Fall_EDA.ipynb 129 KB
Newer Older
1
2
3
4
{
 "cells": [
  {
   "cell_type": "code",
5
   "execution_count": 1,
6
7
8
   "metadata": {},
   "outputs": [],
   "source": [
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
    "import pandas as pd\r\n",
    "import numpy as np\r\n",
    "import datetime as dt\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "from tools import preprocessor, data_loader\r\n",
    "import config as cfg\r\n",
    "import tensorflow as tf\r\n",
    "import seaborn as sns\r\n",
    "from pathlib import Path\r\n",
    "tf.get_logger().setLevel('ERROR')\r\n",
    "\r\n",
    "# Set dataset\r\n",
    "filename = \"fall.csv\"\r\n",
    "converters = {str(i)+'Ats':str for i in range(1, cfg.ATS_RESOLUTION+1)}\r\n",
    "\r\n",
    "# Create data loader, prepare data\r\n",
    "dl = data_loader.FallDataLoader(file_name=filename, converters=converters).load_data()\r\n",
    "X, y = dl.get_data()\r\n",
    "df = pd.concat([X, y], axis=1)\r\n",
    "\r\n",
    "# Add age feature\r\n",
30
    "df['Age'] = df['BirthYear'].apply(lambda x: 121-x)"
31
32
33
34
   ]
  },
  {
   "cell_type": "code",
35
   "execution_count": 2,
36
   "metadata": {},
37
38
39
   "outputs": [
    {
     "data": {
40
41
      "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>Gender</th>\n      <th>BirthYear</th>\n      <th>Cluster</th>\n      <th>LoanPeriod</th>\n      <th>NumberAts</th>\n      <th>1Ats</th>\n      <th>2Ats</th>\n      <th>3Ats</th>\n      <th>4Ats</th>\n      <th>5Ats</th>\n      <th>...</th>\n      <th>43Ats</th>\n      <th>44Ats</th>\n      <th>45Ats</th>\n      <th>46Ats</th>\n      <th>47Ats</th>\n      <th>48Ats</th>\n      <th>49Ats</th>\n      <th>50Ats</th>\n      <th>Fall</th>\n      <th>Age</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>21</td>\n      <td>5.0</td>\n      <td>516.0</td>\n      <td>15</td>\n      <td>Brusestole</td>\n      <td>ToiletforhøjereStativ</td>\n      <td>Gangborde</td>\n      <td>Gangborde</td>\n      <td>Nødalarmsystemer</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>99</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0</td>\n      <td>45</td>\n      <td>11.0</td>\n      <td>315.0</td>\n      <td>2</td>\n      <td>Rollatorer</td>\n      <td>Brusestole</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>75</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0</td>\n      <td>45</td>\n      <td>14.0</td>\n      <td>141.0</td>\n      <td>8</td>\n      <td>Rollatorer</td>\n      <td>Brusestole</td>\n      <td>RamperMobile</td>\n      <td>Vendehjælpemidler</td>\n      <td>Gangborde</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>75</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0</td>\n      <td>45</td>\n      <td>14.0</td>\n      <td>142.0</td>\n      <td>8</td>\n      <td>Rollatorer</td>\n      <td>Brusestole</td>\n      <td>RamperMobile</td>\n      <td>Vendehjælpemidler</td>\n      <td>Gangborde</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>75</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0</td>\n      <td>45</td>\n      <td>14.0</td>\n      <td>159.0</td>\n      <td>9</td>\n      <td>Rollatorer</td>\n      <td>Brusestole</td>\n      <td>RamperMobile</td>\n      <td>Vendehjælpemidler</td>\n      <td>Gangborde</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>75</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 57 columns</p>\n</div>",
      "text/plain": "   Gender  BirthYear  Cluster  LoanPeriod  NumberAts        1Ats  \\\n0       0         21      5.0       516.0         15  Brusestole   \n1       0         45     11.0       315.0          2  Rollatorer   \n2       0         45     14.0       141.0          8  Rollatorer   \n3       0         45     14.0       142.0          8  Rollatorer   \n4       0         45     14.0       159.0          9  Rollatorer   \n\n                    2Ats          3Ats               4Ats              5Ats  \\\n0  ToiletforhøjereStativ     Gangborde          Gangborde  Nødalarmsystemer   \n1             Brusestole             0                  0                 0   \n2             Brusestole  RamperMobile  Vendehjælpemidler         Gangborde   \n3             Brusestole  RamperMobile  Vendehjælpemidler         Gangborde   \n4             Brusestole  RamperMobile  Vendehjælpemidler         Gangborde   \n\n   ... 43Ats 44Ats 45Ats 46Ats 47Ats 48Ats 49Ats 50Ats Fall Age  \n0  ...     0     0     0     0     0     0     0     0    0  99  \n1  ...     0     0     0     0     0     0     0     0    0  75  \n2  ...     0     0     0     0     0     0     0     0    0  75  \n3  ...     0     0     0     0     0     0     0     0    0  75  \n4  ...     0     0     0     0     0     0     0     0    0  75  \n\n[5 rows x 57 columns]"
42
     },
43
     "execution_count": 2,
44
     "metadata": {},
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
45
     "output_type": "execute_result"
46
47
48
49
50
51
52
53
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
54
   "execution_count": 3,
55
56
57
58
   "metadata": {},
   "outputs": [
    {
     "data": {
59
      "text/plain": "0    1622\n1     522\nName: Fall, dtype: int64"
60
     },
61
     "execution_count": 3,
62
     "metadata": {},
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
63
     "output_type": "execute_result"
64
65
66
67
68
69
70
71
    }
   ],
   "source": [
    "df.Fall.value_counts()"
   ]
  },
  {
   "cell_type": "code",
72
   "execution_count": 4,
73
   "metadata": {},
74
75
76
   "outputs": [
    {
     "data": {
77
      "image/png": "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\n",
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
78
      "text/plain": "<Figure size 432x288 with 1 Axes>"
79
80
81
     },
     "metadata": {
      "needs_background": "light"
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
82
83
     },
     "output_type": "display_data"
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "var = df['Fall']\n",
    "varValue = var.value_counts()\n",
    "plt.figure()\n",
    "plt.bar(varValue.index, varValue)\n",
    "plt.xticks(varValue.index, varValue.index.values)\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.title('Fall')\n",
    "file_name = f\"Fall bar.pdf\"\n",
    "plt.savefig(Path.joinpath(cfg.REPORTS_PLOTS_DIR, file_name), dpi=300, bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
101
   "execution_count": 5,
102
103
104
105
   "metadata": {},
   "outputs": [
    {
     "data": {
106
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEWCAYAAABhffzLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAC1PElEQVR4nOydd3hUVdrAf2f6pEx676TRCR0EQUAsiAgW7L2vq65l3VV317K6n921rL1hpShiBVFEuvQeSCG99z6Zer8/7mSSkARCICTI/T3PPHDP3PLOncl7z3mrkCQJBQUFBYXTB1VfC6CgoKCgcHJRFL+CgoLCaYai+BUUFBROMxTFr6CgoHCaoSh+BQUFhdMMRfErKCgonGYoil+hXyGEkIQQCSfhOkII8aEQoloIsaW3r9cNeWJdn13T17Io/PFRFP8piBBishBioxCiVghRJYTYIIQYe5znvEEIsf6wsY+EEE8dn7S9Q2fyHiOTgZlApCRJ47o4vySEeOiw8QIhxFnHcd2TihDCSwjRIIRYfth4v3nQuH5ndiFEWF/LcrqgKP5TDCGECfgeeA3wByKAJwBLX8rVGf1BqRyBGCBHkqTGI+xTBTwkhPA+STKdEA6775cg/zZmCiFC+0ikLhFCeCLLWAtc08finD5IkqS8TqEXMAaoOco+twIHgHogFRjlGv87cKjN+DzX+CCgGXAADUANcBtgA6yuse9c+4YDXwHlQDZwT5vrPg58CXwK1AG3dCLbR8BbwM8uOdYAMW3el4AE1/99gI9d18oF/oE8Wekgbxf3IRz4FlmBZwK3usZvPuz4Jzo59gZgPfAd8Fib8QLgrDaf5ak2750FFLTZzgH+CuwBGoH3gRBgueuz/wL4ufaNdX3224AioBh4sM25VG2+v0pgMeB/2LE3A3nA2jbH/Qo8Dew47Hx5rmMaXK+JQILr+6gFKoBFXdzX5cCfDxvbDVwMCOBloMz1G9gLDD3Cb/U6IB+4F9h32HtGYAFQjfx7fuiw+9vlb1F5HUWP9LUAyusYvzAwuf7wFwDntyiONu9fBhQCY11/hAm4FKvrvXCXErncpYzCXO/dAKw/7FyHKzYVsB34F6ADBgBZwLmu9x9HfljMde1r7ET+j1xKbwqgB15pe13aK/6PgW8Ab5dySwdu7kreTq61FngDMAApLgUxvTvH06r4U1yKp0XJHqvi/x1Z2Ue4lOEOYKRLpl9xPVRoVd5fAJ7AMJe8Z7vev9d1rkjXfXsb+OKwYz92HWt0jccATmAw8ACwp41sLcdo2ox9ATzq+u4MwOQu7s11wIY224ORJwt64Fzk34gv8u9vEK7fWBfnWgU857pHdmB0m/eeQX4Q+bk+956W+8tRfovK68gvxdRziiFJUh2yfVoC3gXKhRDfCiFCXLvcAjwnSdJWSSZTkqRc17FLJEkqkiTJKUnSIiAD6GDfPgJjgSBJkp6UJMkqSVKWS4Yr2uyzSZKkZa5rmLs4zw+SJK2VJMmCrGgmCiGi2u4ghFC7zvuwJEn1kiTlAC8C13ZHUNf5JgF/kySpWZKkXcB7yEqr27iO+xn427Ec14bXJEkqlSSpEFgHbJYkaackSc3A18gPgbY8IUlSoyRJe4EPgStd43cAj0qSVOC6b48Dlx5m1nncdWzLfb8WWdmnAguBIUKIw6/XFhvywyLcdc+68qF8DaQIIWJc21cDS11y2ZAf1AMBIUnSAUmSijs7iRAiGpgGfC5JUinyQ6Dt9zMf+I8kSdWSJBUAr7Z5rzu/RYUuUBT/KYjrj+kGSZIigaHIs/j/ut6OQjYHdEAIcZ0QYpcQokYIUeM6NvAYLh0DhLcc7zrHI8iztRbyu3Ee9z6SJDUgm2LCD9snENAim3hayEWeOXeHcKBKkqT6Hh7fln8Bd7Z5uB4LpW3+b+5k2+uw/dvev1xa70sM8HWb+34A2VR1pHt/HfAZgOvBswa4/giyPoQ8S98ihNgvhLips51c9/QHWpXslW2u8yvwOvA/oEwI8Y7LL9UZ1wIHXA9XXOe4SgihdW2HH/aZ2v6/O79FhS5QFP8pjiRJB5FNDkNdQ/lA/OH7uWZn7wJ/BgIkSfIF9iH/oYO8guhw+sO284FsSZJ827y8JUmadYRjOsM9uxdCeCE7qYsO26eC1hloC9HIZqzuXKcI8D/MMdv2+G7jusdLkVcnbWkEPNpsnwjnaduVTzSt9yUfOP+we29wKXS3qC3/EUKcASQCDwshSoQQJcB4ZMWqoZP7J0lSiSRJt0qSFA7cDrxxhNDaL4ArhRATkc1Cq9uc51VJkkYjm4CSkP0cnXEdMKCNfC8hP/Bbfk/FyCaezu5Nd36LCl2gKP5TDCHEQCHEA0KISNd2FPKM63fXLu8BDwohRrti1RNcSt8T+Y+93HXcjbQ+LECeiUYKIXSHjQ1os70FqBdC/E0IYRRCqIUQQ3sQSjrLFZKqA/4N/C5JUrvZqiRJDmQH5tNCCG/XZ7gf2XHclbxtj88HNgL/J4QwCCGGIzs/P+1s/27wBHAjsu26hV2uz+Lvipj5Sw/P3ZZ/CiE8hBBDXNdb5Bp/C/lexAAIIYKEEBcd4TzXI5uoBiP7KVKQv28jsm+oHNn+7/5+hRCXtfyukP0akmufzvgR+aH8JLIT2Ok6x1ghxHjXrL0R2Yne4RyuB0Y8sqmxrXyf02ruWYz84PITQkQgT1paOFG/xdMSRfGfetQjz9w2CyEakRX+PmTnHZIkLUGO4vjcte8yZMdkKrKNfBOy0hwGbGhz3l+B/UCJEKLCNfY+MNi1lF7mUsazkf9Is5Fn5e8hR98cC58DjyGbeEbTdRjf3cjKIwvZ0fo58MER5D2cK5GdmEXIdunHJEn65RhlBUCSpGzgE+QHaAufIEez5AAraVXSx8Ma5AikVcALkiStdI2/ghyhtFIIUY/8vY/v7ARCCAOyffw11yy+5dXyGa6XJKkJ+XeywfX9TkC2m28WQjS4rnWvy3beAZc9fylwNvL30oIJeWVZjWyqqgSe7+QU1wPfSJK0t62Mrs85Wwjhj/xQKUD+rf2CHDFmcV3/RP0WT0uEJCmNWBROHkKIj5AjM/7R17IonFoIIe4ErpAkaWpfy3Kqo8z4FRQU+iVCiDAhxCQhhEoIkYy8qv26r+X6I9CfMysVFBROb3TI+QpxyHkCC5HzMhSOE8XUo6CgoHCaoZh6FBQUFE4zTglTT2BgoBQbG9vXYigoKCicUmzfvr1CkqSgw8dPCcUfGxvLtm3b+loMBQUFhVMKIURuZ+OKqUdBQUHhNENR/AoKCgqnGYriV1BQUDjNOCVs/AoKCgp9gc1mo6CggObm5r4W5YgYDAYiIyPRarVH3xlF8SsoKCh0SUFBAd7e3sTGxiKEOPoBfYAkSVRWVlJQUEBcXFy3jlEUv4JCH9NosbEjr4ZDZQ14G7QMj/QhMeSUavP7h6W5ublfK30AIQQBAQGUl5d3+xhF8Sso9DErU0u5f/FuWpLoh0WYeHl+CgmK8u8X9Gel38Kxyqg4dxUU+pDcykaeW5FG28opewvr2FtY23dCKfzhURS/gkIfYrY6KKu3dBivt9j7QBqFE4VarSYlJcX9ysnJ6XJfLy+5+2ZOTg5Dhw7tcr8TiWLqUVDoQ6L9PTh/aCjf72ntR65WCRKCDm/Fq3AqYTQa2bVrV1+L0SWK4ldQ6EM89BruPCsetRAs31dCmK+Bh85NZnS0b1+L1udYbA6251azaFs+WpXgsrFRjIr2Q6s+9QwVDQ0NXHTRRVRXV2Oz2Xjqqae46KIjdc7sXRTFr6DQxwwJ9+GZi4dx1/R4PHQaIv08jn7QacC23Gqufm+ze3vpzkIW3TaRsXH+fShV9zCbzaSkpAAQFxfHkiVL+PrrrzGZTFRUVDBhwgTmzJnTZ47jXlX8Qoj7gFuQmzbvRW4eHYbcUCEA2A5cK0mStTflUFDo7xj1GpJCTH0tRr9BkiQ+3pjTbswpwdc7C08JxX+4qcdms/HII4+wdu1aVCoVhYWFlJaWEhoa2ify9dqaSQgRAdwDjJEkaSigBq4AngVeliQpAbkh8829JYOCgsKpi5OOTaKkTsZOBT777DPKy8vZvn07u3btIiQkpE+zgXvbWKYBjEIIDeABFAPTgS9d7y8A5vayDAoKCqcYQgiunxh72BjMGxnZNwIdJ7W1tQQHB6PValm9ejW5uZ1WSz5p9JqpR5KkQiHEC0AeYAZWIpt2aiRJaolVKwAiOjteCHEbcBtAdHR0b4mpoKDQTxkb689nt4zn8825aNQqrhwXzchT1Ol99dVXc+GFFzJs2DDGjBnDwIED+1SeXlP8Qgg/4CJaGyUvAc7r7vGSJL0DvAMwZsyYU3N9p6Cg0GP0WjWTEgKZlBDY16IcMw0NDe22AwMD2bRp0xH3jY2NZd++fb0uG/SuqedsIFuSpHJJkmzAUmAS4Osy/QBEAoW9KIOCgoKCwmH0puLPAyYIITyEHLM0A0gFVgOXuva5HvimF2VQUFBQUDiMXlP8kiRtRnbi7kAO5VQhm27+BtwvhMhEDul8v7dkUFBQUFDoSK/G8UuS9Bjw2GHDWcC43ryugoKCgkLXnHq5zwoKCv0KSZJotNhxOpUYjFMFpWSDgoJCj8mpaOSrHQWs3F/KxPgArhofTZLSR6Dfo8z4FRQUekSd2cYjX+/ltV8zSSut56ONOdy6YCsldea+Fu0Px4oVK0hOTiYhIYFnnnnmuM+nKH4FBYUekVvZyMZDle3HqsxklTX2kUR/TBwOB3fddRfLly8nNTWVL774gtTU1OM6p2LqUVBQ6BEatQohaNc9rGX8dGXZzkKe/ymNohoz4b5G/npuMnNHdlqcoNts2bKFhIQEBgwYAMAVV1zBN998w+DBg3t8ztP3G1JQOInY7E5yKhrJq2z8wzhBYwM8uGJsVLuxSfEBJASfnk1klu0s5OGleymsMSMBhTVmHl66l2U7jy9HtbCwkKio1vscGRlJYeHxnVOZ8Sso9DJFNWbeWnOIzzfnoVEL/jwtgavGR+Pvqe9r0Y4Lo07DFWOjiPLz4EBxHQOCPJmcEIi/p66vResTnv8pDbPN0W7MbHPw/E9pxz3rP9EoM34FhV5mxf4SPt6Ui90p0Wxz8sLKdLZkV/W1WMdNWV0zf/psJ//9JYM9hbW8szab6z/cSnbF6WnjL6rp3Knd1Xh3iYiIID8/371dUFBARMTxPUgUxa+g0Is02xx8tb2gw/jqtPI+kObEUlRjprDGjNXhJLeyCbPNQZPVQV7l6an4w32NxzTeXcaOHUtGRgbZ2dlYrVYWLlzInDlzjuuciuJXUOhFdGoVwyJ8Oown/wFi3U1GLXpNRxXid5qaev56bjJGrbrdmFGr5q/nJh/XeTUaDa+//jrnnnsugwYNYv78+QwZMuT4znlcRysoKBwRlUpw7cQYVuwvoabJBshO0bOSg/pYsuMnJsCTf84ezD+WtZYSvuus+NPWudtixz/RUT0As2bNYtasWcd9nhYUxa+g0MsMCffh6z9NIr2kHrVaMCjURITf8S3/+wNqleDS0REMDTeRX20mxGRgUKg3HrrTV63MHRnR7xy5nXH6fkMKCieRuEBP4gI9+1qME45BqyEl2o+UaL++FkXhGFBs/AoKCgqnGYriV1BQUDjNUBS/goKCwmmGovgVFBQUTjMUxa+goKDQj7npppsIDg5m6NChJ+yciuJXUFBQ6MfccMMNrFix4oSeU1H8CgoKCieKPYvh5aHwuK/8757Fx33KKVOm4O/vf/yytUGJ41dQUFA4EexZDN/dAzZXUbbafHkbYPj8vpOrE5QZv4KCgsKJYNWTrUq/BZtZHu9nKDN+BYW+RpKg7ABUZoLRF4IHg2dgX0vVJxTXmEkrrcfucJIY4k1MwCmU7VzbsQrrEcf7EEXxKyj0Ndlr4bNLwWGVtwddBBe8AF7BfSvXSSa7opFbF2wjs7wBgABPHZ/cPJ7B4aY+lqyb+ETK5p3OxvsZiqlHQaEvaayEHx5oVfoAB76B4j19J1MfsTa9zK30ASobrXy6OffUaVU541+gPaz4ntYojx8HV155JRMnTiQtLY3IyEjef//94zofKDN+BYW+xVoPVZkdxxvLTr4sfUxqcV2Hsd35NVgcTowqdSdH9DNaHLirnpTNOz6RstI/TsfuF198cQKEa4+i+BUU+hLPEEg8H9J/bD8ekNA38vQhU5OCWbS1vT183siIDs1N+jXD5/e7CJ7OUEw9Cgp9ic4IMx+H2MnytsEX5r4FocP6UqpeI6u8gc9+z+WZ5QdYm15OQ7Pd/d74OH/umZGITq1CJeDysZGcPzSsD6X946LM+BUU+pqgZLhyIdQWgs4TfKP6WqJeIa+yies/2EJ+tRzy+NaaLJ65eBhXjIsGIMBLz70zErl4ZAQOp0SkvxG9pu9n+5IkIYToazGOiCQdmx9EmfErKPQH9N4QPPAPq/QB9hfXupV+C8+sOEhpXbN7W60SxAZ6Eh/s1S+UvsFgoLKy8pgV68lEkiQqKysxGAzdPkaZ8SsoKJwUrHZnhzGz1YHN0XG8vxAZGUlBQQHl5eV9LcoRMRgMREZ2P2xUUfwKCgrHhdMpUddsw1OvQavu2ogwMNQbg1ZFs61V0d8wKZYwn/7bf1ir1RIXF9fXYpxwFMWvoKDQY7LKG/hscx4/p5YyLs6fWybHMTCs84Sr5FAT7143hvfWZVNQ3cTs4WHMHh6OWtW/7ed/RBQbv4KCQo+obbLy0Jd7eH99NnlVTXy5vYCbFmylqMbc6f4Hi+u4ZcE2Gi12kkO9+XxzPou3FeA4VRK0/kAoil9BQaFH5FY1sS23ut1YUU0zWRUNne5/sKQei93JttxqftxbQnmDhQUbcyiu7fxBodB7KIpfQUGhR+jUKjqLcuwqGseg7ahuPPXqI/oFFHoH5Y4rKPwBSCupZ0t2JUU1TSftmrGBnlw/Mbbd2LSBQSQEeXW6/5BwH2ICPNqNPXz+IEJM3Q9DVDgxKM5dBYVTGLPVzvd7inn6xwPUNNlIDvHmqblDGBsX0OvXNmjV/Hl6AhPjA9iVV82gMBNjYv3x89R1un+gt47HLxzCtpxqKhstDAozkRLl2+tyKnRE9OfEhBbGjBkjbdu2ra/FUFDod/yeVclV7/5OW//o4DATH9w4hlBT/wqT3J5bxSVvbsKgVeGt11LeYGHGwGBev2oURl3fJ2v9ERFCbJckaczh471q6hFC+AohvhRCHBRCHBBCTBRC+AshfhZCZLj+9etNGRQU/sjkVDRyeFBManEdhVX9z2GaUyGboZptTsobLACsOljm/r/CyaO3bfyvACskSRoIjAAOAH8HVkmSlAiscm0rKCj0gEAvfYexIC89Ph7aPpDmyAR6dTQBxQd54q1XLM4nm15T/EIIH2AK8D6AJElWSZJqgIuABa7dFgBze0sGBYU/OkMiTFwyKsK9rVYJHr1gEAnB3n0oVecMifBh9vDWapt6jYp/zx3apU9AoffoNRu/ECIFeAdIRZ7tbwfuBQolSfJ17SOA6pbtw46/DbgNIDo6enRubm6vyKmgcKpTXGsmtaiOykYrsQEejIjwQa/rn7Po6kYraaX11JqtxAV6kRjs1e8rX57KdGXj703FPwb4HZgkSdJmIcQrQB1wd1tFL4SoliTpiHZ+xbmroKCgcOz0hXO3ACiQJGmza/tLYBRQKoQIcwkVBpx+PeYUFBQU+pBeU/ySJJUA+UKIZNfQDGSzz7fA9a6x64FveksGBQUFBYWO9LYh8G7gMyGEDsgCbkR+2CwWQtwM5AL9v0GlgoJCp1Q1WtiVX8PB4nriAj0ZFeNLSD/LH1DoSK8qfkmSdgEd7EvIs38FBYVTGIvNwTtrs3hrTZZ7bNawUP5v3vB+GU6q0IpSq0dBQaFH5FQ28s7arHZjP+4tIbO8vo8kUuguiuJXUFDoEc12Z4esYZDbKSr0bxTFr6Cg0CNi/D0YHtm+21aQt564wM6rcyr0HxTFr6Cg0CN8PXS8NH8kl4+JIshLz/lDQ1lw41gi/BTnbn+nf6b3KSgonBIkBHvx1Lyh1DTZMBk1XTZhUehfKIpfQUGhx5itdg4U11NQ3USwycDgMG9MRqX2Tn9HUfwKCgo9wuGUWLK9gH99s989dufUAdw9PREPpeJmv0ax8SsoKPSInMpGnv7hQLuxN9dkkVneebP1fkFjJVRkQFP10ff9A6MofgUFhR5Rb7ZhsTs7jNc02fpAmm6Qtxk+PB9eHwMLZkPB6Vv4UVH8CgoKPSLCz0jkYRE8njo1Uf79MKqnOhe+uBwq0uTt0n2w8CqoLehbufoIRfErKCj0iCBvA29ePYphEXIsf1ygBx/cMLZ/xvHX5IL5MPNOQynU5PWNPH2M4oFRUFDoMcMiffn0lvFUNljxMWoJ6KQVZL/A6AdCQNv+Iyo1GHz7TKS+RJnxKygo9BinU6K83kJBtZnyegu2Tmz+/YKABJj6cPuxGY9BQGLfyNPHdGvGL4TwBMySJDmFEEnAQGC5JEn91IujoKBwMvg5tYR7Fu7CYneiVgmevGgIl42ORNffErm0Rpj4J4ibAnWF4BMJIUNBc3pWEe2uqWctcKYQwg9YCWwFLgeu7i3BFBQU+je5lY08uGSPO7LH4ZT457J9jIr2Y1CY6ShHt1Je30yz1UlUgEdviSqj94aYib17jVOE7ip+IUlSk6t5yhuSJD0nhNjVi3IpKCj0c6oardRb7O3GnBKU1TV3S/E3WuyszSjn9V8zqW60ctmYKOakhBEf5N1bIiu46LbiF0JMRJ7h3+wa62drOQUFhZNJsLcBPw8t1W3i9rVqQZhv98I5t+VU8afPdrj9ra+sykCSJO4/J/nIByocN9117t4LPAx8LUnSfiHEAGB174mloNANyg7A7oXyqzS1r6U5LWiy2tmSVcnnm3NJLa7l7WtH4+vqtuWhU/Py5SkMCPTs1rl2F9S2C7IBWLK9gLyqxhMttsJhdHfGHyJJ0pyWDUmSsoQQ63pJJgWFo1O8Gz6aDZY6eVvvDdd/D+EpfSrWH51vdhXx8NK97u0zEwP56o6J1JjtBHjqiAnwQAjRrXN5d1LPx9dDi1GrGBN6m+7O+B/u5piCwslhz5JWpQ9gqYddX/SdPKcB+VVN/Oew2jzrMioorm1mdIwfsYGe3Vb6AKNi/Aj2bo37FwLunp5AkLfhhMms0DlHnPELIc4HZgERQohX27xlAuydH6WgcBKoyupkLPPky3Ea0Wx3dHDmAjR0MtYdRkT58u51Y9iRV02d2UZKlC9jYv2PV0yFbnA0U08RsA2YA2xvM14P/KWXZFJQODojroC0H9qPjbymb2TpLpIkT2tPUcJ9jUxLDmJ1Wrl7TK9RER/U8xINI6J8GRHlewKkUzgWjqj4JUnaDewWQnzeNllLCHEm8DRwVy/Lp6DQObFnwgUvw5pnAAmmPARxZ/WxUF1gbYTcjbD1fdB5wpibIGo8qE+tiimeOg3/nD2YAK9D/Li3mMQQLx6dNYjEECX88lRDSIe71bvaUYiRwFXAZUA2sFSSpNd6UTY3Y8aMkbZtO31LqCocgYZSkADvkL6WpGvSVsiVIVtQqeGGHyF6Qt/JdBzY7E7KGyx46zV4G0/PzNdTBSHEdkmSxhw+fjQbfxJwpetVASxCflhM6xUpFRSOFa9+rPAB7FbY9Hr7MacDe+r3bLIMQAhBcoiJIO9+WtzscJwOtJUHCa/MAs9ACBkMBp9eu9zeghrSS+tRqQTJwd4Mjui9a51OHG2teRBYB8yWJCkTQAhxX69LpaDwR0EAomN4Yp3FyUNf7qW4tpkJA/x5aX4K4d1MfOpTMlbComvA6XLojrkFZvwTjL4n/FJbsiq5Z+EuSuqaAYj29+Cl+SMUB/AJ4GjhnBcDxcBqIcS7QogZyD9lBQWF7qDWwRl3tx9Tacj0n0pxrazQfs+qYkfeKdAKsK4IvrunVekDbHuv15Lnvt9b7Fb6AHlVTaw+WNYr1zrdOJpzdxmwTAjhhRzZ8xcgWAjxJnIW78pel1BB4VQndhJc9y3s+gynzot9gedz32pB24jo/Cpz38nXXZproaETxdt44pWx3e4gtaiuw/jBkvoTfq3TkW4lcEmS1CBJ0ueSJF0IRAI7gb/1qmQKCn8UtEYYMBUufgdp1ossLQ2nsNbSbpch4d2vZtlnGP0gdHj7MaECz6ATfimNRs20gcEdxs9MCjzh1zodOWo8mRBCDeyXJGkggCRJ1cA7rpeCwgkjt6KR37MryasyMy7Wn1HRvn+4qBG1SnD9pFjyq5tYdbAMg1bF/TOTSTkVYtmba+X8CacdylLBwx8m3g2Whl653NTEQDLLGvhmVyEqIbhsTCTj4wJ65VqnG90K5xRCfAPcLUlSnzSoVMI5//gU1jRxwwdbyShrVSJPXjSE6ybG9p1QvUij1U5htRm9WkWUvwcq1SngOqvJh3emQfxU8IuV8xP2LoFLPpBXNL1AbaOF9LJGVAKSQrz/cBOB3qZH4Zxt8AP2CyG2AO7SeW0LtykoHA8HiurbKX2A51ekMWNgCBF+p0C0yzHiqdOQ1Cbx6VBZA1kVjfgYNQwKNfVPBecbBef8G5bd0TqWfAGEDOnxKZssdrIqGjHbHMQGeHSo0+PjqWds3IkJdXU6JXIqGymrtxBiMhB7DAXl/mh0V/H/s1elUDjtabI6Oo7ZHNid/bSH6wlk06EK/rJoF6V1FlQCbpoUx61T4ggx9cMH3pC54D9ArovkEQRhI+R4/h5Q0WDhv7+k8+nvsiFhQKAHb14zhuTQE58J7HRKLN9XzANLdtNsc7pLSJ8zOOS0VP7dde6uAXIArev/W4EdvSiXwmlGsEmPh659vPuFw8MwGU5eWQOnU6LWbMXhlM2fdoeTOrON7ma394TyumaeWX6Q0jrZ2euU4L312ezOrz2u81rsDurNvdASW2uE6PGQcjUknXNcGdO78mrcSh8gq6KJN37LxGpvPwmoabJQ02Tt8XUAsisauX+xrPRBnmjct2gXOZXHVvu/rslKVaPl6Dv2c7rbbP1W4DbAH4gHIoC3gBm9J5rC6URlg5UHz0lmdVoZeVVNnJkYhFolqG6y4efZ+1mtmWUNfL45l18PljEtOYjZI8JZtDWfrTnVnDckhPljo4nrZoORY6GiwcLugo5Kvqim5+Gd23OreGP1IXIqm7hqfBSzh4UR4tP/Vg/ppR1DMzdkVlBrthHkraa83sLqtDIWbMxBrRLceEYs05KD8O3B76GkrtndG7iFJquDsnoLcYFHLzLXZLHxW3oF763LwmxzcPX4GGYMDO52t7H+Rnfr8d8FTALqACRJygA6xlopKPSQIG89T36fSrPNwYhIX35JLWVzViX+nrpev3ZVo4W/LNzJBxtyyKlsQqVScddnO1m8rYDsikbeXJPFP5fto775xM+gA7z0DO+kDEFPFcqB4jquenczqw6Wcai8gX9/f4DPNufhdPbeqqWnRPp1bK4+NsYfk8u/sT6zgoe+3MP+ojr2FNRy3+LdbMqu6tG1Qkx69Jr26s5DpybYq3sPkU1ZVdz1+Q525NVwoLiefyzbx69pp24yWXcVv0WSJPdaSwihQS6NpaBwQhgc5s0DM5PYnlvNt7uLsDqc/GfeMHw9el/x51Q0sa9NspCnXt0uYxRkJZRb2XTCrx1sMvDwrIHuWj1CwI2TYhke2bOaNAdL6jrMbN9bn93h8/QHVCqYNSzUvR3lb2RCfAANzXbsdic/7ininhkJ3DsjkXtnJPKns+L5aV9xt8/faLGzNbuKr3YUUFzbzFvXjHYrf4NWxYvzRxDbzVXcmvTyDm0iv9iSd9wmqL6iuwbUNUKIRwCjEGIm8Cfgu94TS+F0w8ug5bYpAzh7cAi1TTYi/Y2dzgh7A91hM0FVJ84+lQCturvzpGNjYnwgn90ynpyKRkxGLYPDTO5Z77GiV3esC+Sp16BR9z8HZkOzneomG/ednYhDkqhqsLJkWx7zRkag0ag4d0goT/6QSp1ZznAO8NTxjwsGdevcTqfEku35PP5tazmJq8dH8/3dk6loaInq6X7HMK9O2kR66zXo+uF97Q7dVfx/B24G9gK3Az8C73XnQFcC2DagUJKk2UKIOGAhEIDc3OXatqsJhdMXvVbNoLCTn8EaF+TJpaMj+HJ7IQBZ5Y2MjfVja05r/ZybJsURG3gcDyK7BWry5ExXv1i5NHMbkkK824V39pQhESaGR/owLs4fo1bN/qI6LhgWRnAftjPMLKunpslGhJ+BMJ/Wezg6xo9nVxxk06FK99i7141xP/R25NW4lT5AZaO1Q8hvV+RUNvJ/Px5sN/bZ5jwuGR3JxPhjj0KamhTEgo05NLqiz1QCbpoch4e+H4bddoNuKX5JkpxCiAXAZmQTT5rU/VCHe4EDyO0aAZ4FXpYkaaEQ4i3kB8qbxya2gsKJw1On4a/nDuSspGB2FdQwLMKHgaHe7C+qI7W4jjExfoyJ9Uev6WET8Jp8WPMc7PoUVBqY9BcYf1uvlDoIMem5YmwU//fjQeotds4YEMDQiL4pB2Gx2lm+v5SnfkilosHKoDBvnpgzhHGu7NvEEG8W3jaBDYcqqWywcGZikDuD2W53klneUclndlPxN1jsHUxeAHU9jHQaPyCAD24Yy4ZDFZitDiYnBDIu7tStEtrdzN0LkKN4DiFX54wDbpckaflRjosEFiB367ofuBAoB0IlSbILISYCj0uSdO6RzqNk7iqc0mx8DVb+o/3YZR/DkItO+KW25VRx6Vub2o1dMCyUl+anoNf28MHVQ7ZkV3Llu5vd4bEASSFefHTjWMJ9j756+mhDNo9/177y53OXDGf+2KijHlvZYOGKd35vt0Lw0mv47u7JvRKd1V/pKnO3u0bLF4FpkiSdJUnSVGAa8HI3jvsv8BDQ8ugNAGokSWpZvxUgh4YqKPQpB4vreHvtIW7+aCtvrM4ktej44ujd2MywZ3GHYSnzlxNz/sPIrmgfl+7noeXq6Go0vz4OS2+HjJ/Bcmyx6z0lp7KpndIHSC9tIL+6e6GqU5KCuGPqAIxaNV56DffOSGRifPdm2QFeel69bDAT43wBGBjiyYfXDj+tlP6R6K6Nv76lEYuLLOSG610ihJgNlEmStF0IcdaxCiaEuA05d4Do6OhjPVxBoduU1zXznx8PsDajAoBVB8tYnVbGK1ekdGtmekTUepyhw1GV7Gk3LAUk9kpji4DDwhNfnKLmjLXXgM0VkbRnYa+tNg7Hz6Oj/dvXQ4upE0dpZ5TWNbMzr4ZnLhmGU5L4dFMuZyYGEuXfDeVtbWLQjid5z7OayrPPxFS9H9/VByDk0/7dpvMkcbTWixe7/rtNCPEjsBjZxn8ZcvbukZgEzBFCzAIMyDb+VwBfIYTGNeuPBAo7O1iSJHcF0DFjxiihowq9RlppvVvpt7A1p5q0kobjVvw2uxV11HjIWAGNrmsExCOZwli5vwSVEAwK8ybiBEUwDQ03MXNQCD8fKMVDpybZsrdV6bew5lmInwaG3rX9e2jVXDIqkq92FACyQ/Rv5w7E0Y0yHJIksWBTLpuzq9jcJnb/652F3evAVZ0Nuz7BU5LwzGwTgFiRpih+jj7jv7DN/0uBlhJ85cARM0wkSXoYeBjANeN/UJKkq4UQS4BLkSN7rge+OWapFRROIF3lNjlPSKkGCee+pahGXit34xIqaKqkLms7T6YFUFBtZnJCII9dOJjEExDVE2wy8Mwlw7ihJJYmq53gqsyOOzltIPV+DaSSumaCvHS8fPkIas12grx0LNySR0JwUreOt3XinLU7uim3JNEh8B5Oyuc+FThaB64be+GafwMWCiGeQm7o8n4vXENBodskBXsxOsaX7bk17rEh4SaSQo6eyn80tDojDSNvxmvpNa2DQkXWjM8p+F22da/PrGBnfs0JUfwgm3uGRgjMNgcan0nyA8fRJmL6zAd7pUfu4SSFePP8T+mUrG1NHpubEk5S8NFNNUIIrj8jlt0FNVw+2IBDgkWpZuaNiuzexf3jYPBFkNpmXhmQCIHJx/ox/pB0N6onDrgbiKXNw+JklWVWonoUept9hbUs31vCpqxKxsX6MWt4GMMjfU/Iuc2NdTiy1mHY+T5C50l67FX8eZ2WQ5Wtxb7+PC2BB889fqXkcEpsOlTB0z8epKjGzM1nRHN7TDH6ne+DuRqGzIOYyRA88Liv1R22ZFfyza4iDpbUMz05iKlJQQzt5n2tLCvGmPEtHr+/DCo1jWc8hCXhfPwDulktpjoPDn4HqcsgdgoMnw9Bp5fi7yqqp7uKfzfyzHwvrRE6LVU7ex1F8SucLKw2B7peCnt0OhxYHU7+/vU+lu0savfea1emcOGI4w9w21tQw9w3NraLprlhpA//kN5FYy6Dgm0w+T6Y9shxX+tYaLbaMeiOrdJq3daFmH64vf3Y3E8wpRzjfNPhgE4ymk8Hjjecs1mSpFclSVotSdKaltcJllFBoc+obLTw68FSPtqUwy+ppVTUn/jSuyq1GoNOy41nxJHiqsWjUQlumRzH6Gi/E3KN9NKGDiGUX+ytp9R/FORulE0+uxfKWcQnkWNV+na7Hc/9n3YY1x9YeuwXPwlK3+mU2J1fw4KNOSzeltftRLO+orvfxitCiMeAlYD7L0KSJKUmv8Ipj9lq5/VVmXy4Mcc9dvnYKP55wWC8eqEfwIgoX96+djSHKhoxatUMDPPGqD0x1/HSd1RygV56DE0lbXYKBt3x+y96E41Gg9k7BiPr2o3bfaLo/SLdx86WnCqueW8zdtdD189Dy8LbJpAc2jdZ00eju7+2YcC1wHRaTT2Sa1tB4ZQmq6KRjzbltBtbtDWfq8ZHM+IE2fkPJ8THeGw18mvyob5ELvPgH9vlbkMifBgY6sXBktYZ5z+n+lFpGU7BmW8RU/07vkPPlRul95DSumaKasz4GLXEBnj2Wr/g5uHXYjy4tDUcVW+iOWkO/S0Fy2p38OZvmW6lD1DdZGN9RsUpr/gvAwYoxdQU/og02xydRv6ZLfaOg33BodXw1U3QVAV6E8x9E5JnyXWNDyPSz4N3rxvLnoIaqptsJAR7sTO3kj+tNOGUYGTkpTx/5ggSeijKrvxq7vx0B8W1zeg1Kp6YM4R5IyNOeDkIp1PiQL2BCec9g6o2H4TAaYrmQK2WySf0SsePzeGkpLajabCsF8yFJ4ru2vj3Ab69KIeCQp9gsTkwaNXEBrRPoIrwNeLRidnkSNgdTqyOjr2De0pFfTO2hir48kZZ6QNY6uCrm6Gyk/h8F1H+HlwwPJxrJsTQ0Gzn2Z8y3LkKOwvqWLAp96jx8E0WGxZb+wdfVaOVB5fsprhWDs+02J38fele0kqOmMTfI1Qqwcj6tai+uwfWvQhrX0D13Z8ZZet/1mUPnYa5I8M7jLcUnOuPdHfG7wscFEJspb2N/6SEcyoonGgKqpr4cV8x3+0u5tYpcVwxLpqtOVXszKtheIQPkxIDKappZng3wsYdTontudW8vz6LqkYr158Ry5mJgfgYe9ZEZmduNb+ll/PrwTIGhXkz79JtTPzxPKjMkHewN0NdAQQdPRFqfyc1h345UMZfzk7qUN4BoLjGzG/p5SzZVoC/p5ZrJsQwOT4QjUZFRYOFzLKOdX4KaswMP9FKzunAeOgH+f9tkq6MOatgwk0n9lrHSX2znZLaZm6fMoBvdxfhodNw2ejIY+7nezLpruJ/rFelUFA4iZitDp5fmcY3u1whlZLg5Z/TGRxm4rwhoaSX1vPcioMsvG1Ct863p6CGq9793W3j3ZpTzcuXpzBv5LGHZ5bXmXl/Qzbf75E7Te0trGV1WjnvXL2CkR/Fyzup1OAVeoSztNJZM5uR0b5dOq1Xppby2Lf73dtr0sv56IaxTEoMwteoJczH4J7xtxBs6gV3q0oNcWdB3u/thkVsfzP0yI1ubA6JH/YWMG1gMM1WB6+syuCpuUP6WrQu6W49fiV0U+EPQ15VE9/ubo2jX7Apm0dmDeLf36eyM78GtUrwjwsGMbSbTWE2Hqps59gDeGtNJmcPCsbbIBcqy65oJL2kHo1aMDDURIRf547dQxVN/LC3fXvBcB8DZQ12vjvjS8J0ZgYG6vAK6J6V3qBVMSkhgA2ZcrOTEJOeiQMCaLY6OvQXKK0zs6BNZBOAzSGxNaeaSYlBBJsMPH/pcG79eDtmm2zSunt6AgNDesmBOexSOPAtlLlKM4ePhsQjVnDvE9QqwfVnxLAuQ14pAUxJDGTCgIA+lqxruqX4hRD1tPbY1QFaoFGSpP7pslZQOAJqldxe0eHy6G7PrUGnVrHgprFUNlgJ8zEyONyEvpux54c38QYwaNTuFo77i2q5+r3N1DTJTUBiAzz44IaxDAjqGFKpEnJsv80hyzYg0JOJ8QHc/un2Fum5d8YA7kxW0Z2eWkU1Zrz0Gnd7w4ZmO19uL2BuSsfViEqIDm0oAbRtxprtDm6eHAeuVpROpxN7N4qu9Qi7FQacBYMulJsRm+val57oRySHmlh8+0SyKhrRqVUkhHjhdxL6RfeU7s743UVEhNyk8iKge+tgBYV+RrS/BzeeEct767PdYzVNdhKCvZmUcOwtCicMCMCoVbtnwQB3z0jEU6/B6ZT4ZFOuW+mDXKf+t7TyThV/kp/gqnHRLNiUC8Cs4WG8syar3T6v/prBzMEhDI3ouiF7VnkDZquDUdG+/PeXDH7aX+p+7/ELB9Nsc+B9WF/fIG8Dt00ZwP2Ld7vHPHVqxsbKyWVFNWYe+nIvVY3tle/EAQFM6EE7w6Oy+3P4/Y32Y54Bx1ZuorkOGsvB4Csf24uE+RoJ8z2GEN0+5JizRlwtF5e5Err+fuJFUlDoXXQaNbdPHcDwSB/WpJczPNKXqUlBhJh61pd2aIQPi2+fwM+ppVQ1Wjl/WBijYnwBsDqc7C3s6GBNK+08Esa3uYjLhppICh3KxswK4gI8sR4WgSNJUNPU+cy3wWzjx33FPPdTGpWNVqYnB/PudaP5fk8J9c02hkT4sDa9nEkJAQR18nmnJwfx1jWjWJlair+HjpmDQ9ytEhss9g5KH6CqqWftDI+I0wmF2zuOF+/pONYVxXvghwehYDMEJMCFr0A/9BH0Bd019VzcZlMFjAGau9hdQaHfE+RtYE5KBHM6MXn0hGGRvgzrJNnLoFVz8ahI9he1byE4LbmLfrsaI0NXXsnQ5lqunvQXSpo9CDEFU1rXGhPurdfg59m5GWFHfg0PfbXXvb3qYBl6rYogLx37i+r4bk8x158RQ1xA5/X/fT31nDc0jPOGhnV4L9RkYFS0LzvyatxjapXoEAp7QlCpYMQVkNe+jSSDuxlI2FAOX97UGglVmQmfz4fb1kJgT7MY/jh0N47/wjavc5G7b/V+Cx8FhT8A5w8N5fqJMWhUAoNWxYPnJHXdqLuuCFKuBM9A+PEBQne8yNtzIxgYIuerRvt7cN/MJOq7aBqe1UmD8p9TSxkXF0BOZSOzhoVy0YgIXludxbMrDpJeXMeqA6X865t9PPV9KmvSy7DbO09cMxm1/N/FwxjjMv0Ee+t5+5rRJJ2gctIdSDwXJt4Nai1o9DDlIYib0r1ja/NblX4L1ka5QYtC96pz9jVKdU6FUx2b3UlBjRm1kEMsuyxzULgTPr0YYs6QbdlNVXDgOyouXsRHh7worW3m+z3FLL59IsMiO9r4l+0s5C+LdrUbGxDoyatXpFBvsZNX2USN2cZLP6fjwMkbV47mjk+3uxO89BoV71w3hqlJXaxIgPpmG6V1FrwNmh6bx7qNwy4XlBMCfKPlMM/uUJkJb02Wex635ZZfIHLsiZezn9JVdc6jtV781xHeliRJ+vdxS6ag0E1qzTYOlTVgdTgZEOhJ8DEqnfyqJvIqG/Hx0BEf5InxGCtGHg9ajap7jb4jRsK0R+HHB+Dg9wA4Rt1IpjUQSWomws/I4xckMVhdAId2gE8k+Me7yzcMizC1M8doVIJ/zh7MmoxyLHYnNU02duXXcFZyENOSg1i4Ja9dBzKL3ckvqaVHVPzeBq07TPVwbA4n2RWNlNU1E+ZjxN9Dw4GSBsobLET7eTAy5hirkKo1EDDg2I4B8BsA5zwNP9zfOjbudgg6jj4E5hq5daPDLvsMTuEWjkf75XeWeuYJ3AwEAIriVzgpFNWYeezbffycWgZAfJAnbx6DmWFHbjU3Ldjqjq7501nx3DF1AKYeZtf2KoPngV8MVGXjNEWyonkI93+WisXuRKMS/OeCOJxf3oy68gBoDHDpBzDwAgD8vfTceVY8VY1WmqwOBgR6snBrPsv3ydU5I/2M3HbmALblVuOl19Bk7VhioqGHNYpsDifLdhbyyNd7sTkk5o+JINRk5PXVmTglOULopfkjOLcT/8EJR6UC/wSY8RjYGkFtkDtwqXr4fdfkw49/hfTl8nZgMsz/+KQ1tDnRHNHGL0nSiy0v5MbnRuBG5H65PXgMKyj0jC3ZlW6lD3CovJFPN+V2qD3fGTVNVh5dtrddSOUbvx1if9Hx1ZipbrJQUN11Wn6d2UatuQdx514BkDgTxt/Gfu9JPPT1ASyu/rN2p8QjP2STNeRP8r72Zlh2J1TlAHInsTs+3cGPe0tILaplX1GtW+kDFFSb+T27krJ6+UF66ZiONSnOGdKzmWxWeQMPL93rzkE4MzGIV3/NdK8oGq0OHvs2lYMldT06f3dwOp3kVzZRW10u1zjauxjqiiFzJXx1ozxj7wk561uVPsjn2f6RHH10CnLUta4Qwh+4H7gaWACMkiSpurcFU1Boy56CjspifWYFjRY7JmPnZocWappsHCjuqORL6syd7H107HYnazLKef3XTMrqLcxNCWfuyAh3z9xGi53f0sp4ZVUGDqfEXdMSOHtQcI9WF2X1zTQeNiu3OyXKHN64mwg218qx6v6xVDdaeXTWIL7fU0x5vaXTekE782q4cmwUVrtEQpAnz186nM8256FTC66bGMvoaN9jllOW1dIug7mqsaMDuqSumcqG3qlaeaColoVb81mZWkpsgAd/umgdZ2a/Kmf/Bg+GmU9CQ9nRT9QZhZ34GLNWy6sJfS85t3uRo9n4nwcuRp7tD5MkqX+3lVH4wzIq2pcPNrQfmzEoGC/90e30PkYNwyNM7Cls//Dw72Fm5ZbcKm7/ZLtbyf3vt0NY7E4emTUQlUrFluwq7vp8p3v/+xfv5q1rRnPe0O7V12lLsLcek0FDXXOr+UWvURGqapMb4OEPRtnRG+Cp48Ele7A6nKgEnV7zrOQgbp0Sx21T4zFo1aRE+zM9OQiVSuDn2fO6O6EmAzq1yp13ENBJyGmkn/GYfTPdocFi4/XVh9zlLoprm9ldUMvnl11Dyua35Gipkj3YrljEkacJXRA1Aba+134s6bx+39CmK44WzvkAEA78AygSQtS5XvVCiN5brykoHMbYOH8uHxPl3k6J8uXKcdHdagJSb7Ezb1QkYT6ywtGoBDdNisXu6FlEW1pJfYfaPIu25pNVIZt9lu0q7HDMp7/n4HQd02x1sC6jnA83ZPPFllx25Xe9gFarBE9cNBSTq6iah07NSxfGMCDVldFq8IUzH3BHrxTXNbsVr1OC9NJ65owIx1U9gpFRvswfE8XPqWUs31tMmsvsEuBt6FTpW+1OduZVs3hrPiv2FVNY3dSlrAOCvHjhsuF46OTIm1WppTw6a5C7pEWgl45/XzSExODuz5DTSur5emcB3+wsJLOsa9Ncdnkjy/e1r3HUZHWQ1uQFUx6E6f+gesz9rKvw5r11WSzfW0xRTdefpQOxk2HEVa3bkeNg5LW4b+wJpqK0kNU701i0bj+b9mXSUF1xQs9/xOmSJEndjfNXUOhVQkwGHpszmOvOiMFmdxIT6NntWihatYq31xzi7MGh+HloEQJ+2lfKGfE9S+E3dtJ0xMdDi8FV9KyzEMcQk8H9kFqbUc6fPtvhfnhE+Rt55fKRjOok4kWS4I3VGTx50VBsDidDfZoZuPp2xODZwIVy7Zp1L8uVLAHPwyKVvt9TzMxBwXx95xk4kR9613+whWqXv8NDp+aL2yZ02WlsbXo5t36yzd2oZliED29fM5rwTorMVTdZ2ZVfww1nxKJSCWx2Jyajmk9vHkdlo5Vofw8Gh3ddZuJw5Kqnm93OZh+jli9uG8/gsI7n0KpVeOg0HRzTRpUd1r5AU9QUXvN5lA9WpLvfu+GMGB48JxmvLiKU2mEKgwtegAl3gMMmR1J5nJg+yYdTW1nGUytzWLa/xj326NmR3DTFhFp3YoIRTl48m4LCceKh0zDkGBRHC2E+Ru6bmczfvmpN908O8WJQeM9qDA6N8CHC10hhTauP4N4ZiUT6yxmss4eH8cmmXHftHp1axS2T49iWIzdT2ZVX3W7FkF9lZndBTTvFX9Vgobi2GQmJCQMC3bH5P803IYw+cnOSFlKuAo3OLVtsgAc5la2z2QtTIkhxNXN/bVWGW+mDPCv+ZFMuwy7x6bB6qmqw8MT3+9t1J9tbKDuMO1P8B4vr+GBDTrsxtUqw8LYJnWYCH41FW/PbKfJas43le0s6VfwDw0zcNS2BZ1ccbB0L8WawkOU5FHc1H6ysbHfMx5tyOW9oGN56DaE+hk77E7RD5wlhI7p8u6qukUPlDWjVguQwH4z6npnN0ktr2yl9gBd+K2JGoi8DYmJ6dM7DURS/wmnB7OFhRPoZ2ZlXTZivkTExfkT49qzUwNAIH968ZhTbc6qpaLAwKsaPsbGtmbjDI3356s6JbM2pxuGUSIny5eVfMliZWopaJbh8TBQPnz+Q/1veqqSq29TA2VtQw18W7eJQeSMmo4b7zk7isQsHc6isAS9nLpjC4ay/y2UJvEOhZK9cjAy5+9aHN45lW041ZfUWRkX7tusEld1Jc5Cs8gbskhMd7VcyZpuD0k5aCtZ1kTXc1g/RgsMpVwQ9VpxOiUOdZCFnlXcdRTUlKZBQnxGkFtUT5mNgULCeqJ+vBKBBdMyhcEqwPbeK539KJzbQg/9enkJKVM9m8fvzKnj+l0P8ll6BRiW4dkI0N44PJzrk2Hsb15s73i+L3UnTCWwFqih+hdMCT72GSQmBTEo4MVUkh0f6MvwIjdgHh/u4zRov/JTGylS5OqbDKfH5ljyemDMET52GRqv8x9xSabOq0cJ9i2WlD1BntvPv71O57+wkvt9bzECjiWsO/iC3YNSboLlGjin3i3VfOy7Qi7jAzp2OkxMCWbqjvQ9i9vBwdOqO5qtgk4FLx0Ty+eY895hK4I5eOpwBQZ4EeOqobPMQiwnwYEDQsbdHV6kEV4yNZnN2FUPCTTidkFpcx5wRHVscgrwaePTrfezKryEmwIPy+maarE6+veABhmf8D7/AUIK9a9v1wY30MxJqklcuORVN/GXRLr6644yjz/w7YenuEn5Ll+3wdqfEhxtzGRLm3SPFPyDIE2+9hvo2in5EuCdRASeuCr5iw1c4YZTXN/PV9gKueW8zz644yMHiU8f/n1fVxPvrsrjq3d95e80hcitOTNu8WrON1WkdQwi351ZzZmIAEb5Gnrt0OGNdZp7Suo7tDZ0SaNQqmiwOlufrKJ3zOY6IsXLtmcRz5QQuz+490PKrmvjz9ASCvPT4GLXcPDmOklozVnvHRC6tWsUdU+O5dkI0Bq2K+CBPPrhhLEPamMgOFNfxv9UZXPnO7/yyv5hXrxzJqBhfdGoVk+IDePGyEcQEtCr+1KI6nv4hlWvf38yynYVHDO08I96fVy5PIcRkINLPyBtXjWy3smpLRb2FXfk1AORWNtFklR3cu1VDuNr+L/aZA7hjajyjY/zQqVWMi/Pnxkmx5LVxVudUNFFSe+y1J0ura91Kvy3b2xSzOxZio6NZcPVARkV4oVOrODfZhxcuiscnoOts6mNFmfErnBAcTomPN+Xy2q9yE/D1mRUs2ZbPV3ecQUx3ShX0IfJscS/rMuQ/3o2HKvk5tZR3rhuDfxdVMLuLp1bNkHAT+4vaPwQHhnkzc1AQapW6XV1+H6O2w6wZwFOv5oZJsWSUNjDlsyp+vO1D4k1OOZRT132TlbdBy/9WZ3L+0FDUahU/7i3mgmFh6DSd18CJ9vfgsQuHcOdZCRi16nZVQasaLDy/4iC/ppUDsCmrkiFhJfzv6lFYHRDircenjQP+UHkDV733uzuRbl1GBX87L5k7psYjOomOSS9t4J6Fu9zbPx8oZdFtExnn1VH5m4wawn0MFB2muKubnWzIquFP05N5+MMtTIoP5IZJsRworuO5FWm8f31rGRtfDy0+Hsce7OnrYWRQqLd7ldZCQg9WOi2MSophQbAXdU3NBJi8MHgdu2/rSCiKX+GEUFjdxDtr2zcMqWiwcrC0/qQp/j0FNWSU1qNRq0gO8WZgN1sn5lQ0upV+C9tyq8kqb8Dfs/MZZlWjhfSSeuotclmE+ODOTSsajYrLx0axJr3cXVp5YIg3Ewf4k1vZjFGnxmTQUN1kI6eyCW+DhleuSOGGD7e6HcA3T45l+b4SNh2SnZP3z0wiJCgIjpK41hnTBgaxZFsBn7rMNxG+Bi5rEybb6WdQqwh3NRhptjrYlV9NTmUT/p46zkwMcit+eV81h8qbcDglrHYnBq0avSsK6kBRXbvsaYDXf83kopQI9/lL65pJK6nHQ6vq0AZSkuDrnQWdVjYN8jbwzCXDuWXBNnc465wR4ezIk0NlbXYnN0+O4601WfyWXo4QcNe0BLfjWqMS/Gfu0E57FLdQVtdMWmk9NoeTxGBvolzOfL2wc/24MDZnV1PuWsEMjTAxMeL4Jg3evgF4+x7XKbpEUfwKfwh+z6rkz5/voKJBnikPDPHmmUuGuaNZekJXIdqldc38c9k+t93eQ6fm45vGMaYLM8ToGH8+vmkcaSXyQynS18h1H2ymxmxHr1Hx5EVD+dc3+9xlGS4YFsazlwwju7IJnVqFRiV45Pxw0kobCPMxMjTCG68eKH2Q7f8LbhpLWmk9DqdEYrB3l/1/O+On1BIeWLzb/VC6bHQk/54zhH9+u5/BYSbGxPpz8wI5y1UIeObi4Vw6OhK1SnR5P1uGcysaufOzHaQW1zEi0ocg74629iNVSJicEMgP90wmp7IRjUrwwYYc9wPd4nCyLqOC+2cmYXU40alV/LCnmJFRvvx5egI6tQr7ESoV51Y28ufPd7qb6gR66fj4pvEMDjeBgLGb/8LHlz9Nep0GnVowSFdObMEiiP/rUe5o36AofoUTQqSfB7dPjefVVa010IO89QwM7f10drPFxsIteW6lD3CwtJ4tOVXdUvxxgZ5MTQpkTRs77bg4v05bI4JcD6dF6YMcEvn0Dwf4+OZxXVatTA41kRxqwmx18KfPtnPBMLnZiU6t4pFlrUof4Ie9xfx9RiRDg/UYNRK3L0olKcSbS0cfeWbelqpGC2arg2CTAa26vSsv2GTomD1bWyQXNvMOxWp1kFnRgE6jIqFNstWB4jqe+uEA148JZH6CRFqtmkdXlTB9YDAA5w4J4ZU2378kwb++2cegUG9UKkF8kBd+Htp24aT3zEh0tytcm1FOqssvVNVo5ZoJMfxyoNU/ohIwKaF97oXZZie/sgkPnYZIfw8SQ7xJDPGmtsnKYlfjc5BNbjqNipd+bo3jnzDAH5WQVx0gm9mi/DwY2eY3U9lgwWJ3siGzsl0ntYoGKws25fD03KFotB4w5noGfTaGQS07qLVw44rOv5x+gKL4FU4IKpXgugkxxAV68u2uIoZGmJg9PKydY6+3qG22uxVGW9JLu1dhxGTU8tTcofxyoIzf0so4MzGImYNDukwQaxsZ0kJqcR31zfYuFX8LDRYb106I4deDZdz6yTbunp7YLmxRp4PFN43lsRW5rE0vJz7Ii7+fO5Ag7+7N8G0OJ+syynniu1RKapu5ZFQkt08d0PX30FAGuz6D9S+DSsO+y9axZE81i7cV4GPUcs+MBGYOCibIZKTWbOPbeR6E7v4v4puVJPnHc85lj7HK5mRyQgDBJgOH18yz2J1syqrk+Z/SmDk4hDevHsWa9AoOltYzb2QEk9so8n1FrYo1ws/IhswKHr1gEFuzq1CpBKNj/Nh4qMLdNS21qJYPN+Tw7e4igrz1/PXcZM4eFIKnXoOPh46/nJ1ESpQv6zLK2V1QwyOzBrI+o5LtuVWMiwvgjPgAbvpoq/uatWYbta5QVYvNwa9pZTz1/QGMOhWjOgnz3JFbTbPNgZdaJSfQXf0l7PwUjH6QcjWEj+rWd9YXKIpf4YQR6K1n3sgI5o08Me0Mu0uoj5FpycGklzZgMmqwOySarI4uI0A6I8rfkxsnxXHjpLij7hvXiRI9Z0gIAV5Ht+ma9Go2ZlW6bewbD1UwMT7Abb//8ZYUHvohgx25NYDcm/eOz3ex8KaR3foc+4vquGXBNrcC/nxLHgh4Ys6QDjN/ADJWwi+Py/9PPIcfDta5G72bbQ4e+Xof/p6jOG+okWQvC75rnkbkrgdAlB/E8PUNnH3VNxyI8sPXqMFDp25X6jnAU4evhxa7U2L5vhJK65p58+pRhPh0NC+dmRjEoq3yLD21uI7hkb48/cMBBoeZcDglVuwr4fELBwNgsdlZsCmXJdvl/Quqzfxl0S4W3DiOKa5eAsmh3iSHenP71HjSS+u5+r3NJId4MTclgsXb8lm0NZ9HZg3k70v3ARAb4EGISTYv7Smo5c5PdwCy/f/C4R3DSOeMCG/N+tV7yhVVE2d263vqa5RwToVTnkaLnWnJQTxz8TAuHhnJNeNj+O/lKUT49k53qGGRPjwxZ7C7dMPYWH/unZGEvovImLbkVTfz3e4i9/bGQ5XceEYsI1zdtKqtwq30W7DYnWRWtKkkWlcI+5bC6v/AwR/kypwuMsvqO8y6v9xWQFldJ2GKDhtsX+DezBrxIN/tKe6w205XWKJHY75b6bs/z5kv8ENVOI1WBw0WO89ePMxtm4/wNfLn6QntVkg78mrcNY0OZ0JcALdPGYBGJahvthNq0jMvJZyDJXVkljdw2ZhI/D1lRZtfZeb7NvcRZNNSZlnnq7zs8gbK6y2sz6zkwS/3sCWnmsIaMxrXwzAu0JOn5g1jkCsreH+bFaTdKXGwpJ4rx0WhVcseiQuGhTK3zQTH7nCyI7eaN1ZnsmBjjrsGUn9FmfErnPLo1Cryq808umyfuz6/t17Di/O7Tq8/Hjz1Gq6bGMtZycGYrQ4i/IxHNfG04G3QEGYyuCN8UqJ8Ka4xE+5rZEpSEB5aFZ46dYdSzC1F2jBXww8PQtqPrW9OuAvO/hdoDJg6kSPUR4+hk/pCqDQQmAQFWwDwacwl1CeSgur25apbFLlT6wEGH7kMNNAw/HreqhzB58v3ufc9d0gIj80ezMHSeiobLLz0czrvXje69d7p1O4ibocT6K3nwXOTuXxslDzD31uMTqPmlStSAMEvB0rZlV/LnJRIPPRqQn0MHUIovQ2dq7TO6vGohFzO4+ObxhLsbWgXBeZ/WFjn8n0lzB4Wyvd3T0YIQZSfB8Y2n2NLThXXvLfZ/dA1GTQsun0ig7oZWXayUWb8Cqc8TiS+21PUrilLvcVOeunxNVppS3NTPZbsTVj3f09zYSpCCGICPBkYZuq20gfZLHXXtAT3zPHeGQm8+msmy/eV8NqvmfyaVsV9Zye2O2ZqYiADA1wKrTytvdIH2PwmVB4C5Azg4W168aoE/PfiRAIqtspmnaoc6ptt7CmoYWd+DTXj7neXFg5YeRd3TIlD18YkFOlnZGSkCUfqt+it1TgubV0hHIi/lYVbWx2oAD/tL8XqcPL6r5l8sSWfGyfFggR/np7AzZPjeOjcgfh76NiaU9VpPwStWsWAIC8SQ7wZFePHD3uLufuLXdz9xU7WpJdzzmDZkRzu68EDM5NoW14oOcSLYRHt493zqprYkl2Jj0HDVePaO8evnxhLoJeWKUnBHUJ/U6L8SAppde5rVIIrxsWQHGoiKcQbo05NrdnG7vwaduZVsyGjot1Kq67ZzvqME1tR80SizPgVTnkcTomqwxKeoPPaMT2hsaoU454FqNY+C047eAVjn/s2moTpPTrf1MQgPrphLBllDZgMWurbyPnm+jx+uSWRAdelkFvZTICnlqGBgphgX3kHeycmG8kJdnkFEe5r5K1rRrOvsJY6s40JwVYitv8Hdn8OQNGZz/Bk4WhWpMrmoXFxfjx33RZiqzaASs20MBsf3jiGjLJG9BoVg0KMpHx/AZQfBKFCGn8Hjpt+hsLtWLS+OKW8DuIIBH+enkCYj4GKegvXfrAFm0PC31PH85cO5/xX19FgcRDmY+Cda8d02jQeICbIg7euGUV2RSNCCGIDPInxb42znzEwmE9uGk9meQOeOjXDInxIbqPA12dU8KfPt1PnCpt96+pRjI31p6LBSoCXDm+9hmZbx4xlgOgAD96/YSz7C2tptDhICvFqV1k0r6qJf3y9l7Uu5T5xgD83T47j/fXZ7n1qmnrQfe0k8YdW/FUNzTglCPTuHVuvwvFjttioMdsI62HBNJCrdt40KY77F+9uN94SZni86Mr3oPrt6daBhjLUK/5G0/zFeAQf3RncQmmdGbUQBHobmJQYxKTEIJosNi4dHSk7YYGbUjwJ/Woe4Z7+lCdfhenQVvTfLoZbf5MbsQckgilCtvO3EDkW/Fs7oYb7Gt0JUez+wq300Xmy3j7YrfQBtmRX811aEHfPmA+AGpjkB5OijDQ3VqNfdp2s9AEkJ+L3N1BFjcM6aB6xdg+GR/iwp02YY6jJgEOSZ/wPnJPEy7+0hndWNVp57Nv9zB4ezsKt+RTXNvPEd/v58Max7VZNzTYHTkni+10lvPxLOhPjA5Ak2RH++IVDuHqCXKFSr9MwKTGQSYkdy1UU1Zi5d+FO6lwFzyx2J7d8sp17ZiTysiuk01On5qs7z+jy+4ry8yCqi4Sun1NL3UofYFNWFUMifPAxat2RQdMGBoOlQQ7t1PS8wU1v8IdU/JUNFjZkVvDRxlzsTidXj49mckIgEUfIylM4+WzOquSLLXnsK6pjalIQFw4P63HC1bSBwTx3yTDeXpuFp17DvTMSGdmmKuXxIGrzO45VpKNqKgOOrvizyurZnF3N51vy0GtU3DAplolxfgR4G/HQa7lyfBQmo4Yf9hYzKdTJwdg3+LbYj1+2VzAwZDTXzf8b4+plUw4+EXDVYtjwKuRthKTzYfytYOzis5bub/2/bwzrSzva1385UMrtUwfIZRsaKyF9BWx+E915zyEKNnc8Z10R+t8uIiJoEP++8Fk+3VrCxkOVDIs0cf3EOL7clkeEr7HTvgUF1WYC2yRmbcutpqbJhrdBi8Xm4PesSt5cc4i4QA8kBPfOSOSn/SWoVYIHzknmUEX3QnTL6ps7lL1wOCVsjtZ8iUarg9rmziuNHo1VB0o7jKUV1zM5IZCC6iaePz+MhPJlsPw98ImGSfdC9IRea9xyrPwhFf+W7Kp2NT72FOzlxctGcMloRfH3F/YW1HD3FzvdER+ZZQ2kl9bzwqXDOw31Oxp+Hjrmj43m3KGhqFUCL33PMls7Q/LuGMon+Q/AaexeYbQtOdU8/PVe9/a23GrevnY05w6RP+ewCF+GRfhyxdhoPKRG/rk8j59ScwD5vmzMqmLBtSMY1nKC0KFw0etyhU6DL6iP8GccmNT6/9p8Jgyw821q+10mxge01uo58B18fy8Aor4IKWwk4vB+s96hUH4QUX6QEdm/kXD9z5SeNQCr3cns1zaw5Lbx3Dw5jvL6jqaOUJOhXQnqlChffFxZyDvza7j+QzmuvrDazF3TEvj70tb7tiOvhv9entL1Z237sY0qfD207UpEqATt/BdGrRrPLhzNR2NqUhAbD7Wv7z81OYj5oyPRqFV4bHsDfv6n/Ebpfji0Cm7+GcK7J39v02vOXSFElBBitRAiVQixXwhxr2vcXwjxsxAiw/XvCW9j89P+kg5jS7bnY7b07OmucOI5VN7QIRFqXUZFhyiNY8XHqDuhSh/A4hWBc9J9IFx/LkY/nOc+i0c3wjdrGi0s3tZxxfBrJzPG2EBPsurVrDzsvapGK2mVh/12NTq5IueRlD6AdxgMutD1Qeo5U5vOpAGtf3IDQ70J9zVidzihqRo2vuJ+r6SwAMe0f4JXq8lMGnUDFYbY1vObq9EXbWF3QS3NNif/unAw89/dzKzXNvDa6gweOKfVAeut1/DM3IE8EF/Irrk1bLkxkBcuGcyqA6V8tjkXm9XBsttG8/wlQ/jTWXEkBugYFd3e/v/rwe41S4+0F/DiTH/3qkOjEjw8axArXO0Z9RoVd09PoK6pZzrhvCGh7ZrSj431Y+bgEEweOjyslbDx1fYHOKxQvIf+Qm/O+O3AA5Ik7RBCeAPbhRA/AzcAqyRJekYI8Xfg78DfTuSFPTtpwO2l16JRKUFM/QVNJ8lEapVAo+4fS+G2eJkLMRtDUV/1NTRX4/SOwLDmaZjzylGPVQvR6ayyq3Z/apVAq2ptWN5Cj3+7lYfkNoEXvwuSkxz7IPy87Pzl7EQkCQprzGzMqODq8THyQ0TXWqJB7Wjk4uVq3p/zOb7NeTh1JpYV+eFZqmJ2O6F13PeF7F95bPZgvrh1AmX1FiJ8jSQGezJzUAiVjVYC9Q5i1t6HIeMH+TiVGsPcj/nvLx7kVpn58tbR3LloP8WuCpveeg1vXzOCq97f7r6UsZszdKdaR6W5gRsnyW0g1UJQWmvm6vExFLtyGj7bnMeIqOE9uq0xgZ68e/1YssobEAIGBHq1Vi5VaeRuXW3yKwB3l7T+QK8pfkmSioFi1//rhRAHgAjgIuAs124LgN84wYp/5uAQvtxe4K5/Inc9ikSjURR/fyE52IthESb2FrYmulwxNopBoScx7tlcA/Ulsn3cO7Tr/UKGYFz5T6horfPCzH+D79Hb4Hl76LhmQixB3nqmDwrB6YRvduUzNSmIQ+UN6NQqIv2M7rLEg0K8uO6MGN5b1xodkhziRWJI53WDjop/HPz2Hzn23jOQhpmrsNjKiA/yBAQ5FQ2cMzRUnpXrvWHaw1jWv0FB7FwCgsK4xqhl7AdlgAGwEmqq5ou5/mRMfhnv5mJCStdRHjCOP09vpqLewgsr0/j81gnMGtbaanGgZwWoa6kuymhV+gBOBzprIy/PPwOhEqxJK3crfZBDcq3NVlbdMRinE1ZlNzEiNoSs8gY0KkGUv0en5ZwBcixe/Gd9FndNCyLEpKeh2c4rq/K4enyMuzbPeUNDO9SSKq4x02i1E+pjOOrK0d9T13n1Vs8AmPEYfHljm7FAiOg/JRxOio1fCBELjAQ2AyGuhwJACRDSxTG3AbcBREdHH9P1duVV8dY1o/k9qxKbw8kZ8YHsyKti2sDgfjmjPB1JDDXx1NyhbM2pJqO0ntEx/qRE+eDdw6qTx0zxHvj2z1C8WzaHzHkN4mfIhcoOxycKrlwI2WugIgPipkBU9x11Uf5GEIJ7F+5CoxLccEYsVruds19ag4dWzUPnJXPJqEi8DFq8jDouHR1Bcog323KqGBDkxdhYvx71Ggag7CCccY88+9R740BNdIAnDy7Zg90pcfHICAwaFTanE51aTV7AJF4wBvHdL6U8Pc2HOcUvEnr+7awt1RPpJTHZkIWhIp+Jv4QQ5RfLvy+6hf8sOUh6aQMRvkYeOCeZJldXMZwOyPwFvr0bGkpRnfd6O9HSr9vJz7kO3vh2C2Ni/TrURlpxcxKL95Tw8fYKVEJwy/hgAqlhxktpGDRq7puZxOVjI/ExdpxJN1nsPH/pCJ7/KY300gbCfAw8OmswWpXE/DGRjIj0ZXycv7vbltXu4Kf9pfzrm31UN9mYOMCfJy8a2mW3saOSdC5c9438+b3DIX5ae39LH9Pril8I4QV8BfxFkqS6tk9oSZIkIUSntVAlSXoHeAdgzJgxXddL7YTkMB9u/GgrY6J90WnVfLAhh2cuHtapeUGh7xgR5ceIHvY4PS4aK2Hp7VDu8nLWF8PCK+H2dRA8qPNjAuLlVw/4ObXU3e7Q4ZR4e20WUf5D0KtVNFodPPZtKvFB3kx2hSUODPVhYKjPUevkd4vwFPh4Dgw4C/wTqPN08P76HPfbS7YXEBvggU6tRpIkvthWxHd7SxkQ6MVvRSouNPgyZfUlTPGJklcN1no2TP0CcDI1KYhHvt7nbn5SWGPmhZVpLLp9gnzyigxYeJWc+wA4/WLlh6VHIHgGklFv4PmfdgKwIbOCp+YOY9muIiL9jAwLN7GjqJkPtraYSyTe2FhCcrCRCB8DBTXN/OfHAySGeDEtuWPYrsHTmye/2kF+lZwkVlzbzENf7WbhreN57tKOGd0Hiuu5Z+FORkf5MizSlyXb8vnPjwf439Wj8ND1QE3qPOV7PuCsYz/2JNCril8IoUVW+p9JkrTUNVwqhAiTJKlYCBEGdM9bcwyMi/Xnr+cm88bqTOxOiTumxjM16cS1LVM4xakrbFX6LThsUJXVteI/CnsKalixr4SqRisXDA9jTIwfRp2GOrOtXQnnFrZkVzMhPoDfXE1M9hbWuhX/4RTVmFmfWcH6jHLGxgZwVnIgUf6theIOlTew6kAp+4vqOGdQCFEBHqxJKye7spG5I5LRXJXGzwfLqaq3MT1Sy2WjIlmyozXj9ucDZdw4KRazzUl6SR1/O3cgewprMBm0bEl8lDP1BnR7PgWvYLInPcd/tuuAZnw9dR06XjVZHVQV5cC6FyFmAlzwAnz3FwD0Bb+TesVmVqdVkFmvZrTZxrTkYFanlWF3QkWDhf9dNZLVaeVcPTaC/6xI53CWp9Vy65QBPOYKTdqWXdWp4i+us7mVfgtPXjSE37OqePO3LMbG+TM5MZCBLtNiQXUjH984jo2HKsmtauQfs+VicGV1FmIDNTgdDnYeKmTF/jIabU5mDQkiJSYYL6/+3V2uK3pN8Qt5av8+cECSpJfavPUtcD3wjOvfb070tXMrm1i0JY8rx0ejUQlW7i9halKgu+63wmmOwaddzRk3HgGd738U9hXWcvnbv2N2ZYEu3JrPu9eNZubgUDy0ahKDvTq0XowP8mTx9tZon0i/zpMMGy12/m/5Ab7bLVtHv91dzIQB/rx59Wj8PHUU1Zi5ZcE2sl2Fz6L8PfjXt/vdMewzB4XwwJLd7oqZ3+wu5pmLh7HqYBlVrszS5BAvDFo1KpWKMxODePy71ofit7vVvHPNP5g89X4qLCpu+jSL7Eq5T63TKaHXqNr1EgDwEs1w8Fv5lTxLNjVtfJX9A27iT5/tdHep+npvJbdNGcCB4jpK6prRqlXct2g3VocTk0FNSoiWrTnt78ewED2bMlvDKGO76O7m66nFqFW7v5O/npPEV9sL2ZxdBcBPqaWclRTEc5cOJ9hkIMRk5K7Pd7hrKP24t4R7ZyRg0svO5F2HCrnq4/3uz/r5jnI+uEpi+vABnVy9/9ObM/5JwLXAXiHELtfYI8gKf7EQ4mYgF5h/oi/8/Z4i8qrN7RxkH27IYVxcAGqVYuM/7fGLgQtehKW34u69N+52CB7co9NtPFThVjAtvL4qkyAvAyAxZ0Q4a9LL3Q1IYgI8GB7pwxdbZMU/KtqXUW0T1yRJNpPU5OJU+1Je1T5p6fesKjLLGxjr6c/Bknq30gc5bLFF6Qd66cgoa2hXJhngo4053HxmHM//lEawl54rx0WzKasKT72ahVvbh576eWgZqsmHwhx8dT68OTeWWR+k45Tg+z3F3DMjged/ap2ZXzkuCuGodm/npTxAtiqaioDbiJQk7j4rjhqLE6vDidMp4WiqZvnFWpwOFe/mNrujmT7YkMuPtw5h2f5a94Mi0kfPjEQ/nv9NfjANDjMxONzEmvRyvPRqBgZ7k1bWQE5lIzH+BhbdMpYmu0R+tRlfDy3Pr2y/gvgtvZz00nqCTQYyyxvcSr+F99ZlMy05iP3F9WzPqOzwgHtnQxHj40Px9OxeftDeglqyKhrw99AxJMwbf3MO1OaDZxAEDQTtyasw0JtRPetp7ap2ODN667pAhy8IwGJzIknSEURSOK0YdBHcmgDVOeAZDCFDwNCziCK7o6MLqtnu5K21h6hvtmHUqHnyoiHUmu1yyKpKsD6zgmcvGQYIBoV5t++IlbkKFl0N9ma8gVdH389f1VNYk9Pk3sXpqgjmPKwXYdvugWqVcLdIbIvN4WR8rA8vzk0kNsCDBxbv4lBFE7OHh7XLbDVoVKy8SMJz8SXQXIMGSBp6KWtvfYBfiuWKpHXNVt65djR7CmvRqVVsOlRJs4+s+LOuWMfCQ1reWScnZZ0/NASTUcci18PFW6/hvTkB+C25ELzDsMUuaCfnbUsOsfCaeLIqzHKtHn8De6rVvH3NaPRaOUHrmvc2U91kI8rPyKMXDOK+Rbsx2xz87dwkgkwGHlm6D6vDyYuXdR626XDdP2cn98nulLA54L11WQwJ6hhG2uyQcNI99+OvB0q5+4udNFod+Hvq+On8Rlh+qxzfLwTMeALG3Qq6k5Nk+of0ds4ZEd4h4OKGSbGKc1ehFY0OwkfCkHkQO6nrkgfdYGJ8AJrDVpKzhoWyNr2cCF8D0wYGc/cXu/jHsn08vHQvf/tqDyOj/BgabiIl2qe90q8rgm/+1K4YW/D2l7gludVePSjM290WMinEmyCv1hIIKoE7b6CiwUpKpI+7EmgL10yIYdjG+7jk90v5ZU82khB8OC+YefFwUUprjfnHpgfhsfbf0FzTev59X+JXu5/Hv0vlgSW7+d/qQwR46Xj910xe+jmd8rpGEhplh22WM4R31mW5jx0c7uNW+iCHaz6xto7aac9A0vlMTgxqV22zoKaZvdVaTGoLkqWB6xdn4e9h4NwYFRPCVLzwU7p7FfWv2YN56ocD7pXXuDh/nvwu1b2CqG+2MzisfYTOyGhfwjxV7C+qZUSkCZOx/Tz4qvHRRHg5WJNRweSEAA43Ftw6IYTqJoms8s7LSEiSRFldMzkVDTyz/KC71PZdI/UErfqLrPTlHeGXf7XWRDoJ/CFLNoyM9uWzm8fzwYZsrHYnN0yKZfyA7ndjUlA4FkZE+vLFbRNYsCGHikYL5w4JZdWBMlcXMLm71t/PG8hv6WUYNGrOTApke141u/KrWZtRwd/OG8iZiYFy2YSmKmjo6AxO9mxiRGQoU5KCmJsS4a6RHx3gycc3j2Pxtnx25tUQbDKw4KZxfLm9gOI6MzmVDbx6xUiW7SykqsnKnBHhVDdaaTCGIfzNjAoz8EDwejQb3gW1lpHTnyd03mC+2lnE1EiBWL+3gyyG5gpSooaTHOLNRSPDyStvYkSkXA76wuGhBOf8DhGjKKtv7/jtbCWeWmqmDk989i9lrMaXJVddxGtbG2m2O/jHZG8GVS9DveVNEGpmzH4SR+kn8P3b6PUm/p3yIA80BbOjyIxOo2rXR6C60dauOuuTP6Ty6hUj2ZVfw9ZsufXisAgTFVUV3Pm1nFfx/nVjWLQ1n0PljZw3NJRIPyONjfI5F++q5JNrh/DJlmLqLE6uHxuMv5eRK9/fghBw06Q4zh4UTLSrO1tRjZlFW/P59Pdcgr31XDY2ii8255FV0UiEvknuq3A4DR0rDvQWf0jFr9OoOSMhkPEDApAkSZnpK/QqKpVgbKw/o6P9cEoSX+8oYH2mXLnxhz3FJIV68+LPaYyN9ae+2cZTPxzg8QsH8+qvmVQ2WLnl420suX0iY2L9wSsEAhKgMrP1AkIQHJXIktFD0ak7mhwGhZn41+zB7lh8gNExftidEmvTy7l5wTYuGhHGsEgfnvspjXnJHvhUbUAj2Ziu2YN65ePuc/l/dRkXX/IhF3stQrJcgRQzGZG9pt31LJ4R3Dl1ALvyqrjq3c18eINcXXN1WjnL95Xw6bwLGKiSG5cL0Wp+MnRS4mJijCf+OV9AYzleG58lcqxAozobo1ZFUsM21D8/Ku/oEYCqaAeqDXK2tGgoJW7V7fxzxmfMKxJ46jUMDPXmYEk9eo2KYJOeYG+9uyyI0wl/WbiLpXeegUoINmZWsGhrHp9elYiHTs23u4soqjVz0xkxjIvz45212fgaBE+cLztvl+0pxeaEFy8fhVYt+G5fCbd/sNu90nvy+1RMRg3RAZ5IksTCrfm86mo8X9lo5f9+PMCD5yTz3E9pHGjw5DyfSKgtAI1BXt2p1HIxt5PEH1LxtyA7chWb/ilDTR4UbpcbgIcMlWPQdadOuJxKJVAhmJQYxMWjIli6o5Df0su5e3o8Mf4eFNaY5SzycdEEe+mobJCX+pIEu/JrXIo/COa9DYuvk8NOdZ4w60UIGuRW6mX1zezOr6Wguon4IE+GR/ri66Fr91AQQqBVC0ZG+3LHmdG8uyEfh1NiTIwP1w9Ro/k6FSbchWrvog6fQ532PUItyJDCCJn4EN4NJYjyNFDrkCbfx+KSEB7/dQdGrZp/zR7MvsIa94PuvSuSybM42eA4j2irhdeuSOGhr/bSZHWwt6Cav52XzH9/ycBidxIf5Mk/xoDnj9+7rx2S9jEJ0ZNp1prQpn7ZKlTc1I4NaICY2m0Eek3CYrXzxJwh7Cmspbzewrbcav57eQr3LtpFeb0Fb72Gf8weRHZFHe+szcLPQ8v7140ivbKJq8ZFkhDogdppwVfv5PzqxVxy/iCqTIM470PZ/DI4zMRNkwfgaZRXWqsOlPPAOUk02+RVjEGr4reDZVw6OoqyegufbMppJ6dTknsYa1SCj/eaufSKz8ktrSSjXkuEh4MR4d6EBCUf60+ux/yhFb/CKURdESy5EdpWgpz7JqRc1Xcy9ZBwXyNPzx3GrWfG4ZSgrN7Ck9+nuk0dPkYtb1zdvnm6Z9skocgxcOuv8ozQ6CfX2nc5rerMNv7zwwGW7WrtN3vP9AT+PD2htcJmG/yr93F/1TPMmzEbK1qiq5bjo78Abl8vP1RqOzZSwTuM6uQr0GiDqclbg2nMzXL4q1qL/dA6LhjlR2RkDD5GHd/uyuOTzXJy2rMXJrAitZwv91S5TpTP7ZOi+OKW8ZTVWwgx6fnvL+ncOmUAAiipbSa7sYEhBl+36UPyCOLa+AbsKifY25TRaK6RE7/IoC0+QRF8dONYtGrB2vRKnv7xgPu9kdG+vHfdaMrqLfh56CiuMRNtbGbRNQn4+vrz5PJMNhyqcu//lxkJXDLQgVj9FGogcNaLfHzTpZQ3WIkL9CAmoLVsxszBITz69T53xJSnTs1Tc4cCslM8wEvv9j+0EBPgyQc3jCXQU8t3GRU8t6IAkE1JMwd58lyEE7+TNM9RbCAK/YOSve2VPsBPj0BtYef7d4emaijaKTvN7MdZmdXplM0vLSuSo2DUqRkU5kO0n55Pf89tZ9+uNdtYn1HJ1a5WgGE+BkJ9Dgvl8w6VHwAB8e1KQ2SWNbRT+gD/++0QOZVNdEr+7+gOrSR53T0MW3cnPvs/kZOrvEOxm2KwjLhBNje0YPDBEn8+BdooGh2C0KxlVBVmsqfcyaGSGkTeJjwr93P24FACPLVoNK0lNqJ9tW2Uvsy7G/OxWi3sLqwls7yRX9MqeP3XTF77NZMl2wt4YoOZssGumjZChRhzAxG1e4ip2oAYeiloXbk32WtgyFy5AFoLXsHYI8bhbKjAZjHz2q/tHwo782rIqWxi5uBQDFrB7zlVfJthYV0RZFdb2yl9gDfXZFFta9MQpraUMGsuw1RZ+NBIfUM9FYd2Up2zl+05Ve3CZButDnbm17i3rxkf3S7AJNLPSLC3nilJQRh0Gv77c3tZfz5QRnpp93oNnAiUGb9C/8DayY++ubbzVoPdoTwNvr4DinbIyuLMB2H8HeDRgxIRNjPsWQwr/ib/3y8WLvtIjgo6ChY7lB9Wfhpkc811E6IJ8NZjd0hkVdQzjaN3DGu02juMOZxSh1j9FuzN9R3/yBvLwdaETevHI7v8eXTuF/hU7wOVhuaQFO7boOWXAxvQqAWvXfYM//31EGllTejUfjww8UUuVpnxAOotDjx1al64dDgF1WasdKyz5JRgT0kTr/+ayf0zO9aqqW60Yo07GwxOJJ9IREAi/HC/bP8afgXM/xTK9gMCW3AKmbO+wrt6HzaVgRq/4aQW+PDosv3cNzORekvHe2N1PXDL6yyMi/XnsW/3U9Nk4z/zhnbY12J34mrYRdWsd9BVp+P/yXRw2rGFjqTx3JcJ/HQaRIyhQPy7w/HFNfLsvdnu5JtdhTx0bjI1TTYMWjUWu4OCavnhbLY5OlRfBdxRPycDZcav0D8IHNixPd3Qy3CaIrF00Re1S+xWWPeSrPRBrhWz5pnW7WPA5nDKjTS+u0dW+iDH/n97j7yiOAqB3gbmtgmRbGFqUhDf7y0hp7yRN9ccYnhExweSrRPlEBfoSaBX+6Jkg8NMJAR54LC2RrVIkoTd4aQ2ZHyHc9QMvYFGXTAqITE2zo+zv7Txi2kev/nM4bGtRn45IK9oxsf58/GWItLKZIVldTj5v/W1HFTLzeAjVZX8mlrMsyvSSC+pxsvLk2Dv9t9hfJCnuwG6EHQILZ0/1JuQ9f+A399A/PggbP8QBs+T39yzEHLW4yhLx1pXxeM7jVz6rYXPrFN4s3Ik8xaXI4RAo4IoXw+mH1a6Qa9REe5rxGa14uep5+Gle4nx9+COKQOI8DXgfVj59tExfkT7qGHANFQGL7w2veCuM6Qt2Yl+y/9onvwIFO/i8riOD/OLB3nicDgJ9NQxOTGIZ1ek8dHGHF77NYN31maREulLY7OdaD8jY2Lbf98mo4b4LrKQewNlxq/QPwgZDFd8Dqv/I9fMGXc76yNuYuHifRTXWbgoJZzpyUFE+nfjj8NcBRk/dRwvT4OE7uUOZpbW89XOQjYdquSDMXl0CAYu2QONZd1aQYyL8+PBc5L45Pdc9Bo1t08ZQKy/kY835RLopeOD68cwLKI1xryoxsxP+0v4ZlcRo2P8mD8mkmRXTZlIPw8+vHEcL61MY3teNXOGh/FYSgPqnx5AVZ6KM/F8Ggecx1ObHTRaHZyTEMHsi99DrH0WYa6hcfrTbNafyecLd2NzSFwxNorXrxrJG2uy0KoFV4+LJNpXzX/X5DMi0pe312Z1+DyHaiTOBPzq0/j8HB1S4Xb8cn/iu+pPuH3qAFYdKGNfUS2jo/0ZP8CfcldG7Beb83j4/EEs3VFAQY2Zy4b7c51hHdr0Ng/k7LUw7RHYv5TmsHFs8jyPj3KdqNUq5o3w5dH4PIw7/gYGXx6/9jo+LbOQEOKNVqMiOdQbT72GNenlxAZ4MHdkBIU1TVz2UxrzR4fz3KXD2ZFbzaasSpwSvHf9GF5YmUZaaT1nJQZx8/ggQn//P1AbUFcd6vC5jTm/UJ1yEwbH05xR+D7PzryLV7bIjeDvHm/CU6fm2g+24GvUctX4GEwXaHnzt0OEmPQ8PXcoazMqWPnNPuICPbn/7CR+3l/KV7sKGB7hy1/PTSZGUfwKpx2Vh2TTTOQYCB/JluDLuOWTHe6oie251TScm8yfpiUc/Vx6E0SMgcyf24/7xXZLlJI6M7d+st1dCsF+RiclkX1j5Ot0g6ERvgyN8GXGoBDUKsguq2fOG5vc7/96sJwFN41lYnwgFruDV1als2irXERtV34N3+8p4qs7zyDS1TN6WIQPb1w9mrpmG351aWgXXu/2O6gKtuFZdYho7zt5ZV0pL46tRfXVA5BwNuhNbNGN547PdrpDLDcequSFy2SF2Gx3sjajgvevHQnI8ewDQ7071Bly98z1DsP3l3/JyhrwP0vHXxbvZlysPxeNiGB/UR2v/JLBW9fIdeiLapt5d10Wd0wdwKHyRu6Py8S49PH2NytshLzCEio2D36UG79trcvza1olX8z2YGLuRgA8MlZy/RVLeGW1jVqzlW93F+GhU3PhiHCKa8089cMBXrxsBLvya3hyzhD+vnQvqcXyZ9ldUMvW3CqemTsEbfE2wrR5GJfMcyerOQZf0eF7tIaOQluXC4DPoW+50D+KabPOQpO7hm2aC7huYWsI7k+ppSy5fQIr7j0TvUbNSz+nsWCTfOyOvBp+OVDGhzeM5Y5p8XgbND2rAHocKIpfoX9Qtl+2PactB5WGfd63u5V+Cx9tzGHWsLAuC3PtLawhraQejVrFOWf+HY+iHdDkUhxD5h2xEYbZaudgST2FNWY8dGr8PXVuxd9sd0LK1bDrM3lnrQdMuKPV9NNNBoWZKKw28/Ty9jVjrA4nO/JqmBgfSH5VE0u2FbR7v7TOQnpJvVvxg+w8NurU2A/t7+BsVu1dxG3XXM1MXSU6i6fsIN33FcSdxY/NNe3KOgB8tb2Qy8dGsWBTLuG+BlI0uWRcWoVVNLLL8wzuXLSfOpfx+5ZJMYSaDPywpwh/rT+DNEH4us6T2Lybh85N4tkVaWzKqkSjEjwxZwgfb5RrZuk1Ku6dkch/lh+gzmznvJBgJibMRLQ8oD2DcEy8mzU5zXjMuowF+wTQWofIW6+hQBvHirO+xeBsItmaSl2zF/+cHYqHXs2zFw/nlo+3kV4qK9gXLx2GyaDh3xcNoajW7Fb6LezMqyG/ppmzv7sEzvp7a4ayWku1dzK6pDl4pH8rj3kE0Djp7zj3fYsX4PCJwTLoUoI/nkZT4hw+L1fx+lUjqW6yolWpMBk11Fvs/JZWjkGrcjW+aaXWbCOttI5RMX1QlhxF8Sv0F0T7UES1uqOjUKtWdSiN0MLmrEpu/3S7u7n24DATn1y5ggBLvhy2GDSwy7IMNoeTL7bk8+T3rVUpb5wUS7PNwf6iOmrrG2Tz07RHweGy7W56A5LOP+aPqVZ1tHMD7s+lEgKVEDgP086qLj63UHXyJyzUaJtKSVpzF6h1MPMJ+OVxcFjRdpLMqNUILHYnKhX8NAe8vroMLPVogTOiJvLdlc+Rk5eDr0FFkU7F/Lc30VLaZv6Q63kkEXwzviL4q0u48LLvGXLTOErqmgn3MVJvtjJ/XAyDInxRC8GGjHIev3AIeVVN1Hl5syzqIaYNvR61w4zZJ4HbVjSyK9/B8Eg7gV7t/QX3zUzi38vT3Rm5g8LGMMXpzdtr5ezi8XH+fHrzOA6W1DMw1JPdhfU88KUcKfby/I41+Fvuq/Wid9CopFaHpySxJasc36RHGDniFoStiQbPGP62qpoXZlyJI24ytR6xVDgCUE35CKNPCNd6xHHf4l3Ume0YNCpevXIkt3+y3T15GRXty9PzhvLo1/vc11aLvnOxKopfoX8QOhRMEXLSktNOQrAXJqPGPdMEuOXMODy0Hf9YLDY7n/ye61b6AKnFdXyZFc7tU49u08+uaOQ/beK/ARZszOHeGYnsL6pjmzmMIbVFqFY/3brDWQ93q/ViC1a7092f9aFzk3lzdRqXJ6mptsDCg3YuGeSBJX8n4RojT84Zwor9JQyP8qWktpkDRbVE+RnZX1SLv4eWMF8PisoraTBbiAkahMovFlGd03qxCXdBfakcyZSzDrLWUXLpd6D3ZkZzAEu2F2BzFZYTAq4YG826tFLunBCM59anwVLvPpXI30SMJYOYxHDqVSbuXVhK23pmi/c3cPG585iQ8RUAgeuf4AO/f/HeDvkc5wwJ4c6pcgObXfk1JIV4olEJEoO98NBpePDXahosKkwGH+aPNbArXy4/vbewlkdnDWJ1WhmSJDte16aXtyvDcKC4gRmDQt2loTdnV5FX3cSEUKhG8MJPae59i2vNjI/zY3N2q0N+alIQQZ46Xs1L4ZoBZkJjJpE58RkaNT6Mo4mLPs1rc71s7puZxOxPs6hrdgCHmD28ieuGJlPlULF4W777t3rHWfH8b3VmuxXrjrwaLhkV6d4ONRlI6mk7zROAovgV+gd+sXDtUji4HCrSOVRez3OXDGdrThUltc2clRxMZmk91WY7/od1w2uwOMjoJAb6UBfFsw6npsnWoYqlU5Jjry8cEYZPeDCWkQsxZq2E0r2QfAHEndl5m8ZOyCyr57Pf8/h8Sx46tYpPLgnly+hlaDZ/AgYfbr1iMZpV9yPSl4N3GFdMf4ygUWO4dVEaMQEe/OOCQTz9Qyq/plUwNTGQP00K47EfD3GwrIkJsd4suOgdtFm/IMoOwqDZCHuz3Ge3oQxp4Gxyht/LvMVVXDzSE62qgleuGMna9HKsDifTkoPZml3J+cPDCLSXI35qH1/OlL9C6jdw8Du8vYL5cPzj/Hl7MPtLW8NsSw1xNCXNpT54DI74szGkqzh7kJHxcf5E+Xlw36Jd5FQ2MSkhkMmJwTzy1V7qLDbunDqAFy4bzuasKlRCDu1sQZKgqNrMS/NTWH2wjBGRPnz8e26He1tWZ8Fk1LpDZguqzdy/OJ03rx7VLsT1uZ/Sef6y4UxLDmZnXg2jYvxIifLh7oWybAZVPJEp7/Ls1wcpqctnWnIwH1w/mpX7iymosTIpIZDv9hS1e/Ckl9YzRPsuTWHjySyLc49H+BrblcpuodZsY86IcKL8jExNDiIlum/MPKAofoX+RNBA+QUE7S3mjk93MDTcRLivgYeX7mH28HBCTPoOhwV46Zk5OIS00vp24xMGdK+xSoSvkQBPnbuOPcjhdWNj/blkdJv2h+E9q9f/c2opH27MASDEpCcyazGaXR8CYLngdXQbX0a0lCOoK0L1zR2cdaU8g86tbOKuz3byp2nx/JpWwfVjArh14QG3Avo9p55zFttYeOPthAUFQuav8NnF7gI54sC3BEhG4v2vYumOIv56bjJ/+mwH4+L8MGrU3P3FTh6YmciU6mVyklrSebD1PdfnHSUnvx34Tt6uLyFu9Z08MvULrl4hD6lVAp2XP//U/IU4lRfvfpxNsKeeOSPDcDgl7lm4yx2zviGzgjqzjTFxfmzLqUZCcMenOxgW4UO4j4HBEa1OdA+dGg+DhvsW7SIu0BOLzcGcQT68tr59olq0vwcVDa2hlWohkCTQqFRE+RvbdeH657J9fHzjOEZF+6FVwxXvygXWIv2MDI7w45aPt7lXM78eLEOSJK4cE866Q1kMCjPxe1b7hK95CSo801bhaS5i5qBn3BON39LKmD4wuEOiXWKIV/eCE04CShy/Qj9F4uHzB5Jb2cTK1DLOiA/ivKGhlNZ1ntB14fAwLhoRjkrITsQ/nRXPuNjuVWSN8DPyznWjGRAoO0+j/Y28e90Yd6XF46HObOOHvcXu7dnxGgIPtdagEabQVqXfgiShahNOaHU4cbg0ktnSvuokQG5VM/nlLsdlfRGHe29NGUuZG6+mxmwjyFvHLZNj2Z1fy/pDlVw6OoJpcZ7w08Ow6jEcSbOQBs6WbUDx0yF9RQfZBgg5mzrQS8dLlw2j2e5ErVJh1KnZeoMfKycf4M8NrxLn0dwhUWlvYS1nJQUxfoA/gV467pmRQFZ5AysPlKKSnNx1Vjx6jYrhkT5scXXLyq5oJEjbzHzPncwbbEIIMGrVPDQ9mkazBUkCk0HDPTMS3G0uH166h/+bN4zEYNmcEuZj4KX5KZTVmVmyvYDcSjMPTzSyfEou3yZ8T0rjeq4c0r4W/m/p5Xga9BworsfmcHL39AT0GhUqAZeP8GeOaiM0lFKvC2FIhInZw8NQCVh1sIxLR0cyxdXu1Vuv4ZFZA9s32+ljlBm/Qr+kttnO93uKeXLuEDQqFbsLanh1VSYf3jim0/2Tw0z8Z95Qbpoch0YlSA7xRqPp/rxmdIw/S+44g8pGKwGeOgK8Oq4seoJRqybW35N9hbJizqkDqykOXb1cgtep0sgZqzXta+ZIhvYhpC1O2c7C/nRqFZ5G2Rlu0flyuOQOUzTZrsXQaG0OZ9W/wdz59+JERWLGO9is86m4bh1OBJk2f9YZ7uXKi+8k1M8T7f6liKr2sfzBegcrzy5F7xvGe7nVfPK7XGN/9Q0RaNf8G5ElV/P08T4HaO+099ZrqDdbWLqjkKU7Cnlk1kC+uiYWbf5GwvPeRRo0h3NunoVOq+GzrcVu5V9ilogsWs4z1qXcPWMeGmczUal/p/Hsp5kycDwGrYqHl+7jYIn8Qf91QTKrDpbxl7Pl6ptOCb7eUcBNZ8SwZHsB1ww1MDDvCfSlrhyCve9z/8g/szvsbPYVy6uKEG8DOo2Ku6cnsC23mvsn+TDj+sFIQsPA0u8w/vwfAPT1ufy4PQuTycQrV4xEkiTe+C2Tq8fHcPmYSKwOJ1/vKGRcrP8J+10dL4riVzihHCiuJaeyCT8PHYPDTJiMHaNzukOMvwcOp5P7Fu0G5EiY/14+stOolBY8DVpGRPm6t0tqzeRUNmHUqYkP8sJLf+Sfe4CX3v2HaXPIztiKBivhvkZiAzwQbYqvNFnsZJY30GhxEBvg0WU/Z7vDybxREaxJL6feYuenjAay595HcukOsFtozN6JdsbjqL++FZyyTVqKmoA5YAhyZ1I4f2gowd56/jw9gVqHnvunRvLSmtaQz6cvTEByONiwO5XBfnGIiInoCl15Aio1+eMf4/MfGpg5KBh9xjfoIlIYKmWC5ITIFNTb32dByCPsLWqkpLaKGVESeaVVFNWaGX/2E/DlDa2yRYxBXX6ApO0fsvXiDXy6udXuHiMVuJU+wMDS75g76DqWHWgNo3z8LB/G+rXG5nvo1BQ5vDAHnosl/hzUWiOlNTYcThuzh4dxwbBQalydy7J8Xid+wUgGFKyXD/aLwwMb9y/aTbBJz58nhXL30nokCQK8jSzYuJcPN+S0+z5mDQvj87MtxDhyWpV+y/e/+y3eufgcckqsZFgD8AuP5x/L9pHm8h/NGBjEAF8nDnsT2eGzCR1TTJbHcARws7+Jb3JUZJY1oBIQ4etBanE9/1vdGtt/9uCQbtv1G+uqyC+rprLRQriPkeiwcNT6E/fQUBS/wgljbXo59yzcSU2TDSHgtjMHcMvkOIJMhqMffBi5lU1cNzEGCUGzzUGwSc/CzTmMje3eH05qUR23fryVwhrZNHTl2CgeODe5Q4hgZ1jtDr7aXsg/v9mH3SnhoVPzv6tHMc1VEqCq0cJrqzLddvtgbz0f3DCWoREdE72cSCzamsczlwyjosGKWiWo9vdk3VmLCbPk0OSTwldlam68aimqygwkgy/1PsmsLPHh5fkj8NBrcDol7lu8i2abE61a8PiFg1h4/RDyqxoZEOLLluwq5nwj98E1GTT8cO1L2EoPorLUEhSZgF7y4NULNQT5+WN0TIZNr0LuBlnAkKFopj3KJH0AkQHehDVnM3bz3ahr5Nh729g7KJzzFfbKbMwqbyoNUaRkvY0vYHWK9lYlR/tCePr6PGaMCCQhKpRmuxMvnYZo72rUkmyTf+WKFH5OLeX7PbIpbPHtE3hleQYbXM3UF902gad+OMA+VwLZmBg/HrlqN6Ny3gOhkms5Fe/GoJ3CwZJ61Po4/n7eQOotdmwOiU66KWJzODlj/Y00XPRBxzeddsIrNxO+/mnO8AggL+IDsitkH8HTc4eyMrWUf6eXAxAf5MUjs/7EzQvkcNFn5vmxKSuLzDLZqTtjYHCHsF1rJ41oOqOhppxlu0t5/Kc89+/vzUudTB0e363ju4Oi+BVOCIXVZp74br87pFKS4O21WYyL82dGDxT/kAgfLnljYzsb8cOzBrZvU9gFzTY7r/yS7lb6AF9szWfmkBCmDwxxj9ntTkrqm/Hz0OKpb12ZZJY18OiyvW7F0WR1cP+iXSy6bQJOoKTGzIJNOZyZGIi/p46Nhyp5ZvlB3r5udPvyysimmWnJIdz1udyOcFS0XDv/14ONQBDxQdWMjfUn8edGIBwAo7aIZXfFkRzqTXppPRe/sdEdGmhzSDz+3QGevWQ4f/0uh6+uT+bZVa1morpmO1d9WcSiq0cx452D7Jubi+eG/8Hl3yFpNKgOpLcqfYDSfYic9eQFDeOr7bm85/epW+kDaLe+hcVjBLNWhbr8DJV8et7lTM5YSkLtJkbHDKLObGdohA91Pnp8/Ae4TUPpSbdx99ftzUQRvgaevzCOG0c5USH4PbOCL24dj4dWTXpZPXsKarl/ZiIDQ7xZfbDMrfQBtuVWsym7lrjomYjafHw33Y807y3yV5uZOzKC51ZmuKNpltw6jgkD/Ns5ZMN8DAzwk01PBu8A8Apun/yWcHZr/4emSsLWP8qj019nf7W8ykwvreez60eg1wie+SWHn1NLmZIQQFGdhU3ZlW6lD7Kd/+7pCejUKqwOJzq1isRgL6obrXjo1Oi1HUtot5BTVsc/V+S6H6pNVgf3f5PFN35qIqNiuzzuWFCcuwonhIoGC4fKO4awFdf2rLrm0HATn906nhkDg0kO8eapuUO5eGTHYmedUdtk5/fsqg7jOf/f3nmHR1Vmf/zzTp/JpE4mvXcIgQCh96agCKgoYEGxsLqWVbepP8vq6qq7uoq9rV2KIhYQQaRI7zUBQhqE9N6TSWbm/v64wyQhQdRVwsr9PM88ydy5M3PmnTvnvve853xPRXtGSHpBDY8tz2D2m9u5e9F+duS2hx9K6lq6zBarm9rYklPJre/vJr+qiYcu7U1zq4N9+TVc1jeYcD8jtafpr4Nc9VvdZOOJGX3oE+rFuMQADhbUuB/PKW9EAu6bGEdCoJkpSb4svCGZxCA5Z7WuuY2G01Qn2xwSjTY7sVYzJd2M78lqG/U2BxOTrNQEDGbl2M/4/aeZvLaxAE7u6rK/OLmNkRF6knwlDCc3dnk82pGLl6H9hFaoCgVrIn7lO7n/4gT6R/iw63gVD37fxJGpXyANuBH8EyjWdq5zsJr1vDrazpDdf+TR4ju5qOojllwTwT9XZfKHJfvRqVQ8Ni2Z1Rml6LUqdp3oKoK350QNG+qCmbfNn/WXrqNB7cOgKD9Sw7w7pVBe/fZO/jQpgXnDo4i1mpmRGsLzV/clZelYADSFO2DYXdBrGvgnQNpNENBb1nlyoS1PJ9xoY2deFTE+ggenJPDUd3n89atsLkkJYnpvbwZFW0gINHOooLaLrZUNNoZE+zEqzsKC2akU1TRx9Rtbue2jPezt5rOdoqSupUt1dWVjK5WNXYXhfi7KjF/hF8HqqSMh0NxFUzz0DLHvsyGE3M6w73Xe2B3OTjPys+HjoWVknH+nbBqAaFfZfFWDjWdWZ7IpS+4aVVDdzN78aj66ZQjJId4EextRq4Q7kwbA4qEjv6qJk9XNWMx67lmy310E9c6W48wbHoVvN+sZRq2a5jYnb286xvXDIvDQq+kf4cuaw+19dZfsOsn7Uz24KeRjdHX56Bbvh1vWQlAfAjz1eBk0nTJ5dGoVQ6ItzEgNJSe/a257jMWIr0nHU1f0ZWdeJXcs3IMkwcnqJh4ZOxTt0a867e+MHMU3xxqIDQ1BUo9EHPyk0+Na/1hqm9tPamH6JqonvUiZZyKPL83gUGFth3Gs4b0bHsWnbxm+DgvQ/jmfHC7ot26uW2pbv/FJ/PqV02y7RO4noBLct3g/ACsPFTE0xo89pznIQdG+vLc1jwMF9dy06AgL5/ZmVpqWME8VCVYTx8rlk/uVvT1JWXsdqZGjmHfl1fhRi/mjPu0y30IlNzgP7COnEGd9K695dKjGbgtMZXVuG8crm2iwq7nLZRvA4yuO8vi0XhRUNXC0uJ7UCB9yT8vdD/YxEupjpKTOxh2L9vLMFX3JKmskq6yR7blVfHnnCBICTytKQW7koxJ0mnxYPfVYzT/9yvlMKDN+hV+EEB8Tj16W7G4CrlYJ7h4fR9+wbgTOfgJ6jfonOf1Tz7lrQpw7PfNUM+x+LltyKhrcTv8U1U1tHHNlhMRazfzzimT0rqwgL4OGP02KZ9leOY3xRGWT2+mf4rO9BdR2cM455Q0sP1DEl/sLmZAUQO8QTxaszebxFUeY0juAOGt76uANqV4kFy7FfOQTdIXbIflypOrjOLa9RkjB16y5Mdy9MG3Qqnju6n7EBpjxNGqJ1Dfy8OQYdzzZ4qHj6WnxaNpqoXA3e/PbtXkqGlo57jMIKW6S+72l0DQcvabz8PIjXBHjQIQMgI4tAMc+CEY/sqad5OjMGtLviKDJM5JlpQFkFDfy+LTkTuNQUtdCbmULy/N1VDfZ+f3YWLdtCSK/S38F3/T3+OfF/vzl4kTaHE5CXA1pZqeFMzreSloHLZuRcf70j/Bl5sBw7p0Yz/xRMezKq2F7XiXzPj7EI5Oj3ZLVF4W0oC/YimbLM0S8NxDz53OpufQtNo/9hE9GLGe/fhCtFz0jK7Ye+QpaG2mb8ISsaQTgGcyBfo/w2eF6ZqWFsTGrktNZsruQW4aFMS01hEtTgukT0i7aNz01hJqmNv717TE+2nGC2WkRnZrBN7c5OHZa3ckpIi2ePDM1uv34M2p4YXoMIWE/vlL8bCgzfoVfjBFx/nx8yxDyK5vwMWnpHeyF6SyZNL8WSUFeLPndMPKrmjBqNcRYTRi0si06tcode+2I0RV31dkbmFH5H1LHRlCJN0GOYvSN2fzH3Jva5rZum2h4GrToXA7uSHEd17y13d16z1Ov4YObB/PHi0CDg+iDCxg9qi8nNNEYTGZidj+OMftr+YXCBkFAL8SSa92JkAFxE9k0/xmyWn3xN+uJsni4tXsabE5yyhu5bUwsEnK2UWFpGfHhKsxbn8Mc/nQnOyuMMewOfYBJfeUsou0NVrxbwnl/Xjiom5EOfooITYPe00FnBnMQYvFs1JITNSAF9cVv4DPc+rU8Ex8RZ+GL3w9nxqtb3e/R0OrgyZVHuHdiPKvSS9y2GU3ddAnTe7Ixp5Znt+ajVQsemNKLf6w8QmWTnZX7jnPX+FhaHZJbv2jpngK251ZSUN1MiLeBv01NYNu2Aupb7Pzxy2w+uCaRk1WNpPm1wBa1OxupyTOaV7L9eGtPLSA73D+MG0n/ccsQzVXktfqwboeaZ2d+ztHjBRis0dywtBC7U6KwppnUbiYw3kYtWRVNvPBdFr4mLe9em4zz+FZ0wk5U7RoqBjzIiFgLBp2alQeLWLC2c1W08Qxxfg9fK5f1N5EaYqSqoYUgLwORkdHd7vtzURy/wi9KQqBnt5evPYHV04DVs+vlcVKQJzeOiOLNDlrzqeHexAR4cLiojljbYfTbFhALuPMoNHp+P3gJ962DljYHId4GijrE1x+4JAk/V8bQykPFnfqt1tvsfLa3gCdmpMgbWkZgXjgLfwAPfxj8Ozjl+AfPlztQdUBkf4e5/2EGJ09zbysoLKCmqZUWTQifH9xHc1t7SCUh0IPo0DiyUx8jzdOPAeHeDI31p1+YNznljTy0uoQH3HuXMa2fhudm9kGrDUAafid8dpO8Oj/lX7L0g9R+ohMlB0kWuYA8E9+SXcnsQe0OfXishYQAM2/PHYjZoCGzpBaf1lKC9C0cF2FY/WI7Faflpz3AO1vkmXCbQ+LL/YWMTrDy0Y587hoWwJwP9rpPtAatinsnJrB0j5zKWt7UwiB/O+MntMLkADZUBaHWaDlU1UxsgBW/wbfB9lcAyI25jre+7RyHf2nDce4aH8+CtXVAA/dNSiDPacLh74nDYMDPVE5hbTObsyu5c0wUW7K9GR5vRa2C3ceruWl4BFqNhvfnDWL3iSq+SK9ibrAJ6oowFO0k7MTnlAXOxKRTkxTUWcI7MdBMr9O2dcRg8iA++pd19h1RHL/CBYdeq2HusEiSQ7w4WFBDtL+ZXkGe3PjOLopqW/jy4ma6aDnabQwM1nLzyGiSQ7y4ODmIzJJ6yuptDIr2pX+H+oHcbha5s0obcDoleaZuiYepC6AsnTbPMPboBmOa8CFBNfvwNfihtXUNAYgWObvFabez8fAJ/vxVHuUNNsJ9jfxlciLPrs6ksdVB/3Afhsf5c837ciPwG4c5GZUQwOvf52CzOxkV788d4+I65ZcXVDfR0GrHV6vFYU1GPWsh4uQOCOgFdUVdbNG01XPK8QPUt9iZMziccF8TySFezP9wD2X1NoZHe/P2kDJMq++D5moka2+apr5CZd4hDI3F1FoHckybSFVju0x1cW0LN4+UxfhS815h6dwb2H6iEaHRotGbeGldu91Hb/VH9fV8RMFO0HkScvkq7vm8iiPF9XywVcPfJ17FlClx6MoOUO8VR8f1BpBj6DH+Jm4aEcWQaD+qGlq4+eN0Gmx2+oV48PJV8ewrtZNf2YSHsDE4xsKbG3Noc0hM6ROEWiWY9568WH7FgFCm9g3mvu/qyCgS3J72L+aqCrhnyX6qmlr522XJvHNDGgcKagnzMzI4yo8Q35+3/vVLoMT4FS5IwnxNTE8N5eGpyYxNtHLzB7vdM/gjrdYuTVbs/r35pkCLp17FXYv28/cVh7kkJZi7J8QzLMbfHUYCuKxfSJf3mzUoXHb6Djtsfx1W/AEOLUXKWsfSYw6uWq3lj6UXs6rcHylscOcnaww4LHK7w5yCQm779BjlLn2ak9XNvP59DlcOlJUfJ/YO5JX12TS1OhAC/D2NLFib5W72vimrgtK6FmI69DS4tG8Ivh5GcNjR7HoNsew2iL8ItB5yH4OOCBWSX3s+uV6jItriwbcZpYT7Grn9472UuQTT5iW0YPryZmiWw0Ki/DD6r+/hg6pkJh8YzqQvBR/tq2REXLum0tS+waxOL+b5tceo80mk76I05mffzq1599FWXUCVS0/p42sTUW19UXb6QF3MFB76roIjxfJJs67Fzj1fF5FpDwStkcimdKyeeqItJmalhRHuKy+8jmxcwyM+qwjQt/LAF4fdGVQHihp5bu1xxkSbUQknJ2psvLEx17228016CesyKwnwNOCUYOmeQrJKG3E4HLQ5JF7cUcMu9QA0qGhpc3L/skO0tDm5d1ICVw0MJ/IXkAP5b1Acv8IFT1FNcydJ539sb2H/mP/gCB4AKjWtsRexpd/TPLupkhfWymGKvfk1bgd3OkNj/Hh8ejI+Ji1eBg33T04kzMfI3Qv3cv/n6ez2uwSHVwQ0V6PL/57f9Wrhr5MTEEKwo1RF26R/ICVMBpUGKaA3jqs+QB8l984trGrs0qCmtM5GsLehS68Cb6O2W22jLdkVDI/zx1Ov4Y5xsQyK8KbJ1gZ1heTEXs8Xk7dy8wYdf9muZmPyEzDpSVnX3zcapr9KQ1OLW1r55Wv6c7KyjprmNprbnJ0UMYMcJZ3CRACayqOk+jS5Hfi2nEqGx/pj0Kq4amAYWrUKT6OOjKIGvmnuTf2oR2Sp7opMLgp3cvOISIxaNQN9GhA5a92vW+4/lL2Fna+0JAn2it5cX3A5n9qG8Oo1A7gsNZTCmmZmDQrj+Vn9eLtuCNdnjmRXsZ3Hp3deqN6cV0dzi40ATyObj3dturM9t5J+4e2x/++PlXHD8PbwzLbCFh67vF3YL6/ix6nFnguUUI/CBY+vSYdWLdyzubpmO7NWqnjp8tcpLS/H2xLE3Z9ldnpOkJehU257R3xMOuYOi+Li5ECcEuSVN3L1m9vdjy/dK/hkyjMMWDsHvMNZV2Lkqc1HAfj45sE8vKsYb9MfuXLGfRypUfHqykb+ZaqhX7gPnl6ySFnHPG+jVs3wSDN1o2II9m5f02hokfsanE5ysCdzh4QxKy2U+IqN2OpOYAibBCY/dtTCg18ccO/75f4i3p57NaMuD4bGSljzMMZLX+Kz24Zi1KpYtP0EGp2GBbNSMenUndIQ69XdVFmbLBS06AHZ8cdZTUT4GZk7LIp1R8uwmvWcUsZ48NsS6sdP4NqpyTiMfryf4cGGY+VcNzSSBpUWvX8iong/AJ5N+QR7R3WpG6lrsbMpu4LRCVb+8c0R9uXXADAtNZQ/Lz3IiUp5fWJTdgUzUkOYlRbGElcHtEg/Ay12iY935HPtkK4ZNXEBZo5Xtp9seod4s+FYe0FYjNXMou3H3fd/TPHhueK36/jLs6AsXZaaDewtxysVFLoh2t+Dv12WzP990d4d6dVr+iMJgcbXgI+3iXeuSUZfmYGHo5YiVTC+Ecln/SEHehlpdTj4x4rDLJk/lMKaZjQqQYCXnm/3HWWAdxjFvW7kpW3tzkOtFizdW4DDKdHhXEFOeYOsQ6TWc/uYWF7dIF95CAH3TYrnWEUrr32fw/9dksS4RCvrM8vRa1R46NX0C/PmgKvAyMeoZfbgCIqOH0U0VVLVmkVg1W4OGPrgYTa7ZShOYbPLbSFHHfs3lKVTH3Mpe1vCueGDrbw8pz9bc8v50wAJa9k+7Nbe3DEuzh2H/yDHRP+02zHufk1+MZWa0jHP8MZqVx6/RsXfh6nxooi7NpbhbdRw/5Qk0gtrGRTlh1OSGOuVi3mp3P920rXH+GJ/IW9tyuXzPVp2Xf8EBxu8yG404GtQ8XiEmt9/etR9Ar80Jdjt6C1mHa12J3+8KIGWNicalXA7/VN8daCIF2ansmR3gWzbJbFoDSbumhBPtMVEUqAnR10pmP5mHUNjLHyTLovthfsZGZdoZc5bOwDoFeyJt1HH78fHcXFKKHank+SQMy/mnmt+m46/aB8smw8VrkUj7zCY+S6ED/7h5ylckGjUKmYODKNvmDfFtS2E+xj56lAxr7mcq1oleGJ6MnMK/gM5a0nV6JEiFgFn7+4FMGdoJH9YvJ8SV9glKdCTx2YkczjoH9i8Y5GkgrO8Qjt6rYYgLwP3TUrAZndi0KiwmHVEW4w8dXkKkRYjE8KczBkUSotdXgOICzAzPikAhyQRZzXzzKpMssrksEOYdypvT0zl6e/y+Ovk3nQjb4MEZKc9REVjK18WehNQKefK69WCNweeJPL7e90hnYDLFjPgxoFUVNcS5muEAk93y0opZADGzI28Pmo4dQ4dUaKUuJ0vUH7Z+9w9IY6EAE+eX3PM3dw9yEvPpTNj4LIFIFT46uClOf0pqmnBpFGxsVXLHUv3uePyV/QPYeG8/lTn7Ucd3IcPdhbzvUtbx0OnYnS8lX+vOYYkwTNXpnQ7vv4eWl65IoYgHxMvby5ixgAtf1l6EF+jhnfnDeZEVRNtdifhvkbUasG/r+6HEIIwXwObj5Vx94Q41EJQVNvC4aJaCqobee7bLEbF+3eqSehpfpuO/9i37U4foLYADn6iOH4XxbVNNLQ4CPMzYtT+Ng+Bn4peqyYlzIeUMDlWe8rpAzicEk+uPErSNc/RPycV7DbE8rvhlnXgGXjmFwWcbbIkb0mHWPvR0np2H69m8zErCUEwZ3AEhTVNXJwcTLSXlsv7h7B0T6F7/xBvA7GuxdjqZjuPLs/oFOox6dR8cEMqY2qWYjmwCn3iZOyJN9PqkPD10PGia3HXy6jh6rRwt9MHKKi1saQwlPKGGr7Yc5wbh0fxUIcrH71GxYAIHya/J2F3avAy2Lg3Wsuto2II0TUQue2RTnH8iBVz8L7uW8pMdiJsxegPLYJaWba5ae5qvI4uYUjz6+1jO/JPbK+18M7mDK4dEuF2+gAldTYW7a/i5t4JqLxDeGHDSVZnyJk579yQxr/XHOskZ7FsXxEj4/25Ystsqgf/mU+0F7sf8zBoeXNTrnvc1EJ0adQytW8IJbU27lsmp/neOiqaJbvy3eP+1DdHePCSJOpb7Djqinl0YzU3DY/CQ6emuqGVBeva04O1asGb1w9k3nuyiNumrAoOFNTilOS6jqCfWdH+S/Hb/NWXHOq6rXgftDWDtmcHvCdptTtZf7SMf67OpLCmicnJQdwyKpo+oT49bdp5RUV9a5dtDTY71W0dCm5qC6Cl5qyOv8Zm53BxXZftR0vqmTcimtoWO34eOlYeauX+ZQdZd52V6wZHkxDoyfqj5fQO8eSi3oFE1G4GLqOi3tZFx6Wp1UFZo8S1m3px59gpRPl48++P9tHS6mD+6Chev24gXx0owqhVdavts7eggVBfIzpnI8N91Dx3dT++2l+In4eeGakhpDVvZ2KvEHxNOqalhrB0dwErDhWzJduDR8e8z+Atv0M0ulIlJYmW2jKmLlMzqVcUj077CM2RL/Aq38Py8iAmXfYevjlfIqpyaEucxqrmXqg1agI89Zys7lrgtbvETpXdgzmDPThS3C4eZzZounRcA7k6GaHBd+e/uG/qcPqFJbAxq4KyOlsnCY6Hvkjn+Vmp7M2vJr2wjtHx/ngaNdidEsNiLUxODqK51c7WnHbtnqMlDdQ02cmtaGCCRxlTUyJ4elUmArkf9KJbB/Pmxjw8DfLJu7Cqs31FNc38/esMLB4G/nJxIuMTA35Sz4hfkt9mVk/MmK7b4i++oJ0+wJ4T1dyxcC855Q20tDn5Yn8Rr23IpdHWVVzsQibc14juNN3/YG8DodoGuTcwQGgamIPO+lpB3kbGuDoxdWRItB8X9QlmUu9AvthXxGd7C2lpc3LS7kXK8inML3yERdN9eNiykSEfxiMZ5fcK8zW5S/lPYfXUY9KrsdmdRAd484fF+8iraKSkvoWGVifz3tuFh05NhJ+JWGvXNMKBkb5kFNVR2Kwn6NjHXPndGN4fUc3z0bsZsyieVlT4eejxNGpYsDaLz/YVYrM7OVxcz9yVLWQNfLj9xTQGhE8ECYFmYgLMjH6vhEsOjeLqlgcw6rUM/KCRa4qv5kHPJ0lbFc6iLBUHTlZzsrqJ+ICuhX9pUX5sz6viu8OlncYxr7yRkXH+XfYP9zWCwRPUWhJXXM4tURXEWM2YdOpO/Rha7HKK5fBYC9FWDz7YdoK3N+UyXpfBoqDFBJp1PL2q84L+6AQrW3Mq+HxvIVtsMTz77TGqGlupbGzlmVWZnKxo5N15g3luZh8+3V3AQ191fn6wt5HqRjvZZQ3csXAve/LPLNT2a/Mbdfxjof/1shCTELICX+KlPW1Vj5NTVt+lqfg36cXkV3ZTSv8LUN3Uyvqjpby0NosVB4soqumaEneuqGywsSq9mH+uOsoHW49zsKCG9ZllvLQ2i+UHCjvZlhrmwz9n9sXXJGsERfgaWTA7lV0VOp6JX8g30/dRPvVdMP44HaIJvQKY2EvW8lerBHMGh9MvxAzrnqS4pIiV6e1icr9bepz6yS/hKD8Krw2B75+mfuobHCOcf6w8Qk55A4tvHYrFQ46zh3gbeOaKFB5fngFASW27sqgkwb78Gq4bGsknuwt4elUmKiG4dkgEapVACLg0JYhIi4nqplYGx/rzvfd0mq0psGgWrH6A8oH3sbEpmk1Z5eg16i59Z212JznINQR4+HN09lbWV/gwLNafCF8Td46Ppbi2hT0nqtmUVc4DU5I4WFDLop35hPmauHN8PB/uOEGbQ8LhdDJvWCRqV1rqhF4BaFSC8nob72w9wbR+IYxyOfuHvkxn/ugYt/6SQaviqStS0DpbeDnpAz4ftoz8WWvY2xzEwh35vLkxl3/O7OvWkgr00vOvmX351+pMFu7IR6cRLJjogX9tBux5l972Q+5WiyCfHGcPCueNjXkkh/rw9aHOxWAAX2eUQtZ3SHve48ahYe6iPr2ri9ehwhr3vm0Oiezynkvv/G2GevzjYfLTMGCuHH/0TwKTT09b1eOYu0k/tJj1GHRn1gb/ubQ5nLy75TgvdtAnGR3vzwuz++Pnclrnkq8OFPHY8sPu+7FWD24bE8tza+S1oOGxFl6a0x+LWY9Op2ZG/1DiAsxUNdrwNen4y9KDHClpv3T/6+Qkbg/+ce9d29TG3CER3DgiCrUQlNU1U2dzwsZ/YvQZhNWsd68B+HroeDvXh3ETFhGkqqJF48n7GU6ac0v51CVVMLFXAB/dPJj86mY0QrDnRDX9wn3IrWjCdNp3ue5oGSPjLCyeP4SC6mYCvQws21vAC7P6oVer8DJqeWldFneNjyPMx8Tr3wu+Nt7HJSPvpNmp5q10uNzLQE1zG14Gjdw68TSZaE+zB4z+E6XWETy3tYo1h9tTGq9OC2NWWjhLdp/E26jj4Mlqnro8BQmJUJOdfgcfZfGVN9OCltiqtTQH9mZMdCIeJhPb8xt47lv5+zHr1FQ02EgJ9eaqtDCEEHyy+wRPX5lCaZ0NT4OGnXlVPLCsfZbdJ0QwZ7CKO8fH0WSzs+t4Ja9c05+apjY0asG+E9U8OTUebd53BDccxlIKtuTZ6EfbqBG+lNY28eb1A3E4JTz0aq75j5yxk1/ZSJivCegs3BbmY4DNj6E7sYXBxqd4ZMZ35DdHYTXr+HDbCb7J6Hyy8OwhHSv4rTp+AL1ZWcw9jT6hPqSEenGosD3m/JeLE4n275rr/d9yorKJVzvIAgBszKogq7SeITGWMzzr1yG7rL6LQFZOeSP2DgqbW3MqySypZ3hce4euUx21vtxfSKvDyd0T4nBKskTBO1vyGJtopVfwD6foNTTZ+HD7CdZnlnfaPn90DCOG/B6PqiPcO+ly7l92CEmCyclBvLUxl5fd3ZoqibN68LdpyQyK8sWgVfPWxlwKa5r53Yd7AFAJeHF2fz7fV4RGJTqlHQoBMweG4WNS0dCiZUNmGT4mLZIEQT4GXlmXw5acKrbkVKHTqHhhVip/WLyPFZny2IT6GOkVaOLFkW0khTbSOjaGf61uT5wYG20iKX8JpL/N0ekzWXO4c+OVT/cU8OLs/izZfRIvg4b/pJfydXopWrVgzbiT2FRGbEJPs13QYgomeMcTLPD4G0vT6/jgpsF46NQ0tjp48NJevL0pr1N4RKdWMTYhiPyqJkJ8jKw7UtbpvdOL6qhobOXlDjIPKaE+3PeJXKcQ7mdkTIQOB3paDP60Fa4nO+5Wmp1xeAsbY2Ot6FUO2pwSrXbBpF6BJAV5IUnQL9yHucMiKHOtB1nNWhprKmCpq8lNcyWBuZ9xw86++Jv1zBse3cnxp4Z7k3xax7YTlY2U1dkI8NL/6pW9v13Hr9CFuAAzz12dyqGCWmqb24ixepD2I3uA/lRsdkeXsBLIcrTnGpvdSUOLvcv20+1rOYNtWpVgYq9AXtsg67QEeun5/dhY7N2odJ5Oq8PeSbDtFFWNNoiKx1bTxLqjpSyYnUpprY0oi4nXvm9/3RirB3eOj+f3H++lrsWOSafmoUt7oe3Q/9cpyc3Y7xwfx6RQG32n+JNeE0J9m0SMtyDNt5p9NXoeW3GEP12UwGd7C3hjYx6PTetNZWP7Qnar3cnrG7J59doBnKxqRqMWpATqSf1mBqL8KGxVc/3EZxl0ZS/yqu1YfLxJKVyC/4G3AWi2d64cBjncZNCoeGa8F20d2l5q1SpsQWn8I3MoixcdR5IgPsDCM1NeZw7QJzoMb6OWt29I41hpA72CvKhpPt7ptf88OZF/fZvJicomVEKWxfDQa9hwrP0k63B2/o5OSVckBJqZ3CeIaz/OxGb3wM+jL3+fOpMHPzpKbYuZEO9WHrxEx9z39mH1NHD72BgMGjUvfCdPIJbeNoynVmayOUeW9x4V7889E+I6vZdFNPDAlCRAkBziyZvXD6Sguhlvo5a+Yd7EWs2uMZJYe6SMe5bsp8Fmx6zX8PysVCb2CujU5/mX5LcZ41c4IwmBnlw5MIybRkYzNjEA849ohl7T2Epdc9dMlx8i3NfE0Gi/Ttv8PHTug/1c4m1UMy21s36OXqMipoMmvo9Je0bbPPSaTjotpXU2Fu7Id8eLz0Sr3YGHwcDMgV07h41LDKC2rhZfTSuheht3L9rPkyuP8P62E50WLe8aF88jX6a7G7E0tTp4bPlhDB3Cdn1CvMivauLlddl4Vx8mafEwZhb/m3mOpYxZfyWm7x4k2aLh9Tl9qG1q5TvXzPjlddlcflpXs4OFdTS3ORkc7cvgcA96rb9NdvoATgde397L4OYtzNo6lYn5LxBYtgmSplI2YzEp/rJq6eg4C/dNiict0ofEQE+i/HSMSI4iIcDDHTNvsTs4bLOyaFeBO0spq6yBD/bXYfIOoHewF/cu2UdxTQOXJPkQ4QmzB4Vh1KoZlxjAvOFRrD9a5i7CckqwaOdJ0qLajzmTTo2g3XH6m3VuKeSpfUN4aV22+0RQ1djKE6uymerSWSqqbeG173MZ3yuQ8nobDid8sV8WrLt2SBhbsivcTh/kdM2tuVW0THqK1sixIFQcNqXxwLJ0Hlh2iMtf3YZWo+KmkdFcOTCMeJeCbUtjHQWVDdy9eB9+Hlqm9/bGYtZy96J9cnOaX4kemfELISYDCwA18LYkSU+f5SkKPUBZbTObcyr5aHs+KgHXD4tkRJwF/x/RCcjLqOWpK1N4b+txVqeXkhrhw53j4gj3M531ub80ZXWtDI+14GPU8k16CRF+JuaNiKKsTtY67xXsyW1jYon07/7yuq6bq4WssgYabN1fIbS0OdiWU8kbG3NwOCRuGB7Jc1f35aW12eg1am4dHU2SRcc1G9KweOi4c3wsWnM5yw8UYXc6uXNcHBF+JtYdLUOIru9vszvJr2wi0EvP8FgLcwZH8PK6bIK8DIjWUpj1Eez/GI4eROp/PRXhF3Pfskyqm9uYOSCMp69I4f5lhyhvaMUpSTx6WW8+2HYCrVpwy8hofAwa7l92CF+jlhuHLGCUdDu6gna9feyuhfCMz9k39wjL0yvZsr6StEg7z89O5fO9hXx9sIShsX5MTQnmtU0nyCisZ+bAEF6/bgCvbcjBZneQXd7ZsV0zOJwRcf48tuIwza0OHr0smfIGG79bnIFaCK4fFsnzV/fjlQ05jIr3Z+HOfE5HrZIXvOOsJm4dE8e3GSUEeulJDvHmlpHRfHWggEAvPSaduktabHFtC74d1p8yiuoYlxTA4aI69nUIMc0bHs1DX2Z0ee8duZVMnX49jx7uy/wrn6e8WSLM9wRWs57bxsQyoIOuT31RFiL9U8zZywkIGcK62TPRZq7AUryBytjRbPG+hJLaZqLPcEz+t5xzxy+EUAOvAJOAAmCXEOIrSZIO//AzFc412/Oq3PFQkJtdv3JNfy7t21V9sjui/c08MjWZu8fHYzZo0Gt++UXkH4OPScubG+W+sbeNiaWwpok7F+7lpTkDGBXvz4mqJu5avI9ltw93Ldp1xrObRfFIiwnzGRbF9xyvcsv1Auw6Uc0T05N5dU4/QOL+z9PxHJ9IRlEdMf4efLFPrjAdHufPTcMjWbAum+yyBkbF+2PSqd1x7lNoVAKLWccdY+PYmlPBgu+yeH5WP1m8rWYXLJ4DbbJTFSWH8BteR5tjMumFdaQXHuahS3vRO9iTw8X1PPxlBn+9OIG/TeuFp15DZkkDc99tt31bbhXvzXmJkQUD2z+gRj7xF07/hKdW57LzuOwUbxwexf2fHXL3vs0sredAfg1/n9GHy17eQlOrk7sW7WNAhC9RFg9CTxvrMYkB3PbRHnd4qLzexp+WHuw0jgtmp5JRXIvFQ0dKqDe7T2vNGGnxYHniaqr738ZVH+7jn1ekMGtQOLY2J1e9sY0l84ficAp3I5uOWM166jq0mEwMNNPcaqe0rqWTrV/sL2RghG+XDKf+Eb4s3HGCjTm1bM6t5ZPfDePtuVZMOhURlvaryZbGenTrHkGfvRIAfXBfAr//K6JULpyzlB1hinULtX06t8D8JemJUM9gIFuSpFxJklqBxcD0HrBD4Sws21fYZdvyA1312X8ItUpgMet7zOkDxFg9efCSXmSVNfLoVxm8uTGPa4ZE0upw8umeAnbmVVFWZyOrtPv0upY2B9cNiXCLh3kZNNw4PIryMzS//rybcfsmo4SHlx/lkpe3c7CwgXVHy7hhWASTegfy2d4CCmuaWbqngG25VXx7uJSc8kY+3VPAgrXHeHhqb3eIRKMSPDAliXc25/HIVxmsyihlS04lpXU2IiweUJntdvqnUO/+D/83pP3k9fGOfO4YJ8ej4wPMJAR5kl9Wh1aj5s1NeZ2ea3dK7CpqAy85JGQfeDOUyrPdbF2S2+kDaNSiU8NzgP0FtZS5MpacEjTYHGzMquCTPQU02exM7iMXwF2aEsT6o2XuWfiM/qF8ub/rsbbmcCkTkwLYmFXOJSnBWDusG1zWNxiHU8Jy8A0q2uRZ9l1L9jP1pS1c/eZ2bhsTS1VjK5/uKeDzvYXcOiqGU/7fpFPz58mJfLFf/u58TLKmkVGrwWZ30uZwMCZBDsEV1doYm2jtpL2TEurF6Hh/Sl2LvU4Jvj9WTlKwVyenD9Banu12+vKbRbqd/im05en4tZzs8vl/KXoi1BMKdPxEBcCQ03cSQswH5gNEREScG8sUOuHRzYzWowdT0P4bxiYG8N68QeRXNeFj1FJU08wfOjTPBnnBsTua25wcLKzlnokJtDmcOBwSb36fy5DoQd3ubzZ033S9Y8Nyk05NdYMNlVmFQat2x5orG1vRqtrbQmYU1fPJrpO8f9MgKhta8TPpeGVDNpuz21MJhZD1hgCEuptUWa2RJkf7DNeolYu5np3Zl+Y2B0t35fLHSb0QanW37QD1Og2HhjxLhU3Nsnwj9wzzxdLrGjRafSelUHU3s2jAXZ16+sNPrDzC3RPimJEaikGjYlOHz9Ros+Oh7+b402moamzFKcGz32by5Iw+5Fc1gRBsz6mkvqUV5n6J5NTy7pYj3DIqRrZBJVhxsNidhXWosJY2h5O356ax92QNvYI8WbrnJDePjMHucNJqd/LWxlwWzOpLn6AUYn3VBLR9SPZFaZgtLby17QTPXJHCyepmhIAwHyNvb87rFP4z6c7wW1FpQdXeFhLR/XGn0vy0XtM/hfP2VyxJ0pvAmwBpaWndaUcp/MpcOTCMVRml7lJ3rVp022Tkf4X+Eb70j/Clze7kuTWdqypTQr1JCOx+cbd3sCe1zW08v6Y9jfHOcbEkBXW///TUEBbuyHc7b7VKMDTGwhNfHwHkheWxCVZueHcXVk891w+N4OX1sjbQd0dKuXpQGB9tb49fN7c5ifY3MzTGQHVja5fY9OxB4US7GssT3Bc8g6C+xP24fcQf+b8N7TPxW0ZFc9N7uyhvaEUlYOHc3sQFy9ldt46O5t4l7eE9T72GfuG+XPa2BNgJ8Gyl2SMcn7AU4mqbmN4vxL3oWVzTzLAYP7Z1CIFcmhKMwdWLuLnNQZCXoZNukdMp8fCXGZTX23j3xkF8tP0ENruT5QeLefXaAaw5Utbp+BubZOX2j/YCIJAXYZ93Zdr4m3XEBcRD9Fiia5oYFW/tlMqZGu6NRt1+9onwM7Ejr5I3NuZx66gYskobWZ/ZvmD7t8t6MyjGVS2ctwnS32Ng26sAXDZzPzNe3erODNOoBC/O6c/vP5ZtM+nUjIrvWlkMYAyMo6n/fEx7XKqlhbuR4i9GZK1u36nXNLlT26+EkE4/in5lhBDDgL9JknSx6/4DAJIkPXWm56SlpUm7d+8+RxYqnKKl1cG23Ao2HCtHLQRjEqwMi7ag+xUKvs41FQ02duZVsTWngt7BXoyI8//B3OmDJ2vYnFNBTlkjI+IsDInxI9Sn+4Vqp1PiYGEN646W4XBIjE6w0mp38u3hUgxaFaPirZj1Kj7dU4jFQ8+EpABqmtvYkFlGhMWDEbF+HK9sYkt2BUlBXoyM8++08FxQ1cTW3EoOFtQwOMqPITEWAjtKRBfsgux1UJsPMeM56TOAhek2qptaGZtoJdJbzaqDJ2m1S0xItNAvKhCtQf4s+ZX1HC5u4PvMcnxMOkbG+6MWctgv1MfIqHgrAzqoTB4qqOFAQS1786vpFeTFgEgf9p+sIaOojtRwH5KDvdiZV0V2eQNDYyzE+BvZn13E8eoWxsT5EWTxZnNuHeUNNqb3C6am2c6mrHJa2pxcmhJEU5uT74+VoRaC0QlWPNWtfHOwGG+jmhEJwZQ1y0VqQV4GhsdZGBrT7mwPnKzmUGEde/OrSQryZECkL+kFtRwqrCU13Id+oR6k55VwuLSRETHeRAZY2HGykbzyRsYkWkmL8sXb2OEKKm8TZK2B1kZsvWeyvS2WDZnlIGBMghVfk5YVB4vxMmgZlxTgrgPpjvqKQsjfhvr4RhyBfdFFDkZfeQTyt0PEEIgaKasK/5cIIfZIkpTWZXsPOH4NcAxZ07YQ2AVcI0lS12VyF4rjV1BQUPjpnMnxn/NQjyRJdiHEncBq5HTOd37I6SsoKCgo/LL0SIxfkqSVwMqz7qigoKCg8IujVO4qKCgoXGAojl9BQUHhAkNx/AoKCgoXGIrjV1BQULjAOOfpnD8HIUQ5cKKn7XDhD1Scda+eQbHt56HY9vNQbPt5nEvbIiVJ6tL783/C8Z9PCCF2d5cXez6g2PbzUGz7eSi2/TzOB9uUUI+CgoLCBYbi+BUUFBQuMBTH/9N5s6cN+AEU234eim0/D8W2n0eP26bE+BUUFBQuMJQZv4KCgsIFhuL4FRQUFC4wFMd/BoQQBiHETiHEASFEhhDiMdf2aCHEDiFEthBiiRCim5ZH58xGtRBinxBixflkmxDiuBDikBBivxBit2ubnxBijRAiy/XX92yv8yvZ5iOEWCqEOCqEOCKEGHY+2CaESHSN16lbnRDinvPBNpd997p+B+lCiEWu38f5crz9wWVXhhDiHte2Hhk3IcQ7QogyIUR6h23d2iJkXnSN30EhxIBzYSMojv+HsAHjJUnqB6QCk4UQQ4FngOclSYoDqoGbe85E/gAc6XD/fLJtnCRJqR3yle8H1kqSFA+sdd3vCRYAqyRJSgL6IY9fj9smSVKma7xSgYFAE/D5+WCbECIUuBtIkySpD7Kc+mzOg+NNCNEHuBW5l3c/YKoQIo6eG7f3gMmnbTuTLVOAeNdtPvDaObIRJElSbme5ASZgL3Jv4ApA49o+DFjdQzaFuQ6i8cAK5E5054ttxwH/07ZlAsGu/4OBzB6wyxvIw5XUcD7Zdpo9FwFbzhfbaO+T7Ycs5b4CuPh8ON6Aq4D/dLj/MPCXnhw3IApIP9vxBbwBzOluv1/7psz4fwBXKGU/UAasAXKAGkmS7K5dCpB/FD3BC8gHuNN138L5Y5sEfCuE2COEmO/aFihJUrHr/xIgsAfsigbKgXddIbK3hRAe54ltHZkNLHL93+O2SZJUCDwL5APFQC2wh/PjeEsHRgkhLEIIE3AJEM55MG4dOJMtp06opzhnY6g4/h9AkiSHJF96hyFfSib1rEUyQoipQJkkSXt62pYzMFKSpAHIl7J3CCFGd3xQkqc3PZFHrAEGAK9JktQfaOS0EEAP2gaAK04+Dfj09Md6yjZXTHo68okzBPCgazijR5Ak6QhyyOlbYBWwH3Cctk+PfqcdOV9sURz/j0CSpBpgPfLlrI+rbzDIJ4TCHjBpBDBNCHEcWIwc7llwnth2aoaIJEllyHHqwUCpECIYwPW3rAdMKwAKJEna4bq/FPlEcD7YdoopwF5Jkkpd988H2yYCeZIklUuS1AYsQz4Gz5fj7T+SJA2UJGk08lrDMc6PcTvFmWwpRL46OcU5G0PF8Z8BIYRVCOHj+t8ITEJeCFwPzHTtdgPw5bm2TZKkByRJCpMkKQo5LLBOkqRrzwfbhBAeQgjPU/8jx6vTga9cNvWYbZIklQAnhRCJrk0TgMPng20dmEN7mAfOD9vygaFCCJMQQtA+bj1+vAEIIQJcfyOAK4CFnB/jdooz2fIVMNeV3TMUqO0QEvp1OVcLHv9rN6AvsA84iOy4HnFtjwF2AtnIl+P6HrZzLLDifLHNZcMB1y0D+D/XdgvyYnQW8B3g10PjlQrsdn2vXwC+55FtHkAl4N1h2/li22PAUddv4UNAfz4cby7bNiGfiA4AE3py3JBP2sVAG/IV5s1nsgU5IeMV5LXDQ8hZU+dkzBTJBgUFBYULDCXUo6CgoHCBoTh+BQUFhQsMxfErKCgoXGAojl9BQUHhAkNx/AoKCgoXGIrjV1A4C0KIGUIISQhxXlRuKyj8tyiOX0Hh7MwBNrv+Kij8z6M4fgWFH0AIYQZGIhfizHZtUwkhXnVp+q8RQqwUQsx0PTZQCPG9S6Bu9alSfQWF8wnF8Sso/DDTkfX7jwGVQoiByLIAUUBv4HpkDSeEEFrgJWCmJEkDgXeAJ3vCaAWFH0Jz9l0UFC5o5iAL4IEsiDcH+XfzqSRJTqBECLHe9Xgi0AdYI0vaoEYu31dQOK9QHL+CwhkQQvghK5+mCCEkZEcuISuOdvsUIEOSpGHnyEQFhZ+FEupRUDgzM4EPJUmKlCQpSpKkcOQOXlXAla5YfyCyUB7IHZSsQgh36EcIkdwThiso/BCK41dQODNz6Dq7/wwIQlZePAx8hNyWs1aSpFbkk8UzQogDyE1Bhp8zaxUUfiSKOqeCws9ACGGWJKlBCGFBliYeIcl6/woK5z1KjF9B4eexwtWoRwf8XXH6Cv9LKDN+BQUFhQsMJcavoKCgcIGhOH4FBQWFCwzF8SsoKChcYCiOX0FBQeECQ3H8CgoKChcY/w/qpiJDnTijBwAAAABJRU5ErkJggg==\n",
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
107
      "text/plain": "<Figure size 432x288 with 1 Axes>"
108
109
     },
     "metadata": {
110
      "needs_background": "light"
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
111
112
     },
     "output_type": "display_data"
113
114
115
    }
   ],
   "source": [
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
116
117
118
119
    "plot = sns.scatterplot(data=df, x=\"Age\", y=\"NumberAts\", hue=\"Fall\")\r\n",
    "plt.title(\"Scatter plot of NumberAts vs Age\")\r\n",
    "fig = plot.get_figure()\r\n",
    "file_name = f\"Fall scatter NumberAts Age.pdf\"\r\n",
120
121
122
123
124
    "plt.savefig(Path.joinpath(cfg.REPORTS_PLOTS_DIR, file_name), dpi=300, bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
125
   "execution_count": 6,
126
127
   "metadata": {},
   "outputs": [
128
129
130
131
132
133
134
135
136
137
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\cml\\miniconda3\\envs\\py38-air\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "C:\\Users\\cml\\miniconda3\\envs\\py38-air\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
138
139
    {
     "data": {
140
      "image/png": "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\n",
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
141
      "text/plain": "<Figure size 432x216 with 2 Axes>"
142
143
144
     },
     "metadata": {
      "needs_background": "light"
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
145
146
     },
     "output_type": "display_data"
147
148
149
150
151
152
153
154
155
156
157
158
159
    }
   ],
   "source": [
    "g = sns.FacetGrid(df, col = \"Fall\", margin_titles=True)\n",
    "g.map(sns.distplot, \"Age\", bins = 25)\n",
    "g.fig.suptitle(\"Number of citizens who fall given age\")\n",
    "file_name = f\"Fall facetgrid age.pdf\"\n",
    "g.fig.subplots_adjust(top=.8)\n",
    "plt.savefig(Path.joinpath(cfg.REPORTS_PLOTS_DIR, file_name), dpi=300, bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
160
   "execution_count": 7,
161
162
163
164
165
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ats_list(df):\n",
    "    all_ats = []\n",
166
    "    ats_cols = [f\"{i}Ats\" for i in range(1, cfg.ATS_RESOLUTION+1)]\n",
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
    "    for ats_col in ats_cols:\n",
    "        for ats_string in df[ats_col]:\n",
    "            for ats in ats_string.split(\",\"):\n",
    "                if ats != \"0\":\n",
    "                    all_ats.append(ats)\n",
    "    return all_ats\n",
    "\n",
    "ats_no_fall = pd.Series(get_ats_list(df.loc[df['Fall'] == 0]))\n",
    "ats_fall = pd.Series(get_ats_list(df.loc[df['Fall'] == 1]))\n",
    "\n",
    "a = pd.DataFrame(ats_no_fall.value_counts()[:20], columns=['No fall quantity'])\n",
    "b = pd.DataFrame(ats_fall.value_counts()[:20], columns=['Fall quantity'])\n",
    "\n",
    "ats_df = pd.concat([a, b], axis=1).fillna(0)\n",
    "ats_df.index.names = ['Ats']\n",
    "ats_df = ats_df.reset_index()\n",
    "\n",
184
185
    "ats_df['No fall quantity'] = ats_df['No fall quantity'] / len(ats_no_fall)\n",
    "ats_df['Fall quantity'] = ats_df['Fall quantity'] / len(ats_fall)"
186
187
188
189
   ]
  },
  {
   "cell_type": "code",
190
   "execution_count": 8,
191
192
193
194
   "metadata": {},
   "outputs": [
    {
     "data": {
195
      "image/png": "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\n",
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
196
      "text/plain": "<Figure size 432x288 with 1 Axes>"
197
198
199
     },
     "metadata": {
      "needs_background": "light"
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
200
201
     },
     "output_type": "display_data"
202
203
204
    }
   ],
   "source": [
205
206
    "plt.bar(ats_df[\"Ats\"], ats_df[\"No fall quantity\"], label=\"No fall\")\n",
    "plt.bar(ats_df[\"Ats\"], ats_df[\"Fall quantity\"], bottom=ats_df[\"No fall quantity\"], label=\"Fall\")\n",
207
208
    "plt.legend()\n",
    "plt.xticks(rotation=90)\n",
209
210
211
    "plt.ylabel(\"Scaled ats usage\")\n",
    "plt.title('Scaled plot of ats usage for fall')\n",
    "file_name = f\"Fall scaled ats usage.pdf\"\n",
212
213
214
    "plt.savefig(Path.joinpath(cfg.REPORTS_PLOTS_DIR, file_name), dpi=300, bbox_inches = \"tight\")"
   ]
  }
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
232
   "version": "3.8.8-final"
Christian Marius Lillelund's avatar
Christian Marius Lillelund committed
233
234
235
236
237
  },
  "orig_nbformat": 2
 },
 "nbformat": 4,
 "nbformat_minor": 2
238
}