etudeExperimental.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9f78292f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "65a92ac3",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('experimentation.csv',sep=\";\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c52895f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Number of agent</th>\n",
       "      <th>root branch</th>\n",
       "      <th>max-arguments-per-branch</th>\n",
       "      <th>rand-seed</th>\n",
       "      <th>max-arguments-at-once</th>\n",
       "      <th>number of round</th>\n",
       "      <th>runtime</th>\n",
       "      <th>freq-deep-arg</th>\n",
       "      <th>issue value</th>\n",
       "      <th>std_goal_issues_values</th>\n",
       "      <th>std_from_final_issue_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>453</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.012026</td>\n",
       "      <td>19:28:3</td>\n",
       "      <td>0.300374</td>\n",
       "      <td>0.043341</td>\n",
       "      <td>0.043369</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
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       "      <td>0.011938</td>\n",
       "      <td>19:28:3</td>\n",
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       "      <td>0.043369</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>453</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.017368</td>\n",
       "      <td>19:28:3</td>\n",
       "      <td>0.300374</td>\n",
       "      <td>0.043341</td>\n",
       "      <td>0.043369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>453</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.017104</td>\n",
       "      <td>19:28:3</td>\n",
       "      <td>0.300374</td>\n",
       "      <td>0.043341</td>\n",
       "      <td>0.043369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000292</td>\n",
       "      <td>3:3</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.047140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3586</th>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>862</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.111257</td>\n",
       "      <td>3:9</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.002581</td>\n",
       "      <td>0.002924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3587</th>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>872</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.113256</td>\n",
       "      <td>3:9</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.002581</td>\n",
       "      <td>0.002924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3588</th>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>882</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.134163</td>\n",
       "      <td>3:9</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.002581</td>\n",
       "      <td>0.002924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3589</th>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>892</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.179188</td>\n",
       "      <td>3:9</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.002581</td>\n",
       "      <td>0.002924</td>\n",
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       "    <tr>\n",
       "      <th>3590</th>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
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       "      <td>0.134185</td>\n",
       "      <td>3:9</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.002581</td>\n",
       "      <td>0.002924</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3591 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Number of agent  root branch  max-arguments-per-branch   rand-seed  \\\n",
       "0                  10            5                        10         453   \n",
       "1                  10            5                        10         453   \n",
       "2                  10            5                        10         453   \n",
       "3                  10            5                        10         453   \n",
       "4                   2            2                         2           1   \n",
       "...               ...          ...                       ...         ...   \n",
       "3586                2           16                       862           1   \n",
       "3587                2           16                       872           1   \n",
       "3588                2           16                       882           1   \n",
       "3589                2           16                       892           1   \n",
       "3590                2           16                       902           1   \n",
       "\n",
       "       max-arguments-at-once   number of round   runtime  freq-deep-arg  \\\n",
       "0                          2                 4  0.012026        19:28:3   \n",
       "1                          2                 4  0.011938        19:28:3   \n",
       "2                          2                 4  0.017368        19:28:3   \n",
       "3                          2                 4  0.017104        19:28:3   \n",
       "4                          1                 2  0.000292            3:3   \n",
       "...                      ...               ...       ...            ...   \n",
       "3586                       1                 5  0.111257            3:9   \n",
       "3587                       1                 5  0.113256            3:9   \n",
       "3588                       1                 5  0.134163            3:9   \n",
       "3589                       1                 5  0.179188            3:9   \n",
       "3590                       1                 5  0.134185            3:9   \n",
       "\n",
       "       issue value   std_goal_issues_values   std_from_final_issue_value  \n",
       "0         0.300374                 0.043341                     0.043369  \n",
       "1         0.300374                 0.043341                     0.043369  \n",
       "2         0.300374                 0.043341                     0.043369  \n",
       "3         0.300374                 0.043341                     0.043369  \n",
       "4         0.400000                 0.033333                     0.047140  \n",
       "...            ...                      ...                          ...  \n",
       "3586      0.100000                 0.002581                     0.002924  \n",
       "3587      0.100000                 0.002581                     0.002924  \n",
       "3588      0.100000                 0.002581                     0.002924  \n",
       "3589      0.100000                 0.002581                     0.002924  \n",
       "3590      0.100000                 0.002581                     0.002924  \n",
       "\n",
       "[3591 rows x 11 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "9a788c32",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.iloc[:,:7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "dbdc5b7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Number of agent</th>\n",
       "      <th>root branch</th>\n",
       "      <th>max-arguments-per-branch</th>\n",
       "      <th>rand-seed</th>\n",
       "      <th>max-arguments-at-once</th>\n",
       "      <th>number of round</th>\n",
       "      <th>runtime</th>\n",
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       "      <th>0</th>\n",
       "      <td>10</td>\n",
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       "      <td>10</td>\n",
       "      <td>453</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.012026</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>453</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.011938</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>453</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.017368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>453</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.017104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000292</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2721</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>232</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.021991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2722</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>242</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.023013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2723</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>252</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.019048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2724</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>262</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0.046386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2725</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>272</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0.045226</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2726 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Number of agent  root branch  max-arguments-per-branch   rand-seed  \\\n",
       "0                  10            5                        10         453   \n",
       "1                  10            5                        10         453   \n",
       "2                  10            5                        10         453   \n",
       "3                  10            5                        10         453   \n",
       "4                   2            2                         2           1   \n",
       "...               ...          ...                       ...         ...   \n",
       "2721                2            8                       232           1   \n",
       "2722                2            8                       242           1   \n",
       "2723                2            8                       252           1   \n",
       "2724                2            8                       262           1   \n",
       "2725                2            8                       272           1   \n",
       "\n",
       "       max-arguments-at-once   number of round   runtime  \n",
       "0                          2                 4  0.012026  \n",
       "1                          2                 4  0.011938  \n",
       "2                          2                 4  0.017368  \n",
       "3                          2                 4  0.017104  \n",
       "4                          1                 2  0.000292  \n",
       "...                      ...               ...       ...  \n",
       "2721                       1                 3  0.021991  \n",
       "2722                       1                 3  0.023013  \n",
       "2723                       1                 3  0.019048  \n",
       "2724                       1                15  0.046386  \n",
       "2725                       1                15  0.045226  \n",
       "\n",
       "[2726 rows x 7 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "60e9d02b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2726, 7)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7e4146ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_matrix = data.corr()\n",
    "\n",
    "# Visualiser la matrice de corrélation\n",
    "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm')\n",
    "plt.title('Corrélation entre les variables')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "05cd626b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IcEKNceYB8zocWl1uIGPt4mTMzMysi4ZL4uZM3V7zKQFO4kYv3zNmZmZmViAnY2ZmZmYFqpuMSZok6RZJa9J7wz6cyi+U9JCklelzUm6cqu8Nk3S0pFWp3yWSqj0vxszMzGzMaOSese3AnIi4W9LewF2Sbkr9PhcRn8kPPOS9YQcD35P0mtTa5XKypyHfAdxA9iyZG9uzKGZmZqOXGwyMXnXPjEXE5oi4O3VvA9ZQ49UTSdX3hqWH9u0TEbdHRABX8/y7xszMzMzGpKZaU0qaTNYE+U7geOA8SWcAK8jOnj1G7feGPZO6h5ZXm0/d94kB9I3PWp40qxPvtirTO7McS21li8fMzKzhZEzSXsA3gPMj4klJlwMXkb0T7CJgPnAWtd8b1tb3iQFcungp81c1/3SO0f4+McdSW1HxpAdargAeioh3Sdof+DowGdgAvC/9M4OkC4CzgR3AhyLiO10P2MzMuqahTEbS7mSJ2OKI+CZARGzJ9b8CuD59rfXesI2pe2i52VjwYbJL/Puk73OBmyPiYklz0/eP1rnn0sysab7XrPzqJmOpxeOVwJqI+Gyu/KCI2Jy+vhe4J3UvA74m6bNkPyZTgOURsUPSNknHkV3mPAO4tH2LYlZOkiYC7yR7YvhfpOIZQH/qXkT2cuSPkrvnElgvaR1wDHB7F0P2QynNzLqokTNjxwOnA6skrUxlHwNOlXQk2aXGDcAHoe57w84BFgLjyVpRuiWljQWfBz4C7J0r6xv8ZyYiNks6MJXXuudyJ43eV9nKPZX1DHev5qWLl1Ytb8TUCS9pabwy3QfoWMysFXWTsYi4jer3e90wzDhV3xsWESuAI5oJ0KyXSXoXsDUi7pLU38goVcp2ubey0fsqa53BGok5U7e3dK9mPa3ey1mm+xIdi5m1wu+mNOus44H3pIcivwjYR9JXgS2Dl/rTY1+2puFr3XNpZmajlJMxsw6KiAuACwDSmbG/jIj3S/oHYBZwcfo7eH2v6j2XXQ7bzIzJc7817D2i3daJWMpyn6uTMbNiXAwskXQ28ABwCtS959LMzNqoLC1N/aJwsy6JiEpEvCt1PxIRJ0TElPT30dxw8yLiVRHx2ohwIxcb1dr5/mOzXuUzY2ZmVqR2vv/YrCf5zJiZmRWmXe8/7nykZp3jM2NmZlYKI3z/cbXp1X0e38DAAHOmluekWqvvXO6UMsVTplgqlUpbn+XnZMzMzArXhvcf71rYwPP4KpUK8297qh2L0Badeo5fq8oUT5li2XBaf1uf5efLlGZmVqha7z+OiB0R8SxwBc9fivSz+GzUcTJmZmaFGe79x7nBhr7/eKakPSQdip/FZ6NAOc73mZnZWNXO9x+b9SQnY2ZmVph2vv/YrFf5MqWZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRWobjImaZKkWyStkbRa0odT+f6SbpJ0f/q7X26cCyStk7RW0om58qMlrUr9LkkP+zMzMzMbsxo5M7ad7AWtrwOOA86VdBgwF7g5IqYAN6fvpH4zgcOB6cBlksalaV1O9tLWKekzvY3LYmZmZtZz6iZjEbE5Iu5O3duANcAEYAawKA22CDg5dc8Aro2IpyNiPbAOOCa92mKfiLg9IgK4OjeOmZmZ2ZjU1BP4JU0GjgLuBPoiYjNkCZukA9NgE4A7cqNtTGXPpO6h5dXmM5vsDBp9fX1UKpWq8fSNz97i3qxa0xuJgYGBjky3FY6ltrLFY2Zm1nAyJmkv4BvA+RHx5DC3e1XrEcOU71oYsQBYADBt2rTo7++vOqNLFy9l/qrm3+i04bTq0xuJSqVCrTi7zbHUVrZ4zMzMGmpNKWl3skRscUR8MxVvSZceSX+3pvKNwKTc6BOBTal8YpVyMzMzszGrkdaUAq4E1kTEZ3O9lgGzUvcsYGmufKakPSQdSnaj/vJ0SXObpOPSNM/IjWNmZmY2JjVyje944HRglaSVqexjwMXAEklnAw8ApwBExGpJS4B7yVpinhsRO9J45wALgfHAjeljZmZmNmbVTcYi4jaq3+8FcEKNceYB86qUrwCOaCZAMzMzs9HMT+A36yBJL5K0XNKP00OTP5nKm35ostlo1M4Hi5v1KidjZp31NPAHEfEG4EhguqTjaO2hyWajUTsfLG7Wk5yMmXVQZAbS193TJ2jyocndi9isu9r1YPGuBm3WZs0/pMvMmpL+a78LeDXwxYi4U1KzD00eOs2GHozcykOR62n1Ycv1tPow3jI9yNexjMwIHyxebXp168nAwABzpu7YpbwonapfrSpTPGWKpVKptLWOORkz67DUmvhISfsC10karhFLQw9HbvTByGfO/Vaz4dY1Z+r2lh62XE+rD2Mu04N8HUvr2vBg8V0LG6gnlUqF+bc91UrIHdGp+tWqMsVTplg2nNbf1jrmy5RmXRIRjwMVsvtcmn1ostmo1aYHi5v1LCdjZh0k6WXpjBiSxgNvBe6jyYcmdzVosy5q14PFuxWvWSeU43yf2eh1ELAo3Tf2AmBJRFwv6Xaaf2iy2WjUzgeLm/UkJ2NmHRQRPyG7IXlo+SM0+dBks9GonQ8WN+tVvkxpZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFqpuMSbpK0lZJ9+TKLpT0kKSV6XNSrt8FktZJWivpxFz50ZJWpX6XaJi3wJqZmZmNFY2cGVtI9mLjoT4XEUemzw0Akg4DZgKHp3EuS6+BAbgcmE32HrEpNaZpZmZmNqbUTcYi4lbg0QanNwO4NiKejoj1wDrgGEkHAftExO0REcDVwMktxmxmZmY2aozk3ZTnSToDWAHMiYjHgAnAHblhNqayZ1L30PKqJM0mO4tGX18flUql6nB942HO1O1NB15reiMxMDDQkem2wrHUVrZ4zDpl1UNPcObcbzU93oaL39mBaMxsOK0mY5cDFwGR/s4HzqL6y15jmPKqImIBsABg2rRp0d/fX3W4SxcvZf6q5hdhw2nVpzcSlUqFWnF2m2OprWzxmJmZtdSaMiK2RMSOiHgWuAI4JvXaCEzKDToR2JTKJ1YpNzMzMxvTWkrG0j1gg94LDLa0XAbMlLSHpEPJbtRfHhGbgW2SjkutKM8Alo4gbjMzM7NRoZFHW1wD3A68VtJGSWcDf58eU/ET4C3AnwNExGpgCXAv8G3g3IjYkSZ1DvBlspv6fwbc2O6FMTOz3tOuRyiZ9aq6N1xFxKlViq8cZvh5wLwq5SuAI5qKzszMxoKFwBfIWtrnfS4iPpMvGPIIpYOB70l6Te4ff7OeM5LWlGZmbTO5hZZ/AAun79nmSKzbIuJWSZMbHPy5RygB6yWtI7tv+fZOxWfWaU7GzMysrJp5hNIuGnlM0sDAAHOmluekWquPbOqUMsVTplgqlUpbH5XkZMzMzMqo2Uco7VrYwGOSKpUK8297qj0Rt8GcqdtbemRTp5QpnjLFsuG0/rY+KskvCjczs9Jp4RFKZj3LyZiZmZVOs49Q6nZ8Zu1UjvN9ZmY2ZqVHKPUDB0jaCHwC6Jd0JNklyA3AByF7hJKkwUcobWfnRyiZ9SQnY2YdJGkSWXP9lwPPAgsi4h8l7Q98HZhM9kPzvnRzMpIuAM4GdgAfiojvFBC6Wde06xFKZr3KlynNOms7WSuw1wHHAeem5yTNBW6OiCnAzen70GcoTQcukzSukMjNzKwrnIyZdVBEbI6Iu1P3NmANWTP8GcCiNNgi4OTU/dwzlCJiPdkbK47BzMxGLV+mNOuS9FDLo4A7gb70zlYiYrOkA9NgDT1DqZHnJ0FnnslTpmf9AGx99AkuXVyOV932jadUsbSyndr13CQza5yTMbMukLQX8A3g/Ih4Uqr2qKRs0CpluzxDqZHnJwGc2eJT7YdTpmf9QLniGQ2xbDitv/3BmNmwfJnSrMMk7U6WiC2OiG+m4i2DTffT362p3M9QMjMbY5yMmXWQslNgVwJrIuKzuV7LgFmpexawNFfuZyiZmY0h5TifbjZ6HQ+cDqyStDKVfQy4GFgi6WzgAeAU8DOUzMzGIidjZh0UEbdR/T4wgBNqjONnKJmZjSG+TGlmZmZWICdjZmZmZgWqm4xJukrSVkn35Mr2l3STpPvT3/1y/S6QtE7SWkkn5sqPlrQq9btEw7TtNzMzMxsrGjkztpDstSx5rbzK5XKyh1ROSZ+h0zQzMzMbc+omYxFxK/DokOKmXuWSnqO0T0TcHhFB9uLkkzEzMzMb41ptTdnsq1yeSd1Dy6tq9FUvZXrdx8DAQGleI+JYaitbPGZmZu1+tEWtV7k09IqX53o0+KqXSxcvLc3rPiqVCrXi7DbHUlvZ4jEzM2u1NWWzr3LZmLqHlpuZ2RjXroZiZr2q1WSsqVe5pEua2yQdl1pRnpEbx8zMxraFtKehmFlPauTRFtcAtwOvlbQxvb7lYuBtku4H3pa+ExGrgcFXuXybnV/lcg7wZbKb+n8G3NjmZTEzsx7UjoZi3YjTrFPq3nAVEafW6NXUq1wiYgVwRFPRmZnZWNVsQ7FdNNIYbGBggDlTy/P611YbpnVKmeIpUyyVSqWtDcL8bkozM+slDTcIa6QxWKVSYf5tT7UzvhGZM3V7Sw3TOqVM8ZQplg2n9be1QZhfh2RmZmXUbEMxs57lZMzMzMqoqYZiBcRn1jblON9nZmZjVmoo1g8cIGkj8AmyhmFLUqOxB4BTIGsoJmmwodh2dm4oZtaTnIyZmVmh2tVQzKxX+TKlmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJl1kKSrJG2VdE+ubH9JN0m6P/3dL9fvAknrJK2VdGIxUZuZWTc5GTPrrIXA9CFlc4GbI2IKcHP6jqTDgJnA4WmcyySN616oZmZWBCdjZh0UEbcCjw4pngEsSt2LgJNz5ddGxNMRsR5YBxzTjTjNzKw4fh2SWff1RcRmgIjYLOnAVD4BuCM33MZUtgtJs4HZAH19fVQqlaozmjN1e5tCfl7f+M5Mt1Vlimc0xFJrXzKzznEyZlYeqlIW1QaMiAXAAoBp06ZFf39/1QmeOfdb7YrtOXOmbmf+qvIcOsoUz2iIZcNp/e0PxsyG5cuUZt23RdJBAOnv1lS+EZiUG24isKnLsZmZWZeNKBmTtEHSKkkrJa1IZW4pZja8ZcCs1D0LWJornylpD0mHAlOA5QXEZ2ZmXdSOM2NviYgjI2Ja+u6WYmaJpGuA24HXStoo6WzgYuBtku4H3pa+ExGrgSXAvcC3gXMjYkcxkZuZWbd04uaGGUB/6l4EVICPkmspBqyXNNhS7PYOxGBWChFxao1eJ9QYfh4wr3MRmfUWSRuAbcAOYHtETJO0P/B1YDKwAXhfRDxWVIxmIzXSZCyA70oK4EvppuKutRQrU2uhgYGB0rRCciy1lS0eM2vIWyLi4dz3wSswF0uam75/tJjQzEZupMnY8RGxKSVcN0m6b5hh295S7NLFS0vTWqhSqVArzm5zLLWVLR4za0mtKzBmPWlEyVhEbEp/t0q6juyy4xZJB6WzYm4pZmZmI9HMFZidNHKVZWBggDlTy3NrZpmeVQfliqdMsVQqlbZeaWk5GZO0J/CCiNiWut8O/C3PtxS7mF1bin1N0meBg3FLMTMzq6+ZKzA7aeQqS6VSYf5tT7Ur1hEr07PqoFzxlCmWDaf1t/VKy0iWqg+4TtLgdL4WEd+W9ENgSWo19gBwCmQtxSQNthTbjluKmZlZHU1egTHrSS0nYxHxc+ANVcofwS3FzMxshFq4AmPWk8pxvs/MzGxXTV2BMetVTsbMzKyUWrkCY9aL/G5KMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswJ1PRmTNF3SWknrJM3t9vzNys51xKw+1xMbTbqajEkaB3wReAdwGHCqpMO6GYNZmbmOmNXnemKjTbfPjB0DrIuIn0fEb4BrgRldjsGszFxHzOpzPbFRZbcuz28C8GDu+0bg2KEDSZoNzE5fByStrTG9A4CHmw1Cn252jIa0FEuHOJbahovnkG4GUkO760jbfahk27RM8YyGWOocH8tQR6C99aQ02wzKtQ9BueIpUyypntSKp+l60u1kTFXKYpeCiAXAgroTk1ZExLR2BDZSjqW6MsUC5YunirbWkU4o2zosUzyOpWvaVk/Ktp4cT21ligXaG0+3L1NuBCblvk8ENnU5BrMycx0xq8/1xEaVbidjPwSmSDpU0guBmcCyLsdgVmauI2b1uZ7YqNLVy5QRsV3SecB3gHHAVRGxegSTLOQyTQ2OpboyxQLli2cnHagjnVC2dVimeBxLF7S5npRtPTme2soUC7QxHkXscpndzMzMzLrET+A3MzMzK5CTMTMzM7MC9VwyJmmSpFskrZG0WtKHSxDTOEk/knR9CWLZV9K/SrovraPfKTCWP0/b6B5J10h6URfnfZWkrZLuyZXtL+kmSfenv/t1K57RQtIGSaskrZS0osvzLtU2rRHPhZIeSutnpaSTuhBH1WOi9/f6uv1KpWG2Vc39RtIFKb61kk7sQEy71Onh9p1OxSPptbnlXynpSUnnd3PdNHuMqTV/SUendbpO0iWSqj2KZWcR0VMf4CDgjal7b+CnwGEFx/QXwNeA60uwfhYBH0jdLwT2LSiOCcB6YHz6vgQ4s4vzfzPwRuCeXNnfA3NT91zg00Vvr177ABuAAwqad6m2aY14LgT+ssvrpeox0ft73fU2DvgZ8Mp0rPxxp39LhtlWVfeb1O/HwB7AoSnecW2OaZc6XWvf6UY8uW3zS7KHp3Zt3TRzjBlu/sBy4HfInod3I/COevPuuTNjEbE5Iu5O3duANWQ//IWQNBF4J/DlomLIxbIP2c50JUBE/CYiHi8wpN2A8ZJ2A15MF58DFBG3Ao8OKZ5BlqyS/p7crXhs5Mq2TWvE03XDHBO9vw+v669UauH3awZwbUQ8HRHrgXUp7k6rte90K54TgJ9FxC/qxNjWWJo8xlSdv6SDgH0i4vbIMrOraaDu9VwylidpMnAUcGeBYXwe+AjwbIExDHol8Cvgn9Nl0y9L2rOIQCLiIeAzwAPAZuCJiPhuEbHk9EXEZsgOisCBBcfTiwL4rqS7lL1qpmhl3KbnSfpJuuTR1UuDQ46JZVw3ZVLtlUpd+8e+yu9Xtf2mGzFWq9O19p1urbOZwDW570WtG2h+XUxI3U3F1bPJmKS9gG8A50fEkwXF8C5ga0TcVcT8q9iN7BTr5RFxFPAU2WnVrksVZgbZ6duDgT0lvb+IWKytjo+INwLvAM6V9OaiAyqZy4FXAUeS/RMyv1szLsMxscc09Eqljsx4121Va7/pRozN1OmOx6PsIb7vAf4lFRW5boZTa/4txdWTyZik3cl25MUR8c0CQzkeeI+kDWSnuP9A0lcLjGcjsDEiBv/T+ley5KwIbwXWR8SvIuIZ4JvA7xYUy6At6RQy6e/WguPpORGxKf3dClxHdy6ZDKdU2zQitkTEjoh4FriCLq2fGsfEUq2bEirklUrVttUw+03HY6xRp2vtO91YZ+8A7o6ILSmuwtZN0uy62Ji6m4qr55Kx1CrhSmBNRHy2yFgi4oKImBgRk8lOq34/Igo7+xMRvwQelPTaVHQCcG9B4TwAHCfpxWmbnUB2f0SRlgGzUvcsYGmBsfQcSXtK2nuwG3g7cM/wY3Vcqbbp4EE7eS9dWD/DHBNLtW5KqOuvVKq1rYbZb5YBMyXtIelQYArZzeHtiqdWna6173Q0nuRUcpcoi1o3OU2ti3Qpc5uk49L2PoNG6l67Wj906wO8ieyU30+AlelzUgni6qccrSmPBFak9fNvwH4FxvJJ4D6yyvMVYI8uzvsaslPaz5D9p3I28FLgZuD+9Hf/ordXL33I7kn8cfqsBj7e5fmXapvWiOcrwKpU/5YBB3UhjqrHRO/vDa27k8haNP6sG/vzMNuq5n4DfDzFt5YGWuU1GU/VOj3cvtPheF4MPAK8JFfWtXXT7DGm1vyBaWS/ez8DvkB629FwH78OyczMzKxAPXeZ0szMzGw0cTJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjI2SkhaKOnvCo7hQklfLTIGM7OxSlJIenVB836tpB9J2ibpQ0XEUIukfkkbi45jOLsVHYCZWa+RFMCUiFjXS9M266CPAJWIOKroQHqRz4wVQJKTYLMcZXw8MiuBFn+jDgFWNzh91/chvDK6JJ0+PlfS/cD9qewfJT0o6UlJd0n6vdzwF0paIunqdNp3taRpuf5HSbo79fs68KI68/+opIfS8GslnZDKXyBprqSfSXokzXP/3HjHSfqBpMcl/VhSf67foZL+I03zJuCANq0ua6O07/0fSfenbXWRpFdJuj3te0skvTANu5+k6yX9StJjqXti6re/pI2S3p2+7yVpnaQzasy35rRS/4qkeZL+C/hv4JWS3p72zyckXZb2rw+k4Xe6DC5pclq23XLT+7u0vw5I+ndJL5W0OC3nDyVNzo3/W5JukvRomuf7cv0WSvqipG+ldXanpFelfremwX6c5vPHkg5Iy/d4mt5/1vqxkXRMWvePS9os6Qu59b/LtGtM4yXp2PArSb+Q9NeD85N0pqTbJH0mrff1kt6RG3d/Sf8saVPq/2+5fu+StDLF9gNJr682f2tc2kf/NNW/x9J+pdSvrft0cpKkn0t6WNI/5PdDSWdJWpPi+I6kQ4bEudNvVJVleY+y36LHU2yvS+XfB94CfCHF+Zoq41ar77+bluGJ9Pd3c8NvkPTW3Pfn1lVuPc2S9EBa1o/nhh2f6vBjku4Ffrv+lipYRPjThQ8QwE3A/sD4VPZ+4KVkl4vnAL8EXpT6XQj8D3ASMA74FHBH6vdC4BfAnwO7A38EPAP8XY15vxZ4EDg4fZ8MvCp1nw/cAUwE9gC+BFyT+k0AHkkxvAB4W/r+stT/duCzabw3A9uArxa9rv2puu8tA/YBDgeeBm4GXgm8BLgXmJWGfSnw/wEvBvYG/gX4t9y03p720wOBK4B/HWa+9aZVAR5IMe0GvAx4EvjD9P3Dab/+QK5OfDU3/uS0bLvlprcOeFVuuX4KvDVN72rgn9Owe6Y68b9TvzcCDwOHp/4LgUeBY1L/xcC1Q9bpq3PfPwX8U6qPuwO/B6jGejkaOC5NdzKwBji/1rRrTONqYGlar5PTcp6d+p2Z1tufkB07zgE2DcYDfAv4OrBfivX3U/kbga3AsWm8WcAGYI+i9+Fe/qTteT2wL/AK4FfA9Hbv07l53UL2O/OKNOxg/Tk5Tet1ady/Bn4wZNydfqOGLMdrgKfIfgd2J7ssuQ54YS7WDwyzHirsXN/7gMeA09P3U9P3l6bhNwBvzY3/3LrKracrgPHAG8iOa69L/S8G/jMtyyTgHmBj0fvCsPtJ0QGMlU/acf6gzjCPAW9I3RcC38v1Owz4dep+M7mDayr7AbWTsVeng+xbgd2H9FsDnJD7fhDZgXw34KPAV4YM/x2yg/QrgO3Anrl+X8PJWOk+ad87Pvf9LuCjue/zgc/XGPdI4LEhZZcCq9I++NIm4thpWung/Le572cAt+e+iyxhaiYZ+/iQ5box9/3dwMrU/cfAfw6J70vAJ1L3QuDLuX4nAfcNWaf5ZOxvyZKjYZOoGuvlfOC6WtOuMvw4sh+ew3JlHyS7XweyZGxdrt+L0zRfnur3s8B+VaZ7OXDRkLK1pGTNn9Y+ad2/Kfd9CTA3dbdtn87Na3ru+/8Bbk7dN5IS9vT9BWRnqA7JjVvzNwr4v8CSIeM/BPTnYq2XjOXr++nA8iHD3A6cmbo3UD8Zm5jrvxyYmbp/PmQ9zKbkyZgvU3bXg/kvkuakU8ZPSHqc7D+f/KW+X+a6/xt4UTp9fTDwUKS9LPlFbro3plPFA5JOi+xG4PPJduatkq6VdHAa/BDgunTa+XGy5GwH2X8thwCnDPZL/d9EdkA/mOyH9alqMVjpbMl1/7rK970AJL1Y0pfSpa8ngVuBfSWNyw2/ADiC7D/yR9J4r8jtcwNNTCtfJw7Of0/7d7MtoBpaTrJ9+9gh+/ZpZAnLoKH1by9q+weyswTfTZeI5gJIOi23Xm5MZa9Rdknzl2m9/D+GucQ/tD6nYQfPjg/6BdmZ7F1ij4j/Tp17kZ0leDQiHqsyq0OAOUPWySSy7WIj08y+NFSj+/SgfJ36Bc9vv0OAf8xt20fJ/uGZUGPcoQ4mt89FxLNp+Ak1x9jV0Po+9Ddj6H5cT631utOxpMp8SsfJWHc9lzwpuz/so8D7yP5L3Rd4gqxy1LMZmDB430HyiudmEvGOiNgrfRansq9FxJvIKmQAn06DPwi8IyL2zX1eFBEPpX5fGdJvz4i4OMWwn6Q9q8VgPWsO2WXtYyNiH7KzsJD2y5RIfYns8sg5Ss3oI+KB3D63VyPTSvL/UGwmu1xOmpfy38kukbw49z2fODXrQeA/huzbe0XEOa1MLCK2RcSciHgl2dmKv5B0QkQszq2Xwfu2LgfuI2sxuQ/wMYap91Xq88NkZ68PyQ32CrKzFPU8COwvad8a/eYNWScvjohrGpiutaad+/SgSbnuV5CdwYZs+35wyPYdHxE/yA2fr49DbSK3z6X6OYnG9rtq099perl4B6c3knWzmV3XQ6k5GSvO3mSX+X4F7Cbpb8ju6WnE7WncD0naTdIfkt3bUpWy57/8gaQ9yO5D+zXZ2S/I7nOZN3gjp6SXSZqR+n0VeLekEyWNk/QiZc9rmRgRvwBWAJ+U9EJJbyL7EbLetjfZ/vG4soYcnxjS/2Pp71nAZ4Crh5zpamZaQ30LmCrp5HQG+Fx2PgCvBN6czsK9BLigwWWq5nrgNZJOl7R7+vz24A3JDdhCds8d8NyN769OP1BPktWvHTXG3TsNMyDpt8ju6ao57aEiYgfZpa55kvZOdfcvyOrrsCJiM9nlqsuUNbDYXdJgknwF8KeSjlVmT0nvlLR3velay1bSvn160F+lbTuJ7L7Lr6fyfwIukHQ4PNcI5JQmprsEeKekEyTtTvbP1tNkt8i04gayOvi/0u/YH5PdjnN96r8SmJn20Wlk90Y3E+sFaT1MBP6sxRi7xslYcb5DdlD8Kdkp1P9h+FPEz4mI35Dd5Hwm2X1mfwx8c5hR9iC7ofFhnr/5evBH9R/Jbu7+rqRtZDfzH5vm8yAwIw37qxTfX/H8fvO/0rCPkv3QXt1I/FZqnye7IfZhsn3h24M9JB1N9qN/RkoIPk32n+7cZqdVTUQ8DJwC/D1ZQ5HDyBL+p1P/m8h+WH5Cdt/b9dWnVF9EbCNrjDCT7D/0X6bl2aPBSVwILEqXfN4HTAG+BwyQ/bN0WURUaoz7l2R1ZxtZAvT1If2HTruaPyM7c/Bz4Day+zWvajD208nOrN1Hdi/p+QARsYLspv8vkB1X1pEdY6xD2rlP5yxN01pJ9g/OlWle15Ht49emy+P3AO+oMY1qsa4la3R2KVmdfjfw7vR71LR0i8O7yJK6R8gaBLwrHQcgu0ftVWT74ifJ9vFGfZLsd3U98F3gK63E2E2DrWvMzEpFWZP8jcBpEXFL0fGYmXWKz4yZWWmkS+L7pkvqg/dS3VFwWGZmHeVkzMzK5HeAn/H8ZZCTI+LXxYZkZtZZvkxpZmZmViCfGTMzMzMrUOmTMUnDtsAya5de3dd6NW7rPd7XzDqjlTezd9U+++xz4rRp03a5lvrUU0+x5557VhulK4qcv+fdMU92cuKdUquOQPH1JK9MsUC54umhWHqyjgAccMABMXny5Kr9yrT+a3GM7dGNGO+6666HI+JlTY1U9PuY6n2OPvroqOaWW26pWt4tRc7f8+4MYEWUYJ9v9lOrjkQUX0/yyhRLRLni6ZVYerWORA/Vk1ocY3t0I8ZW6knpL1OamZmZjWZOxszMzMwK5GTMzMzMrEBOxszMzMwK5GTMzMzMrEClf7TFcCbP/VZL4224+J1tjsSsnFY99ARntlBPXEdsLHE9saL5zJiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgeomY5ImSbpF0hpJqyV9OJVfKOkhSSvT56TcOBdIWidpraQTc+VHS1qV+l0iSZ1ZLLPucR0xM7ORaOShr9uBORFxt6S9gbsk3ZT6fS4iPpMfWNJhwEzgcOBg4HuSXhMRO4DLgdnAHcANwHTgxvYsillhXEfMzKxldc+MRcTmiLg7dW8D1gAThhllBnBtRDwdEeuBdcAxkg4C9omI2yMigKuBk0e6AGZFcx0xM7ORaOp1SJImA0cBdwLHA+dJOgNYQXZm4DGyH6E7cqNtTGXPpO6h5dXmM5vs7AB9fX1UKpVdhhkYGGDO1B3NhP+catNr1sDAQFum43n3xrwbVaY6AtA3HuZM3d70cnRiPZdt+5UpHsdiNrY1nIxJ2gv4BnB+RDwp6XLgIiDS3/nAWUC1e1ximPJdCyMWAAsApk2bFv39/bsMU6lUmH/bU42Gv5MNp+06vWZVKhWqxdUNnnc5la2OAFy6eCnzVzX/Ctp21JGhyrb9yhSPYzEb2xpqTSlpd7IfmcUR8U2AiNgSETsi4lngCuCYNPhGYFJu9InAplQ+sUq5Wc9zHTEzs1Y10ppSwJXAmoj4bK78oNxg7wXuSd3LgJmS9pB0KDAFWB4Rm4Ftko5L0zwDWNqm5TArjOuIWX3DtDreX9JNku5Pf/fLjeNWxzYmNHL94njgdGCVpJWp7GPAqZKOJLuMsgH4IEBErJa0BLiXrJXZuamVGMA5wEJgPFkLMbcSs9HAdcSsvlqtjs8Ebo6IiyXNBeYCH3WrYxtL6iZjEXEb1e9luWGYceYB86qUrwCOaCZAs7JzHTGrL5353Zy6t0kabHU8A+hPgy0CKsBHybU6BtZLGmx1vIHU6hhA0mCrYydj1rOav7PXzMxsBIa0Ou5LiRoRsVnSgWmwMdnquJZeaOXqGFvnZMzMzLqmSqvjmoNWKRv1rY5r6YVWro6xdX43pZmZdUW1VsfAlsHGLunv1lTuVsc2ZjgZMzOzjqvV6pisdfGs1D2L51sQu9WxjRm+TGlmZt1Qq9XxxcASSWcDDwCngFsd29jiZMzMzDpumFbHACfUGMetjm1M8GVKMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrkJMxMzMzswI5GTMzMzMrUN1kTNIkSbdIWiNptaQPp/L9Jd0k6f70d7/cOBdIWidpraQTc+VHS1qV+l0iqdZLY816huuImZmNRCNnxrYDcyLidcBxwLmSDgPmAjdHxBTg5vSd1G8mcDgwHbhM0rg0rcuB2cCU9JnexmUxK4rriJmZtaxuMhYRmyPi7tS9DVgDTABmAIvSYIuAk1P3DODaiHg6ItYD64BjJB0E7BMRt0dEAFfnxjHrWa4jZmY2Ers1M7CkycBRwJ1AX0RshuzHSNKBabAJwB250TamsmdS99DyavOZTXZ2gL6+PiqVyi7DDAwMMGfqjmbCf0616TVrYGCgLdPxvHtj3o0qUx0B6BsPc6Zub3o5OrGey7b9yhSPYzEb2xpOxiTtBXwDOD8inhzmVpZqPWKY8l0LIxYACwCmTZsW/f39uwxTqVSYf9tT9QOvYsNpu06vWZVKhWpxdYPnXU5lqyMAly5eyvxVTf3PBbSnjgxVtu1Xpngci9nY1lBrSkm7k/3ILI6Ib6biLemyCunv1lS+EZiUG30isCmVT6xSbtbzXEfMzKxVjbSmFHAlsCYiPpvrtQyYlbpnAUtz5TMl7SHpULKbkJenyzXbJB2XpnlGbhyznuU6YmZmI9HI9YvjgdOBVZJWprKPARcDSySdDTwAnAIQEaslLQHuJWtldm5EDN7cdQ6wEBgP3Jg+Zr3OdcTMzFpWNxmLiNuofi8LwAk1xpkHzKtSvgI4opkAzcrOdcTMzEbCT+A3MzMzK5CTMTMzM7MCORkzM7OOk3SVpK2S7smVXSjpIUkr0+ekXD+/MszGDCdjZmbWDQup/nqvz0XEkelzA/iVYTb2OBkzM7OOi4hbgUcbHNyvDLMxpflHc5uZmbXPeZLOAFYAcyLiMdrwyjDozdeG1dILr6lyjK1zMmZmZkW5HLiI7LVfFwHzgbNowyvDoDdfG1ZLL7ymyjG2zpcpzcysEBGxJSJ2RMSzwBXAMamXXxlmY4qTMTMzK8Tgu1uT9wKDLS39yjAbU3yZ0szMOk7SNUA/cICkjcAngH5JR5JdatwAfBD8yjAbe5yMmZlZx0XEqVWKrxxmeL8yzMYMX6Y0MzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MC1U3GJF0laauke3JlF0p6SNLK9Dkp1+8CSeskrZV0Yq78aEmrUr9L0gP7zEYF1xMzM2tVI2fGFgLTq5R/LiKOTJ8bACQdBswEDk/jXCZpXBr+crIXtk5Jn2rTNOtVC3E9MTOzFtRNxiLiVuDRBqc3A7g2Ip6OiPXAOuCY9MqLfSLi9ogI4Grg5BZjNisd1xMzM2vVSJ7Af56kM4AVwJyIeAyYANyRG2ZjKnsmdQ8tr0rSbLKzA/T19VGpVHYZZmBggDlTd+xS3ohq02vWwMBAW6bjeffGvEegI/WkkToC0Dce5kzd3nTQnVjPZdt+ZYrHsZiNba0mY5cDF5G9T+wiYD5wFlDt/pYYpryqiFgALACYNm1a9Pf37zJMpVJh/m1PNRs3ABtO23V6zapUKlSLqxs8757RsXrSSB0BuHTxUuavar6at6OODFW27VemeByL2djWUmvKiNgSETsi4lngCuCY1GsjMCk36ERgUyqfWKXcbNRyPTEzs0a0lIyle1sGvRcYbEG2DJgpaQ9Jh5LdgLw8IjYD2yQdl1qHnQEsHUHcZqXnemJmZo2oe/1C0jVAP3CApI3AJ4B+SUeSXULZAHwQICJWS1oC3AtsB86NiMEbu84ha3E2HrgxfcxGBdcTMzNrVd1kLCJOrVJ85TDDzwPmVSlfARzRVHRmPcL1xMzMWuUn8JuZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZl1nKSrJG2VdE+ubH9JN0m6P/3dL9fvAknrJK2VdGKu/GhJq1K/S9LbKsx6mpMxMzPrhoXA9CFlc4GbI2IKcHP6jqTDgJnA4WmcyySNS+NcDswme43YlCrTNOs5TsbMzKzjIuJW4NEhxTOARal7EXByrvzaiHg6ItYD64Bj0vte94mI2yMigKtz45j1rLqvQzIzM+uQvojYDBARmyUdmMonAHfkhtuYyp5J3UPLq5I0m+wsGn19fVQqlepBjIc5U7c3HXyt6XXCwMBAV+fXCsfYOidjZmZWNtXuA4thyquKiAXAAoBp06ZFf39/1eEuXbyU+aua/znccFr16XVCpVKhVvxl4Rhb58uUZmZWlC3p0iPp79ZUvhGYlBtuIrAplU+sUm7W05yMmZlZUZYBs1L3LGBprnympD0kHUp2o/7ydElzm6TjUivKM3LjmPUsX6Y0M7OOk3QN0A8cIGkj8AngYmCJpLOBB4BTACJitaQlwL3AduDciNiRJnUOWcvM8cCN6WPW05yMmZlZx0XEqTV6nVBj+HnAvCrlK4Aj2hiaWeF8mdLMzMysQE7GzMzMzApUNxnzKyzM6nM9MTOzVjVyZmwhfoWFWT0LcT0xM7MW1E3G/AoLs/pcT8zMrFWttqYs/BUWAwMDzJm6Y5fyRrTjVQhFvlLB8+4ZHasnvfial7JtvzLF41jMxrZ2P9qia6+wqFQqzL/tqZaCbMcrLIp8pYLn3fNGXE968TUvZdt+ZYrHsZiNba22pvQrLMzqcz0xM7O6Wk3G/AoLs/pcT8zMrK661y/8Cguz+lxPzMysVXWTMb/Cwqw+1xMzM2uVn8BvZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmaFkrRB0ipJKyWtSGX7S7pJ0v3p73654S+QtE7SWkknFhe5WXs4GTMzszJ4S0QcGRHT0ve5wM0RMQW4OX1H0mHATOBwYDpwmaRxRQRs1i5OxszMrIxmAItS9yLg5Fz5tRHxdESsB9YBx3Q/PLP22a3oAMzMbMwL4LuSAvhSRCwA+iJiM0BEbJZ0YBp2AnBHbtyNqWwXkmYDswH6+vqoVCpVZ943HuZM3d500LWm1wkDAwNdnV8rHGPrnIyZmVnRjo+ITSnhuknSfcMMqyplUW3AlNQtAJg2bVr09/dXneCli5cyf1XzP4cbTqs+vU6oVCrUir8sHGPrRnSZ0jddmtXnemI2vIjYlP5uBa4ju+y4RdJBAOnv1jT4RmBSbvSJwKbuRWvWfu24Z8w3XZrV53piVoWkPSXtPdgNvB24B1gGzEqDzQKWpu5lwExJe0g6FJgCLO9u1Gbt1Ykb+H3TpVl9ridmmT7gNkk/JkuqvhUR3wYuBt4m6X7gbek7EbEaWALcC3wbODcidhQSuVmbjPSescJuuhwYGGDO1NbqXztu3ivyJkDPu+e0vZ704o3JZdt+ZYpnLMcSET8H3lCl/BHghBrjzAPmdTg0s64ZaTJW2E2XlUqF+bc91XzEtOemyyJvAvS8e07b60kv3phctu1Xpngci9nYNqLLlL7p0qw+1xMzMxtOy8mYb7o0q8/1xMzM6hnJZco+4DpJg9P5WkR8W9IPgSWSzgYeAE6B7KZLSYM3XW7HN13a2OB6YmZmw2o5GfNNl2b1uZ6YmVk9fjelmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVaCTvpjQzMxuzJs/9Vkvjbbj4nW2OxHqdz4yZmZmZFcjJmJmZmVmBnIyZmZmZFcjJmJmZmVmBnIyZmZmZFcitKc3MzLqolVaYc6Zu50y33hy1up6MSZoO/CMwDvhyRFzc7RjMysx1xKw+15POazZpHEwYnfw1r6vJmKRxwBeBtwEbgR9KWhYR93YzDrOych0xq8/1pDmtPg+t2/Mby0lct+8ZOwZYFxE/j4jfANcCM7ocg1mZuY6Y1ed6YqNKty9TTgAezH3fCBzb5RhsFBjF/3m5jlhbtFpHFk7fs82RdITribVFWX5Lup2MqUpZ7DKQNBuYnb4OSFpbZbwDgIdbCuLTrYzVvvl73sXNu862P2Qk026TdtYRaHGdtamODFXkvlNNmeIpTSxv+fSwsZShjkBJ6kk3fWgMxNih485QbVmP7f4t6XYythGYlPs+Edg0dKCIWAAsGG5CklZExLT2hte4IufveY9qbasjUK51VqZYoFzxOJamjdp6UotjbI+yxtjte8Z+CEyRdKikFwIzgWVdjsGszFxHzOpzPbFRpatnxiJiu6TzgO+QNUe+KiJWdzMGszJzHTGrz/XERpuuP2csIm4AbmjDpOqeeu6wIufveY9ibawjUK51VqZYoFzxOJYmjeJ6UotjbI9SxqiIXe55NDMzM7Mu8bspzczMzArUk8mYpOmS1kpaJ2luB6Z/laStku7Jle0v6SZJ96e/++X6XZBiWSvpxBHOe5KkWyStkbRa0oe7NX9JL5K0XNKP07w/2c1lT9MbJ+lHkq7v9rx7SbV9dEh/SbokrZ+fSHpjrl9b608DsZyWYviJpB9IekOu3wZJqyStlLRipLE0GE+/pCfSPFdK+ptcv26vm7/KxXGPpB2S9k/92rpuah1bhgzTtf2mDMq0TNW2d9HHv2r7bysxSTo6Ldu6tH9VezRJu+O8UNJDufp1UtFxDisieupDdrPmz4BXAi8Efgwc1uZ5vBl4I3BPruzvgbmpey7w6dR9WIphD+DQFNu4Ecz7IOCNqXtv4KdpHh2fP9mze/ZK3bsDdwLHdWvZ0zT/AvgacH0313uvfarto0P6nwTcmLbpccCdqbzt9aeBWH4X2C91v2MwlvR9A3BAl9dN/+D+NaS86+tmyLDvBr7fqXVT69hS1H5T9Kdsy1Rtexd9/Ku2/7YSE7Ac+J20X90IvKMLcV4I/GWVYQuLc7hPL54Z6/hrMCLiVuDRIcUzgEWpexFwcq782oh4OiLWA+tSjK3Oe3NE3J26twFryJ423fH5R2Ygfd09faIb8waQNBF4J/DlXHFX5t1rauyjeTOAq9M2vQPYV9JBdKD+1IslIn4QEY+lr3eQPROqYxpYN7V0fd0McSpwzUjmVyeWWseWvK7tNyXQC8tU6PGvHb+Faf/ZJyJujyzjuTo3TifjrKWwOIfTi8lYtddgDD2gdEJfRGyG7KAGHNjpeCRNBo4iO0PVlfkru0y4EtgK3BQRXZs38HngI8CzubKur/dRotb6KXq9nU32H+egAL4r6S5lT0vvlt9Rdjn+RkmHp7LC1o2kFwPTgW/kiju2boYcW/LKut90QtmWqdr2LuPxr9mYJqTuoeXdcF663H5V7nJqGePs/qMt2qCh12B0UUfikbQX2YH5/Ih4cphL122df0TsAI6UtC9wnaQjhguzXfOW9C5ga0TcJam/kVHaNe9Rqtb6KWy9SXoLWTL2plzx8RGxSdKBwE2S7kv/5XbS3cAhETGQ7iP5N2AKxe5T7wb+KyLy/913ZN0MPbYM7V1llEL3mw4q2zLtsr2HGbZssUP59p3LgYvSvC4C5gNnDRNPoeu0F8+MNfQajA7Ykk5jkv5u7VQ8knYnO1gujohvdnv+ABHxOFAh+2+9G/M+HniPpA1klwv+QNJXuzTv0ajW+ilkvUl6Pdnl5xkR8chgeURsSn+3AtfRhUvNEfHk4OX4yJ5VtbukAyh2n5rJkEuUnVg3NY4teaXabzqsVMtUY3uX8fjXbEwb2fnWhK7EGhFbImJHRDwLXMHz9adUcQ7qxWSsqNdgLANmpe5ZwNJc+UxJe0g6lOw/7OWtziS13rgSWBMRn+3m/CW9LJ0RQ9J44K3Afd2Yd0RcEBETI2Iy2Tb9fkS8vxvzHqWWAWcocxzwRLqk0PX6I+kVwDeB0yPip7nyPSXtPdgNvB2o2uqwzfG8fLCVlKRjyI6Dj1DQsUXSS4Df5/l9uyPrZphjS15p9psuKM0yDbO9y3j8ayqmtP9sk3Rc2gfPyI3TMYMJY/Jenq8/pYrzOSO5+7+oD1mLn5+StYL4eAemfw2wGXiGLFs+G3gpcDNwf/q7f274j6dY1jLC1hdkl3AC+AmwMn1O6sb8gdcDP0rzvgf4m1TelWXPTbOf51tTdnXevfKpsY/+KfCnqb+AL6b1swqYlhu3rfWngVi+DDyW259XpPJXkrVq+jGwul11uYF4zkvz+zFZg4LfLWrdpGHOJLuhOD9e29cNtY8thew3ZfiUZZlqbe+ij3819t+mYwKmkf2m/Az4AumB8x2O8ytpH/4JWQJ2UNFxDvfxE/jNzMzMCtSLlynNzMzMRg0nY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjJmZmZmViAnY2ZmZmYFcjI2RkgakPTKouMwMzOznTkZG4UkVSR9IF8WEXtFxM+LisnMzMyqczJWMpJ2KzoGMzMz6x4nYyUgKSSdK+l+4H5Jk1PZbrlhnjvbJelMSbdJ+oykxyStl/SO1G8e8HvAF9KlyS/k5vHq1L1Q0mWSbkzD/Jekl0v6fJrefZKOys37YEnfkPSrNK8PdXH1mJmZjWpOxsrjZOBY4LAGhz8WWAscAPw9cKUkRcTHgf8EzkuXJs+rMf77gL9O4z8N3A7cnb7/K/BZAEkvAP4d+DEwATgBOF/Sic0uoJmZme3KyVh5fCoiHo2IXzc4/C8i4oqI2AEsAg4C+pqY33URcVdE/A9wHfA/EXF1mt7XgcEzY78NvCwi/jYifpPuO7sCmNnEvMzMzKwG359UHg82OfwvBzsi4r8lAezVxPhbct2/rvJ9cFqHAAdLejzXfxzZ2TczMzMbISdj5RG57qfS3xcDT6bul7c4rZF6EFgfEVPaOE0zMzNLfJmyhCLiV8BDwPsljZN0FvCqJiaxBWjXM8WWA09K+qik8SmeIyT9dpumb2ZmNqY5GSuvPwH+CngEOBz4QRPj/iPwR6ll5CUjCSLdQ/Zu4EhgPfAw8GXgJSOZrpmZmWUU0c4rWmZmZmbWDJ8ZMzMzMyuQkzEzMzOzAjkZMzMzMyuQkzEzMzOzApX+OWMHHHBATJ48uWq/p556ij333LO7ARXAy9kdd91118MR8bLCAjAzszGp9MnY5MmTWbFiRdV+lUqF/v7+7gZUAC9nd0j6RWEzNzOzMcuXKc3MzMwK5GTMzMzMrEBOxszMzMwK5GTMzMzMrEBOxszMzMwKVPrWlMNZ9dATnDn3W02Pt+Hid3YgGjMzM7Pm+cyYmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZmZWYGcjJmZmZkVyMmYmZmZWYHqJmOSJkm6RdIaSaslfTiVXyjpIUkr0+ek3DgXSFonaa2kE3PlR0talfpdIkmdWSwzMzOz3tDIQ1+3A3Mi4m5JewN3Sbop9ftcRHwmP7Ckw4CZwOHAwcD3JL0mInYAlwOzgTuAG4DpwI3tWRQzMzOz3lP3zFhEbI6Iu1P3NmANMGGYUWYA10bE0xGxHlgHHCPpIGCfiLg9IgK4Gjh5pAtgZmZm1suaeh2SpMnAUcCdwPHAeZLOAFaQnT17jCxRuyM32sZU9kzqHlpebT6zyc6g0dfXR6VSqRpP33iYM3V7M4sAUHN6ZTUwMNBzMbdirCynmZlZXsPJmKS9gG8A50fEk5IuBy4CIv2dD5wFVLsPLIYp37UwYgGwAGDatGnR399fNaZLFy9l/qrmX6+54bTq0yurSqVCrXUwmoyV5TQzM8trqDWlpN3JErHFEfFNgIjYEhE7IuJZ4ArgmDT4RmBSbvSJwKZUPrFKuZmZmdmY1UhrSgFXAmsi4rO58oNyg70XuCd1LwNmStpD0qHAFGB5RGwGtkk6Lk3zDGBpm5bDzMzMrCc1co3veOB0YJWklansY8Cpko4ku9S4AfggQESslrQEuJesJea5qSUlwDnAQmA8WStKt6Q0MzOzMa1uMhYRt1H9fq8bhhlnHjCvSvkK4IhmAjQzMzMbzfwEfjMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK1DdZEzSJEm3SFojabWkD6fy/SXdJOn+9He/3DgXSFonaa2kE3PlR0talfpdIkmdWSwzMzOz3tDImbHtwJyIeB1wHHCupMOAucDNETEFuDl9J/WbCRwOTAcukzQuTetyYDYwJX2mt3FZzMzMzHpO3WQsIjZHxN2pexuwBpgAzAAWpcEWASen7hnAtRHxdESsB9YBx0g6CNgnIm6PiACuzo1jZmZmNibt1szAkiYDRwF3An0RsRmyhE3SgWmwCcAdudE2prJnUvfQ8mrzmU12Bo2+vj4qlUrVePrGw5yp25tZBICa0yurgYGBnou5FWNlOc3MzPIaTsYk7QV8Azg/Ip4c5navaj1imPJdCyMWAAsApk2bFv39/VVndOnipcxf1VQ+CcCG06pPr6wqlQq11sFoMlaW08zMLK+h1pSSdidLxBZHxDdT8ZZ06ZH0d2sq3whMyo0+EdiUyidWKTczMzMbsxppTSngSmBNRHw212sZMCt1zwKW5spnStpD0qFkN+ovT5c0t0k6Lk3zjNw4ZmZmZmNSI9f4jgdOB1ZJWpnKPgZcDCyRdDbwAHAKQESslrQEuJesJea5EbEjjXcOsBAYD9yYPmZmZmZjVt1kLCJuo/r9XgAn1BhnHjCvSvkK4IhmAjQzMzMbzfwEfjMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MCORkzMzMzK5CTMTMzM7MC1U3GJF0laauke3JlF0p6SNLK9Dkp1+8CSeskrZV0Yq78aEmrUr9LJKn9i2NmZmbWWxo5M7YQmF6l/HMRcWT63AAg6TBgJnB4GucySePS8JcDs4Ep6VNtmmZmZmZjSt1kLCJuBR5tcHozgGsj4umIWA+sA46RdBCwT0TcHhEBXA2c3GLMZmZmZqPGbiMY9zxJZwArgDkR8RgwAbgjN8zGVPZM6h5aXpWk2WRn0ejr66NSqVQdrm88zJm6venAa02vrAYGBnou5laMleU0MzPLazUZuxy4CIj0dz5wFlDtPrAYpryqiFgALACYNm1a9Pf3Vx3u0sVLmb+q+UXYcFr16ZVVpVKh1joYTcbKcpqZmeW11JoyIrZExI6IeBa4Ajgm9doITMoNOhHYlMonVik3MzMzG9NaSsbSPWCD3gsMtrRcBsyUtIekQ8lu1F8eEZuBbZKOS60ozwCWjiBuMzMzs1Gh7jU+SdcA/cABkjYCnwD6JR1JdqlxA/BBgIhYLWkJcC+wHTg3InakSZ1D1jJzPHBj+piZmZmNaXWTsYg4tUrxlcMMPw+YV6V8BXBEU9GZmZmZjXJ+Ar+ZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRXIyZiZmZlZgZyMmZmZmRWobjIm6SpJWyXdkyvbX9JNku5Pf/fL9btA0jpJayWdmCs/WtKq1O8SSWr/4piZmZn1lkbOjC0Epg8pmwvcHBFTgJvTdyQdBswEDk/jXCZpXBrncmA2MCV9hk7TzMzMbMypm4xFxK3Ao0OKZwCLUvci4ORc+bUR8XRErAfWAcdIOgjYJyJuj4gArs6NY2ZmZjZm7dbieH0RsRkgIjZLOjCVTwDuyA23MZU9k7qHllclaTbZWTT6+vqoVCrVgxgPc6Zubzr4WtMrq4GBgZ6LuRVjZTnNzMzyWk3Gaql2H1gMU15VRCwAFgBMmzYt+vv7qw536eKlzF/V/CJsOK369MqqUqlQax2MJmNlOc3MzPJabU25JV16JP3dmso3ApNyw00ENqXyiVXKzczMzMa0VpOxZcCs1D0LWJornylpD0mHkt2ovzxd0twm6bjUivKM3DhmZmZmY1bda3ySrgH6gQMkbQQ+AVwMLJF0NvAAcApARKyWtAS4F9gOnBsRO9KkziFrmTkeuDF9zMzMzMa0uslYRJxao9cJNYafB8yrUr4COKKp6MzMzMxGOT+B38zMzKxATsbMzMzMCuRkzMzMzKxATsbMzMzMCuRkzMzMzKxATsbMzMzMCuRkzMzMzKxATsbMzMzMCuRkzMzMzKxATsbMzMzMCuRkzMzMzKxATsbMzMzMCuRkzMzMzKxATsbMzMzMCuRkzMzMzKxATsbMzMzMCuRkzMzMzKxAI0rGJG2QtErSSkkrUtn+km6SdH/6u19u+AskrZO0VtKJIw3ezMzMrNe148zYWyLiyIiYlr7PBW6OiCnAzek7kg4DZgKHA9OByySNa8P8zczMzHpWJy5TzgAWpe5FwMm58msj4umIWA+sA47pwPzNzMzMesZuIxw/gO9KCuBLEbEA6IuIzQARsVnSgWnYCcAduXE3prJdSJoNzAbo6+ujUqlUnXnfeJgzdXvTQdeaXlkNDAz0XMytGCvLaWZmljfSZOz4iNiUEq6bJN03zLCqUhbVBkxJ3QKAadOmRX9/f9UJXrp4KfNXNb8IG06rPr2yqlQq1FoHo8lYWU4zM7O8EV2mjIhN6e9W4Dqyy45bJB0EkP5uTYNvBCblRp8IbBrJ/M3MzMx6XcvJmKQ9Je092A28HbgHWAbMSoPNApam7mXATEl7SDoUmAIsb3X+ZmZmZqPBSC5T9gHXSRqcztci4tuSfggskXQ28ABwCkBErJa0BLgX2A6cGxE7RhS9mZmZWY9rORmLiJ8Db6hS/ghwQo1x5gHzWp2nmZmZ2WjjJ/CbmZmZFcjJmJmZmVmBnIyZmZmZFcjJmJmZmVmBnIyZmZmZFcjJmJmZmVmBnIyZmZmZFcjJmJmZmVmBnIyZmZmZFcjJmJmZmVmBnIyZmZmZFcjJmJmZmVmBnIyZmZmZFcjJmJmZmVmBnIyZmZmZFcjJmJmZmVmBnIyZmZmZFcjJmJmZmVmBup6MSZouaa2kdZLmdnv+ZmZmZmXS1WRM0jjgi8A7gMOAUyUd1s0YzMzMzMqk22fGjgHWRcTPI+I3wLXAjC7HYGZmZlYau3V5fhOAB3PfNwLHDh1I0mxgdvo6IGltjekdADzcbBD6dLNjFK6l5exBRS/nIQXO28zMxqhuJ2OqUha7FEQsABbUnZi0IiKmtSOwMvNympmZjV7dvky5EZiU+z4R2NTlGMzMzMxKo9vJ2A+BKZIOlfRCYCawrMsxmJmZmZVGVy9TRsR2SecB3wHGAVdFxOoRTLLupcxRwstpZmY2Silil1u2zMzMzKxL/AR+MzMzswI5GTMzMzMrUE8mY6PplUqSJkm6RdIaSaslfTiV7y/pJkn3p7/75ca5IC37WkknFhd98ySNk/QjSden76NyOc3MzBrVc8nYKHyl0nZgTkS8DjgOODctz1zg5oiYAtycvpP6zQQOB6YDl6V10is+DKzJfR+ty2lmZtaQnkvGGGWvVIqIzRFxd+reRpaoTCBbpkVpsEXAyal7BnBtRDwdEeuBdWTrpPQkTQTeCXw5VzzqltPMzKwZvZiMVXul0oSCYmkrSZOBo4A7gb6I2AxZwgYcmAbr5eX/PPAR4Nlc2WhcTjMzs4b1YjLW0CuVeo2kvYBvAOdHxJPDDVqlrPTLL+ldwNaIuKvRUaqUlX45zczMmtXtd1O2w6h7pZKk3ckSscUR8c1UvEXSQRGxWdJBwNZU3qvLfzzwHkknAS8C9pH0VUbfcpqZmTWlF8+MjapXKkkScCWwJiI+m+u1DJiVumcBS3PlMyXtIelQYAqwvFvxtioiLoiIiRExmWybfT8i3s8oW04zM7Nm9dyZsQ68UqloxwOnA6skrUxlHwMuBpZIOht4ADgFICJWS1oC3EvWEvPciNjR9ajbZ6wsp5mZWVV+HZKZmZlZgXrxMqWZmZnZqOFkzMzMzKxATsbMzMzMCuRkzMzMzKxATsbMzMzMCuRkzMzMzKxATsbMzMzMCvT/A3Rx2So853KiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.hist(figsize=(10,10))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "9bcedde6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f0ed915ba30>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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d90VNNtZXCCPXptMA4J2Y34+G7+ud+kAhxLUArgWAxsbGuGX9Tm/0hYrw+EPDeYnm0mz66VwvK7T2cNnMl83GdH1VkaFtCYGE25F2zHRZth439fVw+QIp11FIbT8Z2pTscbnoqzz3U7FI1VeJCsV0x1RAwu0Nqh9bxz3Rc0D/uAcev4Ixtx8ev4LhCS9kknP08ETy65mBcQ+EiN9GRLJz/tC4+rF/zO0/8ZgJb8rHRto09fGR/Zr6+FG3Hx6f+uuiSGBowptw//CEN+k+KBKq23J5A6qP73N4sHIR8qYvxfk2V+3N6Pwf038i942G+0Wkn0XuVyTg8gUQUGTSvtlSXZKyjb0O9f6S7/erWKR6/dxJPm/pvC9q+p3q25rJ+vI+ci0NamPwpNoDpZR3Sik7pZSd1dXVcctq7UaY9PG7a9JrUGs3Zq2hROnItJ/O9bJCaw+XZfYezsZ0fVUrEN321NuZLsvm42JfD6tBl5XtzlXbi71NyR6Xi77Kcz8Vi1R9lahQTHdMrbWbYDXp1I+tNhPKLProbZNeE/29ssSIapv6MbmyxIia8OOnLquxmSBl/DYikp3zk22nzKI/8ZgSY8rHVpYY49cZfnytXb2d5RZ90tdFI4CqEmPC/ZUlxqT7oBGIvoaxkm2jrjS/qQ7qUpxvc9XejM7/NlNcH4q8d+UWfbSfRe7XCMBq0KHCqk/aN6dTX2ouyPerWKR6/ZJ9FtN5X9RkY33FEFw7CiA2rrsQwPGZrmRpnRVbN7THXeBv3dCOpXXW7LSSKAtS9dO5XlZo7eGyzN7DXFlaZ8UpNSW4YW0rHt95DBUWQ9ztSqsho2XZelzs6/GFDyyD2+vPynbnou0nQ5uSPe76Na1z2ld57iciyp6ldVY0lmuh1whsvqAt/th6YTtKTAK/evFQKDeaVWDLhrbo79te7cFvX+7B1g1TnhdeBgRVl7l9Pvz3q0ejvzsm3dHllVYDbrkw/hh//ZpWPPpq4na2bGjDvX89FL396Ks90f+Ttyn0+5fXLcdvXw49/kDfaMJ5ZcuGNmg1gF4j8NUPLo9bdsPaViypLkFACSY853cv96DaZkzYfuQ5taXahG3pNcCWKY+/dWM72upLc/Sup6ejvlT1fNteZ8OtG9vnvL3q5/82NFZocXTEGb1vy4Y2KFJCSokndh2L3n/D2lY0V1mh0QC+oIJvfKQjbl23XboKTZXTX0u01dvzsv8ni1SvX1OlFbdduiqj90VNNtYnpFQdBDanhBBNAJ5IUi30wwCuQ6ha6LsA3CGl7JpunZ2dnXLHjh1x97FiGOVIxiVJZtpPWS2Uy2ZRLTTz0jlI3lcPD05i3BsoyOqWc1ktNN+PK6Q2RSqnusK3pz7OZtRjYMKL6pLs91We+2kOZf2YGl2xEPjYz/+e1noe+szZKIRreSpoWT+mRqqFusLVQmtsRlTbtDiqUi1Ur9GizBKqFjo47kNTutVCbUZU2bQYm1ItdNilYHjCB6NeE6rEqQPcXgm3/0S1UItBB61GIhAU0erUFkO4WqhRD58SqhaqyCA0Ir5aaI3NiDLLDKqF2oyosSVWCx1zBWA0hNpo0mtQEq4WGqlCWGM34PiYB3X2E9VCB5y+6HPqSzU4Nqbg1HC10MjrFVstdMTlQ32pCW31pQWRHD9SLTTS1qnVQvscHtQlb29OrlOj53+bEY0VU6qF2oywm0P3hXLmhfqoSa85US0UAmXWE9VCB8Y9qLFlVi10mv2nJFK9fpHqnpm8L2rSXF/SDeQ9uCaE+A2A9wKoAtAPYDMAPQBIKX8mhBAIVRNdB8ANYJOUUv1qJEaqixaiLMvqRQtRjuTsiyBRlvGYSsWAwTUqFjymUjHgdSoVi6R9Ne8FDaSUl0+zXAL47Bw1h4iIiIiIiIiIKG0cj0hERERERERERJQhBteIiIiIiIiIiIgylPeca7kihBgEcCTJ4ioAQ3PYnFTYFnWF1BYgdXuGpJTrMlnpNP00F4rpdZ1rJ3tbMu6nAI+ps1BI7SmktgDJ25OrY2o+93++bjvf28/ltnlMnXuF1BagsNqTj+vUQtr/VIqhnWzj/Dmm5tJ82U8gv/uatK+etMG1VIQQO6SUnfluB8C2JFNIbQEKrz2ZKrT9KKT2sC2ZK6T2FlJbgMJqTyG1BZj79uRz/+frtvO9/Xzve6YKqd1sS3KF1J58tKWQ9j+VYmgn25hbxdz2mZgv+wkU7r5yWigREREREREREVGGGFwjIiIiIiIiIiLK0HwNrt2Z7wbEYFvUFVJbgMJrT6YKbT8KqT1sS+YKqb2F1BagsNpTSG0B5r49+dz/+brtfG8/3/ueqUJqN9uSXCG1Jx9tKaT9T6UY2sk25lYxt30m5st+AgW6r/My5xoREREREREREVE2zNeRa0RERERERERERLPG4BoREREREREREVGGGFwjIiIiIiIiIiLKEINrREREREREREREGcpZcE0IcbcQYkAIsSfmvoeEEK+Hfw4LIV4P398khJiMWfazmOecIYTYLYQ4IIS4Qwgh0tn+unXrJAD+8GcufjLGfsqfOfyZFfZV/szhT8bYT/kzhz+zwr7Knzn8yRj7KX/m8GdW2Ff5M4c/SelSLZylewH8GMD9kTuklB+L3BZC/ACAI+bxb0spV6ms56cArgXwIoAnAawD8NR0Gx8aGsqkzURziv2UigX7KhUD9lMqFuyrVAzYT6lYsK9SIcjZyDUp5XMARtSWhUefXQrgN6nWIYSoB2CXUr4gpZQIBeo2ZrmpREREREREREREGclXzrVzAfRLKffH3NcshHhNCPEXIcS54fsaAByNeczR8H1ERERERERERER5l8tpoalcjvhRa70AGqWUw0KIMwBsE0K0AVDLr5Z0nqsQ4lqEppCisbExYXkgoKC714Fehwf1pWa01duh07GmA82t6fopkZp8HL/YV2dGUSQOD7sw7PLCoNXA7Qui1m5CU6UVGk1a6UIpAzz3U7FgX6ViwHM/FYti6as8ts8fcx5cE0LoAFwE4IzIfVJKLwBv+PYrQoi3ASxFaKTawpinLwRwPNm6pZR3ArgTADo7O+OCcIGAgm07j+GmbXvg8Ssw6TW4dWM7Nq5sYOemOZWqnxKpydfxi301fYoi8XR3H77z9Jv4WGcj7nh2f/S9uu3SVVjXVscAW47w3E/Fgn2VigHP/VQsiqGv8tg+v+TjHX0/gLeklNHpnkKIaiGENny7BUArgINSyl4A40KIs8J52q4E8FgmG+3udUQ7NQB4/Apu2rYH3b2OaZ5JRJRfPH4VvsPDLtz48OtYv6IhGlgDQu/VjQ+/jsPDrjy3cH7iZ4eKBfsqEdHJh8f2+SVnwTUhxG8AvABgmRDiqBDimvCiy5BYyOA8ALuEEDsB/A7Av0gpI8UQ/hXALwEcAPA20qgUqqbX4Yl26giPX0Gfw5PJ6oiI5gyPX4Wv3xl6j4SA6ns1MM73Kh/42aFiwb5KRHTy4bF9fsnZtFAp5eVJ7r9K5b5HADyS5PE7ALTPtj31pWaY9Jq4zm3Sa1BXaprtqomIcorHr8JXazfBpA/9vUrtvaqx8b3KB352qFiwrxIRnXx4bJ9f5s1E37Z6O27d2B735efWje1oqy/Nc8uIiFLj8avwNVVacdulq/D4zmO4fk1r3Ht126Wr0FRpzXML5yd+dqhYsK8SEZ18eGyfX/JVLXTO6XQabFzZgNaaEvQ5PKgrNaGtvpSJBImo4PH4Vfg0GoF1bXVYXmfDiMuLh649i9VCCwA/O1Qs2FeJiE4+PLbPL/MmuAaEqnX4Agp8QQlfQEEgoLBjE1FSHk8Au3sd6HN6UWc3oqO+FCZTfg6bOp0GKxeVY+WivGye0qDRCLRUl6CluiTfTZkziiJxeNiFYZcXZr0WLm8QvmAQdqMebn9hBBd57qdiwb5KRHTy4TX87AQCCrp7Heh1eFBfakZbvT16boxch/Y7PVm55pzt+uZNcM3jCWD77l7cvP1EGdytG9qxoaM+b1+Wiahw8ZhBlJqiSDzd3YfvPP0mrj67GW5/EA++3IOPdTZGK6ZGpsWua6vLS4CNn2MqFuyrRERE8QIBBdt2HotWXI1Mq924sgEajcDT3X248eHXs3LNGbmunc365s2fw3b3OqIXLECoSsfN2/dgN8vgEpEKHjOIUjs87MKND7+O9SsaMOz24fZn9mP9ioZoYA0IfW5ufPh1HB525aWN/BxTsWBfJSIiitfd64gG1oDQufGmbXvQ3euIXodm65ozG+ubN8G1PqdXtQxuv9ObpxYRUSHjMYMotX5nqLy8EIAiEb2t9rkZGM9PyXl+jqlYsK8SERHF63V4VM+NfQ5P9Dp06rJMrzmzsb55E1yrsxujVToiTHoNau3GPLWIiAoZjxlEqdXaTdHPiFYgrhJWLJNegxpbfkrO83NMxYJ9lYiIKF59qVn13FhXaoq7Do1dluk1ZzbWN2+Cax31pdi6Ib4M7tYN7ehgGVwiUsFjBlFqTZVW3HbpKjy+8xgqLAbcsLYVj+88huvXtMZ9bm67dBWaKq15aSM/x1Qs2FeJiIjitdXbcevG+HPjrRvb0VZfGr0OzdY1ZzbWN28ypJpMOmzoqEdzlQX9Ti9q81z5j4gKG48ZRKlpNALr2uqwvM6GEZcXJr0WqxvL4Q8G8dCnzyqIaqH8HFOxYF8lIiKKp9NpsHFlA1prStDn8KCu1IS2+tJotdB1bXVYfv25GBj3oMY2u2vO6HXtLNY3r87YJpMOZzZX5rsZRFQkeMwgSk2jEWipLkFLdUm+m5IUP8dULNhXiYiI4ul0GqxcVI6VixKXZfs6dLbrmzfTQomIiIiIiIiIiLKNwTUiIiIiIiIiIqIMMbhGRERERERERESUoZwF14QQdwshBoQQe2Lu+7oQ4pgQ4vXwz4diln1FCHFACLFXCPGBmPvPEELsDi+7QwiRn6zIREREREREREREU+Ry5Nq9ANap3P9DKeWq8M+TACCEOA3AZQDaws/5TyGENvz4nwK4FkBr+EdtnURERERERERERHMuZ8E1KeVzAEbSfPiFAB6UUnqllIcAHADQJYSoB2CXUr4gpZQA7gewMScNJiIiIiIiIiIimqF85Fy7TgixKzxttDx8XwOAd2IeczR8X0P49tT7iYiIiIiIiIiI8m6ug2s/BXAKgFUAegH8IHy/Wh41meJ+VUKIa4UQO4QQOwYHB2fZVKLcYD+lYsG+SsWA/ZSKBfsqFQP2UyoW7KtUaOY0uCal7JdSBqWUCoBfAOgKLzoKYFHMQxcCOB6+f6HK/cnWf6eUslNK2VldXZ3dxhNlCfspFQv2VSoG7KdULNhXqRiwn1KxYF+lQjOnwbVwDrWIjwCIVBLdDuAyIYRRCNGMUOGCl6SUvQDGhRBnhauEXgngsblsMxERERERERERUTK6XK1YCPEbAO8FUCWEOApgM4D3CiFWITS18zCAzwCAlLJbCPEwgDcABAB8VkoZDK/qXxGqPGoG8FT4h4iIiIiIiIiIKO9yFlyTUl6ucvddKR7/DQDfULl/B4D2LDaNiIiIiIiIiIgoK/JRLZSIiIiIiIiIiOikwOAaERERERERERFRhhhcIyIiIiIiIiIiyhCDa0RERERERERERBlicI2IiIiIiIiIiChDDK4RERERERERERFliME1IiIiIiIiIiKiDDG4RkRERERERERElCEG14iIiIiIiIiIiDKkS7ZACDEOQCZbLqW056RFRERERERERERERSJpcE1KaQMAIcRWAH0AHgAgAHwCgG1OWkdERERERERERFTA0pkW+gEp5X9KKcellE4p5U8BXJzrhhERERERERERERW6dIJrQSHEJ4QQWiGERgjxCQDB6Z4khLhbCDEghNgTc9/3hBBvCSF2CSEeFUKUhe9vEkJMCiFeD//8LOY5ZwghdgshDggh7hBCiAz2k4iIiIiIiIiIKOvSCa59HMClAPrDPx8N3zedewGsm3LfHwG0SylXANgH4Csxy96WUq4K//xLzP0/BXAtgNbwz9R1EhERERERERER5UXSnGsRUsrDAC6c6YqllM8JIZqm3PeHmF9fBHBJqnUIIeoB2KWUL4R/vx/ARgBPzbQ9RERERERERERE2TZtcE0IUQ3g0wCaYh8vpbx6ltu+GsBDMb83CyFeA+AEcJOU8nkADQCOxjzmaPg+IiIiIiIiIiKivJs2uAbgMQDPA/gT0si1lg4hxP8DEADwq/BdvQAapZTDQogzAGwTQrQhVJ10KplivdciNIUUjY2N2WgqUdaxn1KxYF+lYsB+SsWCfZWKAfspFQv2VSo06eRcs0gpvySlfFhK+UjkJ9MNCiE+CWA9gE9IKSUASCm9Usrh8O1XALwNYClCI9UWxjx9IYDjydYtpbxTStkppeysrq7OtIlEOcV+SsWCfZWKAfspFQv2VSoG7KdULNhXqdCkE1x7QgjxoWxsTAixDsCXAGyQUrpj7q8WQmjDt1sQKlxwUErZC2BcCHFWuErolQiNpCMiIiIiIiIiIsq7dKaF3gDgq0IILwA/QlM1pZTSnupJQojfAHgvgCohxFEAmxGqDmoE8MdQrAwvhiuDngdgqxAigNDU03+RUo6EV/WvCFUeNSNUyCDjYgaBgILuXgd6HR7Ul5rRVm+HTpdOfJGIKH081tB8pCgSh4ddGHZ5YdBq4PYFUWs3oanSCo1GLcvD3ODnkYoF+yoRUf7wGEyzlU61UFsmK5ZSXq5y911JHvsIANWpplLKHQDaM2lDrEBAwbadx3DTtj3w+BWY9BrcurEdG1c28ENDRFnDYw3NR4oi8XR3H77z9Jv4WGcj7nh2f7T/33bpKqxrq8tLgI2fRyoW7KtERPnDYzBlw7Q9RQhxntrPXDQum7p7HdEPCwB4/Apu2rYH3b2OPLeMiE4mPNbQfHR42IUbH34d61c0RANrQKj/3/jw6zg87MpLu/h5pGLBvkpElD88BlM2pDMt9Asxt00AugC8AmBNTlqUI70OT/TDEuHxK+hzeLByUZ4aRTRPOSY92NvnQr/Ti1q7EcvqrCg1m/LdrKzgsYZmI3ZqpVmvhcsbhC8YRLnZAG9AgScQhKJIlFsMcPkSl3n9ChZXWtFcNbdTMfudoX4vBFT7/8C4By3VJXPWngh+HqlYsK8SEc292O8kPAbTbKUzLfSC2N+FEIsAfDdnLcqRWrsJJr0m7kNj0mtQYzfmsVVE849j0oPf7xnEzdtPDLveuqEdH2ivPikCbPWlZtVjTV1p8e8b5Vbs1Mqrz26G2x/Egy/34OqzmyGECy7fid/dfmfCstufyd9UzMg5FoD6udaWn/7Pcz8VC/ZVIqK5Ffud5HuXrOT1O81aJhOIjyILOdDmmkYAmy9oi7v433xBGzQif0mWieajvX2uaGANCP1V6Obte7C3Lz/TxrKtrd6OWze2xx1rbt3Yjrb60jy3jApd7NTKYbcPtz+zP3p7yBX/u9qyfE7FbKq04rZLV+Hxncdw/ZrWuP5/26Wr0FRpnbO2xOK5n4oF+yoR0dyK/U7yi+fexub1bbx+p1mZduSaEOJHAGT4Vw2AVQB25rBNOdEzMone0Qnct6kLA+Me1NpM+Ov+fpQYdVi5qDzfzSOaN5INu+53eqd9rscTwO5eB/qcXtTZjeioL4XJlM7s9rmj02mwcWUDWmtK0OfwoK7UhLb6UiZDJQCh0Wk9I6HpB5EpnS5fEC5fACVGHcotBggBKBLRaZZK+Awc+7vaslhzPRVToxFY11aH5XU2jLi8eOjaswqiWijP/VQs2FeJiOZWv9OLdzdX4NP/1AJfQEIjJH55ZSfG3H4sqjDz+p1mLJ1vpTtibgcA/EZK+bcctSdnltRYMOkL4JP3vBQzFa0NS2os+W4a0bxSazeqDruunWbqi8cTwPbdvQnTSTd01BdkgG3lonLmaKA4iiLx7N5+7O+fiJveGTud88Z/XgpFSkz6gtG/nmrDcanY39WW5XsqpkYj0FJdkpfcasnw3E/Fgn2ViGhuNVdZsHF1A3a+44i7Fvv2RSvQ0VCWtz8MUvGaNhQrpbwPwG8QKmKwE8BLuW5ULkx4grh5e/eUqWjdmPAE89wyovllWZ0VWzfET5vcuqEdy+pSTxvb3etQnU66m1V8qEgcHnZh11FHwvTO2D592x/3QUqgwmLADWtb8fjOY6iwGFBpjf9dbVmhTMUsJDz3U7FgXyUimlsefxBvD7oSrsW+/N+78lblnIpbOtNC3wvgPgCHAQgAi4QQn5RSPpfTlmVZ3yymohFR9pSaTfhAezWaqrpmVC2Un2Eqdv1OT8KUTrU+vbzOBptJB5Nei9WN5fAHgygLVwRdsbAUUkqUmQ0Jy+76ZCd8AQWNFXNfLbRQ8bhBxYJ9lYhobvU5vUmvxfJV5ZyKWzpzqX4A4Hwp5V4AEEIsRWgk2xm5bFi21WU4FY2IMuPzBbHruAN9Tg/q7SZ0LCiFwaAFEAqwdTXPbMoaP8NUbBRF4vCwC8MuL8x6LbQakTClU61PL6608oIuS3jcoGLBvkpENLfq7Sbs7x9XPfbqNAIHByfymjeWik86Gfr0kcAaAEgp9wHQ565JuXFaXYnqVLTT6vgFhijbfL4gtu06jv9z1z9w3a9fwyfu+ge27ToOny/z6S0d9aWqn+EOVvGhAqQoEk9392HTvS/hjWNOPL9/CF/43c6EKZ2czplbPPdTsWBfJSKaWx0LSnFKTUnCtdiX1y3HOyOT+OLvXsfT3X1QItWjiKaRzsi1V4QQdwF4IPz7JxDKv1ZU3ux3YUmNAfdv6kL/uAe1dhN0mgDe7Hehs4l/FSTKpl3HHbj5sSn50R7bg5YqKzqbKjJap8mkw4aOejRXWaLTSWOrhTomPdjb55rRVFOiXDk87MKND7+Oa85pwbDbhzufOwiPX8HPnjuIK9+9GF84fzlsJi0qrUasbiyH2xdAY4UViysscaPdXN5gtKqoN6DAEwhCUSTKLaEqo1OXef0KFldyWmgEz/1ULNhXiYjmlsGgxbpT69DvGscZjeXoHw99h3B5PfjXX+3Cdy9ZiRsffh3Lrz+XMwooLekE1/4FwGcBXI9QzrXnAPxnLhuVC+UWDRRpxKjrxMgZm8kIfvcgyr4+pydJ7hjPrNZrMulwZnNlwv2OSQ9+v2cwoZLoB9qrZxVgc0568FZMwG55nRX2NNYXmQ7Y7wx9QeKQ8vwJBBR09zrQ6/CgvtSMtnp7WmXVp07pTCfIZTfq4fYHUWs3YdjlVc2t1uvw4DtPhwaDP3jtu9C+sCxum0939+E7T78ZriQajFYVFcIFly8YV2V06rLYSle3XboK69rq5n2/47mfigX7KhHR3AoEFPSMjWPEFUT/uBc1diNMeoFRtwa/vHI1hl1+5l+jGUkZXBNCaAC8IqVsB3Db3DQpN/Q64MW3ndFKTJES52edYs9304hOOvV2U5LcMdMHpjyeAHb3OtDn9KJuyui0ZPb2uVQriTZVdc04t1uEc9KDp1UCduvaq1MG2CIBkhsffp2BjjwLBBRs23kMN2078R7eurEdG1c2QKMRSQOgmQS5PtbZiDuePRHc+s7FK7C40gwgPrdafakJV757MRaVW+D1B7Hn6BhcviBcvgAqLYaE0W6R2wDifldbFtv/+ZfWEJ77qViwrxIRzR2fL4jXjg3jyJA37lp/y4Y2lBg1+H/b3sR172vF4kozamycCUPpSfnneymlAmCnEKJxpisWQtwthBgQQuyJua9CCPFHIcT+8P/lMcu+IoQ4IITYK4T4QMz9ZwghdoeX3SGEyOjbad+YeonzvjGWOCfKto4Fpdh64ZTcMRe2Y8WC1PnRPJ4Atu/uxRV3v4TP/eY1XHH3S9i+uxceTyDl8/pzUGXtrSQBu7f6UpfmjkwHnBroYEnvudfd64gG1oDQe3HTtj14o9eBp7v78KE7nsflv/gHPnTH83E5NSLv4foVDRh2+3D7M/ujt4dc8b9HbkcCa5HtfOmRXbjlwo643GqLK834l/NaAADf+8NbODzkxvMHhvDJe17C1ffuwDN7BxJGu0Vuq1UZnbosVuQvrfMdz/1ULNhXiYjmhqJIvPLOKCC1Cdf6m7d3w2YyYP2KBnztsT245cIO5sKltKUzLbQeQLcQ4iUA0W+HUsoN0zzvXgA/BnB/zH1fBvCMlPLbQogvh3//khDiNACXAWgDsADAn4QQS6WUQQA/BXAtgBcBPAlgHYCn0mh3nP7xJF++x1ninCjbDAYtNq5YgJYqa3Rk0IqYaqHJ7O51qAa0mqssqtNBI2pzUGUt04Bdf5IpsRxSPvd6HervRa/DqxoAjYz0iryHaoGsyOOnLlPbjl4rcM9VXRhxeWHSa3FGYzn++vZQwgi0yHMVmVhJNHIbmH7Z1P7Pv7Ty3E/Fg32ViGhuHB52oWfEDYtBq3rcHXX7o9d2eq3gzBNKWzrVQrcAWA9gK4AfxPykJKV8DsDIlLsvBHBf+PZ9ADbG3P+glNIrpTwE4ACALiFEPQC7lPIFKaVEKFC3ERmIfPmOZdJrUGtjkliiXDAYtOhsqsCHVyxAZ1PFtIE1AOjLMKC1rM6qWmVtWV3mf2nK9JhRG54SO/V5DHTMvfpSs+p7UWJSv5iKjPSKfQ+nBrKm/h7b56Zup9ZuQkt1CTqbKtHeUIaglKoj0CIeeeUorl8TX0k0crvSmlhldOoyVh1NxHM/FQv2VSKiudHv9MBi0KHGpn7NXm7RQ8r0U9oQRUwbXJNS/kXtJ8Pt1Uope8Pr7QVQE76/AcA7MY87Gr6vIXx76v0zVleqxdYNbVO+fLehrnT6L/xENDfqkn25mGYEWqnZhA+0V+P+q7vwo8tPx/1Xd6VdzEBRJA4OTuCFt4dwcHAiOjVwUblR9ZixqCJ1W5oqrbjt0lUMdBSAtno7bt0YH3S9dWM7FiQJukUCoJH3cCZBruvXTB/cqrWbkgbngNBIu4d29OCOy05HW4Md57ZW4bsXr8QpNVasbixHV1MFvvmRDpxSY8W5SxKX3fXJTtxzVSf+53PnMsdfGM/9VCzYV6mYSCkxMTGB0NgHouJSYzPhvr8fRFAJJvxxfsuGNox7fHhi1zFev9OMiVweFIUQTQCeCBdEgBBiTEpZFrN8VEpZLoT4CYAXpJT/Fb7/LoSmgPYA+JaU8v3h+88F8EUp5QVJtnctQlNI0djYeMaRI0eiy9yTPrzjcMHhVkIlzm0mlFo0WFRqhcVsyP7O03wyo2+wqfrpfBfJuTa1iMCGjvppixpkIlXxAQDYP+iAwxU8ccywatFaXTpt0CJSaXJg3IMaW8FUC51xA06GvhqpFtrn8KCu1IS2+lDev2SFDiKVRCPvYWRKp8sbhD8YRFlMtVApJcrMoWqh/mAQtphqoWrvuaJIPLu3H/v7J2IKIrDKp4qsHVN57qccyuoxlX2Vcijr16kTExO47Pan8OANH0RJCVNeUFbMyXVq7LXYM2/24SsfWo6gItDv9KLGZoTdrMWEN4hKq7FQrt+p8CTtFHMdXNsL4L1Syt7wlM//lVIuE0J8BQCklN8KP+73AL4O4DCAP0spl4fvvzz8/M9Mt+3Ozk65Y8eO6O8HByew6d6XsH5FA4QApASe2HUM91zVxTxINFsZH3Wn9lM6US203+lFbZrVQjN1cHACH7rj+YRcVU+Gc28VaJAsU7Nq+MnUV/N5PlAUiZ4RF/qd3miwzuULwu0LoLHCiuaqou5j2ZK1YyrP/ZRDWT2msq9SDmX9OnViYgKf+On/4lf/+l4G1yhb5uQ6NXLtX24x4KLVCyEEoBHAe5dW47Rae86+c9BJJWlfTdp7hBDPSCnXCiG+I6X8UpYash3AJwF8O/z/YzH3/1oIcRtCBQ1aAbwkpQwKIcaFEGcB+AeAKwH8KJMN9zs9aKm0oqu5HKMuPyqserxxbIxJxokKjMmkS1m8IJumKz6g0Qi0VJeoHiN8viB2HXegz+lBvd2EjjQKNlD2RYJVwxM+eAJBeP0KFlemDlL1Oz04MjyJn/z5QNz9c3E+0GgEmqpK0FTF885c4LmfigX7KhFR7vU7PVhaU4J/+adT4AtKVFj1ODzsgiIlA2s0a6l6UL0Q4p8AbBBCPIgpETop5aupViyE+A2A9wKoEkIcBbAZoaDaw0KIaxCa8vnR8Lq6hRAPA3gDQADAZ8OVQgHgXxGqPGpGqErojCuFAkBDuQnrOurxmQdeiU6/2bKhDQvKmKSQaL6KJK6faZVFny+IbbuO4+bHYqavXtiOjSsWMMA2hyJD+4+PTsLlS396ZabvOxUfnvupWLCvEhHl3oIyEy5/12Lc+Nud0WPt5gva4PT4oSiSswdoVlIVNLgZwJcBLARwG+IrhX5/uhVLKS+XUtZLKfVSyoVSyruklMNSyrVSytbw/yMxj/+GlPIUKeUyKeVTMffvkFK2h5ddJzOcxzrg9GHz9u7olymPX8Hm7d0YcPoyWR0RTSNZoYBCkmnxgV3HHdHAGhA6ntz82B7sOu7IeZvphMPDLuw66sCQyxcNrAGh9+PGh1/H4WGX6vMKtehEMXxmig3P/VQs2FeJiHJvzOXHlsfjj7VbHu+G26skvW4kSlfSkWtSyt8B+J0Q4mtSylvmsE050Zdk+lef05OnFhGdvFIVCiikvwhpNALr2uqw/PpzZ5RXLdnxpJ/HkznV7/QgEn9KNb13qkzf91wqls9MseG5n4oF+yoRUe71JjnWunwBTsOnWUs1cg0AIKW8RQixQQjx/fDP+rloWLbV2ozRUQoRJr0GtTZjnlpEdPI6POyKBgmA6UcS5VMkr9pZLVXRPGvTqQ9PK4xl0mtQa+f0nblUazdBKwCtgOr7kWqaZybvey4V02emmPDcT8WCfZWIKPeqS9SPtVaDjulBaNamzdonhPgWgC4AvwrfdYMQ4j1Syq/ktGVZZtRrcN+mMwBooyMVgGDCh4tovgkEFHT3OtDr8KC+1Iy2ejt0utl9LqYrFJALY5Me7OtzRauMLq2zosycm5Nkx4JSbL2wPSHn2ooFpdM+N1INtc/pRV2Oq6GeDCIVW4ddXpj1Wri8QfiCQdiNerh8QXQ1V+DYqBs3rG1NyLmW72me6QoEFPQ6JvGpc1sAAI+8chS9Dk9Gn5nYaqS+YBDl4WqkkdvegAJPIAhFkSi3xC/L5HEuXxAuXwCLC7TSKc/9VCzYV4mIcktRJPxKED/++Okw6rQYc/tRbTPArNfA7QtAkQH84+AwBsZz/12CTk7pfKP7MIBVUkoFAIQQ9wF4DUBRBddqSvR4bv8Ebt4e82V4QzvOa7Xku2lEeRMIKNi28xhu2nbic3HrxnZsXNkwqwDbbBLGZxIkG5v04A97BhM+3+e3V+fkpGgwaLFxxQK0VFnR7/Sg1m7CijSqhXo8AWzf3ZvQzg0d9QywqYhMlfzO02/i6rOb4fYH8eDLPfhYZyPuePZEIO27F6/A2S12rFhYCl9AQWOagZ5kgbvpgkvJltmNerj9QdTa059mqvYZvH5NKx548QhG3b4Z/RU1UuBhf/8EHny5J/yaOaO3hXDB5QuqLsvkcW6/M+0iEvnCcz8VC/ZVIqLciVxTnlpnRs+wBzdvfy2ueEyN3YADA27834d2zsl3CTo5pfvtuSzm9vRDMwpQz6g3esEChBOQb9+DnlFvnltGlD/dvY7ol3og9Lm4adsedPfOLjF/pgnjI0GyK+9+CZ/7zWu48u6X8Ic9gxibTJ1zZl+fS/Xzva8vd1PqFEVCSglFIvR/Gsnnd/c6VNu5e5av98kqMlVy/YoGDLtDRQvWr2iIBtaA0Gv4xUd2wWbW4z1LqvG+5bU4pWb6aZ6Ri6xN976EN4458fz+IXzxkZ04OODCqz2jeOnwCL766G4cHHTh+QPTL9t91ImP/eJFXP6Lf+BDdzyPp7v70uoTap/BO57dj83rT8MD13RhYNyL5/cPYGfP6LSFDiIFHiKvU+xrNuz2RQs/qC3L5HEzKSKRLzz3U7FgXyUiyp3Dwy6UmYGB8WDCsXbz9m5ohQaBIOb0uwSdfNIZKvEtAK8JIf4MQAA4D0U2ag0A+p3eJAnIedFC81dk6lksj19Bn8ODlYsyX2+mCeOTBcmaqrrQ1Zz8r0Zz/fnOdARaH49DMxKZXiwEoEhEb2djynEkcHfNOS0Ydvtw53MHo7cBxP2ezrKpAb8bH34dy68/d9o2JfsMuv1BHDo8qjpSL9kIsUiBB7XXLLbwg9qyTB4311O/M8FzPxUL9lUiotzpd3pgNZjQMzqpeqwddfvh8QcT7ucxmGYinYIGvwFwFoD/Dv+8W0r5YK4blm21diaKJZqqvtSs+rmoK5398OdMEsZn+uUi6efbnpvPd6Yj0OrmuJ3FrjamcERs0YKZFi9Qkyxwp8jUAaVky5IFmqaT7DNo0GqSjtRLNkIsUuBB7TWbWvghG4/LxvuQazz3U7FgXyUiyp1auwkufxA1SYrHlFv0sBp0CffzGp1mIq1poVLKXinldinlY1LKvlw3Khe0GomtG9rivpxt3dAGrXb6aTtEJ6u2ejtu3dge97m4dWM72urzM/s70yDZ0jortm5on/L5bsfSutwktM90BFpHfalqOzvy9HoXusj04sd3HkOFxYAb1rbi8Z3HcP2a1hlPOZ4qWeBuuuBSsmWZBprUPoNfW38ajo65Zxy4a6q0omNhafR1in3NKiwGVFoNSZdl8rgb1s7+fcg1nvupWLCvEhHlTlOlFSMuH1xeP7ZMOdZu2dCGoKJAp8WcfZegk9O8yaCtKAL7+sZw76YuDI57UG0z4U/dx9BcxQ8MzV86nQYbVzagtaYEfQ4P6kpNaKsvnXW10ExFgmRTp1tOd2IrM5twfns1mqq65qRaaGQE2tSCDdMFAU0mHTZ01KO5yhJtJ6uFJhedXlxnw4jLC5Nei9WN5fAHg3jo02fNuHhArEjgLlIs4Ya1rTEJ/RH3ezrLrl/TmjB1M51AU9xn0OlF93EHxj1+TPqCcRd46RQH0WgE1iyrxZLqkujrVGY2xN32BhSsWFgKKWXCskwet7qxHG5fIO0iEnON534qFuyrRES5o9EINJSZcWxsEs+82YtfXNkZrRYaVBSUWwzQaYH7NnWxWihlbN58o+uoL0Wvw4O/vz0ERQIHBiawYlElR4zQvKfTabByUfmscqxly2yCZGVmU8q8bNkUGYE2NQiYzvHEZNLhzObKGW8zUtkyUp00k4BSMYpML852Hq9UgbvpgkvJlmUa8NNoBGwmPdy+IM5cXIHbn9mLC1Y0ZBS402gEmqpK0FRVOHnP8onnfioW7KtERLnVsaAUA+MevG95PT59/47oddUtF7bjzMZKHHVMQpEBtC2wz5vrbMqulME1IYQGwC4pZfsctSdnDAYtKkv0KLOUY8TlR4VVD60mdD/RfOaa9KK7byIazGqrK4HVnL/8AnMZJMvUbEagTU76sbvPeeJ5dXaYzfqUz4lUtrzx4denTWpPMydVbgcUCW9AweIcj8hSe2+/c/EKLK4wQ6fVZG2kXq4EAgq6ex0YdXtRajLA5QtiwhtAjc2IoJSotBrz2l6e+6lYsK8SEeVWIKBgWY0ZAxMGfO+SleEZJwoqrSb8ae8Ar7Np1lJ+E5RSKkKInUKIRillz1w1KheODDtxdNSDzdu7ox+aLRvacGTYieZq/lWQ5ifXpBf/s2cgYQTWh9tr8hpgKwaZjECbnPTj8T19Ca/3Be11KQNskcqWmVSjJHWRoFZkWqjbH4xO9XT7nbj9memrc2aD2nv7pUd24ckieG8DAQXbdh7Dj57dH37dJuJet397/1L8+qUj+NK6U/N2gcpzPxUL9lUiotzxeALo7hvF24OeuOvwLRva0DPsxk2PvcHrbJq1dBIr1QPoFkI8I4TYHvnJdINCiGVCiNdjfpxCiP8rhPi6EOJYzP0finnOV4QQB4QQe4UQH8hkuwPjgegFCxD60Gze3o2B8UCmu0JU9Lr7JlSrXnb3TeS5ZSen3X1O9Sqjfc6Uz4tUtoyVbjVKClEUicNDE3jl8Aj+dmAQLxwcwo0Pv471Kxow7PZFK3NGbqdTnTMbivm97e514KZte5K+bj/80z6sX9GQ09dvOjz3U7FgXyUiyp3dvQ4EFU3Cdfjm7d1YUG4t2msxKizp5Fzbks0NSin3AlgFAEIILYBjAB4FsAnAD6WU3499vBDiNACXAWgDsADAn4QQS6WUwZlsd2BcvbrfwHjq6n5EJ7P+DKteUmYyfb0jlS3TSWpPiRRF4tm9/Tg+OgmXL4jbn9mPT53bEq3GqUgk3I4VucDKxV8vi/m97XV4pn3dItVOc/X6TYfnfioW7KtERLnT5/QCkKrH2eEJb9Fei1FhmXbkmpTyLwAOA9CHb78M4NUsbX8tgLellEdSPOZCAA9KKb1SykMADgDomumGasPV/WKlU92P6GTGz8XcyvT1jlS2jK0emW41SgpNvdx11IEhV/zoqsjrqRXqtyNyeYFVzO9tfal52tdNyvxeoPIYR8WCfZWIKHfq7MboHzRjmfQalJr1uGFta1Fei1FhmXbkmhDi0wCuBVAB4BQADQB+hlBgbLYuA/CbmN+vE0JcCWAHgM9LKUfD23sx5jFHw/fNiM2kUa3uZzOlMzOW6OTUVlei+rloqzu58guMTXqwr8814wqk2abVSGzd0IabY3LqbN3QBp1GpnxetLLl9ediYNyDGlthJbUvdP1OD5TwSxwJrD3yylFcv6YVD+0I5VmLVOaM3J6acy1XF1jZfm8VRaJnJNTXfcEgys2hIgOR296AAk8gCEWRKLfEL5vp46qsBnzjIx2445l9qq9bJOdaPi9Qee6nYsG+SkSUOx31pejuG004zm7Z0Ib/evEQLli5EP/zuXMxOMHrbMpcOtNCP4vQSLF/AICUcr8Qoma2GxZCGABsAPCV8F0/BXALQsXabgHwAwBXA1Dr1arfRIUQ1yIUCERjY2PcMpdXIhDw4v5NXegf96DWZsKB/lG4vJbZ7grRjKTqp3PNajbiw+01aKrqKphqodk2NunBH/YMJnxhOb+9eu4DbFKDfX1juHdTFwbHPai2mfCn7mNpTZfTaARaqkvmdGpdIfXV2ai1m6ANn0kiw/57HR488OIRfLRzIU6psaLMYohW5iwzh267fQE05rhaKJC99zYy/XV//0RccYbIbSFccPmCqssyedye8O31KxrgDQRxxuJy/PLKTkx4A6guMUKBxD+fVpvzC1Se+6lYsK9SMThZzv108ptJXzWZdGirK0epeSJ8nPWi1mbEpD+A0xsrUV9qQqVNh1Nqquai6XSSSie45pVS+oQIXRgLIXRIEtyaoQ8CeFVK2Q8Akf/D2/gFgCfCvx4FsCjmeQsBHFdboZTyTgB3AkBnZ2dcG016DbQ6A66856W4SLVJzxLnNLdS9dN8sJqN6Go+eYJpU+3rc6kWEWiq6kJX89wG1zoWlOLtIReuijkObb2wHSsWFGYluELrq5lqqrSiY2Epjo9Oxo2uGnX7sLzOjrNPqT4p/joZmf5653MHcc05LRh2++JuA0i6LJPH3fncQXj8Cn7y5wMAQufZfFQ55bmfigX7KhWDk+XcTye/mfZVk0kHz3DoeunmKZWZ73zuAD517pI5/25AJ5d0gmt/EUJ8FYBZCPHPAP4/AI9nYduXI2ZKqBCiXkrZG/71IwD2hG9vB/BrIcRtCBU0aAXw0kw3dmjIjad39+LnV5yBMbcfZRY97v3rIVgMOrQ3lM1qR4iocBVS0QaDQYuNKxagpcqKfqcHtXYTViwohcHAL0+5pNEIrFlWi54RF4YnfLjrk53wBZQ5GZU2lyLTX5MVagCSL8vkcXNZ+CFTPPdTsWBfJSLKvUNDbkDIhGPtn/cN4YKVi6ZfAVEK6QTXvgzgGgC7AXwGwJMAfjmbjQohLAD+Oby+iO8KIVYhNCrucGSZlLJbCPEwgDcABAB8dqaVQoFQothqmx56rQYCgEGrQbVNz0SxRCe5SJLoqRWA0vns+3xB7DruQJ/Tg3q7CR1ZCIQZDFp0NlXM+HmKInF42BUNyjEXREgkx9jwhA+eQBBev4LFlYlBM41GoKmqBE0FPNp/tu9xZPprskINwPRFHGbyuGKorMVzPxUL9lUiotxrrrJg3BNAv9OLCqse94QDa9N9N+B1OKVj2uCalFIRQtyHUM41CWCvlHJWQ4SllG4AlVPuuyLF478B4Buz2ebSOis6m6px9b0vx+VdWlrHKiBEJ7OldVbVJNHTffZ9viC27TqOmx/bEzeFc+OKBXM+0kxRJJ7u7sOND78el2R/XVvdvD6xR3KMHR+dhMsXTChCUEyvTzbe48j016nFGU7kUkPSZZk8bi4LP2SK534qFuyrRES55fMF8cbx8YSCBnodcH7bgqTHW16HU7rSqRb6YYSqg76NUHGBZiHEZ6SUT+W6cdm0P0nepeaqLpzJudVEJ60yswnnt1fHFW1Ip1roruOOaGANCB8zHtuDliprRiPPZuPwsCt6Qo+05caHX8fyPOS3KiSRHGMAovm/gOJ8fbLxHkemvy6pLkkozhC57Q0oWLGwFFLKhGWZPG4uCz9kgud+Khbsq0REubXruCPhOLt5ezfuv7or5XcDXodTutKZFvoDAO+TUh4AACHEKQD+B0BRBdf6CijvEhHNrTKzacYJSvucniTHDE82mxYn2TTU/iRtKbT8Vtkwk2H3kRxjQHHk/4qI7OOwywuzXguXN4hhl/o5aqb7cGL6a+Htdz7w3E/Fgn2ViCi3Rtw+XHNOC8J1GvHIK0fR6/BgcNyLruYTk+oCAQXdxx045phEVYkRLm+gqK4zKX/SCa4NRAJrYQcBDOSoPTmzqNyES8+ox8bVjRga96LaZsSjr/agoZx/DSQqJJnmNPB4Atjd60Cf04s6uxEd9aUwmdI5xKmrt5uS5GozzaqdyaSahlpjU29LdUmoLdne93xRG3b/44+fjubKEoy4TwSifMEg7EY9PP4gltfZcHzUXRT5v4DQBduTe3rxgz/uxdVnN8PtD01n/dS5LUWzD8WE534qFuyrRES5EwgomPAEcNdfD+LdzRW4+pwWLK+1oaJED5tRD0WR0GgEAgEF23Yew03bTlyP/+Tjq3mNRmlJ+u1LCHFR+Ga3EOJJAA8jlHPtowBenoO2ZZXFoEFnU9WUXBZtsBo0+W4a0byTbIRWpjkNPJ4Atu/uTcirtqGjPuMgU8eCUmy9sD0h2LViQWlOci+kmoZaVWJIyG91w9pWaDW52fd8OTQUP+y+3GLA/v4J3PLEG9FA1IMv9+BjnY2449kTr8WWDW346geX45tPvRW97wcfLbz8X4oi8eLhYXzxkV245pwWDLt90emsj7xyFNevaY3br0LMYVZseO6nYsG+SkSUG4oi8feDQ/jqo7vx7uYKrOuox6cf2BE91m6+oA0jLi/Oba1Bd68jGlgDQtfjW5/oxi0XtuNrMd8JeI1GalJ987og5nY/gH8K3x4EUJ6zFuXIqDuIm7d3T8ll0Y37NnXluWVE80uqEVpHHZMZ5TTY3ZuYQyGUq8aCM5srkz4vFYNBi40rFqClyhodnbYiHAQ8ODiRsp2ZjGpLNQ3VH1Swv8+Ju686E0MTXlSXGPHbl3twemMZBse9Wd/3fOkZccW9BhetXojbn9kfF4i65pyWaAAKOJEv456rzsR/fnw1hl0+DE14YdQXVu4vIJSz49joJMotBiyvs0FRFNx+2ekIBEN/TZ30B3Dd+5ZgUYUFTZUWdDSUFVwOs2LDcz8VC/ZVIqLcODQ0gV5H6Dr7qnOa8ZkHXok71m55vBvfv2QlDg5OYNIfxLcvWoEKqx6Hh1346f8exJHhSRh0Avdt6oKERI2N1UJJXdLgmpRy01w2JNcGxpPls2EuC6K5lGqElj+oZJTTIFe5agwGrWrxglQ50JoqrRmNaks1DbXGbsC7Tokf0bBlQxsWlJmw8x3nSZGnR1EkhBBxr4EQoX0RAlDkidtq+/vCwWHc8cyJDAYmvQZPFlii2X6nB2UWA65892J8/w9vhUbjOTxxIxJv/OelMOm1mPQHedGWBTz3U7FgXyUiyj5FkXjtnTEcH5uESa/BqMuveqx1+QLo7nXiS4/sihvR9m9rl+Anf3kbWqFBtc1YUNeVVHimHWsuhGgWQtwmhPhvIcT2yM9cNC6bau1GmPTxuxv64mrMU4uI5qdUI7RqwwGmWOnkNKib4893qnYmqyh0eNiVcp0dC0rx3UtW4Pq1S3DdmiW4Ye0SfPeSFVixoBQDTh82TxnRsHl7Nwacvjnf91xQFIndx8awr8+Jr60/Lbo/WgHV22r7G4zvUtFgZyGptZsgFYnbn9mP9SsaMOz2RQNrQKjNt/1xH7QCzOORJTz3U7FgXyUiyr7Dwy7ctG0P/vzWAL62/jRUWPWqx1qrQYe3BycSRrRZjHrcvL4NNrOW00BpWukkctgG4DCAHyFUOTTyU1QkFGzd0Bb35WzrhjZIKNM8k4iyqT5JYCoyffK2S1fFfU7TyWnQUV+KrRvap3y+29FRX5qTfUjVzlSj2lLR6TTQCg3ufO4gfvzsAfz8uYPQCg10Ok3SgGSf0zPn+55tkfx1H7vzRXzzqb2487m3cdulq6IjuG7d2I7Hdx5DhSWUd+7xncdw/ZrWuP29ef1peGLXsbj1FmKi2aZKK4JSJozGixX662kQjeWWPLXy5MJzPxUL9lUiouzrd3pQbjFgXXs97nzubfQ5JhOumzdf0Aa9TuC3O47GPTcyok2rAc5dUsMZBTStdLJde6SUd+S8JTkmoMGOw0O4+6ozMTzhRWWJEdte7UFT1eJ8N41oXklVKECjEVjXVofl15+LgXFP2jkNTCYdNnTUo7nKgn6nF7U5rpiZqp21dhM+9Z5FeH9bAwbDy/7YfWzaQM/hYRc+/9v4EW+f/+3rOLX+XNTajOpTRm3GOd/3bJs60u/IcCjv3jXntOA///cgnrr+XNxzVRdGXF6Y9FqsbiyHPxjEQ58+C25/EEEpcXzUjcvObIybXlmIiWY1GoHldfaE0XhT39e3ByfQM+ou6qkHkbyDw65QlVevX4EnEISiSNhNerj9waxU2Z0Oz/1ULNhXiYiyr9Zuwkc7F0bz9X7xkT1439Iq/OKKTjg8flRaDaix6THplxh1++KeGxnRVm4xMLBGaUnn29ftQojNAP4AIJr4QUr5as5alQNBJYgzmhJzFikymO+mEc0rqQoFAKFS2SMuH4YmfNBrNFhYao4uS8Vk0s1pAn+NRqCluiQhAFJXYsDSunJcdc9LcdU760oMKdeXasSbxaDFlg1t0amhkeNX9K9uc7zv2ZRsv7Ua4LZLV2FxOPiSLNCkKBI9Iy4MT/hw1yc74QsoaKyworkq/4lmpwaYXN4gfMEgvnPxCtz2x724+uzmhCqw//b+pbj374dx9imVRRtci4xG/M7Tb+Lqs5shBODyqVd6nW2V3enw3E/Fgn2ViCj7miqtWFpji7vW/PO+Ifx53xCuW7MEv3z+ILZuaMeH22sS/vi/+YI2uL1++IOcnk/pSSe41gHgCgBrgOjYdBn+vWhoNVq8Ev6LYKTa3qOv9qCZfxEkmnPJCgWkqiSaToCtEOzpG1et3tlUZUFXigBYbZKCBpERb8+82YufX3EGxtx+lFn0+NWLh3Bm+DXMpDppoUi232uX16Ssljl1n09vLC+ofZ4aYHL7g9Eg2uJKM265sANmgwZ6jQaLKywY9wQwOOHFvX8/jFG3r+CmtM5EZDRipMorgKSVXtOpBjwbPPdTsWBfJSLKPo1G4NR6e/Ras77UhItWL4RWA7TW2FBuMYSv07vwruZy/PDSVfAFFJRZ9Tgy5MLP/nYI91zFqs2UnnSCax8B0CKl9E37yALmC6r/RdAX5F8EiXJhbNKDfX2u6FTFpXVWlJlTBwxSVRJVC8YVov4MK5dG8rhNrTIamdq48fTGaOnw2GWRIM5Mq5MWimT7PV1gbbb7nOuA5NQA053PHYyb+nrtAzvw5PXnoqnSiuMODzY/fmJU4ncuXgHHpA97jo1FR7uVmw3wBk5MrSy3GODypbcsl49z+YJw+QJYHDNaMDIaMZJXDkhd6XW6asCzwXM/FQv2VSKi3GiusuL7H12J7/3+rYQR9NevacUDLx5Bv9OLzsUV6D4+ji/99y7Va3Gi6aQTXNsJoAzAQG6bklsGrVa12t79mxiJJsq2sUkP/rBnMDqCKzI18vz26pQBtlSVRItFpOJbQn60cMW3ZEGd6fLNJVt2cHBCtTppLkcDZVMmefaSVWRNd5/nIiA5NcCUKqh0/qm1eOjas9Dr8KDUrMc9f3sb7zmlBm5/aCplaGqlKzq1MjQSzpnWslw+zu13JuS5W9dWF1dNVxt+OWMTBycbnZkLPPdTsWBfJSLKDafXC71G4NYLO/DpB3bEHWfveHY/vn/JStSEr9Mzyf1MFJFOcK0WwFtCiJcRn3NtQ6YbFUIcBjAOIAggIKXsFEJUAHgIQBNC1UkvlVKOhh//FQDXhB9/vZTy9zPd5oTHj3c3V+Cqc5ox6vKjwqrHPX89hAmvP9PdIKIk9vW5kkyN7EJXc/Iv0vVJpgjW2otnityCciO2bmjDzTH50bZuaMOCcuO0QZ1kedyA5Dne+p0e1WNbLkcDZVuq/VaTKj9dOrnZJv1BuH0BfG7NEvzXiz3odXiyHpCcGmBKFlRSFIk/vNkf1ye+tv40uDx+3P7MftWplZGRcOksy+XjYkfjxQY4I6MRY3Ou3bC2FQ++3IPr17Qm5FzL5V+Eee6nYsG+SkSUG/v6XOjudcKg1ageZ9/qH8e//25n9Jp8JtekRLHSCa5tztG23yelHIr5/csAnpFSflsI8eXw718SQpwG4DIAbQAWAPiTEGKplDPL8FptM2JdR33ctKotG9pQbWOCQqJsy3RqZKpKosXinWEPqm1a3L+pC/3jodFpLq8HR0c88PqgOuJq2efOxSk1mZ3EG8pNqse2BWXFE5CcqRqbehC2ukR9nxVF4tm9/Tg+OgmXL6haQKDX4clqQHJqgGlq4YJIUEltFN4tT7yB712yMm7kW4lRixvWtmJZrQ1+ReLHHz8dWiHgC0qUmnXoaCiFQafBuCcUNNRqBCa8waTTMyOj6dRup/u4VAHOdW11WF5ni1Z59foVrFhYCilltNLrXOQH5LmfigX7KhFRbvQ7vbAYtFi50I5qmzHhOCsgo9fktis7odMANpMey2vt0Ok0+W4+FZFpg2tSyr/MRUMAXAjgveHb9wH4XwBfCt//oJTSC+CQEOIAgC4AL8xk5W6fojrc/j4OtyfKuummRiYzXSXRYrC40oS/7nfjX7fHVgttwzmtJrzV51INSPSMuHBKTUlGecAGnD7VY9t/XfMuNBZwmrrZ5DzTapAQrLphbSu0Sa5/Dg+7sOuoAwASRlv98E/7cM05LbjrrwezOj0xOt01JsC0urEcbl8grpppslF4k75AdOSb3ahFlc2IfqcXW57ojhZIiEzP7HcgIWi4+YI2aOBLOj0zMppO7Xa6j0s1xXOmoxFzhed+Khbsq0REudFQZkKpWQdAo3qcvfOKM6K//+PQCH75/EF84QPLcGjIhQ+21TPARmmbtqcIIcaFEM7wj0cIERRCOGe5XQngD0KIV4QQ14bvq5VS9gJA+P+a8P0NAN6Jee7R8H0zMjCuPpJmcDz1SBoimrmldVZs3dAel2dp64Z2LK2bfvpXpJLoh1csQGdTRVEF1gDg6Kg3OiUUiEyJ7cbRUS+sBl30NYkw6TWwGHTRKaMfuuN5XP6Lf+BDdzyPp7v7oESGEiVRjHnqMt3XiF6HB/e/cATXnNOC69YswTXntOD+F46gL8k+9zs9UGTy0VZaDXIyPTESYOpsqkR7Qxne1VKJ9y2vxSk1JdFAYuz00QiTXoNyiwE3rG3F4zuPobmqBIeH3bj9mf1Yv6IBw25f3O0hly8aWIvs05bHu9FcVRJdR4XFgEqrIe73ZLfTfdwNa1vjPuOFmPSX534qFuyrRETZpygSxx0eXPvAK0ln1oy6Q9PvTXoNZPha8Xu/34v9AxPo7nXko9lUpNIZuWaL/V0IsRGhkWOz8R4p5XEhRA2APwoh3krxWLWhDKrfwMKBumsBoLGxMW5ZspE0NRxuT3MsVT89WZSZTTi/vRpNVV0zqhY6nfFJD96MqUB6ap0VtlmuM1M+XxC7jjvQ5/Sg3m5CR3iEXaopsR0NdtURV7V247RJ+pON9Mplnrpc9dXZFiSotZsw6vbhJ38+EL0vNodZz0ioj/iCQdiNemiEiBuRNfW1Wru8JqE6aeT1HnZ5YdZr06raaTfqp53uOPV9bCy3JFRL/c7FK1BtM6C+rAqrG8sx4vKlNY0zlsevICglzl0SWoc/GERZuO2R6ZllZkPcskwepzYab67x3E/Fgn2VisF8uE6lk0M6ffXwsAv//tud8PgVVFj16mlFbEbcsHYJKiwG/Oy5gwBC11GKBPocHqxclPt9oZNDOjnX4kgpt4VzomVMSnk8/P+AEOJRhIJ1/UKIeillrxCiHieqkx4FENulFwI4nmS9dwK4EwA6OzvjAnBajVRNMq7TpjdSgihbUvXTk0mZ2ZSyeMFMjU968JRKBdIPtlfDZjZlPM3Q4wlgd68DfU4v6uxGdNSXwmRKfWj0+YLYtut4Qm64jSsWpJwS21hhRWttCa49rwWKBDQCaK0tQWOFFf84NJw0h1VTpTVpIYRc5qnLVV/NpCBBrEg+s6mvR2O5Bc/u7cf+/gk8+HJPtNx6ucWAf/2nFgCJ00lvu3SVamDt6e6+aL60dKp2Ti3t/uOPn47myhIMjJ/ojwAS3sdvX7QCzZUW3PXJTvgCimqQ6uDgBN7qc047jXNqn1taa8v7tMy5wHM/FQv2VSoG8+U6lYpfOn31+Jg7en10z18PYcuGtujU0EjOtV/85W28cGgE//b+pdHnmfQaaARQV3ry5jCm7Js2uCaEuCjmVw2ATiQZOZYOIYQVgEZKOR6+fT6ArQC2A/gkgG+H/38s/JTtAH4thLgNoYIGrQBemul2pRT405u9+PkVZ2DM7UeZRY9fvXgILdVLMt0VIppDb6aoQNq52JiyCmeyAJrHE8D23b0JAbsNHfUpA2y7jjuiwaxoWx7bg5YqK9rqSrB1Q3vCOtvqQlMB1yyrRUtVSUKJ79okI9BqbKZpR3oVW566ZPsqIHBwcGLawGg0n9mUUumR3GqRipaRYFevw4Of/uUgNp29GKsXl6UMZAEnRtbNpJJmZFsAUG4xYH//BK779Wtx/XFpTUnC+/jl/96Fa89rwR3PHIg+rrkqfmplU6UVHQtLoxU3IwUSTgT81IOGczFFM9kIv3RG8c0FnvupWLCvEhFln9Woi15z/nlfqJbinVecAcdkAKVmHe7566Ho/bF5eL/wgWWosRnRVl88RdUo/9IZuXZBzO0AgMMIFRnIVC2AR4UQke3/Wkr5tBDiZQAPCyGuAdAD4KMAIKXsFkI8DOCN8PY/O9NKoUAol8XuYxN46dAoRPgaf/exCQwwlwVRUUg13TJV8GmBzZQ0gLa716EasGuusuDM5sqkbelzelBuMeCi1Qujx5NHXjmKfqcHqxvLcVqD9US1UJsJFpOA2WgAkDzRe7LRWE2VqUe1tVSXQKfToMJqgD+ooMJqKPjEq2r7esPaVnzjf97Ae5fXYGmNDafW2aDVCvQ61Eciqr2OkdxqkSmTsa9Zr8ODbz61Fw9e+y68Z0l1yvZFRtbNpJJm7LYuWr0wIQfajQ+/jh9dfrrq+6jTaPDZ9y2BEMDePidOq7ehqerEfkWCskuqS1JO45wuaJhtyUb4TR3FFxvonms891OxYF8lIso+DUT0j97lFgM6FpVhxBX6A8aXHtmNXseJfL0ev4LT6m2456pO2Ix6LK9jtVCamXRyrm3K5gallAcBrFS5fxjA2iTP+QaAb8xmu3V2E6589+KEXEd1WchLRETZk2x6Z6rplqmmGQ5PeJMG0PpSBOxSWVRmVj2eNJSZcXjYBbfXB0AferAA3F4fDg+7Uk7RSzYaa7pRbZEAR7JRe4Uodl+PDLvw2jtjeGp3L9a118cFZW5Y24r7XziCUbcv6T5FcqwNT/gQVCSW19nw5XXLgGmqWaYSW2Qg3UqasduaGmwDEN4nrWqblsSMaDPpNVhcaUVjRWIwsamqJC7oli1T89SlyitXbo7PMQcp8e/nL4deK/Ctp97E+hUNcaP4ZppPL9t47qdiwb5KRJR9Yx4/dhwexP3XdKFn2I2btu1JuM6MBNhMeg1OrbfPi5QalBvpVAutFkJ8VQhxpxDi7sjPXDQum/Q6JIwkuP2Z/dDPOOscEeVKqiqSpyapQHpqnTVpxcUamyllAK0uHLCb+rxae+oE0kKjfjzRaACjPoDDQz5cec9L+NxvXseVd7+Ew0M+GPWBafc/MhrrrJYqtFSfqCgZGemlVpkx2ai9w8OuabeXT5F9Nem1uOOZAzh3aU1CUOb2Z/bjotULo/t0aCh+nxRF4tm9/Xhu3yBeOjyCT92/A9f9+jX8xzP7oddq8JV1yzOqZhl5vWdSSfP6Na2qQbeIUAVQPW5ef1pcm762/jR85+k34/b7q4/unrP3L/IaPrWnD198ZCcODrjwas8oXjo8gq8+uhsHB114/sBQdFns7b8fHMaNv92Jz/3mNfzfh17Hx7sWw2bSJg105wPP/VQs2FeJiLJLUSRMeuCMpiocHzkRWANOHGM/2rkQQOFWPafiks4p+zEAzwP4E4AZT8csFMdH1b9g94760NGQp0YRUZzpcot9cEoF0ki1UKtRJp1SOTzhTTriraO+VDU/Wsc0+RWOj6mPlOsd88DjN0QTUkfuv3l7N+6/ugsNZZm9LqlGtc22OEC+RQKjyUZ7RaZHefwKekZcOKXmxD5FcqwBoTxosa/5936/F/dcdSYe+vRZM879FX2962wYcXlh0mvTqqQZ2VZ9qQnL6uwJ/XF5rR3DLi9+eOkqvD04gWW1NngCQRwZnkzY77l6/6bmqUuVV07tduxr/sM/7cP3LlmZ8YjBXOC5n4oF+yoRUXYdHnZBSg02b+/Gf3xsleox9rR6O37+f85AmUWPM5sqCnbWBxWHdIJrFinll3LekhwzG9Sn4xgNnEdNVCimCxTZklQgTRV8ShVAM5l02NBRj+YqSzRgl0610PpSs+rxpK7UhJ6RyZRTTVNVNZ2c9GN3n/NEW+rsMJv10X1Uy9WWaspoMYiMEtsbroY5dT+W1dpw3ZoleHznMVgM8e9LJMcakDwwt7KxPOm2kyXjj0x9dPkCWJxh/rLGCqtqfzx3SQ16RlzhHHlBVJYY8vr+Tc1TlyqvnNrtWB6/giPDLly/pjUh51q+/hLMcz8VC/ZVIqLs6nd6MDAe+sNFSUxhgwiTXgOTXotxjx/VthIG1mjW0gmuPSGE+JCU8smctyaHGsoMuOXCdnztsRNfsG+5sB0Lywz5bhoRhc0mUJQs+DRdAM1k0qUsXqCmrd6OWze2x+VtuHVjO9rqS+ENKElHyimKxKFhB4bHgxia8EKrEZAIoLmyFF5vAI/v6UsIAl7QXgezWZ80KJeqEEIhi92fZbU2tC2wYXGlFV99dHdcLoxvPvkmRt0+bL6gDXWl8dN1a+2muDxoM+k3yZLxh247EypvzjSHXbL+ODV3mqIkH3U5F2rtJtiNWnz1g8uwpMYGvyJRatZh1cJS6HWacKGEM6ARAr6gTLjt8SuY8AQw5PLi4R3voKupAr6YUXz5rhbKcz8VC/ZVIqLsqrWb4A8q6FxcCotBk3CM3bqhHQ1lBgAGLCiSP0pTYUsnuHYDgK8KIbwA/AAEACmltOe0ZVnmmFQw6Qvg2vNaoEhAI4BJXwCOSWX6JxPRnMhVoCiTAFoqOp0GG1c2oLWmBH0OD+pKTWirL4VOp8HScG64qUGypXVWDDhdeOWwMzptNLSsDVa9Dj2j6oUXmqos6FxckbJoQbJRe4VKrQjDdy5egeYqCx669iyMuHx47Z2xuCSzWx7vxv987ty49TRVWtGxsBTHRydxw9rWhIBYqn4TmYKcznTHXCbkz/f711huQX2ZGUdHJ7HliW5cfXYz+h2AyxcbbEx+O/Y1v3VjO1Y3lhdUZS2e+6lYsK8SEWVXU6UVQ65JXP6uJnz8ly+h3GLAtee1oLHcgj6nBz/53/347sUrcWTYjZEqH05vqITBoM13s6mIpVMt1DYXDcm1cW8A33zqrYSRDT+/4ow8toqIYuU70DATOp0GKxeVY+Wi+PvLzCacPyU33NI6K8rMJrzUO6yej21TF/rHkxdemC4XXbJRUoVKbX++9MguXHNOC+7660F88yMd+O2Oownl0QcnPHE51zQagTXLaqPVQu/6ZCd8AQWNaUzljExBTne6Yy5zoOXz/esZdWP/wERWcq7dtG0PVjeWF1Q/5LmfigX7KhFRdmk0AhVmE658dEcoh6XDgzueOQCTXoNrzmnBkeFJDIx7cPP2PbhvUxd2HXegs6ki382mIjZvahB5/EHc/rF2lFss6B8PTasadbnh9fEvgkSFpNgCRWrKkuSGSxpAGw8F4ZJNJ+13elSPX8VStGCqZLn1IkUNvvroblx7XgvueOZAdHmyaZ4nplnOrA2xFWZjq3tGbhdrDruZ6nd6YDFoccPaViyrPTEttKOhFIbwtNAff/x0aMNTQafe9sZMC/2vF3sKrk/y3E/Fgn2ViCj7ekbdcdd017+vGe9dXodxbwAdDatRYzPi8s4GDIx7oBGF98d8Ki7zJrh22gIzXjjgxA0PvRQ3HevdS07OL0xExSoQUNDd60Cvw4P6UjPa6u0FNc0sIpPCBKkCaHazFls3tCVMGS01a1Fq0uG5/e6E49fKhcV5/EqWW0/GJNNvrSmJPiYXecgiU5AjOdduWNsane44dYrpDz6a3rZjCyQYtBq4ffnPOTad+lITeh1G9Du9s54WeuM/L0WdvbD6JM/9VCzYV4mIss8SUyzm+vc1Y0ltKf5xaCQhrcXSWivGPfxjBs3OvAmu9Y4F1adjXd2FRcmLyRFRCh5PALt7HehzelGXZqXNVAIBBdt2HksoFLBxZQN0Og18viB2HXegz+lBvd2EjgWlaeVGSBUIy4RazrBIDrRUhQmWJcnHtqzOiuGJAPb1jeHeTV0YHPeg2mbCn7qPobOpIpyPTf34VVdWOKOE0qWWW+/6Na144MUjAEKBtqOjk7jzik7otWJG75miSPSMuNDv9MIXDMJu1GPE7YPVqIPNpIXbq8ATCIYKIUiJy85sRJXNiEqrAc1VVmg1AnaTDrd9dCXGPQGMuH0w6tPbbqRAwsc6GxOqZc60IMJcCSrA4WF3VqaF3vbHfVi7vDafu5OA534qFuyrRETZNTHpgT+gRP9o+p7WWvzt7SHVtBb3X92FVQ1l+W0wFb15E1zrdybPZ0REM+fxBLB9d29CoGhDR33GAbbuXkc0sAacOOG11pTg1Fo7tu06jptjq/xc2I6NKxakDLClCoRlGuxIlQNtaCJ5YYKu5krVfGylZhNsRonVTdW46p6X4trZVGlF93HnSXX8is2t1+/0wB+U+Npju9Hr8MCk1+Br60/DuMePrz22G/dc1ZX2NENFkXh2bz/290/gwZd7EoJcWza0wesP4q6/HcKX1p2KG3+7E9ec04K9/ePRoJFWg7iLLiAU7HtymoIGsQUSItsEcl8QYbYGxj0JOeeAxBx06eamm5oXL9947qdiwb5KRJRdb/S5cNNje/Cpc1pw7Xktcdc8sSLHWkMzixnQ7Myb4Fqt3YjFlWasX9GAyHTqx3ceQ63NmN+GERWp3b0O7Dg8iLuvOhND415U24x49NUeNFdZMq7M2etQz8XV5wgFYCKBtcj9Nz+2By1V1pTJR6crBpCJZDnDBsY9GBz3JT1pK4pEv9MDSCD8D/qdHtiNRmg0AuctKcf9V58IvJ1WFxqtlWo6KZD9kXlzITa3XiCg4HuXrESvwwOtRuDOv7yNfQMTuH5NK0Zc3rTfp8PDLuw66ogGyqYGuTZv78a157Vg/YoGvNXnzGpBg9gCCbkoiDB1RF652QCXLxi97Q2ERuR5/QqqbUb4Agrc/kDSxymKRLnFAK1GJOScAxJz0CW7PbVPaiDw/P4B2I16uP35nxbLcz8VC/ZVIqLs6nd6UWrS47R6G4YmjCi3GtA7NpnymppoNuZNcK2xXIvvXtwOQButQnjuknI0VjBCTfObc9KDt/pc0YDO8jor7Obpc7woUNDZVIWr7305Lj+MgunzFSQLBtWXmlVPeHWlJrwzOpkkaOWZuvo4qQJh0wU7kudOU88ZVmMzQSNE0pP2gNOFnT3OxLxqRh1sRj2e3DOYMBLww+01KaeT5mJk3lxSFIk/vNmfMEV08MUjuOPZ/Xjo2rPSXle/M34Ultr7rkhEg2jZLGgQWyBB7fnVJZnnTZo6Ii+U78wZvS2ECy5ffP6zL3xgGWwGLfYcS3yc2jpic84JgYQcdMlux25zy4Y2fPf3b2LN8jo8+1Yfrjy7BUMTXoy5ffAHFfiCEv5gEDajHoMTXtTa0p/anSme+6lYsK8SEWVXQ5kJN61fjoAC+IIKpARWNtrx1Q8uj1ZnjqSg6aiz57u5dBKY8+CaEGIRgPsB1AFQANwppbxdCPF1AJ8GMBh+6FellE+Gn/MVANcACAK4Xkr5+5lu1+EBjgx7Er7UllkMqMvCfhEVI+ekB0+rBHTWtVdPG2AT0CTND5NKqmBQW70dt25sT8i51lZfikBQJglahdqZLP9bqkAYgKR53CYn/Ulzp6nlDItM4awvMaoGwjrq7Njd61R/zTZ1ASLZdNKulNNJDw5OZH1k3lxSG1l4x7P7cc05LfjJnw/A7Qumva5auykuUBb7vteXmrDp7MU4td4OBYBz0o/N60/Dz557e9qgUTrFFGILJFy/phV3PLsf5RYDPtq5EK01JRh1e/HiQS/cvgAWV1jRXJX+aK6pI/Km5j4DkJA/5Hu/34vvX7ISNz/+Rspcah6/gp89dxBXvnsxvnD+cthMWlRajfAGFKxYWAopJcrMBqxuLIc/GIy7bTPq0VxlhZRAiUmLoCLx2fe1ApCosi3GD/7wFq4+uxmjLl80qDd1qm46U7tng+d+Khbsq0RE2VVq1uCVIxMJx9WzWspx5xVnYNKnoKrEALtZA7NZn+/m0kkgHyPXAgA+L6V8VQhhA/CKEOKP4WU/lFJ+P/bBQojTAFwGoA3AAgB/EkIslVKm/40LgMOdJFHsptSBAKKT2Vt9rhQBndTBtUzzw0w3TfP9p1WjsSI+iKTTadCxoBTfvWQFDgxMQJGhEUan1JRgxYLSlPnfUgXCfL4gnn6zL7rO/f3jOOaYxLpT67C7z5kyd1okZ1hkhEFk9J3ZrA8F4KosCSPe+seTvGbj3uhttdfT5wviD92DqvnmZjMyrxAka78Q8cHTdDRVWtGxsDQaKIsNcv3rP7UAAPYcd0YDZ4srzfjyulPR55hEZ1N5QgDJ7QugMc1AWDSPXJ0Nx8fcuOOy0zE04cXPw8G7o6OTCQG7qaMLFUXi0JALR0ZcKAkXYHBOBjHi8qXMfRZ5zaa+hi5fYNpcakBoOvZ3nt4LAHjw2nehfWFZWq/3y4eHcXDQhYd2xFcSveXCDtz82GuqQb2pU3XTmdo9Gzz3U7FgXyUiyq7hieTH1Xv+egh/3jcEAPjJx09Ha21ZHltKJ4s5D65JKXsB9IZvjwsh3gTQkOIpFwJ4UErpBXBICHEAQBeAF2ay3em+1BLNR7NJoFyXJA9Y3TQ5C1IFgypKdPiDyki689urYTcaoRWa6Ggbk16DH3x0FXQ6DV45MqIaCIvkf0sWCHujz4ljo5Nx67xhbSveCE8FTfXaTHp9GJrwYnDcB40QqC3Rw2oO7bvZrEeXSt656XKnJVu267gjab656UbmFbpk7dcIpDViLJZGI7BmWS2WVJdEA2UPfvosuHwB/OPQCID4EV5Hhifxbw+/ju9fshKOST/WLKuNBrsiU5eHXV5MHPPD7Zs+f1gkj1y/04OdR0dx11+TV9acOrpQbUTn5gva8MgrPfjMeUtS5j6LvGZTX0OrQTdtLrXZ9BuDVhMdZRg7mq7XMZk0qJfJ1O7Z4LmfigX7KhFRdiU/rnpw1TnN+PO+oRn/IZcoFU0+Ny6EaAJwOoB/hO+6TgixSwhxtxAiUni8AcA7MU87itTBOFWRL7WxTHoNE8XSvJb0c5FGUs+O+lJs3dAeNwVv64Z2dNSXTrNNEy49ox6//vS7cMdlq/CbT78Ll55RjxqbCfuSjKTb1+fC4WEXPv/b+BFvn//t6zg87ELfNIGwSNDjrJYqtFSXRIMjTo8/Opoo8pzbn9kPp8ef8rVxTXrxP3sGcOXdL+Fzv3kNV979Ev5nzwBck6m/BJ0azp029TU7tc6acllfkoBkv9MTHZkX+7yZBqXySa393/xIBy46vSFl3jhFkTg4OIEX3h7CwcEJKOEojkYj0FRVgne1VOKc1hqsaiyHRggoMnmxgrf6x3Hdr1/D4WFXdN1Pd/dh070v4eVDo/jYnS/i8l/8Ax+643k83d0X3VYytXYTtJrpiyQcGJjAnmNj+MfBYTzzVj96hl0otxiiy7c83o0rz25Bv3MSp9SU4Ia1rXh85zFUWAxxtyutod9jX8MvfGAZ3F6/6uNi1zGbfuP2BVVH01mmBPWmTtWNFQro5e48zHM/FQv2VSKi7Ep2XK2xmTDm9kdngqxYkPq7C1G68lbQQAhRAuARAP9XSukUQvwUwC0IldC7BcAPAFwNQO2bleo3GyHEtQCuBYDGxsa4ZaVmLbZuaEtMJG5holiaW6n66XQCAQXdvQ70OjyoLzWjrd4OnS7zGPnyJInyl9dN/wXbZNJhQ0c9mmOnP4bznKVSX2JEZ1P1lEII7agvMaL7uDNpkCyoyKQj3pKNopsuSOjxK6rr9PgVnLmoPHnutD4n9vWN4t5NXRgMj4b7Y/ex8JRRY9I8bkatHl3NNty/qQv946FiDjW20P1v9jnhdLtPLLOZsOudIRwcnER9ktFdtXbTiemIKiPzZms2fTVdmbR/pkUcIrnYAPXRWlLGT6WNTF1Wm8Z448Ovo/rqLviCSrTiZqQaZ6RCZo3NhHc1V0w7SkwAeH7/EB58uQfrVzRAqwG2bGjDj5/dj13HQp+FSV8ApRYjesfc0Apg8/o2+BUJnQb4+gVt8AUlSk06THgD+M+Pr8ao2we7SQ8JwKAVOG1Badx0V7VcajOZ/hqrxmZK2EcAuO/vB7F1Qxt+8r8HEgokRKbqxp6HddrZ9VWe+6lYsK9SMZiLcz9RNkzXVyutWpVr+Tb8sfsY/rmtAXdf1YlSkz6nhZVofslLcE0IoUcosPYrKeV/A4CUsj9m+S8APBH+9SiARTFPXwjguNp6pZR3ArgTADo7O+MCcI5JPxZXmnDfpq7oFzggCMekP0t7RZSeVP00lUBAwbadxxKS/W9c2ZBxgM1uNmHdlET56VYLBUIBtjNVpj+msidJLrPmKkvKaZNVJerLamwmLLCZ1ANh04yia6w049Iz6rFxdSOGxr2othnx6Ks9aKw0p8ydptVILK0rw1X3vBR3stZqJHy+ILbtOq6aH+3I6DheU6kWenojcMwxiVufOgDgQFwb//MTNrx/WS22XtiesM7IX9oiI/OynWMt0746UzNt/3R5+6aK5GI7PjqZUKzg396/FPf+/XDclMjI1OVk0xiPjLjxo2f3x1XcnJqo/8cfPx3fvXgFfvDHvapFEjZf0IZDQxOqz/3GRzpg1Wug12mg12rgCyg4dUEpXusZg8sXxLExN7791F5ct2ZJtF0/fja+3wDAPVd1pp0/LRNaDfDVDy6HyxdEY4UF9246E2MuP97dUo5hlx+XndmIKpsRVSUGBBSJ5XVtCCgSP7x0FfYPTCCgKNDrNKiwGmbVDp77qViwr1IxmKtzP9FspeqrgYCC149OxP0xvNZmwgsH+tFaVwa/EoDLo2B1Q7nquokykY9qoQLAXQDelFLeFnN/fTgfGwB8BMCe8O3tAH4thLgNoYIGrQBemul2pdTgkVeOYOPqRkgJKFLi0VeP4uIzFs9qf4jmSnevIxpYA0Jf8m/atgetNSVYuSjzE4PdbEpZvGBi0oM3+lzRANNpdVaUpBF8S1a9M9UUznOWVqgGyZbWWVGiN6hWEm0st4SmAlabcM9VZ2JowouqEiO0WjntX6K0QqKzqWrKKLo2aEXo/Jwsd1pQEUkrpabKj6ZImfR5yYKHVVYjDAYtNq5YgJYqK/qdoRFvK8Kj4eajZHn7+p3qRRwiudh6RlwYnvDhrk92YtwTwKEhF+79+2GMun1xUyJjpzWqvSc9I26sX9EQl2ds6gi36379Gp6+4Vzcc1UXRlxemPRarG4sh8vnh6IAWo1AhdWA71y8AiMTPmy5oA1DLi/+68Ue/L9Hd+NHl52Off3qwbeb15+GxZVmAKlzrjVWpDfFU1EkekZCn3FfMIjy8Ag3TyCYMDqv3HzidolBh8ZKK4YmvDDrtdjXN467/nYIt1zYgS/+bheuOacFe/vHsbf/REGDu/56MKGdD336LCyeWYw+bTz3U7FgXyUiyp7uXgf+36O78aG2WihSQkogKCXWti/AHX/aiw0rF2FhuWnaGTdEM5GP3vQeAFcA2C2EeD1831cBXC6EWIXQlM/DAD4DAFLKbiHEwwDeQKjS6GdnWikUAHRaRfVLtE6rTP9kogLQ61APKPQ5PFi5KMmTZmli0oMnVQoMfKi9OmWALVX1zlRTOMvMJpw/ZSTd0joryswmHBycwI/CydOFAKQEfvTsfqxuDAUWr7xrR8I6n0wykili1JVZdbZUxQ5SJW1Plnur3+nFioV2bL6gDVsePzGqbfMFbagtDU1tNRi0OauoWGwiwa+p77clRbAxkoutqSr0e6RgwemNZQlTUX3BIP7t/Uvx65eOJExj3HxBG+54Zj8uPmNhXJ4x1c+m0xPN8wcgVPX1rX68M+LGgy+HKmweHAyqjqQbdftw+zP7VQN3W594Az+8dBW+/fSbcdMuY9fzg4+uQnPV9ME1RZF4dm8/9ocDeaH1ueDyBaO/R0bnJd6Ob/uN/7wUl53ZOOOCBn1OD1ZO29LM8NxPxYJ9lYgoewbHvfhQWy3OOiXxuHrFu5vwvaf34TP/dApWceYzZVE+qoX+Fep51J5M8ZxvAPjGbLYbVDRJR4wQFYP6UrN6dc7S3FW4eSNJgYGmqq6Uo9129zqSTv2MFEJINoWzLMlIun6nB7+8chVGXTKar2zjqmoMjHuiObNixebQSibT6mxJp6/ajNBqRNL8aIqUSZ+3qNyKBWUufP+SlXD5ArAadLCZtVhUXhyFCbIlEvSKjNBTy7/mCwYTgl7Xr2mFP5j+l9BUU1GrS4ww6zW47MxGLCw34/uXrMTBIRcCigKjTsCgC7VnaqL+cosBF61eCJtJi4VlFkz6gtj5zhgUqUCv1WDcE8C+/vHoKC61KqI//NM+XHteC8wGXcqAlF4r8N2LV8blUrvrk53w+hVU2QzwByT+9vZg3EgztRFpbl8Qu4464toEIKGNyW7Htv22P+7D9y5ZGX09Iq9R7O9zfQzjuZ+KBfsqEVH22M16fPTMRmwKB9aAE8fVe646E/sGJmadloJoqnkzDjLVSBOiYtBWb1edFtk2TV6x2cj0c5Nq6ueZzakLISQLrjRXmvDc/pGEfGXntVZg3KsetKq0pi5okCrHWypajVRNPK3VSnTUlyXNj3ZoZDxpwmqNRuDcJTU4POyacWGCdAJSxSAyimrXUQcUGQrMdCwsxZpltXH7U2k14qEdPXGjGB/a0YN17XUz2lay1yyoAN986i1cc04LvvC7XQn9I3bUWCRR/1fWLYfbH4xO4/z33+2Mvsdfv6ANvkAQQy5f3Gi3ZCMZm6us6B1zpwxIqQUGI6/f3w4Mq440UxuRFlRkQpsi7ZhaBVTtdn2pKRpQbK4qgUmvgaIo2HphO37y5/3TFjQo1GMY0VxjXyUiyh6XL4AJT0D1uDo04cW3L1qBMsu8CYXQHJk3PSrTL9FEhUKn02Djyga01pSgz+FBXakJbfWls6oWOp1MPzfTVe/U6TQw6DTQaQUMOm10H1JVgewZ9Sb9q75Bq0mYFnfD2la4vAEAwNikB/ti8sZFppqWW9Srs5VPU53NYtCpJp62GHQwGLS4oK0OTZXxhRAMBi3GPeoJqyc8oYTVk14fhia8GBz3QSMEakv0sJpTv9YzrZxZyHpGXNjfPxEdERV5H5dUl6Cp6kQgqanSii+tOzVhnyM506Yz3Ws2MB5f0GBqAMlu0uLWjR3wh0eDtTeUwh8MIhAEvvCB5dBpBH76f1bD7Q1iwhPAqNuH0xvL0BRQ8MqR0WmriI66fDDqtEkDUsn29fCwK2EU2nQj0r53yUocGBhPOtIsdnTe1NuLK834WGcjHtoRmeJ6Ikfcs2/14fPnL4cGEgvKzPAHFbQ3lCIYDOKBq7sw6vaj1m4s2GMY0VxjXyUiyh6bQYeSJGlEam0mODx+tFbb89hCOhnNm+BaRZIv0RUscU5FRKfTYOWi8pzlWJvqtDqr6hTO0+pSBzFSTf1MVfW0Z9SN1hoj7t/UFZ36WW4R4RFGqfOc3f/CkbiRTPe/cASNFRY0VZvxB5W8cee3V2NvvxsLyvRx2/MFfNjX70ZrbVnS/ZvwBPHJe15JOFk/cHUXAgEFT3T34WsxI9duubAdH1nVAJNejxGXB3ptOJgoJfxBBVarCa5JL/5nz0BCOz/cXpMywDbTypmFrN/pjQZIgdC+3P7MfrQ3lOKdUXfcFMfGcjPu29QFty+AxgormqvUR+upjVCb7jWrsZmiQaTFlWZ8vGsxfv3SEVx9djP6HZM4OHhi9Ndev3rRgc0XtOFnfzmAI8OTMOk1+NZHOlBh1eOUams0aKZWRfRbH+nAgjITPP4gKqxGrG4shz8YxEOfPgtufzDlyMTYvH5qI80i+xq77NiYG42Vlrg2xY40ix2dN/X2l9edin97+PWEQF7kddhx5DUAJz4bGiEBjQYGrQY2kw42kz7nAWCe+6lYsK8SEWXPhM+PheUm1eOqXqugqsSQ0z/u0fw0b4Jrbw9N4sW3h3D3VWdieMKLyhIjfvdyD8osBiypzXfriApTidmED00pMBBbLTTZ1DqTKfnUz53vjCatelprE3hu/4TK1E97yr/qa4XAqNuHn/z5wJRlJuxLkTeufYEFLx1y4ubtr8dtr6vZnnL/Uk173XN8DA+9fATfvWQlJr0BWIw63Pf3g2itscJs0OLaB15L2IfHPns2uvsm8PCOxOc1VVnQ1WxM2pZklTOnyzdXKGL3a8KrPny/3+mByxOITnGcGsi67dITyfsDAQV7+50YcfvhDwZRYtTj6Ogk9FoNfvCHt3D1Oaeg2mZI+ZppNSeCSzd96DR87sHXps1HNrXowJbHu3HNOS34yZ8PwONX8JVHd+Pa81rwv28N4Lo1rdiyoR2ARKlJj/YrOzHhDaDSakCNzYjGisym9dbYTClHmgGJyya8QWjghVYAm9e3wa9IlJp0mPAGsPXCdngDCrQCoamtQQmd5sTtQFDB0poSdDWXw+MLRqv1fu+SlfjFc29j1zFn9PU4MuLGj57dr/re5XKUJc/9VCzYV4mIssdi0OPgoCfJcXUB1izLUZlymtfmTXCt1KzHk939+O/Xe6P3mfQafLSLJUKIUilJUmBguql1JpMOZzYnnrhSVT31BgxJp342lqv/Vb+xXAufosOWDW3YHLNsy4Y21NgN2PmOM0UeG2Py7VVIPLWnD5//7Yn9+8FHV+GD7XUpp72OTfpx8RmN+GJMzq3NF7TBMelPWkDhyPAk9DqBi1dPed76Nrh8ASiKxBt9o3B7JIYmvNBqBNx+H06rK0et3aTaltCU08I2tQ/dsHZJktx5Bpj0Wtz9+7ewfkVDQiArMuqssdyCp7p7cXR0Un002fo23P3Xt/G19W0JBQhaqkoQVCSe3z8Aq0GHpkorvrzuVFiMWpRbDNPmI1N7X4WI/12n0eDi1Qux53h8TjkA+LeHZj+tV6tBwii0dEekuf1BbHmiOzQ6T2BKbjb12801Fmw6pxlvHHeiodyM4QkfDg25EVQUbHpPM+752yHsOuaESa9Bz4g75XuXq0Awz/1ULNhXiYiyR6uR0Gs1qsfVizsXcdQa5cS8Ca7V2nT45ZWrodVoMTjuRbXNiKASRJ1t3rwENI9NTHrwRkzOsdjRZ5nKdDpiXZKqp7V2E94ZnUwaCOt3Aqc3lpyYwmkzodwq8PIRN6pKDHh6dy9+fsUZGHP7UWbR496/HsLiSkvKEW+pppoeHJxA76gzbsrorp4hHBwsQVudTXXaa1udDXv6xrHl8VcTRjHdf3UXhAiqtsWo18Cs12LLE1Oe90ToeX1OF944ljiir8JiQFOlFbdduirj/GP5NLUPPbzjqGruvK8+ugejbh+uX9MKjSZ5ZdjxST96xyajo7AmvH78+OOnw+tXornPPn3eErh9Qfz446djf/9ENFD09uBEXAAptg03/vNSKFJi0hcEoD4yTO19lRJxv59aZ0OvYxIlBi3qyyyQUoHNqMOkX8GWC9ow5PLiv17sUf0cKYpEz0joMxyp/Dm1CqjbH4RJp0VrTQluvbAdbn/8qLNSkw7jMSPSNDixLJPHWfQ6dDvGVQOZN6xtxWfXtOKGB1/D19afhh8/ewAXn7FwzkdZ8txPxYJ9lYgoexRFQCP8uG9TF/qdHlTbjHj01R50NlVhQak+382jk9S8OWN7/MDxMV/Cl+HpqgkSzbVkyfczNTHpwZMqOcc+1F49qwBbptMRtQLYfEEbtjx+IlC0+YI2aDVi2oTOF/z4HwnL7r+6C5VWI144NII/7xuKW3bT+jZoREB1xFt1iRZAku3ZjPArAdgtZlx5z0txz/MrAewfCmDH4cG4YebbXu3BsroSDCYZnTY47kV9qUk1eGQz6pIG+kZcPkBCfYTdpi4sKCvBPy2pwP1Xn5i621ZXUnDFDCLTP4ddXpj1Wri8QQy74ve51+HB/S8cwfcuWYlJXwBHxyZx/wtH0OvwAADueHY/vnfJyqQj9Q4OTaDSZsSA0xsdhXVszBP3et9yYTuW1ZYgqADX/fo11cT/kYIKQOi1/tU/juDL606FIiWqSgw4s7kC/oCCoCJx36YzMery4/uXrMTRUTfue+EIRt2+aM61SPtuWNuKUqsOvQ4gKIHv/+Et1fZt2dCGMosBh4Ym4Jz0YcIbhE8Jwm7UwxNQott1aQMYdfmh1Qq4dAH4gzK0TMroqDohEDd6DgKI+1Wo3073cQICrTUl2HphO5yTJwKZgaCCEpMOBp0WP/n46Sgx6nDLhW3Q6zT40eWroNUIHBhwwRdU8PjOYzkdZclzPxUL9lUiouzRaBT0OxXcvP2luGNquQUYHA+iuTrfLaST0bwJro17g/jTm8fx8yvOwKjLjwqrHv/14iE0VS3Jd9OIosYmPUmT72caYHsjRc6xrmYT3JM+7OkbjwZm2utssJgN06430+mIR4bd2Nc7hns3dWEwXDHz6d3HYDPpcE5rheqIsKV1VhihxU8/cTq0Gg1Gwp/hoKKgo86OfpcXv/vMmXD7RHSUmUUvodUAwxMKau3auBFvk34Phl0KamzqU01r7FoMOINJA1ojbh8efqUXD7/SG7dva0+tR5VNPWBXVWJEa40FR0cnce15LVAkoBFAQ5kZrTUWSKk++qmqxJh0Km3/uBfuSZ9qIYT17bVpvY9zITL98ztPvxk3MuxT57Yk7POo2xcaEWbQorXGhk++uwkN5WaMur2otZth1muiAZuhCR8qrXoYdVoMjHtg1Glh0Uu01uhxzXuaMeRKDJR97bE9uP/qLgyFg6Bqif89/hMVQmvtBlgMOnw73PbhCW/ClMmpwbtSix4erx8fPWMRPAElWmDj1Hp7tE3JAnmbt3fjhrWtsOi12Bczsk6IyaRTNXvH4qdxHksyjbPfkd50z/Qfl7xNxx2euOmokcdNHeG29cJ2LCw156zv8dxPxYJ9lYgoe4KKRvWY+qlzl8A4byIgNNfmTdfyBYNYe2o9PvPAK3EjBHzBYL6bRhSVKvm+Wt6zdKSa+uie9OGJPf0ZBWYynY7YVGWBy1eGq2JGhG3Z0IamCgvKzCacP6WAQmTkns8XxOC4P6GtWq0GQgTwRq87IUj2rhYdWmsteOWID55AEEEF8ASCUKQWS2stMGn16FioxAXebGaBBXYbdh/rTxrQaqqyqAbCFpSbYDfpVUfm1ZUacXBoEgOOCZxzSlV0e7veGcLBIQsCShBfv6ANX4953tcvaENQCWJBmXrAbkGpEXv6xpP0GQu6VHLe5UPPiAtHR1zRhPn+gIL/771LoNUAX1m3HN96+q241+ruvx3EmuV1cUGYr1/Qhn7HJO7626FogGZpTQmuObcZDrcfLl9ikKsqJhdafakJV757MVqqS+D1K7CZ9EkT/y+uNONjnY14aEd6BQ2mBu+uPa8FJUYdfvWPnuiou9D7F1QN5MXy+BVUWAw45piM247adtNZVmiPm5pz7ebH9mBZbQlWLirPdrcDwHM/FQ/2VSKi7El9TGUVZsqNeRNcM2i1eFezPS5/Uo0tNDqFqFCkCoQBSDnKzOMJYHevA31OL+piqnOmmmqZTmAm2TRVjUZgXVsdll9/LgbCI9AiFSxTmfQFo4UHItvcvL0bD1zdBUWR+PuBUdUiCbuOO1Tb2lJthSJl0sIE4x4PBsZ9CcUOekY8OK3eiIOD3oSiBctqNSlfN6lI1QCaVIBF5VYsKHXh+5eshMsXgNWgg82kxaJyK97s7cNdfz+Ki1aHptft7Z/AI68cxaJKOxrKzWiqkrhvU1f09ZQIwmrQIyglbrt0JRQFcHkDsJp00AhAp9Xg+EjyPHX5FggoeKPXgSGXF3VlZuztH0dDuRkmnRanVFvh8gZQYTXguxe3o7LEBJcvCJtRh0+e3Qy9VoOvfnA5xiYDaK6ywuH2orW2BF+/oA3jHj9uu3QlSow67DgyCgCqQa47rzgjWrjgX85rgRDAwcEJ3P5MKDD3k/A0Rr1OE53eqdUKnNtahTG3H1svbIc/qODHHz8dWiFC+cjMOnQ0lMKg08AbUOKmQlpNOnj9CnRaDXQa4FsXdcDtC8Ju0sFm0sHtC6pW85zaxyxGXUIQLrJfaiPtUi0rtMep9dU+hwcrF2W584Xx3E/Fgn2ViCh7Uh1TC+EamU5O8ya41liuxXP7nQkjW85rtee7aURRqQI6qUaZaYQG23f3Jizb0FGP0+qsqlMtT6uz4s/7RlIGZqabpqrRCLRUl8woGXmyipn9414cGlIvkrDsc+eiL0mOtz6nBzLJCKB+ZygptFow795NXTg87IoG1iLLPv/b13Fq/bmoLlGfMlpdokXPqA8/+8sBXHNOKGAjJfCzvxzA1gvboSgSnsCUtgQUKIrEwnIzNr2nCbf9cV90nTf+81I0lJkBCRwZ9iQEAdvqDRhx++CcDCSMajMbfMn7jG1u8/QoisThoQkcd3jgCwZRXWLCvoEJ3PHMPnxt/Wk4Fq7gOXUq5eJKMz773lZ89dHdidU9L2jDn944in0DE/j6BW3Y3z8RN3JtywVtccGbWB6/gjG3HzesbcWkPxg3gqrcYsDFqxfGTbs8EDfNMvl0x1RTJmOnQk6dLrplQxt+u6MHF6xoSKjYObV4wrExd0IQDlAvpDDdskJ7nFpfrSvNXc41nvupWLCvEhFlT8pjqmAuS8qNeVODtmc0iB2Hh3D3VWfijstW4Z6rzsSOw0PoGeVfBKlwLA0HwmK/iEZyjiUbZbanbxy7e9VHde3udaAkPNXy/qu78KPLT8f9V3fh/HAxg0hgJlZsAYFk01T39bkAhIolvHRoGI/vPI6XDg1jYtITXY9r0hu3zDUZCtjVhXO1Td1mnd2IIyMu1SBJz4gLtbYkbbUZU+5HsgIDQ+Ne9I6pj/rqG5tEz6gPTvck7t/UhR9dvgr3b+qC0x263+MP4sjwJH7y5wP48bMH8JM/H8CR4Ul4/Qre7HPCEQ7kQAIQgMPtw5t9TihS4lf/OIJrzmnBdWuW4FPntuBX/zgCBRITSUb0uXxBWA26aGAtsuzrj3fDatCh3BIKAsb3mTaUW+dmyLt70oeXDg3jqe5ejHsD0GkFXF4FE94A3jw2gm9dtAL+gITHH8RlZzZi2O3D7c/sR7nFgM++bwlufP9SWAxafG5NK7yBIMothug+bnm8G58675To/g65fFi/oiEagLMYddCK+GBOhEmvQY3diNaaErTW2KDIEyOqLlq9MNqO9SsaEm4PuTJbNvX21PfyXS3V+NlzBwEAXzh/ORZXWnBWcwVu++hKfO+SFfjPj6+GSafBb17qQYXFgBvWtuLxncdQYTGg0hr/e7rLCu1x169pjeurt25sR1t9ac76J8/9VCzYV4mIsifVMbW9zpbv5tFJat6MXJNQsOk9TRj3hCqpaTUCm97TBKeXFy1UOFLlHOt3Jh9lJgC8u7kCV53THE3aec9fD6F/3AvnpAcTXk8o0BP6BxNeDzQ4EcxTKyAApJ6mOjHpwTuj7rj1vjPqxiKEqgiqJdn/cHtNdBTP1BFaJr0WipSqI1usBi00Qqo+TyMkqmw61VFmtXYtNCLF9E6oj6TR6TQYd/tw61MHAByI2/87rzgj6WixGpsBnkAAFSVGGLQaBBQJu0kXemwgAKcnkDA66/o1rRia8MLlVVRf68Fxb9LpdEMTXihSh5Zqc1zeOI1GwbDLh9aUvW32xic9+N99I9g/MI56uxH7fQpu2rY7bkTa1fe+HN3Xr60/DUIA5RYDrjhrMR7akZjg/vo1rXjgxSMAgCvfvRiVVj3u/mQnJnwB1NiMmPQFsbSmA1aTDlIBltXZYdKFppB+86m3UG4xYNPZi7G0zg7nZAAHBydg0mviRlDNZrpjqmVTb099v4QIVUT9ztN7AQA/+fjpMOq1+P9+/RqAE3nh/v385bAYNagwG9DRUApfMIhyswG+oIL2hlIEg0GUzmDZXDzOHwxCUYCvX9AG56QfDUYzvviB5aHpskYdrEYt2hs6EAwG8cDVXRh1+0OVbetLodPl7u98PPdTsWBfJSLKnlTH1EIp+EUnn6IJrgkh1gG4HaEMhL+UUn57Js+vtenx0uFx3PxYzJf9C9vR1cTINSWXLI9ZrjgnPfBMCYR5vB44AdTZjXjxy+9Bz0gwmjugsVyLntEgrAYtvnXRMvSMBOHU+GHSh34fcgFuryfhg65D6P7+cYnzWm1x+Qgay7U4MjSJskWhkW3Jtjnk8mD3cVfCZ8ps0GBgPKi63u6+CYy6/finVnvCsp3HPKguMeDZz78bR2O2t7Bciz6HgoAiVZ/XMxLErqNunKey7OUjbjRVWvC/n393wj4MTgCKDKou6x8PospqwHNffA/6xk4sqysN5WoIBqH6vGNjCow6LZbW6tA3FoQ2/F40VRkw5paw6IELT69C5+Ly6PMayrXoGQ6gxCiSvtYA8Kn3LML72xqiFVb/2H0MVVYjNBpArw3CG4nlCECvlch1slafL4ihCQ/KrXosrbHBZtZFk8bWl5rw5XWn4t/CU3wjQaNSkx51diO+/9EVuOa+HdEE9+UWAy5avRA2kxYtVSW47dIVGJzwYczlw66jjhNVMGOmlh53eKIj4DadvRjtDaW4d9OZGBz34ujoJP7lv04ksP3mRzrQUmOFzaDH2adUQgHw4tvDGU13TLVs6u2p+2UxaNH2f1ajpsSIgKLA5QvApNPgoWvfBd//396dx8lR1/kff3265+i5c00mQ0IuCFdCiBAisIAHosFFQF0Rd0VAXNYDwR+6KquisLLqussqq66iiyCrIsrKoYKwIOKFEDAnVwIJOUgyycxkjp7pmenu7++Pqu70zHT3zPTM9JF5Px+PeUx3VVfVp6q+9a1vf/tb32/MEYvHaAhV0N0fS3Zi7tIc+8SpHu28kT7nRvm5dOtLZFVmMLPGi722qowZVQf3Y4ZfCecVdT0DsTh90TjdA/1MK5u8x0J175dc5PveD0qrkptCpFWRUqA8VQqhJHJfMwsC3wTOBnYCT5nZfc65Z0e7jn1dseTFBQdHKbvj/atYOGtSwpYSF4lEM/ZjNlkFl56+SIb+AeDwEfpjyWVeU51lXS5bfwU72jNfU9mWG6lfmVzmzZ9RPcJyXcPO45lL6oBglnnZlsstTmrLcowTjpozeITVG85byvwZQX+5nozLTZbdXV1sfLWHne093PnUdq58w5JkRdoHz1xMuD866H3PQIyvPvQ87z9tETWhsmRLrtRWbO8/bREv7eumd+BgS41so1GmDlSwbmdHcrmhgxv808838J8XvYZt+zoG9Zc2tO+zxGszcpqX+vqfzjlm0LZe8gdSSJyjf3zL0dRVBNnZNrR/t4P9wL2Y8nqnDf7cC6OcN9rPjXZb2db3fIb17Ur53NCWiql9OE4G3ftlrApx7welVRm7QqVVkVKgPFUKoVT6XFsFbHHOveyc6wfuBM4fywoydaLe0qXRQiS9bP2YTZbtbbG0o15ub4vlfR54/RVkmp/tmsq2XNZ4si2Xy7z2xLzh53F7eyKWNPPaRpiXbXu57N9IcY64vfRxTqa9HTE2t3Ql+xnb2d5DqDyQ7M9sR9vg96n9kSXmAbxr5TxufnRwX2WJ/tFGeuwyse5EP2ipy6SKDMRpT/ncK629g/o+mzejiqP8kUjnTKviqKY6lsyu5Ybzl9E8fSzzDr4+ek591j7YvvrrF6iuLB91H24T0Q9cMXwuUbGWmlYTfThOSjrVvV/GqBD3flBalbErVFoVKQXKU6UQSuVnjbnAjpT3O4HXjmUFM2sq0vaRNKNGz1xLenuy9Dc2WbKNpJl4nc95Gftc6+pjVm3mayrbcnndj84c503G9iYjzlFsb7Ls7eobVOF115qdXPXGJUSiMeIO7n568PvUirHEvJ+sOdjibWhfZaN5BHNoP2ip84amy6qKskHrT+377CvvPJ5P3b2BK994ZHKZbzy6Jfk+9XW2eamvD59WlXa/EiID3mOhI1UgTmQ/cMXwuXznqbr3y1gV4t4PSqsydoVKqwnOObq7u6mpqcHM8rJNkdFSniqFUCot19Ll2MO6hzGzK8xsjZmt2bdv36B5NRVBPv+2wSPqff5tS6mpyM+IelJ65owwkmausqXTbKNe5nveSPFku6aKaT+m8rzxGimtplZ4tff0c8cTr7Bkdh1BG/4+tWIsMe/c5XOp8wd8SMwLlQe4++mdoxqNMjFS6NDlrj5r8IiUn3/bUnYf6Mk4qmhNxeAYsvWlNlI/a4nXNWn2K912R7u+iYipGD6X7zxV934Zq8m694PSqkysQpRTU8X6I1x2y28Jhyev9bFINspTpdiYc+m6MC4uZnYq8AXn3Fv899cCOOe+lGmZlStXujVr1iTfH+iN8OeX2hmIOcL9UWoqyigPGq89Yvqk9fUipW0MfVnk/HNdunT60MZ9w7b55mWNAHmdN60qNGI8ma6pfMeqeZnP4USkU0ifVh9/oZVdB3oH9aU1vbqCD71uMeH+WHLAgcT7g/2KxZKPSS6YWcUHX3ck3/7tlkHzEgMVLJ3b4Hf2H6eusoz2ngGCAaM+VEa4P0p3X4wD4f5B27vstAUsmVNPb3+U8kCA7zy+hbctn4sZyc8ljlWi77PWnoFB/aoNjXc081JfV1UEiDkbtl9DtxuJxke1vomIqRg+N8o+1yY0T9W9X8YiH/d+UFqV8StEOTWhu7ubd3/tASxYzvcuO4XZs2fT09NDTY032nw4HFaLNhkr5alSKjKm1VKpXCsDXgTOAnYBTwF/65zblGmZdDeDA70RXtwTZm9nH031lRw1p0YXl2SVGIUpkWYyjMI0oYWWbOk03/OKLR7Ny+0c+ia00JLY7taWHrr6osSdo6aijNZwPzNqyqkMBunsi9LdF2VOXSXBgNERiTIQizG9qoJwf4yevhi1VUFqKsro6B0gHndMry6nqy9Gd1+UxtpKwNEzEE8u190fG/TaEae+opxILM5AzNHTF2VWbSUD8Tg9/dFhy/TH4vTHHGF//YlROzN9Lt12s81LfR13zttWf5SZ1d68dNtNrC91tNCxbne0MU305/r84x6Lx2kIlY9qfXWV5bR099FYO/FpVfd+mQiTfe8HpVWZGIUop8LByrV4LAZmfP+K1/GB//4dd159DgAXff0B7rz6HGpra3PdtEw9ylOlVGRMqyXR55pzLmpmVwK/BoLArdkq1jKZVhVi1SJdUDJ6oVAZJy+amddtZkun+Z5XbPFoXm7ncLJMqwrxmgXKU6W46d4vY1WIez8orcrYFSqtpiqr8NJssKIK5xzhcJhgRVVyfmKaWrJJvilPlXwrlT7XcM79yjl3lHPuCOfcjYWOR0REREREZCpLVJ6B9zjopd962GvR5guHw7z7a79i7969xONxuru7yeeTU4mBFw71bYpI4ZVM5ZqIiIiIiIgUj1h/hA/e+nti0ajfai2Ec46uri46Ozvp6uoCjEu/8xhbt27loq8/QHd3d3L+0L+urq5kJVw8Hqerq4uuri6cc8n1pn4mUYGVOi/x2e7ubrq7u7no6w9kHXhhpMqwofNH+nw4HB5xm0PXn3q8RhuHiBSXkngsVERERERERIpDrD9CLBZPvu/r7uAD336YMv+R0L+96d7kvMS0D3z7YUJ109m6dStX3/HHtOstqwjx7fefwUdu/yPfvOQ0/uG7j2LBcu746GoA3vu1+7FgefIzt334bGpra+nu7k7OS3z20m89zDcvOQ3w+onLpLu7m0u/9XByXSPNH83nR9rm0M+/92v3E4vFKKsIccdHV48qjlJTijGLjEVJDGiQCzPbB7ySYfYsYH8ew8lGsaRXTLFA9nj2O+dW57LSEdLpZCil45pvh3osOadTUJ46DsUUTzHFApnjmaw8tZD7P1W3XejtT+a2lafmXzHFAsUVTyHKqcW0/9mUQpyKcerkqZNpquwnFHZfM6bVQ7ZyLRszW+OcW1noOECxZFJMsUDxxZOrYtuPYopHseSumOItpliguOIpplgg//EUcv+n6rYLvf1C73uuiiluxZJZMcVTiFiKaf+zKYU4FePkKuXYx2Kq7CcU776qzzUREREREREREZEcqXJNREREREREREQkR1O1cu2WQgeQQrGkV0yxQPHFk6ti249iikex5K6Y4i2mWKC44immWCD/8RRy/6fqtgu9/ULve66KKW7FklkxxVOIWIpp/7MphTgV4+Qq5djHYqrsJxTpvk7JPtdEREREREREREQmwlRtuSYiIiIiIiIiIjJuqlwTERERERERERHJkSrXREREREREREREclSQyjUz22ZmG8xsrZmt8afNMLOHzWyz/396yuevNbMtZvaCmb2lEDGLiIiIiIiIiIgMVciWa29wzq1wzq30338aeMQ5twR4xH+PmR0HXAQsBVYD3zKz4EgrX716tQP0p798/OVM6VR/efwbF6VV/eXxL2dKp/rL49+4KK3qL49/OVM61V8e/8ZFaVV/efzLqJgeCz0fuN1/fTtwQcr0O51zfc65rcAWYNVIK9u/f/9kxCgyoZROpVQorUopUDqVUqG0KqVA6VRKhdKqFINCVa454CEze9rMrvCnNTnndgP4/2f70+cCO1KW3elPG8bMrjCzNWa2Zt++fZMUusj4KJ1KqVBalVKgdCqlQmlVSoHSqZQKpVUpNoWqXPsr59yJwDnAR8zszCyftTTT0jbHc87d4pxb6Zxb2djYOBFxikw4pVMpFUqrUgqUTqVUKK1KKVA6lVKhtCrFpqwQG3XOver/bzGzn+M95rnXzJqdc7vNrBlo8T++Ezg8ZfF5wKu5bDced2xrDbO3M0JTfYiFM2sIBNLV3YmIKM8QGa1ivlaKOTaRVEqrIlLKlIfJVJf3yjUzqwECzrku//WbgRuA+4BLgC/7/+/1F7kP+JGZ3QQcBiwBnhzrduNxx4Ob9nDNXWuJDMQJlQe46cIVrF46Rxe9iAyjPENkdIr5Winm2ERSKa2KSClTHiZSmMdCm4Dfm9k6vEqyXzrnHsSrVDvbzDYDZ/vvcc5tAu4CngUeBD7inIuNdaPbWsPJix0gMhDnmrvWsq01PBH7JCKHGOUZIqNTzNdKMccmkkppVURKmfIwkQJUrjnnXnbOneD/LXXO3ehPb3XOneWcW+L/b0tZ5kbn3BHOuaOdcw/kst29nZHkxZ4QGYjT0hUZ1/6IyKFJeYbI6BTztVLMsYmkUloVkVKmPEykcAMa5F1TfYhQ+eDdDZUHmF0XKlBEIlLMlGeIjE4xXyvFHJtIKqVVESllysNEplDl2sKZNdx04YrkRZ94DnzhzJoCRyYixUh5hsjoFPO1UsyxiaRSWhWRUqY8TKRAo4UWQiBgrF46h2OuOoOWrgiz6zSCiYhkpjxDZHSK+Vop5thEUimtikgpUx4mMoUq18C76Bc31rK4sbbQoYhICVCeITI6xXytFHNsIqmUVkWklCkPk6luyjwWKiIiIiIiIiIiMtFUuSYiIiIiIiIiIpIjVa6JiIiIiIiIiIjkSJVrIiIiIiIiIiIiOVLlmoiIiIiIiIiISI5UuSYiIiIiIiIiIpIjVa6JiIiIiIiIiIjkSJVrIiIiIiIiIiIiOVLlmoiIiIiIiIiISI5UuSYiIiIiIiIiIpIjVa6JiIiIiIiIiIjkSJVrIiIiIiIiIiIiOVLlmoiIiIiIiIiISI7KCh1APsXjjm2tYfZ2RmiqD7FwZg2BgBU6LBEpUsozREavWK+XYo1LZCilVREpZcrDZKqbMpVr8bjjwU17uOautUQG4oTKA9x04QpWL52ji15EhlGeITJ6xXq9FGtcIkMprYpIKVMeJjKFHgvd1hpOXuwAkYE419y1lm2t4QJHJiLFSHmGyOgV6/VSrHGJDKW0KiKlTHmYyBSqXNvbGUle7AmRgTgtXZECRSQixUx5hsjoFev1UqxxiQyltCoipUx5mEgBK9fMLGhmfzGzX/jvZ5jZw2a22f8/PeWz15rZFjN7wczeksv2mupDhMoH726oPMDsutC49kNEDk3KM0RGr1ivl2KNS2QopVURKWXKw0QK23LtauC5lPefBh5xzi0BHvHfY2bHARcBS4HVwLfMLDjWjS2cWcNNF65IXvSJ58AXzqwZ316IyCFJeYbI6BXr9VKscYkMpbQqIqVMeZhIgQY0MLN5wF8DNwLX+JPPB17vv74deAz4lD/9TudcH7DVzLYAq4A/jWWbgYCxeukcjrnqDFq6Isyu0wgmIpKZ8gyR0SvW66VY4xIZSmlVREqZ8jCRwrVc+xrwSSD1wewm59xuAP//bH/6XGBHyud2+tNy5tx4lhaRqUZ5hsjIAgFjcWMtqxbOBODPW1t5eV838XhxXEC6jqVUKK2KSClTHiZTVd5brpnZuUCLc+5pM3v9aBZJMy3tJWtmVwBXAMyfP3/QPA0PLMUiWzqV4qE8Q2lVRhaPO7a1htnbGaGpPsT86dU89NzevF43uvdLqVBalVKge7/kohB5mNKqFJtCtFz7K+A8M9sG3Am80cz+B9hrZs0A/v8W//M7gcNTlp8HvJpuxc65W5xzK51zKxsbGwfN27o//fDAW/dreGDJr2zpVIqH8gylVckuUZB+682/4z3f/TNvvfl3/PHl1rTXzbbWybtudO+XUqG0KqVA937JRSHyMKVVKTZ5r1xzzl3rnJvnnFuIN1DBo8659wL3AZf4H7sEuNd/fR9wkZlVmtkiYAnw5Fi3+0pbOO3wwNvbVGgRkeGUZ4hkt611eEF6zSttaa+blq5IIULUdSwlQ2lVREqZ8jCRwo4WOtSXgbPNbDNwtv8e59wm4C7gWeBB4CPOudhYV15TUZZ2eODqioKM6SAiRU55hkh2ezsjwwrScUfa62Z2XSifoSXpOpZSobQqIqVMeZhIgSvXnHOPOefO9V+3OufOcs4t8f+3pXzuRufcEc65o51zD+Syrab6Sq4+a8mg4YGvPmsJTfWVE7IvInJoUZ4hkl1TfWhYQfr+dbv4yjuXD7pubrpwBQtn1hQiRF3HUjKUVkWklCkPEynAgAaFMn9GDUuaarnizMXEHQQMljTVMn9GYQr8IlLclGeIZLdwZg03XbhiUOfFn1p9LG8+tonj5zbQ0hVhdl2IhTNrCtYhu65jKRVKqyJSypSHiUyhyrVAwHjj0U0snlVbFAV+ESluyjNEsgsEjNVL53DMVWcMu0YWN9ayuLG20CHqOpaSobQqIqVMeZjIFKpcA4qqwC8ixU95hkh2pXCNlEKMIqC0KiKlTXmYTHXFNKCBiIiIiIiIiIhISVHlmoiIiIiIiIiISI5UuSYiIiIiIiIiIpIjVa6JiIiIiIiIiIjkSJVrIiIiIiIiIiIiOVLlmoiIiIiIiIiISI5UuSYiIiIiIiIiIpIjVa6JiIiIiIiIiIjkSJVrIiIiIiIiIiIiOVLlmoiIiIiIiIiISI5UuSYiIiIiIiIiIpIjVa6JiIiIiIiIiIjkSJVrIiIiIiIiIiIiOVLlmoiIiIiIiIiISI5UuSYiIiIiIiIiIpIjVa6JiIiIiIiIiIjkSJVrIiIiIiIiIiIiOVLlmoiIiIiIiIiISI7yXrlmZiEze9LM1pnZJjO73p8+w8weNrPN/v/pKctca2ZbzOwFM3tLvmMWERERERERERFJpxAt1/qANzrnTgBWAKvN7BTg08AjzrklwCP+e8zsOOAiYCmwGviWmQULELeIiIiIiIiIiMgg46pcM7OjzOwRM9vov19uZp/NtozzdPtvy/0/B5wP3O5Pvx24wH99PnCnc67PObcV2AKsGk/cIiIiIiIiIiIiE2G8Lde+C1wLDAA459bjtTLLysyCZrYWaAEeds79GWhyzu3217MbmO1/fC6wI2Xxnf40ERERERERERGRghpv5Vq1c+7JIdOiIy3knIs551YA84BVZrYsy8ct3SrSftDsCjNbY2Zr9u3bN1IYIgWhdCqlQmlVSoHSqZQKpVUpBUqnUiqUVqXYjLdybb+ZHYFf2WVmfwPsHu3CzrkDwGN4fantNbNmfz3NeK3awGupdnjKYvOAVzOs7xbn3Ern3MrGxsax7YlIniidSqlQWpVSoHQqpUJpVUqB0qmUCqVVKTbjrVz7CPAd4Bgz2wV8DPhQtgXMrNHMpvmvq4A3Ac8D9wGX+B+7BLjXf30fcJGZVZrZImAJMLS1nIiIiIiIiIiISN6VjWdh59zLwJvMrAYIOOe6RrFYM3C7P+JnALjLOfcLM/sTcJeZXQ5sB97lb2OTmd0FPIv3yOlHnHOx8cQtIiIiIiIiIiIyEcZVuea3QHsfsBAoM/O6R3POXZVpGX/Qg9ekmd4KnJVhmRuBG8cTq4iIiIiIiIiIyEQbV+Ua8CvgCWADEB9/OCIiIiIiIiIiIqVjvJVrIefcNRMSiYiIiIiIiIiISIkZ74AGd5jZ35tZs5nNSPxNSGQiIiIiIiIiIiJFbrwt1/qBrwKfAZw/zQGLx7leERERERERERGRojfeyrVrgCOdc/snIhgREREREREREZFSMt7HQjcBPRMRiIiIiIiIiIiISKkZb8u1GLDWzH4D9CUmOueuGud6RUREREREREREit54K9fu8f9ERERERERERESmnHFVrjnnbp+oQEREREREREREREpNTpVrZnaXc+5CM9vAwVFCk5xzy8cdmYiIiIiIiIiISJHLteXa1f7/cycqEBERERERERERkVKT02ihzrnd/ssPO+deSf0DPjxx4YmIiIiIiIiIiBSvnCrXUpydZto541yniIiIiIiIiIhISci1z7UP4bVQW2xm61Nm1QF/mIjAREREREREREREil2ufa79CHgA+BLw6ZTpXc65tnFHJSIiIiIiIiIiUgJyqlxzznUAHcB7zCwINPnrqjWzWufc9gmMUUREREREREREpCjl2nINADO7EvgCsBeI+5MdsHx8YYmIiIiIiIiIiBS/cVWuAR8DjnbOtU5ALCIiIiIiIiIiIiVlvKOF7sB7PFRERERERERERGTKGW/LtZeBx8zsl0BfYqJz7qZxrldERERERERERKTojbdybbv/V+H/iYiIiIiIiIiITBnjqlxzzl0/UYGIiIiIiIiIiIiUmvGOFvobvNFBB3HOvTHLMocDPwDm4I0weotz7utmNgP4CbAQ2AZc6Jxr95e5FrgciAFXOed+PZ64RUREREREREREJsJ4Hwv9RMrrEPBOIDrCMlHg4865Z8ysDnjazB4GLgUecc592cw+DXwa+JSZHQdcBCwFDgP+z8yOcs7Fxhm7iIiIiIiIiIjIuIz3sdCnh0z6g5n9doRldgO7/dddZvYcMBc4H3i9/7HbgceAT/nT73TO9QFbzWwLsAr403hiFxERERERERERGa/xPhY6I+VtADgJ73HP0S6/EHgN8Gegya94wzm328xm+x+bCzyRsthOf5qIiIiIiIiIiEhBjfex0Kfx+lwzvMc9t+L1jTYiM6sF7gY+5pzrNLOMH00zbVg/b/46rwCuAJg/f/5owhDJO6VTKRVKq1IKlE6lVCitSilQOpVSobQqxSaQ64JmFgDe65xb7Jxb5Jxb4px7s3Pu96NYthyvYu2Hzrn/9SfvNbNmf34z0OJP3wkcnrL4PODVdOt1zt3inFvpnFvZ2NiY456JTC6lUykVSqtSCpROpVQorUopUDqVUqG0KsUm58o151wc+LexLmdeE7X/Bp5zzt2UMus+4BL/9SXAvSnTLzKzSjNbBCwBnsw1bhERERERERERkYky3sdCHzKzdwL/65xL+6hmGn8FXAxsMLO1/rR/Ar4M3GVmlwPbgXcBOOc2mdldwLN4j55+RCOFioiIiIiIiIhIMRhv5do1QA0QNbMIXv9ozjlXn2kB/7HRTB2snZVhmRuBG8cZq4iIiIiIiIiIyIQaV+Wac65uogIREREREREREREpNTn3uSYiIiIiIiIiIjLVqXJNREREREREREQkR6pcExERERERERERyZEq10RERERERERERHKkyjUREREREREREZEcqXJNREREREREREQkR6pcExERERERERERyZEq10RERERERERERHKkyjUREREREREREZEcqXJNREREREREREQkR6pcExERERERERERyZEq10RERERERERERHKkyjUREREREREREZEcqXJNREREREREREQkR6pcExERERERERERyZEq10RERERERERERHJUVugA8ikajbNpdwe7OyI0N1SxtLmesjLVL4pI8VP+Vfzicce21jCt4T4qggF6+mM01YdYOLOGQMAKHd6UpWtHSoXSqogcipS3yVQxZSrXotE496zbxWfv2UhkIE6oPMAXL1jGBSfM1cUtIkVN+Vfxi8cdD27aw1cefI53r5zPzY9uTp6rmy5cweqlc1TBVgC6dqRUKK2KyKFIeZtMJVMmRW/a3ZG8qAEiA3E+e89GNu3uKHBkIiLZKf8qfttaw1xz11rOXT43WbEG3rm65q61bGsNFzjCqUnXjpQKpVURORQpb5OpZMpUru3uiCQv6oTIQJw9HZECRSQiMjrKv4rf3k7vHJmR9ly1dOlcFYKuHSkVSqsicihS3iZTSUEq18zsVjNrMbONKdNmmNnDZrbZ/z89Zd61ZrbFzF4ws7fkss3mhipC5YN3N1QeYE5DKOf9EBHJB+Vfxa+pPpQ8R+nO1ew6natC0LUjpUJpVUQORcrbZCopVMu124DVQ6Z9GnjEObcEeMR/j5kdB1wELPWX+ZaZBce6waXN9XzxgmWDvvx88YJlLG1uyHknRETyQflX8Vs4s4abLlzB/et2cdUblww6VzdduIKFM2sKHOHUpGtHSoXSqogcipS3yVRSkAENnHOPm9nCIZPPB17vv74deAz4lD/9TudcH7DVzLYAq4A/jWWbZWUBLjhhLktm17KnI8KchhBLmxvUkaKIFD3lX8UvEDBWL53DMXPqaAv38ZMrTtFooUVA146UCqVVETkUKW+TqaSYRgttcs7tBnDO7Taz2f70ucATKZ/b6U8bs7KyACccPp0TDh9foCIi+ab8q/gFAsbixloWN9YWOhRJoWtHSoXSqogcipS3yVRRClXG6X7ud2k/aHaFma0xszX79u2b5LBEcqN0KqVCaVVKgdKplAqlVSkFSqdSKpRWpdgUU+XaXjNrBvD/t/jTdwKp9dzzgFfTrcA5d4tzbqVzbmVjY+OkBiuSK6VTKRVKq1IKlE6lVCitSilQOpVSobQqxaaYKtfuAy7xX18C3Jsy/SIzqzSzRcAS4MkCxCciIiIiIiIiIjJIQfpcM7Mf4w1eMMvMdgKfB74M3GVmlwPbgXcBOOc2mdldwLNAFPiIcy5WiLhFRERERERERERSFWq00PdkmHVWhs/fCNw4eRGJiIiIiIiIiIiMXTE9FioiIiIiIiIiIlJSVLkmIiIiIiIiIiKSo4I8Floo8bhjW2uYvZ0RmupDLJxZQyBghQ5LRGREyr8OfTrHk0PHVUqF0qpIcdC1KCK5mDKVa/G448FNe7jmrrVEBuKEygPcdOEKVi+do8xSRIqa8q9Dn87x5NBxlVKhtCpSHHQtikiupsxjodtaw8lMEiAyEOeau9ayrTVc4MhERLJT/nXo0zmeHDquUiqUVkWKg65FEcnVlKlc29sZSWaSCZGBOC1dkQJFJCIyOsq/Dn06x5NDx1VKhdKqSHHQtSgiuZoylWtN9SFC5YN3N1QeYHZdqEARiYiMjvKvQ5/O8eTQcZVSobQqUhx0LYpIrqZM5drCmTXcdOGKZGaZeH5+4cyaAkcmIuKJxx0v7+vmTy/t5+V93cTjDlD+dahJd551jieHjquUCqVVkcJK3Jtbw3185Z3LdS2KyJhNmQENAKZVB7nl4pNoDw8wvaacsmChIxIR8cTjjt9taaGrN0a4L0pruJ8d7WHOOHI2gYCxeukcjrnqDFq6Isyu08hVpSq1o+Tp1RVcdtoCjmmuJxpzHDunjl9+9Az2descTyTd+6VUKK2KFMbQMtj02gpuvXQlhmm0UBEZtSlTubajPcyBnijxOEQGYnRGjIB50xfMrC10eCKHnHwPYx6Nxtm0u4PdHRGaG6pY2lxPWVlhGufmsu872sO0hQfYuj9M3EHQYOGsmmF5lHOTHb1MlHTpYFtrmK88+BxXvuFIDptWRVVFkJsfeZHXLm5k7c4DnLxgBqcunlmwtJtOpvQ81umFoHu/lAqlVZH8SdynWsN9VAQDtIX7iTv46kPP80prL6HyAJ9/21JOO2LGmK+/8ZZHR3MPLab7rIgcNGUq1w6EBzJOXzAzz8GIHOLiccejL+xl/c6OZEXR8fMaeOPRTZNy849G49y77lU+c8+G5LDpN15wPOefcNi4KilyKbzE444HNu7h4z89OIT7v79rBecsyz6Ee2tXP3s6Itzy+MvJ5a4+awmtXf0cPj17qzaZXLmmg9QWau9aOY+jZtfRUFXGu1fO5+ZHNydbrl35xqPY393H3s4In713A9ecfTRvW35Y1sJ0c0OIWBxaurIXvre3hdnb2Ud/LMb0qgrC/THC/VEW+Y+3tHQNnpd43ReNE4nGCBrs7ujj2p9719aCmVX88/nHUxcKsm1/T3J6qDzAN/72NRwxq5a/7DjAP6VMv+nCFaxemj39Txbd+6VUKK2KTJxsFVyJ+/NXHnyOj7zuCKorywn3RakJlfGR1x3Bfzyyhd0dEa6/fxM/uGzVmCrXxlMejccdW/eHeX5PJw7Y2d5Db39sWPk5tXxRDPdZETloylSuxXH0RePDWoXEUTMQkYm2vS3Mq+29g6a92t7L9rYwC2dN/C/wG189kCzIgDeq02fu2cARjdWsmD8jp3XmWnh5aV93smItEcvHf7qWo5pOZ0lTXcbluvujfP2RzYOW+/ojm7nl4pNG3apNJl6u6WBbazhZsXbxKQv4yZrtnLt8Lq9dND1ZsfbBMxfTMxDj8/dt5NzlcwkG4NpzjuV7v3uJ4+c2sLjx4LmNRuP8cuNuPnX3eo6aXcu7V83nn3/x7KCKrUUza2npilBTWYaLO7a397KzvYc7n9rO+09bRM9AJ3c+tZ2LTp5Pe08/LZ19w+a9/7RFmIUJ98e486ntfGr1sckKtOVz63n3qvl87t4Ng6YDTK+uYPPebtbv7EhWEIOXjq+5ay3HXHXGoP3JF937pVQorYpMjGg0zgObdrO5pZu4g+d2d7K9Lcw5S5spKwsk78//dM4xxDA+8bN1yXvp59+2lA+9bjHX3efdX/eH+zJuJ90Pb7mWR9OVNT537nEEGF5+3ro/nPxcYhvX3LWWoz96BkfMVplQpJCmTOVaNO7StgqZN72q0KGJHHJau/sJ98eGt8Lq7mfhrInf3p7OvrTDpu/tzFwoGkni8b3LT1+M+XUoX3nwOY6ZU5e1kmDr/nDaWLbuD2etXOuLxtMu1zcQz9qqTS0aJlemQuwxV52RfMwzXYu2vZ0RIgNx3nHiPH6yZnuytVpl2ZHJ6a09/dy7dldyXmqBentbmJ7+KOG+GI44kQHHp+5e71XKvf7IZEzNDSE+9LrFtIcHuPJHvxu0jnBkgK8/spnLT188aFu9AzFeae3hlsdfTs5LfQ0k3z+/pzO5ncR2U6cnvOPEeXz9kc184IzFadNxS1ekIJVruvdLqVBaFZkYz+/tpKWrb9C19I9vOZrn93aybO605P15wawa/uGOpwfd36+/fxPfufgkwBvIYG5D+usv0w9voXLLqTyarsx5y+Mvcf6KucQcg8rPr7SlL2dubwurck2kwIqnU5dJ1tsfS9sqpLc/VuDIRA49kWj66y0S9a63jt4IT25t5f51r/Lk1lY6eiOjW28kylP+ck9tbSUSiQJQXRFMO2x6VUXuvUG3hvv4wOmLCfqrDRp84PTFtGb5FROgKsdYFs+sSbvcolk1GVu1dfdHx7hXU080GmfdjnYe3LibdTsOEI3GR17IF487ntvdOawQO726gvZwP/es3cVbb/4d7/nun7nstif5/Zb9yRFAmxtChMoDmMG5y+cmK8+CAZLT427wPPDO7T//4lnKAgF+t3k/n7x7HV29MZ7Z3p6slBtU4XXmYhrrQnzu3o3D1tE8rZrIQHzYtuLOe586L/X10Peh8sCg7aZOTzAjuf106Xh2XSin8zdeuvdLqVBaFZkYXZEBvvrrFwZdS1/99Qt0RbxHr5vqvftze3ggbSXVgfAAofIAX7xgGUsPa0i7jUTrt6E/vFWVl+VUBmwLR/jcXx/H/BlVHN1UR31lkA+cvpjl8+rZuq+TWNwly76VZYG026iumDJtZkSK1pS5CiMDsbQZ6NBpIjJ+fWmurchAnP5onI7eCL/euI/r7tuY/LXvhvOW8ZZljTRUhTL2kxGJRLlvw+5hy513fDPVFUGuPmtJ8otJ4hf/8VSuVQQD9A4Mbn13zdlHURHI/ptEedDSxlIezN4PxqLGWv79XSuG9dW2uLGWra3pf6XsU/6VVTQa5551u/jsPQfTzBcvWMYFJ8wdVd8nG3YdYHNLF6HywKBWYlUVZfx28z5uefxlpldX8L5TF1BfVc4Vd6wZ9Av2N/72NWzY2YHzK56aG0IcPi3EFy9Yxo62HoDkvFTer9yRZKuztp7+ZGXW0Aqv1p5+Wnv6066jtz+aLIAHbfC2gsageamv4eD7+9ft4qo3LiESjQ2qUEtMT1Ya+uu4++mdg6YnjsVCv4+3fNO9X0qF0qrI+BwcpGCAD5yxmLuf3snuDu/H28hAnM5er6J64cwabrpwBQH/vpV6jYXKAzQ1VPKTK05haXNDxrJCovVbqshAnK5IdMzl0Wg0zo62yKA+TK8+awlmMLO6kpULZ/G+7z+ZnPfdi09Ku42m+srxHkIRGacpU7k2s7aCBTOrOHf53GRz2/vX7WJmTXlhAxM5BC3wW2ENLbDMn1HDC3vCyQoy8Aoj1923kYWzVnHi4RUZ+8nYsLsj7XKLZlVTVxVkTkOIK85cTNxBwGBOQ4i6Sq8wc6A3wot7vI7dm+orOWpODdOqsrekCfdFuenhFwdt76aHX+TWS1YCmTu5d85RUxEcFEtNRRDnD/MZiUTZsLuDPZ19zKmv5PjmBkKhMgIB45xlczi2+QxauiLMrju4zoUZjufCWTVZYzkUDB3Rq6c/NuqRKTft7khWrIF3Dj97z0aWzK7l+LnTMi6XeNzj+T2d/HSNV1n0kzVef2SNdSH+311r+cAZi5P9qfUODG9xcs1da/nlR8/gyMZatrX2ECoP8L5TF9DVH+eWx1/iopPnM7u+kuqKsrTntqIsmGwlVl1RlqzM6ovGuGft4AqvxDJD1zGnIcQ33vMavv3bLVx40uHMn1XDssMaKAt6x+32y06mPTxAzDm+894TeWlfmGnVFUyrKuf7l57EQAyOnVPH9JpyDNjf3c/33reSZ1/t5NOrj+Xnf9nOv/7NCfT2R1ncWMNRTfV8/KdrueOJV7jizMUc1VTHsXPqWTSrcOlR934pFUqrItmNZpCC1Mc0r3rjEh7cuJszjppNMAD1VWXE445AwFi9dA472sPccP4yrrt3Y3LgoSMaa2msqWRRY23yvpWuDJlo/Tb0vttYV0G4P8Q1b1pC87RqevqjNNWHaKgKZiyvbHq1Y1AfpolWq1ecuZhFs2Jcd9+mweWYezfyybccM6icuaSplvkzCvMjlogcNGUq10LlQa4/7zgCFqAtPMCMmnJWLmggNI6WLSKHgsmomFk0q4Zv/O1rho0WumhWDc+mecwu0R/F83s62dneO6zPmef3dGbtV602VE19qIyjZtcR7o9SU1FGVUUAh1co+r9n9w1rvfSm4xqZVhXKuP+dkWja7XVGosTjjjXb9xOLGfu6vMdE94d7WTl/FqGyIIfPCHH0nPpkJVlPfz+hsiCRSJR1u9vABQFH3MG63W2c0DwjWcG2uLF2WN9U5UHjG+85gZrKCvZ19dFYV0m4r59yv5LkUB1JNDHq7Mst3dSGyvnO4y9x7vK5NISCLJs7je6+KHWhMr7/h5d4zfyZHD69mhf2dHHU7FoWNdayu+PgL8vNDSHed+oCFjfW0tkb5dfP7uGV/WFu/9MrtPf0DxqkYHubN1rX3IYqLlw5jwc37ubjbz6GLS1dg1qJvWvlPG5+NHs/Y031Iaorgvzg/auIDMS4wu/f5SsPvkBzQ4iPvH4x//auE3hxb1fyWlncWENHT1+ylVhHTx9XvmEJ3/jNZi46eT5XnHkEtzz+Ep/wY0pUtg3tt+3ffv0C5y5v5pqzj6Y13M+Le7qSAxV4gxh4lYJvXdrE21bM5UDvAL0DMeLxGKH+cl5s6aIhVE59VTndkSgNVeW0dvdy+IxqnHN88HVL6O7zrofW7n6m1wT55UfPYF/3wcph8AY4ae3u9yoD4476UDk9A7G8VATr3i+lQmlVZLjUHySb6iupqwwyEIsTGYjx9I5WTjp8JoGAsWHXgWGPad786GZuunBFcvotj7/Ml9+xnPnTq9jVEWFOfSXnLm3iuOY6dh3oZSDqCPdFeW5vFzsP9HDGktl09vUNKkO++bhZvP/0I4gMxPiXtx8/bGTsoxtriTvH7LpKOnujzKkPUVFm7OnoY29nCx09B8tq21q7mV5dwfa23rRliLiDrjRl0VdaeykLGrG41yXDSQumc8aRjSVf5hM5FEyZyrUA0B+D/oEofQMxOiNGRVlg6nQ6J5LGZFbM9EfdoEqymy5cAUBTfWX6Zvj1lbT19Kftc2bpYfXMybJc87QQrd19VFdU4LodM2sriMVjNE8LsWVvT9rWSwtnvpYT51dmHAmypjJ9i6KayjJ2dYTZ3hoZVmHX3BBmdkMFm1vCXHffwXXecN4yjppTx46Obl7Z3zfs0dYZ1d0sCU3LeCzD/VE6InGu/PFTyeVufPvx9PRH2d4WBrxWD3HnmFlTQX8sNmkjs+bT9rYwm/d20zsQ44dPeoMCJAYHuPbn65MjbF508kK6+/oHjfj17+9aweEzqgiVB5heXcH/O+tImhpCBANGfzROdyRKZXmAL16wlG37eygLGH98aT+OOPu6BoZV8L56oGdQK7G7n97JNWcfNaifsaFpZSDmuOy2J5MVWfNnVA/6zO6OCN987GWuOmvJsMePl8+t57bLTqanL0preIBv/GYz5y6fS+9AjKWH1fP5c5fySmuYI2fXctHJ87nzqe1c7vcReFxzPT95cjvvPHEePQMxntjaltzm0EEMTl00g9OWzOYL92/i3OVzKQ8Yixpr2bq/JzkAwmfv2ZCs1Dxh/jQ6wlEqKwJsbe3h5kdeTM5bOreB7W1hFsysYf70ara3hdn0aiet3X3JSr2hgzeMZuTV8dC9X0qF0qrIYJFIlF8+u4fPpFRg3fj24/nDiy38atNev/zUyfN7vG4WhlZCnbpoBtOry/nyO5Yzs6ac3R29vLy/m7Kg8S+/eo72nn5uOG8ZJy2opy08wPX3b0pu5/NvW8pftrcRc/DQpleJDMR5w1GzOOvYZj5193o+fvYSqsrL+PI7ljOjppyqigAnHDad327ZR3u4P9naLFGGOGxaiMOmhfj7nz0zaBtmxsv7utOWIQJGxrJoXaicb/5mC6HyAGcuWaWKNZEiMWXu2THnPeb1YksXOw70snlvF+G+KDGNcC5T2I72MG3hgUHXRVt4gB3t4XGtN1NHr9tawxw9p4YbzluWbJWTqGA6ek4NPf0xpldX8JE3HMmVb/T+pldX0NMf4/jmhrTLHd/cwOY9YaorIOg/SxMMGNUVsHlPmP3dfbx1aRM/+vvXcvNFK/jx37+Wty5tYn93X9Y46yq9ftxSt3f1WUuorQjS0tGftsKupaOfV9v70j6++mp7H+09sbTz2nu8fkC6hwz00O0P9NAfjScLl4nlPvPzDfRF4/T0R9nb0cdltz3FVXeu5bLbnmJvRx89JTrYQTzueHlfN396aT8tnX18/ZHNgzrjP3f53GQF23///mVufmQLH/7RM/THvIEGwDs+H//pWmorgnzxgmVcdtoCgmUBXmntYcOuTj78o2f4x5+t5ysPvsC21h7qKoO8tK+bz9yzgb6o15LxA2csTqa/rz+ymeOa6wnawb7G2nv6aemKDOpnLDWt3Pj24/ncvV6lVKtfaVwfKh/WCfG7Vs5LFugTsd/08Iv0Rh1/2X6AtTs7+Ny9G+mPOmorgyyZXceBnn6mV5dzxOxaaiqDnLJoBl9553JOWTSDY5vr2dXey6rFM5PbTQxSkG4Qg0tPX8R/Pvoi7145n1+s30VlWZCWTi99px7rxLxnXjnAjQ88S7g/zs2PHFwuGod/+vkG1rxygHvW7uLxLfv4/eZ9vLC3i/1hL450gzckrrfJonu/lAqlVZnqEoNWbdzVxpNbW3l2b2fass/fnbqQy09fzM4DPbT3xKgos+QPtwlvOGoWq49v5rLbnuJjP1nL39/xNA5jw44DfOKn67j4lAVMr67guvs20tI1MOw+fP39m4hE47zv1ic569hm3nDULC49fRGfv28T155zNDFnPLenky37unn6lXZ2tkd4ua2LDbs6hj3G+fVHNvPSvjDRGMO2UREMcNeanXzp7ccPK2/OqqmgrrIsTdl3KT97avug8rOIFIcp03KtdyCmIc5Fhtjf1Z/2utjf1c+CmSMvn6n/i72dEX7z8VPZ0RZjr/9o3OHTg7zSFmFx4yzesqyRhbNWJfuvOHpODQ1VIWbXVfK+UxcM66R1dl0loVAZ5x3fzKJZ1cnlEv2VxYmztaWP6+47+IvgDectZcGsAIdNq+SUI2bx/tueGjTvsGmVGTukbemKMK2qjLnTqwb1aTF3ehVVFQG2taZvwr+/u5/+WPrBHPb4w7BPr67gHSfOS/apc/fTO9nb2Ud3b4RfpRno4a3LGmnJ8Ejsvs5+plWXDyvIXXffJn5w2aqxJIWCSjya29HbT0dvlGe2t3ud55cd/LU2GDhYMZSukuaz92zkyjccyQ//vJ33nbqAedOr2dYW5pimOtrrQzy1zWu9lUjrieW++usX+PZ7T2JaTSU3XrCM3R193Lt2V7JV3HXnHsd/PbaFAz0DLJxVM6iVWHnA+OIFy/jsPRuT/YzNn17Nns4IvX0DnLt8LvOnV1FdWcb06grawn187tzj+OdfPJs8x0c01qY9t90Rb4TYRN9uHzxzMT0DMf7toed5/2mL2HWgLfl4507rJZwy0mDyF/Heg4+wDh2oIDEAwYGegeTxTLRoSzz6mnqsU1u7XX76Yp7f0zloXqISLrVV2j+fv4zqihjdfbHk+tKl/5auyLBHoSeK7v1SKpRWZapJ7ZZjVk0lz+3ppKWjm/rqKq67bxNff/eKtPfH1q5+ggHvR6I/bNnP4lnVbGzv5SvvWM7L+7u5a81OLjt9UbIbhsRyn79vE9+5+CR+8+J+bn50M//6N16XDK3d6QcFau8ZYHp1RXK5xOiiM2tDrNnWnvZaTfxwNXRdcQf7u/uGTW8LD9De08/6HW185+KT2NsRoaqijN0HephWU8Exs+s4ZnbdoLJvbShIVUUZF712QbL8LCLFYepUrmUY4vyWi08qcGQihRPuj+Z8XUSjcX6+dhefu3fjoC/Tb18xl0UzQzy+uX1YRdGZS6YDUBUsJ2CGmdfarCroddgcd6SN538ufy0AAy6Kg+TfgIsSogwjkL6C6f2riAy4jPOa6kP8y/lHc2TT9GQl4JY97cyuC7FlXzcLplcwp25Wcl5lMM6O9gjVFcG0zfSrKgJMLy9P//hqXSXBoPGh1y3mXx54Pnlc/umcYzisIcSzWQZ6qMqwvcqKAHu7MvRF1zW4EFdsUgcqePVAhJsefoErzjxiUMXTf1y4Itky7LpzjztYMRRIX3g9cnYtn/vrY6koC/Dt327hjcfM4cOP/oXr37Y0+UhnuuXawv3s7YzQOxBLPgr5kzXbOXf5XHa0hfnUOcfQ0xejJhRk8cwalh5WT09/jPpQGZjjvy9ZSVu4n4aqcjbv9R45CQaD/Pfvh1Rad/dTWWZ84z2vIRp31FaWZUxLZQFLTnvXynmDKraGvobhlYbX37+J775vJf99yUn0Rx1lQaO+qoyTF81gIBon5g9oAMZL+7oHtWhLxJB6rFNbuyVej1Th+bl7N/Kd955ERZmxYt5JVFcGmT+jmutS8oyrz1rCnPrJ+2Kge7+UCqVVmUp6ewd46IUWPnX3eo6aXcsVZx4BwPLDD46Mma3sk7jnLZhZxQdfdyT/+usXDpY3z19GR2/6fnMP9AwkX29p6eIbj27hjstXpd1OQ6icd5w4j2/+xvuBbUaNV77Ldq0mfrhK94jntKqKQfGEygNUBC3ZZ2pHb5R3nTyf/d19rDh8Osua6wiFvK/qJy8a/Iv3sc3TxnkGRGQyTJnKtchAjPesnMtbjp/LPr+T8Qc37BqW8YpMJT396a+Lnv7YiMtufLUjWbEGB79ML5ldS38snrai6AfvX8WM6iqe3L6foHkjJ/XH4jy5fT+r5s/iQE8/33vfCiqCFckKrf5oPwd6+unqjfBAmpZd5yxrZG+WwQ4Sr9PNO3ZODWVllYOGOL/hvGU01pYRi4f4y/bOQf1m3HDeUl4zv56uSJzHPn4q21Na5s2fHuTVjjhlQbjhvKXDlqusMAySFWuJOP7lgee56x9ey6utmfdh7rRQ2mHX6yrLqC5PX/gs5iHZEwMVrN/ZwdFNdXzq7vVcfvriZMUaePv+5QefS7b0+q/HtvC5c4/jlsdf4tOrj027z9GY48of/yXZcuvbv93itSgM9w1quTV0uYpgINlKLPVRyMT/y29fkzzuX3r78cyfWUUwYLT3DNBYV0l3ZIDKMq+T5TkNIcqCAeJxxz+++Whm14do6Yxw+IxqKsq8QnllWYBX94eJ1VYm++sb2n9fwBy3XHwSsbgj7hzP7enKWMmVOF6pIgNx9nX1sbczkmzhtvsAwwY0eOS5PXzo9QcfaQ0ayQESfrJme/JYJ+YlXt+/btfgeUMqPJsbQrzjxHlEBmKEyssJVQQZiDmqygPcdOEJbGkJ0x+Lc+dT2zn72KaJS1xD6N4vpUJpVQ41qa3S43HY2xlh7vQqBmJxAmZ86u71nLpoBquPb+YTP1vHqYtm8Om3Hs0PLlvF3q4+QuVB/uvvVvChH64dVvb5wBmLAa+F+9BHOq+7dyPfv/TktPf7adXlydcxf9atv3uZG85bNqh8ef15S7n19y+zdN40QuUBZtdVeqOLnreU3oFY2ntuZCDOzJoKPr36GL784PODYp47rYq+WCwZU6Kc8s3fbKEjMsAtF6+kPxojGncsmlXDMU0HR0IVkdJhzpVGZw5mthr4OhAEvuec+3K2z69cudKtWbMm+X5LywFqKxj2ZbirD5Y0TZvU2KV0pY5SNCflMcQhcu5FdGg6hfRDfk/zm3xP9LyXWg7w9CvDK5BOWlDPEbOnZV32l+tf5aT51cOuqae3ex2/9/X3MX9mfXLe9v2dVFZUclRTNQd6+oFgcjRNiDGtuoKGkPHUK91sbulOjpx45OxaTl5Qy/b2KPOnB4dtb3u7VxH40MZdvGnpwS8lD2/axZuXzgXLMG/Z3MzL+fPed+uTwwpmP3j/KuZPD/L45q40LfPqeLUjTls4Qk1lBfu7+5hV643sOaMmxL7uPv7hjmeGpYNbLj6JadXlzJseZGfK/iXeNzUEiQw4OnriyXkNVQFC5UZ3H9RUQEvnweVm1wXp6YfjDps2Iek0W1rdtq+XrkiU/niMGVUVdPfHGIjFmF5VQX8sTn/MJd+PNK8/dnAdidfZ1jHS57r7osyurWQgHifcHx33+kYzbyz7OJGfy8fxTLe+3miMvoE4cRz4lX4x52iqq6Q9PEDQbzE3EHMMRONE445ozLG5pZtYPM78mdU01VVy+pLZE5JWde+XiTDZ935QWpWJUahyaqQvQkuXo7s/Rlu4nzn1lTTWBtlxoJ+KYJDDpwfZ0e7dKyqCQRqqgvT2x2np6mfBzBAdPTH2dEWYUx9ib2cPHT0xjmmu4eV9vUPKpMtorC/j6Vc6CRgc2VhLS0c3X3xgS/KJiX/82fphcf/r3yzDOePzKeu6/rylPLhhN3/a2sZVb1zCHU+8wu6OSPLzc+qraO8ZYFp1Obf9fit/2trGFWcuZt60ao47rI6t+3tYNKuaWDzOu2/587Dy4V1XvJZtrb3s6ejlyKY6+qNe67vaijKapwUYiJVxIDzAnk5vv6fVlLO74+Do2hqUYOLLqSKTJGNaLYmWa2YWBL4JnA3sBJ4ys/ucc8+Odh21FfD45uGVCGcuqZ+ssKXERSJR7tuwe1gFynnHN6cruEyIA70RHkrTOuvNyxoBJnxeaziW8ZHJI0aI56T51RmvqUgUntwaHdIibCnHz62mPwqvtEaGLTe9uoJ93XF2tvcO68di4cxqv0Ir0zVsHDVnGpcO2d78GWWASz9vepBdHdG084IBx6sH0vfB4bWGq8zYMm/+9CA72x3rd7USd7C5pZsjG2tZdliA7r4MjziUB0bYP/jzy91pK/Mqq81fbui8yc3bDvRGePzFVna19yZbQr040D2sH7DE+xdGOS91HbuyfO6FET6X2srvH99yNHUVQXa15b6+0cwb7f5P9OdGG9N4judo1tczcPB1arpIbTE3tF+2q89awlGzJ29UW937ZawKce8HpVUZu0KVUyN9Edbt7KWtZ/AImzecv4xlh9Xwtf/bzJuObeY182t5ZnuER57bzZuObWbNtv1EY3DKEbOGpfP1O9s4qqkuTZl0Iz+4bBXHz61nelUF63fs54sPbEnO39nek7Zc9UprhGd3HeA7F5/EgZ4BZtdV4ohz6pGzuOJ1R/Dp/12frFgD+OZvXhrWNcWNbz+eI2bVcNyceioqgiybOw3wHmn90tuP59qUUUy/9PbjWTKrjqMa69mwu4O9nX3MqquktiJIXTXMqW8gEDAWzIQTUo7ngpmlPaq7iAxWKu1NVwFbnHMvO+f6gTuB88eygu1t6SsRtreN/PibTE0bdnekrUDZsLtj0rb5YoZ+t17cE56UeSM9Tplt2e3tGa6p9hgtXenntXTFONCTft6BnhgHetP3AXegN5p5e20xtrdHM8SSZbn2GLG4pZ0Xiw0feQoO9p2W7bhtb4/xybvXc/MjW/jGo1u4+ZEtfPLu9Wxvi1FbWZZ2BNK6irKscXr51/DzcHDf08xrn9zRQl/cE2ZLS3dyFMjEyJSJ16kjRI5l3kR9LvV4fPXXL1BdWT4h281H7IdCTJk+N7Rftq8/4vUzM1l075exKsS9H5RWZewKVU7d3hZjIObSPo7ZHXH83SmLuO6+TbSHHZ+/b1Py/QUnzudvTp6fNp1fcOJ89nalH2Rqb1eETa928viWgxVrCXet2ck/n79sWLnqf5/ZyW9e3M8ltz7Fp+5ez0AszvqdnXT3Rens7ecTZx89aJl3r5zPT57czhVnLuZf33k8337vSZy//DBWzJ9ORUVw0DarqspZfWwTP3j/Kv7zPa/hB+9fxepjm6iqKicUKuOkBTM47rB6wFFdWcbh0xrUKk1kiiiJlmvAXGBHyvudwGuHfsjMrgCuAJg/f/6geaXa6bcUzp4RKp5ylTWd5th3WK7zEhVIQ3/xa6qrzH88XX2DOnFPndcdiXIg7rJewxMdy2HTKtL2nRYMuqzHLeMx6+pjdn05c6eFBo9AOi3EgIvR0jmQU5wj7d94jJRWh/b9lfo6EcdY503U54Yej3B/NOs6iin2QyGmTJ9Ld266IuOrXNO9XybSZN37QWlVJlahyqng6OlL3+/Y3q5I8h6QqCw70OOVb1q7+3AZ7tGt3X3MrgulLVs11oWIO3h5X/ew+e09/Rw+I8SVbziS/licE+dPZ29HL+3+YD+h8gBffedyaivKmDutiqa6EPNnBJlVW89xhzXw3O5OXmzp4o4nXqG9p593r5pP87QQJx8+I2ufZ1VV5awaMshAQiBgLG6snbRRsOWgbGlVpBBKpeVauur+YZ3FOeducc6tdM6tbGxsHDQvYyuUIu70WwprziSlmVzT6WTMa6gKcsN5Swf9enfDeUtpqA4WJJ7Guoq082bVVuQ9lljceHHPAW67bBX/+Z4V3HbZKl7cc4BY3JhZk/64zagJZl2nEeD3m1s4ZfFMjm6q5ZTFM/n95haMwKTsw3iNlFZTO7gf+jrXeRP5udTjUVNRNiHbzVfspR5Tps9lur7HQ/d+mUiTde8HpVWZWIUqpzbVh6gJlWVo3R9iWnV58nWoPJB8P7O2ksa69DHPrK3k4U27uOG8wa3QbjhvKf+3aRfV5UFm1lQMa6X2L28/nmDAmD+zmtOPmEVZEJbMruPHf/9a/ufyk/nVVWdwzrJmptVU0FhXyay6SmbXN1BWFuCI2bW89fhm3rb8MK4/bym3XHwSS5vree2CmZP6CLhMnGxpVaQQSmJAAzM7FfiCc+4t/vtrAZxzX8q0zNBODbP1HZXo9F0k1Rj6spiwjmLz3ecawAu7Oxk6uMDRzfVMqwoVJJ6HN+1LjkIaKvc6qz176eRtL9d5L+3tIhYPeB1P14UIBuIc0VRXVHEOydsmtKPYdH2upfa5ZTZ8ZMrRzJuoz6Xrcy0SjY97u/mI/VCIKdPnhva5lri+Jyqt6t4v45WPez8orcr4FaqcOrY+17pH1efamm37Oe3IJo6fW0NrtzeoR2NdiP/btIvj5s5gek0ZNeXlHNVcQ1t3NFlmnT+9mu3tPcn3GhigpGlAAykVGdNqqVSulQEvAmcBu4CngL91zm3KtMxYR2EUSScxClMizRxqo4WONK/Y4tG83M6hb8ILLcnRQvuiox4RdDTzJupz4b4ojf5ooT390Qnb7kTH3heLMxBzxOJxGkLlRRHTZMZeV1lOS1cfjXUTn1Z175eJMNn3flBalYlRqHJqYrTQsD9a6Oy6ShrrguxMM1poeSDItGpvtNB9Xf0smhWirSeWjNkRJ0CAUFmAbW29zJsWoraynJauCOVlAdp7BpheXc7xc+qpqirPdVek+KlyTUpFaVeuAZjZW4GvAUHgVufcjdk+rwtM8mhCCy0ik0SFFikVylOlFChPlVKhPFVKgfJUKRUZ02rJPFDunPsV8KtCxyEiIiIiIiIiIpJQKgMaiIiIiIiIiIiIFB1VromIiIiIiIiIiOSoZPpcGysz2we8kmH2LGB/HsPJRrGkV0yxQPZ49jvnVuey0hHS6WQopeOab4d6LDmnU1CeOg7FFE8xxQKZ45msPLWQ+z9Vt13o7U/mtpWn5l8xxQLFFU8hyqnFtP/ZlEKcinHq5KmTaarsJxR2XzOm1UO2ci0bM1vjnFtZ6DhAsWRSTLFA8cWTq2Lbj2KKR7HkrpjiLaZYoLjiKaZYIP/xFHL/p+q2C739Qu97roopbsWSWTHFU4hYimn/symFOBXj5Crl2MdiquwnFO++6rFQERERERERERGRHKlyTUREREREREREJEdTtXLtlkIHkEKxpFdMsUDxxZOrYtuPYopHseSumOItpliguOIpplgg//EUcv+n6rYLvf1C73uuiiluxZJZMcVTiFiKaf+zKYU4FePkKuXYx2Kq7CcU6b5OyT7XREREREREREREJsJUbbkmIiIiIiIiIiIyblOmcs3MDjez35jZc2a2ycyuLoKYgmb2FzP7RRHEMs3MfmZmz/vH6NQCxvL//HO00cx+bGahPG77VjNrMbONKdNmmNnDZrbZ/z89X/FMJDPbZmYbzGytma3J87aL6rhmiOcLZrbLPz5rzeyteYolbd5UCunOzFab2QtmtsXMPp2H7WU6VhnPnZld68f3gpm9ZRJiGnZdZTt3kxmPmR2dcgzWmlmnmX0sX8dnrNd5pm2b2Un+Md1iZjebmY0nLn+dk5pWJ2rfc9z2mPOQidq+mYXM7EkzW+dv+/p87ru/vkFlqUJdf6OMdVg6GTLf/DS/xczWm9mJKfMmNA2PIpa/82NYb2Z/NLMTUuZNaHliFLG83sw6UvKw61LmTfi1PYp4/jEllo1mFjOzGf68CTs2ma7tIZ/JW5oZst283v9HiKVo7sMp2yja++EIMY65vDCZMY5XMaXT8cqUHxQ6rU8WK6F7+yDOuSnxBzQDJ/qv64AXgeMKHNM1wI+AXxTB8bkd+ID/ugKYVqA45gJbgSr//V3ApXnc/pnAicDGlGn/Cnzaf/1p4CuFPl857ts2YFaBtl1UxzVDPF8APlGAY5M2byr2dAcEgZeAxX6esW6y89QsxyrtufPnrQMqgUV+vMEJjmnYdZXp3OUjniHnZw+wIF/HZyzXebZtA08CpwIGPACcU+xpdaL2fYKvi0nfvn+Oav3X5cCfgVPyeQ0wpCxVDNffWNLJkPlv9dO8+cfxz5OVhkcRy2nAdP/1OYlY/PfbmMDyxChieT1pysqTdW2PFM+Qz74NeHQyjk2ma7tQaWayj/s44hl2zAudD6RLQ7nExATfD0cR4xcYY3lhMmM8lNLpBOxPwe71Bdrfkrm3p/5NmZZrzrndzrln/NddwHN4FTkFYWbzgL8GvleoGFJiqcfLYP8bwDnX75w7UMCQyoAqMysDqoFX87Vh59zjQNuQyefjVT7i/78gX/EcKortuGaIpyCy5E3Fnu5WAVuccy875/qBO/FinjQ55OPnA3c65/qcc1uBLX7cky3TuctnPGcBLznnXhkhzgmLZ4zXedptm1kzUO+c+5PzSk0/YPxpf9LT6kTs+zi2PdY8ZMK27zzd/tty/8/lY9uQsSxVDNdfWqO495wP/MA/rk8A0/xrYsLT8EixOOf+6Jxr998+Acwbz/bGE0sWk3JtjzGe9wA/Hu82M8Qxmnte3tJMirzf/3NQ0HygiO+HI8WYSUFiHKdSSKejVsh7fb6V2r091ZSpXEtlZguB1+D9wlooXwM+CcQLGEPCYmAf8H2/+eX3zKymEIE453YB/wZsB3YDHc65hwoRS4om59xu8DI2YHaB48mVAx4ys6fN7IpCB0NxHtcr/ccqbrUCPIY5JG8qxuOTai6wI+X9TvL4g0WafDzductHjOmuq0znLp/H7CIGf+Er1PEZ67GY67+eyJgKlVbzng5GmYdM6Pb9RzfWAi3Aw865vG2b9GWpYrj+cpXtuihk7JfjtUhJKER54lTzHj9+wMyW+tMKfR+qBlYDd6dMnpRjk+W7SyHSTKHT41DFeh8eqhjuh6MxlvJCoWIcjWJLpxOmEPf6PPsaJXpvn3KVa2ZWi3cT/JhzrrNAMZwLtDjnni7E9tMow2sW/F/OudcAYbzmlnnnZ+Ln4zXrPAyoMbP3FiKWQ9BfOedOxHu84yNmdmahAyoy/wUcAazAq9j993xuvBjypjFK16eGy8uGhx+rTOcuHzGO5brKyzEzswrgPOCn/qRCHp9MMm17MmIq5H6mMynxjCEPmdDtO+dizrkVeC2bVpnZsnxsO4eyVLGlg3TyeV2Mipm9Aa9y7VMpk/NdnngGWOCcOwH4T+CeRHhpPpvPc/o24A/OudTWPxN+bEa4tguRZgp93IcquvvwGBXTdT/W8kIxHs+EYo4tZ4W61+dLqd/bp1TlmpmV4yXGHzrn/reAofwVcJ6ZbcNrovpGM/ufAsazE9jp/9oM8DO8yrZCeBOw1Tm3zzk3APwvXr8fhbTXb/aM/7+lwPHkxDn3qv+/Bfg5hW8aXFTH1Tm31/+SGAe+Sx6PT4a8qaiOTxo7gcNT3s8jD49wpztWWc7dpMeY4brKdO7ydczOAZ5xzu31YyvY8WHsx2Ingx8/m4iYCpJWyWM6GGMeMinHw3ndSTyG15InH9vOVJYq9PU3Htmui0Lkt8vxHss53znXmpie7/KEc67T+Y8fO+d+BZSb2SwKf06HthCe8GMziu8uhUgzhT7ugxTpfTidYrgfZpVDeSHvMY5BUaXTiVAM9/o8KOl7+5SpXDMzw+tT7Dnn3E2FjMU5d61zbp5zbiHejflR51zBWmc55/YAO8zsaH/SWcCzBQpnO3CKmVX75+wsvGfKC+k+4BL/9SXAvQWMJSdmVmNmdYnXwJuBtKNg5VFRHddEhu17O3k6PlnypqI6Pmk8BSwxs0V+S6mL8GKeNJmOVZZzdx9wkZlVmtkiYAlex7sTFU+m6yrTuZvUeFIM6gOoUMcnZRujPhZ+U/8uMzvFP9/vY/xpP+9p1ZeXdJBDHjJh2zezRjOb5r+uwvuB7Pl8bDtLWarQ19943Ae8zzyn4HWNsZvC5Lfz8X7gvNg592LK9LyXJ8xsjp/OMbNVeN9fWinctY2ZNQCvIyV/muhjM8rvLoVIMwU77kMV8X04nWK4H2Y11vJCIWIcg6JJpxOhkPf6fCr5e7srgtEg8vEHnI7XRHA9sNb/e2sRxPV6imO00BXAGv/43IM/QlSBYrker3C+EbgDqMzjtn+M1wx6AK8m/HJgJvAIsNn/P6PQ5yuH/VqMN5LKOmAT8Jk8b7+ojmuGeO4ANvjXwH1Ac55iSZs3lUK68+N8EW9knklPU1mOVcZzB3zGj+8FJngEq0zXVbZzN5nx+OuvxvvS2ZAyLS/HZ6zXeaZtAyvx8v+XgG8AVuxpdaL2fYKvi0nfPrAc+Iu/7Y3AdYW4BkgpSxXy+ssxnXwQ+KA/34Bv+jFuAFZOVhoeRSzfA9pT0tQaf/qElydGEcuV/rbW4Q2ucNpkHZfRxON/5lK8TrRTl5vQY0Pma7sgaWZIbHm9/2eJo+juw1nSUFHcD0eIcczlhcmM8VBJpxO0LwW71xdwn19PCdzbU//MD0hERERERERERETGaMo8FioiIiIiIiIiIjLRVLkmIiIiIiIiIiKSI1WuiYiIiIiIiIiI5EiVayIiIiIiIiIiIjlS5ZqIiIiIiIiIiEiOVLmWJ2bmzOzfU95/wsy+MEHrvs3M/mYi1jXCdt5lZs+Z2W8me1tptr3QzP4239uVyZft3JrZ683sF3mOZ5uZzcrnNuXQZ2YfM7PqAm4/L/eJlO3l/dqVsTGzx8xsZZ62pfQgeWdml5rZYRO0roLm4ZI/U+F7VUoM3YXathSWmU0zsw+nvD/MzH5WyJgOBapcy58+4B3F9qXdzIJj+PjlwIedc2+YrHiyWAiocq3ImWes+cpCxnlux5iOZQows7JCxzDEx4C8fTHLZf+L8JhJBsrzpBgVYR5yKTAhlWvkOQ+X0jTR36uU18to5JhOpgHJyjXn3KvOubz9CHuoUuVa/kSBW4D/N3TG0F9IEr8i+L/0/tbM7jKzF83sy2b2d2b2pJltMLMjUlbzJjP7nf+5c/3lg2b2VTN7yszWm9k/pKz3N2b2I2BDmnje469/o5l9xZ92HXA68G0z++qQz9ea2SNm9oy/3Pkp8z5nZs+b2cNm9mMz+4Q//Qgze9DMnvbjPiblWNxsZn80s5dTjsuXgTPMbK2ZDTuGUjh+y7PnzOxbwDPA4X662+inh3f7n7N00xn53Nab2c/N7Fkz+3ai8s7Mus3sBjP7M3CqmV3np/WNZnaLmZn/ucfM7Cv+dfOimZ3hTw+a2b/5saw3s4+mbPOjKen5mEk6dIckPz08b2bf88/FD83sTWb2BzPbbGar/L8/mtlf/P9H+8teY2a3+q+P95cf9mVmhHP9L2b2W+BqMzvZP7d/SqQ9/3OXmtk3Utb3CzN7vf+6208vT5vZ//mxPubnR+f5n8mWtz5mZj/zj8EP/XR/Fd4XvN+Yl/cG/bwucS2kuy8kjuPt/jZ+ljgWZnaSefeGp83s12bWnG7/05yedPeJS83sp2Z2P/CQZcjP7eB1/l0z22RmD5lZlT/vSP9YrfOXS9ybaoceizEkJRnCxp/nVZnZnX56+glQlWE7S/1l1/qfXeJPf2/K9O+YX5g3szf719gzflqq9aev9s/974F35OEQTVmjzLcW+tf/M/7faf70t/vLmJk1+2lmTppt/L2f3taZ2d0p+dFtZnaTea1vvmJe+e4J/7M32OAy7S9S1vcNM7vUf73Nz7v+ZGZrzOxEP297ycw+mLLMP9rBfPf6lP0aljeZV35cCfzQT7NV5pWjn/WX/7cMx/K//Bg2pWxjUB6eZhmz9OWetPcEf97J5t3/1vnXVZ1luLdIen66v9E/hk+YWZM/vdS/Vw1an5mFzOz7/jr+YmZv8D83Ulkm3bFZ5F9nT5nZP4/zFEgB2fAywTbzG/GY2Uoze8x//QUzu9UO3hOu8lfxZeAIP3/8qp+XppaT7zGz+81sq5ldaV4Z/S9+eprhfy7t9/kpzTmnvzz8Ad1APbANaAA+AXzBn3cb8Depn/X/vx44ADQDlcAu4Hp/3tXA11KWfxCvsnQJsBMIAVcAn/U/UwmsARb56w0Di9LEeRiwHWgEyoBHgQv8eY8BK9MsUwbU+69nAVsAwyvUrMUrwNcBm4FP+J97BFjiv34t8GjKvvzU35fjgC0px+IXhT6P+kubthcCceAU//07gYeBINDkp6fmLNMznlt/XgRY7C/3cOJaARxwYcpnZ6S8vgN4W0q6/Xf/9VuB//Nffwi4GyhLXR7vGv2o//rDwPcKfYxL6c9PD1HgeP86fhq41c8TzgfuwcsLE8f9TcDd/usA8Djwdj+/+qsM28h2rr+VMm8jcJr/+svARv/1pcA3Uj73C+D1KenqHP/1z4GHgHLgBGCtPz1b3toBzPP35U/A6Snpapb/+iTg4ZTtT8twHF3iGPjH8BN+LH8EGv3p7wZuTbf/Q9Z3G+nvE5f6rxPpP1N+njivK/x5dwHv9V//GXi7/zqE17oj47HQX87X1njzvGtS0spy/3ymu6f/J/B3/usKvHv4scD9QLk//VvA+/w08jhQ40//FHCdnw52+GnN/PSie/jkpo2R8q1qIOS/XgKsSVn+f4Ar8fLC92TYxsyU11/k4H3yNn+5oP8+uQ7ggwwu0/4iZR3fAC71X28DPuS//g9gPV65sRFo8ae/Ge9HavPzlF8AZ46QNz2WSOPADOAFwPz30zLsZyIvDPrLL0+JcVaGZbKVb4blg/519TJwsr98PV7em/beUuj0Vax/frpP5Hv/mnLsbqO0v1cNWh/wceD7/utj/PUl7t/ZyjLpjs19wPv81x9JHBv9ld4fw8sEyTwK7zv4Y/7rL+CVGyvx7tmtePeHhfjlYv9zyfd+2trCwXy4A/igP+8/gI/5r9N+n5/Kf8XWfPuQ5pzrNLMfAFcBvaNc7Cnn3G4AM3sJr8AE3i8jqc2I73LOxYHNZvYyXub7ZmB5yq83DXg3iX7gSefc1jTbOxnvYtznb/OHeIWXe7LEaMC/mNmZeJUsc/EKF6cD9zrnev113e//rwVOA35qBxsyVKas7x5/X55N/NIiRe8V59wT/uvTgR8752LAXvNa0ZycZXrnCOt+0jn3MoCZ/dhfz8+AGF7lWMIbzOyTeF8gZgCb8L4MAvyv//9pvJsHeJU633bORQGcc20p60r9vFpcjN1W59wGADPbBDzinHNmtgHv+DcAt5vXIsbh3eRxzsXNa8mwHviOc+4PGdaf7Vz/xN/uNKDOOfdHf/qPgHNHEXs/XqEavHy2zzk3kBI7jJy37vRjWOsv8/sh23gZWGxm/wn8koP5+lA7Uo7B/+DdOx4ElgEP+/lnENidssxPsuxbuvsEeBV9ifSfKT8H77yu9V8/DSw0szpgrnPu5wDOuYi/74zyWMjojTfPOxO4GcA5t97M1mfYzp+Az5jZPOB/nXObzewsvErhp/xzWwW0AKfg/RD2B396hb/8MXjpZTOAmf0P3hdTmRyjybfKgW+Y2Qq8tHRUyvIfxfsx4gnn3I8zbGOZmX0R71GiWuDXKfN+6t/bAU4FLvBf/whI20IsjftS4q91znUBXWYW8fPzN/t/f/E/V4uX724nTd6UZv2deD/Wfc/MfolXEZHOhWZ2BV5FSDNe+s50rSRkK9+kywc7gN3OuafA+37gz890b0lXXhcv3SfO49PA2aNYphS+VzFkfafj/eiBc+55M3uFwddvOpmOzV/hVQaD956ljWwAAAcmSURBVKPMV0ZYjxSvoWWCbH7pnOsD+syshYPlumx+k5IPd3CwfLEB7zoY6fv8lKTKtfz7Gt6jc99PmRbFf0TXvNRZkTKvL+V1POV9nMHnzw3ZjsP7kvRR51xqAQi/yXA4Q3y5PLbzd3i12if5hblteL+oZFpXADjgnFuRYX7qPusxotKQmp4ynbNcz2W6tA0QSRTmzSyE15JipXNuh3mDhYRSlkmkqRgHrxtLs+5sn5fRGynf+me8m/bbzWwh3q+3CUvwWvom+8kxs1/jFQTW4LWuyHauE2kxW3pL5rm+1OUHnP8TXGrsfsVfatrJlLem7nva9OOcazezE4C34P1yfKGZfZ6DBZdv431RzpSvb3LOnZph38J+LDcCf+1vb0XK8kPXl1zGlyk/J82+VZH9OI94LGRMxpvnQZo8z8zeDnzef/sB59yP/MdM/hr4tZl9AO883+6cu3bIsm/Dq5x9z5DpK9JtSybNaPKt/wfsxWvNFsCraEqY6y/XZGYBf7nvA68BXnXOvRWvNc8Fzrl1/o8gr09ZPlOZMlW2fBcG3yeG3kPK8NLgl5xz30ldyL+HpMubBnHORc1sFXAWcBFwpZmdjVfxAF7l3vfxWgif7OfTt6WJc9g1w9jzwUzlj7T3FskoNd2n5nWl/r0KRleuHm1ZZsT7gJSkZJnAl5oeMuWvMPry2EjXykjf56ck9bmWZ37rgLvwOrFM2Ib3izB4j02V57Dqd5lZwLz+AhbjNX3/NfAhMysHMLOjzKxmhPX8GXidmc0yrz+V9wC/HWGZBrxm+wPm9QOwwJ/+e+Bt5vUVUMvBL3qdwFYze5cfl/lfNLPpwmuaKsXvceDd5vVN0Yj3C92TWaaPdG5XmddHRADvEbh0LV8SN5H9flobTYecDwEfTHzxML//AMmLBrzHMcBreg6AmTUAX8dLGzMTvw47597inFvhnPsAozzXzrl2vF/bTvEnXZQyexuwws8zDwdWjTH+XPLWZDo3r0+MgHPubuBzwInOuR3+Pq5wzn3bX2a+mSUq0d6Dl/ZfABoT082s3MyWDt2Yc+4zifWlTE53nxgqU36elp+f7zSzC/x4Kk0j6uVDLnne43iVp5jZMrxHQ3HO/Twl7a0xs8XAy865m/EqHJbjPfrxN2Y2219+hpktAJ4A/srMjvSnV5vZUcDzwCI72IfRoMo3KYgGvNZSceBivFav+PfA7+MNLPQc3uPDOOcu89PEW/3l64Ddfr73d1m28wQHW8ak5ruvAMf5eUQDXiXXWPwaeL8d7NNvbiI9ZpGa79YCDc65X+ENTrDCORdLSfvX4T2eGQY6zHty4px06xp6zZC5fJPJ88BhZnayH1udfx5yubfIcNso7e9VQ6Xm3UcB8/14tjH2sswfOHhdZruOpfRs42C6f2eWzyWM67t1jt/nD3mqXCuMf8d75jnhu3gZ75N4zyuP5hfAoV7Ay6wfwHsmOgJ8D3gWeMa8Dgq/wwg11X5T6WuB3wDrgGecc/eOsO0fAivNbA1eRv28v66n8Arm6/AeUVmD1xQe/3OXm9k6vEdZzh9hG+uBqHkdc2pAg+L2c7zztQ6vb4lPOuf2ZJk+0rn9E35/WXiPRvx86AeccwfwrqMNeE3tnxpFnN/De5xkvZ8ONRpt/vwr8CUz+wP+Fzzff+D1GfYi3g8QXx765WmM5/py4BYz+xPeL7+J/OcPeGlpA94jS8+MMf4x5614fQU9YF5n2HOBx8x7ROg2vDw3neeAS8x7fG8G8F/OuX68ipSv+Ol2LV6z/NFId58YKm1+PoKLgav8OP8IDOsMXSZWjnnef+ENMrEe+CSZv/y/G9jop89jgB84554FPos36MV6vP6lmv1HnS4FfuxPfwI4xk9bVwC/NG9Ag1dy2E2ZWN/Cy0+ewHukLFHW/Cfgd8653+FVrH3AzI5Ns/zn8CoKHiZ7vvAx4Bq/TNuMn+8653bg/bi8Hi+f+UumFaTjnHsI7zHTP5n3uOvPGPmL4W14Hcav9T/7Cz+d/pY0A4w559b5cW3C6+cytWuC1Dx8qEzlm0z70o93nf2nn48/jFdhnsu9RYYr9e9VQ30LCPrp/id4fRX2kVtZ5mrgI2b2FF6Fuxw6rge+bma/w2udlpVzrhWvS4eNNmRQjTEY6/f5Q16iU0+RSWFmtc65br8lw+PAFc65sX6RFREZs0T+47/+NF5lwNUFDmtUzHvU6RfOuWWFjkVEZLT88l6vc86Z2UV4gxtM+S9cIiJy6NOvITLZbjGz4/B+kbtdFWsikkd/bWbX4t3rXiHlEVQREZkUJ+ENnGB4IzO+v7DhiIiI5IdaromIiIiIiIiIiORIfa6JiIiIiIiIiIjkSJVrIiIiIiIiIiIiOVLlmoiIiIiIiIiISI5UuSYiIiIiIiIiIpIjVa6JiIiIiIiIiIjkSJVrIiIiIiIiIiIiOfr/IYTcw/MurcMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76b6d2c3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}