC1Ayv9+KLE42Xweuvvy1nnnmWP8/ff2+Xdu1aSMeOd0u3bj0zbavT8k7zWxfWCvQXXpgikyaNkxdffEUuv7ySqa5z5/Zy5MgRmT9/UdB9/fTTj9K1a2e566575d57u/sFebdud8mgQUPlkksqmo88+Mjw0kuzbPVfZpko0MPCFx2FKdAjr5+1E3rkkXB2R+TmjFdgbrLTsSM3HTcKdHLTE9CXjIrnNS1FJC1VDyl9ydh8wdvH0tJE0o6fzBWbL7gEro02IMXEisSE3gOdUWOTkpKkSZN6cuedd0n37r38Wb7++is5/fQzzJ5jpJwS6G+//aaMGfOs3HbbHfLuu2/LO+8ss7W/28mYS0raJ8uXfyDvv/+u/PTTRsmfv4Bcd90N0qpVW7nqqqsz7NOHH+4lmzdvksWLPzjl91tuaSgXXXSJjBkzIdPx4LS80/zWhe0KdAhv/FeggMj3338vQ4cOlfj4eJk//y0pUKCgqQ4u6/ny5ZOZM18Luq/fftsinTrdJjVq1JLRo8f7f8NHhTlzXpG0tDQpVaqUjBgxRi699PKwnhEK9LDwRUdhCvTI62cnE3rk3b3+jsiN7PQEdCU55nTcUIrsdOzITcctWsZc4S1PS8JvI/SQAkqmxhWV3fW2Bz2r8UnfSom1tU2u44UvksTrvg66Vv6dS+W0b28zfztY4RE5dMFj6rb06nWf/PDDd3LHHZ3l1ls7+N3aUeHLL78oM2ZMy7Du1avX+f8OoQ+X6NWrV0nhwoWkU6cuZq+z0z3ojz3WXxITd0uPHr3l/vu7yJQp06VSpcqnXH/48P/J+vVfy4IF75jfQj2vEK5ffLHGiPLPPvvUuIJjH/nNNzeVevUaSJEiRbLkB0EaH59Ppk+fc0q+e+65w9QHl+/MktPyTvNb17Ur0NP3K/akDxjwuFx44UX+W3j00X6ydu0aef31xVK69MlYAHDpHzv2OePSn168wwMCcQwqVLhQChb0Cf1wEgV6OPSipCwFeuR1dKgJPfLu2J07Ijc9R7LTsSM3HTc7C1d9zZFdkmNO37/RwC6SBDqibj/99P/k888/M9bkli1byz33dDOiFe7u//33n/z668/Gsj18+HP+wG2VKl0RIOb6yrffrpeePXtLsWKnyaRJ42XHju3SqdM9toPEQVw2bVrffCSA+3STJvXltttuz7D89u3b5ODBA3LxxRWzFOgIcDZt2iRjMU9M3OOPWI6o5YGu6qFGO9zYS5YsZT4YpE/du99j6k7vCh6Yz2l5p/mdCnTwg3t+auoR+eKLtbJx40/GRT/QgwBeFA891MMEfevVq4+ULVvWeFJMmDDGBI6Dh0VW9xyKqZ3fKdDtUIryPBTokTcAomERkR29Rm56qmSnY0duOm4U6OSmJ6AvGQ3PayQJdKunf/jhe5k162VZs2a1nHPOuWY/thVFPSsX961b/5IOHVpLv36PmKO6kH7+eaPce28nufvurrYFOiziDzzQTZ5/fpKJIP/IIw/Lvn37ZNq0mSEHY2Zjzopwjgogynv37ms+IDhNWou2dR2n5Z3mdyrQrfwWt8mTp8rkyRNMsDsr8BvyYH8+oupjWwBSgQIFpGfPh2T69KlSpkwZf1A4pzzt5qdAt0sqivNRoEde50fDIiI7eo3c9FTJTseO3HTcKNDJTU9AXzIqntcI2YOeUS8jovvQoU8Y929EUkfKSqDDrR1iGuIu0EX65pvrGGu43WPWpkx5wexhDkw4p3vx4mVBbvcZtTmzMQer/IoVy2TJkndl/fp1Zj87jhODWK9V63qzx9pO0u4Jt+p2Wt5p/nAF+ubNf0nz5o0yDHaXnJwsW7ZsEvxvhQoXSFxcvAksWLdufdtB/OwwzigPBbqWXBSVo0CPvM6OikVENnQbuemhkp2OHbnpuFGgk5uegL4kn1cdu9zgBmv51KmT5Nlnx0i5cqf7Gz5gwEPyzz87/PuqsxLoq1atlMce6yezZr1m9h5b6eab68qtt7a3LdDvvhtHuBUzx70h7dz5n2Af9ODBw6Rhw5uzhGqHHfZHv//+e7J06XuybdtfxpKO/ec339wkw33ugRfURlW36nBa3mn+cAX6jz9uMmepwwMCnhBZJau/nRyDp3siRCjQteSiqBwFeuR1tp0JPfLuOvw7Ijc9Q7LTsSM3HTcKdHLTE9CX5POqY5cb3L7/foMJxvbUUyOkbt2b/A3v2rWTORP9uefGmb/9+OMPgmO05s1707i/ByacH37nnbfKI48MkmbNWpqfEPEc54bbdXFHYLGWLRvL/fc/6D/uDfXAqlu9eg154omhYQv0wApw37Cqf/zxcjlw4IDZm96+/Z3SsmWbDK+Dc70RDC6zc9Bx/rflPQCrPfZ4JyQU8QdXc1IeDXCa365Ax175EiVK+u/RGnPDhj0tc+fOlscf/58J7JdZAivsuT969IjMmfO6P+K7bsSHLkWBHppR1OegQI+8IZAbL8NIoEhu+l4kOx07ctNxo0AnNz0BfUk+rzp2ucEtJSVFunW72wSDu+++HsaK/sknH8miRQtl7NgXpHr1muZmDh06KK1bN5M6deoZAbdnz26B+/mNN9Yzvz/88AMmkByCxBUtWlTgrv7XX39K585dbFnQlyx5R55++klzbjaCkllp8OBHTbR2HG8WExPj/7vdIHGhegJCExZh7LUGi3HjJmda5LnnnhYcA9ekyS1SuXIV+e47iPx3pEWL1tK//8ko+ta+d3CC4LWS3fKa/Iisvn//fnPEGSK0X3zxJVK7dl1T1fXX3+j/eACPBOwnr1q1mpQtW05SUo7KZ5+tli+++EIqV75Sxo+fYo5bQ8JHk759HzTn0ZcrV0527dpljr7zReyf6D8vPRTjcH6nQA+HXpSUpUCPvI7OjZdhJFAkN30vkp2OHbnpuFGgk5uegL4kn1cdu9ziBqsqAoR99dVaY01GkDBEUcfZ4IHJiuANi3nhwoWla9cefoszRBuie69Z86kR0u3a3S6LF79l+5i1IUMelbVrP5f33lsRdO75okULZNSoEfLSS7OlYsX/s3cdUE1ebfhJ2HvjwD1x4ULFUavWWWfFbVFb96jWOuuv1m2tW2u1VVv3wL2q1lF3XXUPcKBCcbMJKyH5z3tDQgIBwkeAAPeew1HCfe9373NHvue+q5q6Oz/+OBc3b17XO82aPjMSFxfHxpVRIc34jh1bcOTIIXz48A5ubsXQuXNX9Os3QE1qSTYjgq6vvOr52anfo0dn5pKgq2iaoqv88cmnPDIyAubm5qhQoQKaN/8MPXr0Zr+rCuFB0f0fPXrILmTIJaBBg4b46qthzOIgLwon6HmBcgF/BifoBXwCdXQ/v74MCzqSHDfhM8ixE4Ydx00Ybpygc9yEIyBcku9XYdgVZtyIbGZWSBtPP0JLYcZOKCb6yBk7bpyg6zOLRbwOJ+iFbwEY+8FkrIhz3ITPDMdOGHYcN2G4cYLOcROOgHBJvl+FYVeYcWvWzDtTUMj/e8yYb4UBB6AwYycYFD0EjR03TtD1mMSiXoUT9MK3Aoz9YDJWxDluwmeGYycMO46bMNw4Qee4CUdAuCTfr8KwK8y4UV70zIqzswvziRZaCjN2QjHRR87YceMEXZ9ZLOJ1OEEvfAvA2A8mY0Wc4yZ8Zjh2wrDjuAnDjRN0jptwBIRL8v0qDDuOmzDc+DlXeHHjBF343BYZSU7QC99U8y9DYXPKcROGG3+J4LgJR0C4JN+vwrDjuAnDjZ9zHDfhCAiX5PtVGHbGjhsn6MLmtUhJcYJe+Kbb2A8mY0Wc4yZ8Zjh2wrDjuAnDjZMljptwBIRL8v0qDDuOmzDc+DlXeHHjBF343BYZSU7QC99U8y9DYXPKcROGG3+J4LgJR0C4JN+vwrDjuAnDjZ9zhsPNavUKWG38FaKEeCT07APJzLmAmZneDzA/dQI282ZDHBIMadNmiFm6Ggp391R5qRQ282bBcs8uKExMED9kOOLHfgdo5BtXVbYdNwoiuRwxq9fpfL743Vs4tm2BmF/WQ5omPZvpzeuwWbwQZteuQmFjg4TuPSH5fgaQSUozvQeZUpHv1+wipqxv7Lhxgi5sXouUFCfohW+6jf1gMlbEOW7CZ4ZjJww7jpsw3ArCC5jwkeWuJF9zwvHl2AnDThM3q1XLYDN/NuLGT4SsrjdsFsxBUvMWkMxdqFfjZlevwKF7JyS174iE/n6w2LkdJiGvEPnnGcDEhLVhO/FbWO7eDsn/fkByqTKwnT4F8aPHIn7oSK1nWC9dBJtF85HQu59Ogi6KCIdD7y9gduc2Ig8c0yLopnduwbFTWyR26oKELwfB5OUL2MydCVmtOojae0ivsehTia85fVBKX8fYceMEXdi8FikpTtAL33Qb+8FkrIhz3ITPDMdOGHYcN2G4cYLOcROOgHBJvl+FYafGLfgdXGtWQnw/P0gWLGaNmQQ8hlOrpgi7/xQKF5csH+DQpT3EMTGIOHMRoPziUimc69dE7MIlSOrYGeIXQXD2qQvJrPmIHzmGtWd++iTsRg9D2MPngKmpksSPGwWL039BYWUFaeOm6Qi6+OULOPbqBrmLK8z+vZGOoNsP6AOTkJDUfgCwOLgP9sO+QsTRU5A1bJTlWPSpwNecPihxgi4MpexJiRQKhSJ7Irx2ThDgBD0n6BmnLD/Qhc0Lx00YbpwscdyEIyBcku9XYdhx3IThxs+5nOMWs/cgHPv4IuLUechq11U36NTUG3ETpiCxe8/MHyKRwLVSKUhmzEH8qG/UdW0njQfkcsQuXQnLTRthO+U7hD0KSiX8cjlcK3ggcs9ByBooiTMR/Zg1v8HumxGQly6TjqBb7NkFk+fPmHbdpVGddATdpUYlJPTpD8mM2ep+0GWDc/NGiF67AYm+vYQDpiHJ96swGNPiZmxuFVbmJsCmTboH9+YN0KABsG0b0KKFdp3AQGD0aODGDaVbSMuWwIoVgIeHMKCyIZWvBH39+vXYtm0bEhIS0LVrV0yaNAlm2fCLOXfuHJYuXYrQ0FA0bNgQ8+bNg6urq3r4UqkUy5Ytw6FDhyAWi+Hn54dhw4ZBpMMv5vvvvwfdVfz4449a8NFn69atw86dOxEWFsbaHzVqFHr37p0NmFOrcoIuCDajFuIHurDp4bgJw42/uHLchCMgXJLvV2HYcdyE4cbPuZzjFrfqF9hO+hYfg99r+Zzb9/WFzLshI+mZFXHQc7j41EXkviOQfvKpuiqRL/NzZxC17wisF86Bpf8uhN/Wzk/u1KwB4sZ+h8RefZVycjnTwDt0+1wnQVf9XRz8Ci7etdIRdOfankhq3Y5dCqiK+eEDcBgyEJGHT0Dq00Q4YJyg5xg7Y3erwMCBugl6eDjQrh1w8ybw99/aBD0hAahdG2jUCEz+/XtgzhzA3By4c0dnjIUcA6nRQL4R9N9++42R5xEjRsDLywvLly9HkyZNQERZn3Lz5k0MHDgQn332GXx9fbF//35G1Hfv3g2TFL+YmTNn4sCBA5gwYQJKliyJ+fPnY/DgwRgwYIDWI9asWYNVq1bhiy++SEfQf/31V/Y3IuS1a9fG4cOHcenSJdDnLdLetOjRcU7Q9QCpgFXhL2DCJozjJgw3/uLKcROOgHBJvl+FYcdxE4YbP+dyjlvcT0th8+N8hD0L0WrMfvAAyN3dmZl6ZsXk0UM4t2iM8DOXkFzLS13VcuNvsNryOyLOX4XNzGkwv3geEX9f1mrKse2nSOzWQ0vzThUyJOgp0hkRdLtRQ2Hx5xFE7joAmU9jiF+9hKNvFyApUXk5kPLeLxw1pSTfr8IQNHa3CpOWLdIT9KAgoG1bwM0NuHo1PUEnwt6lCxAWpiTlVE6dUso8fAhUry4MLD2l8oWgSyQSNG3aFD169MD06dNZV58+fYpu3brh4sWLcHZ2zrL7/fv3R2xsLCPgpB0nbXmrVq1ApLxNmzYIDg5G27ZtMWXKFHz11VesvfPnz2Py5Mm4fPkyTFP8YuhC4MKFC7CwsGBaeE0NekxMDD799FPWhkpjTs9p3rw5PvnkE/z0009Z9jNtBU7Qsw2Z0QvwA13YFHHchOHGXyI4bsIREC7J96sw7DhuwnDj55ww3EI/xOJRcBRi4pNQ49Q+NNq9BpEBL7Qasxs5BApLS8Qu/znTh5gEPYOzTz2EX7yO5Kqe6rqW2zbDetUyhF+/C+sFc2B+/iwiT57TaosCuiW1ao247yZrfS6UoItfh8KhRxdmBi93Lwbxh/csGnzs9FnKiPEGKny/CgNShZuxulWYV66YnqCTSfuTJ0rteKVK6Qm6vz8weDBAWnaVdfeRI0rSTuS+fHlhYOkplS8EnQjx0KFDsW/fPtSsWVPd1Q4dOmD06NHo1KlTpt2Pi4uDt7c3Jk6ciK+//lpd94cffmBm6nPmzGEm6bNnz8aVK1fUhF8ul6N+/fr4/fffUbeu0h+HiD4R7alTp8LDw0OLoCclJSEwMBA1atRglwCqQsSf+k0WANktnKBnFzHjr88PdGFzxHEThht/ceW4CUdAuCTfr8Kw47gJw42fc9nD7X1EHDYdD0BAcKRasOHz6/jfoYWYtuQk/Dp7wd3Jmv2NTNyTK1SEZH7mSiZRbIzSl9z/IKQtWqnbJRN3y33+iDh3BVbr14J+D78XqNVhMnFP+HIg4kcoA8epilCCzuSlUnYZIH77FtaLFzKz+fCrtwEbm+yBlUltvl+FQanCzVjdKnQS9BS3C7x8qSTbaU3cQ0OBKlWA4cOBmTOVJu59+gD29sA57QspYahlLpUvBH3Pnj0gMn337l0tn3Mi7XXq1GEkPbPy6tUrph3ftGkTGjdurK5KPu1kfr5582ZmMk++5+Snrlk+//xz5odO2noqRNpV/ulpCbquPgQFBYEuEkhTT+Q+u4UT9OwiZvz1+YEubI44bsJwIymOnTDsOG7CcONrjuMmHAHhkny/6ocdkfMFW/9FdJxUS8A15gP+WD8U03rMxSvPepjmVx/ujlaggGtxI8Ygfuz4LB/g3MALCT16I27K/9R17YYMhDg2BlG79oPSsDl2aY+w63chL6fUKIpiouFSpSxiKHhbN1+tZ+SIoKe0ZHrtKpw6t0XM8p+R0F/bZTXLAWVRga+57COoabXhdWwHGvqvRfjz/7Qaym+3Cp0EXdXDjAg6/X3nTqBfv9SxVKsGXLpEL2HZByqbEvlC0Ldu3YqVK1eC/Mg1y9ixY+Hm5oYZM2ZkOgzSanfp0gUHDx5ENQIrpWzfvh27du3CkSNHmCb8n3/+YSRds5C/eseOHbU07/R3CiCnD0Gny4M7d+7g1KlTsLZW3kZmpyQny7NTPc/qisUi9iy5nAf1zy7oHLvsIqasz3EThhvHjuMmHAHhkny/CsOO4yYMN37O6Y/b9HVX8CAoTKfA4h2TEWdhjVndZ6JGRTfMd3gJsZ8fkm/cBFIsSTN7kuj77yHathXyW7eVvrovXkBcswYU8xdA8e23gEwGccUKULRrB8Vv61lTooULIZr1A+ShrwGNwM1sTlu1gqJcWSh+/0P3Y1++hEmlikg+fSZ9RO0UCXG7tsDHj5DTGDSsW/VHLOOafL/qj+KbMAnW7Lmrtfba3vsLfpe3Y9HioxjdszZKuCitG0QD/ABLS/UayfApT5/CpJonku/d1/LxFm3cANFPP0Ee+ASi6dMhOn0acvIb1yji5s2V6/B/qZdJqjUnKl8u4yjuGRF0+tzbG/DxASh2WUQEsHixkpyfPQvY2uoPloCa+ULQ/f39mYabCLRmIZN18gWnYG6ZlZcvX6Jdu3Y4duwYKpHfQEohzTwFnyPyTO2Tr/nevXu1murbty/zH6dI7JpFH4JOFwLkj04m8RR1XkjhBF0IasYtww90YfPDcROGG/vC4RdqgsDjuAmCjQlx7IRhx3EThhtfc/rhFvw2BmOXZWxu6/k6AAv8p+Np8UoIdfJA66cXgY4dId+T8m5MJKdUKeWPrhIWBnEDb0aEifyISOllaQn57TuAnZ1SYu8eiPv2ZdGwFfb2EO3ZA8W4b6FYkj4IXY4J+vHjMOncCclnzgKfpkaW1w+trGvx/Zo1RlSDyPnUNZcQFZukJaByq/Ad6w8bRxv8OLoZI+niTh2hqFwZiuUrMn9ATAxMnByRfPwE0KaNuq5o8WKIdu5gF0Wi1ashWvwT5MHawQ/FtWpCMXiI8uJIo9CaE0TQv/mGgpcpI7arLoJev1aaw69eDQwbph9YAmvlC0E/c+YMM2O/d+8ezFWR8QDml162bFl14LiMxkTB4VS+5BRsTlXIxJ205xRpfcuWLaDfKeicZiET9169emHQoEFan2dF0J8/f46ePXuyqPGL6QZFYOEm7gKBM2IxbhIlbHI4bsJwIymOnTDsOG7CcONrjuMmHAHhkny/pseOrBzfhsch+F0Mgt/F4mbge3yMSsgU5Arvg9D/yg64RX9AVIu28Fg2n5FsKm7u9pBMnIq4ydMybEP04QNsFs6B2b83IKtRi+Uil5coqVXf7MI5WK9cClFkJMtJHj98lM7I6jkycU9OhlPLJpBV8UTMhs3CF1YmknzN6QfrTztuacU7UElpulXcL1MLnmUcMblv3Xx3qxBk4t6+PeDkpDRz1yx0mUUuzosW6QeWwFr5QtDfvHnDUpSRr7gPmQ4ALLgbkW0izuQjnlVp3bo1M3Mns3hVGTduHChC/IYNG5j5PPmInz59GqVLl2ZViNhTpPYlS5aAiLpmyYygUzR3Iud0mUBp3KysrLLqXoZ/5wRdMHRGK8gPdGFTw3EThhtJceyEYcdxE4YbX3McN+EICJcs6vtVKkvGfx8kajJOpDzkQyySpMJdJdt4l0bf1pWFT0ohlyzqa06f6SWf8xkbr2dYVdOtQiESY3XxUJSbPBoRZy5CVqt2lo+wmfsDLPx3IuLvK1C4urKUes7NGkDyvx+UQQdlMjjXr8myBKgyEVivWALrRfMR9uAZFC4uWs+gSyFBBJ2iu1+5Ajx+DKRk/sKtW0D9+sCqVQBp2HOx5AtBp/GQFtvOzo5puSlIG2m+ycSd0qZV1yO3HJFsMjknbTmlZQsJCWGkm3KeE8mXyWQs7RqZs6tM5tetW8dymlMgubSp3DIi6AkJCcxfnYLDkQm9iuwLnRNO0IUiZ7xy/EAXNjccN2G4cbLEcROOgHBJvl+FYcdxE4ZbUTvn4hJkCHkfg1fvYlMIeQzehMUh2cBxgbo1K48uzXI3PZTwGc9/Sb5fs56Dw5de4OAl7dR9mlJp3SpaBV6ArF0HRP+xjVUzvXkd8pIe7EdXEYWHwal1c2ZWntSyNcyPH2UWH5Q1QGGrdKswP3wA9kMHMZKusLODxaEDiB8+GpI5C9I1KZigkzsHBRRv0ABo1UqZbm3PHmVOdCLtuRwoLt8I+q1btzBgwACWrqx8+fKMoLds2RKrya4fZPJ/B8WLF2c/ukpERAS6d+8OkUjESDiZzZOGmwi7bYrj/vHjxzF+/Hj2d/qMfifyTinV0paMCDpFayetOeVLJ7N6VaFnVa1aNeuVnKYGJ+jZhszoBfiBLmyKOG7CcCtqL67CUUovydeccDQ5dsKw47gJw60wn3ORsYmMhGuS8Q+RmZupa6JoZWGKMu62KFPMDnbWZth/IUhvkCf1rYtqZZ30rl/UKvL9mvWM7zj9BKdvakdpTyul6VbxoVlrlF+1MF/dKgRp0GlQ+/YBc+cCAQFKP3QKGkexFRo2zBqoHNbIN4JO/X706BHTaIeGhjJtNwVuoyBxVIj8jhkzBt9kYkIQFhbGgsFRujZPT0+mgS9WrJgWJBSIjjTn0dHR6Ny5MwYOHAgTExO9CTqRcjKNT1so4vtZiuKXzcIJejYBKwDV+YEubJI4bsJwK8wvrsIR0U+Srzn9cNJVi2MnDDuOmzDc0p5zlGvbauOvECXEI6FnH0hmzgXMzPRu3PzUCdjMmw1xSDCkTZshZulqKNzdU+WlUtjMmwXLPbugMDFB/JDhiB/7HSBSZrjRLLbjRkEklyNm9Tqdzxe/ewvHti0QteY3vK7ujeD3Sq34q3cxiH3yAv2PrYFX8D2YypNZ8LZfPhuJYNcyOttytDVnRJx+yhZTknJXB0umnFKVjPyBdTXoYGuOb7p7oUJJe72xK0oV+X7Neraz0qCnbcEYrDbc3FICGmY9PKOpka8E3WhQyMOOcIKeh2Dn0aP4gS4MaI6bMNzSvrgKb6XoSfI1J3zOOXbCsOO4CcNN85yLnzUXNvNnI278RMjqesNmwRwkNW8BydyFejVOubodundCUvuOSOjvB4ud22ES8gqRf55RBzKznfgtLHdvZ36uyaXKwHb6FMSPHov4oSO1nmG9dBFsFs1HQu9+WgRdlizH648SvH4aggYTv0bxoEf4oe8C3CpRXS1vKpNi2Y6JsE2U4ED9rpCLxOh1fS+SxSYY/tUvcHZzSCHjtiibQsrtbcyzHGNGedAzEjQ1EePrzz3hU0O3hWqWDyzEFfh+zXpyz98JxeYTgVlXTKkxd0gjeLgq063lV+EEPb+QL0DP5QS9AE2Wnl3lB7qeQKWpxnEThhsn6Bw34QgIl+T7VRh2HDdhuKnPudhYiEuWQHw/P0gWKDPomAQ8hlOrpgi7/zRdQChdT3Po0h7imBgWpIqZqUqlLMhU7MIlSOrYGeIXQXD2qQvJrPmIHzmGNWF++iTsRg9D2MPn6gBRpDm3OP0X5JaWCK/TEGdHzWFacdKOEzl3CXuDOftmIdraAZ5vAvF9z7l4ULqWukutH5zGVxcd7SBrAAAgAElEQVQ2Y9ygVbAuV5qR8cbPr6H5vLF4t+sgyxEutBBJ33Q8QGdkbYqk3bBaMez++xkSk5LVj/jcpyy6f1oBYh1WAkL7UdDl+H7NeAYpmPeJa8HYe/45FAr9ZppFce9XT7/KuViLE/RcBLewNM0JemGZydRx8ANd2Jxy3IThxgk6x004AsIl+X4Vhh3HTRhu6nPuxAmYdOqIiFPnIatdV92YU1NvxE2YgsTuPTN/gEQC10qlIJkxB/GjUqMu204aD8jliF26EpabNsJ2yncIexSUSvjlcrhW8EDo1r14WsqTpTRrMeFLrOkyEX67f8R7e3esaD9O69ktHp2DR8RrnKnREut/H8kI+tOKdVDa3RZl3e1QySIJZc2lcG1YG6TFpmJ67SqcOrdF5K79kLZqLRysFMnQjxI8ehWJ2PgkkDNnfU93tfbyvw+xWLX3nlZatjqVXDG0c3WQXzsvPENKRmsgIUmG3/8MwM2A9+oq5GSRGU+3tzbDNL/6cHeyzvelxQl6vk+B8XeAE3Tjn6Ps9pC/gGUXMWV9jpsw3Dh2HDfhCAiX5PtVGHYcN2G4qc450cYNEI0ahY/B77V8zu37+kLm3ZCR9MyKOOg5XHzqInLfEUg/+VRdlXzazc+dQdS+I7BeOAeW/rvw5O9/tQK3jfyhH3Z7d8ff1VsyOZFCDkobtcD/fzoJuoOVCUoXd0B1UTT8xnRC0OZ9sGnfOlMNNfm9W61djbBHz6FwcBQOloZkZmsuJi4Jvxx4gMCQSLWEh5sNxvp6wc1ReAphg3TcCBrh+zX9JLwLj8PP+++DLn9UpWxxO/RpVRmHLgVlaLUxqIOnUZBz6jMn6EawuYy9C5ygG/sMZb9//EDPPmacZArDTCXF15ww/DhuwnDj+5XjJhwB4ZK0X0U//wzMnImwZyFaDdkPHgC5uzszU8+smDx6COcWjRF+5hKSa3mxqslyOWSr18B+x2ZsXrATXr8uQtlHN/DNl8u1mlq2fSIuVG2Gg97dtD4ngh7lWgKnR8xGmZTAbWSuTgHdKHibOPgVXLxrIfLAMUibfpJh98RvXsO5cX0k9OmH2B+XCgcqjWRW5xz5y+849QTn7rxWS9pamWH0FzVRtUzRjvCeFXYGm6QC0tCdZx+x/sgjxCfK1D1uWqs4/NpWhbmZMuB2ZlYbxjJMTtCNZSaMuB+coBvx5AjsGj/QhQHHcROGGydLHDfhCAiX5PtVGHYcN2G4hX6IxaPgKHgc3omG21cj8J+H8HCzVTdmN3IIFJaWiF3+c6YPSA58guKfeOPEb0fw0LIY05CTqXfL2yfhe30fhg9eB79L21Dn1V1M6K/0cVeVRbu+x63y9XCp0yCUcU+Not7gm35A2bIZR3HXh6ArFHDo2Q2mjx8i/MI1vXzp9UVSnzVH/sRnb4Vi5+mnkKc4FJuIRejftgpa1NGdn1rf5xfkevpgV5DHp2/faU0cvfxSK985rY++rSujZV0PrSwCBeGdhBN0fWe+CNcrKAS9oKQ0sdi1HdbLF0McFoakdh0Qu2gpFLap6RRMb16HzeKFMLt2FQobGyR07wnJ9zMAa8P5xPADXdiG5rgJw60gfBkKH1nuSvI1Jxxfjp0w7Dhu2cMtbbCzhs+v43+HFsJ3rD8qVXCDymyWTNyTK1SEZP5P6gdIEqTMV5yCtil/YhH55iN2re6LGb6zcKdsHXXd7jf2o8XjCxg7YAU63zoK3xv7MWz0JpRKyS9OmvFOI7og0W8QpKNTfdepAYdun0NeukyOCLr1iiWw/nEeosj3vIXw4HC60M3Omnv0MhxrDz6AJCFVQ/pZvVLo07oSTCigXhEr2cGusEITlyDDhqOPQNpzVXGwMcfIbjVRpbRuNwxjx40T9MK6Wg04roJA0K1WLTP6lCY0JRb798B+xGDEDxyMpHbtYfXLaijsHRC9aTubMdM7t+DYqS0SO3VBwpeDYPLyBWzmzoSsVh1E7T1ksFk19oPJYAM1cEMcN+GAcuyEYcdxE4YbvxTiuAlHQH9JXenCXGM+4I/1QzGtx1zcL1MLFHjq+/714NmsFl70+hoX2vRPiaQei7DoBJ0P+23jcJyr1gI7mvRV/33an0vgJErC6R/Wos67ADQb1x8frt0ByldgdUQx0XCpUhYxazcgsZuvVrs5JegUId7+y96ImzwNcd9N1h8gPWtm95wjH+NV++7hTVic+gnVyjoxQkam70WpZBe7woYNmauTvzmtCVWp6GGPUd1qwcnOIsPhGjtunKAXtpWaC+MxeoIe/A6uNSsZVUoThZUVpI2bprutdq5XA7IaNRG9dbfyCzUsDC71qiPy6F+Q1aoN+wF9YBISkppahUj9wX2wH/YVIo6egqxhI4PMsLEfTAYZZC40wnETDirHThh2HDdhuHGCznETjoD+kj/tuKUz4NTiHZMRZ2GNWd1nsiBtLQMv4LtjyzDuy2UIclcS6szK8Gvb0fzBWRxavgfuVcqiYlIYKnb4hOU8jx8xBpDJWNq1pFat1SbzTMO9aD7CHjxLZ36eE4JOVn2OPboi6bM2iN6wGciFFGdCzjnSmv56+CHuB4WpoXR3ssK4Hl4o4ZK/Oayzml9D/l0IdoZ8fn62RRHaN/75WCsVX4u6Huj7WWWYmWZuTWHsuHGCnp8rq4A829gJeszeg3Ds45tvKU0i9xyErIGSOFPu0pg1v8HumxHpzMlMnj6Bc1NvRG3ciqTOXdWz79CnO5IaN0X8uAlwqVEJCX36QzJjtvrvlD/VuXkjRNOtuG8vg6waYz+YDDLIXGiE4yYcVI6dMOw4bsJw4wSd4yYcAf0kyed8xsbrOit7vg7AAv/peFq8EkKdPNAi4DxulPfGwi5TWf2qrwPx0c4F4XauKO5izfKLq4O3udvCPiEGTq2bsxzoSS1bw/z4UcDSEhHnrqhd4swPH4D90EGMpCvs7GBx6ADih4+GZM6CdH0SStBFkRFw+kT5fhPz2x8g5YOqyIuXAP0Yogg95+RyBfaee44T14PV3bCyMMHwLjXhVdHFEF0z+jaEYmf0A8ukgzTvBy4G4dg/r9S1TE1E+LJtVTSvXVKvoRk7bpyg6zWNRbuSsRP0uFW/wHbSt3mS0iT89iOtxeDUrAHixn6HxF4pZmhyOftC1fVlaHb+bzj27Iqw63chL1de3Y7t5PFAUhJiV6yBc21PJLVux/Kcqgp9CTsMGYjIwycg9WlikMVo7AeTQQaZC41w3ISDyrEThh3HTRhuJMWxE4Ydx00/3A5feqEVkCqtVIX3Qeh/ZQfcoj/gesWG2OPTE8U9XFC2mC0mDWyEkOHjIZoxExbmysjSaYvowwfYLJwDs39vQFajFru4l5fQJh9mF87BeuVSiCIj2QV+/PBRgEn69oQSdPNjR+DwVX+d/ZNMnMpM3g1RcrrmLt9/g80nAiBLVma5JiV/r5aV0LZB6XTBwQzRX2NqI6fYGdNY9OlLbLwUvx1+iAcvwtXVyZR99Be1UKGkvT5NsDrGjhsn6HpPZdGtaIwEXRUtNSY+CV7HdqCh/1qEP/9Pa5JyktKEGrLc+BustvyOiPNXYTNzGswvnkfE35e1nuHY9lMkduuB+FFZB2QxP3kcDn698fFpsFbuUJtZ02Hy7Amit/nDbtRQWPx5BJG7DkDm0xjiVy/h6NsFSEoEuxzQ8cUrZGUa+8EkZEx5IcNxE44yx04Ydhw3YbgVhBcw4SPLXUm+5vTDd8fpJzh9U/u9IzPJz+qXQv82VfRrvIjVMsSae/ZfFH7efw/RcVI1epRea0A7zyzNnQsy3IbArqCMnwIpkr/5x6jU2A0UBI5iD1BQuOwUY8eNE/TszGYRrWtMBD1ttFSakrb3/oLf5e2Yv/CQOloqfa5vShOToGdw9qmH8IvXkVzVUz3Llts2w3rVMoRfvwvrBXNgfv4sIk+e0ybondoy87K0QVN0atDPnYVjr2748PKtVkR2a7ohv3kTUfsOQ/w6FA49usDk+TPI3YtB/OE9RHI5YqfPQvzY7wy2Ao39YDLYQA3cEMdNOKAcO2HYcdyE4cYJOsdNOAL6SWalQU/bSrdm5dGlWar1nH5PKRq1DHXOhUUlYPW+ewh+H6sGrpKHA0Z3r5VtAldQkDcUdsY+3qsP32LT8QAkyeTqrrb2LsUsJUxNsh+939hx4wTd2FekEfTPWAi6rmipBI9mShNre2tM86sPdydr6EppogtOUWwMXCt4INL/oFbqEErbZrnPn/l8Wa1fC/o9/F6gVhNk4p7w5UBl0BaNoougmzx8AOeWTRB+9RaSK1RS1yYTd/HbN4jeskv5mVTKLgPEb9/CevFCQC5H+NXbgI3hgp4Y+8FkBMteZxc4bsJnhmMnDDuOmzDcOEHnuAlHQD/Jo1deYv+FIP0qA5g7pBE8XA33Pa73gwtARUOec4lJydhw7BH+DfygHrmzvQW+6e6FssVTU9oWAFj06qIhsdPrgXlcKVkux56/n+OvGyHqJ5ubijGwvSca1ywuuDfGjhsn6IKntugIGgtBzyhaatqUJp5lHDG5b10WcC1uxBjEjx2f5WQ5N/BCQo/eiJvyP3VduyEDIY6NYTk/za5egWOX9lr+49lOaZKYCNcqZRDz41Ik9v1S/RzHdi0g86qL2MXLtfppeu0qnDq3Rczyn5HQf0CWY8hOBWM/mLIzlrysy3ETjjbHThh2HDdhuHGCznETjkDWkuduh2LLSe0L+8yk2HtJv3pZN1xEaxj6nJMrFDhy+SUOXXqRSurMxBjSsTq8Pd0LFcqGxs6YwImWJGHdoQdamRJcHSwxpnstFlgxJ8XYceMEPSezW0RkjYGgZxYtlaYhbUqT1cVDUW7yaJaujNKXZVVs5v4AC/+diPj7ChSursz327lZA4OnNLEbNgimgYGIOHEWsLKC6fVrcOrUBlF/bEdSx85a3XTo0RXisI9aKdeyGoe+fzf2g0nfceR1PY6bcMQ5dsKw47gJw40TdI6bcAQylzx1IwQ7zzxVVxKLALkyNpnOQnnQVZZ9udWngt5ubp1zlIZrw9FHWmbR5GrQuWm5QhM8Lrewy+819eJNNNYcuI/w6ER1V2qUc8LwrobJdW/suHGCnt8rsAA83xgIela+XmlTmrQKvABZuw6I/mMbQ5jyeMpLerAfXUUUHpYnKU3EQc/h1LYF5B4ekDbwgcX+PUiuUgWRR08Bpqbqrpmf+QsOfXsg8uCfkDZpZvBVYuwHk8EHbKAGOW7CgdTEjtxFrDb+ClFCPBJ69oFk5lzAzEzvxs1PnYDNvNkQhwRD2rQZYpauhsJdQysilcJm3ixY7tkFhYkJ4ocMV8Zw0JG/13bcKBbnIWb1unTPt9i1HdbLF0McFoakdh0Qu2ipOsVRuspSKRzbt2L1DBXZmJNMvZeEzop8vwrDj+OWMW5/Xn3F0nqpSik3Gxb7hj4LCI5MJ0iac/o7ud3xkjECubnmXr2Nwer997SIHmnRB3esBgsz3RH0C9Jc5SZ2+YXDxXuvsfXkE8iSU/3NO/iUgW/zihDTjZgBirHjxgm6ASa5sDdhDARdn2ipmilNAryawmXhHJQr58ZuSd3c7ZFVSpC8SmkifvkCNgtmwzQwANLGTSH5foZWVHckJ8OpZRPIqngiZsPmXFlexn4w5cqgDdAox004iCrs4mfNhc382YgbPxGyut6wWTAHSc1bQDJ3oV6Nk7uJQ/dOSGrfEQn9/WCxcztMQl4h8s8z6iwHthO/heXu7cwCJrlUGdhOn4L40WMRP3Sk1jOsly6CzaL5SOjdLx1Bp8sz+xGDET9wMJLatYfVL6uhsHdA9KbtOvtJgSRtVizJ8pzRa5Aalfiayy5iqfU5dsKw47ilx02hUOBwGpPpssXsMKFPHdhaKS8XQz9K8OhVJGLjk0C0r76nO/c513MJ5vaai4pNxM8H7uN5aLS6R5R3fqyvF5ztLfXspXFWy23s8nLURMh3nn6Kv2+Hqh9Llyh0mWJo1wRjx40T9LxceQX0WcZA0LPSoGcELfmqNKxWDA2ruaO0u22hMWnK6VIy9oMpp+PLLfm0uBUmTbD5n0dhcfgARHESSOs3UJJZa8NpfRh2sbEQlyyB+H5+kCxYzKbJJOAxnFo1Rdj9p1C4uGQ5dQ5d2kMcE5Pq+iGVwrl+TcQuXMLcRMQvguDsUxeSWfMRP1IZvNH89EnYjR6GsIfP1ZYqpDm3OP0XFFZW7KIsrQbduV4NyGrURPTW3awNUVgYXOpVR+TRv9K5zZjeuMZiVCisbVgeYq5Bz3Ia86QCP+eEwcxx08aNyPm+80Eg7bmqVCxpj/G9asPaUtvyh2NnvGtOKpNjy4kAXH7wVt1JextzfNO9Fip6OAjruBFIFZY1FxmbiF8OPMCz0Cg1qsWcrJi/uYebrcGRNnbcOEE3+JQXvgaNgaBn5YOuD+rFna0ZUSfCXrKIR1I19oNJn/nMjzpaZtqrlhUaTTBph21+WoD4/n6AtQ0st/wOWdVqiDp0XKdZuBDsGXYnTsCkU0dEnDoPWe266macmnojbsIUJHbvmXnTEglcK5WCZMYcxI/6Rl3XdtJ4lu0gdulKWG7aCNsp3yHsUVAq4ZfLlZka9hyErEEjJkdEP2bNb7D7ZgTkpctoEXSTp0/g3NQbURu3IqlzV/VzHPp0R1LjpogfNyG1nxIJu2CQNv0EJkHPmUsKJ+hCVojhZfg5JwxTjlsqbkTOyd9cM995lVIOGNezNqwsUt3SVBIcO+NeczSfJ6+HYM/fz6AKG2BqImIRwZvWKiGs8/ksVRjWHOWwX3PwPqJik9Ro1q7ogqGdq6e7BDMU3MaOGyfohprpQtyOMRB0gjejKO5poac0JkTA7z77qBUYRLMe+Y2pNOtF0TfM2A8mY91OatyC38G1ZqVCoQkWvX8Pl/o1EP3rH0j6vBODnny8Hfr3QvjZy0iuWcsg00HYiTZugGjUKHwMfq/lc04pEWXeDRlJz6xQDAcXn7qI3HcE0k8+VVclSwbzc2cQte8IrBfOgaX/LoTffqTVFKVEjBv7HRJ79VV+LpcDYjF0pUQ0O/83HHt21craQCKUEhFJSYhdsSb1cmDitzC7eA4RZy/DoX9PTtANsloM0wg/54ThyHFLOSIUCmw7GYhzd16rgaxezoml67Iw1+27zLErGGvu3vOP+PXwQ8QnJqs73L5hGfRoYTgfZ2FIZF+qIK85ujChjAg7Tj9FskakxS5Ny6FLs/IQ64gbk32EdEsYO26coBtqpgtxO8ZC0DPKg64JvWa01IQkGe4+C8P1x+9wPygMsmTdYVbLFbdTk/WC7ouk7zI09oNJ33HkdT0VbjF7D8Kxj2+h0ASL3r2D+fmzqcSVgirevQ2nNp+mG59QvMkC5lFwFMrs3YQGO3/B4xuBWiZr9oMHQO7uzszUMysmjx7CuUVjhJ+5hORaXuqqlht/g9WW3xFx/ipsZk6D+cXziPj7slZTjm0/RWK3Hlqad6qgi6CbnzwOB7/e+Pg0WCs+hM2s6TB59gTR2/xZ2xTM0X5AX0QeOQlZPW/WFtegC10lhpfj55wwTDludH+nwB/HH+Py/VRzaK+KLhj9RU2YmWYcWIxjV3DW3OuPEqzaew/vI+PVnaY5Ht6lhk7rCGEjy32pgrrmpLJkbP3rCS7de6MGycrCBEM6VUfdym65Dpyx48YJeq4vgYL/AGMh6IQkkfRNxwOyHS01LkGG208/4Prj93j0Mlzrpk5zhiqVckBDT3c08HSHg61FwZ+8DEZg7AeTsQKvwi1u1S+wnfRtodIEqzFPTITdmOEwu/0vwv+5la3o6mnnLe1+bXvvL/hd3g6/kZuhGd3YbuQQKCwtEbv858wJetAzOPvUQ/jF60iu6plK0LdthvWqZQi/fhcUrI0uHCJPntMm6J3aIqlVa8R9N1nrc50a9HNn4dirGz68fKvlh0/aebObNxG17zBEEeFwau6DhK+GqNvkBN24di4/54TNR1HHjQJVbTz2GNcevVMDWLeyK0Z0JXIuzhTUoo6dsBUH5BdusfFSrD34AI9fRai7XsLFGmN7eKFYAYm8n1/YCZ1rkguPTmAp1F68idHCnfzNS7jY5KRpvWWNHTdO0PWeyqJb0ZgIumoWchItlQ7kfwPfM7IeEBwBhQ7FOlnVVC3tiIbVi6F+FTfYWZsXqgVg7AeTMYKt0gLHxCfB69gONPRfi/Dn/2l1taBqglWDsF40H5Y7tjLz76j9R5FcuYrgqdBl8dLw+XX879BC+I71h8zUDCqLl0qj/JBcoSIk83/K9Hmi2BilL7n/QUhbtFLXJRN3y33+iDh3BVbr14J+D78XqNUWmbgnfDkQ8SOUgeNURRdBN3n4AM4tmyD86i0kV6ikrksm7uK3bxC9ZRfshgyEyetQRB44po4e7+DbmQWci5s4VSttomAQkX8vrjnps7HIasWMKGSp/Sx274DN4oUIv3nf4HAX5e8HIue/HnqIf598UONKsWtIq2dqkjk5J4GijF1OFmJ+4kZzvuvMU5y9lRo53MbSFKO61US1cs45GVaeyOYndkIGGPAqAmsPPUBMnFQtTu/ZX3eslqeWC8aOGyfoQlZXEZMxRoJuqC9CSr1xM5A06+/w9L/UyJGaU0w+MNXLO6FRtWLM7MbaMn1gmIK2JIz9YDImPHVZbag0wfMXHtLKcVsQNcGaWJv9fYZFcqf84Ql+g7I0Oc9snnTFjHCN+YA/1g/FtB5zcb+M0rfds7QDFs3vhbgRYxA/dnyWU+/cwAsJPXojbsr/1HWJLItjYxC1az8oDRtFVA+7fhfycuVZHVFMNFyqlEXM2g1I7OabJUFHYiJcq5RBzI9Lkdj3S3V9x3YtIPOqi9jFy1nqxsxK2M37kJcpm+V4sqrA92pWCGX8dxV2hS21n9m5s8wFQ+5eDOH/PhAOUAaSRXXNkcntmgMPcO95mBqZpjWL46vPq+mde7moYpfTRWgMuJEv9PZTT9QWlvTu169NZbSqVyqnw8tVeWPATp8Bkr/5qRsh8P/7OeQpmjHKaN790wr43KdsnmdZMnbcOEHXZ1UV8TqFmaBrTi2Z3NwIIM36Oy2zG806FO2zVgUXNKjmjjqVXGFpXjDJurEfTMay5TKKe6CpCba2t8Y0v/qgYIMU7KygaYJ1YW1+7AgcvuqPyEPHmUY4baEvWgroQmlrSPug/a8C5Nu3/qh2kDZVG4t3TEachTVmdZ8JhUiMTx+fx8Tjy1naNFmt2llOvc3cH2DhvxMRf1+BwtUV4lcv4dysAct5zrTjMhlLu0bm7CqTeesVS0DWAWEPnqVL5aZLg06dsBs2CKaBgYg4cRawsoLp9Wtw6tQGUX9sZ+ncTO/cStdXyr8uq12HXW7IqtcEzHNuecP3apZLIsMKDLtCltrPcvsW2E6bBFkVT4jDwzhBF748tCQTpcn4ed89PHyZaur8aZ2S8GtXNVuBqvh+FTYhxoIbaXfJ9FqSIFMPpGVdD/RtXVkvCwpho8+ZlLFgl9koaH9tPh6AqxpuI2SlQP7+NStknV41ZwjpljZ23DhBz41ZL2RtFhWCrjltRMyIrF979B7/fYjVOaPmpmJ4VXJFo2rujLSbm2UcOMbYloSxH0zGgldGmQPSaoLJn3py37pwqVEpVzXBiI6Ca9VyCFv1K6I6doNMJoc0Wc7+rTCwOxJKlELAjCWQJivJszw+Hm07e+P26Bl4+lk3NZnuPKkf3pX3xKlBUwFJHCwiPuCjUwk10U5OlGLR5DbY1XUs/vbuqJOI6w65mPXMeb4OwAL/6XhavBJCnTzQIuA8Amo0wctVG+DmaIVSQQ9hWb4MFB66tRai8DA4tW7OIrAntWwN8+NHAUtLZt6usLVjHTA/fAD2Qwcxkq6ws4PFoQOIHz4akjkL0nUwI4JOEeOd2raA3MMD0gY+sNi/B8lVqiDy6KkMzdfzwgedzPetNv4KUUI8Enr2gWTm3GzFCaAI/TbzZkMcEgxp02aIWboaCnf3VFykUtjMm8WsKBQmJogfMhzxY7/TSrdHaehsv58E039vILliJcT+tIwFyVMVUXQUrH+cB4ujhyGOjIDUpwliZ87VyghgevM6M9E2u3YVChsbJHTvCcn3M7R8/rNeTZnXYOdcIUvtR/EhEvp+CbPLF2G5ewcn6DldJADiE2VYufcenoREqltrXb8UI2WibEaR5t+twibEmHCjoHGr994DuVKqCn3Hj/qiFmyttPPeCxutYaWMCTtdIyM81+y/j5D3qe/Spd1tMbp7Lbg7WhkWjGy0Zuy4cYKejcksqlWLIkHXnGvSBpJWnQj7m7A4ncuAUq7Uq+yKBtWKoWZ5Z6O9aVV13tgPJmPYa+RzPmPj9Qy7klYTPMPiKRounITLGw8jvKInZDKFmjyrSDT9S8SZ/m2yYzVqXP4Ta2dsQrSVA2zfh2LCfD8c6TAEp5r4IjlJih+X+OFuxXpY12Esk/ni8m70u7ITA0aQjLaJ9QL//+G9vTtWtB+n1edJx5agdFgIJvb9CUlmFiCCvHjXVMzvPBVXK/swDfao02sx4qtfEGGr9Lcr++Elft76LWZ2/wG3y6XmKzfUvFR4H4T+V3bALfoDrldsiN2NekJqqtQ2H1nWDf5N++Jc58GMsLs5WrIvceX/reDiYAmz8DDYUMC2f29AVqMWJDNmQ16ipFb3zC6cg/XKpRBFRiLRtxfih49S+4prVsyIoFMd8csXsFkwG6aBAcySgAikwsExQxhym6BbrVoGm/mzETd+ImR1vWGzYA6SmreAZO5CvaaGzP8dundCUvuOSOjvB4ud22ES8gqRf55RY0NWAJa7tzOLhORSZWA7fQriR49F/NCR7Bmq4HgKZxdIpk6H6YN7sPr1F0Sc/wdyulSRyeDYqQ3E4eGInT6LXZpYr14O0zu3EXnybyRXqcqsDxw7tUVipy5I+HIQTAjnuTMhq1UHUXsP6TUWfSrROZdFWwYAACAASURBVFfoUvulpAe0/mkBJ+j6LIIs6lAA2eV77uB5aLS6ZodGynRb2SXn1AD/bhU2KcaGG13arD/yCHeefVQPiL6Lxvp6aWUgETZaw0oZG3aao3vwIozFdNC0SPCpXgwDO3jCIp+VWsaMG2HICbph90mhbK2oE3TVpJJZL90AKjXr7/AxKkHnfJPZTt0qbsxn3bOsI0zEWQeWyeuFY+wHU17joet5+849w7GrwRl2RZcm+EZ5byzsMpXJVH0diI92Lgizc9XZhl18NFZsmwCFSIR/y9WDz/NrkJqY4ZsBKxFvrrxVbvrkMiYfXYJb5eoys/BmgZdxqH5n/P7p1+nazIigl4h4g2U7JuCjrSsee1TDpwEXEOJcCpP7/Ai52AQW0gSs2PYd+/+Oxn0gE5uySOuJphaY3Gchkk0yduMg/zGKakw/FEBJ9W9cogzRkqRcmUZSaDnbWSqJu1MqcVcReNp/Ql6sc6WzBmhUvVeD38G1ZiXE9/ODZMFi1rJJwGM4tWqKsPtP05nu63q0Q5f2EMfEMHcCskCAVMrcASi9HZnti18EwdmnLiSz5iN+pDKYnvnpk7AbPQxhD58zywHSjFuvWYnwG/cgL16C1aEYAPJixViQP5V7RMTpC5B51VF2Iy4OLnWrIbFTV8QuXQX7AX1gEhKS2g8AFgf3wX7YV4g4egqyho0MgJySLIl+/hmYORNhz0K02izwAR05Qc/xGqGAsUt338Grt6mRpCn/ctdm5QWfIfy7Vdi0GCNulGpv/4Ug/Hn1lXpQluYmGNalBnNxNJZijNjR+zLhtv98EFTWduTT36tVJbTxLiV4fxkSc2PETXN8nKAbcrYLaVucoKefWDp8Xr6NYUSdCHtETKJuEmZtBu+q7qAosJVLO2bLly03l5OxH0y5Ofa0bVOwkg8R8ezyJfh9LP57H8v+Hxat+wJGUz4rTfAOn97Y2aRvhsNxiIuE36XtqPomEC/cy2NTswEIt9P2x/IKvote1/bCNlGCc57NcbheZ2Z6zIixiRimKf9O3TQZ4U7FsavfVDVZVv3dLfw1Wh5YB7fQF3hdvT5u9hsDhYODWt7h4xvU2bAYbrevQmFmhg/N2yJ49GSIXFyUpJs9Q8Ty/1IcBhURNxGLdH7RZmV9kBYQ2h+kyfoQGc8uvsi/XWixsjBNp3V3SyHyznYWRm/dknbcqr0as/cgHPv4pstN79TUG3ETpiCxe8/MIZNI4FqpFCQz5mjlgredNJ5F7Y9duhKWmzbCdsp3CHsUlEr45XJl5Pw9ByFr0AiOHVpB7uKqzgVPDyVyTT7+Ef/cAsUIsNy1HWEPn2n1h/LQk/VB1J5DzBUkoU9/ZvmgKnTZ4Ny8EaIpkJ9vL6HTr5ZTZV3wOLwTDbevRuA/D7U0XwU9oCPXoOdsidAF4pJdd7Rc2Hw/rYCOjcvlqGH+3SoMPmPG7Z8Hb/HH8QDmIkaFLqbJwqJ9ozKcaOqYbrI++P3Px/g3MDUTgp21GUZ2rQnPsk7CFkguSBnzmqPhcoKeC5Ne2JrkBD3zGSWC9+y/KGYGfzPgPaI1UkdoSjramqOBZzFG1iuUtM/Xg93YD6bc2kP0xUHkm34otoDq3ySp8os3J8XJzoKZYqsIs+pfM1MRzExMYEr/ptE0q0i25ueapJu1kULAlXWUbRijVUZa7DLy309bj/nv96un/pi0FnThRX5rRNi1fxJAWi+hhW7wXRws1ObypHVPNZ+3hLWl8foXxq36BbaTvsXH4PdaPucUmFDm3ZCR9MwK+dS7+NRF5L4jkH7yqboq+bSbnzuDqH1HQHneLf13Ify2doA/SlEXN/Y7JPbqC+fanswHOm7qdHUbprduwrFzO3wM+QDrRfNg9ds6hAW+TA2Sl5gIF68qSOzQCbEr1rA2klq3Y5cCqkJxAxyGDETk4RPMZ11oSZt1QTOgY6UKbuqsCwU9oCMn6EJXCNj5smTXbS2XtT6fVUbbBqWFN5oiWVS/W3MKnLHj9vx1FH7edx9RGpZhjWsUx6AOVdnFdX4WY8LubXgcft5/nwWKVZVyxe1A+c2d7S3zE6Z0zzYm3HQBwwl6NpfL+vXrsW3bNiQkJKBr166YNGkSzMz0f6k7d+4cli5ditDQUDRs2BDz5s2Dq2uqqYxUKsWyZctw6NAhiMVi+Pn5YdiwYTrJ3Pfffw/S5P7444/pRrF//36sW7cO4eHhaNWqFWbOnAlbW9tsjlZZnRN0/WFLlssRGBzJcqxTrnVNvxvNVlwdLNHAkzTrxVCmmG2ek3VjP5j0R1x3TaYVj4xHyLtUIk5kPCO3hJw+j+TnDmkED1cbQzRVKNrIKAK+5uBUedApAr6+RaVpZ8Q9Kp5ZPyhJfAKzesiJ9p3M41Wm8mrzeQdLkAaezOrFYtKd5G1R7dW4n5bC5sf5+W6q7VK1LOK+m8yC7qmKSvv9MeAFTB/ch2OPLoijoHyz5gHJybCdNhlWW35H1M69SPqsLexGDYXFn0cQuesAZD6NWSR+R98uQFKi8nLARNgLr641lzagI1tzX9ZDtWZeuRrQMTdS+2muPE7Qhe3DsKgELN51G+8j4tUN+LWtgpYGSqVV2L9bhaGetVRBwI0y/azef1/LJYKULUQ+HW0tsh5kLtUwFuzuPP2I9UcfIj4xWT3SZrVKwK9dlXy/xNAFvbHgltGy4AQ9Gxvmt99+Y+R5xIgR8PLywvLly9GkSRMQUdan3Lx5EwMHDsRnn30GX19fEIkmor57926YpLyQEJE+cOAAJkyYgJIlS2L+/PkYPHgwBgwYoPWINWvWYNWqVfjiiy/SEfSjR48y+T59+jByvnHjRtjb2+Nn8sUTUDhBFwAawMyhHr2MYJr1208/aB1ami0Wc7JiRL1h9WJ5RvA0D6aCHhWatOKkDVeZpoe+icS4JcPw0doJs3x/0GvyrCxMUMrNFhRZlH5K0Y+rLVbuvYuA4NTIvhk1llYLrNdDi0AlXTnkVcMmzAZ18GTp6QxV6IIsPDqREfZUDXyCksBHxIN844UWMuenAHVpte4qQk+m9YYuKjPtmPgk1Di1D412r0FkwAutx+S1qbazV1XEfTsRCV8PVfdDpZ0Pu/MY8pIesJ06AVa/r4fc0RGQyiCWxEJWpSoiLlxjvu/i16Fw6NEFJs+fsVze4g/vISIz++mzlBHjBZaMrDbSBnTs8+Em+m+dV+BS+2nCwgl69hcJnQOLd95WX9TSddugzz3xiZd2gMnst5wqYewv/TkZW27KFhTcKF3YH38+ZkoYVSHruW98a6Fcce3ArbmJl2bb+Y0dKUQOX3qBw5dfqrtF35f9WldGi7oeea6A0hf3/MYtq35ygp4VQil/l0gkaNq0KXr06IHp05WmfU+fPkW3bt1w8eJFODsrox9nVvr374/Y2FhGwEk7TtpylXa7TZs2CA4ORtu2bTFlyhR89dVXrKnz589j8uTJuHz5MkxNlS+AdCFw4cIFWFhYMC18Wg16y5YtUbVqVaZBp0JadPps586dqF69elbdTPd3TtCzDVk6AaksGfeDwhlZp6igGZlUe7jZKMl6NXcUMyBxSdsh1cEUP2tugYkKLQoPx5tvv8c7mSlK/vELXJ49xJxhK3HPTCNFFIA+/+xCjxv7MXrAKrxzLK41dHohI22oioiXTiHlRLx0BRbLLS1wzldUwWqB0tU8ehWJ2PgkkG60vqd7nl1GaSIlSZAqybuG1l1lQk/ad4Vw13eWfic1aJ0l3Bys1L872llkK/6ErosNlan2tCUn4dfZS32xkdem2o6ffYKkz9ogbtpMNbRk4u7UvhU+PnkFhaPSx9AkMABmN6/D7NxZWB7ar84frxaSSmF+/izEb9/CevFC5gcfev4GEs0tkSRNRpJMzs7J1P/TZxl9LkdUTAJuPwvTuTF0BXSUtGoL6fZdrD6lfKOLBfrRVYwxtR8n6Nk7A8n0lsi5Kl4MubsM6VQNPjW0vyOy12r62sb+0p/T8eWWfEHCjSxXj/7zCgcuBKnhoLS7X3esxt7f8rrkJ3ZxCVIW7f7u89Sz18HGHKO/qIVKpRzyGopsPS8/cdOno5yg64MSwAjx0KFDsW/fPtSsWVMt1aFDB4wePRqdOnXKtKW4uDh4e3tj4sSJ+Prr1AjMP/zwAzNTnzNnDiPQs2fPxpUrV9SEXy6Xo379+vj9999Rt64y3RER/Z9++glTp06Fh4eHFkF//vw5Pv/8c6Zdb9eunbpPQ4YMQYMGDTB8+HA9R5xajRP0bEOWqUBiUjLuPv/IbmDvPQ9TBx5JK1S2uB0j6mQK7+pg2FyR7GCKjYW4ZAmjjApt/bUfou1ccHHQJGYK23XlZEwatBwBzuUZTBbSRPy+fgiuVPbBmjapprZlPr7Ciu0TsNOnN4580odpwlUknEg5XYBYmmdP05nXWmDDrjbjac3YvwzJ4oVMGJWa91Stu0obn5CUaraXXVQpdgDtYV1p41wdLbXWZEaXQpqm2q8862GaX33mP08B1+JGjEH82PFZdsu5gRcSevRG3JT/qetSBHZxbAyidu0HpWFz7NIeYdfvQl6uPEgzIguPRMmaFfB66VqEteuMEtPGw/zVC9xeu1tJmKVylNq3FTV/+wk79lxHkkyh/jwpUYqvp/WGxMYRa7/9GVJpMhIZ8U5m6Qbp33IvH2D+tilY1WY0TtVqk+UYhFZIG9AxfvwkdGzlyZpzc7eHZOJUxE2elmHzog8fjCq1Hyfo+q8EskRZvOuOOrMEafeGd6kBb0/ty139W8y4prGfc4YYY260URBxoyBoG44+AmnVVaVzk3Lo+kn5bF3I5hTP/MKO9hX5m7/TcBep5OGAUV/UzFeTf33xzC/c9O0fJ+h6IrVnzx4Qmb57966WzzmR9jp16jCSnll59eoV045v2rQJjRs3Vlcln/ZLly5h8+bNzGSefM/JT12zEOEmP3TS1lMh0q7yT09L0Inck/b99OnTKF06NeDJrFmzkJSUhAULFug54tRqySmRK7MtmMsCKn9QCipVUAvdPl57+BaX7r7GnScfMvSfrVrWCZ/ULokmXiUNEmiDYXfiBESff47ka9eB+vXVEIpr1oBi+nQo+mQcfZxVlkggdnaCYuGPUHyXapYqGj2KacMUa9dB9Os6iMaMgfzNW0AVa4HWr5Mj5CdOQt7IBwofH8TaOuL496vw8k00+6l05S+WJ3vkV79g4MUt+OzhWZb7W7Ms2z4RsZY2mOk7G8VdrFG+mA2G/TQC1rJERFz4B+7uDgb1GQ55F4N/7r9hQcpsLM3QxKsEShezK6hLL8/7XZD3K12ixsQl4W1YHN6Fx4G0cW/DJHiX8vvHqPgcad/Jf7GYizWKO1vj8ctwLf9YzYnSNNX2LO+K6RbPYD/8a4QcP4/YqjXYiyJdABLxpf+zf5NSSHFSMrw2LkXlc4exZcFORFrZw/p1CEbN7Ic/Ow3F6aa+kMYnYcGSL3GnfD383G4MI9E9r+1B/ys72f6LtrJHvRe38MOBufi+1zw8KlUDpslSLN82AW8di2N+V22C++nj8/ju+ApM6LcYz4pX0rnm5uz9AQ7xUfj2y2VQiPIuJWXnZuUxuEvqZXuebwgjfmBB3qtpYQ16HYVZ66+qyTmlg5zsVx8NqxtWc656bmHCLi+XaEHFjd5X5m+6zlyoVMWnZnGM610XueH2pGtO8gO7K/deY5X/HWheXLdvXBaDO9dkgWwLQskP3LKDi4lJwcBRc0wiBb0t5XHZunUrVq5cCfIj1yxjx46Fm5sbZsyYkWmPAgMD0aVLFxw8eBDVqlVT192+fTt27dqFI0eOME34P//8w0i6ZiF/9Y4dO2pp3unvFEAuLUE/e/YsRo4ciRs3bjC/c1VZtGgRXrx4oTZ7zw58nKBnBy3hdYkAXL3/Bpfuvcb9Zx+h696BckDXKO+CZrVLonGtEnAQGJiEHUwbNgAjR0IeK9GKCi3u1BEKn8aMpGdanj2DiWdVJP91CmjVSl1VtHgxRH/9BfmpUxDNmAHRtq2Qv3gJ8hUPfhuDl2+i4NO7Nf5q2Rf7SzfBL6sH4nSNz7C9aT91G5XfPMGi3dPgO86fkYPOt46g/6itMLWyRNkS9qjoaonBI9tB0vZzmG36A1aU+3rFCognToCidWso6DKgpAcUdHFWtqzwSUkjaewHusEGmgsNFWbsyIWFzOYZeQ+TqIm86vecaN81p0KXqfaN8t5Y2GUqq1b1dSA+2rkgzE53jl67+Gis2DYBCpEI/5arB5/n1yA1McM3A1Yi3lxppdP0yWVMProEt8rVRZyFNZoFXsah+p3x+6cpll8KBWYcmo+a/z3EpSpNUfHdc5QJC8GkvovwvFhFdXfNZElYu2k07pX2wqp23+hcUfVf/ItZRPZ7zsOD0jXZhZqFmYnyx9wE5mZi9e/mKZ/R39j/VXVMlXXvP/+IfwNS/UKzWsJ921RF7zZVsqpWJP9eWPbq05BIzNpwFZKUzA+0nr4f2AB1qxhec65aKIUFu7xe+AUZt8jYRCzacpNdrqpKuRL2mDaogUFjrGQ0J3mJHQVh3X4iAPvPpabRJEI+4ota+KxBmbxeNjl6Xl7iJqSjnKDriZq/vz/TcBOB1ixksk6+4BTMLbPy8uVLZnJ+7NgxVKqUqkkgzTwFnzt16hRrn3zN9+7dq9VU37598cknn2DUqFFan+si6CRPJvR37tyBlVWqWTS1Tdp/0uBnt3AT9+wilvP6lMqDosBff/QOT/6L0tkg+dBVK+fEzODrV3HLVoooMu0RUdDAmTNzJSq02R8bcOH3YyixaBbcbv+D/w1fw26YVTdrpP2+ULUZDnp3w/Zf/LDbpycO1+uiHmeZj8FYs2UsFi4+Bq/Y/9Bx9nB8HDQcyQsWQiyXp4sKLYoIh7O3F8Qx0ZDW9ILCzQ1m165CYWqKqL2HIKuTmsYrJ7Nj7CZRORlbbssWVeyU2vcU33fNtHHkBx+VoPaJ1Rf/tKbauxv1hNTUnIkfWdYNO3x6Y2eTjK1fHOIi4XdpO6q+CcQL9/LY1GwAwu1ctB7vFXwXva7thW2iBOc8m+NEw64wtTBnmhEix1YiOdpf8kedexcQb+eI892G4UNVL/Y38sU0NzVB/UN/wGvvBpzYdAIKt2KMbKv/TvVECnj6toa0clVE/LpJnYJQXxzS1iNzyxkbr+stXq+KK77+vDqsLbPn8qL3AwpwxcKwV5/+F4nl/nfVGj660BnXwyvX8zAXBuzyY+kWdNzIRWrryUBcvPdGDR/l/qYI75VLOeYqpHmFHVkP/nroAR6+jFCPx9negvmbly+RPwHycgJsXuEmtI/cxF1P5M6cOcPM2O/duwdzc+XLEBUycS9btqw6cFxGzVFwOJUvOQWbUxUycSft+eHDh7FlyxbQ7xR0TrOQiXuvXr0waNAgrc91EfSAgACW/u3kyZMoV66cuj6ZuL979w5r167Vc8Sp1ThBzzZkBhUgv1jKr37t8Xu8eBOts23yqatVwYWR9dqVXDM1rVJFhvY4vBMNt69G4D8P4eGWmoIvu1Gh7+47gyd2JZU5xd/HosqpfehyZS+GD14Hv0vbUOfVXUzov1ir34t2fY9/y9WFv08vbPrta5xt44fgL/orfcbdbVEu9j1KNveGvlGhrX5dA9sZ37NczZLps9izxG9ew7FtCyRXqIioQ8cNMifGfqAbZJC51AjHTjewpH1X+byfuBaMwJCsswaoWjIxEcHW0kxJfk2VGmf614w0zym/U45elSaaEWzSOJuJWdobLTkVuU7zL8noCqCYS8skR81mFMU9o0Yp+vLA9p7wqqh9QZGjThQC4YK+VwNeRWDl3ntq32DK0jG+Z508CVpV0LHLr+VbGHCjy9jTN//DrrNP1S5P9G42oF1V5qKYWyUvsAt+F8P8zTVT1VImlhFda8LeJpUT5dYYc6PdvMAtJ/3mBF1P9N68eYMWLVowX3EfHx8mRZuRyDYRZ/IRz6q0bt2ambmTWbyqjBs3DhQhfsOGDcx8ngLAafqPE7GnSO1Llixhwd80iy6CTn7mFAyO0rWRabyqUPT5GjVqsCB02S2coGcXsdyrTwGsbjx+hxuP3yP4fazOB9ELde2KRNaLsRdP0lpRSRvsTBUV2nesPypVcFOnvNIVFZrWOkW5JhKuIuLvQ95jzbwvMMN3Fu6UraPuS/cb+9Hi8QWMHbACnW8dhe+N/Rg0/Hf2d8r/TgR8/PwBeNutD5K/GYuqPdqy3Mg5iQptO2EcLHdsQVjgSyjsUyOHss/37sLHV+8MMinGfqAbZJC51AjHLmtgKVXNwUvaadQyk+rWrDy6NFMGTuRFecYt2PovouOkGcJBAftkydpeck1rFkef1pVZbAlegIK8Vx8EhbFc1RQ/gYqNpSm+610nzzR8BRm7/Fz7hQk3WoNrD1E+8NS0nm0blEbPlhVhIja8X3FuY/fPw7fYfDyAZdZQldwcT16tw9zGLafj4AQ9GwiSFtvOzo5puSlIG2m+ycSd0qbpk76MSDb5oJO2nNKyhYSEMNJNOcuJ5MtkMpZ2jczZVSbzlCqNIrJTILm0qdx0EXQazvjx4/Hs2TOQ+bylpSVu3boFMpOnPOiUzi27hRP07CKWN/XfhEkYUb/2+B3ehMXpfCj5Ztat5IoqpR1x4GIQM7VVFc2o0PfL1IK9tRmmfVkPns28ENp/CK53HID/3ksQ8j4GIR8kWl82qjZ+2zgc56q1wA4Nk9opR3+CtTQBm0cvQaPwp+i3YDhuHroIt7o1mDmpKCYaLlXKImbtBiR284Xtt6Nh8iJIS8tt+ft62M6ejo8v3wLkeK8qcjmcmjWAwsUVkUdOqj+2mTkNlvv8EfYw1S+KvZxNnwLL3TsR9jTYIJNi7Ae6QQaZS41w7LIGNrtm2nOHNMqXdHVZjyT/amSVdYE05s9Co7Dj9FOtM83B1hwD23miTmXd/vv5N6K8f3JB3at3nn7ELwfvqy9gKPXhxD51UCYPg3kWVOzyfpVpP7Gw4UbvZ6v23WdxSVSlZnlnjOhK70GGvQjMLezIbN//72fMKkBVyIVpUAdPg6cnzI/1l1u4GWosnKBnA0kiugMGDGBp1sqXL88IOuUXX716NWuF/L6LFy/OfnSViIgIdO/enZkLEgkns3kylyfCbmurNDE+fvw4I9j0d/qMfifyTinV0paMCDpFjCfteYkSJVhqtqNHj6JixYosjZsql3o2hg1O0LODVt7XJe126AcJI+pE2EnLrm/RjApNEZRbPbmI8UeXYtyXyxDkXiHLZliE9cfnsG7GZjhXLI2qsgg0H9Aekv/9gISRYwCZDM71ayKpVWvELv+ZtWe9YgmsF81H2INnULi4wOzsKTj07cEIutSnCZCUBKc2zZFcthyityjzFKuKxd7dsBs9DJEn/9byK7c4tB92w75C+L8PIC+Vkr2AyHyrZkguWRLRO7TjOmQ5sAwqGPuBLnRceSHHsdMPZX3NtMm8cHI/w8RW0K9nBatW6EcJHr2KRGx8EsiGqL6nu9ZlBuXD3nIiQCt/L42wcY1i6Nu6CstrX1RLQdyr5Ab26+GH6kwolIt5Yt+6eX6BVRCxM4Z1XhhxkyRIse7QQzx8kRo8jjJ1UCyEYs7WBoM9N7CLliRh7cEHWi5XZAFJPvV5eeFlMJB0NJQbuBmyv5ygZxPNR48eMY12aGgo03ZT4DYKEkelatWqGDNmDL75RnfEWqoTFhbGgsFRwDZPT0+mgS9WrJhWLygQHWnOo6Oj0blzZwwcOBAmJkozZc2SEUGnOqSdX7ZsGdOkk8n7t99+qxXVPTvD5gQ9O2jlb10i6y/fxuA6kfWA9wiPTsy0Q9mJCk03p5RHnEzUS7kpfcXLmiWhZMdWgFiMpJatYX78KGBpiYhzV6CwVaYgMz98APZDBzGSrrCzg8WhA4gfPhqSOSkp/xQK2Pv1htmVy0js+gVM796BaeBjRB4/A5lXquk8EhLg3NQbSc2aI3blL9rjkkrh1Lo5+0wyeRoU1taw2vIHzE/+icgDf0LWSOmWktNi7Ad6TseXm/IcO/3Q1cdMm1m7UB50J8O95OnXu4JVK6s1R+fl1YfvsOP0E0gSUs1RyaeS/EbrVXErWAM2UG+zws1AjzFYM2SCS/moVfl9KLbA5L51DUqC9O1sQcNO33Hldr3CiluyXA7/s89x6maIGkJrC1OM7FYTNco7GwRWQ2MX9Doaaw7c1wpgSn0d3qVGobq4NDRuBplMjUY4QTc0ooWwPU7QC+akyhUKPA+Nwq4zzzIMLkcj0xUV2s7ZDqXdbDFv9Cd4MugbJEyZhmJO1jrzios+fIDNwjkw+/cGZDVqQTJjNuQltAOimF04B+uVSyGKjESiby/EDx8FaF46SaWw/nkFzI8cgsLZBZKp/4PMu6EW8FarlsF6xVKEX70NhXv6NDkUyd3mx3kwP3kc4vAwJJevCMm0mUhq18FgE2jsB7rBBpoLDXHs9Ac1KzNtMjHk5DxrPPVdc5QmiSIw3376UavRRtWLoV/ryrCzLphBkLJGSHcNfXET2r4h5S7+n73zAI+q2OL4P70SkhA60pEgvQgISO9NmjRBOkgRFWnSOz4QVFAREUF6EWlK702kSe81gAghvZL6vjPrbnYxYXdnS+7unvm+9/nIzsyd+c3cufd/z5kzF/7G8p3XNSeEkJVvVLfKyO2fcYqNOa+nry5bYqevL9b83d65Hbnwt1hj6JgySnQKT5dGJdG4aiGTg3Cakx21c9WeGzpxOlq9VQTt3y6e6fufNeeIua9lTm7mbhvVxwLdElTtrE4W6LY9oGQd0t5DpK839SsVwPvNg/Vlc8jflb6gK3lQmJ3xo6PPTdv4Gh2rhDFzjqzpp649w+q9N0HHCakTeSv0aFoa1YItd3a20kbFGG7Z2fYD5x5h1Z6bmibkDfAS4jzQzzPbmmUr7LINUBYXdgRuNx9Gikjo2utLkIhePQAAIABJREFU3YoF0KPp63B1kQ8eZw52FFRx7b6bOHT+b80IUQyj/q3KoGpp+1z7zMHNkvcRC3RL0rWTulmg2/ZAcmRo842f0hd08/XU/DUxOzmmzE2OG5WSYRcVlyQsSGdvhOpcmAR6jyav2+yRQsZQlOFmTP3myLv7VAjWH8gICpo/l7cQ5/6+qi2H2ZVsgV12sXnVdR2F2/PIBCzYdBGPQuM0OCiI75D25eAn6aljKjuKx0HBFe88zjjGlz52DetYweoxHKw5N03lZum2skC3NGE7qJ8Fum0PIkeGNt/4KX1BN19PzV8Ts5NjytzkuMkKdPXVKIYHuaRqW7socBxZu94MzmOyW6p8ryxfUulz7rcT9/HrkbsaEBQThaK1K+E8ZqWzs/zskbuCI3FLTErBku1XdbbU0NaM4R0roFAeVcBoY5Ip7MiqT8Hg6MOkOlUqGYT+rd8Qp+7YczKFmzW4sEC3BmUbvwYLdBsfQAAcGdo8Y6j0Bd08vbRMLcxOjitzk+NmqkCn8tHxSViz96ZwfddOVV/PjR7NSoMihdtjUuqco20IW47ew/YT9zXYi+bLIc45V0rUfaWyU/o8dTRuFCOI5jJ9bFIncikf2PoNVDYyOKUMO7qXDv71GGv33dLsi6d2tKtTDK1rFxV75O09yXCzJhMW6NakbaPXYoFuowOn1WyODG2eMVT6gm6eXlqmFmYnx5W5yXEzh0BXX/nsDZU1PTo+Y2+6j6cr3mvyOiiQHB2dak9JiXOOBMXGg3ew61SIBnWJgn745N1KirL0KZGdLcxNR+X259Wn+GnHNdAecEq0knSoVxwtaxYxeF0xll1ScipW7rmB45f+0UwNLw9XDGjzBsh67ijJWG7W5sIC3drEbfB6LNBtcNAyaTJHhjZ9HJW+oJveQ8vVwOzk2DI3OW7mFOhUF7m6kzX95NWnOg2iF9r3m5fO9r3P8pT+W1Jpc46sjWv33sL+c480jS39mj+Gd6oAEhZKSkpjpyQ2r2qLI3O79yQaCzddRGRshps5ffjr0yIY7m7/PWL5ZY7a7LwWfgWvpYvhlJiAxHe7Im7SdMDNTVMkLCoR32y+hAf/xGj+ViDIBx92KC+OJXTfuws+M6bC+WEIkmvXQcy8hbqn5iQnw2fGFHhuXId0Fxck9B+EhOEjAK2PlC63bsL3s1FwPXsaqSVKInbOfKRUqZbRbKpj2iR4bN8C58gIpJQohfjR43RO3HG5fQu+Yz6F6/lzgJsrkmvXReyMz/9zQpAp81vpc44Fuimj6yBlWaDb10BzZGj58VT6gi7fM8uXZHZyjJmbHDdzC3R1K/66GYoVu2/o7Nmkc427NymFt8rmM9jqJd8ry5dU0pwjcb5i1w3Q8U/qVLZogAhg5WGAeLE8Ld0rKImdtftuyvUcnRsFaqMI7yTW1Ym2b3zYsQICcrw68KGaXcKU6fCZORXxn4xESuVq8Jk1DUl16yNu+mxR5bUHEWK/uXZcjWqlc6NvqzLwdHeF28kTyNmhNZKat0Liez3hsXY1XB4+QOSO/ZpjcX1HfgzP9asRN34yUgsVhu+EMUgYOhwJAwaLa9BxtwF1a/57XO4EuF6+CK/F3yHi8B9IK1hI5PH+30x4btqA2EnTke7rC89f1sNj0wZE/rYHKVXfBBITEdCglhD1iV26w/l5KLzn/Q9wc0fEweM6HwPsec6xQDdldB2kLAt0+xtoR38Yyo4oc5MlJxdRW/5q9lOS55z8WFqKHb3grtt/CycuZ7iIUisrlMiFXs2D9b5Qy/fIOiUtxc3Y1qempeGn36/jjysZnCuWyCUiXru56rcsGns9c+RXCjtz9MWadTA3gFzPl++6jpNXMrx0cvq648MOFVC8gF+WwyHYxcbCuUB+JHTvibhZc0Vel+vXENCwNp5fvIndd+PFFhH64CWEtBPQqV4JNK9RWPNRMWfb5nCOiUHE/qOAszOQnIzAquUQO/sLJLVqA+d7dxFYszLipsxEwuBhoh73fbuRY+hAhF25A7i6wvvzGfD+9muEn76ItHz5RZ4c/XshLW9exM2cI/4dWKUs4iZMwYsO72r6FFgxWPw7bvJ0uB07Ar+eXRF24z7grorz4XboAPw7t0P40VNILW2eY4CVPudYoFtzBbLRa7FAt9GBe0Wzlb4wKZU4c5MfGWYnx465yXETL4L04gogPDzjSCP52v5b8sLt5/h513Ud11Ryue7aqCTqlM9vs9Z0S3MzZAxSUtNEpGuKpq9OVUvnxqC2ZU06M9qQa5uSRwnsTGl/dpVlbiryFGth558h2HToDlRSGmK+920ZjJpl82U6PILdrl1wad0KEXsPI6ViZU0+/1rVsL1+dyzzq6T5G8XP+OCdcihbLDCjvrg4BJUshLiJ05Aw5EPN331HfQKkpSF23tfwXL4UvmNGIOzqXaTnyqXKk5aGoOIFEblxC1LerAH/Fg2RlisI0as2aOrw2LJJWM0j/jgn/hZUJC9ivvwmQ6CnpSFXuZJI6NUP8WPGw2Prr/D9eBjCbj7QuOe7796JnD27IIyEf5GiZpmmSp9zLNDNMsz2XQkLdPsbX6UvTEolztzkR4bZybFjbnLcqJQ12MUnkjX9No5deqLT0HLFA9G7eTAC/TzlO5BNJa3B7VVdo4BZ32+9rHMMVc038qJf6zJwIcueglN2s1Mwmlc2jbnp4jl/6zkWb7+CF0mpmh9avVUE7esW/0+EdWLntPRHOA0ZguchzzSiluIOpbdpi/NBJbC+ZhdRT+E8vhjaoTxy+3vpXND57h3kqlkZkZu2I/nteprfaE+7+6H9iNq0Hd6zp8FzwzqE/3VVp2xAnTcRP3wEXnTuBrKEJ3brgfixEzR5XM+dgX+bZnj+MFRY5v3e7wqX+/cQvXSlsKx7L/gSXosWIuLISaSWKAXnJ38j8K0qSOjZB/EjxwgX9xwD+yI9Rw5Ebdlhtimu9DnHAt1sQ22/FbFAt7+xVfrCpFTizE1+ZJidHDvmJsfNWgJd3bpLd8OwfOd10F5SdfJ0d0GXhiVRt2IBm7KmZ+ecIzffbzdfBvFUJ/JG6N0iGM7Oyo+Wn53s5O+U7C/J3P47Bo9CY7Hgl4t4HpWo+bFyKdUZ5drBEYVA/+YbYNIkhN1+KPLS/bN46xV8+MssRPj444eGA/FW2bx4v3lwprEbXK5eQWD9txC+/xhSy1fIWMOW/gCvFT8h4vBJ+EwaB/ejh1X7wLWSf9N6eNGuk7C85ypdBPEjRiNh0FBNDnK1D6xbA8+v3xN7053CwoTrvcsTVVwJCjYX/fMaJDVtoSnj8etG+H3QT/PvlNdLI3L7bqQHaFn9TZy2Sp9zLNBNHGBHKM4C3f5GWekLk1KJMzf5kWF2cuyYmxw3awt0ul58Ygo2HLyFIxd0rekU1KxXi2AE5dS1Wsn3zLIls2vOkbVwwaaLIpiVOjWoXBDvNX3dZs5lzi52lp0Rlq+duWXOOCY+Cd9tvowbDyM1GQrm9sHwjhWEFfxxaCyuhkSh4La1qL56Ia6fuILzt59j85G7wkV+xI4vkeLqhtA5X6Nx1UJZfih0uXsbgTWr/GePt+eqn+G9YD7CT12A96xpcD98AJG7D+kK9NZNkdSwsRDmgRVKI/7jkUjsO0CTR22dDzt/DWkFCsKvTw+QVT3+o0+RljsPPDf/AvcDexG1agOS69SFc8gDBDSth+SqbwqrvFNkpNjXnhYQgMhNvwG+vmaZkEqfcyzQzTLM9l0JC3T7G1+lL0xKJc7c5EeG2cmxY25y3LJDoKtbeuVeOJbvvIaw6Axruoe7Czo3KIl6lQooXmxmx5xLeJGCrzZewK1HUZoBb1LtNbGf35bOmc8OdvJ3iHJKMresx4LiMdARj4fOZ5xkQCdHBOX0RMizWFGw+p1TGL91NjoO3yAEuTpN3zoDed4sD7cFX79ysJ1iY1R7yTdsQXL9hpq85OJOEdcjDp2A15JFoH+HX7yhUxe5uCf26IWED4bBv9HbSGrUBPHjJmnykBgPaN4Qz28+gMuD+whoUg8Rew4hpVIVTR6/Hp3hHB6OyB374PvZSLidOK6y1P+7pcX5nycIrFYesbPmIvH9PmaZuEqfcyzQzTLM9l0JC3T7G1+lL0xKJc7c5EeG2cmxY25y3LJToNO1SXBuPHQHh/56rNOBMkUChLv2y3tA5Xtp/pLWnnNxicmYv/6CzhFTtN+2Q93iNiXOs3vOmX8mWK9Ga8856/XMPFei4HEHzj3G2n23NJHYtWsOignFsiUDMK7TdFwqXF78VCjIBwvndUPi4A+RMPwTvQ0JfLMCEjt1EYHa1IkisDvHxiBq3a/iGDb/ts0RduoC0ooWE1mcYqKR6/UiiFn0I1606wjfj4fC5d5dRG3dqanD86cl8J06Ac/v/wMKGOc3qC9CaT+6R8bxcbS/3Wvlzwi7egc5u7RHmr8/YhYv02mziPTesTPiJk3T2xdDMih9zrFAN2QUHTwPC3T7mwBKX5iUSpy5yY8Ms5Njx9zkuClFLF27H45lO6/r7COl87s71S+BBlUKKtKabs05Ry6889afR8hTlSWQUrs6xdCmdlGbE+dKmXPyd0z2lbTmnMu+Xpp+5av3wzF/wwWkpaljvGfUOXfNaMR7eGNKh0lId3JGl2en0WPVTHFsWkr5inov7jN9Mjw2rEXEwRNIDwqC84P7CKzzpjjznKzjSEkRx66RO3vsl9+I+ry/+kJEaA+7fFtEdnc7sBc5u3USAj25Zi0gKQkBTeoitUhRRK9YJ45Q8+/QGpFbdiC5Vh1Vm1JS4N9cZbWP3HcEOYYNguvpPxFx/Iw4uo2S68XzCGhcFzGz5iCx/wd6+2JIBqXPORbohoyig+dhgW5/E0DpC5NSiTM3+ZFhdnLsmJscNyWJpcSkFPxy6I6wgGmn0q/5o0/LYOQJ8JbvpAVKWmvORcUl4Yt1f+FxaMYxeO/WL4EWNYtYoFfWqdJa7KzTG+tdhbkZxpr2nE9ceirTzMF/X8esDRNwK19JPA4oiPrXDyOuYVMkr16nErlnTok94PS/zJJTeJgQweRWntSgMdx3/gZ4egr39nTfHKKI+7bN8BvQW4h0iqrusXWzCAgXN22Wqsr0dPj17CJc1F+80x6uF87D9cY1RO7cj5QKlYD4eATWqASn5CS8eKcD0r194H7oAFyvXEL0d0vwolMXuO/8HTl7dUNy5SpIrlMPTpER8Ni2RUSnDz9+2myB4pQ+51igG3ZPOHQuFuj2N/xKX5iUSpy5yY8Ms5Njx9zkuClJoKt7cP1BBJbtvIbQyIyozO6uzuhYrwQaVSukGGu6NeYcRbufu/Yv/BMerxngbo1Lgfad23KyBjtb5pNV25mbYaO67dg9bDl2L8vMxZ/dxXsn1iB3dChOlaiOhE9GoVXDYJE/dx4/xI0ci/jR47Is7xQaCp/Z0+B29jRSypZH3MSpSMtfQCe/25FD8P56ngjeRi7nCYOGAC4uGXmSk+H9zVdw375VRG2PGzseKdWqa34ny7zv1IlwO3oYTnGxSCtQCAl9+iNh6HBNHirrM38OXG7fFB8MkitWRtyUGUipUs0wUAbkUvqcY4FuwCA6ehYW6PY3A5S+MCmVOHOTHxlmJ8eOuclxU6JApzZRpPJNR+5g/5lHIsqyOpUqlBN9W5ZB3sDst6Zbes49j0oQ4lz9oYIOT+vZvDTqV8rcsic/A6xf0tLsrN8j61yRuRnGec2+m9h35pFhmQHxwYs+fHH6LwGlzzkW6Dxr9RJgga4Xkc1lUPrCpFSgzE1+ZJidHDvmJsdNqQJd3ZubDyOxbMc1PI1I0HTQzdVZBEajl+rsPPPbknPuaUQ8vlj7lybCvZMTxIeJ2uXzyw+0gkpakp2Cumn2pjA3w5Dqs6C/XAvFc2hbRxXQjZMuAaXPORboPGP1EmCBrheRzWVQ+sKkVKDMTX5kmJ0cO+Ymx03pAp3a9yI5VZxXvPf0Qx1reomCfkK05s/lI995E0paas49CYsTlvPI2CTROmcnJwxs+waql8lrQmuVVdRS7JTVS/O3hrkZxvRVe9Azq2F6/xooGJQ964hhPcq+XEqfcyzQs29u2MyVWaDbzFAZ3FClL0wGd8TKGZmbPHBmJ8eOuclxswWBru7Z7UdR+GnHNZ392K4uzmj/djE0rf4aXP49C1iehHElLTHnHj2LFQHhouOTRWNcnJ3wwTvlULV0buMap/DclmCn8C6bpXnMzXCMc9acw/WQSL0Fggv7Y3T3jLPG9RZwsAxKn3Ms0B1sQsp0lwW6DDVll1H6wqRUesxNfmSYnRw75ibHzZYEOrU1KTkVW4/dw65TIRQIWZOK5fdD31ZlrGoFM/ece/BPjBDncYkpol/08WFYh3KoUCJIfnAVWtLc7BTaTbM3i7kZjvRZRDxmrTyr+diVWUk/bzeM61lVcSdEGN5Ly+dU+pxjgW75OWDzV2CBbvND+J8OKH1hUipx5iY/MsxOjh1zk+NmawJd3cs7f0fhp9+v4UlYRnRzVxcnvFOnGJrXKGwVa7o55xz1Z/76C0h4oRLnFLX+w04VULZooPzAKrikOdkpuJtmbxpzMw4pifTlO69nakkny3nvFso7vtG4Hlo+t9LnHAt0y88Bm78CC3SbH0IW6GYaQqUv6GbqpkWqYXZyWJmbHDdbFejU7uSUVGw7fh87T4YgTcucXiRfDvRrWQaF8vjKQzGgpLnmHAXC+3LjBRG5npKHuws+7lQBpQsHGNAK28xiLna22Xv5VjM3OXaPn8fh6oNIxCYkgQ46qxqcx6reNnKtVkYppc85FujKmCeKbgULdEUPj1TjlL4wSXXKCoWYmzxkZifHjrnJcbNlga7u8b0n0WJv+uPQOA0E2rvdpnZRtKxZRLiKWyKZY85dvR+OBZsuIik5TTTRy8MVIzpXRImCOS3RZMXUaQ52iumMFRvC3ORhMzs5dkrnxgJdblwdqhQLdPsbbqUvTEolztzkR4bZybFjbnLc7EGgUx+SU9Lw24n7+P2PBzrW9MJ5fUWk98J5c8gDyqKkqXPu4p0wfPPrJaSkqsS5j6crPu1aCUXz+Zm9rUqr0FR2SuuPtdrD3ORJMzs5dkrnxgJdblwdqhQLdPsbbqUvTEolztzkR4bZybFjbnLc7EWgq3tPgdbImv7wWawGCFnTW71VBK1rFTWrNd2UOXfuZigWbbmM1DRVpLsc3m4Y2bUyXrOwW778LDFvSVPYmbcltlUbc5MfL2Ynx07p3Figy42rQ5VigW5/w630hUmpxJmb/MgwOzl2zE2Om70JdOoPWaTJkk4WdbUApr8Xyu2Lfq3KgPaomyPJzrlT157ih21XNZb+nL7uGNW1Mgo40DnMsuzMMW62XAdzkx89ZifHTuncWKDLjatDlWKBbn/DrfSFSanEmZv8yDA7OXbMTY6bPQp0NYmQpypresjTDGu6s5MTWr5VBG1qFYWbq2l702Xm3PFLT0Sb1DHtAv08MKpbZeQN8JYfQBssKcPOBrtp9iYzN3mkzE6OndK5sUA3clyXLFmCVatWITExEe+88w5GjRoFNzc3g2s5dOgQ5s2bh8ePH6N69eqYMWMGgoIyzgJNTk7G/PnzsXXrVjg7O6Nnz54YOHAgnJycNNe4c+eOKHf+/HkUK1YMU6ZMQYUKFTS/Ux1ffPEFdu3ahaioKJHnww8/RMOGDQ1up3ZGFuhS2BRdSOkLk1LhMTf5kWF2cuyYmxw3exbo1Deypu88+UBEe9e2phcM8hHnptP56bLJ2Dl36PxjrNx1A+rj23P7ewrLeZC/l2wTbLacsexstqNmbjhzkwfK7OTYKZ0bC3QjxvWHH34Q4vmDDz4QgvjLL79ErVq18NlnnxlUy5kzZ9CrVy80atQIHTt2xK+//iqE+vr16+HiQgckAJMmTcLmzZvx6aefokCBApg5cyb69euH999/X/weGRmJ1q1bIyAgAB999BGuX7+O5cuXY/v27cifP7/Is2DBAvFv+njg4+ODbdu2iX+vXbsWFStWNKitLNCNxmRTBZS+MCkVJnOTHxlmJ8eOuclxs3eBrqby6Fkslu64Btqjrk5kTacz09+pQ9Z01buFMcmYObfvzEOs2XdLU33eQG+M6loJgX6exlzSbvIaw85uOm2GjjA3eYjMTo6d0rmxQDdwXOPi4lC7dm106tQJEyZMEKVu3bqFdu3a4ejRowgMDNRb03vvvYfY2FghwMk6TpZusmqTKG/SpAlCQkLQtGlTjBkzBn369BH1HT58GKNHj8bx48fh6uqKr7/+Gj/++CP27duHvHnzijwk1HPnzq1pV4MGDYTAJyGvTnXr1hX/prqMTWxBN5aY8vMrfWFSKkHmJj8yzE6OHXOT40alHIVdaloadv0Zgq3H7iElVW3HBvLn8hbW9BIFjDva7GVuXgu/gtfSxXBKTEDiu10RN2k64OaGnX8+wMaDdzQDRNb7kV0rIaevh86gue/dBZ8ZU+H8MATJtesgZt5CpOfJk5EnORk+M6bAc+M6pLu4IKH/ICQMHwFoeQ663LoJ389GwfXsaaSWKInYOfORUqWaqMM55AFyVSuf5UQJO3MJaYWL6FwvoHFdpOXLh6j1m+UnWCYlHWXOmRWaA92r5ubmSOucudkp/V5lgW7giB85cgQDBgzApk2bUK5cOU2pFi1aYOjQoTpiOLMq4+PjUa1aNYwcORJ9+/bVZJk8eTLS09Mxbdo0YeGeOnUqTpw4oRH8aWlpqFq1Kn766SdUrlwZnTt3Fr99//33mjp27NghhPvu3bvF38hKTpZ3tUCnOujjQrdu3TB8+HADe5yRjQW60cgUX0DpC5NSATI3+ZFhdnLsmJscN0d8cX38PA4//X4NdH66OpHGbVa9MNrVKQZ3N8Os6dpzzmvBfPjMnIr4T0YipXI1+MyahqS69bG2+UBsOXpPc53CeXzFUWo5vN11Bszt5Ank7NAaSc1bIfG9nvBYuxouDx8gcsd+4F/PQd+RH8Nz/WrEjZ+M1EKF4TthDBKGDkfCgMGiLqeIcATUrYn0wFyIGzsBrpcvwmvxd4g4/AfSChYCXryA66UL/5konqtXwH3fHoSfvgh4Zlj0vefOhvc3XyH88EmkFS0mP8FYoJuNHa9z8iiZnRw7pXNjgW7guG7cuBEkpi9cuKCz55xEe6VKlYRIf1V68OCBsI6TO/pbb72lyUp72o8dO4aff/5ZuMzT3nPap66dWrZsKfahk7WeLOHkHk9Wc3W6ePEiunfvDvovWeYHDx6Mhw8fCtGeJ08ekGv+smXLhJs77Uc3NqX+e5apseUsnd/ZWbUvP+3f41wsfT17qp/ZyY0mc5PjRqWYnRw75ibHzVHnHD2vtx29izV7bogz1NWJIqkP71wJwUX1e/tp5lx0DJwL5Ed6375I/+prUVX65ctwrloVPQf+hGgv1T73Uq/5Y3K/GvB9SZyLMahfH4iJRtrpM7QIAMnJcC5RHGkLFgDt2gN37sA5uDTS58xF+iefqJq7Ywece/dC2t9PAFdXOE2eDKcv5iLt1m2gQAGRxalrFyB/fqR/+VXmEyQmBs6lSiJ9+nSkDxiYkYfaX/1NpE+chHQDtycaMwP5fjWGVkZe5ibHzVHXOXlatjPnXFxMC/ZpDkbG1uGUTiZnK6eVK1cKwUv7yLUTWaTJvXzixImvbNGNGzfQtm1bbNmyBWXKlNHkXb16NdatWyfE8+eff44//vhDiHTtRIK8VatWwvJeo0YNIcB79+6tyUKu9mQtP3nypNibHh4eLsT806dPRR7a3/7tt9+CXN9lEgt0GWrKLsMPQ7nxYW5y3PglgrnJE5Av6cj366NnMVi48QJuPIjQACRreps6xfFes9LwcHfNEqyG246dcGndCql/ngKqVhXefst+u4rm/VpiXc3OOBJcF2WKBmBi3xrw9swkWG5cHJwDA5A++3OkjxiR0Y6hQ+jLOtIXfQ+nxd/DadgwpD35B1AHzE1Lg3OAP9J27QbeegvOtWoBuYOQtnVbRh0b1sNpyhSkXb2WaT+cpk+H07q1SLtwUYh8kVJT4Vy7NhAfh7Sz54SbvrmTI885U1gyN3l6zE6OndK5sUA3cFw3bNggLNwkoLUTuax7eHgIl/JXpfv376NZs2b4/fffUbJkSU1WssyThXvv3r2iftpr/ssvv+hURa7pb7/9NoYMGSL+S0HqaD+7Oqmt87RfPV++fCJiO1n6Bw0aJCLE0zXJRZ/c4mvWrGlgjzOysYu70cgUX0Dprj1KBcjc5EeG2cmxY25y3KiUo7Mj77K9Zx7i1yN3dazpeQK80LdlGbz+mn+mcNXc4hd8B99RH+N5yDOkubpi9Z6bOPjXY0z+dRquFyiNC50HYXinCvDMQuw7372DXDUrI3LTdiS/XU9zLdrT7n5oP6I2bYf37Gnw3LAO4X9d1WlLQJ03ET98BF507obAisFI7NYD8WNV8X8ouZ47A/82zfD8YajKMq+d4uORq3IZsVc+8T1VgF1KXt9/A99J45BUrwHScuVCWr4CSOg3EGmvFZafZC+VdPQ5JwuSucmS43VOlpzS5xy7uBs4svv37xdu7ORG7u6esceKXNyLFCmiCdCWVXUUHE69l5z2g6sTubiT9Zwira9YsQL0bwo6p53IxZ32npPVvH379sLN/RO1Kxgg2vTuu+/i1KlTwrWdLO4k8suXzwiaQqKeIsCTtd7YxALdWGLKz6/0hUmpBJmb/MgwOzl2zE2OG5Vidip2T8PjxRnltx5FaWDSBrFGVQuhY70S8HDX3ZuuEehz5sHn85kIvRmC5buu49jFJ6L8mO1z4Jw/H4qsXfrKfe0uV68gsP5bCN9/DKnlM46C9Vz6A7xW/ISIwyfhM2kc3I8eRsTB4zoD7d+0Hl6064SEIR8iV+kiiB8xGgmDMrYSuly/hsC6NfD8+j2xN107eS77ET5zZyHs3FXN3nPaxx5YrQLrBsf+AAAgAElEQVScY6KRXK4C0nPnhtufJ5Hu6oqoX7YipVIV+YmmVZLnnBxG5ibHjdc5++XGAt3AsX3y5Anq168v9oqrrdDk7kVim4Qz7RHXlxo3bizc3LUDtdFecooQT5HZyX2eLOMUof21114T1ZGwp/PS6VxzEurjxo0T0d7pLHZ1Ijf5OXPmiHPRKWDciBEjcOnSJZ0PCWSdJ2s9BaAzNrFAN5aY8vPzw1BujJibHDd+iWBu8gTkS/L9msEuLT0d+88+wqbDd5CUnLE3nc4s79OiDIKLBIjMj0NjcTUkCjEJSSi7dxNqrP8Wc+b8hpNXVVvmKM04+h1KlsyL+K+/feXguNy9jcCaVRB+9BRSSwdr8nqu+hneC+Yj/NQFeM+aBvfDBxC5Wzf2jn/rpkhq2FgI88AKpRH/8Ugk9h2gqUNtnQ87fw1pBQrqtIOs7y9atkH8uEmav3st/ha+Ez8TVvm4CVPE352f/A3/pvWRWrwEorbulJ9oWiV5zslhZG5y3PjZar/cWKAbMbZkxc6RI4ewclMwNrJ8k4s7HZv2xhtv6K2JRDbtQSdrOUViJ2s3iW46Eo1EfkpKijh2jdzY1S7z5JZO55pTIDkqQ67q9DGABDpFhU9KShIW80KFCmHRokViHzqdtU575knYU6J6qe2U6Ox1YxMLdGOJKT8/Pwzlxoi5yXHjlwjmJk9AviTfr/9l9ywiHst2XMeNh5E6P9YsmxdhUYk6Vvbqd05h/NbZ6Dh8A1JcVfu1qwXnwZh1k5FWogTiZs555eA4xcYgqHhBRG7YguT6DTPE8sKv4LlpAyIOnYDXkkUgl/fwizf+I7ITe/RCwgfD4N/obSQ1aqIjuMnFPaB5Qzy/+QDp/qqPC5Rc/zqLgGYNEH7kT6QGZ8T78f30I3iuWYGwG/eR7pdx7Jz4+y/r8PxBxgcI+RnHXhuy7PhelSXHc06WnNLnHAt0I0b23LlzeP/998UxaxQNnQQ6BV5buHChqIUs2LQHnP6XWYqIiECHDh3g5OQkRDi5zZO7PAl2X19fUWTnzp3CfZ1+p7/Rv0m8jx07VvxOVnsKEkfu7HTE25UrV3D79m2sX78eZcuWRUJCgjhTnc5YJ/Hv5eUl9rVfv34dc+fOFRZ8YxMLdGOJKT+/0hcmpRJkbvIjw+zk2DE3OW5Uitllzo6s6Yf+eizOMH+RnJol4KCYUCxbMgDjOk3HpcLlUblULgxpVw55yr+O+A+GIWH4v1HXXzFEgW9WQGKnLogfM16TK0f/XnCOjUHUul9Bx7D5t22OsFMXNEeeOcVEI9frRRCz6Ee8aNcRvh8Phcu9uzpWbs+flsB36gQ8v/+PznnpPhPGwP3IIUQc+VOnVeRKTx8Fwq7c1v37hDHwXL8WYbdC5CeaVkmec3IYmZscN17n7JcbC3Qjx/bq1avCov348WNh7abAbRQkjlLp0qUxbNgwEaQtqxQWFiaCwVEQt+DgYGGBz5s3r052CkRHlvPo6Gi0adNGWMQpErs6kfgml3g695yitpObPB31pk5kmScxTvXQ+ev0wYCOYevXr5+RvVVlZ4EuhU3RhfhhKDc8zE2OG79EMDd5AvIl+X59NbvQyAQs33kd17Qivb9cYu6a0Yj38MaUDpPweuFATPK8Db/B/RGx/yhSylfUOzg+0yfDY8NaRBw8gfSgIDg/uI/AOm+KM8/JOo6UFARWLSfc2WO//EbU5/3VF/D+30yEXb6N9Fy54HZgL3J26yQEenLNWkBSEgKa1EVqkaKIXqEbVyewUhkkdu2O+LG6J+t4bP0VOQb2QfjZy0grpNpCSJHkAxrWQWqBAoheoxucV2/HssjAc06OHHOT48bPVvvlxgJdfmwdpiQLdPsban4Yyo0pc5Pjxi8RzE2egHxJvl/1s3v0LBaTfjqVZcbgv69j1oYJuJWvJB4HFESjm0eR3LQ5opep4uC4njkl9oC/vA9cXaFTeBgCGtcVkdaTGjSG+87fROA2cm9P980hsrlv2wy/Ab2FSE/PkQMeWzeLgHBx02apqklPh1/PLnA7cRwv3mkP1wvn4XrjGiJ37kdKhQzjhMuN6wh8uzoi129GcoNGun1KTla1A0Dc6HFI9/aG14plcN+9A5GbdyClhvEn3GQGjeec/jnH3OQYZVWK55wcT6VzY4EuN64OVYoFuv0Nt9IXJqUSZ27yI8Ps5NgxNzlu/FHIMG7bjt3DlmP3Xpm5+LO7eO/EGuSODkVU/aYoOH+mJjp67jx+iBs5FvGjx2VZh1NoKHxmT4Pb2dNIKVsecROnIi1/AZ38bkcOwfvreXCKjMSLjp2RMGgIoOU5iORkeH/zFdy3bxVR2+PGjkdKNVWcHXWi/ezkyk7u6mrxr/07RXL3+XwG3HfvhHN4GFKLlUDcuElIatbCMFgG5OL71QBImWRhbnLceJ2zX24s0OXH1mFKskC3v6Hmh6HcmDI3OW78EsHc5AnIl+T7VT+7NftuYt+ZR/oz/pujSbXX0K1xKYPzO1pGnnNyI87c5Ljxs9V+ubFAlx9bhynJAt3+hpofhnJjytzkuPFLBHOTJyBfku9X/ewMsaBr19KuTjG0rVNMf8UOmoPnnNzAMzc5bvxstV9uLNDlx9ZhSrJAt7+h5oeh3JgyNzlu/BLB3OQJyJfk+1U/Ozr3fOLSrPegv1zD9P41UDDIR3/FDpqD55zcwDM3OW78bLVfbizQ5cfWYUqyQLe/oeaHodyYMjc5bvwSwdzkCciX5PvVMHZz1pzD9RDdc9EzKxlc2B+ju1cxrFIHzcVzTm7gmZscN3622i83FujyY+swJVmg299Q88NQbkyZmxw3folgbvIE5Evy/WoYu2cR8Zi18iyi45OzLODn7YZxPasiT4C3YZU6aC6ec3IDz9zkuPGz1X65sUCXH1uHKckC3f6Gmh+GcmPK3OS48UsEc5MnIF+S71fD2ZFIpzPRM7Okk+W8d4tgFucG4OQ5ZwCkTLIwNzlu/Gy1X24s0OXHlksyASbABJgAE2ACTMBuCIT8E43jF58gNiEJvl7uqF0hPwrn87Ob/nFHmAATYAJMwDIEnNLT09MtUzXXygSYABNgAkyACTABJsAEmAATYAJMgAkYSoAFuqGkOB8TYAJMgAkwASbABJgAE2ACTIAJMAELEmCBbkG4XDUTYAJMgAkwASbABJgAE2ACTIAJMAFDCbBAN5QU52MCTIAJMAEmwASYABNgAkyACTABJmBBAizQLQiXq2YCTIAJMAEmwASYABNgAkyACTABJmAoARbohpLifEyACTABJsAEmAATYAJMgAkwASbABCxIgAW6BeFy1UyACTABJsAEmAATYAJMgAkwASbABAwlwALdUFKcjwkwASbABJgAE2ACTIAJMAEmwASYgAUJsEC3IFyumgkwASbABJgAE2ACTIAJMAEmwASYgKEEWKAbSorzMQEmwASYABNgAkyACTABJsAEmAATsCABFugWhMtVMwEmwASYABNgAkyACTABJsAEmAATMJQAC3RDSXE+JsAEmAATYAJMgAkwASbABJgAE2ACFiTAAt2CcC1ddWxsLGbMmIGjR48iPj4epUuXxujRo1GlShWjLh0XF4euXbuiT58+6NChg1FltTN/9tlnSE9Px+effy5dh7UKmoPdhg0b8MMPP+DJkyfImTMn3nvvPQwZMgROTk5Gd8NW2JnKjebHm2++iZiYGB1G77//PsaPH2+33KhjprLThvP777/j008/xZo1a4y+39X1OMqco/4uXrwYdL+GhoaiUKFC6Nu3Lzp16mT0fKMCSuVmjvll6Jr2xx9/oH///rhy5YoUQyr07NkzMQZz585FjRo1pOsxR0Frsfvzzz+xZcsWREREiOd17969ERAQYHQXlMLOGtzu3LmDr7/+GidOnBDP1saNG4v3HFvmZq7nQXh4OJYvX46bN28KHh07dkS1atU08yk5ORnz58/H1q1b4ezsjJ49e2LgwIFS7yhKmXMv3yxPnz7Fl19+iUOHDuHFixd4++23MWrUKLz22mtG3VeO+B5sDnb65qAxg6DUZ6sxfTBnXhbo5qRp5brGjBmD27dvY/jw4eLKq1evxqlTp7Bjxw4UKFDAoNYkJibio48+Eovb7NmzpQX6t99+iwULFqB9+/Y2IdBNZffbb78JgdS2bVvUrl1bfCShv02aNEkIdWOSLbEzldv9+/fRrFkzIZj8/f01mHLnzo2CBQsagw22xI06Zio7NRx6ILZq1QpNmjTBtGnTjGKmzmxL7EzltmnTJnzxxRcYO3Ys8uTJgyNHjuCnn34S6xXNRWOSkrmZysnQNe3atWtCWEZGRuLGjRvG4NPkpbL9+vXD5cuXsWLFimwX6NZgt3PnTiEc2rVrJ+bh5s2b4e7uLgS7l5eXwRyVxM7S3P7++2/Bq1y5cuKjWlRUFObNmwdvb2/Qfe3h4WGT3MzxPKB5QAYVmkt169bF2bNnxUcMMhqQSKVE7yM0z+hdhd4JZ86cKe47+iBuTFLSnNNuN30geuedd4SB5MMPP0RaWpr4mEPPSPookStXLoO66YjvweZgZ8gcNGgAAJt7nzO0X6bkY4FuCr1sLJuUlCQsZytXrkTlypVFS2iRqVq1KsaNG2eQSKSv+AMGDICLiwvOnz8vLdDpqxe99NLDsnr16ooX6KayS01NRdOmTYVIGjFihGYW0IuEj4+P+FBiaLIldqZyIyZk+Z06dar4kGRKsiVu1E9zsFPzopctsmDSCz+9mBibbImdObj16NFDvLAOGjRIg4o8hvLmzSte5gxNSuZmKidD17TDhw/j448/RqlSpXDhwgUpgf7w4UMhtgIDA8VzJ7sFujXY0TXq168vrJf0cYPSrVu30Lp1a/FiSlZhQ5KS2FmDG3kI0jq3b98+zUcMmnedO3cWH93atGljCDYoiZu5ngcktkmUk9eLq6ur8F589913xbpGcyokJES8p9BHFPKOpET3L3kfHD9+XJQxJCmNnXabyXuA5sGBAwfEhwpKZBVu0KCBMFx98MEHervoqO/B5mCnbw7qhf9vBiU/Ww3tgyXysUC3BFUr1BkWFoZatWph3bp1GoFOX8TIvYluGnJ10pdIJJHVhAR9xYoVpQU6WYznzJkjLFRkBVW6i7up7OgrLVmOihYtqmP5oIcgbTVYv369PvSa322JnancqNM0N+jFdOnSpQYzyiyjLXGj9puDHdVDLyKDBw8WbsHkvSGTbImdObi1bNlSWFm0BTpZnkhk/u9//zMYoZK5mcrJ0DWN7t9KlSqJdY5eqmQs6GTZIk8a8rYiL5DsFujWYEdbevbu3SsEOVnNKZH1iVz7jfHkUBI7a3AjIU7vFOTCrE4098go8cknnxgkwKickriZ63lw7NgxYSEuU6aMho1akH7//fdYu3at+BhOVnX6GEaJ7nMy4pAHkdqwo28BVBo77fbSHHj8+LH4SKGdatasKdaW6dOn6+ueMBY44nuwOdjpm4N64f+bQcnPVkP7YIl8LNAtQdVKddJLp5+fnxDHZL2ml82DBw9iz549Ou7DWTWHFmval0SJ9sPJurir66H9TbYg0Km/prJ7mSm53tWrVw/du3cXX6gNTbbGzlRutBA/f/4ctDeO9gMXK1ZM7GU1VmzaGjdzzDnaI9eiRQvQf0l00n472l5BY2JMsjV2ps45ssLt2rUL3333HUqUKCFcimlrwM8//wx6kTM0KZ2bqZwMWdPUDH799Vdpga6u49GjR2jUqFG2C3Rz3JuGsNPOQwzoeU1u2vS8VgsofXNRaewsPee6desm3Nm1P+hevHhRWIqJH3mtGZKUxs0Sc468UegdjNzaiQ991CBxTdsXtRM9O8iTw5bZqfszcuRIXLp0Cbt379Z0kT4c0XORXN6HDh2qd3o46nuwOdi9DPflOagX/r8ZlP5sNbQf5s7HAt3cRK1Yn9oKQV+UKdGDjKwR5cuXN7oVpgh09cVsSaCbkx31n7wWyHJOL1v58uUzmr+tsDOFW0pKivDweP3114WLK7ln04v+tm3bxJ50cgE1NtkKN+qXKeyoPL1wkWWEtlGQFeSff/4RwYHIzZPc/IxNtsLOVG70IYMscdevX9cgmjx5sviYJpOUys1UTi+zeNWaZopAV19HSQLdmuwosOOyZcvEh8off/xR3MvGJqWwszS3r776SjwbKNAZfZykvcUkLmndo2112nFMDGGoFG7meB6o+3v37l3QenbmzBmxt5w8WyiRtwtthSKRrp3Iu5K259Ez2JikJHbqdm/cuBETJkwQfaatI/TxmraAkaGKttOVLFnSmC6aZKiytfdgc7LLag4aBR8QH5hsxchnbN9k8rNAl6GmgDJkgaS9leQ6RxZIcpsjNx9yHyaRTu6bxiRHEujmZkcuUr169RJfbCmKu0yyhYXJVG60z5VEUvHixXW2BtB+YAqSRC+txiZb4EZ9Mgc72tJCHi8U9Ef9EYjcY2m/obHWYGqTLbAzlZv6RZUsleTiXqRIERHQkf5NL7CG7mHVnpdK5GYOTtp91Lem2ZNAtzY7sjKRePjll1+EpY9EqKH7gZX0ccMa3Oj9huLk/PXXX6BAorQtgK7bpUsXqQCZShGZ5mRHe6jpfqTnAvEh93X6CE4fdGmvOc0z7UReCRSTw9h3FaWw0+4LxUGgOEC0fYS8UEig0wfZOnXqSG2jc6T3YHOyy2oO2uv7nLH9ks3PAl2WXDaXI5ceWpjIfYkeXJRIANHeSvpqSJFOjUmOtDCZkx25UxHzwoULi+NOKOCeTFLiS//L/TAnN+26yfpLX3PpCCJjky1woz6Zyo6OuKGXKrJ6UNAfdVL/ndzV6EXWmGQL7EzlRvcncSMLXPPmzTV4aG8i1U176IxNSuRmKidtBoasafYk0K3NTs366tWrYh++Ma7aShLo1uJGwc/ogxEFPVu1apXwRCJPNQqGZmxSisg0Jzs1AxL99LGbPKzISEP/W7JkifggqZ3IxZ08itTBCg1lqBR2mbWXtj1QPAzaS07vEfQBtmzZsoZ2TZPPkd6D1Z02Fzuq7+U5aOwAKPHZamwfzJmfBbo5aVqxLjpKgxbgl18w6UX9wYMHQvAYkxxpYTIXO/oCSYHhKMopvbAGBQUZg1wnry0sTKZyi46OBh3R9PKZx+SiRhYlspIYm2yBG/XJVHYUAJJcYadMmQKygKgTMaVz5SnQI3lxGJNsgZ2p3MhaSdY2igRNnhvqpHbvo4jQnp6exmBTpOeBqZzUAAxd0+xJoFuDHXGlI8MosKh2om09FDiOntvGJCWIJWtw02ZCfaaPbOQxSCcJyCQlcDPH84DqoPlEMYh8fX01KOhUCvKkJMs5ubxTzBeKgK8+E5yeI3TSDn0UJ6FuTFIKu6zaTH2jmBZ05BwFUZVJjvQerM1Hlp2+OWjsGNjCO4mxfTIlPwt0U+hlY1n6Qjh+/Hjh2qO9+NKiSxHZFy5caFTrHGlhMgc7CmpBLwnkwUBf9StUqGAU75cz28LCZCo3+phEUWbphUHtok3B9WhvYXBwsHDNMzbZAjfqk6nsqA66tynyLu0NVicKfvbRRx+JD3LGzkFbYGcqN/p4RkdYkTs7WSvViSLhnzt3zm68NkzlRFyMWdPsSaBbgx0dh0ViiQIU0lpHifZTU2BR+kBJH5GMSUoQS9bgps2EONHzlqzPZCWWSUrgZq7nQbNmzcRxYnR6jjrRNjsKvkqn+1DMl4YNGwoPIvUzg2KY0LYoehYbGphQXbdS2GU17osWLRIxWmh+yMQBonod6T1Ym6MsO31z0Nh71BbeSYztkyn5WaCbQi8by9JZj/Q1mQJt0VmXTk5O4ggmeiElwUjBuMh6RAuVIYtVVgvT7du3RS8NCbZhKzeXOdiR9YC2EfTr108ITO2kDtJnb+xM5UYvDGqRRPET6N90ZjzNWfIGUR/7Ym/caG6Yyo7qIC+DUaNGCVd22rt6584dsX+1XLlymv129sbOHNwoWjF5FdEHjoCAACHMSTDRBzYS6pRsnZs5OBmypqnXuawEOlmKyXWbtvzoEwBKeeG3Bjty0yaBTkdC0bwjNuR+/OTJE+F9Rc9xW2NnDW7q+UZB4eg+njVr1n+ij9saN3M9D+ij7MSJE4VHAT0PTp48KeYUWdHpiDFK5DlEx2mRSCdLO/2bXNvVot4W2WX22k3bcqjPtAVs2LBhOln4PfjVQsUUdobMQVt/tmajzAML9Oykb+K1KeAWufLQCyft/aCXIu3jM0h002JFX1X1pawEOoluSitXrtRXhSJdP7NqtKns6FiwrM4AVv/dHtmZyo1eSOnYKzqblQIjkXs2uXdqux/bIzeah6ayozrI+4AiP9Mco8CQZCGhCLbk6kjJHtmZyo1eQOhjGn3ApKBTdHYw3b8klNTBueyBm6mcDFnT9Al0teg25MhOpQh0c9ybhrCjQErkWkzzkLwVKOgjfXArUKCAwGqL7Kw15+hDOG3nIfdtMkZoJ1vkZo45R3UQDwquSs9VeobSsWLk5q2dKJI7WZaJHwXFpK1Q6lg5tsru5fc6OlqO9trTB4iXtyzxe/CrX91NZadvDtrDs1Wv+LFQBhboFgLL1TIBJsAEmAATYAJMgAkwASbABJgAEzCGAAt0Y2hxXibABJgAE2ACTIAJMAEmwASYABNgAhYiwALdQmC5WibABJgAE2ACTIAJMAEmwASYABNgAsYQYIFuDC3OywSYABNgAkyACTABJsAEmAATYAJMwEIEWKBbCCxXywSYABNgAkyACTABJsAEmAATYAJMwBgCLNCNocV5mQATYAJMgAkwASbABJgAE2ACTIAJWIgAC3QLgeVqmQATYAJMgAkwASbABJgAE2ACTIAJGEOABboxtDgvE2ACTIAJMAEmwASYABNgAkyACTABCxFggW4hsFwtE2ACTIAJMAEmwASYABNgAkyACTABYwiwQDeGFudlAkyACTABJsAEmAATYAJMgAkwASZgIQIs0C0ElqtlAkyACTABJsAEmAATYAJMgAkwASZgDAEW6MbQ4rxMgAkwASbABJgAE2ACTIAJMAEmwAQsRIAFuoXAcrVMgAkwASbABJgAE2ACTIAJMAEmwASMIcAC3RhanJcJMAEmwASYABNgAkyACTABJsAEmICFCLBAtxBYrpYJMAEmwASYABNgAkyACTABJsAEmIAxBFigG0OL8zIBJsAEmAATYAJMgAkwASbABJgAE7AQARboFgLL1TIBJsAEmAATYAJMgAkwASbABJgAEzCGAAt0Y2hxXibABJgAE2ACTIAJMAEmwASYABNgAhYiwALdQmC5WibABJgAE2ACTIAJMAEmwASYABNgAsYQYIFuDC3OywSYABNgAkyACTABJsAEmAATYAJMwEIEWKBbCCxXywSYABNgAkyACTABJsAEmAATYAJMwBgCLNCNocV5mQATYAJMgAkwASbABJgAE2ACTIAJWIgAC3QLgeVqmQATYAJMgAkwAcMIHDx4EM7OzqhXr55hBTgXE2ACTIAJMAE7JcAC3U4HlrvFBJgAE2AC1iPw6NEjNGrUSOeCXl5eKFmyJLp27YqOHTvCycnJeg3Khivt3r0bw4cPR8+ePTFhwgSDW5CcnIzWrVtjzpw5qFixIho2bIjHjx+L8t7e3ihUqBAaNGiAPn36ICAgwOB6OSMTYAJMgAkwAVskwALdFkeN28wEmAATYAKKIqAW6Pnz58c777yDtLQ0/P3339i/fz8SEhKEuBw7dqyi2mzuxkyaNAnr169HsWLFsGvXLoOrX7VqFU6dOoUFCxaIMmqB/sEHHyAmJgYnTpzAvXv3kC9fPqxYsQJFihQxuG7OyASYABNgAkzA1giwQLe1EeP2MgEmwASYgOIIqAV6lSpVsHbtWk377t+/j/bt2+PFixc4dOgQ8uTJo7i2m6tBjRs3xsOHD0V11Ff6WKEvxcbGomXLlkJ4Fy1aVEeg37hxQ/w7NTUVs2fPxsqVK/EyX3318+9MgAkwASbABGyNAAt0Wxsxbi8TYAJMgAkojkBWAp0aSpbzzZs349tvvwWJWHtMJMypb/Qxgvo6Y8YMvPvuu3q7+vXXXyMyMhKTJ0/W5FVb0NUCnX4gN/hmzZoJ13eq/4033tBbN2dgAkyACTABJmCLBFig2+KocZuZABNgAkxAUQReJdD/97//4aeffsKXX34prMX2mMhrYMqUKVi9ejUGDBiA+vXri/6+KoWGhqJdu3bYunUrgoKCXinQ6cdZs2bh559/xsiRI8U1ODEBJsAEmAATsEcCLNDtcVS5T0yACTABJmBVAq8S6P369cOxY8ewYcMGEQSN3Lq/++477NmzByRSyRWcLM+Uz9XVVbRbXR/tw+7UqRNmzpyJ06dPgwLPkcgnkeru7q7pI7nQf/HFF9i5c6fY/07W5qpVq2LRokViD/yBAwc0ef/44w9x/cuXL4vAdW+99RZGjx5t0t7uYcOGCbf2c+fOoW/fvrh16xboOhSZPatEe9bJ5Z/KaqfMLOj0+y+//ILx48ejQ4cOwuVdndatW4c1a9YgJCQE/v7+qF27Nj799FMEBgaKLNQWCkLXuXNnTJ8+XedaZMEnFsuXLxccODEBJsAEmAATyG4CLNCzewT4+kyACTABJmDzBDIT6BERESDx+NVXX6FEiRL47bffhGClgHEU+Kxu3boiyjsJyKNHj+LDDz/UiFV1fRT9/ciRI8ibN6/Yf01Cm3775JNPQOJdncaMGYNt27YJIUqJrkURz0ncp6SkCAFOafv27eL/FyxYUERGj4qKEqI+R44cory2JdvQQaE94jVr1hR7yDdu3Ii5c+fixx9/FIK6fPnymVZz9+5d9O7dW1zbx8fHIIFOHwAGDRok2v3999+LMiSuSWQHBwcLgU3Mf//9d/Fxgqzt6tSmTRvxMYQ+lKg/gtBvrVq1QnR0NA4fPvzKjwmGsuB8TIAJMAEmwARMJcAC3VSCXKv+Ib8AACAASURBVJ4JMAEmwAQcnkBmx6ypoZAYXrx4MUqVKoWrV68K0UwWbm0X8IEDB4JE6759+0QxdX1k4VYfQUbi/tmzZ2jSpAlef/11IYYphYeHC3HarVs34WZOif5LHwcoijxdnxJZ7sn1nKKhU7R1tTAm0U4W+SFDhuCjjz4yeizPnz+PLl26aI5X27t3r/jQMGLECCGoM0v0e61atdC9e/f//JyVBZ0s8iTqqa9k8aYPA3Xq1BFHse3YsQMeHh6iLvo4QB8JtAPVEf/58+dj6dKlogylO3fuCG8ER4iwb/SgcgEmwASYABPINgIs0LMNPV+YCTABJsAE7IVAZseskRgkMUxHjmm7o2v3mdzRydV84sSJuHnzJq5du6Yj0MmyTYJX+/xvEvgkytVu65cuXRKif+rUqeLMdUrqPeEkxCtVqiT+pj6nvHr16sIar05JSUlijzz9nSKlG5u++eYbLFy4UIjitm3bCks1ieCs6vvrr79E4DyydGtbs9XXzUqgk5WbPmRoW9BfbisFq6MPH1Q37YevVq2aDk/1dgH6o9r6/uuvv6Js2bLGdpvzMwEmwASYABOwCAEW6BbBypUyASbABJiAIxHIzMWdrNEkzkn0klhVp7CwMLFnmizCJMjj4+Ph4uIiLMLqyOXq+sjSrj4fXF2+Z8+eIpq5WqCTm3qNGjWEBV0dDZ3Euvoa6r3YP/zwA+bNm5flsBh7frm6IrKCnz179j/1urm5ifPNycKtnSh/r169hBdBZikrgU7R20nYa+9Bp48L5ElA2wDoQwWxVbOko9uIizrRxws6T/348ePiwwAFqEtMTDTqzHZHmtPcVybABJgAE8geAizQs4c7X5UJMAEmwATsiEBmAv3ixYviqLF69eqBxDElOhedgpXRsWF0LBkFjSMLN+0ZX7Zs2X8EOgWOU+8fz0qg09/HjRsnjh8jC3Z6errYa07/nyLIq5NaoJO1u2nTpmahT27ztP+cPgJQoDt1ImFOAePomtR/dSIX/iVLlggX+6xSVgJ9zpw5wkWdRDq5pZM4J9FN2wboGuQVQHveqU20n/9lgU4fSuj4N7o+fYwg/sOHD8fQoUPNwoIrYQJMgAkwASZgDgIs0M1BketgAkyACTABhyaQVRT39957T1iXKQAb7RsnV3aK5k7WbQpkpk60Z5zc0l+2oFMgOAoIp51etqCT6O/fv7+on9zHyYLcvHlzEcmcor6rk9rFPbO94eTmTYms08Yk2uNOe9dJKJPVXp3Ic4A8CN5//30ReZ0SeQhQsLZp06ZpXM8zu1ZmAp3K0n5x6ivtN6ege+q98x9//DEGDx6sqYp+J2YvC3Syrr/99tvCcl68eHHhkk/bBwoXLmxMlzkvE2ACTIAJMAGLEmCBblG8XDkTYAJMgAk4AoGsBLpawJIoJGs2Ce6DBw+KYHCvvfaaQEOu7hRMjY5KkxHoJHhJrJLVmoLKZZXIskyW5pw5cwq38Fy5coms6j3sZFH+9ttvjRouOrZs1apV/znjnfbIUxA4EtK0H5wSfZigvtPRb69KLwt02qdPrvkU/I1+U5cnj4PPP/9cHEFHe8spkes/HfNGQv5lgU6/029XrlxBgQIFQC741CZOTIAJMAEmwASURIAFupJGg9vCBJgAE2ACNkkgK4FO7uYtWrQQUdlJlJMVe9asWeJ4NbLm0hFrdOSar6+vOO6LrO30/7XPQddnQd+0aZNwcS9XrhwqV64sytO+7yJFiogzwenf6rRlyxbhIk5B50iQk6AnizOJYHI7p0jzxiSy1NO+buqDWvCry5O1nALf0f5wPz8/wYFENvXdEIFOHzPi4uLEB4zbt2+Lo9QomJ36OiS0aQsBBdKja9ERa7Qvn/aXE0sKAteoUSOdS6lZ0R/Jsk8Wfk5MgAkwASbABJREgAW6kkaD28IEmAATYAI2SSArgU6dIeE7adIksW+azisn4UhCkaKdk3s1BXejRNZosgjTXm5jBDoFmSNXejqCjT4IREZGCndySuoj1ei/6kRB0sgKTdHjyQWe9m7TRwB9wvnlgXny5Ik4to1EPe2hfznRfm/a900fJJ4+fYq///5b7AHXl9QWdMpHHxpovzi5t/fo0QOenp46xffs2SOs/vSRgD460AcD+h+53GsHk1MXiomJEZZ94kMfDmTOfdfXfv6dCTABJsAEmIApBFigm0KPyzIBJsAEmAATyGYCFHQud+7c4qgzOiudEgVQo/3oZCH+7LPPxPnh2ZnICk77vvPmzZudzRAfMOgDALWFAs5xYgJMgAkwASagNAIs0JU2ItweJsAEmAATYAJGECDBSQHQaH+5em81WYpPnjyp2YutfcybvqrJjZyObtOX6Ji0N954Q182RfxOe9/JYk5eCxQYjqzu5OLPiQkwASbABJiA0giwQFfaiHB7mAATYAJMgAkYQeDu3btCcJLFnNzcKdE+bXJd79KlizgGzZik7WL+qnKzZ882Ouq7Me0wZ14K1kdu/OQiT14Fw4YNM2f1XBcTYAJMgAkwAbMRYIFuNpRcERNgAkyACTABJsAEmAATYAJMgAkwAXkCLNDl2XFJJsAEmAATYAJMgAkwASbABJgAE2ACZiPAAt1sKLkiJsAEmAATYAJMgAkwASagIAJz5gALFwIJCUDPngD9283N8Ab+/jvw2WfA/ftA/frAkiWAdrDH5GTV7ytXAi4uwIcfAmPHAk5OGddo2xbYvl33mhUrAufPq/5GdYwZA2zcCISHA6VLA1OnAm3aGN5OzskE7IgAC3Q7GkzuChNgAkyACTABJsAEmAATEAQ+/xwYNw4YPx6oXl31XwqOOH++YYCOHgUaNgTeeQfo1w9Ytkwl1P/4QyXGKX3wAbB8OTB7NlCkCPDRR8CoUcDw4RnXKFhQla9Jk4y/+fgA5cur/j15MrB6terjQY4cwKpVqn8fPw7UqGFYWzkXE7AjAizQ7WgwuStMgAkwASbABJgAE2ACTACxsSpLNwnrBQtUQK5cASpVAp48AYKC9EOqWxeIjgbOnQPoCEeydBctCnzzDdC+PXDnDlCqFPDFF8CIEar6duxQWeqfPgVcXYF//gHy51dZy8lqnlkiYU8fE7p1y/i1UCGge3eVaOfEBByMAAt0Bxtw7i4TYAJMgAkwASbABJiAnRPYtQto0QI4cwaoWjWjs2XKAJMm6YrhzFDExQE5cwL/+x/w6acZOQYPBtLSgMWLge+/B4YMAej0CLXgp9/8/IC9e4G33lK5tpPwjoxUCfbMkrc3sHRpRpuojnz5ALoWubpzYgIORoAFupUHPDQ0xspXNOxygYE+ImN4eJxhBTiXhgCzk5sMzE2OG5VidnLsmJscN55zzE2egHxJvl/l2Km5xS/4Dr6jPsbzkGc6e879unVESrXqiP90zCsv4Hz3DnLVrIzITduR/HY9TV6vhV/B/dB+RG3aDu/Z0+C5YR3C/7qqU1dAnTcRP3wEXnTuBu/PZ8Br2RKk5S8Ilzu3kJY7DxI7d1Nd/9+98H7vd4XL/XuIXroSaXnzwnvBl/BatBARR04itUQpORASpXjOSUCzgXeS3LlzyHUsG0uxQLcyfBboVgZuhcvxgi4HmbnJcWOxxNzkCciX5PtVjh1zk+PG65wct8ehsbgaEoWYhCRU+H0Nqm9YhPA7j3Qq8+v3PtLy5EHs7C9eeRGXq1cQWP8thO8/htTyFTR5PZf+AK8VPyHi8En4TBoH96OHEXHwuE5d/k3r4UW7TkgY8iFydm4Hl+vXED9yLFJLloLbn3/Ae+5sJAwcgrgpM0Q5p7AwBDSsDZcnf4t/p7u4IPrnNUhq2kIOhGQpvl/lwCmdGwt0uXF1qFIs0O1vuJW+MCmVOHOTHxlmJ8eOuclxY7HE3OQJyJfk+9Vwds8i4rF853VcD4nUFGp6cQ96Hl+NmbO3oneLYOQJ8Ba/5RjcH+menoj98ptXC/S7txFYswrCj55CaungDIG+6md4L5iP8FMX4D1rGtwPH0Dk7kO6Ar11UyQ1bIz4EaOF1TzdNwfS8ubT5PGZORUk9MOu3Aa8vODXpwdcz51B/EefCgu75+Zf4H5gL6JWbUBynbqGgzAxJ885OYAvcyMvC6+li+GUmIDEd7sibtJ0o04OcN+7Cz4zpsL5YQiSa9dBzLyFSM+TJ6NxycnwmTEFnhvXiY85Cf0HIWH4CJ2TA/x6doHH7p26HVKfHECBDosVy7qz9+6pYi1kY2ILupXhs0C3MnArXI4XdDnIzE2OG4sl5iZPQL4k369y7JibHDde5wznRuJ81sqziI5P1ilU/c4pjN86Gx2Hb4C3nzfG9awqRDq5uKcWL4G4ma8OvuYUG4Og4gURuWELkus31NRN4stz0wZEHDoBryWLQP8Ov3hD59rk4p7YoxcSPhiWaUfcDuyFf9eOCD/0B5ySkxDQpB4i9hxCSqUqmvx+PTrDOTwckTv2GQ7DxJx8v8oB1ObmtWA+6ANM/CcjkVK5GnxmTUNS3fqImz7boMrdTp5Azg6tkdS8FRLf6wmPtavh8vABInfs15wc4DvyY3iuX4248ZORWqgwfCeMQcLQ4UgYMFhzjcAKpZHYqy+S6jVAQIBqGy/UJwe8eAH89dd/2/Pjj6ogh3fvAp6eBrXXUplYoFuKbBb1skC3MnArXI4XdDnIzE2OG7+4Mjd5AvIl+X6VY8fc5LjxOmc4tzlrzulYztUlg2JCsWzJAIzrNB2XCpdHcGF/jO5WGbnKlkT8B8OQMPwTvRcJfLMCEjt1QfyY8Zq8Ofr3gnNsDKLW/QoSU/5tmyPs1AWkFVVZJJ1iopHr9SKIWfQjXrRqC7fjR5Fc+20dC6rHL+vhN2SAEOUu9+7Cb1BfhD4MBTw8NNeh/e1eK39G2NU7ettprgx8v8qR1HALeYqgciWR0L0n4mbNFZXR9gbavhB26RbSc+XSe4GcbZvDOSYGEfuPak4OCKxaTmzJSGrVBs737iKwZmXETZmJhMGqD0Du+3Yjx9CBCLtyRwQidHr6FEHlSyH8wHGklisPg1zcY2KA4sWBmTOBgQP1ttPSGVigW5rwS/WzQLcycCtcjhd0OcjMTY4bv7gyN3kC8iX5fpVjx9zkuPE6Zxg32nM+cempLDPPXTMa8R7emNJhEtKdnLEw32MUHT1UiJ+U8lkceaZVm8/0yfDYsBYRB08gPSgIzg/uI7DOm8JyKazjKSkg8UTu7GqXee+vvoD3/2Yi7PJtwN0Nud4ogZhvFuPFOx1UNaenI2eX9nA9cxph1+7C7fSf8O/QGpFbdiC5Vh1VnpQU+DdXWe0j9x0xDIYZcvH9KgdRzS3mly3CMyJi72GkVKysqSygdjURFPBFh3dffYG4OASVLIS4idNE/AJ18h31iTg5IHbe1/BcvhS+Y0Yg7OrdDMGflqby9ti4BSlv1oD77p3io8/z2w+FYDdIoE+bBqxZA1y+nPVpA3J4pEqxQJfCJl+IBbo8O6WW5AVdbmSYmxw3fnFlbvIE5Evy/SrHjrnJceN1zjBu247dw5Zj97LMHPz3dczaMAG38pXE44CCaHjjCFKatUD0slWijOuZU0grUFD8L7PkFB6GgMZ1hSUzqUFjuO/8Tbj+kns77Sun5L5tM/wG9BYiPT1HDnhs3YyEQUMRN22W+N139Cfw2LIJ8R+NRFquXPDcsgnuB/YhduoslQU0Ph6BNSoJV3cS8enePnA/dACuVy4h+rsleNGpi2EwzJCL71c5iGpuSj05wClvXqBXL2DixMz3wsfHA6+9BsyZA/TrJwfBzKVYoJsZqL7qWKDrI2R7v/OCLjdmzE2OG7+4Mjd5AvIl+X6VY8fc5LjxOmcYtzX7bmLfGd0o7S+XLP7sLt47sQa5o0MRWqcxii2YrdlfmzuPH+JGjkX86HFZXtApNBQ+s6fB7exppJQtj7iJU5GWv4BOfrcjh+D99Tw4RUbiRcfOSBg0RLNfGElJIEu856b1cIqLQ8ob5RA3aiySGzbR1EGWed+pE+F29DCc4mKRVqAQEvr0F/uKrZn4fpWjrRHoc+bB5/OZCCPLtVbK7pMD/C+fA6ZMAT7+GJircr3XSYsWAZMnAyEh2b73XN0uFuhyc1G6FAt0aXSKLcgLutzQMDc5bvziytzkCciX5PtVjh1zk+PG65xh3DYcvI1df4YYlhlAuzrF0LbOK6JXG1yTfWbk+9X4cdU+2q/s3k2osf5bRF7X9erI7pMDhIv7uHHAN98AT5+KkwN00htvAO3bq/afKySxQLfyQLBAtzJwK1yOF3Q5yMxNjhu/uDI3eQLyJfl+lWPH3OS48Tr3am7p6ek4eeUpVu25gYSkVIMhT+9fAwWD/o1obXApx8nI96vhY53Z0X7qkwPGfbEbPdtU0Bztl90nBwiBvmsX0KIFcPEiUL58RkdPnwaqV1ftPS9b1nAAFs7JAt3CgF+ungW6lYFb4XK8oMtBZm5y3PjFlbnJE5AvyferHDvmJseN17msuYVFJWLF7hu4dDfMKLiF8/piSp/qRpVxtMx8vxo24lkd7ad9csCD4Cqqo/38vbL95AAh0FevBnr0AEiQV6uW0VFye9+3TyXQFZRYoFt5MFigWxm4FS7HC7ocZOYmx41fXJmbPAH5kny/yrFjbnLceJ37L7e09HQc/usxNhy6gxdaVnNfLzekpqUh4cWrLele7i6Y0Ksa8udiC3pWs5LvV8Pu16yO9qPS2icHlC4SiIket+E3uH+2nhyQO8gXaN4c+OMPIFT3OD8RHK53b2D6dMM6b6VcLNCtBFp9GRboVgZuhcvxgi4HmbnJceMXV+YmT0C+JN+vcuyYmxw3Xud0uf0THo/lO67h5qMonR/qlM+PLo1KIi4hGct3Xs/0PHRnJyeQuKcUlNMT43tWRU7fjPPG5UfI/kry/ap/TPUd7ffyyQGNbh5FctPm2XpygN+OrSoX93nzgBEjMjp59arKrX33bqBpU/2dt2IOFuhWhE2XYoFuZeBWuBwv6HKQmZscN35xZW7yBORL8v0qx465yXHjdU7FjSzje049FEepJaekaWCS0O7VPBhliwXqAH78PA5XH0QiNiEJLgCqBudBTFwS5m84j5RUlUgnV/cx3avAy8NVfnDstCTfr/oHVt/RflSD9skBUfWbouD8mdl6coBTxYqqKO1kRddOCxaoBHtEBJBDdWygUhILdCuPBAt0KwO3wuV4QZeDzNzkuPGLK3OTJyBfku9XOXbMTY4br3NAyNMYLNtxHQ+exmggOgFoVLUQOtQrDk/3zAV2ZnPu1LWn+H7rFU095YoFYninCnB1cZYfIDssyfer/kE15Gg/7VqaVHsN3RqX0l+xBXOIPeg2lligW3nAWKBbGbgVLscLuhxk5ibHjV9cmZs8AfmSfL/KsWNuctwceZ0jS/n2E/ex8+QDpKaprN6U8ufyRp8WZVCyUM5XQs1qzu05FYJ1B25rytYulw99W5WBkxPJfk6OPOeMGX1DLOja9SnhaD8W6MaMsIPmZYFufwPPL2ByY8rc5LjxSwRzkycgX5LvVzl2zE2Om6Ouc7cfR2HZjmt4EhavAefi7IQWNQujTa2icHMlx/VXp1fNuXX7b2HP6YeaClrXKoIOdUvoq9Jhfuf7Vf9Q3/07CjNWnNWf8d8cSjjajwW6wcPluBlZoNvf2POCLjemzE2Om6O+uMrTyijJc06eIrOTY8fc5Lg52jqXmJSCX4/cxf4zj5BhMweK5M2BPi2DUTiv4S66r5pzFCxu8dYrOH39mWZgejYrjQaVC8oPlB2V5Pv11YOZlJyKrzZeyDQYYWYlgwv7Y3T3Ktk+Q1igZ/sQKL8BLNCVP0bGtpAXdGOJqfIzNzluzI65yROQL8n3qxw75ibHzZHWuSv3wvHzrut4HpWogUV7w9u9XQzNqr8GF2fj9onrm3PJKamYv/4CbjyMFNcjD/dh7cuj8uu55QfLTkrqY2cn3ZTqBm29+ObXS7h0N8yg8n7ebqpz0AO8DcpvyUws0C1J107qZoFuJwOp1Q1e0OXGlLnJcXOkF1d5QpmX5DknT5TZybFjbnLcHGGdi0tMxvoDt3Hs4hMdSK8XyoneLcsgX6CcsDFkzsUnJmP2qnOgqO+U3F2dMapbZZQo+Or97fKjaRslDWFnGz0xbyvpNIFFW67g3M1QTcUNqhTAk+fxmVrTyXLeu0WwIsQ5NZgFunnng13WxgLd/oaVF3S5MWVuctwc4cVVnsyrS/KckyfL7OTYMTc5bva+zp29EYpVe24gKi5JA8jD3QXv1i+B+pULgs4ul02Gzrnw6ETMXHkWETEvxKV8vVQWT9kPA7LtVVI5Q9kpqc2WbktaWjp+/O0qTl59qrkURWbv2qikCDCY2dF+BYN8LN0so+pngW4ULsfMzALd/sadF3S5MWVuctzs/cVVnor+kjzn9DPKKgezk2PH3OS42es6FxX7Aqv33sSZGxmWSOprueKB6NUsGLlyesoD+7ekMXPu0bNYzF59FgkvUkVpOl99fM+qyOnrYXI7bLECY9jZYv+MbXN6errYfnHkQoaXR/1KBUBxC7Sj/yudGwt0Y0feAfOzQLe/QVf6wqRU4sxNfmSYnRw75ibHzV7FkjwNw0vynDOc1cs57YkdCZ0Tl/8BRVGPS0zRdNXH01WcEf1W2XxmO+7MWG7XHkTgyw3nkZKqCk9HgelGd68ML4/Mz1mXH1HllzSWnfJ7JN9CmrNr993CvrOPNJXQPO3Xusx/PDyUzo0Fuvw8cJiSLNDtb6iVvjAplfjL3LwWfgWvpYvhlJiAxHe7Im7SdMDNzeDmu+/dBZ8ZU+H8MATJtesgZt5CpOfJk1E+ORk+M6bAc+M6pLu4IKH/ICQMH6GKkPNv8uvZBR67d+pcM6VseUQcPK75m/P9e6KdLvfuIi1/QST06Y/UN8oa3E5zZOQ5J0eRuclxY4HO3OQJyJe0l/v1eVQCVuy6gcv3wnVgvBmcB92bvI6cPu7ykDIpKcPtz6tPsXjbFU1t5YoFYninCqBgdY6UZNjZK59Nh+/g9z8eaLpXrXRuDHqnbKZBC5XOjQW6vc5SM/aLBboZYSqkKqUvTArB9J9maHPzWjAfPjOnIv6TkUipXA0+s6YhqW59xE2fbVDz3U6eQM4OrZHUvBUS3+sJj7Wr4fLwASJ37AdcVOfG+o78GJ7rVyNu/GSkFioM3wljkDB0OBIGDNZcI7BCaST26oukeg00f0v39tEIcOd7dxHQtD6Sq72JlOo14b5nF1wvX0TEnsNILfOGQW01Ryaec3IUmZscNxbozE2egHxJW79f6Uizg+ce45fDd/AiSeVCTimnrzt6Ni2NKhaKmi7LbdefIdhw8LamnbXL50PflmXMZtmXnwnWKynLznottM6Vtp+4j81H7mouVqFELgzrUD7LDzZK58YC3TrzxqavwgLdpocv08YrfWFSKnENt5CnCCpXEgndeyJu1lzRXJfr1xDQsDbCLt1Ceq5ceruQs21zOMfEIGL/UYCOpElORmDVcoid/QWSWrUBCevAmpURN2UmEgYPE/W579uNHEMHIuzKHcDVFU5PnyKofCmEHziO1HLlM72m3/vdxN+jV6xV/Z6UhMBq5fHinfaIm/653naaKwPPOTmSzE2OG5VidnLsmJscN1ufc0/C4rB853XcehSlA+DtCvnRpWFJeHsa7h1mLEHZOUcuzev238beMw81l2xTqyja1y1ubBNsNr8sO5vtcCYN33P6odiKoU5ligTg43crwM1VZezILCmdGwt0e5qhFuoLC3QLgc3GapW+MGUjmldeWs0t5pct8O/a8f/snQd4k1UXx/9JVzrpBlpoGQXKKrSUvQoyRBCRpYAMFVRAUZElCiLIUAQF5weCIJRR9pAhe2OFsqHMQtl0j3Q3+Z5706RNm7bJbcab9N7n4VHInb9zcvOe9557DpIOHENes2BVG7f2ocj4bCqy+w8qewlSKTwDakA6YzYyx32kqus0+VNAJkP6oiWQrFoBp6kTkXD9XqHBL5PBs44vkjdtR17L1rDdvxcu77+D+DsPqcGuqdju2oG8Jk0hq134wOLWuQ1y23WgLwOMVbjOsZHm3Ni4mbuxxL7qirfkOsfO0BzZ5eXLsD8yFjtO3gf5f2UhwddI2qlGtdzZgWjZsiLcyKn/7zuu4Vz0C9VoI3o2oJHlK0OpCDtL4HP04mN6HUNZAnyrYOIbzSCxLTsegdC5cQPdErTTwGvgBrqBAZuge6FvTCZAotWQSm4ZS3+F0+RPEB/7Qu3OucuQAcgLbUWN9LKK+N5deLQJRvKWXcjt2FlVldxptz16CClbdsFh/mxIIjYg8cJ1ta7cOrRExoSJyB48BA4LvoH9n8vpvXKru7ch8/JG1uAhivFLuQtv+/cuuLzzFlIitiO3iFu8VgAqUInrHBs8zo2NGzfQOTd2Auwtze37+uBZGv7cewOxz9NViyYRTrqF1kT/TnVA0qgZo1SUW25ePhZtvIRbD5PpdEmYlo/6B6F5PU9jTN+kY1SUnUknX8HBT199ihW7b0ARKhDwr+aMyW8Gw0FSfrBAoXPjBnoFlaMyNOcGuuVJWegbkxCJP45Lx/XYFKRl5iDo73VoFfEbEu8WRgolc3Z5dwRk3t7lnkxbXb8G97C2SDx0EvlNg1TLlaxYBvu/ViLp2Fk4zpwO2xPH1IK9kYquPToju99AevJeZXA/6lqfMWka8gPqwebfM3BYOB+Z742DdNY3ahitz56B06zpsIk6j/RvFtA6xixc59hoc25s3LiBzrmxE2BvaS7fV2LQ7jx1H3vPxoKcQCuLj6cj3u4ViLq+VdghMLTUBzdpVi7mr43Ck3gpnYGttRiThwQbfS0My69QE32wq9AETNSYeEz8tuMqlOrr6+WIqUND4GSv3VUMoXPjBrqJFMuchuUGujlJS7u5Cn1j0m4Vxqn1IimD3suLjlW8mSelx+V/MPxUJ4WASQAAIABJREFUOObO30FdAL3dHOi/O48dDblEgvQffi5zclb37sC9TQgST0Qiv0Ggqq5k7Wo4LF2MxMhLcJg3G7bHDiN5/1G1vlz79EBO127ImDiFnprLnZwhq1pNVYcEriOGfsK1O4C9verfSaR4Eg1eEv4X5HZ2SNm6G7Jq1Y0Dkd8HZubMv6vM6PgddEZ0XOcYwZnJPnf7UTL+3BONZ4kZqoVaiUV4pY0/+rSrBRtr40dB15fOJaZm4Zu/ziE5PYeujRhrJEd6VXfFb7QlFn2xMyc2l+7E4+etV5AvU7xcIvKdNjQYVZzstF6G0LlxA11rUVbeitxAtzzZC31jEgpxYpzPW3MeqRm5alNqdTcSX+yYjwETIuDg4oDpw1tQI524uOfXqQvp3O/KXIIoPU1xl5y4mYd1VdUlLu6SLRFIOnoa9st/A/l74uXCu1WkInFxz3prJDI/UASOK15sDh+g9+MTj57RmEpNlJoCt7B2yOnYGelLfjUaaq5zbKg5NzZupBVnx8aOc2PjJnSdy8rJw5Zj93D4/COVSzCZM3ELJpHPa3o7sS+8gi31qXMPX6RjQfh5ZGYrotB7uUowfXio3lPDVXDJemuuT3Z6m5QBO7p+PxE/brqsipdAYiVMGxYCdxeJTqMKnRs30HUSZ+WszA10y5O70DcmoRD/bl2U2sm5cl6eaXH4c/kYTB84B1f8miLQzxVThgTDo3EAMj74EJkTPi13Ce4tg5A18A1kTP1CVdd59EiI09OQsmErSBo2174vIyHyEmS1atM6orRUeNT3R9pvfyC7d1/YnDqB3PYd1e6b223eCJdxY5D0z1EawI7kQJf51gBsC/PWkkjw5BQ/ee/hcueprwpc59hIcm5s3IRuLLGvyvAtuc6xMxYqu6sxCVi99yYSUrNUiyMn5f061kaPljU15olmp6B7S31zu3E/EYsjLqlOWMlLiKlDg8sNHKb7zE3fQt/sTL+i0mdAvD8WbbyInFxFMEM3ZztMHRYCb9dCb0Ft5y90btxA11aSlbgeN9AtT/hC35iEQJzcOZ+xIrLUqSxcNwUZdg6Y1X8m5CIxfqr2GLWmjKdp0/KaNit3CY5zvoJdxHokHTkNuacnxA/uw71DS5rznJ6O5+XRtGvEnV3pMu/w4/dw+HYuEq7eAWxt4NGoLtJ+/h+yX+uvGE8uR5U3Xof1uf+QcOMe/TupI50+A1mjP1DNybV7Z+TXrYu031eWO099VeA6x0aSc2Pjxg10zo2dAHtLoX1f0zNzsfHwbZy68kxtUfVrutK75kJx/TYEt7PXn2HZzsIgq03reOCjAaXnxWaXumlbGoKdaVekefSYp6n4fsMFlWeEs4MNPTmv7uHINF2hc+MGOpNYK1cjbqBbnryFvjEJgfjOkzHYfjKm1KkEPonGvIgvcbtaAB67+aLrzePI69kLqX+upW2sz0VC5uNL/2gqosQEuHXrRHOg53TpBtu9uwGJhLq3k3vlpNju3AaXMaOokS53dobdjm3IfH88pLPn0c+dpnwKu+1bkPHxJMg8PCDZvgW2hw8i/et5qtzpJBq8w68/QTr5c3qibrdrByQbw5G8fQ/yWrQ0Gmquc2yoOTc2btxA59zYCbC3FNL3lQTRWnvgFlKlivvYpEhsrTCoSwA6N/eBmIQ6F0gxFLd9/8Yi4sgd1So7BFWnLyZEAlp7RUVgKHYVnZc+2z96kY5v10VBmpVHu3WUWGPK0JAKXcsQOjduoOtTgyy0L26gW55ghb4xmZK4TCbHnccpWHfgFmJfFKae0TSnOi/uYdjpdfBKjUNch26ovXQ+NbJJ8fJ2gXTSNGRMmV7qckRxcXCcPxs25/9DXuOmkM74GrLqPmr1bY4fhcOSRRAlJyN7wGBkvj8OsCpIfZOTA3ISL9myESKpFHmNmkA6eRpyu3Yv7EMmo4HnSAA6cXw8cps1h/Tzmchr09aomLnOseHm3Ni4cQOdc2MnwN5SCN/XlPRsapifvxmntpCguh4g+cF1vavLTkP7lobiJpfLsf7gbRw8X5hxpW/7WujXsY72kxN4TUOxE8qySTDDBeFRqhdN5CUTic5fu7pLhaYodG7cQK+QeCtHY26gW56chb4xGZt4Xr4M0bFJiLoZh6jb8WonDtrOpaGfK8b1bwpHiXYpPrTt11LqcZ1jkyTnxsaNG+icGzsB9pam/L4SY5S4sm84dBsZ2YqTRlJIJPOh3eqhdaOqgj05NiQ38tKdpOMq+sJi5MsN0Lm5Zu82dumbpqUh2ZlmRYWjxidnYn54FJLSsuk/ktR5E99oDnJFo6JF6Ny4gV5RCVeC9txAtzwhC31jMgbxnNx8XItJxPlbcbh4O17tgYZ1fPJmt0uIL3q09LPYiLGsbLjOsZHj3Ni4cQOdc2MnwN7SVN9XYsis3heNa/eT1CbfqqE3hnavDxeHwiCh7KszXEtDcyN53xdtuIhbj1LoIoiH+0cDgtA8wNNwizJSz4ZmZ6RllBiGGOXz155HfIoisKG1lQgfD2yGxrXd9TIloXPjBrpexGzZnXAD3fLkK/SNyVDEM7PzcPluAjXKr9xNQHauIg1L8WJvZ43mAR6IfZ6Ox/FSnadDouN2DKqOl1v7wbOK7tFFdR7QDBpUVp2rqGg4N3aCnB0bO86NjRtpZWx2Mrmcpk0j6dOK/p65OtlieM8GCK7nxb4YI7Y0BjcSMI8YfE8TFPnfbW3EmDIkBHV8KuYqbURMGocyBjtjrzFFmoNvw6NA3NtJsRKLMP71pmheT38vVITOjRvoxtY6MxyPG+hmKLRypiz0jUmfxMmP8oXbcdR9/dr9ROTlyzV2TyKCkoeZ0AZeCPR3g7WVGKXlQS/aAWnXLbQGTl5+irjkwhQ2yh+VNo2qolcbf/h4skUa1ScLU/ZVmXROn5w5N3aanB0bO86NjZuxDfQn8VKs2htNY6YULZ2a+WBwlwA4SKzZF2LklsbSuYSULMxdcw7J6YrAecT9/4sRLVDVzcHIK9bfcMZip78Zl90TeWYjKW4fxSkOR4i3w/t9G6NVw6p6nYLQuXEDXa/itszOuIFueXIV+sZUUeLJ6dmIuhVH75zdjE0GOWXQVEgOzRb1vdCigRfq1XCFWFwyqi0x0slDUHRscokuSP7zUb0C4e3mgHyZDJE3XmDPmQclTt1JryENvNC7rT9qVTPvt/WssrF0nWPlUl47zq08QqV/ztmxsePc2LgZy0AnMVNIdPKdp2LUXjh7uUow6uVANKylHxdgdgq6tzSmzsU+T6NBx7JyFB50JIf29OEt4OIo7GsApVE1JjvdJatbC+LlSFKpxTxNUzV8t3dDtG9aXbeOtKgtdG7cQNdCiJW9CjfQLU8DhL4xsRCPS86kBjkxzO8+ToFmkxzwdrOnBnloA2/UquasddAc4up+/UEy0jNzQGKotwj0hq+GU3HyMuDS7XjsPvMAJG9n8dKktjs11Bv4ubEs02zbWKLOGUMYnBs7Zc6OjR3nxsbNGAb6g2dp+HPPDbUMI+SEsXtoTbzeqQ7sbAoyfLAvwSQtja1z1+8n4oeIS8iXKZ4UyLPAlKHBkNiaj9eBUlDGZmcoBcnOycfiiIu4XRAngIwzvEd9dAmpYZAhhc6NG+gGEbtldcoNdMuSpzEeIoxFjBjNUTdf0Dvl5L54aaWGlxM1yskfYlSz5kDVZUMnEXVvPEjC32ce0P8WL/VqVEHvtrXQtI4783yMxVkf4+jCTh/jWUofnBu7JDk7NnacGxs3Q/62kqCmO0/dpyfnRT3CyO/ZqFcCUdenCvukBdDSFDp35tozLN91XbV6kobuowFNYSUWC4CI9lMwBTvtZ6ddTRLEb8nmy7heJMghuaZB4vgYqgidGzfQDSV5C+qXG+gWJMyCpQh9YyqNODF6HzxPU52UK4O9aKpPAr8Q93XiWq6v+2Ws3MiJPjHUL96JLzFVP28n9G5Xi85Vk4u9pWgfKztLWT/rOjg3VnLGD9jFPlNhteQ6xy4PQ7C79TAZf+6NxvOCgFlkdiRoFvHE6tOuFo2XYu7FENy0YbL37ANsOnpXVZUEdyXX1lhf4mszpr7rmIqdvtZBrmz8uu2q2vNRvw610bdDbX0NobEfoXPjBrpBxW8ZnXMD3TLkWHQVQt+Yis6VnBbceZSiulOekKoeiE1Zl7j5NajpihBilNf3gruLRO+Cqyi3Ry/SsefsA/x74zmKX4uv6u6AV9r4oW3jahbxwFUcfkXZ6V2YZtIh58YuKM6OjR3nxsaNtNInO3Ifd8uxuzgc9VhtQrWrO+PtXg1Rw9uJfaICa6lPbrosjbz0X3fwNg6df6Rq9lqH2iB/zKWYip0++JAc9f/beQ3/Rb9QddertR8GhtU1+EsSoXPjBro+NMzC++AGuuUJWOgbE3mjevNhMj0pv3ArDiTlhqZCThEa1XKnrusk/Yahc73qi9vzpAzsPRuLU1eequ7AKdfn7mKHl1v5oWMzH7O9T6hJVvpiZ3nfxrJXxLmxS5yzY2PHubFx06eBfuVeAv7aF42E1GzVZGytxejXsQ56tKxpcd5WptQ5YiT+tv0qvSqnLOQUnUTDN4diSnYV4UMOX/78+wZOXX2m6ualkBoY2r2ewY1zfX5XK8KgrLbcQDcUWQvqlxvoFiTMgqUIcUMnd5CuxSTh/M0X1NVJmpWnETx5SGlax4O6rjer62nUVDL65paUlo39kbE4evExcnJlausl6dvIg1iX4BpGXaOhtF3f7Aw1T6H1y7mxS4SzY2PHubFx08dDP0kxteHQbZwuYrSQfknGkJG9AvV2XYt9hYZpaWqdI3f8v994kXrrkSIWieh99GYB+su7bRhy+vXaMNQci/dLPBfW/HMLRy8Ueod0aFqdxlMg7I1RTK1z5a2RG+jlEeKfgxvolqcEQtmYiAsfOSkgJ+WX7yWARPHUVOztrOgPJbmn3aSOh8lOlg3FLS0jBwfPPaJudhnZ6i8myNq7htRA95Y1De4hYEhNNxQ7Q85ZCH1zbuxS4OzY2HFubNwqYqATg4X8Dq795yZSM3JVEyD7PwmWRTyqjGW4sK+evaUQdI68HJm/9jyUsW1sbcSYOjQEtasLOzWqENjpInmi6xFH7mB/5ENVs1YNvfHeq42N6hkidG7cQNdFqyppXW6gW57gTbkxkR/BS3fi6cPI1ZhEEHd2TcXJ3gYh9T0RUt8bjWq5CeJetqG5kRcW5I3y/v8eIrWYWz/xHOjU3Ie6vxvifr2htdzQ7Aw9f1P1z7mxk+fs2Nhxbmzcihvo9j/9CPsV/4MoKxNZg96EdOYcwMamROfJ6dlY+88tGmelaBmceQuDD6+CzeOHyG3fAWmLfoLc27uwSm4uHL+ZBcmmDZBbWSFz9PvInDARKOUEUvzgPtzC2iF17Ubktu9I+xGlpsBhwTew270T4uQk5LZph/SZc5DfpCk7BIaWQtG5+JRMzF1zHinpimt1xJON5EjXV6BZBjTlNhEKu3InWlBh+4l7NCOBsgTX88TYfk2M/owndG7cQNdWo7Sst3z5cqxduxZZWVl47bXXMHnyZNho2JBL6+7o0aNYtGgRHj9+jFatWuGbb76Bp2ehi01ubi4WL16MHTt2QCwWY/jw4XjvvffU7mt88MEHOHLkiNoQgYGBtA1L4QY6CzVhtym6MWn7EFHaimwP7IPjN19D/DC21IcI669mwH7zRuTIgO1Br2BTy/4aHyLcnO0Q5pqDEV8MReqaDcjv2LlSPkQQd7uTV57Se+rFg+KRe/ftmlTDK238QQLLmUsR+o+hUDlybuyS4ezY2HFubNxIKyW7zFlz4Dj3a2R8Ogl5waFwnDcbOZ3CIJ0zX9U5OUk8efkpNh6+o+Y5RV5Of1Q1BW0njkDOy72RNWw47NaHw+rhAyTvOQRYKXKdO036BJKN4ZB+8RXya/jB6cupyBw/AZljxpZcgEyGKv1ege3Z00je9rfCQM/Lg2uf7hAnJiL9y1mQOznD4acfYH3xApL3H0F+/QbsIHRsKSSdi32ehgXhUcgq8OjzdrWnRrqLo62OqzJOdSGxK2/FxaPmN67tjgkDgmBjbfxMBELnxg308rRJh8+XLVtGjWdiIAcFBeGHH35Au3bt8Pnnn2vVy7lz5zBy5Ei89NJLGDBgALZu3UoN9Y0bN8KqYEOeOXMmtm3bhs8++ww+Pj6YO3cu3n33XYwYMUI1RseOHfHmm2+iffv2qn+zt7dHgwZsm625GOjGMDQt7W21Ng8RZSmvzdnTqNK/j8aHiPi0HHoiUHvu5wiN3Ie/OgzHCxcvjDnyB7aFvo5dIX1o1+THjwR5I3fKa1d1gtvrvflDRAF04l3w7/XnNPJ78ZRy5JCkZaA3NdT9qjprtceYspLQfwxNyaassTk3dslwdmzsODc2bioDPT0dYp/qyBw6HNJ5C2lnVtE34Na1PRKu3IbcwwNxyZlYvS9aLe8zqdemUVUM6VYPNd7sC3FaGpIOnQBIXu7cXLi3aIL0+d8jp/erEMfcg3ubYEhnzUXm2A/pGLYH98N5/HtIuHYXsLZWWwR5PnL48XuI01JVBrrt37tQ5e1hSDp4HHlBzRX1MzLgEdwQ2X1eQ/qipewgdGwpNJ27dj8RP0ZcUgVxJZHzpwwJgZ2t4uWIkIrQ2JXGhlzhCz9wS/Vx/Zqu+HRwM4u7sqgv3eAGup5ISqVSahAPHDgQX375Je319u3b6NevH06cOAF3d/dyRxo2bBjS09OpAU5Ox8lpedeuXUGM8u7duyM2NhY9evTA1KlT8fbbb9P+jh07hilTpuDUqVOwtrZGXFwcOnToQE/Lyam5Poo5GOj2SxeX+7a6LBZlGZoW+7Zai4eI8vSnSt+X1R4inj5LRt2wUIT3Ho9dXs1QLfkp/rdyHFZ2HoUdLV6j3bW4dw6T9i/BhtVHENLIBzW8HFUeIPwhQjNxEu2URLPfffoBzQNfvATV9UCftrUQUKNKeSIz2efm8hBhMkClDMy5sUuEs2Njx7mxcSOtKLt9+2DVpzeSDhxDXrNgVWdu7UMhnTgVf/u1wZbjd9UCgxLvseE9G6A5CUomlcIzoAakM2Yjc9xHqvZOkz8FZDKkL1oCyaoVcJo6EQnX71GDnxaZDJ51fJG8aTvyWrZWtbO6dhVuPcOQ9uMvcBk3RmWgO875CpIN4Ui4dkdtwa49OkNexRUpm9i8LlnoCVHnzlx9huW7r6uWQ35nSeA4K/LCREBFiOyK4zlx6Qn+3But+uc6Pi747I3msLdTf5FkTKxC58YNdD1pw/HjxzFmzBhs2bIFTZo0UfXaq1cvjB8/Hn36KE4LSysZGRkIDQ3FpEmT8M4776iqffXVVyBuULNnz8b69evx9ddf4/Tp0yqDXyaToUWLFli5ciWCg4Nx+PBherr+33//UYNdH0XwBnrsc3g2CSjzbXV5HIobmpXibXUZDxEZn01Fdv9BZWMreIh49Ml07Gk7gEZfJ6e8Yw/+DrFchl+6j8PLl/Zh7KH/YfjY1fCoU0NxUh7ggSah9fhDRHlKqeFzshdci0nE7jMPcOthcokaJA9873b+aFzL3ShpSnRZgtB/DHVZizHrcm7stDk7NnacGxs30oqwE634A6Jx4xAf+0LtzrndgH446eiP3xopXlYrS1hzHwwMC1Bl6xDfuwuPNsFI3rILuQXXvEhd8gLb9ughpGzZBYf5syGJ2IDEC4UGJKnj1qElMiZMRPbgIYruc3Lg1iMMeYGBSPt9Jby8XVQGOunDftnvSLh5H7AtcN/OzoZHUH1k9+qD9B9/YQehY0uh6hzxXtt89K5qNST12siXGwjq91Wo7JTQiBfgsp3XIC/4Bz9vJ0weGgxHScl4DDqqTYWqC50bN9ArJN7Cxps2bQIxpi9duqR255wY7c2bN6dGelnlwYMH9HR81apVaNu2raoqudN+8uRJrF69mrrMk5Nxck+9aHnllVfoPXRyWr9kyRKsW7cOVatWRUxMDL2/Tv593LhxOt2FL9q/0A30tM3b4frmAI1vq3UxNCvb2+rSHiJchgxAXmgrEHaaCjnNvfc4FXeOn8fwT/rhi4GzcdkvSFW1/39bEXL/AmYMnoMJlzej7cWDeHTmslpgM/4QUfGNhxjo5OHh8t2EEp35V3NGn7b+CK7vJZjIv0L/May4RAzTA+fGzpWzY2PHubFxexyXjuuxKfDbvAot1/+KG//dhK+XEw2ESu7eBk4diwQHVyzr+h4dgFzvIvm2A/3d1Aa0un4N7mFtkXjoJPKbFv62SlYsg/1fK5F07CwcZ06H7YljSDpySq0tOf3O7jdQdfLuOHsm7LZvofXIqXhRA93m+FG4DuyLjPfHQzrrGyA/H07Tp9AxUtZvRs5LPdhAMLQSqs6Rl+LELftwVGE6sH4daqNvh9oMqzRME6GyI6slnn+/bLsK8txISnUPB0wdFiKIjDRC5kZYcQNdT9+XNWvWUOOY3CMvWiZMmAAvLy/MmDGjzJFu3ryJvn37Yvv27WjYsKGqbnh4ODZs2IBdu3ZhwYIFOHPmTIlgb+S+eu/evenJO7mPfuvWLXz44YeoXbs2zp8/j59//pneUSeu8Swlv5Qo2yx96bONWKzIlShfvpy+rZalS9XeVov79Ia8TVvIC64clDr2nTuwCmyA/H8OAF27qqqJFi6E6J9/IDtwAKIZMyBauwaymMLIk6SiuGkTyKdOhfyt4Yp2OTkQt2kNeaNGkK8Nh5W1FfIPHgLCwhR9/LQUshdxam+rxTVrQP7aa5Av/0OfeErtK/ZZGs5efQq/zavRcv0veHzzIfyqFd5hFr8xGPJq1SBfUnj/jOjA1XsJOHv1GW1L8nf7x93Hz2s+wYS3FiPGuw4dz9pKhNEPj6FT5G7kRF2E26wvIDpyGLLzUWrzoYwGvwH5xIn030XTpkEUsRGyqAuAq6saNxw6BKuePSD7+BPIv/uOPkSIPvkY4mXLkL9rN9Crl1G4UXkX6JxMpnwXbLShSx3o3uMUbDlyB6evPEHBb6Cqbg1vJwwgKXqa+xo9QmrxCQuRnemlV/4MOLfyGZVWg7NjY8e56cbtaYIUv2y6RH8jSelx+R8MPxVOPcfq+lahwcaI8T5xzw/ItbbBLz0/RN+OdTGkR33Y2WrwdLx9G1YNA5F/+QrQqFHhMwk5mf/uO8hu3oLoyy8hOngQsrNn1X9bO3WCvGdPyL/4Ajh5EuLu3SDbtx/orAi4WvSZhP72TvgI4l9/hdzNjd5zF6WnQ96wIWSXLivuvhupCFnn8mVyLFx7jj7/KMuHg5qhW0s/I9Epexihsrtw8wXmrvpPlamnmocD5n3QHu5VJJybFgSsrIz3/dNiOlpVEcnJKy2BlYiICHrCTQzoooW4rNvZ2dFgbmWV+/fvo2fPnvj7778REBCgqkpO5knwuQMHDtD+yV3zzZs3q3U1ZMgQkMBw5JScnJo7OjrCu0gqDhK4jkSWJ67xEonuXwzBG+hLf4Loq5mQJSSq/1BpMDQ1yuDKFVgFN0f+ufNA84JAKeSH69dfIVr2P8guXoJo0iSzNzTLeoggucXHD2qG6h6OEI0YDkgkyP7ld1y6HU8N8sjrz5BWJDcr4Vg96QmW/TkOH7/7M7zbh6JNk+oIbVgVzutW84cIE+xPj1+kY+uxOzh6/pEqsI1yGt5u9ng9LAAvhdaErY1pgtwI9SHCBKLSaUjOTSdc6r8BAnyhxr4a47XkOqc9a/K7Ou2Xk6q0XKRlq7uR+GLHfAyYEIE860I33q+2zkaarz+qr/0D9Wq6lj5IWhqs3FyRv3cf0L27qh49NFi/jr7IFv30E0QLv4MstjCXNKlIDw3eHQ356NEQhwRD/np/yIs8f1pJ7JC//x96aKCMr4Pr1yE6ewY4cADiTZuQT54x+72uPQQ91BS6zmXn5uOrZWcQ/SCJrpbMd/rIlvSZx9RFiOyu3o3H7BX/IidPkUbX01WCeWPbw9tNOJlnhMitqC5xA11P36xDhw5RN/bLly/DVnmXB6D30v39/VWB40objgSHU94lLxp9nbi4k9PznTt34q+//gL5Owk6V7QQF/fBgwdj1KhRGrtX3o8nfbBEcheii7vSlSwtMweND2xB642/IDk6Rm39zmNHQy6RIP2Hn8uUstW9O3BvE4LEE5HIb1AYWE+ydjUcli5GYuQlOMybDdtjh5G8X/16gWufHsjp2g0ZE6fA+uwZuA7oQwOr5LbrQMcs6k5G/u407TPYr1wOmasrkJsHsTQdefUbIOn4vwZ9W/0iKQPz1pxHahEju/hDhIuDDT57szlqvDsUMU7e+L7lCFWakeIAJbZWaFXDHpM/7Ia4dVuBbt1UVcg9OcmWCCQdPQ375b/Re3OJl2+qdUFc3LPeGonMt0bBvUs7GjGWpIpRFi8fdyRv3qlIBVOQwcDqZjRszkXC5uhhSHZsRcqf4TSarTGL0F2iCIuElCzsj4zF8UtPVD+OSkYkTUzPVjUR1tzX6MFZzIGdMXVJ27E4N21JlazH2bGx49y05/bduihEx6rHA/FMi8Ofy8dg+sA5uOJXkE9cLkfEyneR++EEZH+s8Bwrq7i3DELWwDeQMfULVTXn0SMhTk9DyoatIIFtXfu+jITIS5DVUrhbi9JS4VHfH2m//QGZlzdcX+9d6hD5Nf2QeP5q4ecyGb2/LvfwRPKu/eVNT++fm4POpWfm0ueoZ4kZdP22NmJMHRqC2tVd9M5Dlw6Fxu7u4xR8v/EisgvS1FVxtMW0YSGCSwsrNG7FZc5d3HX5FpRR9+nTpwgLC6N3xdu0aUNrkoN+YmwTw5ncES+vdOvWjbq5E7d4Zfn4449BIsT/8ccf1H2eRHo/ePAgatasSasQw57kS//+++9ppPfIyEj696K514lhTvKxk5P3pk0LfizKm0yRz4VkoBNDc9XeaLUfRKWhOf37/Rj+apDqDR25S51fpy6kc78rc7Wi9DRF5NN8MZnSAAAgAElEQVSI7cgNK3RxtyRDU9uHCBHkWP37KOwIeQ1bWvVX40ZyswbX86SB3hr6u9O8lfwhQocvkpGrpkpzcODcQxyOeoTM7Hy10R0l1nipRQ10C60JIldjFKH/GBqDAcsYnBsLNUUbzo6NHeemHTdyUDBjRaTGygvXTUGGnQNm9Z8JuUiMzjeOYdLeH2jatLymzcodgERYt4tYj6QjpyH39IT4wX24d2hJX2RnfvAhzWFO0q6RAwLlIQRJo+bw7VwkXL0D2NnC6s7tEuOQgHFpC39EbsvWyG/UWPW53eaNNEUbyX+e1zyk3Pnpu4K56Fx8cibmrjmPFGkORUAONkiOdFOeDAuJHckh/926C8jIzqN8yPPF1KHBNBaD0IqQuGliww10PWoMOcV2dnamp9wkTRo5+SYu7iRtWqMi94hKG5IY2eQOOjGoSVq2hw8fgpyOk6jsxMjPy8ujadeIO7vSZf7333/H0qVLaSA5cnJPAsx9++23tB0p5CXB6NGjceHCBZw9e1btdF/bpQvFQNd0CkzWUPRt9YPAEMVm6WoPj8YByPjgQ2RO+LTcpVqyofnoRTpmrtTtIeLjtxbjnncduDrZokV9b5qjvH7NKiXSi/CHiHJVy+QVMrJyaYCbf/57CHICULTY2Vihc3Mf9GzlB5Lmx5BF6D+Ghlx7Rfrm3NjpcXZs7Dg37bjtPBmD7SfVPfeULQOfRGNexJe4XS0Aj918ERZ9DI9adobTzm20ivW5SMh8fOkfTUWUmAC3bp2oZ11Ol26w3bubXj0jnmlyJ0XMGNud2+AyZhQ10uXOzrDbsQ2ZJODb7HmlLqC4Vx+tmJUF9/ahyOnQCelLftVu8XquZU46R4zQ+eFRqhNicoWMPHe6OBREwtczm/K6Ewq7x/FSfBsepXrOICnUpgwJBglaK8QiFG6lseEGuh61JioqigZjI2nWSIA2YqB36dIFP/30Ex3l4sWLqFatGv2jqSQlJaF///40fQMxwonbPDG6icHu5KR4+7R37158+umn9HPyb+TvxHifNm0a/XzWrFnYs2cP3n//fbi5udH/Jy7x5HNl7nRdlywUA13TKbByLUXfVjfwd8cMuztwGTuavq3OaRIEEtSLBPrQ+F+5HF4L58Bt+ybc2HIQOa7usH74AEGvd8GDD6fi4ZB3Ic/JRet+HZDQuhOuTJ1PI1LW/usXNFi5FHs2nUSelQ0cY+/R/slnJIYY+f9XJw3Bife/xLP6QYirGaAav/6JPXj596+wZuafeOIfiHzSppw5Kj+Xk3pa1le2KU3mmh4iogJa4dzsn9GivhfqP7kJuS9/iFDyE/qGXtZ3m9yhI27v+/6NpUH+ihYS3K990+ro1drPYCcB5sxO1z1Tn/U5N3aanB0bO85NO27rDt7CwXOPSq1c58U9DDu9Dl6pcYis2wrxYz/F4FcUaXiJoSydNA0ZU6aX2l4UFwfH+bNhc/4/5DVuCumMryGr7qNWn0Rid1iyCKLkZGQPGIzM98cV3i3X0LMmA91+6WI4/LgIiWcvQF4kfpF2FPRTy9x0jqQ7/XHTJVW8F+LmToxRO1vjx3gRArvnSRlYEB6lisVAXv6TK5MBvlX0oyAG6EUI3MpaFjfQ9Sz069ev0xPtx48f09NuEriNBIkjhdz/JtHVP/roo1JHTUhIoMHgSLq2wMBAegJPUqYVLSQQHTk5T01NxauvvoqRI0fCquCebk5ODhYtWkSNepJbnfRB7sZ36tSJeaVCMNDLciUjC9NkaJ6r0xLzX51Kcy82eHIT8c4eSHD21MjBOTMVP679DHKRCOdrhaDN3X+Ra2WDj0YsQaatPW3T/tYpTNn9PaJqBVPXtQ43T2FHi1exsnNh3vrine9a3A+fD5qDqzULrxbY5OXgt1XjcblmEJb2LF0XmAWmY8OSDxGfYPArivnyhwh1mELf0LURPUn5c+bqM5qi7XlSploTkQho3bAqXmnrjxp6dkmzBHba8NV3Hc6NnShnx8aOc9OOW1kn6Jp6EFp6Lu1WaZxa5qhzp68+xR+7b6gANavrgQ8HNC3haWhogqZmR+LeLAg/j4RUxYt/cv3x00HNSqQPNDQHXfs3Nbfy5ssN9PII8c8hBANdmx/C4obmxtaDkGutcDkihvK6Nm9gfbshpUq0SkYyhp8MR4OnNxHjXRurOoxAorOHWv2g2EsY/O9mOGVLcTSwE3aGvAqZuPQ3ppoM9IGRWzAocjPef/s3JDuWEcnVRLrHHyJKBy/0DV0XlSHeFeduvsDfZx7g4Yv0Ek1JvAFiqNf10c8b8KLsSHwH+xX/gygrE1mD3oR05hy1FInlrcP2wD44fvM1xA9jkdu+A9IW/aR+8pObC8dvZkGyaQPkVlbIHP0+MidMBMgbCA2F3O90C2uH1LUbaWBCcewDeISWHq8j4dwVyPz8y5umXj63JJ3TCxAdOuHsdIBVpCrnph034uo868//tKsMYM7o1vD1dNS6fmWqaK469/eZ+9hy7J5KVOTK2IieDagnrLGKKdklp2fTk/MXBS/7rcQiTBgYhKZ11J+djcVCl3FMyU2beXIDXRtKlbyOEAz08lzJtBWRWCSi6THIJlLivyJF6gwSP4B+LiqlnrK9hs9VfWoap6z6pM8y56Y+36LjlFyLuHBtIhGeJ2Zgzl/ntEXEHyLKICX0DV1rIRepSOJUXLmXgN2nH+DO45QSXTT0d0Oftv70bXhFHjqU7DJnzYHj3K+R8ekk5AWHwnHebOR0CoN0znytpk+iF1fp3wc5L/dG1rDhsFsfDquHD5C855DKtdNp0ieQbAynAZXya/jB6cupyBw/AZljxpYcQyZDlX6vwPbsaSRv+1uROSA7G9ZXLpWoKwn/C7YH/0Hif5fpfVBjFEvUOWNwI2NwdmykObfyuZEXnMt3X8e/15+XX5l4+fm5YspQ4wdf02pyAqhkrjpHfj/XHriFI1GPVRRf71gbr7ZXRNY3RjEVu9SMHBoQ7km8lC6TPDOP7deEBhI2h2Iqbtqy4Qa6tqQqcT0hGOjanKAXFRG5S9u7rb+aEU42j4oYGOasAmXd3y+6Lv4QUbaUhb6hV0RHyYPGrYfJ2H3mAcj9uuKljo8L/U41C/CkP8S6FsouPR1in+rIHDoc0nkLaRdW0Tfg1rU9Eq7chtyj/LfuVfq+DHFaGo0vQQIoITeXRjNOn/89TbsnjrkH9zbBkM6ai8yxH9IxbA/upxGKE67dBayt1aZOTvNJ9GNxWmqhga5hcSTbAwkmKf18JrJGvK3r8pnrW7LOMUPRsiFnpyWoYtU4t7K5kTgzq/dG48Tlp1oBFkKkb60masJK5qxz5GXNL9uu4MLteBXBt18JRMcg9XgBhsJrCnYk+Ox36y8g9rnC+448EYx5tRHaNNYcY8tQa69Iv6bgpst8uYGuC61KWlcIBnp5d9CLi4a7kqkTKS0CftFa/CGi/C+40Df08legXY2Yp6nYc+YBzt+KK9HA18sRvdv4o2VDb53u2lF2+/bBqk9vJB04hrxmwaq+3dqHIuOzqcjuP6jsCUql8AyoAemM2cgcVxi/wWnypyQqI9IXLYFk1Qo4TZ2IhOv3Cg1+mUyRSnHTduS1bK0aw+raVbj1DEPaj7/AZdyYMg10h+8XwG7rJiQd/7eEka8dVbZalUXn2OiU3YqzY6PKuZXOjbzIXH/wNg6eLwwOF1LPE9LsPNwslg+d9EJeeo/qFWiw4JtsEhZeK3PXuZzcfCzccAF3H6dSuOQl9seDjOPqbWx2mdl5WLzxIu4+UayVFKLjnZoZ54WEvrTX2Nx0nTc30HUlVgnrC8FAJ9j5KXDFlE9TDnllj/whQju2Qt/QtVuF9rVI2pS9Zx/g7LXnNDtB0eLlKkGvNv5o36Q6DQpTXiHsRCv+gGjcOMTHvlC7c+4yZADyQltRI72sIr53Fx5tgpG8ZRdyO3ZWVSWn4LZHDyFlyy44zJ8NScQGJF64rtaVW4eWyJgwEdmDC+JQ5OSA5ATOCwxE2u8raUBElYt78UlkZMAjuCG9K581bER5S9Xr55VN5/QJj7Njo8m5lc5t6/G79DqQsoQ28ML7rzWmLyvJfnn9QTLSM3NAItO0CPTmd861VEFL0DmSxnTemvN4lphBV00imU8dFoxa1Vy0pMBWzZjsyIsIEr0+usjLqCHd6qF7aE22yZuwlTG5sSyTG+gs1CpZG6EY6PwUWD+Kxx8i2DkKfUNnX1nZLeOTM7E3MhYnLj0FiQJftLg62dI86iQ4jsRW3X28aD1qoP/8MzBzJhLuPFTrw+XdEZB5e1M39bKK1fVrcA9ri8RDJ5HfNEhVVbJiGez/WomkY2fhOHM6bE8cQ9KRU+rz7NEZ2f0Gqk7eHWfPhN32LbSevIprmQa65M8/4LhwHhKirhvt7rly8pVV5/Shy5wdG0XOTTO34gHBgkjU7v5NYW1V+IKSs6vcOheXnIm5a84jVZpDQVDPxBGh8HZVZAMyRDGWzuXmyfDT1su4eq/wCtyAznXQu20tQyzL4H0aixvrQriBzkquErUTioFOkPNTYP0ontA3Jv2sUv+9VHZuKenZ+Oe/hzh84TGyc/LVADvZ26BbaA281KIGHCU2ap+RKyrXY1Pgu3M9WoX/hJtnrsG3SBo357GjIZdIkP7Dz2Ub6PfuwL1NCBJPRCK/QWChgb52NRyWLkZi5CU4zJsN22OHkbz/qLqB3qcHcrp2Q8bEKbA+ewauA/ogZdMO5LbrQOuVdYJOTt+zX3kVGdNn6l+pyumxsutcRYBzdmz0OLeS3A6ce0hd25WFeJ19MqgZbG3Us7hwdlznHjxLw4J1UarfyKpu9pg+vAWcHRRZhfRdjKFz+TIZftt+DVFFrr31aeeP/p3q6ns5RuvPGNwqshhuoFeEXiVpKyQDXYmcnwJXTPmEvjFVbHWGa825KdhKs3Jx6NwjkIdWaVaeGnA7Wyt0DfZFj5Y1kZ2bj1V7o1XucK3uRuKLHfMxYEIEAup4qe5mEhf3/Dp1IZ37XZnCI4Ha6F3yiO3IDeuqqktc3CVbIpB09DTsl/8G8vfEyzfV+iJGdtZbI5H51ii4d2mH7D6v0SjvyuLl447kzTsVUdytCh+6rS+ch1vPLkg8/i/yAxsaTrlK6ZnrHDtyzo6NHeemzu34pSd0H1OWur4u+OyN5ho9hjg7rnOEwNWYBCzZdBn5MsXVMBJkdfKQYOr2ru9iaJ0jQfD+2H0dZ4tkLCAu7W++FGDWgZcNza2icuYGekUJVoL2QjTQCXahf7mErBqcHZt0ODd1blk5eTh28Qn2RcYiJV3h0qcsyvR/xC1OWTzT4vDn8jGYPnAOrvg1Vbj/vRWChh2CkPHBh8ic8Gm5giGR1LMGvoGMqV+o6jqPHglxehpSNmwFScPm2vdlJERegqyWItWNKC0VHvX9kfbbH5B5ecP19d6ljpNf0w+J56+qPnf8cipsjx9VBIczQeE6xw6ds2Njx7kVcjt7/RmW77wOZQQOP28nTBkaDIdiXkLKFpwd1zklgVNXnmLF3zdUQJoHeGJ8/yY6BVfVhqYhdY4ERVy9LxrHLxVmLAhr7oPhRs71rg0HXesYkpuuc9FUnxvo+qBo4X1wA93yBCz0jUmoxDk3zZIhRvipq09pQLm45Kwyxbdw3RRk2DlgVv+ZkIvEeDPuHIat+YamTctr2qxc0TvO+Qp2EeuRdOQ05J6eED+4D/cOLelpeOYHHwJ5eTTtGnFnV7rMkzRqDt/ORcLVO4CdLazuFLqqKgckAePSFv6I3Jatkd+osWoe7s0bIuvNociYNqPcuRmiAtc5dqqcHRs7zk3B7cKtOPyy7aoqQGZ1DwdMHRYClzJclTk7rnNFCew+fR9bj99T/ZMhjFtD6ZymjAVtG1fDu30aMqVaZdMMw7UyFDd9zZgb6PoiacH9cAPd8oQr9I1JqMQ5t7IlQ+6p/XfjBbafiMGL5EyNlQOfRGNexJe4XS0Aj918ERZ9DNKuPZAbvoHWtz4XCZmPL/2jqYgSE+DWrRPNgZ7TpRts9+6mgduIe7vcyZk2sd25DS5jRlEjXe7sDLsd25D5/nhIZ88rdQGa7qBb3YyGe8dWSN64DbldXjKJWnKdY8fO2bGx49yAazGJWLL5EvLyFWfnJGvFtGEt4OZsVyZUzo7rXFECxMhd888tHL3wWPXPr3eqg1fb6S+wmiF0jsx7y7F72HNWc8YCNikLq5UhuOlzhdxA1ydNC+2LG+iWJ1ihb0xCJc65aSeZHSfvYcfJ+6VWrvPiHoadXgev1DhE1m2FCwNG46UO9VC7ugsCantCOmkaMqZML7W9KC4OjvNnw+b8f8hr3BTSGV9DVl09B6vN8aNwWLIIouRkZA8YjMz3x6ndLS/euSYDndxnJ1HhE27Hqox/7QjorxbXOXaWnB0bu8rO7dbDZJrnOafgeg4xyj8fFgJPLSJxV3Z2bBpn2VcWyR3uX7ZdwYXb8So877zSEB2CqrPiUmtnCJ3bdSoG207EqMbRlLFAL5M3YSeG4KbP5XADXZ80LbQvbqBbnmCFvjEJlTjnpp1k1h28hYPnHmlXuVgtdxc7aqjTP9Wc4V/NBQ6S0tO3MQ1iRo24zrELi7NjY1eZucU8TcXC9ReQVZClwsXRFtOGhaCau4NWMCszO60AlVLJ0rmRgKnfr7+Au09SKQESo+XjgUFoUsejIthoW32z+ycyFhsO31HNq6G/Gz4ZFAQba/0HuKvw4ivQgb65VWAqGptyA13fRC2wP26gW55Qhb4xCZU456adZHaejMH2k4Vv37VrpbmWCEA1DwfUquZCI+HWqu4MEqjJ0h4WSmPEdY5dezg7NnaVldujF+n4dl2UKjOFo8QaU4eGoIa3k9YgKys7rQFVUgOdLDstIwfz1pzH8yTF9S8S0Z28/PGvpriaxVr0qXPEFf+v/YUZUAJ8q2DiG800Zixgna9Q2umTmyHWxA10Q1C1sD65gW5hAjXAG1fLI6R5RULf0IUiB5L3fMaKSK2nExrohReJmXgUJ1UFZCqrMTl9IA/NylP22j4u8PFwhFhMzHnLKlzn2OXJ2bGxq4zcniVmYEF4FFKlimwUElsrmhaL7DG6lMrIThc+pdWtLNxIbBZipCv1jHhofDG8Bby0uD5haHanrz7Fit03VBkLyIuDyW+SjAWW6cEmdJ3jBro+dhYL74Mb6JYnYKFvTEIlzrlpL5nv1kWp8p+X1SrQzxVThobQKjm5+Yh9kY6YJ6mIeZaKmKdpeJ6YodWg5DTCv6oTiLFOHqprVXeBVxWJWedpJQvnOqeV+DVW4uzY2FU2bvHJmZgfHoWktGwKzNZajIlvNEf9mq46A6xs7HQGVEqDysTt/rNUfBt+AcTtnZSq7g403ahzGdkByuKsD3bnol/gtx1XIS/IJ+jr5Ui9R5zsbfQlYsH1ow9uhlwUN9ANSddC+uYGuoUIssgyhL4xCZU456a9ZF4kZShOCjJyS21E86APbwFvt9Lvd0qzcnH/WRruP03FvSep9P+VD9LlzYY8XBCX+NrVXFSGexVH2/KaCepzrnPs4uDs2NhVJm5kL1kQfl6VHtLaitwNbobGtd2Z4FUmdkyAuIFOCVy5l4Almy6rPMbq+rpg0pvB1O1d11JRnbt0Jx4/b72CfJnCOicvDKYNDUYVp7IzFug6T6HVryg3Q6+HG+iGJmwB/XMD3QKEWGwJQt+YhEqcc9NNMsRIX7U3WuNJOjk5H9UrsEzjvLTRyEM1MdiVp+zk/6VZeVpNztyC0BXXOfuffoT9iv9BlJWJrEFvQjpzDmCj/SmH7YF9cPzma4gfxiK3fQekLfoJcm/vQna5uXD8ZhYkmzZAbmWFzNHvI3PCRECk+foAyUPvFtYOqWs3Ird9R40ysP95Cez/XI7E81e1kpG+KvHvKxvJysItNSMH34ZH4WmCwktHLBJhfP8mCK7nxQaOe7xwbjoQOHn5KVbuuaFqEVzPE+Nfb6rzVa2KfF+v30/Ej5suIy9fRufhWYWkEwyBu4tEh5WYZ9WKcDPGirmBbgzKZj4GN9DNXIAapi/0jUmoxDk3Nsk8jpfi+oNkpGfmgJwPtAj0hq+nI1tnGlqRnK3kbh+JwBzzJI0a7rHP0lRpksobqHpBELra5LTdx0VQQeiK6pz90sVwnPs1Mj6dhLzgUDjOm42cTmGQzplf3hLp5zZnT6NK/z7Iebk3soYNh936cFg9fIDkPYdUKeicJn0CycZwSL/4Cvk1/OD05VRkjp+AzDFjS44hk6FKv1dge/Y0krf9rdFAt7pxHW49OkPmXZUb6FpJyfSVKsM+l5GVi+/WXaBXakghr5/e69sYrRtVrZAAKgO7CgEqpXFl5VY8nVmXYF+81aO+TlezWNndfpSMRSSdYK7COCfpBKcOC4F3Be7DG0I3DNUnKzdDzad4v9xANxZpMx6HG+hmLDz+Y6hX4Ql9Q9frYvXcmbHZ5ctkeBwnpS7xCsM9VbcgdF4F99mrOdM77T6epglCp+IW+xyeTQKQOXQ4pPMWUulYRd+AW9f2SLhyG3KP8tP1VOn7MsRpaUg6dAIQi4HcXLi3aIL0+d8jp/erEMfcg3ubYEhnzUXm2A/pGLYH98N5/HtIuHYXsFYPFkRO8x1+/B7itFTNBnpODtx6dqGn9fIqVbiBrufvlKG6M/Z31VDrKK3frJw8LNpwUZXyitR7u1cgOjbzqfBULJ1dhQHxZxI1AuTl8pr9N3H04hPVvw/oXAe929bSGjWLzhVPJ+jsYENPzqt76O/FudYLMFFFFm7GnCo30I1J20zH4ga6mQqujGkLfWMSKnHOjV0yQmCnjyB0JPicIt2bcYLQKbmlbd4O1zcHIOnAMeQ1C1YJwq19KDI+m4rs/oPKFo5UCs+AGpDOmI3McR+p6jpN/hSQyZC+aAkkq1bAaepEJFy/V2jwy2TwrOOL5E3bkdeytaqd1bWrcOsZhrQff4HLuDEaDXTiKm+3IRyZYz+C/cpl3EBn//oYtaUQvquGWjDZA37cdEnt2s2QbvXQPbSmXoa0ZHZ6AcQN9BIEyMvkX7ZexcU78arP3u3dEO2bVtcKua46pymdIAnUWlOHdIJaTUzglXTlZuzlcAPd2MTNcDxuoJuh0MqZstA3JqES59zYJSNUdsTVNUYfQeiqk+jxznoPrKPklrH0VzhN/gTxsS/U7py7DBmAvNBW1Egvq4jv3YVHm2Akb9mF3I6dVVXJKbjt0UNI2bILDvNnQxKxAYkXrqt15dahJTImTET24CGKfycn4z3CkBcYiLTfV8LL26WEgW4d+S9c+/VCytqNEL94AceF87mBzv71MWpLoX5XKwqB3LMlwbAu301QdaXraWV5c7BUduWtu6KfV3ZuJKL7wvUXaCBUUkgq0Y8HBaFJ7fI9o3Rh9zRBSuMuKIO3sqYTrKi8hdBeF26mmC830E1B3czG5Aa6mQlMi+kKfWPSYgkmqcK5sWM3J3YVDkKnjBpfzRn+1VyY88iSfPLXY1OQlpmDoL/XoVXEb0i8+0hNCC7vjoDM25u6qZdVrK5fg3tYWyQeOon8pkGqqpIVy2D/10okHTsLx5nTYXviGJKOnFLryrVHZ2T3G6g6eXecPRN227fQevIqriUN9PR0uHdtj+zuPSGd+x09RecGOvt3x9gtzem7qi0bckr5vx3XcO5mnKpJn3b+6N+prrZdaFXPEtlptfAKVuLcABK0cP6a83ielElp2tlaYdrQEJB85GUVbdnFJWdigZ7SCVZQ3IJori03U02WG+imIm9G43ID3YyEpeVUhb4xabkMo1fj3NiRmzM7Yweh0xT9vsflfzD8VDjmzt+hFv3eeexoyCUSpP/wc9kG+r07cG8TgsQTkchvEFhooK9dDYeli5EYeQkO82bD9thhJO8/qm6g9+mBnK7dkDFxCqzPnoHrgD5I2bQDue060HrFT9CdPpsAm//+RdI/xwCJhBvo7F8bk7Q05++qJmAyuRwrdt/AmWvPVB93C62BIS/V0ykYlzbCsDR22qxZH3U4NwVFEux03l/nVCfcJC3oF8NbwLOMwG3asEtMzaLGeXxKFh2noukE9SFzU/ehDTdTzpEb6KakbyZjcwPdTASlwzSFvjHpsBSjVuXc2HFbGjtyIvckPkMRgK7gz6MXUlVe27JIEffFGqUEoSstf3yru5H4Ysd8DJgQAQcXB1X+eOLinl+nLj2pLquI0tMUd8kjtiM3rKuqKnFxl2yJQNLR07Bf/hvI3xMv31Triri4Z701EplvjYJ7l3bI7vMajfKuLF4+7kjevJNGcbc9chAuo4Yhec9B5DVqQqtIItbDYdG3SPz3oiI4HfljhGJpOmcEZHQIS+JGg3D9cwtHLzxW4evUrDpGvhyod+Pc0tgZS984N3XS5PeEZBggbu+kVHNX7PdO9prTaRb9vmpKw5mSI6du7c8SFekEye8PSefWvJ5nCREbKw2n+H4MTRdqFXMPsuq+yHx7NPIbNTamygl+n+MGulHVwTwH4wa6ecqtrFlb0gOYMaXDubHTrgzsVEHoVEZ7Gp4XPBSVR87Oxgr+VZ0Ql5IF4mJfvHimxeHP5WMwfeAcXPFrCpJHfsqQYHg0DkDGBx8ic8Kn5Q0B95ZByBr4BjKmfqGq6zx6JMTpaUjZsJWmYXPt+zISIi9BVqs2rSNKS4VHfX+k/fYHZF7ecH29d6nj5Nf0o6fqko3rSq0jnTQNGVOmlztXfVSoDDqnD07F+7AUbsQ4jzhyB/sjH6qWSNKojenTSOdc09pythR22q5XX/U4N3WSJE7C0s2XVS986/q6YPKbwbC1IYlK1YuSXeasOSXScErbdcK0gP40gwndz0XA+30bo1XDkukEjZWGk2QLITFMckNbIq9VG9j+sw/WVy9Tj6v8ho30pVLl9iN0neMGerki5BW4gW55OiD0jUmoxDk3dslUVnYVCUJXnMpR+cIAACAASURBVPbCdVOQYeeAWf1nQi4S46dqj1FryniaNi2vabNyheM45yvYRaxH0pHTkHt6QvzgPtw7tKSn4ZkffAjk5dG0a8SdXekyT9KoOXw7FwlX75BLkbC6c7vEOORhK23hj8ht2RpyJyeIEwuDcJHK5AFMsmYVUtdsgKxadfrHGKW8kyXYaD6R0jQ3frJkDInpd4wdJ2NA/ihLcD1PjO3XBNZWhvPgqKz7XEUlx7mVJHji8hP8uSdaTX/JybdYLFKrTNmlp0PsU10tDWfupSuo2rMTRrz/J1LtXWibsqLDGysNp8sIRbDR1L/WK9aRkwP30KbIfu11SOcsqKgqad1e6DrHDXStRVl5K3ID3fJkL/SNSajEOTd2yXB2hexYg9AFPonGvIgvcbtaAB67+SIs+hjuNOuAI1MXw6OKBHUe3oBDHX+4NKgDia16znIyuigxAW7dOlEX85wu3WC7dze9I07c2+VOikBEtju3wWXMKGqky52dYbdjGzLfHw/p7HmlCl9TFPeilU0dJE7TyVJOpzBI58zXSqH5yZJWmARVad+/sfT0XFka13bHhAFBsLE2nHFOxuL7HJsacG6aue08FYPtJwpfMnUJ8cVb3eurXc+g7Pbtg1Wf3qo0nNk5+VgUcRETvxmODW0G43hgJwzvUR9dQmpoHsiIaThtd+1AXpOmkNWuo5qLW+c21PuqvGCnbNqluZXQdY4b6PqUtoX2xQ10yxOs0DcmoRLn3Nglw9mVzk4ZhC78wC1cvZdYJuQ6L+5h2Ol18EqNQ2TdVtjYehByrW1pm12L+2Fdmzewvt0Qel/Rw0VCDXfPKhLV/1fLS0ed37+H/cXz9CFJOuNryKr7qI1pc/woHJYsgig5GdkDBiPz/XGAVUnXSmUjQRvoGk6WrKJvwK1reyRcuV2Y770M6vxkif17b4qWR6Ie0XvnylK/RhV8+kZzkGskhi58n2MjzLlp5kZ+G1bvu4njl56oKhRPDUjYiVb8AdG4cTQNZ65IjCWbL+P6/SR8tXU2on0aQP75F3i5tV+pwjF2Gs6iE7H9exdc3nkLKSQ+SucubArE0EroOscNdAahVrYm3EC3PIkLfWMSKnHOjV0ynF357HaejMH2Ii655bdgr0Hy31LjvcCIVxjy9ipD3sXBxiBBtNhnrHtLTSdLyl7c2ofS3PHZ/QeV3TE/WdIdvAlbnLryFCv+vqGaQe3qzpj0ZjDs7Up6lBhimnyfY6PKuZXOjQQk/XnLFVy6W3h1aHSfhmjXpDqUqTj9Nq9Cy/W/4uq/0dh2/J6q7tRd38EtwA/eq5eVKRijpuEsmAnJCOI0azpsos4j/ZsFyHxvHJvyMLYSus5xA51RsJWpGTfQLU/aQt+YhEqcc2OXDGdXPjvysDVjRWT5FQtqDO/ZgP5fQkoW4lMykZCaRf8/OT1H6z5Kq2hrLYa7hhN4cipPTuRdnewMFmirwpMv6KD4yVLRO+ck+n1eaCtqpJdV+MmSvqRh+H7ORb/AbzuuQi5XjFXDyxFThoaUGv3aEDPi+xwbVc6tbG7EZf279RdoxhBSyDV0Xy8nPHyRTv+uTMM5fOxqtY4WRf4PNf08kf7jL2UOYGXENJzKiYgfxkKyaQMk4X9BbmeHlK27jRafhMxB6DrHDXS2vaRSteIGuuWJW+gbk1CJc27skuHstGP33booRMcml1uZRnEfGqKxXm6eDIlpCmOd5L0l/1Ua7+Tv5A48yQ1dkUJS9bg52ync5wtc6OkJfMHf3Z3tDBqMS5u5UwP955+BmTORcKcwkjdp6/LuCMi8vcu988hPlrQhbfo6l+/G46ctV5AvU+h1VXcHTBsWApJH2piF73NstDm38rmlZuRg3przeJGUWaJy0TScedaK4JdtG1fDZ+tmCCoNp6arUqLUFLiFtUNOx85IX/Jr+SD0VEPoOscNdD0J2pK74Qa65UlX6BuTUIlzbuyS4ey0Y1daHvSirYn7OcmL6+3moF2nxWoRl8nktBy1U3dqyBecwCekZiMvX8bUt7IRiTPs6mxX0o1e6VLvItGYMqhCgxZprHT99N25Hq3Cf8LNM9foiZOyOI8dDblEoopWX9q4/GRJXxIxXD83HiThx02XQF5MkUJeGhHjnHiAGLvwfY6NOOemHTfy+/DF8n9VL6KUrYqn4ST/3qBmFXw3d7Cg0nAmnrsCkgNd5lsDsC18eeY8/j2QvTZ572HtQOihltB1jhvoehCypXfBDXTLk7DQNyahEufc2CXD2WnPjjyErdobrfEknZycj+oVyGycazMLcrqeKs1RnbwXPYVX/n92br42XZVZh7xo8Cg4dVe7C19gxLPcGy7OrujJUkAdLxU74uKeX6cupHO/K3OOovQ0eNbxRTIJYBTWVVXX/qcfIdkSQSPg2y//DeTviZdvqvXl1qElst4aicy3RsG9Sztk93mNprRTFi8fdyRv3onc9h01BuHjJ0vlq9idxylYtOEilPro6mRLjXPWl1flj1h2Db7PsRHk3LTjVtY1qOJpODvfOIZJe38QVBpOsud6NKoL6fQZyBr9gWrRrt07I79uXaT9vlI7EHqoJXSd4wa6HoRs6V1wA93yJCz0jUmoxDk3dslwdrqzexwvxfUHyUjPzAGJP90i0Bu+no66d6TnFiSysDQrT3ECX+BCH688fS84iSefV7Q4SqxVQes0BbQjn4tEhTmBNXkfFD9Zot4Hb4WgYYcgfrJUioDM5bv64FkavZebma3QNZK5gBjnPib8jpgLu4p+N/XdnnPTjmhZgUQ1peF81LIznHZuo51bn4uEzMeX/tFUjJWG02H+bDj8+hOkkz9HXrNg2O3aAcnGcCRv34O8Fi21A6GHWkLXOW6g60HIlt4FN9AtT8JC35iESpxzY5cMZ8fGzly5EaOJ3oEvYrgr/l9h1Kdm5LIBKdKKpM0qmkbuakwC4pKzSvRb/GTpzbhzGLbmG36yZMYGOnl59W14FNIzFXrkYGeNKUOD4VfVucJ6VZEOzPX7WpE166Mt56YdxXUHb+HguUelVi6ehjN+7KcY/EoTWp+kw5ROmoaMKdNLbS+Ki4Pj/NmwOf8f8hobKA2nTAaHpYshWbsa4vh45DZrDunnM5HXpq12EPRUS+g6xw10PQnakrvhBrrlSVfoG5NQiXNu7JLh7NjYWSq3nNz8wsB1JYz4LCSnZaNiYewKeWs6WZJ27YHc8A20Ej9ZUtdNoesc8ZSYHx6FlIJsBeRFzaQ3m6OubxW2L5keWwmdnR6XqteuODftcOqairNfh9ro26G2dp1XslpC1zluoFcyhWRZLjfQWagJu43QNyah0uPc2CXD2bGxq6zcSJC6xLTsQhf6ImnklJHolRG7tSFb/GQp89PJ6N01kJ8saYAnZJ1LTM3C/LVR9OUOKTbWYnw6qBkC/d20UQOD1xEyO4MvvgIDcG7awdM1Feec0a0FcS1Ku9UZt5bQdY4b6MbVB7McjRvoZim2Mict9I1JqMQ5N3bJcHZs7Dg3zdxkMjmS07MVaeRSs3A46hHuPlbkCNamdA+tiSHd6mlTtdLVEarOpaRnY0F4FJ4XpJkiqf4+GhCEoLoegpGRUNkJBlApE+HctJeQPlJxaj+a5dYUus5xA91ydU9vK+MGut5QCqYjoW9MggFVbCKcG7tkODs2dpybdtx0df1sWsedGnfWVmLtBqhEtYSoc+Su+bfrovA4TkolIRaJMLZfY7Ro4C0oyQiRnaAAcQO9wuIwRirOCk/SDDoQ+neVG+hmoESmniI30E0tAf2PL/SNSf8r1k+PnBs7R86OjR3nph03XV0/Sa9erhIM6FwXLQO91aLBazei5dYSms5lZOXh+w0XcP9ZGoVO4vaP7tMIbZtUE5wQhMZOcIC4ga4XkZg6FadeFmHiToT+XeUGuokVxByG5wa6OUhJtzkKfWPSbTXGq825sbPm7NjYcW7ac9PW9bN4j7WrO2NQWIBg7jFrv2LD1BSSzmXn5GNxxEXcfpSiWuyIng0QFqw5VZRhiGjfq5DYaT9r09fk3NhkINRUnGyrMW4roescN9CNqw9mORo30M1SbGVOWugbk1CJc27skuHs2Nhxbtpz08b109nBBm0aVcWJy0+RlZOv1jm5yzworC58vZy0H9QCawpF53Lz8rF082Vcu5+kovxG1wD0bOUnWOpCYSdYQKVMjHNjlxhnx8ZO6Ny4gc4m10rVihvoliduoW9MQiXOubFLhrNjY8e56cZNW9fPVGkOdp26j6MXH6NoNHiRCOjQtDr6dawDN2c73Qa3kNpC0DkSxf/XbVdx8U68iqo5pIwSAjtzVEPOjV1qnB0bO6Fz4wY6m1wrVStuoFueuIW+MQmVOOfGLhnOjo0d58bGTVvXz+eJGdhy7C7O3YxTG8jWWozuLWuiV2t/OEis2SZhpq1MrXMkQv+yXdcQeeOFiuDLrf2od4OIvEERcDE1OwGjKXNqnBu75Dg7NnZC58YNdDa5VqpW3EC3PHELfWMSKnHOjV0ynB0bO86NjRtppQu7u49TEHHkjtpdZ9KHk70N+ravRe88V5aI77pwY5eO5pYyuRyr9kbj5OWnqgpdgn3xVo/6gjfOddU5fbMz5/5MqXPmzI3rHLv0hK5z3EBnl22lackNdMsTtdA3JqES59zYJcPZsbHj3Ni4sTy4yuVy6lK9+ehdPE3IUBvY29Ue/TvXqRQR302lc4T/+oO3cfD8IxX7dk2q4Z3eDWlaNXMopmJnDmzKmiPnxi5Bzo6NndC5cQOdTa6VqhU30C1P3ELfmIRKnHNjlwxnx8aOc2PjxmKgK0fKl8loELkdJ2KQIs1Rm0Dt6i4Y3KUuGvi5sU9M4C1NpXPkqsHfZx6o6IQGeuP9vo1gJTafXPWmYidwlSp3epxbuYhKrcDZsbETOjduoLPJtVK14ga65Ylb6BuTUIlzbuyS4ezY2HFubNwqYqArRyQpvvb/F4u9/8aC/H/R0jzAEwNIxHdPR/YJCrSlKXRu9+n72Hr8nooIiaj/Yf+mZnetwBTsBKpGOk2Lc9MJl1plzo6NndC5cQOdTa6ltlq+fDnWrl2LrKwsvPbaa5g8eTJsbGy0HuXo0aNYtGgRHj9+jFatWuGbb76Bp6enqn1ubi4WL16MHTt2QCwWY/jw4XjvvfdKvZv18OFD9O3bF7///jtat26t9TyKVuQGOhM2QTcS+sYkVHicG7tkODs2dpwbGzd9GOjKkckp+s5TMTh+8UmJiO8dg6rjtQ6WFfHd2Dp34L+HWH/otkrQDf3d8PHAINjaWLEL30Qtjc3ORMvU+7CcGztSzo6NndC5cQOdTa4aWy1btowazx988AGCgoLwww8/oF27dvj888+1GuXcuXMYOXIkXnrpJQwYMABbt26lhvrGjRthZaX4oZo5cya2bduGzz77DD4+Ppg7dy7effddjBgxosQYMpmMGvCk37/++osb6FpJoXJUEvrGJFQpcG7skuHs2Nhxbmzc9GmgK2fwrCDi+3kNEd97tPJDr9Z+sLcz/4jvxtS545ee0KBwylLX1wWfvdEcElvz5GhMduzfDOG15NzYZcLZsbETOjduoLPJtUQrqVSK9u3bY+DAgfjyyy/p57dv30a/fv1w4sQJuLu7lzvSsGHDkJ6eTg1wcjpOTsu7du1KjfLu3bsjNjYWPXr0wNSpU/H222/T/o4dO4YpU6bg1KlTsLZW/0Ejp/nk5Jz0yQ30cvFXqgpC35iEKgzOjV0ynB0bO86NjZshDHTlTO4URHy/8yhFbXLODiTie210bu5jdq7ZRRdiLJ07e/0Zlu+8DnnB4H5VnTBlSDAcJNp7HbJrh2FaGoudYWZvul45N3b2nB0bO6Fz4wY6m1xLtDp+/DjGjBmDLVu2oEmTJqrPe/XqhfHjx6NPnz5ljpSRkYHQ0FBMmjQJ77zzjqruV199BRLZdPbs2Vi/fj2+/vprnD59WmXwk1PyFi1aYOXKlQgODla1i46Opi8L5s2bR93suYGuJ0FbSDdC35iEiplzY5cMZ8fGjnNj42ZIA530TSO+347HpqN3QU7WixZvN3sM7FwXLRp4mUVqsOKEjaFzF27F4ZdtV0HSqpHi4+mIqUOD4exgyy5wAbQ0BjsBLFPvU+Dc2JFydmzshM6NG+hsci3RatOmTSDG9KVLl9TunBOjvXnz5tRIL6s8ePCAno6vWrUKbdu2VVUlp+AnT57E6tWrqcs8uXtO7qkXLa+88gq9h05O60nJycmhxnm9evXoffYGDRpwA11PcraUboS+MQmVM+fGLhnOjo0d58bGzdAGunJWNOL7pafYfjIGqcUivtfxIRHfA1C/piv7IkzQ0tA6dzUmAUs3X0ZevsI4Jynspg4LgZuznQlWq98hDc1Ov7MVTm+cG7ssODs2dkLnxg10NrmWaLVmzRosWbKE3vcuWiZMmAAvLy/MmDGjzJFu3rxJg7lt374dDRs2VNUNDw/Hhg0bsGvXLixYsABnzpyhRnrRQu6r9+7dW3XyvnDhQuzZs4fWc3FxqbCBnp8v0xMl/XYjFivyospkSgc5/fZvyb1xdmzS5dzYuJFWnB0bO86NjZuxdS4zOw87j9/DtmN3kFUs4nurRlUxvFdD1KzqzL4YI7Y0pM5di0nA13+cRU6u4rnC01WCeWPbw9vNwYgrNNxQhmRnuFmbvmfOjV0GnB0bO6Fzs7Iyn/SSSgmI5MS3TGAlIiKCnnATA7poIS7rdnZ2NJhbWeX+/fvo2bMn/v77bwQEBKiqkpN5EnzuwIEDtH9y13zz5s1qXQ0ZMgQdO3bEuHHj6AuCUaNGUZd3EgWelIqeoHMDXWDKpofpCH1j0sMSDdIF58aOlbNjY8e5sXEztoGunGVyWjY2HLyJf/6NVXt5TN4nd2vlhze7N4C7i4R9UUZoaSidu/0wGTOXnQF5mUGKq5Md5o5tB18vJyOsyjhDGIqdcWZvulE4N3b2nB0bO6Fz4wY6m1xLtDp06BB1Y798+TJsbQvvUBEXd39/f1XguNKGI4HclHfJSbA5ZSEu7uT0fOfOndRNnfydBJ0rWoiL++DBgzFo0CCa2o24yk+cOFFVpXHjxtR1nhjsymjwuiybp1nThZZ51BW6a49QKXJu7JLh7NjYcW5s3EgrU7J7miDFlmP3EHUrTm0BtjZi9Gzph5cFHPHdENwevkjHd+uiIM1SGOeOEmvq1l7DgoxzU+sc+zfF9C0NoXOmX5VxZsDZsXEWOjfu4s4m1xKtnj59irCwMHpXvE2bNvRzctBPjG1yok3uiJdXunXrRt3ciVu8snz88ccgEeL/+OMPejpOIr0fPHgQNWvWpFWIYU8M7++//x4eHh4a060p+/L19cXhw4fLm0aJz7mBrjMywTcQ+sYkVICcG7tkODs2dpwbGzehGEu3HyVj05G7IJHfixYhR3zXt86RlxXfhkchNSOXIrC3s8LkIcGoVc2FXbgCbalvdgJdpt6nxbmxI+Xs2NgJnRs30NnkqrEVOcV2dnamp9wkTRo5+SYu7iRtWqNGjcodiRjZ5A46OS0nadkePnwIcjpOcp4TIz8vL4+mXSPu7EqXeZJGbenSpTSQHDm5j4mJKTEOCRhHor+TKO/E3V3Xwg10XYkJv77QNyahEuTc2CXD2bGx49zYuAnFQCfzIC/ro27FY/Oxu3heLOJ7VTd7DBBYxHd96lxcciYWhEchKS2bCpJ4EEwc/P/27gXMpnL/A/h3LsaMcSeE5FbpH7kkOaVQCkdSbl2lTlclolInXaSiGxWny6mUEpVS6VRSndw75VBKRAxFONGYYcwMM2Pm/3xf7W3PZOy93n2x9t7f93l6erDetdf6vO9a6/2t97LaRN3CeYHWwlDaBfqbsbCd3OxLUXZ2dm53U4BuV66HzPXNN9+YHmx+Zq1JkyYmQO/atSsmT55stl+xYgXq1atn/jtUysrKQt++fc1nWRiEc9g8g24G7JUrH5ijNWfOHIwYMcL8O/+Of2bwftddd5V7JsHOQVeAHsJK4pJduf3G5BKmPx2G3OxLRnZ2dnKzc3NTgO45g6L9xVj0/TbMXrTB25vs+bdm9atigEtWfA9VnWNQ/sj05diRvdecZnJSAoYPaI2TGte0L1SX5wyVnctPM+SHJzd7UtnZ2bndTQG6XbmWm2v16tWmR3vLli2mt5sLt3GROCYGykOHDsUtt9xSbv7MzEyzGBw/19aiRQvTA1+3bt1S23MhOvac7969G71798bgwYMPO7dcAXqICzkGduf2G5NbieVmXzKys7OTm52bGwN0z5lwkbS5Szdh7tLN2Fe4v9QJtj2uNvp3aYaja6Xbn3iQOUNR53bnFZhh7dsyD3wjPikxATdf1Aptjqsd5NG5O3so7Nx9huE5OrnZu8rOzs7tbgrQ7co1rnKpBz32itvtNya3isvNvmRkZ2cnNzs3NwfonjPatWcfZi/5GQtXbEWxz8dpEhMScFbro3FBpyZmpfNIp2DrXO7eQjw+41ts2r7HHDo/iHpDn5PQ4cTSnQ2RPq9I/F6wdpE4Rjf+htzsS0V2dnZud1OAbleucZVLAXrsFbfbb0xuFZebfcnIzs5ObnZu0RCge86Mi6i9Mz8D3677vdTJcr52jw6N0L1DI6RVTLaHcJgzmDrH0QET31qBjK27vb96dc8WOLN1fYdHEZ2bB2MXnWccmqOWm72j7Ozs3O6mAN2uXOMqlwL02Ctut9+Y3CouN/uSkZ2dndzs3KIpQPecIVd8nzlvPTK2HAxu+W9VK1VAn05NTJCbnJRoDxJgTts6V1C4H0+9/R3WbMr2/tJl3Y5Dt/YHvjoTD8nWLh5sDneOcrOvAbKzs3O7mwJ0u3KNq1wK0GOvuN1+Y3KruNzsS0Z2dnZys3OLxgCdx3xgxfcdpkf9t6z8Uidft2Yl9O/cFO2OP8osJhuuZFPnuADe5FkrsXJDpvew+nVuil5/aRyuw3Tlfm3sXHkiET4oudmDy87Ozu1uCtDtyjWucilAj73idvuNya3icrMvGdnZ2cnNzi1aA3TP2TLgXfjdVnyweOOfV3xvUBUDuzbHcQ2r2+McJqfTOre/uBjPz16F5Wt3ePd6/unHou9ZzcJyfG7eqVM7N59LJI9NbvbasrOzc7ubAnS7co2rXArQY6+43X5jcqu43OxLRnZ2dnKzc4v2AN1z1p4V3z9ZugkFhcWlMNiTzl7qUK/47qTOcXG7KR/+iP+s+p/32M5tfwwuOad5WHv57WtFeHM6sQvvkUTX3uVmX16ys7Nzu5sCdLtyjatcCtBjr7jdfmNyq7jc7EtGdnZ2crNzi5UA3XP22Xv2md70hd9t+/OK723qo88ZjVEtRCu+B1rnOBx/2ty1mL9iq7eQuPr84B4t4jI4j7U6Z3/lOc8ZaJ1zvufYzyE7uzJ2u5sCdLtyjatcCtBjr7jdfmNyq7jc7EtGdnZ2crNzi9VgaevvuZi14M8rvleskIQep3HF92OQmhLciu+B1DkG5299sR6f/nezt4A6/l9dXHv+/yExMXzz4+1rQ2RyBmIXmSOJrl+Rm315yc7Ozu1uCtDtyjWucilAj73idvuNya3icrMvGdnZ2cnNzi1WA3SPxk+bD6z4vsHnc2b8t6rpKQdWfD/5aOsV38vWubTJTyFtyj+RsDcfewdcgtz7HsT7X23GB0t+9hZO2+NqY8iFLQ/5mymffYL0hx5A4uZNKDyjE3ImTEZJnToHC7awEOkPjUHq22+iJCkJ+dfegPxhIwHfhfCKipD28guo8OUSlCQno6B7T+wbcMkhK0fapIlIn/Aodi78GsXHRnaROl2vdter3OzcYv0+Z6/iP6fb65wCdP9lGPdbKECPvSrg9huTW8XlZl8ysrOzk5udWzw0XNmLzYXZ3lmQge1lVnyvxxXfuzQDA2enK7771jkT7D78APJG3I6itu2RPm4sfjq+He5s1s9bMCc1qYlh/U5GheQ/fwKuwldfolrf81HQoxf2Xj4IFd+YjqTNvyD7438DSUlmH5VvvxWpb01H7uj7sb9hI1S+507k3zwM+dcN8f5G1UEXI3n1KuwdeCkSt29H6vRXkTd8JPL+fl+pCpK0fh1qnH0Gcm+7E/nDb7OvPJY5db3awcnNzi0e7nP2MofP6fY6pwA9XCUfQ/tVgB5DhfnHqbj9xuRWcbnZl4zs7OzkZucWTw1Xrvi+YMVWfLBkI3LyCkuBNW9Qzaz43rxhtYAhvXVu02+o3bI58i8bhNxxj5v8y96dh3Nv6ovBN7yC3WlVcXzDahhxcRtwiP2hUrULeiAxJwdZ/14EJCYChYWoeUpL7Bn/BAp69Ubixg2o2bEtcsc8jPwhQ80uUj6fiyo3X4/MVRlAcjJSPv7Q/Dlr8VIUN2hotkkfcw9SZ7yGzJ82HfzZkhJU790dCbuykfXFEqBChYDPOVQb6nq1k5SbnVs83efshQ6d0+11TgF6qEs8BvenAD32CtXtNya3isvNvmRkZ2cnNzu3eGy4csX3OV9vwqf//fOK76dwxfcuzcCedX/JU+dy3nkf1S/ph6zPFqCodVssWbkNUz76Ec9OHYo3Ow7E5q69cPslbZFWsZw577m5qN28IXLvHYv8m27x/mzlO0YAxcXYM+FppE6dgsp3jkTm6g0oqVXrwDbFxajdtAGy334fRaeehqRVPyDxt20oPPtc7z7Snp2MSo+PR+bGgwvUpb34HNLvuQu7Zs9BYcfT/Z1mWP5d16sdq9zs3OLxPmcvVTqn2+ucAvRQlXQM70cBeuwVrttvTG4Vl5t9ycjOzk5udm7x3HDNytmH2Ys3YtH3W1FSctAvMSEBndvUxwWdmqBaekq5sJ46lzfpWVS+41b8vmk7lmVk4bnZP5j93f/uWGxt3gqtpkxE5bTye6kTN2SgVse2yJ71LxSe2flgcD35KaTM/zd2zfoXKo0fi9SZb2Lnt6tLHU+NTqcib9hIw1oBKAAAGbRJREFU7Bt46Z+OM2H7dlTv0wNFbdoh57mXzL8nbvkVNc84FcU1aqDgrC5IKCnBvt59UHBuD/sKZJFT16sFGgC52bnF833OXuxATrfXOQXowZZwHORXgB57hez2G5NbxeVmXzKys7OTm51bNDTA7M8ssJxbuOL7/AysWP97qQwVU5LQs0MjnHeIFd+37NiD1Zt2ISe/ACd/NAMdZj6HeXNX4B/vrsT+4gPR/v1zJ6D5KSeg8ImJhz2QpNWrULPLX7Dz34uxv9XJ3m1Tp7yAtNdeRtaCr5B+391IWbQAWfOWlNpX9fM6Y9+F/Uv1vHODqlcMNAvFFbVshd0z3kZJ5SomX5Uh1yJ11kwU16qFwnbtkbzuJyT9vBG5t96OvLtLz1MPTM9uK12vcrMTsM+lOmdn53Y3Beh25RpXuRSgx15xu/3G5FZxudmXjOzs7ORm56YA/aDb2k1ZmDkvAxu37S6FyV50s+J766ORuWsvps5ZgzWbsr3bnPf9pxi0ZDquHPIqPB3xtaul4unlL6JClXTsefIfhw/QN6xHzY7tsHPRUuw/ocXBAP31V1Fp0kTsXPodKo0bi5QFXyB77vzSAfr556Hg7G7IGzmq1N+nTpuKlI//hZQli5AzcTL29b8YCTszUeuk5tjfpCmyP/kCJVWrgV39VYYNQepbM5C59DsUN25iX5Ec5NT16gDLZ1O52bnpPhe7bgrQ7cs2bnIqQI+9otbD0K5M5WbnpkaE3OwF7HPqej1oxxXfl63dYXrUt2fnl0I9qnoq9uQXgXPYfVOHjKUYPXs8+g2biaLkCqhSqQJGX9kezYdcgf1NmyH34ccOWzgJe3IOzCWf+T4Ku5zt3ZafbWNvd9b8L8F54/zzzu/XltoXh7jvvWIw8m88sHBc2ZQ+ehRSZ7yOzFXrkbxqJWr0Ohc545/A3muu926a/N+vzd/vfnEq9vXpa1+RHORUnXOApQDdDqtMLtU5O0a3uylAtyvXuMqlAD32itvtNya3isvNvmRkZ2cnNzs3vRQ6tJtnxXfOUd+TX3rF97I5aufswCsvXoe7+z+IlY1aocnRVXDvle1Nb3XejUORP2yE38KpeerJ2Nv/YuTdOdq7bZVrByNxTw52vfku+Bm26hf0KNXLnZCzG7WOP9bML993YT/TQ55QWIjiuvW8+6iwaAGq9+uNnUuWHVgZvstfkP3mrFILySWt/B41z+mEXa++gYKevfweayg20PVqpyg3Ozfd52LXTQG6fdnGTU4F6LFX1HoY2pWp3Ozc1IiQm72AfU5dr+XbHVjx/Rd88vUmFO33WUmuTJbHZ4xCXsVKGNP3PpQkJGJyvS1oPOpm89m0olat/RZO+oP3o+LMN5A170uU1K6NxF9+Rs1Op5pvnpve8aIi89k1Dmf3DJmv9NQTqPTow8j8Yb1Z2b3yyFtML7nvt9NTX3oelR+4F5k/bkBJahpqndDYfDvdd0h82jOTkP7Q/chcsQYldev6PdZQbKA6Z6coNzs3PVtj100Bun3Zxk1OBeixV9R6GNqVqdzs3NSIkJu9gH1OXa/+7d76Yh3mLt1c7oYttq7BuJn3YF295thSowHOXrsQRd17Yvcrr5s8ycuWorh+A/PfoRJ7v2t0O8t8A72gazekzPkQSE01w9s9C7ylfPAeql53lQnSS6pUQcXZ7yH/hpuRO3ac2SU/s1bjr+egoHNX5F91DZK2bjXfQd976eXIffARs03apIlIn/AockeNRlHbdkhevgzpEx7B3gGXYs/jT/qHCNEWqnN2kHKzc9OzNXbdFKDbl23c5FSAHntFrYehXZnKzc5NjQi52QvY59T16t9uxuc/4fNlvx52w6bbN+DyL2fgqN07sKNTNzSZNN4E2UxH1amK3NvvQt6ou8vdR8KOHUgfPxYVlv8XRSe1Qu69D6D46Pqltq+wcD4qPT0BCdnZ2NdvIPJvuAlISvJuw6Hw6Q+NQfIPK1Fcpw7yB119YIV3n21Sp7+G1JdfRHLGOhRXroJ9fQcg954xQEr5n5TzL+RsC9U5Z16ereVm56Zna+y6KUC3L9u4yakAPfaKWg9DuzKVm52bGhFysxewz6nr1b/dB4s34v3FG/1v+McWF3ZqYr6jrnRoAdU5u5ohNzs3PVtj100Bun3Zxk1OBeixV9R6GNqVqdzs3NSIkJu9gH1OXa/+7fjd83unLPW/4R9bPHjtaWhQOz3g7eNtQ9U5uxKXm52bnq2x66YA3b5s4yanAvTYK2o9DO3KVG52bmpEyM1ewD6nrtfA7B6b8U2p75+Xl6tFo+oYdVm7wHYap1upztkVvNzs3PRsjV03Bej2ZRs3ORWgx15R62FoV6Zys3NTI0Ju9gL2OXW9Bma3PSsP46Ytx+688j+7VrVSBdw96BTUqVEpsJ3G6Vaqc3YFLzc7Nz1bY9dNAbp92cZNTgXosVfUehjalanc7NzUiJCbvYB9Tl2vgdsxSJ86Z80he9LZc35VzxYKzgPgVJ0LAOkQm8jNzk3P1th1U4BuX7Zxk1MBeuwVtR6GdmUqNzs3NSLkZi9gn1PXq3O7Lb/nYvUv2diTXwCuoX5Kizqac+6AUXXOAZbPpnKzc9OzNXbdFKDbl61ySkACEpCABCQgAQlIQAISkIAE4logoaSkpCSuBXTyEpCABCQgAQlIQAISkIAEJCABFwgoQHdBIegQJCABCUhAAhKQgAQkIAEJSEACCtBVByQgAQlIQAISkIAEJCABCUhAAi4QUIDugkLQIUhAAhKQgAQkIAEJSEACEpCABBSgqw5IQAISkIAEJCABCUhAAhKQgARcIKAA3QWFoEOQgAQkIAEJSEACEpCABCQgAQkoQFcdkIAEJCABCUhAAhKQgAQkIAEJuEBAAboLCkGHIAEJSEACEpCABCQgAQlIQAISUICuOiABCUhAAhKQgAQkIAEJSEACEnCBgAJ0FxSCDkECEpCABCQgAQlIQAISkIAEJKAAXXVAAhKQgAQkIAEJSEACEpCABCTgAgEF6C4oBB2CBCQgAQlIQAISkIAEJCABCUhAAXoU14E9e/bgoYcewqJFi5CXl4cTTjgBo0aNQrt27RydVW5uLi655BJcffXV6Nu3r6O8vhv//e9/R0lJCR555BHrfUQqYyjsZs6ciRdeeAHbtm1DtWrVcPnll+Omm25CQkKC49OIFrtg3Vg/Tj31VOTk5JQyuvLKKzF69OiYdeOJBWvni/PRRx/htttuw4wZMxxf7579xEud4/n+85//BK/XHTt2oGHDhvjb3/6G/v37O65vzOBWt1DUr0Dvaf/5z39w7bXXYtWqVVaGzLR9+3ZTBo8//jhOO+006/2EImOk7L7++mu8//77yMrKMs/rq666CjVq1HB8Cm6xi4RbRkYGnn76aXz55Zfm2dqtWzfTzolmt1A9D3bu3ImpU6fip59+Mh79+vVD+/btvfWpsLAQEydOxOzZs5GYmIhBgwbh+uuvt2qjuKXOlb1YfvvtNzz55JOYP38+9u3bhzPPPBN33HEHjjnmGEfXVTy2g0Nh568OOikEtz5bnZxDKLdVgB5KzQjv684778T69esxbNgw88vTp0/H0qVL8fHHH6N+/foBHc3evXsxfPhwc3MbP368dYD+zDPPYNKkSbjooouiIkAP1u7DDz80AdIFF1yAM844w7wk4d/dd999JlB3kqLJLli3n3/+Gd27dzcBU/Xq1b1MRx11FBo0aOCEDdHkxhML1s6Dwwdir169cO6552Ls2LGOzDwbR5NdsG6zZs3CE088gbvuugt16tTBwoUL8fLLL5v7Feuik+Rmt2CdAr2n/fjjjyawzM7Oxtq1a53webdl3muuuQY//PADXnvttSMeoEfCbs6cOSZwuPDCC009fO+995CSkmIC9rS0tIAd3WQXbretW7car5YtW5qXart27cKECRNQqVIl8LquWLFiVLqF4nnAesAOFdals846C8uXLzcvMdhpwCCVie0R1jO2VdgmfPjhh811xxfiTpKb6pzvcfMFUZ8+fUwHyS233ILi4mLzMofPSL6UqFWrVkCnGY/t4FDYBVIHAyoAIOrac4GeVzDbKUAPRu8I5i0oKDA9Z9OmTUPbtm3NkfAmc8opp+Duu+8OKEjkW/zrrrsOSUlJWLFihXWAzrdebPTyYdmhQwfXB+jB2u3fvx/nnXeeCZJGjhzprQVsSKSnp5sXJYGmaLIL1o0m7Pl94IEHzIukYFI0ufE8Q2Hn8WJjiz2YbPCzYeI0RZNdKNyuuOIK02C94YYbvFQcMVS3bl3TmAs0udktWKdA72kLFizArbfeiuOOOw7fffedVYC+efNmE2zVrFnTPHeOdIAeCTv+RpcuXUzvJV9uMK1btw7nn3++aZiyVziQ5Ca7SLhxhCDvc59//rn3JQbr3cCBA81Lt969ewfCBje5hep5wGCbQTlHvSQnJ5vRiwMGDDD3NdapTZs2mXYKX6JwdCQTr1+OPliyZInJE0hym53vMXP0AOvBF198YV5UMLFXuGvXrqbj6sYbb/R7ivHaDg6Fnb866Bf/jw3c/GwN9BzCsZ0C9HCoRmCfmZmZOP300/Hmm296A3S+EePwJl40HOrkLzFIYq8JA/rWrVtbB+jsMX7sscdMDxV7Qd0+xD1YO76lZc9R48aNS/V88CHIqQZvvfWWP3rvv0eTXbBuPGnWDTZMp0yZErDRoTaMJjcefyjsuB82RIYMGWKGBXP0hk2KJrtQuP31r381vSy+ATp7nhhkPvroowETutktWKdA72m8ftu0aWPuc2xU2fSgs2eLI2k42oqjQI50gB4JO07p+eyzz0xAzl5zJvY+cWi/k5EcbrKLhBsDcbYpOITZk1j32CkxYsSIgAIw5nOTW6ieB4sXLzY9xCeeeKLXxhOQPv/883jjjTfMy3D2qvNlGBOvc3bicASRp2PH3w3QbXa+x8s6sGXLFvOSwjd17NjR3FsefPBBf6dnOgvisR0cCjt/ddAv/h8buPnZGug5hGM7BejhUI3QPtnorFq1qgmO2XvNxua8efPw6aeflho+XN7h8GbNeUlMnA9nO8Tdsx/Ob4qGAJ3nG6xdWVMOvevcuTMuu+wy84Y60BRtdsG68Ub8+++/g3PjOB+4SZMmZi6r02Az2txCUec4R65nz57g/xl0cr4dp1ewTJykaLMLts6xF+6TTz7Bs88+i2bNmpkhxZwa8Oqrr4INuUCT292CdQrknuYxePfdd60DdM8+fv31V5xzzjlHPEAPxbUZiJ3vNjTg85rDtPm89gRQ/uqi2+zCXecuvfRSM5zd94Xu999/b3qK6cdRa4Ekt7mFo85xNArbYBzWTh++1GBwzemLvonPDo7kiGY7z/ncfvvtWLlyJebOnes9Rb444nORQ95vvvlmv9UjXtvBobAri1u2DvrF/2MDtz9bAz2PUG+nAD3UohHcn6cXgm+UmfggY29Eq1atHB9FMAG658eiKUAPpR3Pn6MW2HPOxla9evUc+0eLXTBuRUVFZoTH8ccfb4a4cng2G/offPCBmZPOIaBOU7S48byCsWN+NrjYM8JpFOwF+d///mcWB+IwTw7zc5qixS5YN77IYE/cmjVrvET333+/eZlmk9zqFqxTWYvD3dOCCdA9v+OmAD2SdlzY8ZVXXjEvKl966SVzLTtNbrELt9tTTz1lng1c6IwvJzm3mMEl73ucVue7jkkghm5xC8XzwHO+GzZsAO9ny5YtM3PLObKFiaNdOBWKQbpv4uhKTs/jM9hJcpOd57jffvtt3HPPPeacOXWEL685BYwdVZxO17x5cyenGFRHVbS1g0NpV14ddIQPmBdM0dLJ5/TcbLZXgG6j5oI87IHk3EoOnWMPJIfNcZgPhw8zSOfwTScpngL0UNtxiNTgwYPNG1uu4m6TouHGFKwb57kySGratGmpqQGcD8xFkthodZqiwY3nFAo7TmnhiBcu+uN5CcThsZxv6LQ3mMcUDXbBunkaquyp5BD3Y4891izoyD+zARvoHFbfeulGt1A4+Z6jv3taLAXokbZjLxODh3feecf09DEIDXQ+sJtebkTCje0brpPz7bffgguJcloAf/fiiy+2WiDTLUFmKO04h5rXI58L9OHwdb4E5wtdzjVnPfNNHJXANTmctlXcYud7LlwHgesAcfoIR6EwQOcL2U6dOllNo4undnAo7cqrg7HannN6XrbbK0C3lTvC+TikhzcmDl/ig4uJARDnVvKtIVc6dZLi6cYUSjsOp6J5o0aNzOdOuOCeTXJjo7/seYTSzXff7P3l21x+gshpigY3nlOwdvzEDRtV7PXgoj+e5Pl7DldjQ9ZJiga7YN14fdKNPXA9evTw8nBuIvfNOXROkxvdgnXyNQjknhZLAXqk7TzWq1evNvPwnQzVdlOAHik3Ln7GF0Zc9Oz11183I5E4Uo2LoTlNbgkyQ2nnMWDQz5fdHGHFThr+9+KLL5oXkr6JQ9w5osizWGGghm6xO9TxctoD18PgXHK2I/gC9qSTTgr01LzbxVM72HPSobLj/srWQacF4MZnq9NzCOX2CtBDqRnBffFTGrwBl21gsqH+yy+/mIDHSYqnG1Oo7PgGkgvDcZVTNlhr167thLzUttFwYwrWbffu3eAnmsp+85hD1NijxF4Spyka3HhOwdpxAUgOhR0zZgzYA+JJNOV35bnQI0dxOEnRYBesG3sr2dvGlaA5csOTPMP7uCJ0amqqEzZXjjwI1skDEOg9LZYC9EjY0ZWfDOPCor6J03q4cByf206SG4KlSLj5mvCc+ZKNIwb5JQGb5Aa3UDwPuA/WJ65BVLlyZS8Fv0rBkZTsOeeQd675whXwPd8E53OEX9rhS3EG6k6SW+zKO2aeG9e04CfnuIiqTYqndrCvj62dvzrotAyioU3i9JyC2V4BejB6RzAv3xCOHj3aDO3xvfnypssV2SdPnuzo6OLpxhQKOy5qwUYCRzDwrf7JJ5/syLvsxtFwYwrWjS+TuMosGwyeIdpcXI9zC1u0aGGG5jlN0eDGcwrWjvvgtc2Vdzk32JO4+Nnw4cPNCzmndTAa7IJ148szfsKKw9nZW+lJXAn/m2++iZlRG8E60cXJPS2WAvRI2PFzWAyWuEAh73VMnE/NhUX5gpIvkZwkNwRLkXDzNaETn7fsfWYvsU1yg1uongfdu3c3nxPj13M8idPsuPgqv+7DNV/OPvtsM4LI88zgGiacFsVncaALE3r27Ra78sr9ueeeM2u0sH7YrAPE/cZTO9jX0dbOXx10eo1GQ5vE6TkFs70C9GD0jmBefuuRb5O50Ba/dZmQkGA+wcQGKQNGLsbF3iPeqAK5WZV3Y1q/fr05y0AW24iWiysUduw94DSCa665xgSYvsmzSF+s2QXrxgaDJ0ji+gn8M78ZzzrL0SCez77EmhvrRrB23AdHGdxxxx1mKDvnrmZkZJj5qy1btvTOt4s1u1C4cbVijiriC44aNWqYwJwBE1+wMVBnina3UDgFck/z3OfKC9DZU8yh25zy4y8AcEuDPxJ2HKbNAJ2fhGK9ow2HH2/bts2MvuJzPNrsIuHmqW9cFI7X8bhx4/60+ni0uYXqecCXsvfee68ZUcDnwVdffWXqFHvR+YkxJo4c4ue0GKSzp51/5tB2T1AfjXaHanZzWg7PmVPAhg4dWmoTtYMPH6gEYxdIHYz2Z+sRDPOgAP1I6gf521xwi0N52ODk3A82inw/n8GgmzcrvlX1l8oL0Bl0M02bNs3fLlw59LO8gw7Wjp8FK+8bwJ6/j0W7YN3YIOVnr/htVi6MxOHZHN7pO/w4Ft1YD4O14z44+oArP7OOcWFI9pBwBVsOdWSKRbtg3dgA4cs0vsDkolP8djCvXwZKnsW5YsEtWKdA7mn+AnRP0B3IJzvdEqCH4toMxI4LKXFoMeshRytw0Ue+cKtfv75hjUa7SNU5vgjndB4O32ZnhG+KRrdQ1Dnugx5cXJXPVT5D+VkxDvP2TVzJnT3L9OOimJwK5VkrJ1rtyrbr+Gk5zrXnC4iyU5bUDj580z1YO391MBaerX6DnzBtoAA9TLDarQQkIAEJSEACEpCABCQgAQlIwImAAnQnWtpWAhKQgAQkIAEJSEACEpCABCQQJgEF6GGC1W4lIAEJSEACEpCABCQgAQlIQAJOBBSgO9HSthKQgAQkIAEJSEACEpCABCQggTAJKEAPE6x2KwEJSEACEpCABCQgAQlIQAIScCKgAN2JlraVgAQkIAEJSEACEpCABCQgAQmESUABephgtVsJSEACEpCABCQgAQlIQAISkIATAQXoTrS0rQQkIAEJSEACEpCABCQgAQlIIEwCCtDDBKvdSkACEpCABCQgAQlIQAISkIAEnAgoQHeipW0lIAEJSEACEpCABCQgAQlIQAJhElCAHiZY7VYCEpCABCQgAQlIQAISkIAEJOBEQAG6Ey1tKwEJSEACEpCABCQgAQlIQAISCJOAAvQwwWq3EpCABCQgAQlIQAISkIAEJCABJwIK0J1oaVsJSEACEpCABCQgAQlIQAISkECYBBSghwlWu5WABCQgAQlIQAISkIAEJCABCTgRUIDuREvbSkACEpCABCQgAQlIQAISkIAEwiSgAD1MsNqtBCQgAQlIQAISkIAEJCABCUjAiYACdCda2lYCEpCABCQgAQlIQAISkIAEJBAmAQXoYYLVbiUgAQlIQAISkIAEJCABCUhAAk4EFKA70dK2EpCABCQgAQlIQAISkIAEJCCBMAkoQA8TrHYrAQlIQAISkIAEJCABCUhAAhJwIvD/X7r5eX22tbsAAAAASUVORK5CYII=",
|
||
"_figure_label": "Figure 3",
|
||
"_model_module_version": "^0.11",
|
||
"_size": [
|
||
800,
|
||
550
|
||
],
|
||
"_view_module_version": "^0.11",
|
||
"layout": "IPY_MODEL_8de2ee2a201f4e78b83bb73202597800",
|
||
"toolbar": "IPY_MODEL_2d1533973ff749659dd783abe0db740f",
|
||
"toolbar_position": "left"
|
||
}
|
||
},
|
||
"ee97a7eebb9a425eb0ade6e31817aa89": {
|
||
"model_module": "jupyter-matplotlib",
|
||
"model_module_version": "^0.11",
|
||
"model_name": "MPLCanvasModel",
|
||
"state": {
|
||
"_data_url": 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",
|
||
"_figure_label": "Figure 1",
|
||
"_model_module_version": "^0.11",
|
||
"_size": [
|
||
800,
|
||
550
|
||
],
|
||
"_view_module_version": "^0.11",
|
||
"layout": "IPY_MODEL_21d8b0ba77b54fbfabcdf5f52b80df1a",
|
||
"toolbar": "IPY_MODEL_2a0670114f11457b80a6ef3ef22a34fc",
|
||
"toolbar_position": "left"
|
||
}
|
||
},
|
||
"f7658ea254754f89ae1eaaca3822afd1": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "2.0.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {}
|
||
}
|
||
},
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
}
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|