{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Playlists\n",
    "\n",
    "Below are investigations into listening from a playlist context. The start includes data for individual playlists before comparing a group of playlists.\n",
    "\n",
    "## Individual Playlist Investigations\n",
    "\n",
    "Below prepares a frame for processing and gives some high-level stats."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10,999 scrobbles\n",
      "28 days spent listening since Nov. 2017\n",
      "35.41 minutes/day\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>mode</th>\n",
       "      <th>loudness</th>\n",
       "      <th>key</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>valence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>223128.125193</td>\n",
       "      <td>0.631694</td>\n",
       "      <td>-6.733293</td>\n",
       "      <td>5.352487</td>\n",
       "      <td>118.354445</td>\n",
       "      <td>4.007455</td>\n",
       "      <td>0.179857</td>\n",
       "      <td>0.66556</td>\n",
       "      <td>0.709464</td>\n",
       "      <td>0.008645</td>\n",
       "      <td>0.244309</td>\n",
       "      <td>0.274996</td>\n",
       "      <td>0.480991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>63610.972469</td>\n",
       "      <td>0.482367</td>\n",
       "      <td>2.482966</td>\n",
       "      <td>3.733147</td>\n",
       "      <td>31.002195</td>\n",
       "      <td>0.255755</td>\n",
       "      <td>0.186482</td>\n",
       "      <td>0.15002</td>\n",
       "      <td>0.145923</td>\n",
       "      <td>0.056757</td>\n",
       "      <td>0.172633</td>\n",
       "      <td>0.129368</td>\n",
       "      <td>0.223523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>60867.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-17.819000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>61.113000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.26100</td>\n",
       "      <td>0.252000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033300</td>\n",
       "      <td>0.032300</td>\n",
       "      <td>0.027200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>182741.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-8.320000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>91.923000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.035000</td>\n",
       "      <td>0.55200</td>\n",
       "      <td>0.598000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.113000</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.314000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>211200.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-6.518000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>116.696000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.67400</td>\n",
       "      <td>0.720000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181000</td>\n",
       "      <td>0.282000</td>\n",
       "      <td>0.483000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>258827.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-5.062000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>140.032000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.254000</td>\n",
       "      <td>0.77500</td>\n",
       "      <td>0.821000</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.333000</td>\n",
       "      <td>0.361000</td>\n",
       "      <td>0.642000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>774920.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.140000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>207.982000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.864000</td>\n",
       "      <td>0.97500</td>\n",
       "      <td>0.993000</td>\n",
       "      <td>0.847000</td>\n",
       "      <td>0.979000</td>\n",
       "      <td>0.827000</td>\n",
       "      <td>0.962000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        duration_ms      mode   loudness        key       tempo  \\\n",
       "mean  223128.125193  0.631694  -6.733293   5.352487  118.354445   \n",
       "std    63610.972469  0.482367   2.482966   3.733147   31.002195   \n",
       "min    60867.000000  0.000000 -17.819000   0.000000   61.113000   \n",
       "25%   182741.000000  0.000000  -8.320000   1.000000   91.923000   \n",
       "50%   211200.000000  1.000000  -6.518000   6.000000  116.696000   \n",
       "75%   258827.000000  1.000000  -5.062000   8.000000  140.032000   \n",
       "max   774920.000000  1.000000  -0.140000  11.000000  207.982000   \n",
       "\n",
       "      time_signature  acousticness  danceability    energy  instrumentalness  \\\n",
       "mean        4.007455      0.179857       0.66556  0.709464          0.008645   \n",
       "std         0.255755      0.186482       0.15002  0.145923          0.056757   \n",
       "min         1.000000      0.000017       0.26100  0.252000          0.000000   \n",
       "25%         4.000000      0.035000       0.55200  0.598000          0.000000   \n",
       "50%         4.000000      0.120000       0.67400  0.720000          0.000000   \n",
       "75%         4.000000      0.254000       0.77500  0.821000          0.000051   \n",
       "max         5.000000      0.864000       0.97500  0.993000          0.847000   \n",
       "\n",
       "      liveness  speechiness   valence  \n",
       "mean  0.244309     0.274996  0.480991  \n",
       "std   0.172633     0.129368  0.223523  \n",
       "min   0.033300     0.032300  0.027200  \n",
       "25%   0.113000     0.181000  0.314000  \n",
       "50%   0.181000     0.282000  0.483000  \n",
       "75%   0.333000     0.361000  0.642000  \n",
       "max   0.979000     0.827000  0.962000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "playlist_name = \"ALL RAP\"\n",
    "playlist = get_playlist(playlist_name, spotnet)\n",
    "playlist_frame = pd.merge(track_frame(playlist.tracks), scrobbles, on=['track', 'artist']) # FILTER SCROBBLES\n",
    "playlist_frame = playlist_frame.sort_index(ascending=False) # SORT\n",
    "playlist_frame = playlist_frame.loc[:, spotify_descriptor_headers] # DESCRIPTORS\n",
    "\n",
    "total_time = playlist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
    "total_days = total_time / (60 * 24) # days\n",
    "print(f'{playlist_frame.count()[0]:,d} scrobbles')\n",
    "print(f'{total_days:.0f} days spent listening since Nov. 2017')\n",
    "print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n",
    "\n",
    "playlist_frame.describe()[1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listnening Frequency Over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+QojMS1bGUEREpPQpMCwj3tSTJSkEht685JHJGay1OTkvERERKQ4KDMuIFxi2p5IxdOclhy2MTc/l5LxE5hMOW37w8Al+8fgZpmfDhT4dEZGSVrnwIVIqUpmT7Ikdi9dYo0tG8uvbDx7nz7+/B3Cu3ZddupJXXbaKrcuaC3xmIiKlR6/yZWIubBl05x2nEhg2BQPDyRlWUJf1cxOZz6+e6Pb/PDA2zZfuOcyX7jnMxataeNVlq3np9hVJV9mLiMj8FBiWicHxabwtgillDOsil8iI5iVLns2FLTsPDwBwyepW6qsruPfJfgAePTHEoyeG+Jsf7+V5Fyzj1Zet5poN7UlX3IuIyLmytsfQGPNBY4w1xjwW52vXGGPuMcaMG2POGGM+ZYxpjHNcjTHmH4wxp4wxE8aY+40xz8nWOZazs2mMw4Nzl5JF8mnfmWGG3Tckr7l8Nd/6/au4+/038q5nbWJlq5O9npoN8z+PnOL1X7qfp3/idr7668OFPGURkUUtK4GhMWYV8BfAWJyvXQL8CqgH3g18EXgr8J04D/VV95hvAn8MzAH/a4y5LhvnWc76R9MLDL0G16DpJ5J/9z814P/5qvXtAKxuq+fdz9nM3e+/kW+8+Upeun0F1ZXOr7KTgxN89Ed7Odp/zq8iERFJQraWkv8JuA+oADpivvZx4Cxwg7V2GMAYcwT4gjHmudbaX7i3XQG8Bniftfaf3Nu+DjwGfAK4JkvnWpaCGcMlSY7Dg0iDa9BSsuTffU85y8ZLm2tY014f9bVQyHDdpg6u29TB0PgMX7j7KT5z+yEATpydYE17Q97PV0Rkscs4Y2iMeQbwSuBP4nytGXgO8A0vKHR9HRgFXh247ZU4GcL/8G6w1k4CXwKuNsaszvRcy1n/WCQwbG9MM2OopWTJo3DYsvOIkzG8cl07xiTeO9hSX8VvXbrC/3vf6FTOz09EpBRllDE0xlQAnwa+aK3dE+cX90XuczwYvNFaO22M2Q1cGrj5UuBATAAJsNP9fAlwPMF5dAGdMTdvAJiYmGB4OPYhc2tsbCzqczE4PTDi/7lyborh4eSDvJrKEFOzYXqHxvL+s5T8K5br90DPGIPjznW6fXn9gtdejY1c0yf6hhkebsrp+UnxKZZrVyQdExMThT4FIPOl5LcDa4BnJ/j6cvfz6ThfOw08PebYRMcBrIjzNc8fAh+J94U9e/YwNDQ0z11zZ+fOnQsflCd7DoeAEDUhy71335nSfWtMBVMYDhw+zu23H83NCUrRKfT1e9dpg7M7BebO7OP22/fNe7y1UGEqmLOGXXsPsWrsQB7OUopRoa9dkXQcO3as0KcAZBAYGmPagb8GPmat7U1wmNf0Lt66zmTg696xiY4j5thYn+PcYpYNwK0XXXQRO3bsmOeu2Tc2NsbOnTu54ooraGgojn1OPx/eB2d66Wiu48YbL0/pvm37H2R4YIKmti5uvHFbjs5QikWxXL8//v4TQB/tDVX89guum3cp2dP++P30jEzT2LGcG2/cnPuTlKJSLNeuSDp27dpV6FMAMssY/g0wgLOUnIiXF62J87XawNe9YxMdR8yxUay1PUBP8DbvRaSuro7m5sJMSGhoaCjYc8camXaaGHY01qR8Tq0NNTAwwcQcRfP9SO4V8vq11rLruLN0fNWGDlpaWpK6X1dzLT0j0wxNhXWtlrFi+t0rkqy6uuIYIJFWYGiM2YTTcuZPgBWBd/K1QJUxZi0wTGQZeDnnWg6cCvz9NLAywXHEHCspSmccnserTB5WVbLkyaGeUb9g6qp1bUnfr6PReW/ZO6LiExGRdKRblbzSve+ngMOBjyuBze6f/xKn1cwscFnwzsaYapxikt2Bm3cDm91K5qArA1+XNJ11X2SXpBEYepXJI6pKljy573Ckf+GVbv/CZHS6gaGqkkVE0pNuYPgY8LI4H48Dx9w/f8laOwT8Eni9MSZYIvi7QCPR+wK/i7PT/K3eDcaYGuD3gPuttXErkmVh1lo/+9KeTsaw1ssYKjCU/Ljf7V/Y1lDNpq5zhiQl1NHkBIb9o9OEwzYn5yYiUsrSWkq21vYBP4y93RjzJ+7Xg1/7IHAvcKcx5j+AVcB7gF9Ya38WeMz7jTHfAf7ObT9zCHgjsBZ4czrnKY6JmTmmZsNAehlDb16ylpIlH6y13PeU17+wLamiE4+3lDwbtgxNzKR1vYuIlLOszUpOxFq7C6edzQTwSZyM4JdwGlrHegPwrzgZxU8BVcCLrbV35fo8S1lwHF4mGcPp2TCTM3NZOy+ReJ7qG/OXgq9MYX8hQEegebuWk0VEUpetkXgAWGtvSHD7PcC1Sdx/Enif+yFZku44PE9zzLzk2qqKrJyXSDzB+cip7C+EyB5DgN7RKTYtVZNrEZFU5DxjKIWX7jg8j+YlSz7df9jZX9haX8WWFAM7b48hQF8gUy4iIslRYFgGBgIvkG0N8VpFzk/zkiVfnP2FTmB4xdo2QqHk9xdCZI8hQJ9a1oiIpEyBYRkILiW3pbWUHMkYqgBFculo/zjdw+7+whSXkQFa66qocINJ7TEUEUmdAsMy4C0lV4SMX2GciuilZGUMJXe8ZWRIvfAEIBQyfoGVmlyLiKROgWEZ8Jtb11en1PrDE72UrIyh5I5XeNJUW8m25emNNOtQk2sRkbQpMCwDmTS3huilZGUMJVestdzvTjy5Ym2bvyScqs4mLzBU8YmISKoUGJaByDi8qgWOjK++usJ/kdb0E8mVE2cnODk4AcBVaewv9ChjKCKSPgWGZWDAzximXpEMYIzxl5O1lCy54lUjA1y5PvX9hZ6OJicz3j86jbUaiycikgoFhmVgYDyzjCFElpO1lCy54i0jN9ZUcn6a+wsh0uR6ei6sNzIiIilSYFjiZufCDI47wVw6PQw9mpcsueZVJF+2dgmVFen/auqImX4iIiLJU2BY4s6ORzJ86RafADTVOBlDNbiWXDg5OMHxAWd/4ZXr0t9fCDFNrhUYioikRIFhiYuak5xBYOhlDDUST3Lh/sD+wqsy2F8IkT2GoMBQRCRVCgxLXH+gZUdGGUN3j6GqkiUXvP6F9dUVXLiyJaPHilpKVpNrEZGUKDAscVEZwzTG4Xm84hMtJZevI31j/PfOY4xNZT9r7O0vfNqaJVRlsL8QnOvca4GojKGISGpSn48mi4rX3BqgvTHzpeSx6Tlm58IZFQfI4vTO/3qYPSeH6B6e4o+fvSlrj3tmaJIj/eNAZv0LPRUhQ1tDDX2jU/SNqMm1iEgq9Ope4s4GAsPW+vTb1TQFpp+M5iBjJMXvcN8YAAd7RrL6uJnOR44nMv1EGUMRkVQoMCxxXnPrpppKaior0n6cZs1LLmvWWsamnX/3gbHsZuHuc/cX1laFuHhVa1Yes8PNjiswFBFJjQLDEjfgj8NLfxkZoLkukjFUAUr5GZ+ewxsiku3AMLi/sLoyO7+SOhs1L1lEJB0KDEuc9yLelmFg2BTMGCowLDvBgpNgQVOmeoYnearXWaLOtH9hUIe7lNw7OqWxeCIiKVBgWOL6/TnJGWYMA3sMtZRcfoL7Ss+OzWQt2PLG4EH29hdCZCl5ejbMiPbEiogkTYFhiTubpaXklsBSsuYll5+xqTn/z9NzYcam5+Y5OnneMnJ1ZYjtq1uz8pgQM/1EvQxFRJKmwLCEWWv9peRMM4bRS8nKwJSb2Er0s1naZ+g1tt5xXiu1VekXR8VSk2sRkfQoMCxhY9NzTM+Fgcwzho01wapkZQzLTWxT62wUoPSNTnGwZxTI7v5CiJ2XrAIUEZFkKTAsYQOBF8RMi08qK0J+cKh5yeXHa1XjGchCAcrO4P7CDOcjx9K8ZBGR9CgwLGHBF++2DMbhebzlZFUll5/gHkPIzlLyA0ecwLC6IsSO85Zk/HhB7Q01GosnIpIGBYYlbGAs8oLYlsE4PI/mJZevXCwlnxqcAOC89vqs7i8EbyyemlyLiKRKgWEJGxiLBHCZFp9AZF6ylpLLzznFJ1lYSs5WYVQi3j7DXs1LFhFJmgLDEhbMGGZafAKReclaSi4/52YMM78G+t09sMFCkWzqaNS8ZBGRVCkwLGFec+uqCkNToKo4Xc3aY1i2YotPsrHH0AvY2rOwzSEezUsWEUmdAsMS5je3rq/GGJPx43nzkrWUXH5GY4pPMq1Knp4N+/0w2xtynzHUWDwRkeQoMCxh2ZqT7PGrkieyNxJNFofYpeRMM4bBPYrZKIyKx5uXPDkTPmePpIiIxKfAsIRlOzD0qpLDlqyNRJPFIdvFJ8Hl3Y4cF584z6cCFBGRZCgwLGFZDww1L7lsjcfuMRyfIRxOP2vcHwjU2nNWfKIm1yIiqVJgWMJytZQMMDyhpblyEtvgei5sMypC6g9UzOeu+CSQMdS8ZBGRpCgwLFEzc5HN/dleSgZlDMuNt5RcWxX5lZFJk+uojGGOlpK7moJLyQoMRUSSocCwRAX3gGXrhTe4lKyWNeXFKz5ZtaTevy2TfYZeK6XKkIl6w5FNbQ3VeMX4vdpjKCKSFAWGJSqYzclGc2vQUnK5Coct426x0aoldf7tmTS57nczeG0N1YRCmbdSiqeyIsSSevUyFBFJhQLDEhUMDLWUnH19o1N858HjWWn0XOyCza1XBzOGWVhKzlXhicdvcq09hiIiSVFgWKJyERhGZQzLvMn1h3/4GO/77qN87Cd7C30qORcsPFndFsgYZmEpOVf7Cz0aiycikhoFhiUqF4FhbVUF1ZXOJTM8Ud4ZwydODwPwwJGBAp9J7gV7GC5trqW6wrkGMsoYjuV2HJ7HCwx7FRiKiCRFgWGJitpjWJ+9F19vObmcM4bWWrqHnUDj+MDEOVNBSk2wh2FDdaX/RiMbVcm5Gofn8TOGI6W/5C8ikg0KDEuU96LdXFtJVUX2/pmbvbF4ZbzHcHRqlomZyPLqwZ7RAp5N7gUzhg01lX4xU7pVyRPTc34xS84zhk3O40/MzJV8AC8ikg0KDEtUtptbe5rcljXlvJTcE1PIcODMSIHOJD+Cewwbayppa3CugXQzhlHNrfO0xxC0z1BEJBkKDEtUrgJDL2M4UsZLyd3Dk1F/399d6oFhMGNY4W9NODue3puDfIzD83SqybWISEoUGJaoSGCY3RfeyB7D8s0Y9sZmDEs8MAwuJTsZw8z2GOZjHJ6nMxB49mqfoYjIghQYlqhIYJjdqRLNde4ewzJucN0zHB0Y7i/5peTIv3V9TaWfMRyamGF2Lpzy4/UFMoYdeSo+cZ5XGUMRkYUoMCxB1lq/MCBXGcNybnAdu5TcMzJV0o2uowLDqoqo7QmDaew1jWqllOOMYTAjqcBQRGRhCgxL0MjULDNzFsh+xtBrcj01G2YyUJlbTmKLT6C0l5NH3eKThuoKQiETNWIxnYDYG4dXUxmioboiOyeZQFVFiNZ65/+AAkMRkYUpMCxBA6PB5tZZzhjWBcfiledyspcxXN5S699WyoGhlzFsqHHeFLQF+mKms8/QKz7paKzBmNzMSQ7ym1xrLJ6IyIIUGJag4KiyrO8x1LxkP8C4ZHWrn/Eq5cpkb1ZyoxsYLglcU+kEhn3eOLwcLyN7/HnJo+kt98+FbTZPR0SkqCkwLEG5zBhqXnJkKXlpcy2blzUBcOBM6Ta5PidjGFhKTmde8oBblZztVkqJpDsv2VrL73/9QXZ87DYePzWUi1MTESk6CgxLUFTGMIvj8CB6Kbkcm1yPTc367Vu6mmvYstQJDPd3j2BtaWaWvAbXDTVOdjQ4YjG9PYb5GYfniYzFSy0wPHF2gtv2djM0McPPH+/OxamJiBQdBYYlKJdVn9FLyeWXMQwWnnQ11bLZDQyHJmbiFqWUAi8Q9paSa6sqqHeX0AfGUntzYK0N7DHMT8bQa3I9Nj3HxHTyBVOPnohkCVW4IiLlQoFhCfKyONU5qPqMXkouv4xhsFXN0uYatrhLyQD7SrSfobfH0FtKBgLTT1LLGI5MzTLt9j7M1x7DzjR7GT56YjByvxIN+kVEYikwLEH9XnPr+uqsV32W+1JyoowhlO7MZG+PYX11JDBMd/pJLve/JtLRFAlAe1MIDHcfH/T/rIyhiJQLBYYl6GyO5iSD28vOjTXLcik5kDHsaqqho7Ha/zmXamVyZCk5kn32ehmmmjHM5zg8T9T0kyQzf3Nhy2Mng0vJpdvAXEQkSIFhCerPYWBojKGpjOclexnDardxsjGGzUsbgdLsZTg7F2Zyxln6DS4lt6eZMcznODz/eaKWkpM736d6RxkL7EdUxlBEyoUCwxI0kMPAEILzksswMHQzhp1NkebMXmXyge4RwiXW8y4YHDXG22OYYmDYHwjM8pUxDD5Psk2uHzkR3Z5mfHouajSgiEipUmBYgnK5lAzBecnl90LZPez1MIxkobYsawZgcibM8bPjBTmvXBmfjvwbBzOGXuP0sem5lEYjDgSWkvPVx7CmsoJmt2gq2cxfsPDEo6yhiJQDBYYlZmp2jhE3s5GrF16vMrk8l5KdjGFXU2Qc3pZljf6f95dYAUowSxZVlRy4tgbHk78OvKXcxppKaqtyOyc5qKMptSbXj7iFJ6FA7ZYCQxEpBwoMS0zwRXpJjjOGwxPllzH09hh2BTKGm4KVySW2z3B0KriUHAnk0p2X3J/ncXieVKafTM+GeeK08+942Zo2//beERWgiEjpU2BYYqL2cOVsj6G3lFxeGcOJ6Tl/+XxpcyRj2FxbxYoW5+/7u0trNF5UxrA6fsYwlcrkfjcwy9W1mUinHxgufK77zgz7vRafta3Lv10ZQxEpBwoMS0zwRTr3S8nllTH0lpEhMk3DE5mZXGoZw0R7DNPLGEYKo/JTkezxpqwk064mWHhy41YFhiJSXhQYlpj+sdwHht5S8ujULHMlVoU7n2Bz62DGECKVyU/2jjI9G87reeVSwj2G9ellDPvyPA7P4wXyI1OzCxbLPOruL2yurWRTVyMtboZcgaGIlIO0AkNjzAXGmO8YY54yxowbY/qMMXcZY14S59htxpifGWNGjTEDxpj/NMZ0xjkuZIx5vzHmsDFm0hjzqDHmd9I5v3J2Ng+BYXAs3mgZZQ27Y5pbB3kTUGbDliP9Y3k9r1yKDgwjewxb6yMTcJLNGIbD1q9KLtQeQ1g4wPNmJF+8qhVjTCDbqD2GIlL60s0YrgGagK8Bfwx8zL39f4wxb/UOMsasAu4CNgJ/AfwT8CLgNmNM7CvD3wL/ANwGvBM4BnzLGPOaNM+xLAUzhq2B8XXZFDUWr4z2GfYMB8fhRQeGwZnJpVSZHF18EnlDUFUR8lvAJBsYDk7M4CWY2/O+lJxck+uxqVkO9jj/fhevaom6b7lkDH+5t5v/2nkMa8tnNUBEIioXPuRc1tr/Bf43eJsx5jPAQ8C7gf9wb/4LoAF4mrX2mHvcTpzg72bvOGPMSuA9wGette9wb/sicCfwj8aY71hrk2+WVsa8jExrfRWVFbnZKeAtJUN5BYbd7h7DqgoTtZQKsLGrEWPAWicwfMn2Qpxh9nkZw5CBupj2Mm0N1QxPziYdGA4UYByepyMQyM/X5Pqxk0N+8Lp9dSsQWYYuh8CwZ2SSt33jIebCltVL6rluU0ehT0lE8ixrkYMbuB0HWgM3vwL4sRcUusf9EjgAvDpw3E1AFfC5wHEW+HdgFXB1ts6z1J0dcwK1tvrcvfA2B5aSy6llTa+bMexsrCEUbHAH1FZVsLa9ASitmcljboPrhupKf9KLJ9V5yX1RFfOFKT5xziNxgPdooPBk+6pW977JVzQvdifOTvj7hvedGS7w2YhIIaSVMfQYYxqAOqAFeCnwAuDb7tdWAl3Ag3HuuhN4YeDvlwJjwBNxjvO+fs8859EFxO5b3AAwMTHB8HB+f8GNjY1Ffc6nniFn8kZLbUXOvu9QOPIC2T0wxHBnbpasi82ps86/Z3tDVdyf7fq2Wg73jbHv9FDer7lsCl6/g6MTANRVh875npqqnfeVfcOTSX2/J3oH/T/Xmpm8/oxqbKQg6GTfcMLnfuhwLwCdjdXUm2mGh6dpqnICpdGpWbr7z56TOS0lp/sjgfHR3sQ/p2JVyN+9IpmamJgo9CkAGQaGwD8Db3P/HAa+D7zD/fty9/PpOPc7DbQZY2qstVPusd323E0t3n1XLHAefwh8JN4X9uzZw9DQULwv5dzOnTsXPijLTvRWAIbZsUFuv/32nDxH3yR4l84Dux/DnCqPvUhHup2fLRNDcX+2lWMhIMSJsxP87Je3U7PI44edO3dy+ITzPZnZqXO+58kh52tnBkeTutbuO2MA54fyxMM7OZnf1WRqKyqYnDM8cuAwt888GfeYB55y/o2XVk3631Nvd+S8f/LLu2ivjXvXkvBgb+R73XPoOLdXHC3sCaWpEL97RTJ17NixhQ/Kg0wDw38FvosTuL0a5zeK9+u+zv0cb91mMnDMVODzfMfN53PAd2Ju2wDcetFFF7Fjx44F7p5dY2Nj7Ny5kyuuuIKGhoa8PvdfP3ofMMOmNSu48cZNOXmOwfEZPvbwfQCsXLeJG69YmZPnKTYffvg3wCzb1q3kxhs3nvP1mSd6+fkP9mExrL7gMi5Y3nTugywCwev3lu7D0H+WztYmbrzx0qjjdoWfYmfvSSbmQtxww9PPWWqO9cRdR+Gw84vvhc++nqoc7YFNZOn+Bzk6MEFdaxc33rjtnK+fHZ+h/zfOdX3DReu48brzAAgd7Oe/n9oLwKaLn8b2lc35O+k8O/PgKTjkBM1ztS3ceOMlhT2hFBXyd69Ipnbt2lXoUwAyDAyttfuAfe5fv26M+QXwI2PMlYCXE423mch7zz0R+JzMcYnOowfoCd7mvUjV1dXR3FyYX+QNDQ15fW5rLYPunr9lrbl77vqGyLLcNBUF+/nm0+TMnN/Qe3V7U9zv+ZJ1Bu+/w4mRMFdvWdw/l4aGBryi5Ka6mnO+5+VtTuA7PWeprG2I6nMYz6i7HbW1vor2Ja3ZPt0FdTXXcnRggsGpcNx/v12nI79Crti41D/mvK7I9T4Rrizp633Kdvt/7hmdXrTfa75/94pkQ13dQjmw/Mj2W/bvApcDm4ksAy+Pc9xyYMBdRsY9dpk5N+Xg3fdUls+zJA1PRBpO56qHIUBlRYiGame5aaRM+hgGK1mDc5KD1rQ3UO1mwUplZrI3+SRe0JfqvGRvXGO+x+F5FqouDhaeeK1qILqiudQLUIYmIl0GekammJkrnWbtIpKcbAeGXrjbYq09CfQCl8U57gpgd+Dvu4F6IHZ958rA12UBA3kYh+dpclvWDE+UR7ua4Di8rqb4m8yqKkKs7/Qqk0tjZrJXldwYZ8NkqvOS/cCwMb8VyR6/ujhBu5pHTwwCsKa9ntZA0BsMZEu9ZU0wMLQ2uqm7iJSHdCefdMW5rQp4A86y71735u8BLzbGrA4c9yycjGJwT+CtwAxOEYl3nAHeDpwE7k3nPMtNsE/ckhwHhs113rzk8ggMu4cXzhhCpNF1qcxMHnPXkuNmDBtSm37S716f+R6H5/ECw+HJWaZmo9uiWmv9GckXu21qPLVVFf60n1IPDAfHo/8/nxpUYChSbtLdY/h5Y0wzzlSTk8Ay4HXAVuA91lovXfJx4FXA7caYfwMagfcBe4CveA9mrT1hjPlX4H1ugPkA8FvA04HXqbl1cvqj+sTlODB0M4blspTcM7xwxhAio/HODE8yND5DS/3ibuXjNbhujBMYpjov2ZvKk+tsdiKx009Wtkb285wZnvS3C2wPLCN7OptqGJmczTgw7B+d4mePn+G55y/zl7aLSewKwOmh4mifISL5k+5S8rdx2tP8AU4T6ncDJ4CbrLX/4h1krT0OXA88Cfw98H6ciSnPCewv9HwAZ1LK84DPAmuB11trv5XmOZad4Itz7GSObPMyKGWTMXSDhoqQmTfo3rI0Uol8oGdxZw1nw5apWWePWfyMYXCP4fzXwcxc2M9G5bu5tSeqyXXMcvIjxwf9P8dmDJ37esvQme0x/Ksf7eWDP3iMP/n2wxk9Tq4MTShjKFLu0h2J99/Afyd57OM4wd5Cx4WBv3M/JA3BOcm5HjnmzUsul8knPfNMPQmKnZl8+dq2nJ9broxPRf5t4wWGzbVVhAyELZxdYCk5+PWCLSVHFZHEBIbuMnLIwIVx2tF0Zmle8t7TTsPoXx/qZ9+ZYbYuK67K2djAUBlDkfKT30ZiklPei29NZSjn0xkiS8nlkTH0ik/m218IsLK1jnq3YnuxVyaPTUd2cMQrPgmFIjOjBxZYSo5+01KYjGFnY+LA0Cs82by0ifrqc4NgL5idb87yQqy1nBqMBFpf/03xNY9WxlBEFBiWEO/Ft72hesFmw5mKLCXPcu7AmtLjZQzn218ITrC0yV1O3rfIC1CCgWGiHoX+vOQFMobB/a/FssfQEw5bv1XNxXH2FwbvOzI1y+RMeluehyZmGA/8TH+w6yRD48Xzxmpqdo6JmO9NGUOR8qPAsIR4L85teViq85aS58I26sWuGI1Pz/JXP3qc3/vKzqSqZ+NJNmMIsGVpI+BkDBdz0BwVGMbJokGkl+FCP9f+QMV8oZaS66or/P6bwczfkf4xv4gq3v5CmH8ZOlknB6ODrImZOb7z0PG0HisXgtnCCne7xOkhZQxFyo0CwxLivTjnuvAEIkvJUNyVyYd6RrjpM7/mK78+wu37e/nOg6m/EE/NznHWzewsXSBjCJHK5MHxmYyWHgttPKmMoXMdLBQY9kVVzBeuGrcjTpPrR9xlZIDtiQLDBNnGVASXZWsqnV+9/3nfUcLh4njzEKxIXt/h9OMcGJtmosjf+IlIdikwLCHePq98TJbwlpKheCuTb919kpd+5tcc7Ik0m96fxvJuMlNPgoIFBfsX8T5Dr4chQEOcPYYQWRZeqF2N12OzImRoqStcC594RSSPHHeWkasrQ1HFQ0HzVTQnK7gs+6br1gFwtH+cOw/2pvV42RbMGG5dHrmGtZwsUl4UGJaQATeTkevm1hBZSobim34yNTvHh3/4GH/837v9rFer208wnRYyPcHAMInec5uXNfp/TicQLRbRxScJMob1XmA4M2/my9tjuKS+et6q7lzz284Esn5e4cn5y5uproz/K7FjnsKVZHlLyVUVhrdfv8Ff1v76vUfSerxsiwoMAwGylpNFyosCwxIxOTPnv5DnI2PYHMgYFtNS8vGBcV71/37Df97nVHy21lfxld+7nN+6ZCUAB7tH/XnSyQo2t17avPBScmdjDUu8QHQRZwwnklhK9jKGc2E773XgBWKF2l/o6WiKri6emQvz+CmnhUy8xtaezizsMfSWkpe31NFSV8XLd6wC4I4DvRzpG0vrMbMpGBieH8gYnhpUxlCknCgwLBFRza3zspQcyBgWyVLyr57o5sWfvsevML1kdSs/edfTuXFLl79EODUb5vjAeEqPm2rG0Bjj7zNczDOTU8kYwvwta7zik1z311yIl/kbmphhejbMge4Rv4l3osITcMfi1Xhj8dLdY+gEWCtanTcXb7h6DeDMJP7GfYVvXRMch7dFGUORsqXAsETkcxweRGYlQ+GXkmfnwnziZ/t489ce9LMeN1+zllvedrU/9mxzYCJJqvv+vFY1IZN8Dz7vhfVg90jRFBekygsMK0LGL5aIFayAn68AZcBvpVTYMXDBJeH+sSl/fyHA9tWJM4YQKVzpTTtj6AaGLc41uWlpE9dsaAfglgePMz5d2Mx7MGPY2VTj/x7RHkOR8qLAsEQEGwi35eHFtzkqY1i4F7Se4Ule98X7+dwdTwLQUF3BZ1+7g4++9IKo/WKblkb2/R1MMTDsdpeSOxpr/DYeC/EC0fHpuXPalCwW3v7MhuqKhH0x24LzkucJDL03LoXqYeiJ2is4Mu3vL2ysqWR9R2OCe3n3rXbvl3pgODMX9q+jFYEZzW+4ei3g/B+6dfeplB83m7zAsKG6gqqKEMvdzKaaXIuUFwWGJWIg0CcuHy++tVUVVFc4l0+hlpJHJmd42efu5f7DA4Azp/h/3nkdL7p4+TnHNtdWsaLFeaFLdXnXW0pOpiLZEzsabzHyMoaJ9hdCzLzkBEvJkzNzjLrj9Qq9x7CzKVBdPDrlj8K7aGXLgkUxXlCZTsawe3gSL3EcDAyfva3Lvy6/du+Rgva99AJDr2p8uZvZ1B5DkfKiwLBEBJeS8/Xi6y0nF6r45JdPdPvZuJfvWMkP/+haNnQmzvp4E0nSzRgm08PQs7kr/aXrYjHmBnPzBYbB/ayJMobFMA7PE8wYnjg77hcHXbzAMnLwvulkDINZN2+PIUBlRYjXXeXsNdx3ZoSd7pucQvC2hLS4WWAvYNUeQ5HyosCwRHh7uCpCJmqZN5e8ApRC7TG8Y7/T/62pppJ/eMXF1FXPPx/ay+I92TvKzFw46efpTSNj2FJfxTK3gnmxViaPJ5ExbKiOZI4TZQwH8rz/dT7BwPDOA31+hXqixtbx7js8OcvUbGpNn4NZt5WBjCHAay5f7f8MCzk/OZIxdP69l7vnOTo1WzQFZiKSewoMS0Rw6km++sQ1B+Yl59tc2HLXAScwvG5TB1UVC1/Km7qcbOLMnOVof3LtQWbmwn7Ga6E5ybE2u4HoYl9KbkzQ3BqcCmxv+kmijGFfYJtDoauSG2oqqXffQNxzKNJYOtGM5KCOwDJ0f4qVycF9pstjAsP2xhpevN3Z/vCzx89wpkAZOq8q2VtKDi55n9Y+Q5GyocCwRPSP5W/qicdrcj1SgGzCnpND/pi6G7Z0JnWf6H1/ye0zTHXqSdTzuQUvT/WOpZShLBb+HsMEc5I9S/x5yfGvg/4iGYfn8TJ/kzPOv0l7Q/U5Wbz57gep9zL0MoYtdVVxW/+80S1CmQtbvnV/YbKGsXsMvaVkgFOqTBYpGwoMS4SXMcxn1ac3Fq8QS8l37O/x/3z95q6k7rOxK7L/MNnl3egehilmDN09jdNz4aJoYJyqcT9jOH9guNBYvP7R4skYwrl7cLevbk1YdR2USZPrSA/D+AHo9tWtbF/dCsC3dh5Leak6G84pPlHGUKQsKTAsEX5gmMcXXm8vYyGWkr39hVuXNbGsJbmArb66kvPa6oHkA8PuqKknqWW7FvvM5GT2GEKkACXRUrJ3bVZXhhYMMvOhI6YAJpllZIjMWQan1U0qvAKOla2Jr9U3ug2v+0an+dljZ1J6/ExNzsz5jb69wHBpUw3erhT1MhQpHwoMS4SXlSmHpeSBsWkecfvPXZ/kMrJns7u8m4+M4cauRrxE1IFFuM8wmXY1EOllmKj4xJsU0t5QnVRmLtc6YqbXJFN4AtEBZaota04ukDEEeNHFy/3/v1/L8/zkYNbfq0qurAj51/xi7cUpIqlTYFgCZubCftYur0vJbsAwORPO69LX3Qd78dq93ZDkMrLHW9490j+e1Dn3uhlDY1JvA1RXXcEaN0O52DKGs2GnSAfmLz6BSMZwaGKG2Th7KYtlHJ4n3YxhXXUFDW7hSipLycOTM35Lp/kCw5rKCn7nivMA2HVskD0nhhIem22DwcCwLtLVwGtyraVkkfKhwLAEBJfwCpExhPz2MvSWkRtrKrls7ZKU7usFhnNhy1O9C+/76x72MrE1VCZR+Zzo+Q4uspnJU4GYuX6B4pO2euc6sDZ6rJqnf7Q4xuF5OgMB6srWupR6K3rZxlTmJZ+O6mE4f5HLa688z5+u8/XfHEn6OTI1lCAw9Mb3aSlZpHwoMCwB+R6H5wnOS85XYBgOtKm5dmN7Um1qgoIzk5NZTu4ZcV7Uu5rS+7muaXcyhifOTiyqmcmTgcBwoX2BwSbX8eYl+3OSizBjeIlb8JHqfXtHks+gRfcwnH87worWOp57/lIAbn3k1Lzzp7NpaDxBxjDQ5LqQU1lEJH8UGJaAgajAMJ9LyYF5yXmqTH7s1JAfCCdbjRy0vrPB31CfXGDoZAxTLTzxeG1QpufCKVeyFlIwY7jgHsN5AkNrrf99F7q5tSe4xzDZZWT/vt685BQyhlE9DFsWbovjzU+eng3z7QeOp3R+6UqYMXSv36nZcN6CVBEpLAWGJSB65FhhlpLzNRnBW0aG5PsXBtVWVbC2owFIrpeht5ScauGJZ+WSev/PJxbRBv6pwFbBhoX2GNYHxuLFFKCMTUeqXQs9Ds+zZVkTTbWVVIYMz9qW2psLfyxeCkG+lzGsCJmkMs9XrW/zi6S+82ChA8PIda/ReCLlQYFhCRgIvEjlM2NYiKVkr3/h5qWNC+7XSsSbY3ywZ/6M4exc2C+cSLW5tSfYOPnk2UUUGM5FqoeT7WMI5za5juphWCQZw+baKm5/7w3c8b4b2BiYaZ0MLzAcHJ9Jumm5Fxgua65Nap+qMYYXXOhMQnmqb8yfWZ1LwcDQm2gE0RnOU4vojY2IpE+BYQnwMobGRGdvcq2pNr9LyYPj0+w+PgjADVtSX0b2eKPqjg2MMzGduDK5b3Tar37uak43YxgIDBfRC+tkmkvJsRnDYDY7thq4kDoaa1gVyOYmK9jkOtmxeKfc4pMVC+wvDNoamNJzsCf3hUteYNhUUxkVvC4PnLMCQ5HyoMCwBPQH5iRX5GlOMkRnFvKxlHzXwT7Cfpua1JeRPd4ynbVwaJ4X3Z5AgUG6xSctdVV+W5/FlTGM/HmhjGFtVYU/fzh2H1oweMpnNjtX0hmLl0wPw1ibUiySypQXGAa3hwB0NNRQVeH8TtFSskh5UGBYAgZG8z8OD5wZul4cmo+l5Dvd/YX11RVctrYt7cfZEnjRna+/YM9w5IV/aZoZQ4hkDRdTxjCV4hOIZKpjp58U2zi8THU2Rb6HZJpcz4UtZ4a9jGHygeHa9nqq3cxdPpqjx47D84RCxp8sdEqBoUhZUGBYAgoxJxmcFw0vm5TrpeRw2HKn26bmmg0dVFemf+mu7WjwsyDzZWO6s5AxhMg+w8WUMYxeSp6/+AQi117s9JOowqgi6WOYiaiM4cjCgWHPyCRzbpo7lcCwsiLE+k6nSOpAHpeSYwNDiOwzPL2I3tiISPoUGJYAf7JEAZbqvKWnXM9L3nt62F+6S6caOaiqIsT6joVH4wUzhpnsjwtmDBdLLziv+KQyZPzM1XwSzUv2lpIbqiuoq144wCx20UvJC+8xTKWHYawt7j7DfGYMW+vPDQy9NzZaShYpDwoMS0ChMobgVHhC7ucle9XIkHlgCLDJm5k8z4uut8ewvaE6owyl98I6OjXL8ET+JsRkwltKbqipTGq+sTf95NyMoRNct5XAMjI4P4+6KifA7U0iY3gqhaknsbxm7GeGJ+NOlMmmwfH5Moa1/nnMLaIm7SKSHgWGSfr1oT6e8y93ckueGs4may5s/TmnhcgYNtV6S8m5DXi8/oUbuxrTqiaN5e0zPDU0mTCo9TKGnRksI0N0ZfKJwfGMHitfJt1OLAsVnngiGcPYdjXFNQ4vGzqavCbXyQSGkYxhuoEhwMEcFqBYa/2tIHEDQ/e858I2qWBYRBY3BYZJ+sqvD3OwZ5RP/d/BQp9KlLPjkZYqBckY+kvJuctoDI3PsOvYWSCzauSgzcuCVZ/x93BFpp6kX3gCi7OXYSRjmNzyb5tbfDI6NcvUbGSDohc8dZRIxhBSa3LtBYZNNZV+dj1ZXvU8JL5Gs2FyJsy025MxtioZYEVL5PpfTAVUIpIeBYZJOj7g/EI8OTgxb++7fIsah1eAPnGRpeTcZQzvPtQbaVOTQf/CoGSyMd3Dmc1J9izGXobBpeRkBOclDwbm7vpzkkspY5hCYHhyMPWKZM/qJfXUVrmVyTnMGCaaeuIJNrk+PbQ4rl8RSZ8CwyRYa/0XdGvhcN9Ygc8oItgnrrBLybnLGHptauqqKrh83ZKsPOZ5bfXUuPsG47WsmQtHZvymO/XE09lY4z/X4skYOvsKk11KjjcvORy2kf2vJZQx9LYWpFJ8sjzFwhNwqv43uZNZChkYRo3FG1QBikipU2CYhOGJWUYDY6me7M19+4hkRWUMC7iUPDI1m5ON6dYG29S0U1OZncrWipBhY5ezVHcwzjJd/+iUn6XMdCnZGBNpWbNIMoZeu5qG6iQzhsF5ye41OTw5w6z7QyyWcXjZ4GUMz45PM7vAWLxTQ6k3tw7yMtv5CgzjVSW31FX5BTen0sgYTs7M8djJIcIqXBFZFBQYJiG2YKC4AsPCzqINTj8ZzcFM172nh/29ftmoRg7yClDiZQx7ApvsM11KhsXX5DrVpeSojKFbmRzMqBXTOLxMdbrZT2vPnfQSNDY16y+rr0w7MHTevPSNTkc1C8+mwUAlebyMoTHGz3imkzH8o2/u4sWfvofP3/VU+icpInmjwDAJsct/T/YW0VJy4IVpSQHb1UBulpO9amTI3v5Cjzd2rHdk6pz+e8FxeJ1NmWUMYfE1ufYCw8Yki0+WNESuAy9YCgZNpTD1xBMMcuebfhLcj5fKnOSgZIqkMrXQUjIEexmmdv2OTs1yh5vx//YDxxZNH0+RcqbAMAmxWZ4n8zCJIFnei29zbSVVSTQizrbmutzOS/b2F67vbGB1W+ZtaoK2LAtWfUZnDbujxuFlIWPovrD2j00XVfFSPNZav11NfbLFJ/Xn7jEMZrhKYU6ypyOQQZ5vn+HJYA/DlvQyhlvyMDM5mcBweZpj8XYdPetvMTnSPz7vbHIRKQ4KDJMQm+U53DdWNPtl/D5xBVqqawpkDLNdmTw0McNDfpua7GYLAX9jP5w7diw49STTPoawuCqTp+csYZta8UlVRcgvRPKyr31jpbmUnOxYvEx6GHqWt9TS5P4b5CowDGb6mxK01PEqk3tHpqLaES1k5+GBqL//Ym93GmcoIvmkwDAJsS/kEzNznB4ujuo8f7JEgTIyuVxKvvdQn59tuD7L+wvByeI1uGPaYiegeHOSl9RXZaXgJaqXYZEHhmOBvaINKYyxa/fnJTvXQTBjGMwoLnbBnozzLSV7gaExsKwlvaVkY0xkSk+OM4bNtZVUhOJPuQkuhXcPJb/XUYGhyOKjwDAJ3gu5V5kHxbOcHOkTV6DAMLCUnO2Mobe/sLYqxJXr2rL62OC0A9mYoOrTyxh2ZWF/IcRkDIt8n+F4YKk72eITOHdesndtttRVZTRSsNg01lT67Yfmyxh6vzeWNtVmtM0jUpk8mpM9et7kpJY4FcmeYC/DZCuTJ2fm2H18EMD/93/k+CBnNHNZpKiVzm/rHPJeyK9aHwlOiqUy2Q8MC7S5P7j0lM09hsE2NVevb6e2KjttamJtCWRjgi+6vW7GMNMehp5lzbV+NuZkkY/FG5+JtGBJdikZItNPInsMC/umJVeMMUk1uT7tN7fO7M2FFxgOTcxEVctny9A84/A8Ub0MkwwMHzk+6E9U+b1r1/q33/aEsoYixUyB4QImpuf8yt9Lz1vi7/cphsAwHLacdZftCrWU3BRoV5PNecn7zoxwxl2uz3Y1cpD3ont2fCaqkKA7yxnDyooQy9x+iMWeMYxaSk4nY+i3q3F+hqVUkexJpsl1pj0MPZtzXICSTGAYlTFMsmVNcBn5zdet86//Xzx+Jp3TFJE8UWC4gOB+sJWtdax3myI/2VP4ljVDEzP+Hry2Ao0cq6oIUe/uQxvJYsYwuk1N9vcXeuK96IazOPUkaLE0uR5LcynZe3MyMDaNtdZ/Q1VK4/A8C2UMw2HrZwzT7WHo2Ryont9/pjCBYUNNpf/1ZDOGO484geH6zga6mmp5zvlLAbjvqf6czlYXkcwoMFxAVGC4pI4NHQ1AcWQMgz0MC7lc54/Fy2pg2APAuo4G1rQ3ZO1xY8ULDAfGp/2JHUuzUJHs8ZtcF3nGMLjHMJWlZK/AZGo2zMTMXMG3OeRSZ5PzPSUKDPvGpvxl1Ewzhp2NNf5EknhTejI1nERgCJGWNck0uZ6ZC/PQUaejgLc/+LkXLHW/ZqPe+IlIcVFguIDgi/jK1jo2uBnDnpGprGbI0lHocXgerzI5W0vJI5Mz/ovK9Ztzly0Ep0ehN73FCwy7AxXnXRmOwwvyMkdnhieZWWCUWiEFM4b1KVQltwWaXPeOTPlLyoVqpZRLXsZwYGw67ijI4HJrpoGhMcZ/AxNvSk8mrLWBjOH8v0NWpJDxfvzUsP8G4wo3MLxyXbu/FUfLySLFS4HhArxCgZDbcmJDZyR79VSBJ6AEx+EVNDD05yVnJ1D+wcMn/YxdLtrUBAVfdL3JEtkeh+fxMoZhS1FXZo5NZZYxBOf/hlfLU2rFJxAJDMMJxuIFexguT7NVTZA3Gu9gTJFUpsan55iZcx4v6YxhEtfu/U/1+3++Yl074FQm37jV2S98x/7elPohikj+KDBcgJcxXNbstJzY0BnZ71Po5eT+Ihk55i0lD2Whj+GRvjH+7n/3Ac4L0dXr2zN+zIV4Y8cOnHFedHsCGcOlOcgYQnHvM0y3XU3wzcnBnkhmqxSXkqOaXMdZTj4Vszc5U94ElLHpuaxeO8lMPfF4GcOhiRnGp+dfHfAKT1a21kV9/95y8ujULL95sj/ufUWksBQYLsD7Jexle85rr/fbjhQ6MBwYLY6lZC+T8PipYX9vYDrmwpb3fOcRJmacwOQfX7k9Z21qgja72wNGpmY5MzyZ9aknnsXSy9BbSq6qMCn1HwzO6g6OPivN4pPI9xovMAz2Pm2dpz9gsjYF9sJmc59hKoFhMPM5X2XyXNj6hSex/Uev39xJtdvTUc2uRYqTAsMFeC/g3rvemsoKznNn9ha6MtnLGDoNd3MfQCXy5uvWUV9dgbXwJ9/enXZG4/N3PenvLbz5mrVct6kjm6eZkJcxBKfq01tKbqmrympgutgyhqlMPYFIH0OAg4HAsKMUM4aBNwy9cXoLehnDFa21GBN/mkgqgkVS2dxnmFpgGLl+56tM3n9mxG92f0VMYNhUW8XVG5xVgF/u7S6a0aIiEqHAcB4zc2G/l14w2+PtMyx4xtANDAuZLQTY2NXE3738IgAGx2f4w2/uSnn/0N5Tw3zytgOA097iz56/NevnmcjmmGyMV3ySzf2FALVVFX6QtBgyhqkUnoCz19SbqHYokNUq9PWZCwsvJXvNrTNfRgbnZ+g9ZzZ7GQYDw4Uym8E3NvNVJu88HNxfeO7EIm85uWdkikdODCZ7qiKSJwoM53FmaBLvDe3K1nr/dm+f4ZH+MWYLWF1aLIEhwE2XrOQNV68BnIkHf/uTJ5K+79TsHO++ZTczc5aKkOFfXn0JdSkGJZnoaKzxCyT2d0cyhtnsYehZDL0M080YVoQMrW7WcMRtkh0y+LeVkubaSn+ZPV6Tay9jmI39hZ4ty7I/M3loPPmM4dKWyP+H+a5fbxm5o7GGdR3ntpp6zral/p+1nCxSfBQYziO2h6FnvZsxnJmzHC9g5qe/wHOSY33wRdvYvroVgK//5ii37j6Z1P3+5bYD7HMb9/7RjRu5xH2MfPKyhge7R/zik6VZmnoS5PcyLOLA0MsYplJ44lkSk3Vqa6j29+SWEmMMnV6T65il5MmZyLSkbGUMATZ1OdfooZ7RuC1y0hHMGDYvEBjWVFb4WctES8nWWr/w5Mp1bXGX0buaa7n0vFZAbWtEipECw3nE9jD0RFUm9xRuObnfXcIqhowhOC8cn3vdDj84+MD39iyY3XjgyAD/cddTAFy0soV3PnNjzs8zns3+zORRet2fa2eOM4bFur8q3aVkOPdaLMXCE4+3LaA3Zik5WJGczcBwi7sXdnImzPGB7Mzb9gJDY/B7DM7Hm5mcqGXNU31jfgY13jKy57nnLwPgyd6xgm/JEZFoCgznETsOz1MMLWustUXZQHhlax3/+ppLMQYmZuZ4+zceYnQqfmuL0alZ3n3Lbqx1epx98re3U1VRmEvSK0CZmIn0dctJxtC9jqZnw/SNnbs3rRiMu/9e9VWp/1vEBobF8qYlFyJj8aKXkoNBkxdIZYP35gWyt5zsBYbNtVWEksjsepXJpxJkvIPzkecLDL3xeAC3aTlZpKgoMJyHlzFsb6iO2vO2pKHaf8ErVJPr4clZP4AplqVkz/WbO3nXMzcBzs/nz773aNymvH/7kyc4PuD8jP/s+VvZ2NV0zjH5EixA8eRkj+GSyF7VYi1AyWQp+ZyMYQlWJHsSzUtO9IYyU5vijG/MVDJzkoO8yuTTQ5Nx/097gWFzbaXfezGejV2N/pYcLSeLFBcFhvOI7WEYVOjK5GIZh5fIu561iae77WZ+8uhpvnrvkaiv/9++bv5r5zEArl7fzu9dszbPZxhtc5ygtCuHGUMo3n2G6RafQPT0E4iu3i01He685IGx6ahtAcFs2rIsTD3xNNdW+Rm7A1nqZegFhsn2WvQyoOPTc3FHYHqB4RXr2hbMQHrLyQ8fH4xqKi8ihaXAcB4n56ks9JaTCxcYBsbhFWFWpiJk+LfXXMoK94Xsb3/yhN+jcGBsmvd/dw/g7Gv6p1dvT2oZK5da6qtYGpMhjP17NhR7k2trbZb3GBbftZktXtA7F45s64BIYNjZVJP1/qKR8Y3ZyRgOppkxBDgVU4By4uy4/ztzvmVkj9e2xlr45RPpN8YXkexSYJhAOGyTCgzPjs/EnZWaa/2BfU3F+uLb1lDNZ1+3g6oKw2zY8o5v7aJ/dIoP/XCPv/z2kZdekNXltkzELifnImPYUlflb/Ivxozh1GzYb9GUjYxhMb5pyZboXobBwDC7PQyDvH2GT/WOMZOFVlnD3h7DJAPD4PcUu88wen/hwqMsL1nV6k8W+sVeLSeLFAsFhgn0jU4xPev84o27lNwV6c9ViKxhsS8ley49bwkfetH5gLMv6WWfu5f/3eO8CDzvgqW8YsfKQp5elGBg2FRTmbNein7LmiLMGAYLhdIJDMurKjn+9BN/6kkWl5E93jU6PRfmaH/m+5tT3WMYLKY5FVOZ7AWG9dUVXLCiecHHCoUMz3Z7Gt57qD9hkZqI5JcCwwROLLCBvNAta/rHghnD4n7xfcPVa3jJ9hUAHHPbbHQ0VvPxl12UlXFh2RLcLJ+LwhNPMTe5Hgu8ONfXpJExbIjdY1i8b1oyFZyj7WXArY2sNOQmYxgsQMns9461NuXAsKup1u9LeTpBxvBpa5Yk3V3AW06engtz5/7epO7zxOlh/vz7ezKayy4iiSkwTCCqh2GcjOGqJfX+MPhCZgzrqiryOiUkHcYY/v7lF7GxKxJM/93LLy6qNjsAmwLtQHKxjOzJV8ZwanYu5dGEGWcM62Orkovr3zibOuOMxRsYm2bKXWnIRWAYvEb3n8lsn+HY9JzfKLs1ycCwImRY2uQ1uY5kDHtGJnmqz8lgXrF24f2Fnms2tPvX2ULLyXNhy+fuOMRLP3MP/7XzGB/43p6kn0dEkqfAMIFgNmdVYByepyJkWNvh3P5kAVrWFNM4vGQ01FTyxTdcxjO3dvHnL9ga1cesWATbgeSi8MTjZQxHpmajJk9k05O9o9z4j3dw5cd/Rc9I8hWfY1ORQDKtPYYN504+KVXNdZX+m0OvyfWpwAzhlVnsYeipr65kdZtz/RzsySwwHAwUzCSbMQRY7l6/wT2GDxw+6//5yvUL7y/01FRWcMOWLgD+b1+Pv30n1pG+MV79+d/wiZ/t99t0nRmeZHImtTc+IrKwtAJDY8zlxpjPGGMeN8aMGWOOGWNuMcZsjnPsNmPMz4wxo8aYAWPMfxpjOuMcFzLGvN8Yc9gYM2mMedQY8zvpnF82eNmcxppKmuvi93MrZGWyPw5vES3Vre1o4Ms3X87brt9Q6FOJq7Gm0h/VtT2HY/lyXZncNzrFzV/ZyamhSQbHZ7j7QF/S9w0uJaeTiW6sqaSqwllqrKowNNem3gtxsTDG+P//+kac/48nczT1JMjb8pBpxjD4piSlwLDl3OknOw/3A06j+otXtaR0Ht5y8sjkLPe7j+Ox1vKN+47ygn+72+9qUFMZednqGS7OJvEii1m6GcM/A14B/Ar4Y+A/gGcAu4wxF3oHGWNWAXcBG4G/AP4JeBFwmzEmNqL5W+AfgNuAdwLHgG8ZY16T5jlmxPsFv2pJXcJ9cF5geHxgPOUlu0x57WpKOSNTCF9+4+V86/ev5A1Xr83Zc+Syl+HE9Bxv/tqDfuNwgKMpjE/LdCnZGONXJrc31BTVHtJciG1ynatxeEFeZvtIf2a/d9INDL3v68zQpN+/8X53f+Elq1uprUrturlhSxeV7r7FXzwemYLSPTzJzV95gA/98DEm3Mzgzdes5d9ec2nkmBSy4SKSnHQDw38B1lhr32Wt/aK19m+ApwOVwAcCx/0F0AA801r7KWvtx4FXA9uBm72DjDErgfcAn7XWvtVa+wXgJcDdwD8aY/K+ic7L5MzXSsWrTA5bONqfndmlyRoYXVxLyYvFkoZqrtnQ4W+wz4VgxvDE2exdN3Nhy7v++2EeOT4YdXsqc3XHMgwMIXJNLqZsdrq84prYwLC6MpSzNlJexnAubDOavDQcCAyTbVcDkWrr6TlnrOPg+DT73b6KVybRvzBWS10VV29wlp9v29uNtZYfPXKK537yLu484BSkLG+p5ZtvuZKPvvQCfwsPOMGpiGRXWoGhtfZea+10zG0HgceBbYGbXwH82Fp7LHDcL4EDOAGi5yagCvhc4DgL/DuwCrg6nfNMV7CyMF7hiadQlcnW2shSsgLDRaejoYZqdzksm0vJH/vxXn/u7LUb29nhLoun0tYk04whwBZ37rT3uZTFZgy95dWVrYlXGjK1KUszk9NeSg68WT49OMmDR87iTcdLprF1PN6e4zPDk7z2C/fzzv962D+/l+9Yyc/+5Blcu9GZpBScYd6tiSkiWZe14hPj/BZcCvS5f18JdAEPxjl8J3Bp4O+XAmPAE3GOI+bYnBuemPVfIOfLGK4PBoZ53Gc4Pj3nVz62FXmrGjlXKGSy3rLmS/cc9scOblnaxL+//mn+G5djA8k/hzcOD6A+jVnJAB99yQX8y6u382G3f2Up63ArdPtHp6Oa4q/IQeGJZ0NnI15CO1uBYbIj8QBWBKafnB6aYOcRZxm5ImTYcd6StM7F62cI8JunnH2GbQ3V/L/X7+BfXn1JVODaWl/lv7FSYCiSfdncGf46YCXwl+7fl7ufT8c59jTQZoypsdZOucd223Onsnv3XTHfExtjuoDYgpYNABMTEwwPDyf3Hbj2B/qDtdUw7/27mqrpGZlm36lB/7ixsbGoz9l2IpBlaqiYS/n7k8Jb2ljF4T441j+a8b/fbfv6+JsfO++puhqr+fSrtsH0BEsbnIxf3+gUZ/rOJjXibmDEWXauMpapiXGG01hSrwCevbEZ5iYZLvEX7sZK51fWbNhyvGeAk+7WgM76ypz+v1y9pI6jAxPsPTmY9vN0Dzq/nyoMhKfGGZ5O7t+6sSISUD51ZpB7DznLvduWNTI3NU469SCNIbhgeSOPn3Z+916/qY2PvmAT7Y3Vcb+/rsZqTgxOcjzm/0+uf/eK5NLERHH0ts1KYGiM2Qp8FvgN8DX3Zu9tZbxfE5OBY6YCn+c7bj5/CHwk3hf27NnD0NDQAnePuc+AwXl5g1OHHuP27sTHtpgQPYR45HA3t99+KuprO3fuTHCvzBwZAe+f7viT+7h9IDbRKkVvPASEONo7wu233572wxwegc8+XoHFUBOyvHH9OE88dC9PAMN9kev4B7+4ixUN8z4UAAcPO+dVU5G767eU9AR+xj/+v3voHXX+X04OnOb220/m7HlbcP6d9hztS/v62feU8xi1FZY77rgj6ftZC5WmgllruGfPIfZ2G8DQZYcyupaf3QZ2IsSl7ZbL23t49IHEDayr5yoAw8HjPdx++7m5B127shgdO3Zs4YPyIOPA0BizDPgJMAS80lrrrUV5oW+8tc7amGMmkjwukc8B34m5bQNw60UXXcSOHTsWuHu0Uw+chP1PAfCSZ1477/SGe6cOcXDXafpnKrnhhqdjjGFsbIydO3dyxRVX0NCQxKtxiu482A+P7QXg+it3cPHKhcdPSXE5UHWM+3qOMjpruOq6Z1CXYiUnOEvEH/3abmbsLBUGPvmqC7luQ2SPV/vJYb5+8BEAlm+6iBu3dCz4mL8Y3gfdvdRUkLPrt5Q0HBnkawedRsv1q7bBowcBuHr7Fm7cvixnz7s3dIRHf32c/qn0r5+fDj4B3X20N9Vx442Xp3Tf5fsf4PjZSZ4YqSGMk0H8resu5IZNyfcwjHUj8OYkj/3p4BM89UQf05XR557r370iubRr165CnwKQYWBojGkBfgq0Ak+31gZTZt7buOWx93NvG3CXkb1jbzTGmJjlZO++0am4GNbaHiDq7aW38buuro7m5tQCp/6JE4BTWbh2WTuheZbTtq1cArtOMz49xwQ1LGuO7C1qaGhI+bmTMWEjGdDzutpobj63AbcUt/VLW4GjAIzMVbG0vXHe42MNjE3zju88xNkJZy/s37zsIl546XlRx5xfEbkW+yZJ6lqcCjt7t2oqcnf9lpI1SyO/Gw70RRY9Nixry+nP7qI1HfDr41igZyLERe2pP9eYW2e0pKEm5XNduaSe42cnOTvuBIXGwPXbVtGcwl7FTKxsbwL66BmZpqmp6ZxCH127shjV1eWmxVWq0i4+McbUAj8CNgMvttbuDX7dWnsS6AUui3P3K4Ddgb/vBuqJrmgGuDLw9bzxK5Jb6+YNCgE2dOW/AGUgMCe5rQxagpSiqCbXKRagTM7M8ftff5AjboukP7pxA79zxXnnHLekvopGt4Ak2XZKXruaNMYkl6WOwFi8R08M+n9ensPiE4idmZxeAYrXriaVVjWe2B6NW5Y20ZKnoBDw34BPzYYZnphd4GgRSUW6k08qgG/jtJF5lbX2NwkO/R7wYmPM6sB9n4UTTAaXfm8FZnD2CnrHGeDtwEng3nTOM13BwHAhwZY1T+U5MKyuDKXdUkQKK6rJdQota8Jhy7tv2e1PgbjpkhW897lb4h5rjOG8NiebnGyT67Fp50W2tiK2Dkziaamr8pszByeRBCt3c2Fte4M/YSbdwNCrSm6tT/3NZez3l07/wkwsbYkE3mdKvMBJJN/SXUr+Z+ClOBnDNmPM64NftNZ+w/3jx4FXAbcbY/4NaATeB+wBvhI4/oQx5l+B9xljqoAHgN/CaZr9usC+xbxIprm1Z1lzLfXVFYxPz+VtZnL/aKSHYalPlihVy1pqCRmnOfrJweQbUP/88TP8754zAFy1vo1PvPLiea+BNe317D09nHST61FlDFMSCjlj8bqHp5h1p4C0NVSnNU4wFdWVIdZ1NHCgezTtwHDQDQxbEoz8nE9sRvSKdenvLUzH0qZIprZ7eLIsemaK5Eu6geEl7ueXuB+xvgFgrT1ujLkeZ1LK3wPTOIUq7wnsL/R8ADgLvA1nKspB4PXW2m+leY5pmZie85tHz9fc2hMKGdZ3NvDYyeE8LiVrHN5iV1URYllzLaeGJlPKGH5vl1Pp2lRbyedffxk1lfMHIF7G8MTZcebCdsGJLv5SctY6nJa+jsYaugM9WnLZwzBo89ImNzBM/fdOOGz9peRUmlt7YjOGl69Lr39hupYpYyiSM2kFhtbaG1I49nHgeUkcFwb+zv0omOB+r2QyhuAsJz92cjhv00+8pWQFhovbyiV1TmCY5B7DwfFp7jzg1Fi98MLlSe3pOq/dCQxn5iynhyZYtWT+QqXxKSc5X6uMYdKC+wwh98vIHmef4WlODk4wMjlDU23yAd7o9CxugjOtwDCYMVzf0UBXU36CYc/SQJFfjwJDkaxSXiBGVGCYRMYQYH2Hs8/w1NBk1KzZXNE4vNLgTz9JMmP4v3vOMDPnvJrfdMm8Pd99XsYQ4NgCBSjWWn+PoZaSk3dOYJjkG8pMBQtQDqb4pnRoPL1xeJ7lgeA33TF4maitqvDPWxlDkexSYBgj+CKddMawK9Iv63Bf7vcZRjKGGoe3mHlvPM4MTzIzF17w+Ft3O8vIS5truHJ9cnu61rRFrs1jC+wznJiZ87NIKj5JXmdT9P/DZH9vZGpzcGbymdT2GUbPSU79DWZLXRXPOX8pdVUVvPry1QvfIQe8yuQzQ2mMWhGRhLI5Eq8keIUAIRO9j2U+G2JmJp/XlNxG6EM9ozTXVtLVnPwyzOTMnD/Ptl2taha1la1ONi9s4czQJKvbEi/znhqc4P7Dzkzal1y8YsG9gp7lrbVUhAxzYbtgZfJoINutjGHyYhvg5ytjuKa9gerKENOz4ZT3GUYHhum1mfmP330aM3PWn1ucb13NNezvHqFnRBlDkWxSxjCGlzFc1lxLVUVyP551HQ14haHJ7jP86Z7TPPeTd/KiT98T9YK8kP5gD0MtJS9qqfQy/NEjkR7vv3XpyqSfo6oi5GewFsoYjk1Fiv8VGCYvNmOYr+KTipBho/umNNXK5GwEhsaYggWFEMwYKjAUySYFhjH8HoZJ7i8EZ7/LKvf4J5NYSh4Ym+ZDP3yMsIXekSkeOT6Y9HMNjCowLBWp9DL84W4nMNzQ2cAFK1Kb6ODtM1xoj+GYMoZpid1jmK+lZMBv05JRYJjHxtTZ5BWg9I1OMZvEVgwRSY4Cwxip9DAM8paTk8kY/tWPHo/K/D0SmJiwkL6xyH4aFZ8sblGB4TwZwwPdIzxxehiAmy5ZmXLvSq8yeaGMoZaS0xMMDKsqzDmBYi55BSg9I1OcDfxOWUg2MoaF5jW5DlvoG03+exeR+SkwDJiZC/sVbqlkDCESGB7uG2MunHjj/i/3dnPr7ujRz3tODCU4+lzBjGF7Hl+AJPvqqiv84H6+jKFXdALJVyMHeRnDoYmZqGrUWMGMYW1IxSfJCu4xXN6y8BjNbNqyLLK/eX8KWUMvMKwImUU7PSnY5FqVySLZo8Aw4MzQpF+V6RUGJMsLDKdmw5wejl8lNzQxwwd/uAdwGhRftsZpCvtoKoGh9hiWFO8NSKKMobXWfyNxyepW1rQ3xD1uPmsCRS1HBxJvdRib1h7DdCypr/aLgfK1v9CzZVlkW8E+N6ucDH8cXl3Vop2eFCwO7FZgKJI1CgwD0ulh6FnfGWhZk2Av18d/8oQ/IeHDLzqfG7d2+c/bP5pcywVvCbqqwtBcq6Lyxc7vZZggMNx17Cwn3Gzib6WRLYTIUjLMv5wclTFUYJi0UMj42avVCzQQz7YVLbU0ub8HUsoYjqc/9aRYLGtWYCiSCwoMA9LpYegJtqw50n/ui/zdB3v59oPHAXj6pg5eddkqtq9q9b/+6MnksobeOLwl9ZqTXApWBTKG4ThbEH74sJMtrAgZXnRxmoFhMGM4TwGKik/S977nb+GaDe286bp1eX1eYwxb3QKUfSn0MvQyhs2LODBsb6zxM7UKDEWyR4FhQDrj8DwdjdV+Bu9wX/SL79jULB/4nrOEXF9dwcdfdhHGGC5a2eIfk+w+Q43DKy3edTY9G44qLAJnz+tP9pwG4NqNHee0RUlWU22Vf70cnydjqOKT9L3s0lV86/evYtvy1CrGs8GrTN5/ZiTum4t4hjKYk1wsKkKGTneftZpci2SPAsMAL2PY3lBNXYobso0xbOhyC1BisjKf+Nk+P+j8wAu2+o2MW+qrWOMu8z2aZGWyPw5Pza1LwsrA0mNsAco9B/v8NwI3bU8vW+jxrrlkMoa1VSHyWD8hGdrq7jMcn57ztx0spBQCQ3CmAIEyhiLZpMAwIJ0ehkF+ZXJgKXnn4QG+9pujAFyxto3XX7km6j4Xu8vJyRagaBxeaZmvZY1XjVxbFeJ5Fy7L6Hm8ApT59hiOug2u66uULlxMvKVkgH1nkitA8YtPFmkPQ4/Xy1CBoUj2KDAM8APDNBvUeoHhwPgM47PO+Lo/+96jANRUhvj7V1x0TiuLi93l5J6RqaQ6+HvtatTDsDRETT8JZHvGp2f5xd5uAJ69bSmNNZkVGnn7DE8PTTA9G78ZsJcxbNA68qKyORAY7k9in2E4bBmeLI2MoVeZrHY1ItmjwNAVDtssBIaRyuSeCfj3u49x2J2E8p7nbmZ9oEDFc9GqyD7DhZaTp2bnGHFfvLXHsDS01FXR5AZ9wYzhbXu7/ZnYN12S/Ai8RLzK5LBNXAHtB4aLtK9duWqurfJ/ZyVTgDIyOYt1tyIu9sDQyxiOTM4yPp38aFERSUyBoatvbMrPpKS9lNwVCfwe6A3xtftPALB9VQtvujZ+teKFK1v8Oct7FqhMPjsWaU6swLB0+L0MAxlDr3dhS10V12/uzPg5oiuT4/cy9IpP6hUYLjqRyuSFl5KDU08Wc1UyRAJDwG8FJiKZUWDoyqRVjee8tnoq3aXie7pDhK3Tb/ATr9xOZUX8H3VjTaW/BP3IAvsM+zUOryTF9jIcGJvmrgO9ALzwouVUV2b+33RNEr0MvQylMoaLj1eZfKR/nMmZuXmPLYVxeB6v+AS0z1AkWxQYujJpbu2pqghFNRMGeMeNm/xf2ol4+wz3nBjE2sTtJjT1pDTFZgx/suc0s27bkXSbWsda2lTrB5jHElQmayl58fJ+x8yFLYcWmNdeSoGhmlyLZJ8CQ1cwY7gqxXF4QcFG15u7GviDGzYseJ+L3X2GZ8dn5m03EQwM1a6mdHgZw5GpWYYmZrj1YacaeUVLLZevbcvKc4RChtVuAHo0QcbQX0rOsNBF8m9rcDTeAvsMg4HhYq9K7goEhskU70nEfEkIKW8KDF1exrCxppLmuvRfGM93G9yGsPz1izYltQx4UXACyjzLyf2jwYyh2tWUimCGeufhAR48ehaAl1yy4pwq9kx4c5YTNblWxnDxWt/ZQFWFc63sX2Cf4eBE5PfIYs8YNtdWUue2V9Iew+Qd7hvjio//ihd/+m52Hh4o9OlIkVFg6PIyhitb6zIaNfema9fx2stW8KYtYc5fPv8Ssuf85c3+aKdHTw4mPM7bYxgy0LrIf6FLRHBP67/fccj/803bM69GDjov0MswNlsQDlvG3D2GKj5ZfKoqQv5qRSoZw8UeGBpj/JY1WkpO3o8fOUXvyBSPnRzm1Z//De+55RH6RxVYi0OBoSvT5taelvoqPvDcDVzUlnyavq66gs1LnSByvtF4wXF42cwkSWEFr7ldxwYB2Ly0kW1JvrFIlhcYjk/P0RfIPgOMBwoWFBguTsnOTPYCw6oK42fbFrOuJk0/SdW+7uhr5Hu7TvDMf76Tb95/NOmxilK6FBi6ghnDQogUoAwl/I/pLSWr8KS0dDTUnLPl4KZLVmaUuY4n2LLm2EB0y5qxwJxkLSUvTlvdbSy9I1NR+5FjDQfG4WX7GisENblOndcIffvqVp61tQtw3jB88AeP8fJ/v5fHFmidJqVNgSHOfwivcXSmGcN0eY2uR6ZmOZKgz1wwYyilIxQy57wheWmGs5Hjma9lzagCw0VvS5Kj8UplTrLH62XYMzylgookTM3O+YMXrlrfxhffeBn/8btP838H7T4+yEs/cw8f/Z/HGZmcme+hpEQpMCQ7PQwztT2JAhQvMGxX4UnJCV53l61Zwuq29CvjE1kd1eQ6OjAMZgy1lLw4bU1yNN7geGkGhtNzYQYnUp9+Yq3lq78+zC0PHs/2qRWlJ3vGmHNXpbYua8IYw3MvWMZt734Gb79+A5UhQ9jCV+89wrP++U7+55FTCrjLjAJDstPDMFOblzVS7TbBThQY9itjWLKCgeFNWepdGKu2qsJvCBybMRybiuwxVMZwcVrWXEtzrdNRYd/pxIFhqWUMg70Me0ZSL6C4//AAH/3RXt7/3Ufn3eNdKvZ3R7LJW5ZG2hzVV1fygRds5ad//HSuXOe0yeoZmeJd//Uwb/3Ph5idiz9jXUqPAkPg5NnIi+SqAmUMayor2OoWG+yJU5k8Mxf2f6ErMCw9G7qcVjJVFYYXXrQ8Z8/jVybPkzFsqFFguBgZY/x9hrHFBUGlFhgGp5/0jCbeW5nI7uOD/p/vOtibjVMqavvPOA3QK0LG/70TtGlpE//91qv451dt9yds3ba3m58/3p3X85TCUWBIJGNYXRGio7Fwy7Reo+vHTg6f8+7s7LiaW5ey3778PN5y3To+/Ts7aM/hNXhem/NCENvkemxaS8mlwFtOPtg9krCIrfQCw2DGMPXAcN/pSAbtN0/2Z+WcipnX53JdRwM1lfH/rxtjeMXTVvGr91xPo9vw/n/3nM7bOUphKTAkEhiuaK0taBuYi1e2AjAxM8eTvdEFKBqHV9pa6qr40IvP5/kXLsvp83gZw96RKSamI8vHKj4pDV4Byvj0HMfPntvIfC5sGZl0/q1LJTDsCmQMe9NYSg6293ngyABTs/PPml7svP2nC41qBWitr+bZ25yq5V/t62Z8OvU9nLL4KDAk0KqmQPsLPV5lMsCjJwajvjYwqsBQMpeoMlnFJ6UhWIDyRJx9hsEq05b60vg9UlNZ4f9OTDVjOD0bjpotPTUbZrfbS7QUDU/OcModHbhlaXJ9Ul90sbPneXImzP/t68nZuUnxUGBIJGOYyYzkbNjU1UhtVfwClP7gnGRVJUuaVrfFDwxHp9TguhRsXjp/ZbJXkQylkzGESJPrVPcYPtk7ymzMkvu9JbycfCBwTSSTMQR4+qYOmrScXFbKPjCcnIlMgSh0xrCyIsQFK5ys4aMxDUa1lCzZEMwYHg30y/QyhvXVFYRKoOlxuWqqrWKV+3ssWH3qKaVxeEFek+tUq5KD/R69LRSlvM8wuGy+NcnAsLaqguecvxSA/9vXE7W6IKWp7APDqFY1BapIDrrInYDyxOlhpmcjBSjBjOGS+tL5hS751d5Q7b8AHo+zlNzgZgZk8fJH48VZSi7ZwNBrcp3iUrIXKFWGDDdd6swmf/j42aj9t6XkgFutXldVweolya+Qvehip1OClpPLgwLDs4XvYRi0fbUTGE7Phv3/xAADY8474db6Kioryv6fTdJkjPGXk4OVyWPuC2GjAsNFz1siPNI/xuRMdIBTqoFhlxsYDozPkEq7PS943tDZyPWbOwGYmbM8eHQg6+dYDLxAePPSxpQKLa/b1EGT2yPzJ49qObnUlX2EUXwZw1b/z8F9ht6c5HYtI0uGvOXkeMUn6mG4+G1d5vQyDFs42D0a9bVgYNhaQisPwSbXQylMcfOWkrcub+Kqde14uyhKcZ+htTaliuSgmsoKnnu+0zHh9v09UV0MpPQoMHQzhiET2adSSOs7GvysTbAyuV/j8CRLvJY1JwYm/NFY3i/6hmplDBe7rfPMTC7VjGGwyfVQkqvJA2PTdA87KzFblzXTUl/FBSucoLoUA8OekSn/33/LsuYFjj7Xi93l5KnZML96Qs2uS5kCQzdjuKy5lqoiWKINhQwXrnT+0wYzhgMahydZcl670+R6ei7MmWGndYWXMdRS8uK3tqPBH6+5L6Yy2QsMqitD1FaVTnY42OR6aDq5JdJg0OxNnbpmQwcAe04MMjyZQupxEQheC8m2qgm6dmOHP3JRy8mlrfCRUIEVSw/DoItXtQLORmFvj5AfGGrqiWTovGDLGnc0nopPSkdVRYiNXY3AuS1rhsZLa+qJJ7jak2zGMFics83NoF29oR1wluEfOFxa+wz3BwLhVJeSwXkz8dwLnOXkOw70RvXElNJS9oHhqSEnMFzeUjyBoVeZPBu27D09zFzY+iPxtMdQMrUmqpeh07LG62OoPYalwa9MTpAxLLXAsK2+mqoKJ1OYasawtb7KX4q+fG0bFW5RRjEtJ58anOBvf7I3qiAxVd6M5PaGajqb0tuS5FUnT8+G+dUTua1O3n18kI/c+lhU9wTJj7IODMNhS4+7x2R5Eewv9Gx3M4YAe04MMTg+jXV7sGopWTK1orUOryDRK0AZ0x7DkuJlhPpGp+gbjfT2K9XAMBQydDU5v8OTzhi6QfPWZU0Yt+qksaaS7e4EqmLqZ/juW3bzhbsP897vPJL2Y3h9LTensYzsuXZDh3/t/CTHza7/4vt7+NpvjvKhHz6W0+eRc5V1YDgwPs2029sguEel0Fa31fn/+R49MaTm1pJV1ZUhVrgV+Ef7x5kLWyZmvIyhAsNSEFwqDC4ne4Fha4kFhhCZmZxMYDgXjlTobo0pxPD2Ge49PczZsdT6IubC8YFx7nvKWdZ+9MQQ/aOpz4OeC1u/Qj2dZWRPdWWI513gNLu+c3/ulpOD7druOtgb1T1Ecq+sA8Mz7sxIKI6KZI8xhovdd62PnhjUODzJOm+f4fGBccamI60nVHxSGrYtjwQ7++IEhqWWMYRIy5pklpKP9I8x5Q4Q2LY8OlDy9hkC3PdU4bOGt+4+GfX336RxTkcD32+yE08S8WYnT8+F+WWOqpOP9o/5owqthe89dCInzyPxlXVg2D1cnIEh4AeGh3pHo/ZYKGMo2eD1Mjw6MM54YE6yMoaloaupxu9TGCw68ALD5hIMDJc2J7+UvD9qZnB0xvBpa5b4Vd3pBGHZZK3l+w9HB4a/PpT6OQW/380ZBobXbGj3r61cVScf7Inuv3nLg8cJx8y0ltwp68DwTDAwLKKlZIg0urYW7j7Y59/erqpkyYLz2pyWNYPjM5weiizTqPikNBhj/JYkXsZwdi7s96ssxYyhFxhOhc2C83z3nXaCZWOcKSBBtVUV7FjTChS+AOXRE0M81esUiIX85tt989wjvmDWOJM9huBUvT/frU6+60BfVG/MbDkUExieODtR8CC9nJR1YNjtLiUbQ9pVWrnijcYDZ4+FZ0m9AkPJXLBlzROBth1aSi4d3pLhge4R5sKW4clIsFSKgeGylsjv8IVmJj/hBkpr2xuoj1NwdfV6Z5/hoZ5RegIJhHz7gZstNAbecPVawNkXfOJsapW63n691W11Wfk/7lcnz4X55d7sLyd7GcO2hmqqK50w5ZYHj2f9eSS+sg4MT7uBYUdjTVE0tw5a1lxLR6Pzi27Q7T3WVFvp/ycRyYS3lAyw93SkkbqWkkvHVnef4eRMmGMD4yU7Ds+ztCmy6tMzOn9g6I/CS7Cses3GyD7DQmWqZubC/OiRU4BTDfzyHSv9r92b4nKyPwovw2yh5+r17Sypz1118kE3kL1wZYufnfzpY2f8PpySW2UdZXhLycXUqsYTLEDxqIehZMtqZQxLXnRl8jCD45FgqRQzhksDv8d7RhJX7o5MznB8wNk+EVuR7Nm+qpU6dzJModrW3HWg1y88fNmlK7lgRYs/eeTXKSwnT87McaTfWY7OpCI5qLIixPMvdAK2uw/2ZjVgm50L81Sfc76buhp59WWrAadS+X8eOTnfXSVLyjow9IpPiqlVTVBsYKjCE8mWlroqP2v0xOlIcUJ9tfYYlorgXrInTo+U7JxkT/D3+HxLycEm0VuXxw+UqitDXL6uDSjcPkOv6KSuqoLnX7iMipDxK6bvfbIfa5MrxjjYPYpXt5HOjOREXnSRU508M2f5xd4zWXvc42cnmHYrqDd2NXLNhnZWuu21vq3l5Lwo68DQa1dTbIUnnnMDw+LaBymLm7fPcHw6UpWsjGHpaKyp9P+N958p/cCwsaaSBveNTe88S8lPxBmFF8/V650g7NhA6nv6MjU0McNt7t6951+4zN/ice1GZ+9j78jUOZW7iewPBMLZWkoGuGp9m5+syOZy8sHA+W7qaiQUMrzqslUAPHZymMdPDSW6q2RJ2QaG49Oz/mbsYmtV4/Eqkz0dqkiWLAoWoHi0x7C0eEuH+7tHGC7xwBCgq8n5Hdk9z1Kyt7+wobqCVUsSj0K9JtDPMN/LyT/dc9rPmr3s0sjeQq/5NsCvDyW3nOy1K6qqMKzvbMjaOQaXk+852Je15eRgwOvN/H7l01bhDqfhOw+qp2GulW1gGNXcukgzhp1NNawIBK1aSpZsig0MjdFScqnxiiuO9I9FtecqxT6GAJ3um+f5Mob73Izh5mVNhEKJm2FfsKKZJndPX74DQ28Zuaupxs8SAmzobPDnOifbz9BrVbOhszHrRZYvvsipTp4NW36epeVkr1VNZ1MNrW4XjlVL6rnO/Tn84OGTTM7MJby/ZK58A8Mibm4ddFFgOVmBoWRTsDIZnDnJ3sxYKQ1extBaeODIWQBqq0LUVpXmG4Aut+1Yoj2G1iYehRersiLElYF9hsnu6cvU8YFxdh52RuDddMkKKgLBqzGGa92s4f1P9TPrjnSdj7enMluFJ0FXrGvzV7Ky1ezaCww3dUX3l/SKUILL7JIbZRsYBqeeFGvxCcDFq1r9P6u5tWTT6piMoZpbl55g8LP7+CBQusvIEFlK7hudjjsp4+TgBCNu8+vYUXjxXO0GYWeGJznSn599hsEReC+7dNU5X7/GzZyNTM2y5+T8++0Gx6fpHnaW1TNtbB1PcDn514f6Mp4tHQ7bhIHhcy9Y6hfMqadhbpVtYHi6SOckx7pkdav/52IOYGXxWdMevd9I+wtLz9r2er/3qbdnraQDQ/fN82zYRs2Y9+wLFJ4slDGE6H2G6UwcSVVwBN7WZU2cv+Lcc7x2Y/Cc5l9ODk48yXRGciJedfJsOPPq5JODE0y4y8QbYwLZmsoKfusSZ7/lPYf68l4QVE7KNjD0pp401lQWdSXm1evbeePVa3jN5au5cl37wncQSdKy5lp/JiyoIrkUVVaEzsm8lHRgGJhg1R1nYsm+wNzoZJZWtyxt8hs556NtTXAEXrDoJGh5Sx3rO5w3dQsVoARb8+RiKRm85WTn5/7jDJeTg6PwYq9biCwnWwvfe0g9DXOlbANDb49hMWcLAUIhw1/ddCF//4qLo/aaiGSqImSiqjIb4owGk8UvNiAo5cCwsymy3SZeYOiNwlvZWpfUzyEU6B14Xx72GQZH4N10SfzAECKTWR48enbeQgwvY9hYU+n3Asy2ipDhhRc5y8n3PtnPQAbLyQd7olvVxDp/RTMXrnSyqN956Hjc7QKSuTIODJ19F8VakSySD+cFClC0x7A0xfbqK9WKZIClgYzhmXgZw9Pzj8KLx9tn2D82zYHu5HoHpiN2BN58SQuvAGV6NsxDR88mPM4rtNm8tDGnhWUvdKuT58KW/9vXk/bjHHR/vkvqq2hvjN+397fdrOGJsxMFG1dY6so3MBxyRiJp356Us2DLGu0xLE2xGcPWutItYmtvqMLgZJG8ogvP5Mwch91Ra4kmnsSTr32GsSPw5nP1hna/r1+i5WRrLQe8GclZnHgSz2Vrlvitrh46OpD24xz0C08S//u8dPtKf9/stx9QEUoulGVgODsXptdtgLqsRdNEpHwpMCx9sdmxUl5KrqoI0eh+e91D0RnDdEfDre9o8Pcu5nKfYewIvPm01ldzgVuY8usE53RqaNKvwN6y9Nxl2WyqrAj5hZK7jg6m9RjWRiqSN85zvi31VbzA/fn87PEzWZ3TLI6yDAz7Rqf9XxDLWnKz70JkMQgGhio+KU2dTTVRPVBb6kr737nF/VZjl5KfCBSebEthKdkY42cN73+qn7kc7Gsbnoz05nveBUuTepPmLSfvOTEYNe7Qsz+q0Ca3GUOAp61ZAsCBnpG457OQ7uEpRt1ANt7+wiCvCGV6Nsytj6gIJdvKMjCMam6tpWQpY8GWNSo+KU3GmKgZuS31pZsxBGip9paSowNDr1VNdUWIdR2pjYbzRtENT86y99TwAkenLmoE3o5zexfGPSe3n2HYOgFrrP1nIvshc1WRHLTjPCcwtDbSMzMV0YUn85/v1evb/cI5LSdnX3kGhu7+QlBgKOXtvLZ6P1O4uk3Z81IVDAxKeSkZIhnDcwJDN4O2aWkjlSmOhrs6x/sMv78rMAJvQ3JtyS5fu4SqCuOeU7zA0Pl+YzPGuXLpea3+n+criEnkYKCwZ9MCS9+hkOFVT3Oyho+fGuaxBRp9S2rKNDAMTD3RHkMpY3XVFXz55sv565su4EUXLy/06UiObC2nwLDKyRieHZ9hatZp5WKt9Vu3JNPYOtbqtno/Q5XtStgTZ8e5PzACL9mgtb66kkvdLF28ApTI95v7bCE4+x43ukvADx9LIzB09xc21VZG9aNM5JWXrfILcL6jSShZVZ6BoVutVhkydDQoMJTydsW6Nt5w9VpqKtWuplQ9a9tSOhprWN/RwAUrWha+wyLWEkiO9bi/63tHp/z+esmMwovH22e48/AAM0nMKE7WrbtP+X+ONwJvPt4+w4M9o/QEMqQzc2G/UfaWHIzCS+RpbqD68LHBlPdiHnKXkjd1JddaZ2VrHde5y+k/3H1q3n6Okpq0A0NjTKMx5q+MMT8zxgwYY6wx5uYEx25zjxt1j/1PY0xnnONCxpj3G2MOG2MmjTGPGmN+J91zTMRbYljaXEtITaNFpMR1NtVw358/k1/86TOorSrtNwDBwNDbT57qKLx4vOXk8ek5Hj42mPb5BVlr+d6uE+55xR+BN59E4/GO9I0x7Qavm/OUMQTYsaYVgNGp2aipKwux1vo9IhfaXxj025c7y8lDEzP8wi3ekcxlkjHsAP4S2AY8kuggY8wq4C5gI/AXwD8BLwJuM8bEbnz4W+AfgNuAdwLHgG8ZY16TwXme47Tfw1DZQhEpD5UVoZT31i1GXvEJRJIAwVF4qfQwDLp2Q4c/feoLdz+VwRlGJDMCbz7bV7fS4PYPDC4n52NGcjxeZTKkts+wb3Tar2TeuEBFctBzzl9Kq1tMpeXk7Mnkt8RpYLm1dg3wvnmO+wugAXimtfZT1tqPA68GtgM3ewcZY1YC7wE+a619q7X2C8BLgLuBfzTGZO1trtf4tNjH4YmISGpagxnDoeiMYUdjjT/XN1VdzbW80q0Yvm1vd1r76GIlOwIvkaqKEFesawOcjKE3ss/L1hmTWgYuU+s7Gv09rLtS+PkEZyTP18MwVk1lBb/l/tzuOdQXVT8g6Us7MLTWTllrzyRx6CuAH1trjwXu+0vgAE6A6LkJqAI+FzjOAv8OrAKuTvdcY87bv3iWNasKU0SklNRXQrVbrdvjDjJ4IkuFGO969iaq3azrP/1if0aPdWZoklvcLNdCI/Dmc627z+7k4ARH+8eBSMZwTVs9ddX52zoQChl2uNXJu1LIGB5aYEbyfLxMq7Vw6271NMyGnDYuc7OAXcCDcb68E3hh4O+XAmPAE3GO875+T4Ln6QJi9yxuAJiYmGB4OLKMMDw5y4S7SbW1hqivZcvY2FjUZ5HFRNevLFZjY2MYAx0NVZwanuZ43wj9Zwc56GbQ1rfVZPQ7vykEr9qxjG8+cIpfH+rnF48c5ap1Sxa+Yxx/des+xqed16I3XL4s7fPaviwSUP7qsRO8asdynjjltG/Z0F6Xk9e4+VywtJ7b98OR/nEOn+6jPYlWOY+fcKqy66pCNIZmUjrntc2GtW11HBmY4LsPHuN3Lj2nfGHRmJiYWPigPMh1R1uv/8XpOF87DbQZY2qstVPusd3Wy4VHHwewYp7n+UPgI/G+sGfPHoaGIj2OTo2D9233HT/E7RMHF/gW0rdz586FDxIpUrp+ZbGqsVOA4cDxHm752Wlmw87v/Ln+Y9x++9GMHntrGKpDFUyHDX/7oz386YVzJFFEG+XgkOGne51M3iVtYSaO7Ob2I+mdT9hCQ2UFY7OGHz1wgKaBfZwYdL7fyvFebr/99vQeOE12yADO9/bNn93LRW0LVyc/dDAEhOionuPOO+5I+TkvaDAcGajgYO843/jx7axMrX950Th27NjCB+VBrgNDb612Ks7XJgPHTAU+z3dcIp8DvhNz2wbg1osuuogdO3b4N/76qbPwyGMA3HDlpVx2XvZbN4yNjbFz506uuOIKGhoW6RUqZUvXryxW3rW7ftkSDo8MMlNZR+vaNfCIs+z70usvY9uyzOcGH6s5whfuPc7RUYNZdTE3bk6uKTU4rWQ+/eWHgXFqq0L8w+9czvIM97v/bOgJfv5EH0fGq1mx7QLY6dSDPufy87lxW34zaFdOz/HvT9xL2MLckjXceOO6Be/z14/eB8xwyfql3HjjlpSfc/PgJD/53AMAnKlbw+tvXJ/yYxSDXbt2FfoUgNwHhl5eNN5u39qYYyaSPO4c1toeoCd4m9cHqa6ujubmSAuAkZlI9nDj8naam+vJlYaGhqjnFllMdP3KYrViSQMwSM/oNEcHnfm7FSHD9nVLs9Ku5x3P2ca3d51meHKWz919nJfsWJt067Mv33OYQ73OXsB3PnMTW1Z3ZXw+129dzs+f6GNwYpZfHoy8xl2ybinNzZkHwqloBrYtb+bxU8M8fmZ8wd8hZ8em6R9zKpLPX9mW1u+c5uZmrlzXxv2HB/jZ3j4+ctN2v4J8MamrK466h1z3LvCWgeONVFgODLjLyN6xy8y5nS29+54iC4JzkrvUrkZEpOR0Njr72iZnwjxwxNm/tr6jIWs9HFvqqnj7DRsA2N89wo8eTe7lqWdkkk/edgCAte31vOXpC2fTkhHsZ+i1bamuDLG2PXeJj/l4bWseOTHoz4BO5FBvYBReioUnQS/f4RSh9IxMxZ0EI8nLaWBorT0J9AKXxfnyFcDuwN93A/U4fRGDrgx8PWNeYLikvqrkG72KiJSjrqZIwYPXVmbr8uxmv2++Zq3f+uZfbjuQ1DSUf/jpfkamnAzmR156QdamDZ3XVs/KVifbNOYWtGzqSn0mdLbscCegTM2G2Xt6/kKSVGYkz+cFFy2nptL5fr02QJKefFw13wNebIxZ7d1gjHkWsJnofYG3AjM4hSTecQZ4O3ASuDcbJ+O1qlnarB6GIiKlqKsxEhh6k9my3ei5vrqSdz5zIwBH+8f5zoMn5j3+oaMD/pSTZ29byo1bMl9C9hhjorKGkN9ReLFSaXTt9TCsrgyxakn6Gc7m2iqeff5SAH722BnG3ABcUpdRYGiMeYcx5kPAm9ybXmKM+ZD74VV1fBwYB243xrzTGPPnOAHhHuAr3mNZa08A/wr8kTHm88aYtwA/Ap4OvN9am5VBiF5gmOlmXxERKU5dTeduE8rFBJDXXLHaz9R96lcHE87rnQtb/vLWxwEnAPrLF5+f9XPx+hl6tuRx4kmsVUvq6HT/DRZqdH3Q7WG4obMx432BL3d7Gk7MzPHzx5NpsyzxZJoxfC/wMeAP3L+/3P37x4AlANba48D1wJPA3wPvB/4XeE5gf6HnAziTUp4HfBZYC7zeWvutDM/T541I0tQTEZHS1Nl0bu+8bC8lgzN540+evQlwtil94774rXC+tfMYj59yllT/4PoNnJeDvX9Xr4/JGBYwMDTG8DR3OXmhRtdexjCT/YWeZ2zu9Psmajk5fRkFhtbatdZak+DjSOC4x621z7PWNlhrl1hrX2+tPWfitbU2bK39O/dxa6y1F1prv5nJOQZNzc7RPzYNaClZRKRU1VVV0FwbabrRVFvJihwlA1526Uo2dDptnT57+yFGJmeivj4wNs0//dxpl7NqSR1/4BatZFtXc21UcFXIwBBgx5pWAE4PTXJqMH5TkZHJGU67q3jZCAyrKkK8ZLvT8lgj8tJX+hPVA3qGIwnKZQoMRURKVnBVaNuyZs5teJEdlRUh3vNcp/fe2fEZvnzPkaiv/+PP9zM04QSLH37x+Tkterxhi9OzsKuppuCvccnsMwzOSM6k8CRII/IyV1aBYbBVjZaSRURKV3BVaOvy3GbPnn/BMi5c6SxVf+Hupzjrrkw9emKQ/37AmWZx/eZOnusWR+TKO27cxLueuZHPvW5HzgLhZF2wosWfK51on+HBQGC4sSs7/0YXr2phvZvB1XJyesorMBxSYCgiUg6iAsNluW3UHgoZ3utmDUenZvl/dz5JOGz58K2PYy1UVRg+8pLzcx6stdRX8e7nbuGytW05fZ5k1FZV+MFyon2GXsawqsKwJkv7Lo0xfhHKvjMj7D2V31nRpaCsAsPuYMZQS8kiIiVraWCAQa4zhuBkBK9wA7Kv3nuEz95+iEeODwLwlqevZ31nfieQFANvOfnxU8NMTJ9bsX2w26lIXtfRQFUWey7edMlK/88/eHj+NkJyrrIKDL1NrjWVIVrqqgp8NiIikivnL3c6pjXVVuakVU0sYwzvfZ6TNZyaDfPP7oST5S21fr/DcuM1up4NWx49MXjO172pJ5uytIzsWd1WzxXrnCD91t2nmPOaWUpSyiowPBNoVVPo/RciIpI7z79wGf/2mkv4r9+/ivrqyoXvkAVXrGvzC0A8H3zRtrw9f7HZEShA2XVsMOp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     "metadata": {
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   "source": [
    "# filter playlists by join with playlist track/artist names\n",
    "filtered_playlist = pd.merge(track_frame(playlist.tracks), scrobbles.reset_index(), on=['track', 'artist'])\n",
    "# to time series, select only descriptor float columns\n",
    "filtered_playlist = filtered_playlist.set_index('time').loc[:, [\"energy\"]]\n",
    "# resample by day and mean\n",
    "filtered_playlist = filtered_playlist.resample(\"3W\").count()\n",
    "\n",
    "filtered_playlist[\"energy\"].plot()\n",
    "\n",
    "plt.title(f\"{playlist_name} Scrobbles\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listening Characteristics Over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p8086419130\">\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"30.103125\" y=\"22.318125\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# filter playlists by join with playlist track/artist names\n",
    "filtered_playlist = pd.merge(track_frame(playlist.tracks), scrobbles.reset_index(), on=['track', 'artist'])\n",
    "# to time series\n",
    "filtered_playlist = filtered_playlist.set_index('time')\n",
    "# select only descriptor float columns\n",
    "filtered_playlist = filtered_playlist.loc[:, float_headers]\n",
    "# resample by day and mean\n",
    "filtered_playlist = filtered_playlist.resample(\"2W\").mean()\n",
    "\n",
    "# filtered_playlist[\"energy\"].plot()\n",
    "filtered_playlist.plot(lw=3)\n",
    "\n",
    "plt.title(f\"{playlist_name} Characteristics Over Time\")\n",
    "plt.legend(loc = \"upper left\", fontsize = \"x-small\")\n",
    "plt.ylim([0, 1])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Playlist Comparisons\n",
    "\n",
    "Comparing different playlists over parameters like listening count, average plays per track and sound characteristics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
    "# playlist_names = [\"DNB\", \"HOUSE\", \"TECHNO\", \"GARAGE\", \"DUBSTEP\", \"BASS\"] # EDM playlists\n",
    "# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\"] # rap decades\n",
    "# playlist_names = [\"UK RAP\", \"US RAP\"] # UK/US split\n",
    "# playlist_names = [\"uk rap\", \"grime\", \"drill\", \"afro bash\"] # british rap playlists\n",
    "# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\", \"trap\", \"gangsta rap\", \"industrial rap\", \"weird rap\", \"jazz rap\", \"boom bap\", \"trap metal\"] # american rap playlists\n",
    "# playlist_names = [\"rock\", \"indie\", \"punk\", \"pop rock\", \"bluesy rock\", \"hard rock\", \"chilled rock\", \"emo\", \"pop punk\", \"stoner rock/metal\", \"post-hardcore\", \"melodic hardcore\", \"art rock\", \"post-rock\", \"classic pop punk\", \"90s rock & grunge\", \"90s indie & britpop\", \"psych\"] # rock playlists\n",
    "# playlist_names = [\"metal\", \"metalcore\", \"mathcore\", \"hardcore\", \"black metal\", \"death metal\", \"doom metal\", \"sludge metal\", \"classic metal\", \"industrial\", \"nu metal\", \"calm metal\", \"thrash metal\"] # metal playlists"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pull and process playlist information.\n",
    "\n",
    "1. Get live playlist track information from spotify\n",
    "2. Filter listening history for these tracks\n",
    "3. Calculate various parameters and stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "playlists = [get_playlist(i, spotnet) for i in playlist_names] # 1)\n",
    "\n",
    "# filter playlists by join with playlist track/artist names\n",
    "filtered_playlists = [pd.merge(track_frame(i.tracks), scrobbles, on=['track', 'artist']) for i in playlists] # 2)\n",
    "\n",
    "### STATS, 3) ###\n",
    "# number of scrobbles per playlist\n",
    "playlist_counts = [i.count()[0] for i in filtered_playlists]\n",
    "# total time listenened per playlist\n",
    "playlist_time = [i[\"duration_ms\"].sum() for i in filtered_playlists]\n",
    "# average track time per playlist\n",
    "playlist_average_track_time = [i.drop_duplicates(['uri'])[\"duration_ms\"].mean() for i in filtered_playlists]\n",
    "# number of tracks per playlist\n",
    "playlist_track_count = np.array([len(i.tracks) for i in playlists])\n",
    "\n",
    "# distinct on uri\n",
    "filtered_playlists = [i.drop_duplicates(['uri']) for i in filtered_playlists]\n",
    "# select only descriptor float columns\n",
    "filtered_playlists = [i.loc[:, float_headers] for i in filtered_playlists]\n",
    "\n",
    "playlist_mean = [i.mean() for i in filtered_playlists]\n",
    "playlist_std = [i.std() for i in filtered_playlists]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listening Characteristics Over Different Playlists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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L+yIFOAx8BAQ5uIZGhcjXz9H9wJanzcUi6xnLfT6NFlzhKF9fsfcZTenfbJE3E82MPBNwdbBenr+7eqhHVT2ElMq3UqFQaAghwtF2A1tJKY9VtTwVgdBKdM1Dy9P1f1UsjqIYhFbmKkxeXbSxQnFNoHzaFIrrDCGETghRIHJOaAXbbwMOX8MKmwF4Es3X7GpNowqFQlGpKJ82heL6wxk4L4RYj1agPQctncNgNLPZw1UoW4UghOiNFnjQD2gPfCoLJotVKBSKao1S2hSK6w8jWgWAAUA3NP+wOOAX4B0pZf70CdcCg9D8n+LRIkyfrVpxFAqFovSU2afNEl7/DNqHfihaEsapUsr5JZzvi1az8Ga0L42daHXd/i2TQAqFQqFQKBTXMFfj01YLLWqqNbC/NBMt+XxWojk8f4r2qzcI2CCEaF7UXIVCoVAoFIrrkasxj0YBIVLLmdQFrf5hSZkA9ARukVIuAbAUcz6OVrtv4lXIpVAoFAqFQnHNUeadNilllpSyrIV/J6Dlz1lqt14ssBgYYynkrFAoFAqFQqGwUFUpP24E/pVSmvP170Tzb2tR+SIpFAqFQqFQVF+qKno0BHBUtiXK8lwHOOhooqUuY2C+bk80Re8Qeev8KRQKhUKhUFQ3nNHKAEZIKZNKOqmqlDY3tDIk+cm0O14YD6GF7isUCoVCoVDUZMaglSEsEVWltGWg1ZHLj6vd8cL4DC2flD2tgCULFy6kSZMm5SBeQTIyMjh48CDt27fHza0onVJRUtQ9LV/U/Sx/1D0tf9Q9LV/U/Sx/KuOenj59mokTJ4JWN7nEVJXSFoVmIs1Pbt+lwiZKKS+jFTy2IoRWkq5Dhw60bdu2nETMS3JyMklJSXTq1Alvb+8KOcf1hrqn5Yu6n+WPuqflj7qn5Yu6n+VPZdxTT0/P3JelcumqqkCEfUAnS742e7oB6WipPxQKhUKhUCgUFipcaRNChAghWgkhnOy6lwDBwDi7cbWAW4DfpZSO/N0UCoVCoVAorluuyjwqhHgE8EWL9gS4SQhRz/L6E0tExNvAZKAxEGk5tgTYDswTQrRBq3v4EKBHBRkoFAqFQqFQFOBqfdqeBhratcdh2z1bADgMY5VSmoQQI4BZwAy0aNFdwBQp5bGrlEmhUCgUCoXimuOqlDYpZaMSjJkCTHHQnwBMszwUCoVCobjukVKSlpZGcnIyWVlZSCmLHG80GvH39ycqKoq4uLhKkvLapqz3VAiBi4sL3t7eeHh4WIMky5Oqih5VKBQKhUJhh5SSy5cvEx8fD4CTkxM6XdGu5waDgcDAQAwG9XVeXpT1nppMJpKSkkhKSsLf35+goKByV9zUX1mhUCgUimpAWloa8fHxuLu7ExISgrOzc7FzTCYTKSkpeHl5odfrK0HKa5+ruafZ2dlERUURHx+Ph4eHfWqPcqGqUn4oFAqFQqGwIzk5GaDECpui+uHs7ExIiJZyNvfvWZ4opU2hUCgUimpAVlYWTk5OSmGr4Tg7O+Pk5ERWVvlnL1NKm0KhUCgU1QApZbE+bIqagRCi2CCSsqDeHQqFQqFQKBTlSEVEjoJS2hQKhUKhUChqBEppUygUCoVCoagBKKVNoVAoFApFhTN//nyEENaHwWCgbt26TJkyhYsXLzqc89lnnyGEoFu3boWua7+mTqejTp06DBkyhA0bNlTQlVQdKk+bQqFQKBSKSuO1116jcePGZGZmsn37dubPn8/mzZs5dOgQrq6uecaGh4fTqFEjdu7cycmTJ2nWrJnDNQcPHsykSZOQUnLmzBk+++wzBgwYwMqVKxk+fHhlXFaloHbaFAqFQqFQVBrDhw/nrrvuYtq0aXzzzTc8/fTTnDp1ihUrVuQZd+bMGbZu3coHH3xAYGAg4eHhha7ZokUL7rrrLu6++25efvll1qxZg5SSjz76qIKvpnJRSptCoVAoFIoqo0+fPgCcOnUqT394eDh+fn6MHDmSCRMmFKm05ad9+/bUqlWLM2fOlKusVY1S2hQKhUKhUFQZkZGRAPj5+eXpDw8PZ9y4cTg7O3PHHXdw4sQJdu3aVaI1ExISSEhIICAgoLzFrVKUT5tCoVAoFNWYTKOJc/HpDo+ZTCbS0tLxSKdSa4828HfH1als50tKSiIuLo7MzEx27NjBq6++iouLC6NGjbKO2bNnD0ePHuWTTz4BoHfv3tSrV4/w8HC6du1aYM3MzEzi4uKsPm0vvvgiJpOJW265pWwXWE1RSptCoVAoFNWYc/HpDPlwY1WLkYe/n+hLi2CvMs0dNGhQnnajRo1YsGAB9erVs/aFh4cTHBxM//79AS1C9LbbbmPBggXMnj27gIL67bff8u2331rbrq6uPPnkkzz++ONlkrG6opQ2hUKhUCgUlcbcuXNp0aIFSUlJfPfdd2zcuBEXFxfrcZPJxE8//UT//v3z+KR169aN2bNns3btWoYMGZJnzTFjxvDII48ghMDLy4u2bdvi4eFRaddUWSilTaFQKBQKRaURGhpKly5dABg7diy9e/dm4sSJHDt2DE9PT9atW0dUVBQ//fQTP/30U4H54eHhBZS2evXqFdjBuxZRSptCoVAoFNWYBv7u/P1EX4fHrD5tHu6V7tNWHuj1et5++2369+/Pp59+yvPPP094eDhBQUHMnTu3wPilS5eybNkyvvjiC9zc3MpFhpqEUtoUCoVCoajGuDrpC/UfM5lMpKSAl5dXpSpt5Um/fv0IDQ3lo48+4rHHHmPp0qXccsstTJgwocDYOnXqsGjRIlasWMFtt91WBdJWLSrlh0KhUCgUiirlmWeeISYmhvfee4+UlBRGjx7tcFz37t2LTbR7LaOUNoVCoVAoFFXKuHHjaNq0Ka+++iqurq4MHjzY4TidTsfIkSP5888/uXLlSiVLWfUo86hCoVAoFIoKZ8qUKUyZMsXhMZ1Ox8mTJ0u0zrx585g3b561LaUsD/FqBGqnTaFQKBQKhaIGoJQ2hUKhUCgUihqAUtoUCoVCoVAoagBKaVMoFAqFQqGoASilTaFQKBQKhaIGoJQ2hUKhUCgUihqAUtoUCoVCoVAoagBKaVMoFAqFQqGoASilTaG4RkhbsYJ6X35J2u+/V7UoCoVCoagAlNKmUFwDZB4/TuKbb+F++gyJr79B2s6dVS2SQqFQKMoZpbQpFNcAiUuWgF0pl5g330Lm5FShRAqFQqEob5TSplDUcMzZ2SQvX5GnL+vYMRIWL64iiRQKhUJRESilTaGo4aT+8w+mpKQC/bEfzyEnIaEKJFIoFIqCzJ8/HyFEoY/t27cD5OkzGAz4+/vTuXNnHnvsMQ4fPlxg3cjISOv4N954w+G577zzToQQeHp6Vug1VjSGqhZAoVBcHYlLllhfm9xc0WdkAmBOSiJ2zhxC/ve/qhJNoVAoCvDaa6/RuHHjAv3NmjWzvh48eDCTJk1CSklSUhL79+/n+++/57PPPuPdd9/lySefLDDf1dWVRYsW8dJLL+XpT0tLY/ny5bi6upb/xVQySmlTKGow2RcukLZ1m7Ud338A9VNTyNy4CYDEnxfjd+utuLZuXVUiKhQKRR6GDx9Oly5dihzTokUL7rrrrjx977zzDjfddBNPPfUUrVq1YsSIEXmOjxgxgqVLl7J//346duxo7V++fDnZ2dkMGzaMdevWld+FVAHKPKpQ1GASf/3V1tDrSe7cCZ/HH0c4OWl9ZjPRb76JtAtSUCgUippIQEAAP/30EwaDgTfffLPA8R49etC4cWMWLlyYpz88PJxhw4bh7+9fWaJWGEppUyhqKNJkImnpMmvbtW8fTJ6eGOrVw/+ee6z9Gbv3kLxqVVWIqFAoFAVISkoiLi4uz+PKlSslmtugQQPCwsLYvn07ycnJBY7fcccd/PTTT9YfqnFxcfz9999MnDixXK+hqlDmUYWihpK2eTM5MTHWtseYMZCVBUCt++8j6bffrMcvvzcLr/790bm7V4msCoXiKjBmQsIZx8dMJnTp6ZDhDnp95cnk1xicyuYjNmjQoAJ9Li4uZGZmlmh+u3btWLt2LZGRkXTo0CHPsYkTJ/LWW2+xZcsWevfuzeLFi3F1dWX06NH8+eefZZK3OqGUNoWihmIfgGCoXRuXbt1g40YAdB4eBD3zDJeefhqAnJgY4r76iqDHH68KURUKxdWQcAY+6+7wkB7wrlxpNB7aDkFl85WdO3cuLVq0yNOnL4XCmRsBmpKSUuBY27Zt6dChA4sWLaJ3794sXLiQMWPG4H6N/GBVSptCUQPJiY0lZf0Ga9t33DhEvg8975EjSFi0iIw9ewCI//Y7fMeNw7lBg8oUVaFQKPIQGhpabCBCUaSmpgLg5eXl8PjEiROZPXs2TzzxBFu3buXFF18s87mqG8qnTaGogSQtXw65FQ+EwGfcuAJjhBDUfmkm6LR/c2k0EvPue5UppkKhUJQ7hw4dQq/XO0wbAppfW1xcHPfddx8BAQEMGTKkkiWsONROm0JRw5BSkrjEFjXq0aMHzvXqkunAKde1dWt8b72FxJ9+BiB17VpSN23Gs0/vSpNXoVBcJX6NNXOkA0wmE2np6Xi4u5fKxFguMlUB586dIyIigh49ehS609agQQN69erFhg0bePDBBzEYrh1V59q5EoXiOiFjzx6yIyOtbd9bJhQ5PvCxx0he/SdmS9WEmLfewmP5bwhn54oUU6FQlBdOroX7j5lMmFNSwMurcgMRqoD4+HjuuOMOTCYTM2fOLHLsG2+8wfr167ntttsqSbrKQSltCkUNI/EXWwCC3tcXz4EDixxv8PMjcMajxLyulXfJPnOG+PCFBEydUpFiKhQKhUNWr17N0aNHC/T37NmTJk2aAHD8+HEWLFiAlJLk5GT279/PL7/8QmpqKh988AHDhg0r8hxhYWGEhYVViPxViVLaFIoahCk5meS//rK2fcaMQWfZMUszpnHaeJoeOT3wzhdP5nfbbST+vJis48cBiPv0U3xGjcQQGFh5wisUCgXw8ssvO+yfN2+eVWlbs2YNa9asQafT4e3tTePGjZk8eTL3338/bdq0qUxxqxVKaVMoahDJK1ci7XIZ+U4YD0C6MZ37I+4nMi2SDREbWDJ6CU56J+s4YTAQPHMm5yZPBsCclsblDz+izlsFs4orFApFRTBlyhSmTJlS7LjSVnBp1KhRiebMnz+f+fPnl2rt6oaKHlUoahD2plG3jh1xad4cgG8PfUtkSiQAp5NPsyN6R4G5Ht1C8RpuMykkLV1KxoEDFSuwQqFQKMoNpbQpFDWEzMOHyTx82NrODUCISo3i+/++zzN2w/kNDtcIfuYZhKsti3n0G28izeZyl1WhUCgU5Y9S2hSKGoJ9mg+duzvew4cD8OG/H5JlysozNuJChENzgVOdOgTcf5+1nXngAEm/La8giRUKhUJRniilTaGoAZgzM0n6/Xdr23vkCHQeHuy7vI/VZ1YXGB+dFs3xhOMO1wq45x6c6ta1ti9/8AEmB+VgFAqFQlG9UEqbQlEDSPn7by0XkwXfCRMwSzOzds2y9rnp3TDYxRYVZiLVuboS9Pxz1rYpLo64zz4vd5kVCoVCUb4opU2hqAHYByC4NG+Ga4cOrD6zmgNxtkCCu1rcRVNDU2t744WNha7nNWgQHj17WNvxP/5I1unT5Sy1QqFQKMoTpbQpFNWc7MhI0nftsrZ9J0wg05TJh3s+tPbV9qjNHc3voKVTS2vfwbiDxGXEOVxTCEHwiy/aMqjn5BDz5lulDrVXKBQKReWhlDaFopqT+OtS62vh5IT36NF8/9/3xKTHWPuf6PQELnoXWjm1svZJJJsubCp0XZdmzfC/605rO23LFlLXry9n6RUKhUJRXiilTaGoxkijkcTfllnbXoMHccU5m+8OfWft6xDYgeGNtUhSb503LX1tu22F+bXlUuvhh9H7+1vbMW+/gzkrq4gZCoVCoagqlNKmUFRjUjduxBRrM3H6TpjAnL1zyMjJsPY91/U5hBDWds/aPa2vt0VtK5AOxB69tzdBTz5hbRvPnyd+3vxykl6hUCgU5UmZlTYhhIsQ4l0hxCUhRIYQYocQYnAJ5w4SQqwXQsQJIRKFEDuFEHeXVRaF4lrFPgDBqW5dIpt5seLUCmvfiMYj6BDYIc+cXrV7WV9n5GSwK3oXReEzbhyu7dpZ23FffokxOvpqRVcoFApFOXM1O23zgSeBcOAxwASsEkL0LmqSEGI08DfgDLwCzAQygB+EEE8UMVWhuK4wxsSQutEWAeozbhzv7Xnf2nbVu/JE54L/Mi19WxLoZisEX5yJVOh0BM980dqWGRlcnvV+ETMUCoVCURWUSWkTQoQCtwMvSCmfkVJ+BQwAzgLvFTP9ESAKGCCl/FRKORcYCJwCppRFHoXiWiRp2W+QW2JKp+NAaAD/Xv7Xenxy28nU9qhdYJ5O6Ohbr6+1XVh1BHvcb7wRnzFjrO3klStJ37376i5AoVAoFOVKWXfaJqDtrH2V2yGlzAS+BXoIIeoXMdcbSJBSWh1tpJQ5QBzajptCcd0jzWYSf7WVrXLr3ZNZ5+ZZ20FuQdzT7p5C5/er38/6uqjqCPYEPvUkOnd327w33kSaTKWUXKFQKBwzf/58hBDWh8FgoG7dukyZMoWLFy8WGC+l5Mcff6Rv3774+vri7u5O+/btee2110hLSyv0PMuWLWP48OHUqlULZ2dn6tSpw6233sq6deusYzZs2IAQgiVLluSZm52dzejRo/H392fevHn5l65yyqq03Qgcl1Im5+vfaXm+oYi5G4C2QojXhRDNhBBNhRD/B3Sh+F06heK6IH3nToznz1vbe0MDuJhq+1Cb0WkG7k7ujqYC0C2kGy56F2s74kJEsed0Cgqi1sMPWdtZR4+S+MsvpRVdoVAoiuS1117jxx9/5IsvvmD48OEsWLCAsLAwMjMzrWNMJhO33347kyZNAuCVV17ho48+4oYbbuDVV1+le/fuxMTE5FlXSsnUqVMZN24cMTExPPnkk3zxxRc8/PDDnD59moEDB7J169ZC5TIajUyYMIHVq1fz8ccfM3Xq1Iq5AVeBofghDglBM3HmJ7evThFzXwcao/myvWTpSwfGSymLrVwthAgCAvN1NwVITU0lOTm/Hlk+5Gr1RWn3itKh7mnhxC9cZGv4+TLLeR1YLJwtfVsSFhhW4L2eHh9NYPIh0uNb405tOtfqzNYY7QNqbeRabm90e7HnNYwdi+HnxeScOwdAzAcfInr1QufjUz4XVsNQ79HyR93TwjEajRgMBkyl2OHOHVuaOVWF2eLuMWTIELp06QLA1KlT8ff3Z9asWfz222/ccsstALzzzjssXryYJ598kvfes+3n3HvvvYwfP57x48czefJkVq5caT02e/Zs5s+fz4wZM5g9e3aeqPrnn3+eBQsWIITAZDJZ75fZbMZkMmE0Grn99tv5448/mDt3LnfcccdV3VMpJTk5OYXqJKmpqWVat6xKmxvgKI9Apt3xwsgCjgNLgKWAHrgfWCCEGCyl3F7MuR8C/ufowM6dO4mu4Ki3nTt3Fj9IUSrUPc2LLj2dJuvWWbfBd7R2I0XGWo/3yelDxAa7nTMpqR+/mXYXF1LblEbqhR+IaPkKtXJqWYccSTjC72t/x1PnWez53QcOpJ7FLCCTkzny8v+4PHZMMbOubdR7tPxR97Qg/v7+BAYGkmJXZ7ikpKenV4BE5UvuTlp6enqea+zcuTMAhw8fJiUlhYyMDN5//32aNWvGCy+8UOB+9OvXjzvuuIPw8HDWrVtH165dycjI4J133qFFixa8/PLLDpWiMRa/3dxzAGRkZJCQkMA999zDH3/8wezZs7njjjuscpYVo9FIbGwsR48edXj8nOWHcWkpq9KWAbg46He1O14YnwLdgU5SSjOAEGIx8B/wMdCtmHN/BuS32TQFloeGhtK6detippeNtLQ0du7cSWhoKB4eHhVyjusNdU8dk/rzYpJycqztRe1sCtuAugOYGmrbsheJkbj98wKGc5utfZ5Z0Qw2R9Aq7BlW/KmlB5FIRFNB/0b9ixegf3+unDhB5mZtTd8dO2jxyMM4NW9+tZdW41Dv0fJH3dPCiYqKwmAw4OXlVeI5JpOJ9PR03N3d0eeWpaumuLpqKoK7u3uea7x8+TIAtWvXxsvLi+3bt5OYmMiMGTPw8/NzuNbUqVMJDw9n/fr1DBgwgO3bt5OQkMBjjz2Gr69vsbK4uWl7S05OTkyfPp0//viDTz75hOnTp5fLPb1y5QpBQUF07NjR4fEjR46Uad2yKm1RQF0H/SGW50uOJgkhnIF7gfdyFTYAKaVRCLEaeEQI4SylzC7sxFLKy8DlfOsC4Onpibe3d2muo9R4eHhU+DmuN9Q9tSGlJO73363t8029uRSg/dpz0jnxTLdn8PbyBlMObJ8L69+GnIK/kZwPLaLpDbfQ2r81R+K1D4edV3YyscPEEsnh+n8vcXrUTUijEcxmUj/6mAY/fJ/H3HA9od6j5Y+6pwWJi9MSaedXFLJMWZxPPu9oCiazifS0dNxN7uh1lae01feun8dvtiTodJr9IDU1lYSEBDIzM9mxYwevv/46Li4ujB49Gr1ez7FjxwC48cYbC1WaOnXqBMCxY8fQ6/UcP64FW3Xs2LFEilbumBdffJGzZ88yd+5cHnrooQJjyqq0CSFwcnIq9D3u6Vm81cMRZVXa9gH9hRDe+YIRutkdd0SA5ZyO7oITWmBE9f6poFBUIJmHDpF13Bbpubx1KrnxQpPaTKKeVz24tA9WPArRB/LMNXsEY85IwmC2eCmsmEFY33utStvWS1vJMmWV6IPWuWFD/KdM4crXXwOQvmsXKX/+iffw4Vd/kQqFolScTz7PzSturmox8rBs9DKa+TUr09xBgwblaTdq1IgFCxZQr149AKs5tKgdx9xjuT5juc+l2aUEiImJwWAw0Lhx41LNqyrKGj26BJsvGqBVSACmAjuklOctfQ2EEK3s5l0GEoGbLbtuuXM9gZuAo1JKlfZDcd1iXwEhw0WwvZW2s+Xv6s+0VhPh75fg6wEFFDa63EvqlHUcqmsXbJB8gX7nbONKUh3BnlrTH8AQFGRtx7w3C3MN8JtRKBTVm7lz57JmzRqWLFnCiBEjiIuLw8XF9mMyV/Eqyrcvv2KXu6NVWn/A9957jwYNGjBhwgS2bNlSqrlVQZmUNinlDjS/sreFEO8JIe4H1gGNgGfthv4AHLGbZwLeB1oA24UQjwshnkJLFVIPeKMs8igU1wLm9HSS7SKhNrWBbCdNaZtRbwie3wyGrZ+AtItoqtUCpv4Joz4AF2/OBvQnp4GtKEnrA8sIdLJtzxdXHcEenYcHQc88bW3nREVx5ZtvSn9hCoVCYUdoaCiDBg1i/PjxrFixgnbt2jFx4kRr8ECub/qBAwcKXSP3WJs2bQBo1UrbHzp48GCpZAkJCWHNmjX4+PgwcuRI9u/fX+rrqUzKah4FmISWvuNuwA84AIySUm4sapKU8k0hxBm00lf/QwtoOABMkFL+WtRcheJaJvnPvzDbpUFY21H7TdVS58HYNflSGOqcoM+T0OcpMNiZO4UgY/B7eP04BLJT0QF9U5L41VVT/iIuRDBTziyxb5r3qFEkLFxExt69AFz55lt8xo3D2WLGUCgUFU997/osG73M4TGrT5tH5fu0lQd6vZ63336b/v378+mnn/L888/Tu3dvfH19WbhwITNnznToV/bDDz8AMGrUKAB69+6Nn58fixYt4sUXXyyVL1qTJk3466+/CAsLY+jQoWzYsIHatQtWm6kOlFlps1RAeMbyKGxMv0L6FwILy3puheJaJNEuM/eZYDhj+cx49uLpvI6e9UJh9BwIchwpLX3qw+DXYOWTAIQlxfGrq5baMLc6Qkv/liWSSQhB8EsziZxwC0iJzM7m8rvvUu+TT0p9fQqFomy46F0K9R8zmUyk6FPw8vKq9tGjhdGvXz9CQ0P56KOPePzxx3F3d+fpp5/mpZdeYubMmbzzzjt5xq9cuZL58+czdOhQunfvDmgRqc899xzPP/88zz33HLNmzSrw43TBggW0aNGC0NDQAjK0b9+elStXMnjwYIYNG8aqVato2bJkn5OVydUUjFcoFOVE1qlTZPxrqyu6rqMOhKB/WjqhmZaUiM6eMOJ9uOevQhU2K52nQmOt/mj3jExczNZg7RJVR7DHrW1bfC0JLwFS1vxDag3w/VAoFDWHZ555hpiYGObPnw9oyXDHjx/Pu+++S1hYGHPmzOHrr79m8uTJjB49mtatW/P9998XWOPuu+9m9uzZdOnShbfffpt58+bx9ttv061bN+6+++4iE+b26NGDpUuXEhUVxbhx47hy5UpFXnKZUEqbQlENSFxi8wzI1sPmNgKDlDwVn6h1thgOD++A0PtAV4J/W50ORn8CTh64SUm3TFsu7IjzpVPaAAIffwydXeh6zFtva+lAFAqFohwYN24cTZs25f3338dkMqHX61m8eDHz5s3DZDLxf//3f8yYMYM9e/bwv//9jx07dhAcHJxnDZ1Oxw8//MCSJUuoVasW77//Pvfffz+ffPIJjRs3ZsOGDfTo0aNIOYYMGcL333/PiRMnGDlyZJkSHVckV+PTplAoygGZnU3SUpvStqOVIM1NMCkpmYYu/nDze9BmLJQ2R5pfIxjyGqx8irD0DDa6a8kkD8YdJC4jjlputYqeb4fB35/ARx8l5s03Acg+dYqEhQvxnzy5dDIpFIrrlilTpjBlyhSHx3Q6HSdPnizQV9Scwsgtc1UU/fr1Q0rp8Ngtt9zCsGHDqqXJWe20KRRViTGTlDkPY0qypTtc21HgazLxQP3h8MhOaHtz6RW2XDrfA4360DfdlklHItl0YVOpl/K743Zcmtv8amI/+ZScamg+UCgUimsVpbQpFFVF5Gb4oheJK/+xdkX5weEGgodbTsT75i/AzXEJlxKj08GYT6mtc6V1lq3QSMS5taVeShgMBM+caW2bU1O5/OGHVyefQqFQKEqMUtoUisomIxFWzID5IzGeO0NalC1lx7qOOpr6NmFCj+fL73x+jWDwq4TZ7bZtvbCZLFNW4XMKwaN7d7yGDrW2k35dSkYp8yIpFAqFomwopU2hqCykhMPLYW4o/KtFPSWecQM006dJQER7wTNdn8OgK2d30y730s/XFr6egYlde78r01LBzz6DyM1eLiUxb7yJtItOVSgUCkXFoJQ2haIySL4EP90JiydBagwA0gxXztiKBv/bTNCuZR961e1V/ufX6Wh90xcE2oW7b9jzGWSVPjLKqW5dAu67z9rO2L+fpBUrykVMhUKhUBSOUtoUiorEbIZd38DcbnBsZZ5DafpuyDTbv+CGG/Q806XQXNVXjS6gKX3921vbGw05yDX/K9NaAdPuxalOHWv78uzZmCwlaBQKhUJRMSilTaGoKGKPwbzhsPIpyLJFh+LmDzd/xalLthxD8Z7QfPhtNPFtUqEihd34gPV1lMHA8f0/wJkiK885ROfqStBzz1nbptg44j7/vFxkVCgUCoVjlNKmUJQ3Odmw4V34ojec3573WIfb4JFdZNUdgG7zbmv31htcebDTIxUuWve6PXDROVvbEe5usPxhyCr9LpnXkMG4W0rIAMT/8CNZp8+Ui5wKhUKhKIhS2hSK8uT8TviyL2x4C0y2FBv4NoC7foVxX4FHLbZ89yYGu2oqDSdOxdfVt8LFczO40a2OTdGKcHeDxHPwzyulXksIQfCLL0Bu8kmjkZi33y40YaVCoVAorg6ltCkU5UFmMqx8Gr4dArFHbP1CBz0egYe2Q7NBACRnJcPvttxsJ5u4cXPYg5Umali9MOvrgy7OxOl0sOtrOFP6hLuuLVrgN3GitZ22aROpGzaUh5gKhUKhyIdS2hSKq+XYavisu6b4YLfLFNwepq2FoW+Cs4e1e8myNwmJtW2zBd52O056p0oTt2+9vtbXUgg2WcpbsfxhyE4r9XqBjzyM3s+WBDjm7XcwZ2cXMUOhUCgUZUEpbQpFWUmJgV+mwKLbIfmird/gCoNegfvXQ91OeaacTzlP1jJbFGmGu4Gut82oHHkt1PaoTWv/1tZ2RK7Slni2TGZSvY8PgU88bm0bz50jfv73VymlQqFQKPKjlDaForRICf/+CHO7wn/L8h5r1Ace3Aq9nwAHu2efbn6P7odtu2xuI4aid3WtaIkLEFbfZiLd6u5BVm5p051faeW1Sonv+PG4tmljbcd98QXGmJirFVOhUFxDzJ8/HyEEQgg2by74OSOlpH79+gghGDVqlLU/d46jx/Tp09mwYUORY+wf9tx6660IIXjOLhLentx1lyxZUr434ioo57TrCsU1zpVT8PtjEJnP/8vVVzOD3nBnocXdd0XvIuvvdbgabX2N75pWcbIWQb96/fhi/xcAZAjJLg9veqda0pIsf1hTPO1MusUh9HqCX5rJ2Yl3AiDT07n8/mzqznqv3GVXKBQ1G1dXVxYuXEjv3r3z9EdERHDhwgVcXFwKzBk8eDCTJk0q0N+iRQsaNmzIjz/+mKf/hRdewNPTk5l29ZLtSU5O5vfff6dRo0YsWrSId955p4BSVx1RSptCURJMRtj6CUS8CzmZeY+1HQfD3wXPoMKnm03M2jWLu/bZyj0Z2rTCtVWripK4SFoHtKaWWy3iMuIAiGjWm977VmkHEyJh7WvaNZUC906d8B59E8krfgcg+fff8bvjdtw7dSpmpkKhuJ4YMWIEv/zyC3PmzMFgsKkhCxcupHPnzsTFxRWY06JFC+66665C18x/7J133qFWrVqFzvn1118xmUx89913DBgwgI0bNxIWFuZwbHVCmUcViuK4uAe+6g9rX82rsHnXhTt+hlvmFamwAaw4tYLUo4dpHmXrq3Xr7RUkcPHohC5PFGlEzhVkA1sqEHZ8AZFbSr1u0FNPI9zdre3oN95A2pXOUigUijvuuIMrV66wZs0aa192djZLlixhol00ekUSHh7O4MGD6d+/P61btyY8PLxSznu1KKVNoSiM7DT4ayZ8MwhiDtodEBB6Pzy8A1oOK3aZdGM6c/bOYcB+2y6bcHPFe9TIChC65NgrbVFpURzv/6wWRJFLGaJJnYKDqPXgdGs76/AREpf8etWyKhSKa4dGjRrRo0cPFi1aZO1bvXo1SUlJ3H674x+zmZmZxMXFFXhklyFS/dKlS6xfv5477rgD0JTIJUuWlGmtykaZRxUKR5z8B/54Qks8a09gKxj9CdQPLfFS3x76lqSUWPoesqUD8R42HL2nZxGzKp7udbrjonchy5QFQETKKVoOfBn+elEbkHAG1r4Ow98p1br+kyeTuGQJxrPavYv98EO8hw1F7+NTrvIrFNcL5qwsjOfOOTxmMpsxpqWR5eGBXld5+zBODRqgc+B7VlImTpzICy+8QEZGBm5uboSHhxMWFkYdu5rG9nz77bd8++23BfoXLVpUqKJXGIsWLcLFxYUxY8YAcPvtt/Pyyy+zatUqxo4dW+prqUyU0qZQ2JN2Bf56AQ78nLdf7wx9ntaiQg3Ojuc6ICo1iu//+56uxyVedpZV3wnjy0XcpHQju8/GszMynm0nY7kYp+ek8zmeGt6u2LluBjdCa4ey6aIWVBFxIYL7h/0Ah1fYym/t+ALajIaGPUssk87ZmeAXXuDCdC1hsCkxkdhPPqX2S44dghUKRdEYz53j9E2jixxT0AusYmny+wpcmjcv8/xbb72Vxx9/nD/++INhw4bxxx9/MGfOnELHjxkzhkceKVjqr3379qU+d3h4OCNHjsTLywuA5s2b07lzZ8LDw5XSplDUCKSEA4vhz+chIz7vsQY94KaPIbBlqZf98N8PyTJlMWC/bZfNuXFj3MronB+bksWuyHh2nolnx5l4jkYnk7dqlOCTiLOMuKEBrUO8i12vX/1+VqXtYOxBrmQlEjBmLnzRy+K/J+G3hyzRpO5FL2aHV79+eIT1JS1CK0afsGgRvrfcgmvLFqW4WoVCca0SGBjIoEGDWLhwIenp6ZhMJiZMmFDo+Hr16jFo0KCrPu+RI0fYu3cvkyZN4uTJk9b+fv36MXfuXJKTk/HwKHnkfGWjlDaFIiES/ngSTq3N2+/irSXJ7TwVymB22Hd5H6vPrCYwUdIh0qZZ+U6YUOLQ8gsJ6ew8E299nI4rmY/ZygNRJVLa8lRHQLLxwkZubn4zDPg/+NuyM5ZwBta9DsPeLtG5cwl+/nlOb90GRiOYTMS89RYN5s+rEWH1CoWi4pk4cSL33Xcf0dHRDB8+HF9f3wo/54IFCwB44okneOKJJwoc//XXXx2mFqkuKKVNcf1iytHMf+vfBGN63mOtRsGIWeDt2L+iOMzSzKxdswDyBCBgMOAzdozDOVJKTsWmWRS0K+yKTOBiYkaJzhfs7YIOiErW/NNWHYziqSEtilWQcqsjHInX6qVGXIjQlLbuD8Lh5XBhpzZw++fQejQ07FEieQBcGjcmYPIkrnyj+aGk79hByl9/4z1saInXUCgUmv9Yk99XODxmMptJS0vDowp82q6Wm2++mQceeIDt27fz888/Fz/hKpFSsnDhQvr3789DDz1U4Pjrr79OeHi4UtoUimpH9EFY8Shc2pu33zMYRryv+XFdBavOrOJA3AF0Zkm/g7ZdNq8BAzAEBABgMkuORCVbd9F2RcZzJa1k0UsNA9wJbeRPaGPt0cDfnSU7TvPMb0cBOB2XxrGYFFrVLn63Lax+mFVp23ppK1mmLFz0LjD2M/iit81MuvwhmL6lVGbSgOkPkrh8OaZYzeMm5r138Qzri87NrcRrKBTXOzoXl0L9x0wmE9kpKbh4eaHX6ytZsqvD09OTzz//nMjISG666aYKP9+WLVuIjIzktddec2iKPX78OP/3f//HpUuXrP5u1Q2ltCmuL4wZWoLcLXNA5ssf1nkKDHoV3Hyv6hQZORl8tOcjADqelgSk2I7F9h3C7xtOsfPMFXZHJpCSlVOiNVsGexHa2J+ujf0JbeRPbZ+Cpa/6NPPHSUiMUttdW3UgqmRKW70wW3WEnAx2R++mV91eUKs5DHgJ/n5JGxh/Gta9AcPeKpHMAHpPD4KffppLzz0PQM6lKK588y2BjxZ0KFYoFNcfkydPLtG448ePW02b9gQHBzN48OASrREeHo5er2fkSMfplkaPHs3MmTP5+eefmTbNVq3m119/5ejRow5lr1+/fonOXV4opU1x/XBmo1aCKv503v6AZnDTHGjUq1xOM/+/+cSka3U3B9oFIMS5+TJ5lxmzKPjPb49eJ2hXx5uulp20ro388fMoPmLV3VlPaz/JgXiL0nYomieHFB880SagTZ7qCBvOb9CUNoDuD1nMpLu09vbPtF1I+0S8xeB9000kLPqJjH37ALjyzTf43HwzzvXqlngNhUJxfbNmzZo8yXhzCQsLK5HSZjQa+eWXX+jZsyf+/v4Ox7Rr147GjRuzcOHCPErbTz/95HB8v379lNKmUJQ7GQnabtHefL/SdAYthUefp8Hp6ou2J2UYWXviOF/u03y4fFIlnU7alLa/GnTFLAr6nDjrddxQ39dq6uzU0A9Pl7L9a94QIDlgCX49eTmV4zEptAgueps/tzrCrye0JLgRFyJ4Ub6o+cPp9DDGYiY1ZWGLJt0CTiUzcQqdjuCZM4m89VaQEpmVxeX33qPenI/LdI0KhaJmMmXKFKZMmVLsuMjIyDxtmTdEvkQcOnQoT9vJyclheaz8nD59GpPJREpKCv369SvTuSsSpbQprl2khP+WwernIO1y3mN1u8DoORDctszLO0q/4VJ7MU6+WjBA2CGJwRKDYEbwd4OugLYj1rmhH90a+xPaOIAO9XxwdSofX5S2fhJnvSDbpH3QrDwQRYvBxftm2CttUWlRHE84Tkt/yy5dYAsYMBPWvKy1409pZtKhb5ZYLrf27fCdMJ7EX5YAkPL336Rt24ZHj5IHNigUCsX1jlLaFNcmSRdg5dNwfHXeficPGPgyhN6n7SKVgtz0G7siNSXtdGze9Bs61ws4+f6rNaRkwL9OgKbAnWvcjvtv7UVoY3/ahHhj0FdMlJerHno39Wfd8SsArD4UxRODi8+N1i2kG846Z7LNWiDExgsbbUobQI9H4MjvNjPptrlaNGmDbiWWLfDxx0n+8y/MKZqTX8xbb9F46VKEk1OJ11AoFIrrGVV7VHFtYTbDzq9hbreCClvzIVq90O7Ti1XYtPQbqSzaeY4nft5Hr3fW0fvd9Ty5eD+Ldp4voLCBxCX4d2urzXkDdZKyrO1eM6YyrU8TOtTzrTCFLZfBrWpZXx+PSeXk5ZQiRmu4O7nTLcSmgG24sCHvAJ0exswFfW7ZGks0qbFkKUkADAEBeQIQsk6cJGGRY18RhUKhUBRE7bQprh0uH4EVM2y5xXJxrwXD34V246GQvGUms+RodN70G3GpJUu/0cDfnQb1T7A/+6y174FzjYBjAOh9ffEcOLAsV1Qmwpr746zXkW3SbLOrDkYzY2DxJtIC1REyrhDgFmAbENgS+r8I//xPa185qeW4G/JGiWXzu+MOEhYvJvvkKQBiP/kE71EjMRTiGKxQKBQKG0ppU9R8crJg02zY9AGYjXmP3XCnplS451UKsnPMHLyYZE1kW5r0Gy2CPS1BAwGENvLHz1Mw5rd3waLjNaQWdXZGkuu+6jNmDDrnktcrvVo8XQz0bVGLf45ofnyrDkYxY2DxNQILrY5gT49H4MgKuLhHa2/9VDOT1g8tkWzCyYnaM2dybuo9AJhTUoj98CNCXn+tRPMVCoXiekYpbYqazdlt8PsMiDuet9+vEYz6CJr2ByAj28TecwnssOyi/XsugUyjucBy+dEJaFfXx5rI1lH6jW8OfsPF1IvW9jNJ3ZFZv1nb5VUcvjSMaB9iVdqORqdwKjaVpoGeRc4ptDqCPXoDjP0cvuiTN5p0+qYSR5N69OiB15AhpPz9NwCJS5bge9ttuLUre1CIQqFQXA8opU1RM8lMgn9egd3f5e0XeujxMMk9nmbPxSx2rD7KzjNXOHgxCaOp+NBt+/QbXRv707mY9BtxGXF8feBra7ttQFvqLz9Orjeb2w03FJrJvCIZ1CYYJ72wXvPqg1E8MqBku2321RGyTdk46/PtEga2hP4vaPcf4MoJWP8WDHm9xPIFPfssqRERyKwskJKYN96g4aKFqi6pQqFQFIFS2hQ1j6MrYeVTkBKVpzvJtw0/1X6G5UcCObJ+MyVJr5ObfiN3J61jfd9Spd/4dO+npOfY6pY+53MLWYdfsrarYpcNwNvViT7NA1l3VNttW3kwukRKW7/6/fjywJeAVh1hV/QuW6Jde3o8CodXwCVLtOy2XDNp1xLJ51yvLgHTphE3d652rn37SP79d3xGX135MIVCobiWUUqbouaQEg2rntF8quzIxJnZxgl8Fz0cU7QeSC50CV93J7o09LfkSPOnbZ2yp984Gn+UpSeWWttDGg4hZP1/JFjaOnd3vIcPL9Pa5cGI9iFWpe1IVDJn4tJoXMujyDlFVkewJ9dM+mUfMGWDNGvRpA9sKnGi4oBp95K4bCk5lzTl+/Ks9/EcMBC9Z9EyKhQKxfWKSvmhqPZIs4nLG74k++MuBRS2TaZ2DM56l69NozBRcIcsyMuFUR1CeH1MW/56vC//vjSYbyZ34b6+TehYv+zpN6SUzNo1C2kJN3DWOfN424dI+v0P6xjvkSPQeVSdAjK4tWYizWXVwagiRmvkVkfIJeJCROEZwYNaQb8XbO2447Ch5HVJdW5uBD/7nLWdExvLlS+/KPF8hUKhuN5QO22Kaod9+o2zx/dx09n36MzhPGMSpCevG+9iqbkPYFNMGvi7W8tBhTbyp2GAe4X4Sa0/v56d0bbUIne3uRvvbf+RmmLLieY7YUK5n7c0+Lg70atZLTYciwU0pe3h/s2Knde3Xt881RFOJJ6ghV8hCXp7ztAU6Ut7tfbWTzQzab0uJZLRa+gQ3Lt1I33HDgCuzP8e3/HjcW7UqETzFQqF4npCKW2KKsdoMrPnbIK1JNSuyHgyMzO5X/8HLxiW4SLypvH4zdST1413cwUfa/qN3OLqIT4li2C8OnmNzN4929oOcA1gWvtpXPnoIWufS/PmuHboUOGyFMeI9iFWpe2/S8mcvZJGw4Cid/+6h3TPUx0h4nxE4Uqb1Uza12Ym/e3BEptJhRAEv/giZ8aNA5MJjEZi3n6H+mrHTaFQKAqgzKOKKiHTaGLe9gt8+p+OXrO3Mf7zrbyz+ijrjl6madZRVjjP5BmnxXkUtouyFq94v8rBbrN56+4B/Pt/g/n7iTDeGNueMTfUrRSFDWDh0YWcSzlnbT9646M4XYwlfdcua5/vLROqRSTkkDbBGHT2JtLoYucUWx0hP0Gtod/ztnbccdjwdolldG3ZAr877rC2UyMiSNlQzDkVCkWNY/78+Qgh2L17d4FjoaGhCCH4/PPPHc4VQhT7eOWVVwCtMH1xYxvV0N18tdOmqBJe/+Mw4TvOof1u0PKluZPJ04bFTNH/hU7Y/KgkgostJ+Mz8hVe8farGoEtxGfG8+X+L63tln4tGdtsLFc+/MjaJ5yc8L7ppiqQriC+7s70bFaLjce13bbVh6J4sF/TYucVWx0hPz0f06JJo/Zp7a1zLGbSziWSM/DRR0j+4w9MiYkAXH77HTx69qzUpMQKhaJqOHHiBLt27aJRo0aEh4fz4IMPFhjz448/Fjr/lVde4dSpU3Trpv3YfOCBBxg0aJDDsWvXrmX+/Pl07969fISvZJTSpqh0zl1J56dd5/P09dPt5S2nedQRcXkHB7VFjJ5DvRL6SFU0n+37jBSjzW/t2a7PojOZSVz2m7XPa/AgDH5Vq1zaM7J9bavSduBCEufj06nv717knBJVR7DH3kxqNtqiSe+PKJGZVO/jQ+ATTxD9P61EVvbZsyT88AMB06aV4AoVCkVNZsGCBQQFBTF79mwmTJhAZGRkgZ2wu+66y+Hcb775hlOnTvHoo48y3BKt36NHD3r06FFgbFRUFE8++SQNGzYsdEevuqPMo4pK55N1JzCZtZ20QBL5s+485jvPyquw6V1gwP/BAxEldmqvaE4mnOSX479Y2/3r9yc0JJTUjRsxxdlkr+oAhPwMblMbva50UaS1PWrTyr+Vtb3xwsbiTxTcBvrZokGJPQoR75RYTt8J43Fp09rajvvsc4wxl0s8X6FQ1EwWLlzIhAkTGDVqFD4+PixcuLBE8/777z9mzJjBjTfeyKxZs4ocazabufPOO0lISGDhwoX4VaMf1qVBKW2KSiUyLo2ley8CknG6jaxzfZZWV9bkHdSwNzy4Ffo+DXqnKpEzP1JKZu2ehVlqplyDzsBTXZ4CIPGXJdZxTnXr4l7Ntt39PZzp2dRm2lx1qHi/NiBP6o/c6gjF0usJCLnB1t7ysa1OaTEIvZ7aL9kSE5vT04n9YHYRMxQKRU1nx44dnDx5kjvuuANnZ2fGjRtHeHh4sfPS09O59dZb0ev1/PTTT7i4uBQ5/vXXX2f9+vW8+uqr9OzZs7zEr3SUeVRRqXyy7iQms+Qu/T+84TQv70EXHxjyGtw4CXTV6/fEpoub2Hppq7U9sdVEGno3xBgTQ+pG2y6U74TxiGomO8DwdiFsOqHtBu4/n8iFhHTq+RVtIrWvjpCek154dQR79AYY+xl8GWYzk/72EDywEQxFf6gCuHfqhPdNN5H8++8AJC1fge9tt+Pe6cYSXKVCcW2SYzSRFJvh8JjZZCYtPQNjig5dGfNOlgWfQDcMpageUxgLFiygfv369OqlfbbcfvvtfPfdd+zbt48bbrih0HmPPvoohw8f5vvvv6dFi0Ki2y1ERETw+uuvM3DgQJ5//vkix1Z3lNKmqDQi49L4bd9FDOQww7As78HWo2HELPCqXTXCFYHRbOT93e9b274uvjzQ8QEAkpYtA7Ol8LxOh8/NRfh9VSFD2wbzf8sPWc3Sfx6KZlqfJkXOKXF1hPwEt4Ww52D9G1o79ihEvAsDXy6RrEFPP0XK2rXIdK08WMybb9Jo8c8I/dV/QSgUNZGk2Ax+em1n8QMrkdtfDiWgjudVrZGTk8PPP//M5MmTrdH2AwYMICgoiPDw8EKVtoULF/Ldd99x9913M2nSpCLPERcXx8SJEwkICGDBggXoquGP6tJQs6VX1CjmWHzZBur2EiQSrf0Zg2fBbT9WS4UNYPGxxZxJOmNtP3zDw3g7eyPNZhKX/Grt9+jTG6falXsNUkoy01JJjIkm9swpMuNiyDEWNGMGeLrQvYm/tb2yhNUR7AMSNl7YWHh1hPz0fhxCOtramz+Ci/+WaKpTcDC1pk+3tjP/+4/EpUuLmKFQKGoif//9N7GxsYSGhnLy5ElOnjzJmTNn6N+/P4sWLcKc+4PYjhMnTjB9+nRatGjBZ599VuT6UkomTZpEVFQUP/zwA7Ur+fO5IlA7bYpK4XRsKr/tvQjARP1aa3+acy1M7W6lcjKslZ6krCQ+32+LMmrq05QJLbRAg/SdOzFeuGA9djUBCFJKjFmZZKakkJGaQmZKCplpKWSkpJCZmkJmajKZqalkpFieU3P7U5D5Ptj+OPEfd77xPnpDXn/A4e1C2HLyCgB7zyVyKTGDOr5F3/mwemHW+qqX0i4VXR3BHr0TjPkMvupnMZOaLGbSiBKZSf2nTCZxyRKM57R8eLEffIj30KHovb2LP7dCoagR5Pqu3XrrrQ6PR0RE0L9/f2s7KyuL2267jezsbH766Sc8PYve6Xv//fdZvXo1zzzzDEOHDi0/wasQpbQpKoVP1p3ELKGeuEwf3UFr/9mAftQT1XfD94v9X5CUlWRtP9P1GQw67d/GPgBBHxCAV79+ABizszSFyqJw5SpYNgXMcduUk1MuMseeOcXRLRtpGzYwT//QtrV5efkhLBZSVh+K5t7ejYtcq1TVEfJTux2EPQvr37QIdgQi3oOB/1fsVJ2zM8EvPM+FB7UqE6aEBGI//ZTaL75YsnMrFNcQPoFu3P5yqMNjmk9bGh7uHpXu03Y1pKWlsXz5cm677TYmOPjBO2PGDMLDw/MobU8//TR79+7l448/5sYbi/Zz3bFjBzNnzqRbt268+eabVyVrdUIpbYoK51RsKsv3abtst+k3WBPnSp2BcwF9qVeFshXFqSsn+G3fYnyynXAx6rjRqx3ex9PY9e9S0mMvc/ngLrIbBmPU6zEH1WL9Y/eRmZJCTnZWVYvOnj+W0abvgDxVGQK9XAht7M/20/GAlvqjOKUttzpCbqLdDRc2cF+H+0ouSO8ntNqk0RZFffOH0HoU1Ck+sMCzXz88+vYhbaN27oTwhfjdcgsuzZuX/PwKxTWAwUlfqP+YyWTCKcWMl5cH+hrk97ls2TLS0tJ4+OGH6dOnT4Hjf//9N7/88gtz587FxcWFZcuW8emnnzJ69GhmzJhR5NqJiYncfvvtuLu7s2jRIpycqkcWgvJAKW2KCueTtScwSzCQw236Ddb+nCaDyXLyrfDzm80mMlNTC93hysi3I5bbZ8zMYAIhdivF8feaObamn5ftdUaa9ihnXNw9cPXywtXDCzcvL1w9tUfuazdL29XLi5N7d7NzySIAYs9Fcu7gfhp2uCHPeiPbh1iVtj1nE4hKyii2/FepqyPYo3fSku5+1Q/MOTYz6f0bijWTCiEIfv4FTm/bDkYjmExEv/UWDb77rlqUCFMoFGUnPDycgICAQtNvjB49mq+//pqVK1fSo0cP7r33XvR6PQMHDmTBggUO5zRt2pQePXowffp0IiMjue2229iyZQtbtmxxOL6whL3VGaW0KSqUk5dTWbH/EkCBAITsDhPhTAkd2wFpNpOVnm5RsDTfrsyUZDJSU/P6fKVp/ZrvVzJZaeWvTJUWJ1c3TdHy0BQse4XLXhnL0/bwRFeKX84ufgHs+X0ZpqxMAPasXFZAaRvarjYvr/iP3HiCPw9FM7VX0btt+asjbLq4ibHNxpZYLmq3h77Pwoa3tPblw7BxFgx4qeh5gEuTxvhPupv4b78DIH3bdlLWrMF7yJCSn1+hUFQLcgOZTCYT//zzD3fccUehu4MDBw7E3d2dBQsW4O/vT0JCAgCPPfZYoetPnjyZHj16sH37dgB+/vlnfv7550LHK6VNocjHHMsuG8BEwzrbAd8GZAR2IXPPai4cPojObCrgA2Z9bXHOz0pNRcqC0USVicHZBRcXF3SXY3EymXHOMeHTuTM+7dpbd7zyKmTeuHh4YqiE7XmDkzM+LdoQf1CL0jyzbw9XLpwjoF4D65ggL1e6NvJn5xmbibQ4pS23OsLR+KOA5tdWKqUNoM+TcPR3m5l00wfQahTUuaHYqbUefJCkFSswxWqpRy6/8y6effuicy2+PJZCoag+pKRoJQBr1aqF0Wgscqybmxtpdj+4Sxy5DkRGRpZJvpqAUtoUFcbJyyn8fkDbZasnYumjO2A75juS3596ELPJxIU/K182nd5Q6A7XiYwzrI7+hywnM1nOJibeOIUJHW/H1dMLJ2cXol7+H4mb92rreHrS/P/eQOdWPeJffZq3IenoQUyWD8Tdf/zG0Ol5/T9Gtg+xKm27zyYQk5xJsHfRClBYvTCr0pZbHcFZX4pi7rnRpF/3d2AmLXodvacnQU89RdTzLwBgvHSJK99+S+DDD5f8/AqFosrZtWsXHh4eNGzYsKpFqbEopU1RYXy89qTVDDfRsAEdWsMonfhn63nMJtNVn0MIHa6enrh6eePq6ZnP5Ohte20xS7pZdsOcXFwd+kWlZKfw8rJRxDunAtDIuxF3hT2Ak07bKTOnpZH8xx/W8d43jao2ChuA3tWN5j36cHSjtqt5ZNM6et9+Nx6+tjp7w9rV5pXfNROplJqJdHLPRkWuW6bqCPkJ6QB9nrbVI738n8VMOrPYqT6jR5O46Ccy9u8H4MpXX+M7dixOdeuWTgaFQlHp/Prrr2zYsIHw8HCmTZuGwaBUj7Ki7pyiQjgek8Ifll02Aznc5bIRLBkt9ujCSEtKyjtBCFzdPawmRnsHe3snfFu/pqS5uLmXa9morw98TXxmvLX9VJenrAobQPKff2G2ZOoH8B1fvYrDA7QfNNyqtJlyctj390p63Wrz3Qj2dqVLQz92RWo+IisPRhWrtOWvjhBxIaL0ShtAn6fg6EqIyTWTzoZWI4s1kwqdjuCXZhJ5620gJTIri5hZ71Pvow9LL4NCoahUnn76aVJSUrj33nv58EP1P3s1KKVNUSF8vPaEdZdtqGEf3jlaUtf0HAO7ztl8E1xrBXHLzNepVbs2Ol3VhqufTz7PgiO2qKTuId3zFE0HSFxiy83m0ro1rm3bVJp8JcU3pC5NOnXl9L+7ANj39ypCx96Ck7MtWnNE+xCr0rYrMp7LKZkEeRVuIs2tjpCbaDfifAQvhL5Q+ihOg7NWm9TeTLr8YbhvfbFmUrf27fEZP44kSxWKlD//JG377Xh071Y6GRQKRaVy5syZ4gcpSkSZtyiEEC5CiHeFEJeEEBlCiB1CiMGlmH+bEGKbECJNCJEohNgqhBhQVnkU1Ydj0SmssiuT9LifrdD6jpS2ZGfZyiwF3NgNV0+vKlfYAD7Y8wFGs+YLphM6nun6TB6lJOvUKTL27rW2fSeMr7apJzqPtNVAzUxJ5nDEujzHh7WzlXOREv46FF3smvYKbG51hDIR0kHbccsl5hBser/w8XYEPfEEOrss6DFvvoksp6TECoVCUd25GrvSfOBJIBx4DDABq4QQvYubKIR4BVgEnLes8RJwAFAOKtcAc+x22Rob4miWsgOApGwX9l32sY5reENn3AKrRy24XdG7+OfcP9b2+ObjC2T+t68zKlxc8Bk1qtLkKy3127YnqFFTa3vPyt/ylLsK8XGjc0Obn9uqg8UrbbnVEXKJOB9RdgH7PA3B7WztTbMhan+x0wwBAQQ++oi1nXXiBAk/FR7Sr1AoFNcSZVLahBChwO3AC1LKZ6SUXwEDgLPAe8XM7Q68DDwlpbxVSvmllPJTKeV0KeWPZZFHUX04Gp2cpxj5K/X+RVgCEDbHNsZsyf8hhI6uN99WJTLmx2Q2MWvXLGvb08mTh2/IG5kos7NJ+u03a9tr6BD0Pj5UV4QQdBk11tpOiLrI6b278owZ0d6WOHjHmSvEpRZdySG3OkIuGy5sKLuAuWZSYdlhNefAbw9DTsFi9/nxmzgR56Y2hTR2zhxyLDmcFAqF4lqmrDttE9B21r7K7ZBSZgLfAj2EEPWLmPs4EA18LDSKrviqqFF8/I/NZOZhMNM7ZTUAMZkeHE0OtB5r138QfnWqRwGrFadWcCT+iLV9f4f7C2T8T1m3HpOdYlAdAxDy06JHHzwDalnbe/74Lc/x4XYmUrMlirQ47E2kudURykxIx3xm0oOw+YNipwknJ4JffMHaNicnE/vRx2WXQ6FQKGoIZVXabgSOSymT8/XvtDzfUMTcgcAuYAYQC6QIIaKEEI8UMUdRAzh8KZnVdl/8/9fyPPq0GAA2XbYlcDU4u9DjlomVLp8j0oxpzNlrK01Vz7Med7a+s8A4+wAEp4YNcA/tWinyXQ16g4FOw26yts8fPkjM6ZPWdh1fN25s4Gttrz4URXGE1bcpbbnVEa6Kvs9AUFtbe+MsiDpQ+HgLnr164TV4kLWduHgxmYcPX50sCoVCUc0pa/RoCODoEz63r46jSUIIP6AW0AvNnPoqcA6YCnwihDBKKb8s6sRCiCAgMF93U4DU1FSSk/PrkeVDbmbmtGpQEqm6Mvsv25emi0HHTdla1tzIVF/Optn8p9oNHIo0OFeLe/rV4a+saSwAHmzzIJlpmWSSae3LiYoiza52nduoUdbM3tUJR/ezUWhPti1ZhNFS2mrbssUMuM/2+2hAcz/2nkvUjp26QmRUHP4ehUdxuuNOc5/mnEjSdlT/OfMPA4KuLn5IN/g9PBaORkgTmHMwLX2AtIl/aAl5i8D9oYdJidgI2dkgJRdffZVaX31VrsEh1eE9eq2h7mnhGI1GDAYDplLksMwdW5o5iqIpj3sqpSQnJ6dQnSQ1NbVM65ZVaXMDHDnAZNodd0SuKTQAuF1K+TOAEGIJcBAtIKFIpQ14CPifowM7d+4kOrp4E8/VsHPnzuIHXYdcSIO1x2xvp5v8o3A/vxEp8+6y6ZxdSPLwZf369da+qrqnCeYEwpPDre1G+kaYj5lZf3x9nnH+a/6hliWyQup07PX1xbQ+75jqRP776d6oGUnHDgFwatc2ckIa4uSh/St6ZkHux4BZwue/b6VncNHlYupm1uUEmtK27dI21qxbg0FcXfagVkEjaRmzAgB97GEu/vw0x0PGFjsvoE9vAtZqkbHZ+w+w58OPSLnxhquSxRHq/778Ufe0IP7+/gQGBpbpR2G6Xf5IRflwNffUaDQSGxvL0aNHHR4/d+5cmdYt6ydtBuDioN/V7nhh8wCMgNXeJKU0CyF+Bl4VQjSQUhZ1NZ8Bv+TrawosDw0NpXXr1sUKXxbS0tLYuXMnoaGheHh4VMg5ajKPLzkMaP5NrgYdM5ueROyVHEkO5HKWzW0xdOwttB88DKj6e/q/Xf8jJ1lLFyEQvNz3ZVr6tswzRppMxHz4Ebm/t9x696bvmDGVLGnJKOx+Jrdry+KZT2i1+6TEJyOZbqNsZtNfo/dx6JL2JXFOBjCzf/sizxMcH8yGiA0AZJONd1tvugVfZa60nJ6Ywo+hv3IMgFaXV1B/8AOYA4vOg2fu0YPLh/7DFKOZ4euuXUvw9AfQubtfnTwWqvo9ei2i7mnhREVFYTAY8PLyKvEck8lEeno67u7uhRZfV5SO8rinV65cISgoiI4dOzo8fuTIEYf9xVFWpS0Kx+k5csPRLhUyLx5tNy5RSpl/3/Gy5dkPzWTqECnlZbuxAFZziKenJ97e3kUKfrV4eHhU+DlqGocuJrHuuM0h/e5udfE79is5ZsGWWFuNOe/AILqNHl+geHpV3NN9l/fxzwVbio8xzcbQtUFBP7XUTZsx2e3e1rr9dryq+d8///309vamebdeHN++GYCjm9YTNnEyzm6aYnNTx7ocuqT9Gtx5NokcvWuRJtJQr9A81RF2xe9icPMSp2gsnHFfwDeDQJoQ5hw81zwD960r2kzq7Y3u+ee4+MSTAJhjY8leuIigJ5+4ennsUP/35Y+6pwWJi9P+p8qiKOj1eqW0lTNXc0+FEDg5ORX6Hvf0LFsMZlkDEfYBLYQQ+aXpZne8AFJKs+VYoBAi/7dCrh9cbBllUlQRH6+1RYy6Oul4pO4pSI3mQGIISUabpbzXbXcXUNiqArM0894uW2YaN4MbM26c4XCsfQCCITAQz759Kly+iqDzyLHW19kZ6Rxct8batk/9YTJL1hwu2sUgtzpCLhHnI7RdvKulbifo/bitHX0ANhdf8sZr2DDcu9oU7vh588g+e/bq5VEoFOXK/PnzEUJYH66urrRo0YJHHnmEGMtueS7nzp1j+vTpNGrUCBcXF4KCghg7dixb7PyLc9mwYUOedZ2cnGjSpAmTJk3i9OnTlXV5lUJZlbYlgB64P7dDCOGCFlCwQ0p53tLXQAjRKt/cny1zJ9vNdQXuBA5LKQvbpVNUQw5dTGLNYds/26QejfA5HE6WSc/2uAbW/sCGjWndK8zREpXOqjOrOBh30Nqe1n4age75Y1sgJz6elHW2SgI+48Yhamih4zotWlGnhc114N/VyzFbnGzr+7vTvq4t59zKEiTaLbfqCAUWfg4C7VwcIt6D6ENFThFCEPzSTLDUoJVGIzHvvFs+8igUinLntdde48cff+TTTz+lZ8+efP755/To0cPqQ7Zlyxbat2/PokWLGD9+PJ999hmPPfYY//33H3369OGTTz5xuO6MGTP48ccf+eqrrxg5ciQ///wzXbt25dKla0etKJPSJqXcgeZX9rYQ4j0hxP3AOqAR8Kzd0B+A/IbbL4H/gLlCiFlCiEeBjUBD4OmyyKOoOj7657j1tZuTnukdneDkP+y+Uo8Mk21Xre/EKeVa2L2sZORk8NGej6ztEI8QJrWZ5HBs0vIVYDRa277jx1W0eBVKl1G20lbJsZc5sdNWXsx+t23ryTgS04tOcluu1RHsMbjkS7prhOUPgclY5DTXli3xu/12azt1/XpSN24sH5kUCkW5Mnz4cO666y6mTZvG/Pnzefzxxzlz5gzLly8nISGBCRMm4Obmxr///svs2bO59957mTlzJgcOHKB37948/vjjbN26tcC6ffr04a677mLq1Kl88sknvP/++8THx/P9999XwVVWDFfzLToJ+Ai4G5gDOAGjpJRFflJKKTPQ0n0sBO4BZgFmYKSUcvVVyKOoZA5cSOSfIzb3wkk9G+J/7GdSjQZ2x9tcHhu060DDjp2qQsQCzP9vPjHptp3BJzo/gauhYKF0KWUe06h79+44N2hQYFxNomnXbvgG25Sz3X8ss5o1R7S3JdrNMUv+PhxTYL497k7uhIaEWtsRF8pJaQPNTNrrMVs7aj9s/qjYaYEzHs1TpSLmrbeR2cVXWFAoFFXLgAFa2qAzZ87w5ZdfEh0dzaxZs2hqV/kEwM3Nje+//x4hBK+99lqp1r1WKLPSJqXMtJSwCpFSukopQ6WUf+Ub009KWSBpkpTyspRyipQywDK3e/65iurPR3bVD9yd9dzfqwHs/ZFtcQ3JkTbnzT4Tp1aLwuoxaTHMOzTP2u4Y2JFhjYY5HJuxdx/Zp05Z277jx1e4fBWNTqen04jR1nb0yeNcOqZthDcM8KBtHZuL6qqDxSfa7Vevn/X1gdgDV1cdocDiz0OgnWdFxLsQ81+RU/S+vgQ+8bi1nR0ZSfyPC8pPJoVCUSGcsnzWBgQE8Pvvv+Pq6sqtt97qcGzjxo3p3bs369atIyOjsEQVBde9VqiZDjqKKmf/+UTWHbXbZevRiIBLG4iPS+Rgou3XUcsefajdtHlViFiAOXvnkJFj+yd/tuuzhSqT9rtsOh8fvIaUQ3RkNaBtv0FsWbyALEti091/LKNuKy2txoj2Ifx3SUsEueVkHEnpRnzcCw8cCasfxhs73gBs1RHGNhtbPoLmmkm/GQTSrJlJf3sQpq0tMprU95ZbSPjpZ7IsuZHi5s7F+6ZROAUFlY9cCkUVkJOdTWKM4x9SZrOZtLQ0sj080FWiC4pvcAgG58KjzIsiKSmJuLg4MjMz2bJlC6+99hpubm6MGjWK559/npYtW+Li4iirmEbHjh2JiIjg5MmTtG9vS1GUkpJCXFwcRqORvXv38thjjyGEYPw18KM7F6W0KcqEvS+bh7Oe+/s2gd/+j82xjZBoipBOr6f37Y79xSqbQ3GHWHFqhbU9sslIOgR2cDjWlJpK8mqbpd7nppvQFfEBUpNwdnWj46Dh7FyuKaUnd28nIfoSfrXrMKJ9CLP+0vKkGU2SNUdimNC58PqwtT1q08q/FUfjNQUp4nxE+SltAHU7a2bS3AjSqP2w5WPoW7jrq9Drqf3STM7edTcA5vR0Yj/4kDrvvF1+cikUlUxiTBTfP/1wVYuRh8nvz6VW/YbFD3TAoEGD8rQbNmxIeHg4devWJSUlpdg8dbnH81cbuOeee/K0AwMD+f777+nSpUuZ5KyOVL1nuKLGsfdcAuuP2TKzTO7ZCH9jNJf2b+dEiq1AeYdBw/GtHeJoiUpFSpknxYer3pXHOz1e6PjkVauQdtvuvrdU/+LwpeHGYTeh01t+r0nJv6uWA9C4lgetQ0pnIrVP/bH10layTeXsQxb2PNSyS3i84R2IKbrGqHuXLniPHGltJ/32Gxn79pWvXAqFoszMnTuXNWvWsH79eg4fPszp06cZOnQooClkxVWEyD2eX7l7+eWXWbNmDevWrePAgQNcunSJu+++u2IuoopQSpui1Nj7snk467mvTxPknh/YeLmRtd/JxYUe4293MLvy+evsX+y9vNfantJuCrU9ahc6PnHJr9bXru3b49qyZaFjayKe/gG06mVTtg5t+IeMVO1DcKRdQMKmE7EkZxYdtWnv15aek87u6N3lK6yTK4z9HITloyrXTGrKKXJa0DNPI9xsOQKj33gTaTaXr2wKhaJMhIaGMmjQIPr160fr1q3zmHVbt27NsWPHyMpyVClT48CBAzg5OdG8eV7Xm/bt2zNo0CD69+9P+/btMdTQFE1Fce1dkaJC+fdcAhHHbbtsU3o1ws9Vx6n1S7mYUcfa33X0BNx9fKtAwrxkmbL4cLctQWuQWxBT204tdHzmsWNkHjhgbV8LAQiO6DxyLIc3ajnocrKyOLBmNd1uvpXh7UN4/2/N9G00Sf45HMO4ToWbSNvWapunOsKGCxvoWbdn+QpbrzP0nAFbPtLaUftg68fQ56lCpzjVrk2tBx4g9iNtTuahQyQtW3bN/j0V1za+wSFMfn+uw2O5Pm0eVeDTVhGMGjWKbdu28csvv3DXXXcVOB4ZGcmmTZsYNGgQbnY/zK4XlNKmKBX2u2yeLgbu69ME87HVbDprS7Xg7ulO51Fjq0C6gvx4+EcupdkSKz7W+THcnQqvS2m/yybc3PAeNbLQsTWZoEZNaNCuI+cO7Qdg719/0OWmm2ka6Emr2l4cjdZ23lYdjC5SacutjrD0xFJA82t7IfSF8o8W7vcCHFsFcRZfyg3vQIvhEFx4bVL/qVNI/PVXjOfPA3B59gd4DR6MXpVOUtQwDM7OhfqPmUwmnC1+YNdCGasHHniAjz/+mGeeeYaePXvSpEkT67HMzEymTp2KlJKXX365CqWsOpR5VFFi9pxNYKPdLtvUXo3wdXfmv+XfcSXbVvi5x62TcHat+l9AcRlxfH3ga2u7bUBbRjUZVeh4c1YWSStswQrew4ahL2N9uJqAfbLdtIR4jm7RUizaJ9rdeCKWlGJMpBVWHcGe/GZSU7Yl6W7hZlKdiwvBLzxvbZvi44mb+1n5y6ZQKMqNgIAAlixZQlpaGp06deLpp5/mu+++46233qJDhw5ERETw0Ucf0bNnOe/o1xCU0qYoMfYRo14uBu7t3Rjj5VNsPZRq7ffzcaP9QMe5zyqbT/Z+QnpOurX9bNdn0YnC3/Ip//yDOSnJ2r7WAhDy0+iGzgTUsyUMzk22a59oNzvHzFq7BMqOyF8dYeOFCqpEUK8L9HzU1r60F7bOKXKKZ//+ePTubW3Hh4eTdfJkxcinUCjKhT59+nDgwAFuvfVWfvnlF6ZPn86HH35I69at2bhxI48++mjxi1yjKKVNUSJ2R8az6USctZ27y7Z3wWxSc2zpMHrfMQl9NXD+PBp/lGUnllnbQxsNpVNw0VUZ7HOzOTdpgtuNN1aYfNUBIUSeQvJx5yI5d3A/zYK8aBFs22EsLoo0f3WEDec3lLOkdvR7EWq1sLU3vA2XjxY6XAhB8IsvQO57MieHmLfeKp8C9wqFolRMmTIFKWWJUnA0atSIr776irNnz5KdnU1sbCzLly+nt92PsFz69euHlJIJE67tH9qglDZFCbH3ZfNyNXBv7yZkJCWwc7etPEhtPx3N+xVufqwsclN8SLQvZmedM090fqLIOdnnz5O+bbu17Tt+fLWo4lDRtO7dL0/AyO6VmqI7vJ3NRLrheCypWUVHa1ZodQR7nFxhzGd5zaTFRJO6NGmCv13Yf9rWbaSuXVsx8ikUCkUFopQ2RbHsioxn80nbLts9vRrj4+7Ejvnvk2WyOb72vXlstVB01p1fx67oXdb2pLaTqOtZt4gZkPirLQABgwGfsWMqSrxqhcHZmRuG2IItIvftIe78WUZ2sClt2TnmPNUvHBFW3+bXllsdocKo3xV62CUavfQvbPukyCm1Hn4IfS1bDsGYt9/BnJlZURIqFApFhaCUNkWxfLjGzpfN1cA9vRuTHHuZfdv3W/ub+KZTf/DkqhAvD9mmbGbvnm1tB7gGMK39tCLnyJwckpbaTKleAwZguIZq1RVHxyEjMDjZfNL2rPyNFsFeNAuyM5EeKNpEWtujNi39bPnsKsyvLZf+MyHALkfT+reKNJPqPT0JevJJa9t48SLx8+YVOl6hUCiqI0ppUxTJjtNX2HrKZuq6t3djfNyc2LLgS0zWXKWS3kP7gK7qw80XHV3E+ZTz1vajNz6Kh5NHETMgdfNmci7bdpKu9QCE/Lh7+9AmbIC1fWTTetISExjRzhaQsP7YZdKKMZHa77Ztubil/Ksj2OPkptUmtZRMK0k0qc/YMbh2sJUui/vyK4xRxVd9UCgUiuqCUtoURWLvy+Zt2WWLPXuGw9t3WPvb+sQSOOiBqhAvD/GZ8Xy5/0tru6VfyxLVwrQPQDCEhOBRQ0LJszJyiD6dxOEtl9i85ARrvzlOzGZ3Dq6LQppL52hvH5Bgyslh398rGWFnIs3KMbP+WNEm0gqvjpCf+qF5zaQX98C2TwsdLnQ6ar8009qWmZlcnjWrIiVUKBSKcqXqw/wU1Zbtp6+w7bRtl21anyZ4uzqxNNxmVtILMz27NQHvOo6WqFQ+2/cZKUZbzbpnuz6Lvpjdv5zYWFLXb7C2fW++GVHNElRmZeSQEJVG/KU04qO0R0JUGqkJjsq86Nn350VSY40MnNwag3PJrsW/Tj2adOrK6X81X8B9f6/ivtHjaVLLg9NxaYAWRTqqQ+F/50qpjpCfAS/B8T/hiiWNx/q3oOVwCHRcesytQwd8xo0jaamWDDh51Wp8b7sdj26hDscrFApFWZBSVoiPt9ppUxSKvS+bj5sTU3o14tyhA5zZ/6+1/0a/i3j3uacqxMvDiYQT/HL8F2t7QP0BedJQFEbib7+ByaQ1hMBn3LgKkrB4stKNRJ1K4vDmS2xefIIVc/Yx//ktfPPERn59bw/rFxxl/9rznD8cX4jCZuPknsss/2gvGSklN1HaJ9vNTEnmyKb1eRLtrj8aS3p2EclsLdURcok4H1HxqTWc3LRoUquZNAt+ewjMpkKnBD35BDq7pMkxb76JzCna9KtQVAZCCHJyclRKmhqOlBKTyaSUNkXlsfVUHDvOxFvb03o3xsvFwKaFtl02F52R0MZmaDawKkS0IqXk/d3vY5aak51BZ+CpLoXXpbSfl2RXtsqjZ0+c6xUdZVoeZKUbiTqZyH+bLrJp8XFWfLyX+c9t5psnN7F0lkU5W6cpZ2mJRStnADqdwC/Eg4Yd/NC52IqiR59OZsm7u0mITiuRXPXatCeocVNre8/K5QxvG2xtZxhNbDgW62iqFXul7VLaJU4mVkIi2wbd8plJd8M2x3UaAQy1alHrYdv4rOPHSfj554qUUKEoEZ6enphMJqKioshRPyRqJDk5OURFRWEymfCsgIo6yjyqKICUMo8vm6+7tst2fPsWok/Z+rvVOo9b6OQqD0DYdHETWy9ttbbvbHUnDbwbFDFDI2P3brLPnrW2yzsAITPNqJk1cx8W82Z6Utkc9HV6gW+wO/4hHviFeOBvefgEu6HX60hOTmbNqvNkHg0kMToDgOS4TH59bw/Dp7enbgu/ItcXQtBl1M2s+uR9ABKiLuISdZRGAe5EXtEqS6w8GJVn9y0/PUJ64KxzJtusXWPEhQia+zUvdHy50X8mHFsN8ae09ro3oMUwCGzhcLj/nRNJ/OUXsk+fBiB2zid4jxiBwa/oe6RQVCR+fn6kp6eTlJREUlISBoMBnU5X5I6NlBKj0ciVK1eqRcqla4Gy3FMpJWaz2apsu7u741cBnydKaVMUYNupK+y022W7r08T3A2CzT99b+3zNGRxg38MdLrb0RKVhtFsZNYumzO5n4sf93e8v0Rz7QMQ9H5+eA4YUMTowslMM1qVMnslrTyUM/86HlYlzSdIU86KwuAmGfpQK7b+dJbzh7W/YVZ6Dis+3seAu1vRsnvhChdAi+692bhwPqlXNL+0Pat+Y0S3KXy2QVOG1h+9TEa2CbdCfOVyqyNsvrgZ0KojFJdypVxwdteiSb8bBkjNTLr8IbjnL4c/KoSzM8Evvsj5aZps5qQkYj/+mJBXXql4WRWKQjAYDDRo0ICUlBSSk5MxGo3FmkpzcnKIjY0lKCgIJyenSpL02qYs91QIgcFgwM3NDW9vb7y8vCpEiVZKmyIPUko+tKsx6ufuxOSejTi49i8So23pEXoFRuLUakiVByAsPraYyORIa/vhGx7G29m72Hmm5GSS//zL2vYZPRqds3MRMyzKWb5ggPhLaaQnl1E5Mwj8gt3z7Jr51/HAO7B45awonF31jHy4Axt/Os7hTZcAMJsk/8w/QlJsBl1HNS70w0RvMNBp2E1stASbXDh8iF5DM8kts56ebSLi+GWGtStc+etXr59VacutjhDgVgl57xp0h+4PwXaLafTCLtj+Wd56pXZ49u6F58CB1uoIiT8vxu/WW3Ft06biZVUoCkEIgbe3N97exX+OASQnJ3P06FE6duxY4jmKoqnO91QpbYo8bDl5hV2RCdb2fX2b4GzOZtuvi6x9AS5ptPG5DJ2nVIGENpKykvhs32fWdjPfZoxvMb5kc//4A5ll8xfznWCbl5lqLGDSjI9KI+OqlDMP/EPc8a9jM236BLqhuwrlrCj0eh39JrbEN9CdrUttfmW7VkaSFJfBgLtao3dyfO72A4ey7defMGZqJtaEHX/TwL8r5+JzTaTRRSptfev1BUtGGIlk88XNjGlWSRUmBrwEx1dDvGb2tJpJazk20QY//xxpmzYhs7NBSqLffIuGC35UZiaFQlEtUUqbwoqjXbZJPRqxe8Vi0pMSrf19AiPR+dSDZoOqQEobX+z/guTsZGv7mS7PYNCV7C2duGQJ2U4epLmHYGzZldg9kvg//iU+Kv3qlbM6FgUtxBO/EPcKVc6KQgjBjUMa4F3LlTXzDmMyakEKx3fEkBqfxfDp7XH1KLj17+rhSfsBQ/h31XJt/PbNjBjXhy8sStu6IzFkGk24Ojk2kYZ4htDSryXHEo4Bml9bpSltzu4wZi7MGwFIyMnUoknv+dOhmdS5fn3875nKlS+0/H4Ze/aQvHIVPqNGFhirUCgUVY1S2hRWNp+MY89Z2y7b/X2bIjJS2P37UmtfPfckmnjGQ6fpVRqAcCbpDD8d/cna7lO3T6E5wTJSs7UdM4vPWezJy1zxnYSxl92294YLJT633qDDt7Z7HpOmf4gH3rVcq0Q5K46mnYLw8HNh1WcHyEgxAnDpRCK/vreHkQ93wDfIvcCcTsNHs3f170hpRprNNIvdCzQEIC3bRMTxWIa2rV1gXi5h9cOsSltudQRnfdHm53KjYU/oNh12fK61L+yE7Z9Dz0ccDq91//0kLfuNnJgYAC7PmoVX/37oPIqupKFQKBSVjVLaFIBll80uL5u/hzOTejRke/jXGLNshbX7BJ1B6HRw411VIaaV2btnkyO1KB290PN016fJSMku6HMWlWZVVPJQAr83vUGHX4g7frVtipl/iOZzptPVLPNZ7cY+THiuC398up+EaG3HLDEmnV/f28OI6e0JaeabZ7xPUDDNu/Xk+HbNNy1q5wYatZhKZLK2W7f6YFSRSlu/ev346sBXgK06QoUn2rVn4Mta0t2EM1p73esWM2mzAkN17u4EPfsMl556GoCcmBjivvqaoCcerzx5FQqFogQopU0BwMYTcfx7LtHafqBvE7LjYzjwz5/WvuZecdRxS4EWI8Cn4vOZFUbEiS2c+O8ibTN6458eQkvRgfWvXyQzNbJM6+mddPjVtkVr5ipp3rVqnnJWFN613Bj3TGf+/OogF48lApr/3vKP9jFwSmuadwnOM77LqJutSlt2RjrDnc7xOfUA+OfI5SJNpG1rtSXANYArmVpFjUqpjmBPbjSpvZl0+cMwdZXDHWLvESNIWLSIjN17AIj/7jt8x48DX9/Kk1mhUCiKQSltigK7bAEeztzdoyFrP5uN2VItQCDpHRipDaiEAAQpJRkpjlNpZKYaGU3eiMBMHOym5UPvpMPbzYjz8T14pEfhkRZFy7efJ7D3jdeUclYUrh5O3PToDWwIP8rRbdEAmHLM/P3NfyTFZtB5WEOrE35I85bUadmGS8cOA+B5ahvCZzxS6EjNymHTiTgGtwl2eJ7c6gjLTi4DYOOFjbwQ+kLlOvg37AndHoAdX2jt89u11/aJeC0IIag9cyZnxk8AsxlpNBLzzrv4vPN25cmrUCgUxaCUNgURx2PZdz7R2n4grAnJ505zfNsma18H32j8XTLAu3wDEKSEjBQjyZfiiY9Kz5NKIzOteEXMEQYnnTVC0y/EHf86nviHuOMV4Mb5SZNIP6oVMndp3pygPjded5GCeoOOAZNa4xPozo4Vp639O5afJjk2g7A7W1pTjnQZNZYVFqUtMyGOrj4X2ImWuHj1wahClTbQ/NpylbaLqRc5mXiychLt2jPwZTj+l81MuvY1zUwa0LTAUNfWrfG97VYSF2m+kqnr1uGybVtlSqtQKBRFopS26xwtYtRW5aCWpzN3dmvAyndetvYZhInutSyVAzpNuqoAhIyUbKJPJxF9OpmLJ+KJPe/Jkj/3l2mtHL2R2nX9CAjxzJNKwzvAFeFg5yzrzBnSd++2tn1vmXDdKWy5CCHoMqIR3oGurP3+COYcLYHnka1RpMRnMuz+dri4O9G0Szd8g0NIjNFy9HVNOcBOr/ogBGsOx5CVY8LF4Pj9UGXVEexx9tCiSeeP0Nq50aSFmEkDZ8wgedVqzElJACR98CHcf19lSqxQKBSFopS265wNx2LZb7fLNj2sKZcP7+f84YPWvi4BF/F0MoIoXQCC2WTmyqU0YixKWtTpJJJjM/KNKl5pMjjr8A/xIMo5kl1Zm4l3jyHBLYq3hr9KvwbFF4XPJWmpLQpWODnhfdNNJZ57rdKia208/VxZ/flB687mhaMJ/PreHkY90hHvWm50GjGadfO0lBi6K+cJcY4myjWElKwctpyMY0Arx7ttVVYdIT+NekHoA7BTuwbNTPol9HiowFCDnx+Bj80g5rXXAcg5exa/rVth8ODKlFihUFQh6dmmqhahUJTSdh2TPy9bLU8X7uhajyX/94G1z81goou/JR1G86FFBiBkphqJPpNk3UmLiUwmJ6vkb/5c5cxaW9MSsenl78qF1AuMXn4/OWYtYrR7SHfC6oeV/FqNRhKX/WZtew0epOpMWqjTzJfxz3bmj7n7SbpsSagbnc6Sd3cz8qGOtOs3mK2Lw8lMSwWgR/pBlrpqyXVXHoguVGkDCKsXlqc6QnxmPP6u/hV8RQ4Y9D848RckRGrtta9Bi6EOzaR+t95K4s+LyTqmpSzx/2ctpocfgWqWGV2hUJQ/566kc/d3e+nkLehf1cI4QClt1zHrj13mwIUka3t6WBMid2wi7lykta97QCQueoviZReAYDZLEqLSLAqapqQlxqSX+Nwevi4E1HcnKTuazj3bUrdpIF7+js2aAB/s+cCqsOmEjme6PlMq02ZqRASmuDhr23dC+RaHr+n4Brsz4dkurPriAFEntfdERoqRZR/8y+B72tBh8HB2/vYLAHWSTuPjlUiSky9rDkeTndMeZ4Pj/HRh9cJ4c8ebgFYdYdOFTZWXaNceZw8Y/Sl8P0pr52Ro0aRTVoEur+zCYCB45oucmzQZAH1WFvEvvID3t9+i91S52xSKa5VDF5OYMm8XcalZnI3X0/2/y9zWo3r9WKt+mUAVlYKUko/sfNkCvVy4vVMIWxYvsPb5uAs6+mm+TJkezTib3Zkdv59m+Ud7+ebJjfz0+k42hB/j6LboIhU2nV4Q1MibDgPqMWRaWya91ZMp7/Qi7O6meDXJpm5rX7xruRWqsO2K3sU/5/6xtsc3H08Lvxalut7EX2zF4Z3q1sW9e/dSzb8ecPV0YsxjN9Ii1LZzZjKa+fOrQzi53YhOr/3GE0huSDoAQHJmDltOxTlcD2zVEXKJuBBRQdKXgMZ9IPR+W/vcNtj5lcOhHqGheI8Ybm1n79/P+fvvx5SaWtFSKhSKKmDziThu+3Ibcam28oZ/HLqMlLIKpSqI2mm7Tll7JO8u24NhTTm6bjUpcbHWvkbuBiKSHyQ6uxUJ0fVh7kFHSxXA3duZ2k18CG7iTUgTHwIbeGFwLlvwgslsYtauWda2p5MnD99QMGVDURhjYkjdZIuE9Z0wXksQrCiA3knHoKlt8A50Y/fKSK1Twp4/4/CtcwPx57VAjjapx9juF0qW3pVVB6Lo3zKo0DWrtDpCfgb+T4smTbQE1vzzCjQf7NBMGvx//0f60WPknNYibDP+/Zfz0+6j/tdfoffyqkShFQpFRbJ830We/mU/RpNNQetcy8xHE9pUu2A19c11HSKl5KO1Nl+2uh4u9HDRsWWxrSyU0AdzNOcRjmQMJsFUv9C1hE4Q2MCL9v3qMfjeNtz9Rg+mvNuL4dPb02lIQ0Ka+ZZZYQNYcWoFR+KPWNv3d7ifALeAUq2RtGwZmLVM/uh0+Nx8c5nluR4QQtDtpiYMnNwand72gZWa2Nr62iBzaJ/yHwB/H47BaDIXul6/ev2sr3OrI1QZLp4w5lNbOycDlj9ie3/YYfDzo9bnn5FV21b5IWPfPs5Nm4YpJaUypFUoFBXM1xtP89hP+/IobJO61eWuZmacqmFZQrXTdp0hpWTllnPI02kMMTlRJ0dHYKKOvz6ZjynbZuI0uPVx+AvDzcuJ4MY+hDT1oXYTbwIbeuN0FUpZUaQZ05izd461Xc+zHne2vrNUa0izmcQlv1rbHn1641S78PJLChuteoTg6e/Kn18eJCs9B50hEJ2hAeaccwB0SD7Evz43kJQBW09dIaxFoMN18ldHiLgQUbnVEfLTuC90nQa7vtHa57bCrq+1RLz50Pv5cf7++2i96CeMJzR3gsz9Bzh3z700+PYb9Co4QaGokZjNkjdXHeHbzWfy9L80sjW3dqzF+vVnq0iyolFK2zVOdmYOlyOTiT6drAUMnEkiKy2HEdjMU9KcginrX2tbZ2iI3qkBAhMBhrPUbtOQ2p3bU7uJt+Z7Vknbxd8e/Ja4DJu/1FNdniq1WS19xw6MF2zF4FUAQumo19JPiyz9dD/JcZnoXTtjTtWUNg9TOi1ST3DUqxWrDkQVqrTlr44QcSGC50Ofr1qzw6BX4cTfkKhdi9VM6t+kwFCzhwcBc+eS8PhjZB3Wdn0zDx7k3NR7NMVNlbpSKGoUWTkmnvnlACv2X7L2OekFs2+9gdEd65CcnFyF0hWNUtquIaSUJMVmEHM6iSiLkhZ/MZXi/ChzMrYCttQcNzb1o5nx/whyOomzbwA8cAD0lftWuZR6ie//+97a7hLchYENBpZ6HfsABH1AAF79+pWHeNcVfrU9GP9sF1Z9foDo040QugCkWds165Z0gKOeLfnrcDRvmNoVak6oFtUR7HHx1KJJfxittY3pmpl08h8FokkB9L4+NPzuO87dO43M/zSzcOZ//3H2nnto8O23Kn2MQlFDSMk08sCPe9h66oq1z9PFwJd3d6ZXs1pVKFnJqH4GW0WJMWaZuHg8gT1/RrLyswPMe3Yz4S9v55/5R/hv40WuXChcYZNIEpwkDTsITMbD1v7W3ULpp59LPZdDOOsytQoIlaywAXy450NrJn2B4Nmuz5Z6ZyYnIYGUNWusbd+bxyKcnMpVzusFd29nxj5xI806B6N37WTt9zZeoX/yJRLTjWw/faXQ+bnVEXKp0ijSXJqEQZd7be2zW2wmUwfofX1p8N23uLZvb+3LOnyEc1PvISchoSIlVSgU5cDl5Exu+3J7HoUt0MuFnx/onkdhq24Ro/Yopa2GIKUkOS6D4zuj2bjoGIvf2sXXT2zktw/2sv2300QeiCMjpfBanS7uBtwaeLDZ1chijyzm+GTScGJTjKmbyNXs9AYDvZqZQVqcsktZAaG82Hd5H39G/mltj202ltYBrYuY4Zjk3/9AGm33xGf8+HKR73rF4Kxn6LS2dBk5FIS7tb9D8n4GpDux6kBUoXPdndzpGtLV2o44Xw2UNoDBr4JPA1v7n/9B/JlCh+t9fGjw7Te4duxg7cs6epRzk6eQEx9fkZIqFIqr4FRsKuM+38rhKJvps0ktD5Y+2JO2dXysfdGnk1j18RGyEqqneqTMo9WUnGwTl8+lEH3Kkrz2TDIZydklnu8X4kFIE2+Cm/hQu4kPPoFujPx0M0ddtQS1IT6u9PZKZumendY5HQcPx+fkx7ZFmg8Bn3rldk0lwSzNvLvzXWvbzeDGozc+Wup1pJQk/vKLbZ0unXFp3LhcZLyeETpBrwmtiDs3iJM7VgBgzjnLjRmJnN+kJ2NYNm4ejv0O+9Xrx5aLWwDYH7u/6qoj2OPipUWT2ptJVzwKk1Y4NJMC6L29afDNN5yfdh8Z+7W6uVnHj3Nu8hQazJ+HIaB00c0KhaJi2XsugXvm7yIh3fYj/ob6vnw3pSv+dp9XZpOZDQuPEX8pHS65s9vpPAPubFsVIheKUtqqAVJKUhOybAra6STizqdiNpdsi9bZVU9wY29qWxS04MbeuLjnNQOuPhjF0WhbmoIH+zVl20+f2NZwc6dbx2BYftE2ya4CQmWx8vRKDl05ZG1Paz+NQHfHDu5FkXnwIFknbMmDVQBC+TJ42m2c2bMaU472IWjK3END/VAWvbeH257ohIevS4E51aY6Qn6ahEGXe2D3d1o7chPs/hZCCy8Ur/fyov6333D+vvvJ2LsXgKwTJzg7eTIN58/HUKv6+8YoFNcDa4/E8PDCf8k02tL6DGgVxKcTb8TdOa8KdGD9Ba5cyE2gLXDxqH4qUvWT6DrAZDQTez6FqFNJlmLqSaQllXwXzTfYndpNfahtUdT8QjzQFVJNALTQZvvqB3V8XOnCBVafOGbtCx0zAfcjtjxteNeFZpVbJDvdmM5H/35kbYd4hDCpzaQyrWUfgKDz9MR76NCrFU9hh7u3D237DeTAP5oZ25R9FINbbzJi0GqWPtyRWvU888zJrY6Qm2g34kJE9VDaAAa/BifWQNJ5rb3mf9BsEBgK3zXTe3pS/+uvOf/AA2Ts2QNA9slTnJ00mQbz5+EUVHjCYYVCUfEs3nWeF5YdxGS3AXJrl3q8dXN7DPmCplLiM9nxu801wuBhok3fwusqVxVKaasEUhOy7Gp0JhF7PgVzTsl20ZxcbLtouc+uHqVzpl99KJpjMbZdtof6NWb74vesbQ8/fzr16gqf2+WpuvHuSg9A+P6/77mcftnafqLzE7gaXEu9jjktjeSVK61t75tGoXNzKxcZFTY6jxxrVdrARE7WPpzcepGakMXS9/cw7L52NGibV+mpVtUR7HHxgtGfwI9jtbYxTTOT3rygyGl6Tw8afPUl5x+YTvpuLWlw9unTnJs0mQbff49TsFLcFIrKRkrJp+tOMnvN8Tz9MwY044nBLRwGtW36+Tg5WbYsCn7tstAXUlO5KlFKWzljytF20WJy86KdTiI1Iav4iRZ8At20XbQmWvJa/zqeRe6iFYfZLPnYvvqBrxttUo6y/pItd1nPWybidHhx3gCETneX+ZxlITotmu8OfWdtdwzsyLBGw8q0VvKff2FOtyUKVqbRisG/Tj2adA7ltMUvMjtrPwbXUIRwwphp4o+5B+h7ewva9a1rnRNWL4yvDmj1PtNz0tkds5uedaow0a49TftD56mwZ57WjtyE04EFQOEVQQB0Hh7U/+pLzj/4EOk7dgCQHRnJuUmTaPDD9zgFV79f6wrFtYrJLHl5+SHCd5yz9ukEvDamHXd1b+hwzpn9sZzZb8sJ2rRLAFn+1bPqiVLarpK0pNxdtGRiTidx+VwKJmPhJX3sMTjrCG5kCxao3dgbN6/y3XVYdSiK4zG2ItcP9q7Pzh9fs7b969SjXd8B8MlTtklVEIAw5985ZJoyre3nuj5X5uSriUtsplGX1q1xa1u9HEmvJbqMutmqtOllJmfMB2mi11KCSLMkYuExkmIz6HlzU4RO0K5Wu7zVEc5HVB+lDTQz6cl/rGZS141v4t789WKn6dzdqf/F55x/6CHSt20HIPvsWc7ePYmG38/HKSSkQsVWKBSQaTQxY9Fe/j4cY+1zMeiYc8eNDG3ruBJOdmYOG3+ybWy4eBjoNLIe23ZGVrS4ZUIpbaVAmuHK+TQiLydZKwykXMksfqIF71qu1mCB2k18CKjrga4Ca5uZzJKP7XzZ6vq60Th6D9sTbTmlek+cjO7Meki27bxVdgDCkYQj/H76d2t7VJNRtA9sX8SMwsk6edLqGA5acXhFxVGvdTuCmzQj5vRJANzS97KtXkd6JuutOQL3rTlHSlwGA6e2wclZX/2qI9jj6g2j58CPWn1aYUznhnPfgCx+t1bn5kb9zz/nwkMPk7Z1KwDGc+c4O2myprjVqVOhoisU1zOJ6dlM+343u8/avt+8XQ18O6UrXRsVHqW+a2VkHmtYz3HNSu2CVJlUP4NtNeT0vlj++vwol9Z4suqTI2z6+QQndsUUqbDpnXSENPPhxiENGD69PVPf683db/Rk8D1tad+vHoENvCpUYQNYeTCKE5dtu2wPdQ/m3z9sdTjrtGhNsy7dYc982ySvOpUagCClZM4BW31RV70rj3V6rMzr2dcZFS4u+IwadVXyKYpGCEHnkWOtbb+cJC6mH6PpuMYYXGw1aU/tjeW3D/aSnpxNWP0wa39udYRqRdMB0GmytRmYegTn3V+VaKrO1ZV6n83Fo3dva5/x/HnO3j2J7AsXi5ipUCjKyqXEDG75Ylseha2Ojyu/PtizSIUt7kIq+9eet7ZDmvnQukf13hVXSlsJMGbmcPlMKtJc+G6Al78rzbsE0fvW5kx4vgv3fdiXcU93pue4ZjS5IRB378p1ttZ22WxbvvX83Kh9ZjPZGRnWvr53TkWkRMFxWyLbyq6AcMh4iAPxB6ztqe2mUtujbAXdZXY2ScuXW9teQ4eg9/EpYoaiPGjRvTee/rYUFzcm72drehrjnu6Eh4/tfX85Mpkl7+6mNR1x0tl+yVaL6gj5GfIGeNtcBFw3vQl7w0s0VefqSr25n+IR1tfaZ7x4kbOT7ibbrg6uQqG4eo5FpzDus615NihaBnvx60M9aR7sVeg8aZZsCD+KtESW6nSCsIktEVfhQ14ZKKWtBAQ3yfvFrzMIajfx4YZB9Rl2fzumvNOLSW/1ZMi0dnQcUJ/gRt5VHnXyx4FLnIpNs7Yf7OTLgTWrre2mXbpTt1Ub+PfHKquAkGXK4q+Mv6ztILcgprSdUub1Utatx2RXTkgFIFQOeoOBTiNGW9t1M6PYvnM/AXU9mfB8FwLsUn+kXMlk5YeH6a+z7YBWm+oI9rh6w82fI3V2P2BWPAKHV5Rous7FhXqffIKnXa3bnEtR2o7buXOFT1QoFCVm++krTPhiK9HJNqtXaGN/Fk/vQYhP0RkDDm+5RMwZW3WEG4Y0IKCOZxEzqgdKaSsBPoFuNO0SgE+rTIY93Ir7Pwxj/LOd6TWhOU07BTlMJFqVmMySOWttvmwN/N3xObwWs0mrhiCEjj53TAKzCf79wTax2WDwLTpSrjz5+eTPJMpEa/vxzo/j7uRe+IRisA9AcGrYAPeuXYsYrShPOgwcis7Flp6lUdQu9pxLwNPPlXFPd6JhO1vqj+yMHJpsCaPl5W6ArTpCtaNxXzKGf4zE8stbmuHXe+HUuhJN1zk7U3fOx3gOGGDty4mK4uykyWSfPVsREisU1w2rD0Yx6budpGTmWPuGt6vND/eE4uNWtE9aenI225adsra9a7nSZUSjihK1XPl/9s47PIqq++Of2c2m995DSUINndCbgEhTelMBe8Gur+392V4V7F2wIIqKgCAiAoL0DoEAoUMgvfeezbb5/bFhZzeEkE6A+TwPD7l35965mezunDn3nO+RjbZaIAgC/ae1xqm1Fq8QR5Sqln3Z/o6x9LI93Mma8/slb0bnYSPwCAyGi9uuWwJCTnkOP1+QDMZOHp0Y22ZsvefTpqZSum+fqe06eUrLCW6/BbCxd6DLbZKAcWjpJTYeOAOAta0VYx6LIGKIJP2BQWDYpVlEJo1FFGFPyp7mXnKt0LW7k5iguVKHXgMr7obkqKuOMUdhbU3gZ5/iOGK4NGdGBon3zqYi/uo1TmVkZK7O0v0JPP7bUTQ6Salhdr8QvprVA1uVsoaRRvb9EUtFmWTsDZoejspaGicXjJdpNnR6g4WXLcTDHptj0raolbUN/abOMjYu61GBMQEh7PbmWiafH/2ccp0UX/dS5EsohPq/HQvW/GkqfI9SicuEFqK0fwvRa8ydJq+UApHUfVtMpdgUSgWDZoQzcGoYmNnSPVJvZ3jsvexObJlGG0Ci5zDUg/4rdWjLYNkUyDh19UFmCNbWBH76KU4jpQQfXVYWSbPnUBEX19jLlZG5aRFFkQ82neONdacxt6v+M6odb93ZCWUt4tGSz+Vx4ZAkCdK2hxetIqSY3Nj8WB7Z9Qjp+vRGXXtjIRttNxl/n0gjLkfysj3QWkvSyeOmdo8xd+Lk7glFaVUSEJqvAsKJ7BOsvbjW1L4t4Da6e3ev93yiXk/BmjWmtuPQoXIJoeuAi7cPbp17mdqtck5yODbN1BYEga7Dgxj9SARWZt7qsNyeOG7uSHFhGS0VTe9HYeBzUoe60CgLknvp6oPMEFQqAj75GKc7JMFoXXY2ibPnUHGpdnPIyNzKaPUGXlh1goU7pc+LUiHw4ZQuzBsWWqudFZ1Wz67fpPKNKlslA6eGm9p6g57X973O6fzTLCpexJKzS6qb5roiG203EUYvmySf0MrdDg6vN7VtHZ3ofWelbtmxX6skIDRPBQSDaGD+ofmmtgoV8zrPa9Ccpfv3o0uXnopkbbbrx8hp000/24gatq39+4pj2nTzYuILPVA5Sl+y3kWtWPHeIQoyW67hxvDXodcDUrs0C36+CwprJ+UhqFQEfPQhzmNGm/r0OTlGwy02toaRMjK3NqUVOh76+Qh/HJXCeexUShbP6cXUXrWPwz66OYnCLGmHp8+dbXB0k2LSfz37K6dyjR50AwYq9LWvZtRcyEbbTcRfx9OIN/Oy3edXQHaCtP3Sd9J0bB0cjQkI0Uulgc2YgPBn7J+czj1tag+2HYyvff0kPi5jrs1m5e2N46BBDZpPpv4Et2tPhYdUKkZ3chc6re6K47xDnJn+ch8KHaRas5p8kdUfHCEtNv+K41sEggBjPoKIqVJfYbKxXmlpzlWHWUxhZYX/Bx/gbKYfqM/NJXHOXNTnL9QwUkbm1iS3pIJZ3x9k5/lsU5+HgzUrHu7LsHa131EpyCwjelOCqe0V7ETEUEnWJ6koiS+PfWlqeyo8ub/D/Q1bfBMgG203CTq9gS+3S0/rbd1t0BySvGzOXt50vb0y0P86JSAUVhTy+dHPTW1/e38G2gysYcS10eXmUrxdyuZzmTgRwUou9HE9aT9SMkgctMVs+effao9z8bSnYtx5kl3OmfoqSnX89flxzh/KaPJ11guFAiYsgnDJW0bOBfh1knHLtBYIVlb4v/8ezneON/Xp8/JImjsX9blzNYyUkbm1SMotY/Ki/cSkSJ+tIHc7Vj/Wn65BrrWeRxRFdi0/j0FnDIQTBBh6dztTXW+DaOCN/W9Qoa/ArkLBwBgP7lKMxkbZspQhQDbabhrWHk8jIVfaWrrXNZWibMmLMWD6vVipKtOgq1ZAaKYEhK+Pf01+heRFearLU6iEhpULKfxrHWi1prbr5EkNmk+m4YweO5wilaRteGrTuqtmYw1uM5B/2n/LWe/9pj6DTmTrj2c4vCG+ZWZxKVUw9UdoZebRTY+B32aApnbbu4JSif+CBbhMmGDq0+fnkzRnLuqzZxt5wTIyNx4nUwqZtGifxX2tc4Azax4bQGtPhzrNdSEqk5Rz0r2n89BAvEOcTe3VF1ZzJPMIiNDvpAehqY6Im6OIj65dlnhzIhttNwFVvWzhrlaUHpKSDLxCWtNhQGXpoOuUgHA+7zwrz680tQcEDGCgb8O8bKIoWmiz2ffti3VwcIPmlGk4dtbWGDpKBo0iN4WUs6erPbaffz+UVkp2tVnJwWBL4dqov+PZtvQserO0/haDyg5mLgd/swSapP3w+2zQaWo1haBU4vfuO7hMkh409IWFJM69j/LT1V8vGZlbgT2x2cz47gA5JdJnaVCYJyse7oeXU928X+pSLftWS/dHexdr+t7ZxtTOKM3gk+hPAAhNcSA4y6gVaqhQc+nwgYb8Gk1CvY02QRBsBEF4XxCENEEQygVBOCQIQp2LVgqCsEUQBFEQhK/qu5ZbnTXHUkk0exqZbncRdUmxqT141lwEReWf+tivIOorXxGaJQFBFEUWRC3AUJn4YKWw4uXeDS8SXn7sGBozyQS5AkLLYeCYMagV0pfr9tWrqj3OXmVPpF8kCHA8YBsXeu2wqCZy/mAGf39xHHWpttrx1xUbJ7j7D/BqL/Vd3AJ/PmKMG60FglKJ3ztv4zpVeu8aCgtJuu9+yk/WTlJERuZm4s9jKdz342FKNdJnaEI3f36Y0xtHm7o7GA6uvUR5sfT9MWhaONZ2xnlEUeTtg29Tqi3FoVxJ5FmpTqnS1o6Bd9/XgN+kaWiIp+0n4DlgGfA0oAc2CoJQa/eJIAiTgH4NWMMtj7aKl62ji0jJkW2mdnDnLoR07WFsVK2AENY8CQj/xP9DdGa0qT2742xaubRq8LzmCQgKFxecRo5o8JwyjcOQTgGcd4swtbNPHyU/vfosy6GBQ00/71D9xW3z2mLnJG2bp14o4I8PoinMboGZpQ4ecO+f4ColX3B6DWx4Dmq5tSsoFPi+9Rau06XMW0NREUn330/5iRM1jJSRuXkQRZHvdl/i2ZUx6AzSZ+eRwW34ZFo3rOtRGjIjrpDTeyTZoeBOHrTt4WVqb4jfwO6U3SDCwBOeWOukc3j3GYStkzMtjXoZbYIgRAIzgFdEUfyPKIrfAbcBicAHtZzDFvgYeL8+a5AxsuZoCsl5UgrzROEMOo2ZS3nWfZJH69J2Y7bbZXo2/VNEmbaMj498bGp723nzSJdHGjyvvqSEon8k0WCX8eNR2LS8oNFbFVuVEs/ew9BXfsUIiERv/KvaY4cEDjH9LCJyVnWUyS/2ws1XKmlWkFnG6vejSb9Uu2D/ZsXZH2avBUcfqS/6J9j6Rq2nEBQKfN94HdeZM0x9huJiku5/gPLjxxttqTIyLRGDQeTt9WeZv9EyEee1cR15ZUwHU8JAXdDrDexcJmmyKVUKBs8IN90Pc8tzeT/KaH50SHTCL1cqwxc+YCgOASG0ROrraZuC0bP23eUOURTVwA9AP0EQauO+ebHy/B/Vcw23PEYvm6TL1tVJQ3HMXlO7Xb9B+LYNkwYcMa+A4NcsCQjfnfiOrHIpIeL5Xs83qL7oZYo2bEQsl4xV8+0lmZbBqMh2XHCU3n8nd2ylvLjoiuP8HP0Id5MELnel7MLFy45J/+lJQLirqV9douWvT48ReyTzijmuO+5t4N61YOsq9e37HPZ8UuspBIUC39dfx+3uu019hpISkh54kLKjxxpvrTIyLYgKnZ6nVhxjyT6prJu1UsGXM7vzwMDW9Z73xPYUclNLTO3eY1vh4iUVkX8v6j0KKgpwLrGi5zlXU7+zlzf9pt9T7/M2NfU12roDF0RRrPoNfDnVoltNgwVBCAZeBl4SRbG8pmNlrs4f0Smk5EuXb3TFUUSDMW5MoVQycMZs6eCqCQjdmz4BIaEwgaVnJD24nj49Gd16dA0jao95AoJtRAS27do1yrwyjceQcC/OeUiB+gathpgt/1R/rJm3bX/afrR6LbYOKsY/1Y32fSUdP73OwL+LTxO9KaHlZZb6dIR7/gCVWWbbtrfg8OJaTyEIAj7/91/cZkuxpobSUpIffJCy6OgaRsrI3HgUqbXMXXKY9SckcXRHGyt+uq8347v613ve4jw1UX9L8c5ufg50GyElqW1P2s6mhE0IBhgU44mVQTKFRj36DNZ2DXcsNBX1vWv7AdUV5rrcd62r/TFwTBTFFXU9sSAI3oBXle62ACUlJRQVXfkk3xiUlpZa/H+90eoNfLFNEuPsaVtA6Vnpabz94OEo7B1M18P64A/YViYgiAiUhE9EbKJrBcb4hHcPvIvOYBRWVaDgqU5PUVwsJUjU95pqY2NRnzxpatuOG9tkf/cbiZb2HgXo3DmcpMxAgtVGXcCj//xNuyEjUKospV56u/fme74HoFRbyq74XUR6RwLQa2IANs4KYv6VYlMOro0jJ62IPhODUSibLgm+ztfUORzlXT9g/+cchEo1dXHDC5QbVOg6TKz1ee3mzUOr01Py228AGMrKSHrwITw+/RSbHvUv+dYSaInv0xuZG/V6ZhVX8PjK01zIktbt5WjNwumdaOdt3aDv9B3LLqLTSFnnve8KpLTM6HUr1hTzvwP/AyAizhmvQimspvPwO3ANbtUs17SkpOTaB1VDfY02O6C6+g5qs9erRRCEYcBkoE89z/04UG2wSFRUFBkZTSvKGRXVMnRb9mcKpBUqjQ1RJDJ9h+k1wUpFmZs3O3ZU9okGRp6WtkYznbtwKDoWaLrSOWe1ZzlYetDUjrSOJPloMskkX3FsXa+p17p1uFX+bFCpOGJri2HHjhrH3Eq0lPcogL9OYKtLV5PRVl5UwPqlP+Dc1tIzahANOAgOlIrGL8mVh1dSam/2hakE9y5W5J20BdEYk3IxKofkSxl4dC9H0TC5v2tS12vqG/woveO/RIEBARHbf54h6nw8mS51MLi6ROCZOhj3XbsBEMvLyXrySVLvm0t527Z1Wk9LpCW9T28GbqTrmVkO35xVkldhVsrOVuTRsDLSzhwm7Uz95y7PtCL3tGSC2AdoOZN4hDOJxvafZX+Sq8nFvUhF11hX03EqZxfKPPyk+yZNe02TkpLqNa6+Rls5UF3Ut63Z61cgCIIV8AXwiyiKh+t57oVAVf2AtsBfkZGRdOjQoZ7T1kxpaSlRUVFERkbi4FA3Yb/GRqs38N6iI1y2m/upMrAqkIzVHmPuosfoMaa2VfwO7I/nmtrOQ59kWOiwJltfhb6ChdsWmtqu1q68MfINnK0tM3Hqc03FigrS353P5Y0xx1G3M2R042y53ui0pPfoZfpp9SyPO0BunhseWqO4pTYlnqEPPHKF5Muh6ENsSNoAQJJVEkOHDr3imMy4Ynb+fBFNmdFrXJFrRelJL267P8yihmBjUf9rOoyKM22w2/Q0AAoM9ElcSNmkX9AH1T5hXhw2jKKFCylZasz6Vmi1BC/9GY9PPsGmd6+6/Cothpb4Pr2RudGuZ0xKEa+vOk1hhVTerkuAE19N7YSrfcOevrQVetZ9fBowJuPZ2Fsx9sGu2DoY5z2SdYTofdEo9DDouCfKygdAQaFgzBPP4906FGiea3q2niLa9TXa0oGAavr9Kv9Pq+Y1gNlAO+ARQRBaVXnNqbIvSxTFq+b2i6KYBWSZ913+Ynd0dMTZuWlTdB0cHJr8HNdi2aFE0ouMBpsgGuiff4jL+aL2Lq70nzwda1szZ+fZ36Wfnfyw7zqxSePZvo35lrRS6S3wTM9nCPQMvOrxdbmmhes3WGzres2ahf11/nu0NFrCe/QyzsBtHX05lt+VETk7AchPTSY/4RKtLkvRVDKyzUiT0ZZWlka2IZtQt1DL+bo54+XnxvqvYijMNj4bFmaq2fT1ecY+3gWfVk3ze9frmvadC4IG/vkPAIK+Aoe/7oc56yCgZ62ncX75ZbLt7Mj95lvA+OCS+9xzBC1aiEP//nVbUwuiJb1PbwZuhOu59UwmTyw/iVorbV0Ob+/NV7N6YGetbPD8+1bHUlYgqScMmBKKt58HYFQy+CDGKG7RPdYVtxJr03F9JkwltMr3ETTtNXV0dKzXuPoGgxwHwgVBqPrb9DF7vTqCARWwD4g3+wdGgy4eaJ6aSjcoFTo9X5tljA5TJqLJkcIL+02ZZWmwFaXDebPg7yZOQEgrSWPxSSnwupNHJyaG1T6W51qYJyBYt2mDXfcbO77nVmBshB/nHcMpVUrvyyPr/7ziuH7+/VCZ7XPuTNlZ7XyuPvZMfqknfm2lUlnlRRrWfnyUuGPZ1Y65bvR5GG77P6mtKYFfJ0NW7Z+yBUHA6+mn8Xz8cVOfWFFB8mOPU7J3X2OuVkamyVgRlcTDvxyxMNhm9A7i23t7NorBlpNSTMx2qaa2f5gr7fv5mdpfHvuS1JJUvPJt6BQnmS7erdrSd/IMbhTqa7StBpTAw5c7BEGwAe4DDomimFzZFywIgplcOCuAidX8A9hY+fOheq7pluD3IymkFRpDB5UGHV2zpLgxNz9/Im6rYvNWrYDQo2krIHx05CPUerWp/WqfV1EIjRMorklKouyg9Pu6TpnS4KoKMk3PsHbe2Fhbc8JJEttNPHGM7KQEi+NM1REq2ZW866pz2jlac+cz3QjrLWmj6bQG/vnuJMe3JrWszNJBL0C/J6R2eT78MhHyE2o9hSAIeD31JJ5PSPOIFRWkPP44JXv2NOJiZWQaF1EU+XxrLC+vOYmZZi5PDQ9jwaQIrBohkUg0iOxcdh6x8gQKpcCQme1M94fjWcdZdnYZVjqBQTEeKDD2K62sGD3vWZRWTRwU24jU62qJongIY1zZAkEQPhAE4WFgO9AKo/7aZX4GzpqNOyeK4tqq/ypfjq9sV5eVKoPRy7Zwh+RlGyleQFdcYGoPnDEbpZWZF61qBYTQEeDadLU5D6YfZEviFlN7QugEunh1abT5C9askRoqFS533dloc8s0HXbWSoa19+KUc0e0gvT+jF6/9opjzasjxGTHkKfOu+q8ViolI+/rSK8xraROEfatvsjuFRcw6FtIzVJBgNvfsSwZV5wOP98FxXVLnPJ6Yh5eTz9laosaDSmPz6N4585GWqyMTOOhN4j8d+0pPt0qKR0oBHh3YmeeGxneaA/dp/emkRkvhc10HxmMu78xFk2j1/DG/jcQEel5zg3nMslA6z/tHjyDWzXKGpqLhpi4s4HPgHsxJheogHGiKO5uhHXJVMPvh5NJr/Sy2ejVtMuUMlt8Q8MJ6zPAcsClHVBolqHSq+kqIGgNWhYcWmBqO6ocebrH0402v6jTUbhG2lJzGjYMKw+PRptfpmkZE+GHWmnHOUdJRPfs3p2U5FsaZYMDB5t+FhHZm7qXmhAUAn3ubMNts9tbqKaf2pXKhoUn0ah1NYxuRgQBxn8OHSdIffkJRo9b2dUN0+rwfOwxvJ591tQWtVpSnnyK4u1yBrVMy0Gt1fPor9H8dki6B9lYKfjmnp7c3afxqg2UFWk48OclU9vZ05aeZg9y38R8Q1xhHH7ZtnRIcjL1+7frSK/xjRe601zU22gTRVFdWcLKTxRFW1EUI0VR3FzlmKGiKF7TlBZFURBF8YlrHXcro9bq+XqH9MYcpTuFoUJK0h18931XPrVEm1VAcPSFsFFNtr7lZ5cTVyiJGc7rNg9PO89Gm79kzx50WVL+iVwB4cZiWDtvbKwUHHfpasr8Neh1HN+8weI4f0d/i+oIO5N31mr+Dv39Gf9UV1MhaICk07ms+egoJfnqGkY2IwolTPre6PG+TNYZWDYFKoqvPq4aPB95GO8Xnpc6tFpSnn6a4m3brj5IRqaZKCjTcPfiQ2w5I1UvcbFTsezBPtzeybeGkXVn76pYNOXSw9ngme1QVcbIncs7x4+nfsRaKzDwpPSQb2Vjwx2PP4NC0fBYuuam6VQpZRqVlYeTySgy3nyctMW0ypSEdNv06E1QxwjLAVUTEHo0XQJCTnkOC2MkiY9Q11Cmt59ew4i6Y14c3srP74bOmrsVcbCxYlg7bwpUrsTbtzL1x2zZiFZtaVRVVx2hNgS2d2fyiz1x8pBqCOamlLD6vSNkJ9XNKGoyrKxh2i8QbCb7kRoNK2aBtm7GpceDD+L9olk0ilZLytPPUPTvv420WBmZupNaUM6Ubw4QnZhv6vN3seWPx/rRq5V7o54r+WwesYclwzC0pzchnYzGmc6g4/V9r6MTdUSeccdBLd3/ht77AG6+V6kBoFVju/UVbLX51b9+nZGNthsAtVbPwp1SLNuoiuOI+sonC0Fg4Mw5Vw46XjUBYfaVxzQSn0Z/SqlWEkJ9JfIViyzAhqLNyqLELGbHddIkBOWN94R0qzOmizGT65hzV1OfuqSY07ssvUNDg4aafi7VlnI4s/aSju5+Dkx5qRc+raXssNJCDWs+PkrCyZx6rryRsbaHmSvA1+xBK343rL4f9HXbzvW4/z68X35J6tDpSH32OYo2bb76IBmZJuJcRhGTFu7jYpak9t/e14k1jw8g1NuphpF1R6fVs2u5VBDe2lbJwKlSreOlp5dyNu8swRl2hKZK8hqtuvagy4iraHsaDLD2MaxP/Mrg82+hyG6Aym8TIRttNwAropLIrNRl89Dk4pd92vRap8HD8aoaSGnQQ3TzJCAczzrOukvrTO1RrUZZZAA2BoV//QX6SgNUEHCddOPFIcjAbe29sbZSkGbrR6a1VIkueuNaDAa9qd3ZszPuttIT+e6UuoXJ2jtbM+HZ7rTtLp1DV6Fn48ITnNyZUsPIZsTOFe75EzzMdOjOb4C/5hlvHHXAY+5cfF59VerQ60l9/nmKNm5snLXKyNSCA5dymbrogOleBdCntTsrH+mHr4ttDSPrx9FNiRRmSSFCfe5qi4OrUWA7vjCehccXYluhoN8paVvUxsGB2x996uoJEDvehdPGhDc7bR622/4LLSkTHdloa/EYvWxmsWxlR6AyKkipUtF/2qwrB1VNQOg5t0nWpjfomX9ovqltZ2XHC71eaNRziKJooc3m0L8/qoDqdJ1lWjqONlYMDfcCQeCYi+RtK8hIJy5a8qYpBIVFQsLO5J11lvCwslYy6qHOdB8pPayIIuxecYG9v8diMLSAL2JHL7h3LTibCU+fWAGbXqrzjcJ99r34vGamB6fXk/rCfyhcv+Hqg2RkGokNJ9KZsySKYrMqB2MifFl6fyQudo0vp5GfUUr05kRT2zvEic5DjPcFg2jgzf1votFr6HfKAzuNtCsz/L5HcXK/Sqz1sWWw5yNTU23lQvmYr4xJRC0I2Whr4fx2KImsYuOTS0B5Kh75UrB/9zvG4+zpfeWgqgkI4U2TgLDm4hrO5kkioQ9FPISvQ+MGmZYdPow2UTJA5QSEG5sxEcYt0ksObShWSlsWVcV2zaU/UktSuVRwiboiKAT6Tw5lyKx2CGaZpTHbk9n07Um0FfoaRjcTrkEw+y+wN7uRRH0HO+ZffcxVcL/7bnzfNCvLbDCQ9uKLFK5bd/VBMjIN5Kd98Tyx/CgaM4mduf1b8eXMHtiqGj+MRRRFdi2/gEFnfLARBBgyq50pe3zl+ZUczTpK21QHQjLtTePC+vSn/cCh1U8atwv+NpPSsbLlUNtnEZ1bnoNANtpaMGqtnkW7Km9WosiIEskbYePgQOSEqVcOqjYBofGfdAorCvni6BemdpBTEHM6VRNb10DMvWxKNzccb7ut0c8h03wM72DcIjUISmJcpJiu1HOnybgoaTnVtjpCbeg8OIBx87qgspVuIPExOfz58VFKCytqGNlMeIbCvX+CjVThgd0fwP4v6zyV24wZ+L71ltRhMJD20ssUrF3b8HXKyJghiiLvbzrHm3+fsXAMv3RHe94Y3xGlomk8VBeiMkk9LyUJRAwNxDvEGMOaVpLGZ9GfYV+upM8ZKcTC3sWVEQ/Oq35bNPsC/H4vGC57CQXKx3xJgX2bJll/Q5GNthbMskNJZFd62ULL4nAukXSHI++aip1jNYGdVRMQzAU9G5Evj31JQUWBqf1y5MtYK62vPqAe6IuKKN4sZcK53HUXCuvGPYdM8+Jkq2JwmDHW7LRTB3Rm7xlzb1tdqiPUhuBOHkz+T0+LovLZScWsfu8IuaklNYxsJvy6wN2/g5VZCbp//89SHLuWuE2fht87b0vbOqJI+iuvUvDHmpoHysjUEq3ewPOrYlhkFrpjpRD4eGpXHhvatskq1ahLtexbHWtqO7hY0+dOo3EliiL/O/A/yrRlDDzhgbVOMm9GPvwk9s4uV8xHaY5RckddKPWNehdd6B1Nsv7GQDbaWijlGr3pA6EQ9Qwtkrxsjh6edB89/spBBkOVBITh4NZ4IoaXOZd3jlUXVpnagwMHW8QgNRaF69cjVkieENcpkxv9HDLNz5gI4xa6RmHDSQepyt2FQ/soypa0+MylP2KyY8hXNywF3yPAkSkv9cIrWHrYKcmv4I8Po0k6k9uguRuF4L4w41cwz7z++2k4fWWd1mvhOmUKfu++a2m4/d//WXiuZWTqQ2mFjgeWHmHN0VRTn721ksVzejG5Z2ANIxvOgbWXKC+WJIAGTgs3aTOuu7SOfWn7aJ/ohH+u9PDTacgIQnv1uWIutOWwfCYUSLFx9HoA+j5+5bEtCNloa6EsO5RITonRYOlUfBY7sxvWgKl3o7K2uXJQ3PYqCQiNXwFBFEUWHFqAQTTGL6gUKl7q/dI1RtUP8xuMXbdu2ISG1nC0zI3CiI4+qJRGYyLGuQtU1qYVDQaO/iPFX5kbbSIie1IbXmPTwdWGic/3oFUXKYZMq9az/qsTnN6TWsPIZiJ0BExebLomiAb44yGI3VrnqVwnTcRvwfwqhttr5K/8vREXLHMrkVNSwczvD7L7Qrapz8PBmhUP92Vou2riqxuR9EuFnNmTZmqHdPagbQ+j1z6nPIcPDn+Ac4kVvc65mo5x8vRi2NyHrpysUtqDFKmqEKEjYPQHLS7xoCqy0dYCKdPo+KYylk1l0NC/KNr0mkdgMB2HXCWu60jTJyBsiN/A0ayjpvbcTnMJdm58OZHy06epOCMlOcgJCDcPzrYqBlVukRarnMhwlyognNy+mYoyo+ZffasjXAuVjZLRj0bQ5TbJK3C54PT+NRdNRaevG50mwHgpXhSDFlbeA4kH6jyV64QJ+H/wPiikr/qMN94gf/nyRliozK1EYm4pkxft50SKtJUY7G7PH4/1p0uga5OeW683sOu3c6a2lUrB4BlS7dL5h+ZTrC5i4AlPrAzSe/2Ox57Bxt7hygl3vGPpwfbpDFN+bDIB+sZENtpaIMsOJpFTogGge2EM1toy02uDZs2tvvRGcYZlAkL3exo9AaFUW8onRz4xtX3sfXgw4sFGPcdlzL1sCnt7nO9ouTEGMnXnchYpwG6bjqafNeXlnNwmCcPWtzrCtVAoBAZNC2fQ9DCLB+tj/yaxefEpdJrrnFna414YZZZBqiuH36ZBekydp3IZPx7/Dz6wNNze+h95y5Y1xkplbgFOphQyedF+EnOle1FEgAt/PNafVp7VGEWNzIltKeSmSgLuvca2wtnTuAW6JXELWxK30DnOGe8CaQeq+x3jCe7c9Yq5OPoL7PlYajv6wqyVYOt85bEtENloa2GYe9ns9GX0KpK+pAM7dKZNj97VDzzW9BUQvo35luxyyS3+Qq8XsFfZ1zCifhjKyyn6e72p7Tx2LAqHpv9ikGk+RnaQtkgzbXwQfKVMraP//I1eZ8zkGhIkGW2l2lKOZB5p1HV0GRbEmMe6YGUjPQhdOprN2k+PUVakadRz1Zl+82CwWZmqiiL4ZRLkxF59zFVwGTeWgI8/ArNKIplvv0Pez780xkplbmJ2Xchm+ncHTI4EgEFhnix/uC9eTtWE6TQyRbnlRK2XpK7c/BzoNsK4u1NYUci7B9/FrUhFt1hXs2MCGDSrGjWDuJ2w/hmprbKHWSvApWlj8RoT2WhrYfxyIJHcUuOHIzI/GqVB8iwMmjW3+qwcgwGOLpXaTZCAEFcYxy9npS/43r69GdWqafTfijZvxlAiZfTJW6M3Hy72KgaESnFlMa7SE3Fxbjaxh/YBEOEZYVEdYVdKw7JIq6NVF08mPd8DexcpkzUzvog/PjhCYWZ5DSObgWGvQuQjUrssB36eAAXJdZ7KefRoAj7+GKykLaDM+fPJ/emnhq9T5qZkzdEUHvjpMGVmnudJ3QP4YU5vHG2aZytxz8pYdBpJA27orHYorYymyweHPyC/NJdBMZ4oReO9URAU3PH4s6hsqlRhyD4PK2dbSHsw+Qfw794cv0ajIRttLYjSCh3f7jY+UbhoC+hcItU9C+vTH//w9tUPjNsOBU1XAUEURd6Peh9d5ZtdKSh5JfKVJkvrLjQrDm8TFoZtREQNR8vcqFhskaq9cfSShJmPrF+LKIqNUh2hNngFOzHlpV54BEiCv0U5ajYtPIc69zrWuRUEuOM96DpT6itKgV8mQEnWVYddDec7RhHw6ScWhlvWe++T+8OSRliszM2CKIp8s+sSz/0eg84sxvPRIW35eFpXrK2ax3SIO55NwgmpZnCH/n74h7kCsDd1L+suraPbRVfci6UHrsgJU668V5ZkGaU9KsylPeZD+zFNufwmQTbaWhA/H0gkr9LL1i8/CkVlhqagUDBwRg3bndE/ST87+kB448Z/bU/ezv60/ab2zPYzCXMLq2FE/amIj6fsiLQF5jp1SpMZhzLXl9s7+mBVKcApCgoq2g80vZYZF0vqWWON3caojlAbnNxtmfSfHgR3kjx7mnI9OYftOLM74/olKCgUcOdX0H6c1Jd70bhVWl5Q5+mcR44k8PPPQCXFvGZ9+CE533/f8LXK3PAYDCJv/X2G9/6RAv8FAd4Y35GXR7dvtu9jjVrHnpWS4Lato4r+k4wKAqXaUv534H945VvT+ZIUi+YV0pp+U2ZaTmSS9jBzbPR+CPo+1qTrbypko62FUFqh47vdxpuRd0UWYaXSjanL8FG4+19lz704A86ZFYbu3rgVENQ6NR8e/tDUdrd157FuTfdmL/xD8rIJKhXO46vRo5O5KXC1t6a/2Rbpdn0wtmaC0Uc2GLO7GrM6wrWwtrVi7ONd6DTYrHyNKBC9PoV1XxynJF/dZOeuEaWVcSuntRTjR+ZJ+G06aEqvPu4qOA0fTuDnnyOYGW7ZH39CzjffNsZqZW5QKnR6nlxxjJ/2J5j6rJUKvpzZnfsGtG7WtUStj6ckX9LpHDA5FFtH4/v1s+jPyC7MYGCMJwqMRqRCacXoec+htDK7/xkM8OcjkGoWCxt2u9F7fYM6A2SjrYWw9EAC+WVaEEUG5Emp/VY2NvSdPPPqA69IQGjcCgg/nvqR1BJJv+qZHs/gbN00WTaiVkvBn2tNbaeRI7Fyc2uSc8m0DMZGSFuix9PLaT1whKl9KTqKvLRUY3UEX6k6wu6U3U26JoVSwZCZ4fSfHApm3+sp5/JZ8XYUsUcym/T8V0VlCzN+g4BeUl/yQVh5L+jqnjThdNswAr/60tJw++wzshcubIzVytxgFKm1zFkSxYYTUuUdJxsrfrq/N+O6+DfrWrKTizmxPcXU9g9zpV1f43dFdGY0K86voOd5V1zKpPdu/2l34xVSxbDc/j8485fU9omAKUtuCGmPqyEbbS2Akgod31XGsoWUJxGolgQEe42biKObe/UDqyYgtL0N3Fo12rpSS1L54dQPpnaEZwR3hd7VaPNXpXjnTvS5kjK9nIBw8zOyo69FjcJEn+4oL8dbiSJHNxq/cM2zSBujOsK1EASB7iODuf2RdijtpCDoijId/y4+zZYlp6koaxz5kTph4wh3rwJvSSaFS9tgzYNgqLtMieOQIQQu/BrBrDxczhdfkv3V142xWpkbhIxCNdO+OcDBuDxTn7eTDb8/2o/+bT1rGNn4GCo1Ey+HIyiUAkNmtUMQBNQ6NW/sfwO/HFs6JErOA7/w9vS+c5LlRNFLYe+nUtvJzyjtYVNN+ccbCNloawEs3Z9AQZkWQTTQP++gqd/OyZle4yZdfWDcDst9+l6NWwHhw8MfUqE3uqcFBF7t8yoKoeneMuYJCKrAQOz7VFN6ROamwt3Bmv5tPUztTfHltB8w1NQ+vWsb5cVFFnptBtHQKNURaoNPGyd8BpTSpoeHRf+FqExWvB1lUbi62bB3NxaYdzPzKpz5C/5+CuqRpOE4aBCBCxci2EjyDTlffUX2F180SdKHTMviYlYxkxft51xGsamvrZcDax7vTwe/5tcuO7MnlayEIlO7++3BuPsZJZ8WxSwiLTeJASekz6OVjQ2jH3/WUr/00g5Y/6zUVjnAzBXgYhb2cIMiG23XmWK1lu/3GL1s7Upi8dRKTzp9J8/Exr4GHbRo8woIjZuAsD91P9uStpnak8Im0dmzc6PNXxVtRgYle6QbsevkSQgK+e15K2CeRRqTXEDgYOl9rNNUEPPvxiarjlAbFCoYMKM1ox7qjI29tK1Skl/B2s+Osf+Pi+i1hhpmaAKcfGH2X0bvwWWO/WosMl8fw23gAIIWLUSwlWQSchYuIvuzz2XD7SYmOjGPKd8cILVAkrbpEezK6kf7E+jW+Bqc16K0sIIDayVNNmdPW3qNbgXA6dzTLD29lD5n3HFUS5/DwXffh5ufmTGWdRZ+ny2FDQkKmPID+Hdrht+g6ZHviteZy142pUFHn3ypDpqLjy9dR9ZghDVhBQStXsuCqAWmtpO1E0/1eKpR5r4ahX/+adzuBVAocJk4sUnPJ9NyuL2jj8UW6cF8a0K6SNpJxzavR6fRNFl1hNoS2tObGa/1IaiDWZylCMe2JLHq/SPkppZcfXBT4BYC964FO7PwiQNfwe6P6jWdQ//+BH2zyMJwy/32W7I/+UQ23G5CtpzJZNb3hygw2+Yf0cGHZQ/2xc3BuoaRTce+1RfRlOtM7SEz22FlrURr0PL6vtfxz7AmNFWS5QmO6Ea3kWayHSVZsGyaUYj6MqMWQLvRzbH8ZkE22q4jRWot3++JB6BL8Smc9dKX/sDp91pmwVTl+DJLkcBGrICw7OwyEooSTO153eZZCJw2NqLBQIHZ1qjjoEGofH1rGCFzM+HhaEPfNtL7a8PJdHqNnWBqlxUWcHbfziavjlAbHN1sGP9kNwZODTMJfALkppSwasERjm9Nal5pEO/2cM8fYG0Wp7PjHThUvyxQh759CfruWwQ7O1Nf7veLyfrwI9lwu4n47VASj/xyhAqd5CGeGRnEN/f0wM76+ugSJp/JI/awlOQT2sub4E7GbdAlJ5eQmHGR/ielbVEbewdGPfq0tCOjKYPlM6DQLGQo8hHo+2izrL+5kI2268hP+xIoLNdira+gV4FUhN2nTSjt+g26+kCDwRhkeZlGTEDILstmUcwiUzvMLYzp7aY3ytxXo+LIEbSpUoaqnIBw6zG6s7TNdyypAFVIBzyDpKoe0evX0tmjc5NXR6gNgkKg6/Agpr7aC88g6alfrzOwb/XF5pcGCehhLMVjZaYA/8+LcLx+ReEdIiMJ/v47BLPQjLwlS8h6733ZcLvBEUWRT7dc4NU/T2L+bPHMiDDmT4zASnl9TAKdVs+u5edNbWtbJQOnGrVALxVc4tuYb+l3yh07jWRQ3nbfIzh7ehkbJmmPaGnSsFFwh7RjdLMgG23XiSK1lsWVsWy9Co9ha5D0aAbNmltzPFfcDihIlNqNWAHhk+hPKNNJRYFfiXwFK0XTpkeXrVtn+lnp6YnjkCE1HC1zM3JHZ1/MdkjZdDqTnmbettyUJJJPHG+W6gi1xcPfkSkv9qLHqODrLw3SaiBM+xnMP6t/zYOz668+pgbse/UiePH3KMwNt6VLyVywQDbcblB0egOv/nmSz7dJtWsVAiyYFMEzI8Kvq4h59KZECrOluLq+E9ri4GKD3qDn9f2vE5RiTatMqf50aO9+dBg0TJpg25twVrqP4Fsp7aG4jtVMmgjZaLtO/Lg3gSK1DgddCV2LTpj6Q7p0JySiW82Dq1ZAaKT9+qOZR1kfJ33Jj249mt6+VylQ30goSksp37HT1HadcJeFbpTMrYGnow19WktbHxtPptN+4FDsXVxNfUc2rG226gi1RalS0G9iKBOf646Tu+Tpui7SIOGjYOK3mCxIUQ+r7zMWya4H9j16ELR4MQoH6WaZ//MvZL7zrmy43WCUa/Q8+utRlkdJNWttrBR8e28vZkYGX8eVQX5GKUc3S04I7xAnk7j1b+d+42LSafqeljzsds4ujHz4CcnIjP4J9n0uTejkD7N+N8rj3ITIRtt1oLBcy+K9Ri9bn/zDWImSvtLgu68h21GcCefNKyA0TgKC3qC3SD6ws7Lj+Z7PN3jea+F87BhopZuay+TJTX5OmZbJGDOh3ejEfHLK9HQfJZVuSjxxjHCdv0V1hOu1RVoV/zA3pr8WSbs+lrGYzS4NEjEFxn4stfUaWD4LUuoX/2ffozvBPyxG4SjdAPOXLSPjf/9DNDRzxqxMvcgv1XD34oNsPSt5fl3tVfz2UB9GdvS5jiszbtfuWn4eg874ECAIMPTu9igUAsnFyXx59EsGnPTAWieZKiMffgJ7Zxdj49J2WP+cNKHKwajF5ty8YsDNiWy0XQeW7I2nWK3DXZNHhxJpH7/DwKF4t2pT8+Djv5olINBoCQirL6zmXJ5Ua+7hLg/j49C0H2hRFHE5fNjUtu/VC5vWzVsqRablMKqzr0VlmX9OpdP19jFYWUv6Yac3b7aojtBSjDYAGzsrRtzX8fpLg/R+AEa8KbW1pfDrZMg8Xa/p7Lp1I3jJDyicpGSHguUryHjzLdlwa+Gk5Jcx+Zv9HE0qMPUFuNqx+tF+9AxpuuSy2nLhUAap5wtM7YhhgXgFOyGKIm8deIvgOCUBOVJSTMfBtxHWu5+xkXkGfp9TRdpjCfh1acbfoPmRjbZmprBMy5K9xozRfvkHUWB8wlBaWTFg+jVKUDVRAkKBuoAvj39paoc4hzC7Y+Nlo14N7enT2GSYPf3JCQi3NN5OtvRuJd1INp5Mx87JmU5Dhpv6zu7dyUBXyWhrjuoIdaVFSIMMfBYGPCO11QXwy0TIi7vaiBqx69KF4CVLUDhLYqsFv/9OxhtvyIZbC+VMWhGTFu4nLluqTdve14k1j/cn1Pv6VwVQl2rZ98dFU9vB1YY+dxqdFmti13DmYjS9zkmfIUcPT4bNfdjYKM6E36pIe9zxPrRrPK3SlopstDUzP+yLp7hCh786jTZl0j5+19vH4uJ9Dc/WFQkIjVMB4YtjX1BYUWhqv9T7JayVTa/TU2qWgKBwdMTp9tub/JwyLZuxZkK7RxLzySxS02PMXabizga9Do+zUsByc1ZHqAstQhpkxJuW3xElmfDzXVCUdtUhNWEX0ZngH5egcHEx9RWsWk36/72GqK97CS2ZpmP/pRymf3uArGIpwa1vG3d+f7QfPs62NYxsPg78eYnyYik0ZtC0MKxtrcgszeSjwx8x8IQHKr302bnj0WewdXA0k/aQ4vPo8yj0ebg5l3/dkI22ZqSwTMuPe+NBFC3KVVnb2dNn4rRrT2CegODg3SgJCGdyz7D6wmpTe2jQUAYF1iA30kgYSksp/3eLqe08fhwKM20omVuTO8y2SEURNp3KwN0/gLY9Je9a3M49tHMKNbV3JbecLVJzrrs0iCAY49s6m8WJFiTBzxOgNPeqw2rCrlMnQn76EaWrq6mvcM0a0l/9r2y4tRDWn0hj7pLDFFdIYTRju/ix9P5InG1bRpJX+qVCzuyVHh5CIjxo090LURR559A7tDqvwCdfMi67jRpLSJduxt2mNQ9BmiSRRfhoGDW/GVd/fZGNtmZk8d44iit0tCmLx69C2haMvGuKFFh5NZogAcEgGph/aD5i5RattcKaF3u/2KA5a0vhxo2IZZK0iOsUeWtUBnycbekVIm2JbDiZDkCvsVKFDHVpCQPy2pra+9L2NXt1hLpwXaVBFEpjRmnYKKkv5zwsmwzqoquPqwHbDh0IXvoTSjfp71T411+kvfKKbLhdZ5bsjefJ5cfQ6KUt67n9W/HljO7YWLUM+Qu93sDOZVL8tJVKweDpRsmRzQmbOX56H91jXU2vu/r6MXhWpcd46+twzkzGxrcLTF58U0p7XA3ZaGsmCso0/LgvwVgUPv+Qqd/BzZ0eY+689gQWFRCAnnMavKb1ceuJyY4xted2nkuQU1CD570WmoQEsj6SMtxU7dph16lTk59X5sbAvBbp4YQ8sorVBHTohE+bMFO/zfFshMrdxetVHaEuXFdpEKUKpi2FkAFSX9oxWD4TtOVXH1cDtu3aGQ03dykGsWjd36S9+BKiTlfDSJmmwCDCp9vj+d/6MxalZ18e3Z43xndEYS6CeJ2J2ZpMXpoUZ9d7XGucPe3IV+fz3sEFDI7xRGkwrlcQBEbPew6VrS0cWQL7pdhro7THyptW2uNqyEZbM7F4TzwlFTo6Fp/DTVtg6u8/dRYqm2vEGBgMcLRxExBKNCV8cuQTU9vPwY8HIx5s0Jy1QV9URPJjj2MolGLoHGfNbPLzytw4mFdHEEXYfCoDQRDoNW6Cqb88O5cO+d6mdkvKIq2J6yYNorKDmSvAr5vUl7gXVs2FenopbcPDCVn6E0oPSV+vaMMG0l58UTbcmhGt3sCyiwp+PJhi6rNSCHwyrSuPDml7XUVzq1KUU87h9fGmtru/A11HGB0F70W9R/BJA+7FUjx17zsn4x/eAS5uhQ0vSBNZO8Ldv9/U0h5XQzbamoH8Ug0/7ovHyqClT4EkceHuH0jnoSOvPUH8TshPkNqNUAFhUcwictVSXMsLvV7AzqppY8pEnY7UZ59DEy99aAsiI7G74+bP+JGpPb4utvQ02yLdeDIDgPC+A3G6XLYG6JHkafr5eldHqAvXTRrE1hnuWQOe7aS+C5vgz0fBUL9tTZuwMEJ+XorSS/pbFG38h9TnX0DUttwt6xsdtVbP0aR8ftwXz4PLTnIkR7qV21srWTK3N5N6BF7HFV6JKIrsWXkBndl7e+isdiiVCnYl7yLq2FYiLknZyZ7Breg39W6jVM3vc6tIe/xorHpwC9K09YlkAPh+TxylGj29ik7goJfiuAbOmoNCWYu9+CsSEMY0aD2XCi7x29nfTO0+fn0YGVIL47GBZH7wAaX79pna1j16kHXXnXRqQU+CMi2DMRF+RCcavU6H4nPJKanA09GGHneMZ9evSwCwSivFs5U1Oa4aUktSiSuMo61r25qmbVGE9vTGt40L238+Q/LZSg9bpTRI0tk8Rt7XEY+ARt76cfCA2WthyShjUgLAqdVGg27sJ1CPz6JN27aELP2ZpDlz0GVnA1C8eTOpBgMBH3+EYN30meg3M3qDyMWsEmKSC4hJMf47l16MrprsY09Ha5bM7U2XQNfmX+g1iD+eQ8JJyVHQcYAffqGuFGuKeWfv/xgU44miMuhToVQyet5zWKlzYdk00BRLE43+AMJvXaUB2dPWxOSVali6PwFbfTk9C46Z+v3DOxDaq++1JyjOhHMbpHYDExBEUWRB1AJ0onH7wkqw4pXIV5rchZ7/++/k//yLqa0KDMT9vQVgJT83yFzJ6M7S9qGhMosUIGL4KKzNsowj4l1NP+9M3tlMq2s8ros0iLM/3LvW+AB4mSNLYNv/6j2lTZvWBP+8FCtvac7iLVtIefY5RI2mAYu9tRBFkeS8MtafSGP+xrNM+/YAEW9uZtRnu3nxjxMsO5TEqdSiag22IDdb/nisf4s02DRqHbtXXjC1bR1V9JtozAD/NPpTgo9rcSmV7mv9p96Nt7+PUdqjSNr2pe/jEPlQs627JSIbbU3MZS9b74JorEVpu2Dw3ffVzlCqmoDQwAoIW5O2cihdSoSY2WFmk3snSqOiyPjf26a2wsGBoEULLWQDZGTM8Xe1o3uwq6n9zyljFqmNvQMRt0mZkMEZdjiWGb3VN0pcW1WuizSIR1ujx83WVerb+wns/azeU9q0bk3ILz9j5SsZ3CXbtpHy9DMYZMOtWvJKNew4n8VnWy9w349R9HpnK4M+2METvx3ju91xRMXnUaa5+ta1rUpB90Bnbg8wsGxON0I8HK567PUk6u94SgskzbgBU0KxdVRxOOMwe/b/TccEaVvUL6wdvcdNgD8eMibMXKbdGLj9nWZcdctEdnM0IbklFSzdn4CztoiIIqmETNtefQlo3/HaE1RNQGgzDNzrX+apXFfOh4c/NLU9bD14rOtj9Z6vNmiSk0l96mm4HJgsCPh//BE2YWFUFNVPckDm1mBshB/HKsvvHLiUS25JBR6ONvQYcydH/1mHaDAgiNAhwZnDHfNN1RHcbN1qnriFclkaJGp9HEf/TaJSicckDTJkVjvCejViaTmfTnD3aqPgrrYym2/rG2DrAr3qJ9xtHRJCyM9LSZwzF1260dAu2bGD1CefIuCLz1HY2FxjhpuXMo2OU6lFFtucyXm1z95VKgTCfZzoFuRCl0BXuga6Eu7jSFlpCTt27MDVvmVosFUlO6mYE9slIdyAcFfa9fGlXFfO/3a+wcATUiKL0lrFHY8/h2L7W3DebIfJr+stJ+1xNWSjrQn5bk8cZRo9t+dHocQYfCkICgbNrKW3rGoCQj2/SC/zw8kfSC9NN7Wf7fksTtZNV85EX1JC8mOPoS8oMPV5v/ACTkOHNtk5ZW4e7ujsyzsbzgLGLdJ/z2QyMzIYZ09vwvsO5Pz+3QCEpThyPKwArcrA3tS9jG87/nouu0FclgYJ6ezB1h/PUpxn9LBdlgZJOJHD4Bnh2DTWDTqoN8xYZiwJpK/0hq1/FmycjMXn64F1cDAhv/xM0uw5aNOMAqolu3aR8sSTBH715TVG3xxo9QbOZxRzIqXQZKRdyCymLjvdIR72lcaZC92CXOnk74Kd9Y1ltBgMIjuXnTPJkCiUAkNmtUMQBL4+9jUBh8twVEve5cGz7sc99R848JU0iXMAzFwJ1i3Ti9jcyEZbE5FTUsHP+xPxqsimXWmsqb/zsBF4BAbXbpJGTEBILk7mx1M/mtpdvbo26c1N1OtJe/4FNBcvmfpcJkzA/f7GKb0lc/MT6GZP1yBXYpILAGMt0pmRxs9Or7ETTEabtU5BeLITp9sUsTN55w1ttF3msjTInhUXOH8ow9R/ISqTtNgCRsztSEC7RvIoth1mLLRtKr4twp+PGA238FHXHF4d1oGBBP9sTE7QpqYCULpnDymPz8Nlwc2lXi+KIom5ZcSkFHA8uYATKYWcSi2kQlf7DGBPR2u6BrrSNciVLoEudA10xc3hxk/gOL07laxEKYmgx6gQ3HwdOJl9kh07V3FbipQNHtSpC93b2MCK/0gTWDvCrN/B2Q8ZI7LR1kR8tzuOcq2e283KVVlZ29Bv6qzaTVCSVSUB4e4GJSB8ePhDNAbjk7SAwKt9XkUhNF1IY9Ynn1CyS4oxsuveHd//vdWiNINkWj5jOvuajLb9l3LJK9Xg7mCNb2g4Ae07kXrOGHbQIcGJM62KTNURVA2sFtISuCwN0qqLJzuXnaOizBhicFkapPuIYPrc2QalqhE+xx3Gw11fw9pHjW2DDn6fbZQIaTWg5rFXwTowgJBffiZxzly0ycbtsdJ9+9C98B+E8eMavubrRFaxmpjkQk6YGWmF5bWXN3GwVhJRaZh1DTL+83exvem+G0sLKzi4Vnpod/ayo+cdIWj0Gv63/TX6nZCEma1sbbljyhiEP6aDWGnsCkqYuhR8Ozf30ls0stHWBOSUVPDzgQSCypMJVkuZLz3G3ImTu2cNI824IgGh/hUQ9qbuZUfyDlN7cvhkOnrUIqaunhSs+ZO8H5aY2lb+fgR+9SUKOfVfpo6MifBjwT/Gkjd6g8iWMxlM713pbRs30WS0OaqtaJVhT7y/sTpCP/9+123NjU2zSYN0mwnqQtj0krGtU8Nv02Hu3+DfvV5Tqvz9TTFu2iSjxEhFVBQBWVnounQBZ+drzHB9KVZrOZlaSEyycZvzREoBaYW1TwpRKQXa+zrTNUgy0tp6OaJsQRUKmop9q2LRqKUkiiEzw7GyVvL1sW/w3V+InUba7hw+YwbOmx4GTYk0wZgPIGxEcy75hkA22pqAb3ddQq3RWxSFt3V0ovedk2sYZYbBYLk12oAEBI1ew3tR75naztbOPNX9qXrNVRvKjh4l4403TG3B3p6ghQuxMlNNl5GpLUHu9nQJdOFEirGCxoaTktHWtmckrr5+FGQY4zQ7xTkT71fGrpRdN5XRBpI0yIkdKRz48xL6yq23y9Ig/Sa2pcuwQISGGgN9HzUabjsrtzA1xfDrZLjvH/BqV/PYq6Dy8zPFuGkSEwGwT0gga9YshBdfwnXa1BbhZarQ6TmXXmxMEkguJCalgEvZJdRFs7mNlwPdAiu3OINc6eDnjK3qxopDawySzuQSeyTL1A7r5U1wRw8u5F9g66ZlDMyQvGxtevSkU+IXUJQqTdDvCejd9BV6bkRko62RySpW88vBRMJLY/HW5Jj6+06ajq1DLZ+G43c1WgWEX878QmJRoqn9ZPcnmyy7TpuaSsoTT1oooQd88D627ds3yflkbg1Gd/YzGW37L+ZQUKbB1d4aQaGg55gJbFuyCADPIht88mzYmbyTl3q/1CIMgcbksjRIYAc3tv54hpxko1dCrzOwd1UsCSdzGD6nA45u1yiLdy2GvGg03A5+bWyX5cLPE+D+TeAWUq8pVT4+xhi3uXNNFVHE0jIy3niD4s2b8Hv7bVQBAQ1bdx0wGETickpMxllMcgFn04stCq1fC19nW5Nx1i3Ilc4BLrjY3fjb8g1Fp9Gza7mkyWZtq2TA1DB0Bh1vb/k/ep9yMb2mcnRglM85hASpBjbtx8HI+msG3uzIRlsj8+2uODQaLX3zo0x9zl7edL19bO0nsUhA8Kp3AkJmaSbfnvjW1G7v3p6p4VPrNde1MJSWkvz4PPR5eaY+r2eewWmE7N6WaRhjInx5f5Nxi1RnEPn3TCbTehnrFXYaOpx9v/+KusQY7Nwp3pntHjdedYS60OTSIIIAo96FikI49quxrzjNKA1y/2Zwqt/cKh9vWv2+kpS336Fs3TpTf+n+A8SNvxPvF/+D6/TpjW5si6JIeqG6MgbNGIt2MqWQ4ora10d1srWq3N6U5DZ8XRpoHN+kRG9KpChbkjLpO6EtDi42/HjyRzx352Kjk8SxR/f2xD7hV2mwXzeY9J0s7VEDstHWiGQVq/n1YCIRRadx0UkZMwOm34uVqpZPYCVZcG691O5+D1jVLxbsk+hPKNdJH55XIl9B2QQfBtFgIPWll6g4f97U5zxuHB6PPNzo55K59QjxcKCTvzOn04y6fhtPppuMNpWNLV1HjuHQnysBCM6yx7nEip3JO29aow2aQRpEEGD8F6AugrOVBlZ+PPwyEe7bAHb189YrnZxw+7//csHTk5D169FnGbfQDGVlZLz5FkWbNuP3zjtYB9bf61ZYpjV5z2JSjJ607OKKaw+sxNpKQSd/Z5OR1jXQlVYeDihugTi0hpKfUcrRzdLOjneIE50GB5BYlMimv5YQmS152dq1DyAsw8xgcw6EWbK0x7WQjbZG5JudcYiacnoXRJv6vEJa02HAkNpP0kgVEI5kHGFj/EZTe2ybsfTw6VGvua5F9udfULJ1m6lt26ULfu+8fdNtT8lcP8ZE+JmMtn0Xcygs0+JSaZB0v2McR/7+A32lgHPHBGd2tdnFAxEPXLf1NhdNKg2iUBoFTZfPgEvbjX1Zp2HZVGMZLJv6Jz+UtQvH+57llC9aRMGq1VL/wYPE3XknPv95weh1U9ScGavW6jmdZiZYm1xAQm5ZjWPMEQQI83aUMjkDXWnn64S1lVwsqK6Iosiu385j0Btdv4IAQ+9uD4LI/E2v0f2MpAlq42jLCPEPuHyLsHaCu38HJ99qZpYxRzbaGomsIjXLDiXSo+A4dgYpu2jwrLnX/OIxYTBAtHkFhKHg3qbOa9EZdCyIWmBq21vZ81zP5+o8T20o/Hs9ud9KW7BWPj7GTFFbeetApvEYE+HHh5uNnlytXmTL2Uym9AwEwMHVjfYDh3J651YAQlMc+CP15A1dHaEuNKk0iJUNTP/V6GFLrix/l3IYVt5t1M+yqn+FA4WjI35vv43TqDtIf+01UwUFsayMjLf+Z/S6vfsO1oHGv7PeIBKbVUxMsrTNeT6j+sLpVyPA1Y5uQVKiQOcAFxxt5NtgY3D+UAapFwpM7S63BeEV7MTKsytw2Z6GSi/dE8Z5n8JWURn7LChh2k/GCh0y10R+tzYSC3deQqkuplvRCVNfcOcuhHStg3crfpdxC+IyPesnRPv7+d+5kC8Fgj7a9VG87b1rGFE/ymNiSP/vf01twdaWwK+/RuXd+OeSubVp7elABz9nzqYbvW3/nEw3GW0APcdOMBltVgYFYQkON3x1hLrSZNIg1g5GA+2ncZB50tgXtxNW32/U0VI27DbiOHAAbf5eR9YHH1Lw+++m/rJDh4gdO54TY+5hbXBfTqQVU669eh3OqrjZq4zxZ0GuptJPno63bhmtpkRdomXf6oumtqObDZHjW5NRmsGGVd/SNV/a8uzkXUgrG6kyD2M/glA59rm2yEZbI5BZpOa3qCQGFBxBJUpbm4Nm1bIo/GUaIQEhT53HV8elEiCtnFtxT4d76jzPtdBmZJD8xBOIZoWg/d9bgF1n+WlJpmkYG+FrMtr2xOZQpNbibGvcIvUKbkVIl+4knjAWmO6Q6MTO+O23lNEGTSgNYucK966BJXdAXqVg6rn1sO5JoyhvbXcTrkIBKs7NmkeyVyfCf/kCl6JcABQVarr9uRiFx3YSe0yn3KF66SBblYKIAGP8WZcgV7oFuhLkbieHaDQTB/68iLpEUg0YNC0clY2SBav+j85n7U39NnZ6hrudkgb2fxJ63d+cS73hkY22RmDRzks4lOXSsfisqa9dv0H4tg2r/SRVExC63V2vBIQvjn5BsUZKgngl8pVGV4c3lJeT8vg89NmSpInnE0/gfMcdjXoeGRlzxkT48dG/Rg+yRm9g65lMJvWQvG29xk00GW12GiWnDh9FO+zmqI5QF5pMGsTRG2b/BUtGSZpaMb+BrTPc8Z4xiKkWlGn0XCyCxIMpnM9RE5NcQEr+5YQpB+wHPcv9p9czNkHSueySG8ei7R+xpNNY/mk7gHBfFwvB2jBvR6yUchza9SDtYgFn9kmes1YRHrTu5snfsX9hvyURpcHo3RQRmeh9CpWiUlal/TgYIUt71BX5Xd5AMgqNXrZ++YdQVObeK5RKBs6oYwJB1QSEnnWvgHA65zRrYteY2rcF3Ub/gP51nqcmRIOBtFdeRX3mjKnP6Y478Hz8sUY9j4xMVdp4OdLeVwpm3ngyw+L1kC7dcfSX5ChCL9pwOONws62vpXFZGqTHqGAp4BtJGiT2SGbdJ3UNMiYh2JtVdjn0Dex876pDLqM3iLy74QwDPznAl6et+GR7PBtOpJsZbEbKVLZ81W0Kr/R/mEyzLFVbvZbHT6zl36SVrJ0YwoJJXZgRGUwHP2fZYLtO6PUGdv0mqQZYWSsYNCOcPHUe65Z9hWeRtB3d1SOVAHujpxz/HjDp+wZ7aG9F5CvWQBbuvIh7SRpty6RYtC4jRuPqW4cCt42QgGAQDcw/NB+x0nC0Udrwn97/ucaoupOzcBHFmzaZ2rYdO+K/YH7tky1kZBrAmAjpc7U7NptitbQlIwgC/e6cbmq7lVizd+9fzbq+lsZlaZCJz3XH0V26gV6WBtny42kqymuvVwaAV7hxq9TGrATVrvfgwMKrDtHqDTyz8jjf74mvMXHA09GGER28eW5kOM++fA8RmzfgOmO6xTEV0UeIu2sCeT//gmiovRiuTOMTszWZvLRSU7v32NY4e9jx0d+v0+689H6ztS1jmGeCseESBDNXgLU9MnVHvtM2gLSCclYcSmJA3gFTn8rWjn6TZ9RtooTdVRIQ5tZ5LX9d/IsTOVISxP2d7yfQKbCGEXWnaNMmcr6S4uWUXp4ELvwahZ1dDaNkZBqPMRGSJIBGZ2Db2SyL1zsOHIbBXor6KNh3CrEudYhuUvzD3JjxWh/a9bGUVLhwKJMVbx8i9UJ+3Sb061qZPWr22d/8iiTGa0aFTs/jy47yd0yaRb+9tZK+bdx5ZEgbFt3dg30v38bh/w5n8ZzePDU8jCHhXnh4u+H35psE/7gElb+/aaxYXk7m/Pkkzp5tKo0l07wU5ZRzeL1033L3d6DriCC2XNqM1aaLKESje1cURKb4ncNKIRoN/Vm/11ugWUY22hrEop2X8C+Jx79C2qbpPX4S9i6udZvoigSEOlRPAIo1xXx29DNT29/Bn/s7N25wZ/mp06S9/IqpLVhbE/TVV6h8ZV0dmeYj1NuJcB8pA3LjyXSL161UKvwHRZraHpkCx07tabb1tWQuS4OMeqgzNmaGbUleBWs/Pcb+Py6i19bBcxXSzygHojCLGVz3JJyRvJvlGj0PLj3CljPSVqyng4pnOuvY91w/Vjzcj1dGd2B0hB8BrldPHHDo14/W69bhNmumRX/5kehKr9vPstetGRFFkd0rL6Aze78Mvbs9Jbpi1i75BNdS6T3R3SsJH9tSo7TH1J/Ap+N1WPHNg2y01ZO0gnJ+j0q0KApv7+JKz3ET6jZRSTacbVgCwsLjC8lTS+WjXuz9IrZWjaeTps3KImXePES1pD/n9+672HXt2mjnkJGpLeZbpDsvZFNSpRzRHRPuR6eQbiZ7161otrXdCIT29GbGa30I6mCmYVcpDbLq/SPkppbUfrKwEcayQ5eD5kQDrH4ALm6jWK1lzpIo9sRKCUsBrnb8dG9XWjuBso4ZrEpHB3xff53gn36yqFMqqtVkzl9A4r2z0SQk1GlOmfoRdzybxJO5pnbHgf74tXXhs7Vv0vqi9EBg41DKMPckY2PcJxA6vLmXetMhG2315OsdF2lTeBYPrbSt0G/KLKxt67hVeHwZGKS4nLpWQIjNj2X5ueXSGvz6cVvwbXVbQw0Y1GpSnngSXab0pOzxyCO4jB/XaOeQkakL5kabRmdg+znLLVIPd19K2kkJCxWnkijJy0VG4rI0yMCpYSjN1P8vS4PEbEtGrK1obedJMP5zqW3QIq68h3e++YmoBOlhMsTDnpWP9CXYvWHhFA59+9Bm3V+4zZpl0V8eHU3chInkLV2KqK+9nptM3dCodexZGWtq2zmp6DexLbvjdsA/ZxEqDXiDwsBMn7MoBKD/U/UK+5G5Etloqwcp+WWsiYqjb76Umebm50/EbbfXbSKDAY6aJSC0HgIeta+XKIoi70W9h140fkFZCVa83OflRtMmEkWR9P97DfUJKVbOccRwvJ5+qlHml5GpD+E+ToR6m22Rnki/4piwEcNMSTkKAxzcsPqKY251LkuDTH21F55B0vW8LA2y7ovjlOSra5jBjJ5z4PZ3pLm1Zfw3/3U6CMZ4szBvR1Y90o+MijN8duIzTmkaFmuocHDA9/XXCF66FFWgFLsrqtVkLniPxHtnUxEfX8MMMvUlal08pQVSLdcBk0MxWGtZ+92HOJZLXrZe3ol42JRDhzthxFvXY6k3JbLRVg8W7rxEh/yTOOqlrJmBM2ajtKqj7F3CbsiLk9q96lYBYXPiZqIyokztezreQxuXupe9uhq5331P0Xpp69amXTsC3n9fzhSVue6M6SzFUu44n0VplS3SEd3uJNlHkpI4ue1ftOpaGiC3GI0mDdL/SUoinzE1nYUyfrZewEifYr6f25GvTs7nvs33serSKlaUreDJvU8SVxh39flqgUOfSKPX7R5LAfHyo0eJnzCR3B9/kr1ujUh2UjEndiSb2gHtXAnv48uXf7xJQLx0X7B2KmaoawoE9ISJ38rSHo1Iva+kIAg2giC8LwhCmiAI5YIgHBIEYWQtxk0SBGGlIAhxgiCUCYJwXhCEjwVBcK3vWpqTtEI16w7F0qvwqKnPNzScsD4D6j6ZeQKCvWedEhDKtGV8dPgjU9vTzpNHujxS9zVcheKtW8n+9FNTW+nhQdDCr1E4ONQwSkameRjTRdoirdAZ2HHecovU39Gfwi6SJIWhvIJTu7Y22/puNBpDGiQ5r4wxJ4ewVCfdBjyFIiar3mbuv5P58+KfFscfyznG5HWT+fLYl6h19TeoFfb2+P7ffwn+eSmqoCBTv1hRQdb775N4z71UxMlet4ZiMIjsXHaOyw5ShZXAkJntOJJwAM3Gk6bj9Eo99/qcRXANlqU9moCGmL8/Ac8By4CnAT2wURCEgdcY9x3QAfgVeArYBDwBHBAEocVrR3y/L5muudHYGKTyTYPvrmO5KrgyAaF73RIQFp9cTGaZ9AT8XM/ncLSuR13BalCfO0fqiy+Z2oJKReCXX1oE/8rIXE/a+TjRxkt6gKiaRQrQvfswsl2kbZzoDWsxGGSvS03UVxokLruEad8eICm/nDd1c1ijH0imUsnT3p78x0lBbkX143QGHd+d+I6Jf01kb+reBq3dITKSNn+txe3eey36y48dI37iRHKX/Ch73RrA6d2pZCVK1XZ63B6CvZcVqxfOx75CaeqP9I3H1dEG7v7dWEVDplGpl9EmCEIkMAN4RRTF/4ii+B1wG5AIfHCN4VNEUewiiuLroiguFkXxaeAhoD1wd33W01zkqmFb9EW6FklPFW169CaoY0TdJ7siAaH2FRCSipL46fRPpnZ37+6Ma9M4iQG6nBySH38csazM1Of71lvY9+jeKPPLyDQGgiAwprPkbdtxLpsyjaUnaEjQEE63LjK1CzMzuHTkULOt8UalrtIg5zKKmPbtQdILjd4yEfixzUAmBAexw8HSyzLIrx+/DP+FATYDUArSjT6lJIXHtj7G8zufJ6vM0mtaFxT29vj+91VCfvkZVXCwqV+sqCDrgw9InHU3FXEN25K9FSktrODg2kumtrOXHT1Hh7Bo+Zt4J0nHqVwLGeKSDdN+Bu8O12GlNz/19bRNwehZ++5yhyiKauAHoJ8gCEFXGyiK4s5qui/7zVv0X3lLqoJeeYdQUvmFJQgMnFn3clMNTUD44PAHaCsNPoWg4NU+rzZK8oFBoyHlyafQpUleC/f778d10sQGzy0j09iYZ5GWa/XsPJ9t8XqEZwTFrWwpsZWMuSPr1zbX8m54aiMNciKlgBnfHSSnxOjRVFhn4d/hRxIUv1GCZNi56fW8n5XD1ymJtLHzY7TdaBYPXUwXzy4W5/w38V/uXHsny84uQ98Ar6h97960+Wst7nNmW9RELY+JMca6/fCD7HWrA3tXxaJRS9dr6Mx2nEo+Qtmm46Y+rUrPHK+zCOM+gbbDrsMqbw3qa7R1By6IolhUpf9yVHy3Os532RefU+NR15GUAjUXU3JpX3LB1Ndp8G14Bbeq+2QJeywTEOqQCr07ZTe7UnaZ2lPDp9LevX3d11AFURTJeONNyo8dM/U5DhmC9/PPNXhuGZmmoIOfE608JE/OhipbpEqFkoFBgzjTSvqaSjt/hvTY88jUjpqkQVbOP8x7nx2moFQL6LD22IZj2y8oJtZijjv1NvyVks6Y0jKEpIPY/f0IgkFHuGs4v4z5hdf6voaTtSTRUqot5b2o95i5YSanck7Ve+0KOzt8XnmFkF9/QRVi5nXTaMj68CMSZs2i4tKlGmaQAUg6ncvFI5L3M6y3Dz7tHPnjy3ex0Ure0j7+l3AZMq9edbNbGtrERJzM7oUtiTqmO5rwA64MIpH6/Kt5rSZewui5u2ZeviAI3oBXle62ACUlJRQVVbUjG4eFO+PomxdlSq5SWFnRZfRd9Tqf3aHvuawXbbDzoCRgMNRiHo1ew4KDC0xtZ5Uzc9rOaZTfufjXXyn6UwoUtmrTBqc3Xqe4tLSGUQ2jtHLu0iY8x63ErXg9h7fz4If9xq387WczyczNx05lFl/jEcnGoHV0u+iKtc5odBxcu4rhj9ROtuZWvKbV0bq3C25BHdi7Io78NGNWrqgXGVCiJNDawI6wpaidYzEX8fC19+XFbi/S1zkc+9+nQK7xgVeVsIO+TtloWtlS0mYgd/jdQeTwSL469RWbkzebxp/NO8usDbOY2GYij3R8BEdVPWN2w8Lw/OUXihZ9Q+mKFVyOpFfHnCBu4iScH34Yx1kzEeqa/d9CaMr3qE5rYMeyc6a2ylZJ1zt8WfTj/+GaJnlSFZ75DOzai6LIZ2t1L2uJiGo15du3U7r2LzTHj+OjVFI8o44lKetASUkdRKzNEOqjlSMIwiXgvCiKY6r0twEuAc+KovhZLeeahTGZ4QNRFF+qxfFvAm9U99oXX3xBsFkcQ2ORo4af9mcwIeNvU59rhy54du9T57mstUWMOv00ikpttVjvsZwJmH6NUUZ2qXexRb3F1L7T7k4ibSJrGFE7HM6ew3/pUoTK94Le3p6kJ+ah9fBo8NwyMk1JSil8eEK62d4frqerh/SdViFWML9wPt3POtE53sXYKQiEjJ+OytGp6nQy10DUw6VTNtikqUwiqgAVyjJ2t1nJJc/jCAj0s+nHcNvh2AjGTFRbbT4DL7yLg8YyXq3ALpgEz+GkuPVHr7ThkvYSf5f/TY7BctPFUXBkjN0YIlQRDQoFsU1IwHfVaqxzLOcvDwoic+oUND5yTUxzCi9YU3xJyiZ27aim1OUCeZv/RaU3PgRV2Oi4u30WJzq8gkFRt2o+LQHr9HRcoqJwPnYMZbllFnPWuHEUDLpWbmX9SEpK4qmnngLoLIri6dqOq6/RdgrIFEVxeJX+jsBp4FFRFL+txTyDgH+BXcA4URRrzimnRk/bXwcPHqRDh8YPi3tj/XlU/yzER2OMmbGys2fmgs+wdaj7k5/14W+w3fOuqV1y324Mbq2vOS6zLJNZW2eh1hvfVO1c2/H90O8tgnnrg/ZSHNkPPoBYWpl4oFTi+fVX2PTo0aB5a0NpaSlRUVFERkbiIEuJNJhb8XqKosjYRUdIKTB+LkZ39OL9CZbhAs/ue5bTidFM3hlgKmLdecRo+k2/94r5qnIrXtOa+PdsNi//dR5/RTJjirxw0rhavJ7md44x07sT4d/pirFCYRIOKyahKL1S9020cUbTaSrarrNROweyLHYZP5//GY1Zlj5Ab+/ePN/1eYIcrxo2fU0MajXF33xLyfLlJq8bACoVzg8/hOPdd99QXremeo8WZpaz/rMzGPTGa+QZ7MDIR0L54rV7cMqV7jvdOmYS+fAKRIeqt+WWi6G0lPItWyj9ax3a09XbSwalErsZM/BsIjH5s2fP0rdvX6ij0Vbfd2Y6UJ3+w+XI4LRrTSAIQldgHXAKY0bpNQ02AFEUswCLx7XLT16Ojo44OztXN6xBTPUq5IBGCnLuN3Ea3n513QHG+AVxWio5RevBOIbUrn7n28feNhlsAP/X7/9wc3GrYcS10eXnk/Cf/0gGG+D7xuu4DR3aoHnrioODQ5P83W5VbrXrOa5rAN/sMsYm7b6Yh7WdA7ZmW6TDWw0nKiuKBN8y2qQbb2rn9+5kyKw5tX7wutWuaXX8EZ3Ci39HY+27nnyXY6zS2TIgfjLtciRvv396ey7+bKDVXD0B4VW+n5w7w6N7qNj5IcLxZVjrpe8doaIIm6M/YHP0BxzbDOPpyIeYOH4V7x5+n/1p+03HHc46zOxts3mwy4M80PkBrJX18Ow4O+P6+muUjRtH+quvSvVKtVqKvl6IZvce/Oe/i01YWN3nvo405ntUFEW2fX/RZLAJCoHb7u3I6l+ftzDYDH4FDH/sF/CufSLd9UIURdQnT1KwahVFGzZiMFNIMMc6tC1248cT7eTEkHHjmuxz7+hYv+3++iYiHAfCBUGo+tv0MXv9qgiC0BajPlsWMEYUxfpt7jYT2kwpp9nW1Y3uo8fXb6L4KhUQetauAsLhjMNsSthkat/Z9k66eXer3xoqETUaUp96Gm1KiqnPbfa9uE2b1qB5ZWSam7FmWaSlGj27LlhmkQ4NGgpgIf+hVZdzcttmZGrHLwcSeGnzUuxaf4LKxRigrbFSsyNsGbG9dqKyk24lV5MGAcDJh4ohr/Nv588pH/kh+FpmjwIQtwNWzCL4xzv5xjqUDyNfw9PO0/SyxqBh4fGFTF43mYPpB+v9O9n36E7rtX/ifv/9Fhmm6pMniZ80mZxvv0PU1cqXcNNx/mAGabEFpnaX2wLJTl5PwcFUU1+ZnZaHH3wJvBueCNeU6AsLyft1GfETJpIwbToFq1ZfYbAJdna4TJpEyPLfaPP33zjOnImhhXrW62u0rQaUwMOXOwRBsAHuAw6Jophc2RcsCILFX1QQBF+MW6IGYJQoipbfsC2QIffcz4RX38bOx4/ICVNRWdtce1B1VK2A0P7a2mo6g475h+ab2g4qB57t+Wz9zl+JKIpkvP0OZYel2qkOAwfi8+KLDZpXRuZ60DnAmUA3SZf7nypZpP6O/oS5hZHrqiHDXfJWH930N/pb9KZcFz7ZfpD5R1/ALmAFCisp2N1R5chrfV/jkwfeZNbr/WqUBqmKXmGDNmIGPLIbHtgKXaZDVa9ZYTLCjne4Y/U81ilaMSvgNos4uoSiBB769yFe2v0SOeX1Ex5Q2Nri8+J/CPltGdatpTAVUasl+9NPSZgxE/WFCzXMcPOhLtGy74+Lprajmw09+yv5c8kSlAbj9RcR6XNHF1w619OB0cSIokjZ4cOkvvgisYOHkPnOO1ScvzJr3LZjR3zffIOw3bvwn/8u9t27N1rt7qaiXkabKIqHgFXAAkEQPhAE4WFgO9AKML/z/wycrTJ8E9AGY0WEgYIg3GP275plsK4XXq3b4n/bWML7D6nfBKU5cFZKZKDbrFpVQFh5fiUXC6QP0GNdH7N46qwP+b/8SsGqVaa2devWBHzy8Q0VxyEjcxlBECy8bVvPZqHWWmpwDQk0fm7NvW0luTlcONgwFf6bGZ1ex0NrP2NJ4jysHC1veMOChrH2rrVMazcNhaCoURpk1YIjxGxLRjRUEz8tCBDUGyZ9B8+egeFvgEuVeDW9BqdTa3hl708sV9vT0dYyWWBj/Ebu/PNOVp5bWW9tN/vu3Wn95xrcH7jfok6m+tQpEiZPIeebb28Zr9v+Py+iLpGE3wdNDGT5F/djWyw5K7ThArfP+PB6LK9GdHl55P6whLgxY0m8dzZF6/5GrKiwOEbh6IjrzBm0+mM1rdf8gduMGSidbpykpIaUsZoNfAbcC3wBqDAmE+y+xrjLQVwvAr9U+fffBqynyREEof5WeNUKCLXQZsstz+XrY1+b2m1c2jCrw6z6nb+Skr37yHzvPVNb4eJC0KKFKG/xeB2ZG5vRZkZbSYWOvbGWnpfLRluydzmF9tLn8Mj6P6lPMtbNzoW8C4xYMY2DhT8gKKRkACcrdz4Z+gmfD/scHwdL40lQCHQdHsTUV3vhGSTF6+h1BvauimXdF8cpya+hxqijFwx6Dp6OgRnLoe1tVxzSKf0sv509zCuF5TgI0kNmsbaYdw69w73/3MvZ3Kp+gtqhsLXF5z//odXy37Bu08bUL2q1ZH/2GQnTZ6A+f3N73dJiCzi7T/JUt4pwp+LQk+QmSFuFxY5aHvnPkuuxvGoRDQZK9u4j5elniB0ylKwPP0QTf2WtWbvu3fGbP5+w3bvwe+MN7DpdmSxzI1Bvo00URXVlCSs/URRtRVGMFEVxc5VjhoqiKFTpE2r4N7S+62nRiKLl1mjrwbWqgPD50c8p1kq13l6OfBmVQlXDiJqpiIsj9dlnjRUZAJRKAj/9BOtWreo9p4xMS6BroAsBrtIWadVapBGeEbjbuoMAZ8y8bVnxl0g5cxIZIxq9hi+PfsWUv6eRq7MUye3nNZp/pqxjZMjIGh9ePfwdmfJiL3qMCsZsN5OUc/mseDuKhJi8mhehUEL7MXDvn/DkUeg7D2xdTC8rgVl52axLTOSOEkttspM5J5mxYQbvR71PqbZ+umV2XbvS+s81eDz0oKXX7fRp4qdMIWfRIkSttoYZbkz0OgO7lkseVStrBf3cV/LX0XJT1rVBEOl93z24O1//mqLazExyFi3i0sjbSX7wQYo3b4Yqfxelqyvuc+bQ5u91tFr+G66TJqKwv7EL2DfE0yZTW+pRAeFk9kn+vCiJ3Y4MGUk//371XoK+oIDkxx7DUCwZgT7/fRWH/v3rPaeMTEtBEATGREhFzrecyaRCJ22VKRVKBgUMAuBiYCkaa8m7dmS99Dm7lTmWdYwp66bw3clvEZGunaj14LnOn/DdmA9wsXGpYQYJpUpBv4mhTHyuO47u0rZaRZmOPcviyDliR+KJPHSaa2xnerSFO+bDc+dg/BfgK9V59tbr+TA7l28ysggyu1kbRAO/nv2VO9feyZbELfXypCpsbPB+/nlarViOdVuzB2ytluzPv6j0ut1clTWOb00iL00ydHtHpPP3gS2oyqS/X1kPd8YOvLZUTlMh6nQUb99O8qOPcXHYbWR//gXa1NQrjrPv2xf/jz8idPcufF55+YbLBK4J2WhrDo78KP1s7wntaw7eNIgGi+QDW6UtL/R6od6nF7VaUp59Fm2ilAXrOnMG7rMattUqI9OSMN8iLa7Qse9ilS3SIOMWqV4pcja40NQfd/QweWkp3KqUaEp45+A7zP5nNvFF0raSKCqgYBiLh6/gvp71Czf2D3Njxmt9aNfH16JfnW3F7l/jWPLiXrYtPUPy2TwM1cW8Xcba3lge6ZE98MAWiJhmSlwYUK5mTWoGj+QXYmVmoGWVZfHczueYt20eKcX1+/vadelC6zV/4PHQQ5ZetzNniJ8yleyFC28Kr1tRTjlHNiSY2h4eBmxj/0t2prQFnu+qY97jH1+H1YEmJYWszz7j4m3DSXl8HiU7d0o7RpUoPT3xeOgh2m7eRMhPP+IydiwK6xtP7PdayEZbU1OPBIS1F9dyKlequfdAxAP4O9ZDF66SzAXvUXZASo2379sX31dfrfd8MjItke5Brvi72JraG05kWLze37+/KbzgXEgxKKWvv+gNa5tljS2Nnck7ueuvu1h5fqVFv748AFXGMyyf8jZ9W/tWP7iW2NhZMeK+jox6qDM29pbJTlq1nnMHMlj3+XGWvryPvb/HkpVYdHXvmCBAUCRM/r4yceF1cAnCVhR5oqCQP1LTiayiar8ndQ8T/prA4pOL0errbmAZvW7P0WrlCqxDLb1uOV98Sfz06ajPnbv6BC0cURTZveICOjN5lv68xfrMUFO2rl4h0uO+e/B0bL5tUVGjoeiff0i6/wEujRhJ7jffosuyrKiBQoHDkMEEfvUlYTu24/38c1iHhDTbGq8HstHW1Bz/zTIBoUfNxXQLKwr5LPozUzvAMYD7OtdOz6068pcvJ/+330xtVXAwgZ99iqCqf2ycjExLRBAE7ugsedu2nMlAo5NuRA4qB3r79gag3MZAXmvpM3Bm13bKiiTv281OTnkOL+x6gSe3P0lWmXQjFA0q1JljcMh9lt/vm0LngNpth9aG0J7ezHyjD11G+mNlb7ji9bIiDTHbk1m14Ai/vXmIwxviKciqXgAVqExceN4icaGNVsfijCwWZOXgrpe2Xiv0FXx+9HOmrL2TwxmHrz5nDdhFRNB6zRo8HnkElJLAbMWZs0av21dfI2o0NczQMok7lk3iqVxTu6PzbnYWVKBUS86Fgkh3Jva5u1nWUxEXR+b7HxA7ZCipzz5H6f79Vxxj5eeH5xNPELptK8HffovTiBG3zD1NNtqakqoJCK0GgWdojUMWHl9IfkW+qf1S75ewUdZPF6704EEy3pFKZikcHY2Zoq6u9ZpPRqalM7aL5BUqUuvYd6n6LFKAvf6Jpp91Wg0x/25s+gVeZ0RRZO3Ftdy19i42J1iKC+tK21Ia9wzehlGsemQgYT6NL4Pg4GJD15H++AwuZcyTHeh6WxD2zlfuPBRklhH1dzzLXj/I6vePELM9mbKiqxhE5okLT0Qj9J3HOL2KdSlpTCsqNtVUBogrSeH+zffz3w1zySuru0Sowtoa72efodWKFdiEmX2X63TkfPUV8dOmoz5bv+zV64GmXMeelVJGrJ2yBHf9SrJzJI9atoeWJx98v0n1ywxqNYV//UXCPfcQN2YseT/+iD4/3/IgKyucRo4k6PvvCN26Ba8n5qHy86t+wpsY2WhrShL2QN4lqd2rZo/Z+bzzrDi/wtQeEDDApOZeVzSJiaQ8/QxcftpUKAj49BNs2rb8ciMyMvWle5Abvs7SFunGE5ZZpJfj2gDyHCuwDws0tY//uwHdDegpqS3Jxck8tOUhXtv3GkUaKYNW1NtRnjaF8qQHCXEO4vdH+9HKs2nV4AUBPIIcGDgtjDkL+nPnU91o39cXle2VtZQz44vY+3ssP728j7+/OM75g+lo1FfRTPMMrUxcOIvL2M95TRXIL+mZtKuw/Luuy4lm/Mph/LHhEQwlWdXPVQN2EZ1p9ccfeDxaxet27hzxU6eR/eVXN4TX7dDfcZQWSuvsbfc9W7KCTW2t0kDXOdPxc6p/eE5NqM+dI+N/bxM7aDBpL71M+ZHoK45RhQTj9fxzhO3YTuCXX+A4aBCC8sr3ya2CrKbalFhUQPCosQKCKIosiFqAQTRuG1gprHi598v1errRFxWR/NjjGAql7R6fl17EcdCgOs8lI3MjoVAI3NHZl5/2JwDw75lM5usNqCrj1wIcAwh1DTUJVie3F/CoVLYoKyzg7N6dRNx2+/VYepOhM+j49cyvfH38a4v6xQDaoi5UZIxH1DsR5u3Isgf74G1m9DYHCqWCoI7uBHV0Z4hGT/yJHC5EZZJ0OtdU+xJANIgknckj6UweVqrztO7qSXikL0Gd3FEqq/gfrB2MiQs9ZtM15TArDn3Hbylb+MrFkfLKhIIihcCbOftZ+9sgXnPrRXjfZyCwl0VJqxrXbW2N9zPP4DRiJOmvvEJFbOUbSacj5+uvKd66Ff8F87Ht2LExLlOjk51UzMkdUoJGgPUJjhXnIGg8pGP6uvBSZP3Dc6pDX1JK0cYNFKxajfpk9XI7grU1TrffjuuUKdj3iWzxVQqaE9loayqqTUC4+jbnpoRNRGdKTxmzO86mlUurOp9W1OlIfe55NHGSxIjLlMm4zZ5d57lkZG5ExnbxMxltheVa9l/KZUi4l+n1oUFDTUbbDuE4jwT1IDfZuFUavWEtnYfVrEN2I3Eu7xyv73uds3mWW3YKvSslaXeiLzEaFJ38nfnlgT64OzR+tp0oipQXFZKfkU5hZjq5memUZuehrybr0spaSVgvH8J6+aAu1XLpaBYXojIt6mAC6LQGYo9kEXskC1sHFaE9vQmL9MGvjQuCwuxvV5m4YBUUyeySbG6PWsj7F1ex1UY65riNNdNKY5i9ZgqP2gRhH/kwdJ5izFitBXadO9Hqj9XkLFpE7nffm3Y3Ks6fJ37adDwffgjPRx9FaEGZjAaDyM5l57i8c6xAi59iGZcKpGzRVO8KnpmzsFE+C6Iooj5xgvxVqyja+A/iVYq124SF4jp1Ks7jx2Pl5lbtMbc6stHWVBz/DfRm7vEec696aJm2jI8Of2Rqe9t580iXR+p12qwPP6J0r1Sax65XT/xef/2muQnJyFyLnsFueDvZkFVsLF+z8US6hdE2JHAIi08uBqBEV4LbwC7kLjcabbkpSSQcj6Z1917Nv/BGRK1T803MN/x0+if0oqUWmnXZAHKTR4LB6FHrEezKj/dF4mJX/0Bu0WCgJD+Pgow0CjIzjP9npBt/zkxDU15+xZhfDu2mTY/ehEX2o3W3nljbWRpJtg4qOg0KoNOgAIrz1MQezuRCVAa5qZaiuepSLad2p3JqdypO7raERfoQHumDh7+jxXE4euF72xt8OuS/7Ir6jPkXlpGGcZtVLwj86OrMJl0ur2x9kWH/vgbd74Fe99dKCF1hbY3300/jNGIE6a+8SsXleqU6HTkLF1G8dRt+C+a3GBX+U7tSyUqUNDsjbH9nb7bkYVOr9ETcPZlgl+DqhtcafWEhhev+pmDVKumaVEGws8N5zGhcp0zBrls3+V51DWSjrSmoYwLCdye+I6tciqt4vtfz2KvqrtpcsHo1eUuXmtqqgAACv/iiRT3hycg0NQqFwOjOviw9YDTENp/J4B19Z9MW6eXqCHlqozL/Oe88XFzdKC0wBj4fWf/nDW20Hc44zJv73ySpOMmiP9AhhNzEu8jKluKT+rXxYPGcXjjYXPtWYNDrKcrJNjPIKv9lpFOYmYFOW7cYLq26nPP7d3N+/26UKhUhEd0Ii+xPm56R2DtbZq06udvSY1QIPUaFkJtawoWoDC5EZVKSb1lXsjhPzdFNiRzdlIhHoCPhkUavnZO72Zav0ooh/V4gsvc8vj34Hksv/YkOo8sp3cqKp3y8GFZaxitRi/A78BW0HQ6RD0HY7cakhxqw69SJ1qtXkfPNt+R89x1U1iutuHCBhGnT8Xj4ITwfe+y66oeVFlRw8C8p1tpZkcqlkgugk655Wl9HXo58qF7zXy7WXrBqNcWbN181ts+2UyejV23cWJSOjtUeI3MlstHWFCTstUxAqKECQkJhAkvPSIZWT5+ejG49us6nLDt8mPS3/mdqK+ztCVy0ECt39zrPJSNzozMmws9ktBWUaTkYl8ugMKO3TalQMjBgIOsurQNgZ/pu3hg1l30rfwEg6VQMWQlxeLdqU/3kLZTCikI+jf6UP2L/sOi3Eqy4q/U9/L2rA7klUozYsHZeLLqnJ7YqyRDRaTQUZmWajLGCTMlzVpSdhUFfv4LslxEUClS2tmiqbI/ptVrijh4m7uhhBEFBYMfOhEX2I7R3P5w8PC2O9QhwpN/EUPre1Zb0S4VciMrgYnQWFWWWyQm5KSUcSCnhwJ+X8A91JTzSh7Y9vLF1MHoU7azseGbgW4zrdC9vH3iLo9nHTWN3ONhz0M6WxwoKuefSNlSXtoFLsDGZrMdscLBck8XvaG2N11NP4jRiOGmvvErF5coJej25i76hZOs2/BYswK7z9fG67V0Vi1Yt/R0DhR85WiwZbAn+ZTx792cor2GgVkWXm0vh2rUUrFqNJiGh2mMUjo44jx+H29SpLTbWr6UjG21NQbR5BQQP6FB9BQRRFHn/8PvoDMYvG4Wg4JXIV+rsHtakpJDy1NNS3TVBwP+jj7AND6/X8mVkbnR6tXLH09GGnJLKLdKTGSajDYxxbZeNtpSSFFxHdMRqrQ26CuPx0RvWMnrec82/8HqyJXEL8w/NJ6fcUuKki2cXZrZ9jv+uzKWw3Pj9oDJoGROi4pF2Gk5s/NPMQEunODcH6lH2yRyllRUuPn64+vji6uuPq68frj5+uPr64ezpTUlpKZv+WIWHwkDS8Wjy0y3LEImigeTTJ0g+fYLtP36Lb2g4ob37ERbZH3f/ANNxgkLAP8wV/zBXBk0PJ+l0LheiMok/kYPeTCgW0VgIPS22gN0rLxDSyYPwSF9adfHASqUk1C2Un0b/zF+X/uLjIx9TUFEAQLlCwSfubqxzdOD1nDy6FybBtrdg5wLoNBF6P1Rj4oJtx460XvU7Od9+R86330pet9hYEqZPx+OhB/F8/PFm9bolns7lYrS0qxNi9S9Hc83KVNno6DDtLkLdapamuoxoMFC6bz8Fq1dTvH37FbU/L2PXo4fRq3bHKBR2dtUeI1M7ZKOtsalDAsKulF3sTZXiz6a3m04793Z1Op2+pISUxx6z0LTxfv45nG4bVrd1y8jcRCgrt0h/OVi5RXo6g7fv6oRV5Rbp5eoI2krh6/35h+k0ZAQx/24A4Ny+3QyaOQesWrZgZ1ZZFvMPzWdb0jaLfheDPQ8EzsKrpA3Lv9xIb3UBLtpCXHSFOOjLIRH+2V3/86psbI3GmJlB5urjj6uvL47uHihq8NIIgoCthxeRw4YxfM5D5KUmExt1gNio/WTFX7ri+IyLF8i4eIG9y5fiERhs8sB5t25resBVWilo3dWL1l290JTriDuezYWoDFLO5VvYoAadSHxMDvExOVjbKmnTw5vwSB8Cwt2YEDqBoYFDeT5aGQAAOsVJREFU+fTop6yJXWMac9Hamtn+vkwuLuGZvAJc9Ro4sdL4z6+r0XjrPLnaxAXB2hqvJ5+QvG6XKyfo9eR+8y0l27bhN38BdhGd6/mXqD06jZ7dv0n1UlWUkFV6CAySvEtCP1tejnz8mnNpMzIoWLOGwtV/oE1Lq/YYpasrLnfdhevUKdiE1s4IlLk2stHW2MQsr1UCQoW+gvej3je13WzcmNdtXp1OJer1pL3wHypiL5r6XO66C/cHHqjTPDIyNyNjIvxMRlteqYZD8XkMCDVua12ujrA/zai2vit5F5+NXUDMlo0gihj0Oo5t+puu4yZdt/XXhN6gZ9WxZfy6/3usirR0L3PBqVSFU5kV7mpblBUieWwhD+hRz3PYOjhWGmb+ktes0kCzd3FtlIBxQRDwCAzGIzCYvpOmU5iVycXDB4mN2k/q+TNXeP1yU5LITUni4JqVOHt5V3rg+uHfroPJULS2s6J9Pz/a9/OjtLCCi0eyuBCVYRF4D6BR6zm3P51z+9Oxd7EmrJcxgeHNfm9yV9u7ePvg26YsY4A/nBzZbm/H83kF3FlSaizwlB4D656Af/+vxsQF2w4djF63774jZ9E3Zl63iyTMmIHHAw/g+cS8JvW6HdmYQFGuJPnix49cKJMMtgtBJTw79StUyuofVESdjpLduyn4fRUlu3dfUfvzMvb9+uI2dSqOI0bclLU/rzey0daY1CEB4adTP5FSImnkPN3jaVxs6lYyJvvTT42Fcyux69YN3/+9JWffyMgAka3d8XS0JqfE+BC18WS6yWgDYxbpZaPtePZxBFd7Qnv14eJhY53emK3/0HHEmOZfeCWiwUBxXo4U9J9h/JeVlkheRipKHQyjuu+M2m9v2ru44urrj1ulx8zF1w+3yv/tHBu/IsK1cPH2oefYu+g59i5KC/K5FH2Ii1EHSDwZg0FvGbNWlJ3F0Y1/cXTjX9i7uNK2Vx/CIvsT3LkLykoPqYOLDV2HB9F1eBAFmWWmBIbCbMts1rJCDTHbkonZloyrjz3hkT4s7ruUv7JXs+j4IpO+Xb5Syf95ebDW2YXXsrNoo61ck7oADnxl/Bc6Ano/eEXigqBS4TVvHk7Dh5P26qtUnKmUYdHryf3uO4q3b8N/wQLsIiIa/brmpZVy7N94LuvpuwvRXCioMLWL7bSETxpDZ88rPX6a5GQKVv9B4Zo16LKrryKh9PLEdeIkXKdMxjq4YRmnMjUjG22NScJeyJWezK6WgJBekm6SHADo5NGJiWET63SqgrVryV38g6lt5edH4FdforCpX8krGZmbDaVCYFQnX5YdMmZRbj6dwf/u6oyyUsdrSNAQFkQtAMAgGtiTuoee4yaajLaK0lIu7N8FQtN5C/Q6HUU5WZUGmaVcRmF2ZrVaZgC1DREXgWKlI87evkR0aHvFlqa1bcuNL3JwdaPL8DvoMvwOKspKiTt2hIuH9hN3/Igp9vAyZYUFnNy2mZPbNmNtZ2+SEmnVrafpd3T1sSdyfBt6j2tNVkIxFw5nEHski/Iq5bEul9CK+jsen9Zd+Ljrj/yh/5HtOf+ajjliY8XkoEDu06h4KPUiduYewYtbjf9cg42et+73WiQu2LZvT+uVK8n5/nuj163yb6y5eImE6WZet0b6LhdFkV2L92EwVN7uRS0l6m1Q2RYRie1rxeLIJ01jDBoNJdu2UbBqFaX7D1Q/sUKB46BBuE6biuPgwbdM7c/rjWy0NSbmXjY796smIHx45EMLZfJX+7yKQqh9RbGyY8fIeO11U1uwsyNo4ddYeV49o0lG5lZkTISfyWjLKdEQFZ9Hv7ZGPaqq1RF2pexi3OBx+LYNI+OSUd3+5NZ/8B5e/ee4tmg1FRRmZlTRLzP+K8rOQrzKNlOtUQi4ehu3L3MFRzYmaSmwcqHQyoUiKyeeG92JecNu7JgiG3sHOgwYQocBQ9BqKkg8cZyLUfu5FB2FuqTKtmd5Gef27eLcvl1YqawJ6drdJCVi5+iEIAj4tHbGp7UzAyaHknI+nwtRmcQdy0ZbYZkdmxlfRGZ8Ee0U4+jeagy7bNdx3HEvOqUGnWjge1UFG9t351U8GHx+JxjMjOyCJNj6JuyoTFyIfAgCeoIgGL1ujz+O0/DhpL/yKuozZ4xjDAZyv/+e4u3b8Z//LnZduzb42p3beIC0NOlW72lYRkq51D7duphnJ3yCnZUdFXFxFPy+isK//rqy9mclVv5+uE6ejOukSbdk7c/rjWy0NRaluXB2ndS+SgLCwfSDbEncYmpPCJ1AF68utT6NNi2NlCeeRDR7Avd//z1sO3So37plZG5i+rR2x93BmrxSaYv0stEGltUR9qXuQ2fQ0XPcRDZ8/gEAxdlZOKQmXjlxFSrKyiyyMM3lMkpyc645/lroFSJF9lqK7XXGfw46ercfzL39H8bbNxillRW/HExk/tpT4CyNe2N8R+4b0LrB529JqKxtCO3Vh9BefdDrdKScPcXFwwe4GHWAkvw8i2N1Wg2Xjhzi0pFDCAoFQR0jCIvsT2jvvsaECaWC4I4eBHf0QDtLT8LlElqncjEYLEtolcYJ9OIuelqN45JrDBc8D5Pico5UdQ7zyGFk/+m8pPDG5/hKKDLLiNVXwIkVxn9+3YxbpxFTQGWHbbt2tFq5gtwffiD764WS1+3SJRJmzsLj/vvwfPLJenvdylPi2L8hBzDqoNkazpFSLF2jAkcN4SOHEnowhYRVn1EefWXtT8BYrP2223CdOgWH/v1v6dqf1xvZaGssYqpUQOh5Zb02rUHLe4feM7UdVY483ePpWp/CUFpK8uPz0Ofmmvq8nnka59tvrlqJMjKNhZVSwahOviyPMnrb/jmVwZt3dpK2SM2rI2hLiM6KJrLPAPZ4eVOUbZRGKDh70liKqbjItI15uSRTfqWBVl5UWP0C6oDK1g7XypgyV18/cmzK+D3rb+KEdMps9VAZqhrqGspb/d+yeNj7fncc726USlUJArw3KYLpvW/u+CKllRUhEd0IiejGbXMfIeNSLLFR+4mN2k9BRrrFsaLBQNKpGJJOxbBtySL8wtqZEhnc/AJQmZfQKtFy8agxgSH9ouXfVtApCc3pQWhOD8qtSrjkcYyLntFsEXezT2XPE7e/xEyFK1ZHlkDcTssFpx+3TFzo/QCCexs8H30Ux2G3kf7KK5Zet8U/ULx9h9Hr1q1b3S5OeQEHvl6F2tDb+PuLOrT6XaaQRwMi/poihr38D+nFq6qdwjokBNepU3CZMEHeyWkhyEZbY1DLBITlZ5dzqVBKaX+82+N42tXugyAaDKS9/LKUMg44jxmDxyP1K3clI3OrMCZCMtpySio4kpBHnzZGb1uEZwRuNm7kVxi3gnYl76KvX196jL6TnT8bjTl1TiY/P/0QmvLq6yXWBVsnZ2Mmpo9lVqabrx92zi4IgkCBuoAPj3xo1JEzU5FQKVQ80uUR7u98vynDTxRFPt8Wy2dbY03HKRUCn0zryl3dAqqe/qZGUCjwC2uHX1g7Bs2aS25yolFK5PABshPirjg+PfY86bHn2fPbT3gGhRAa2Z+wyH54hbTG1lFF58EBdB4cQFFueWUJrUzy0ixLaNnpHOmcOYjOmYMossnlomc03xf9wrpAN14f/Q4Rgi0cXmwsa1hRJA28InHhIWzDRlZ63ZaQ/fXXktctLo6EWXfjft9cvJ58EoWtLddEryVt8cuczZ9m6nIQNpNXIq0/PCOf8MzCK9JWTMXap07FPrK3nNjWwpCNtsYgcd81ExByynNYFLPI1A51DWVG+xm1PkX2l19SvGWrqW0bEYHf/HflD5SMzDXo28YDN3sV+WXGm+DGk+kmo02pUDIocJBJaHdXyi5e7P0inYfdzv5Vv5kMtboYbA5u7pWGmb9l4L+PH7Y1lOsRRZGNcRt5//D7phJbl+nh3YM3+r9BG5c2Fse/9885vt0tGSTWSgVfzurOqE6+tV7vzYggCHgGt8IzuBX9psykMCujUgvuAGkXzl4hJZKTnEhOciIH/1iOi7ePSczXP7w9zh529LyjFT3vaEVOirGEVuzhK0toOVd40CP1dnqk3k5ObArvn1pMh8gAnhz+X5yHvw4nfjcacJmnLBdrlrgg9Lofz3tn43jbMNJf/S/qU5XHGgzk/bCEku078Jv/Lvbdu1/9lxdF9OueY+f5vtL10CWQVyxptDmXqQnNtIxZswkLw3XqVFzuHI/S1bX2F1umWZGNtsbgiFkFhKskIHwa/Skl2hJT+5XIV1ApapdtU7h+A7mLvjG1rby9Cfzqq9o9ccnI3OKolApu7+jLyiPJgHGL9I3xnVBUbpGaV0dILk4mvjCeNq5t6H7HeA79ufLKCQUBZ08vkyFmbpi5+PjWKyMzvSSddw69w+4US8VbB5UDz/Z4lqntplokKxkMIm/+fZqfD0jxdjZWCr6b3Ysh4V7IWOLi7UuvcRPpNW4ipQX5XDx8kIuHD5B0KuaK0lyFWZlEb1hL9Ia1OLi6maREgjpF4BnoiGdgKP0mtCX9UgHnozK5VE0JLc+yQDwTAxETDXy8ZTUd+vgz4fa7se05F5IPQdT3cOavqyYu2HaeRKuPXyB303FyvvraFMOsiY8ncdbduM+di9fTT1V/D9j3Gcf3lZCvM26Ni6IGfcE6U8qxwmCga1IWCqRi7W5Tp2LbtavsBLgBkI22hlKLBITjWcdNNwWAUa1GEekXWavpy0+cIP2//zW1BVtbAr/+GpWPd8PWLSNzCzGmi5/JaMsqriA6KZ/erYx1eatWR9iZspM2rm3oP20WgrU1Z48fo2O37vi2amMsxeTlg1UjyRsYRAMrzq3g86OfU6az9OYNDRzKf/v+F18HS6+Z3iDy0h8nWB0t6Tw6WCv5YW5v+rbxQKZmHFzd6DpyNF1HjkZdWkL80cPERh0gPib6CimR0oJ8TmzdxImtm7Cxd6BNz0jCevejVdce+Ie54R/mxuBp4SRWltBKOGlZQktAgXdBK3I3w/dbduHXwYnuA9oQctd3WI2aD0d/NpY9rJq4ELMcIWY5nn7dcHr3PtJ+3of61Gnj66JI3o8/UrJjB37z50OoJOYrnlpD5q+LiTJ8fFmCDaHoH7RKyagMz8jDOtgX33sexHnsGLlY+w2GbLQ1lKoVEKpsjeoNepMWFBiLFL/Q64VaTa3NzCRl3hOIZl8k/gvmN0vJExmZm4n+bT1wsVOZ6m9uOJFuMtqqq45wf+f7USiURIwYTY7Sls7DhuHs7HzV+evDxfyLvHngTWKyYyz63W3debXPq9wecvsVng+t3sCzK4+z/oQUZO9sa8VP90fSI9itUdd3K2Dr4EiHQcPoMGgY2go1CSeOcTHqAJeiD1FRahm/VlFWytk9Ozi7ZwdW1ja0uiwl0iOSNt28aNPNWELr0rFsThxIIDu2FAHJO6owKMk8Xcam06ewtlPStrs34ZEP4P/kMygubjJ63+J3WS4w/Tg26cdp1cOV3Na9ydl0HrFS0FeTkEDi3XfjOHMmVkGBlH71Hll/ruZIqycxeBi1BfWaOLQG89Jg5UQ/0J4xc36UvWo3KLLR1hCqTUAIszhkzcU1nMk9Y2o/GPHgFU/O1WEoLyfl8XkWCtSejz+O8+jRDV62jMythnGL1IdVld6pTacyeH1cR9MW6eDAwRbVEQrUBbjaujbJWjR6DYtPLub7k9+jM1huq00MncjzvZ6vtjqKWqvnid+OsvWsVPDb3cGaXx6IpJN/3aqpyFyJysaWsN79COvdD71OR/KZk1yMOsDFwwcoLbCM/9JpKiq3WA+iUCoJ6tSF0N79CO3dlw79/ejQ34+SAjUb/t3DhcOZuBf7W4zXlOs5uz+ds/vTcXCxJrR3e9oNW4bn6DSE6CVXJC4ImgI8HbbgNEJFWkww6rTKig6iSMlvv9EGKACyvHqR69HJ+JJBjaFkgynrWKs0sO22Cn6b9qFssN3AyEZbQ0jcB7lS1lZVL1thRSFfHP3C1A5yCmJOpznXnFYURdJefRX16dOmPqfbb8fzibrVJpWRkZEY08XPZLRlFKk5lpxPzxCjt21o0FDeizLK8VyujjC+bcNEdavjeNZx3tz/pkUWOUCgYyBv9H+Dvn59qx1XptHxyC/R7ImVNN+8nWxY9mAfwnyav9zUzY7SyopWXbrTqkt3ht//KOkXz5uK2hdmZlgca9DrSTxxjMQTx9i2ZBH+Ye0JjTQaf9OnjaRkQglf71rM+UPphGb3wKXCMuawtFBDzNZkYrYm4+ZrT3jko4TN/g8u6esgajFkSfcBGxctrQZeIu+8A9mnXBDNwvF0SlsuhE6R1lW+Db0gxcwd7pDP40NexMtejnm8kZGNtoZQtQJC+3EWL3957EsKKgpM7Zd6v4SN8toiiTmLFlH8zyZT26ZjB/zfW4CgqH3VBBkZGUsGtPXE2daKIrXRu7XhRIbJaKuuOkJjGm2l2lI+P/o5K86tQDQTWVAICuZ0nMNj3R7Dzqr6BIZitZb7fzrM4QTJ2xPgasdvD/UhxMOh2jEyjYegUOAf3gH/8A4Mvvs+cpISiI3az8WoA2QnJVgeLIqkXThL2oWz7P51CV7BrQiN7M/9kXeR1b2Mtw+8TXZiCWE5PWmb2wN7raXBnZ9RxqF18RxaB75tuhDeeyWhw5KxO70YzqwDgxZBAR4dSnH0ryAtyhV1rnErNK71eDQ2rgDoNRfQaqRs0RSvcjwiOzMhdEITXimZ5kA22upLWZ4x++cy3WaBSsrkOZ93nlUXJMHCwYGDGRI05JrTFm3+l5wvvjS1lZ6eBH39NQp7+xpGycjIXAtrKwUjO/ryx1Gjt+2fU+n839gOFlmk5tURtPrq637Wld0pu3n74NtklFp6aNq7t+fN/m/SqXI7qzoKyjTMXhLFiRRJ4LW1pwO/PtiHANeWWzf0ZkUQBLxCWuMV0pr+U++mICOd2MNGD1z6hXNXHJ+dlEB2UgIHVv+Gq48fj/YeQWK7cr5x+439rdYSUBhOWHZPWud1wdpgmQmaEVdERlwRexQCQR2eJnzIS7TRrUcV8wMUpWLjoqPV8ByKkuzI0rYl1WkQAKKhFH3FNtM8FSo90d1LWT7gTXlb9CZANtrqy/GqFRDmmn4URZH5h+ZjEI1ZRCqFipd6v3TNKdVnzpD2knScYG1N0NdfyfXdZGQaibFdJKMtvVDN8ZQCUwB/1eoIR7OO0sGh/uXhcstzeT/qff5J+Mei30Zpw+PdHufejvfWKPuTXVzBvT8c4lyGVFsz3MeRXx/sg7eTLPfTEnD19aP3+En0Hj+JkrxcLh45xMXDB0g+feIKKZGCzHSi168F4F7XtuQGCOxxOMfOtufY0+Z3QvI7E57Tm+CCDgiitKsiGkSSTueSdBqsrHvSusvthLdPIijze5SJO3AKqWBz7hxEnRJRFNGVb8WgKzeNP9gpj0f6P0WA460ltnyzIhtt9aFqAkLIQIsEhA3xGziaddTUntNpDsHONZeT0WZlkfz4PES1VEje7523G6VgsIyMjJEBoZ442VhRXGHcIv3nZLrJaKtaHWFn8k46tK+70SaKIn/H/c0Hhz+gsMKyBFJv39680e8NQpxDapwjvbCcuxcfIi5bymDsHODMz/f3wd3Bus5rkml6HN096Hb7GLrdPgZ1SQlxR6OIjdpPwvGj6LQai2PLCwqwL4BR+KC1Fkn0KiXJ5xz/hh1HZbCna9FA+pXdgTrFMiRGpzEQeySbWOywdXye0I6vIOSeJjuzFQB6zRn0GileMt63FJcuYcxsP7Opf32ZZkI22upD4v6rJiCUakv55MgnpraPvQ8PRTxU43SGigpSnnwSXYa0feLx0EO43Hlnoy1ZRkYGbKyUjOzow5pjRl2sjSczeHVMBwRBqLY6wqPtHq3T/CnFKfzvwP84kH7Aot9J5cQLvV9gYujEa25RJeeVMWvxQZLzJG9JzxA3fryvN862jaMPJ9O02Do60nHwbXQcfBtatZqEmKPERu0n7uhhKsospURUGoHQVEdCUx3RKg2kepaT5LuXhb7/0j9iBBPFOWSeUF9RQkv9/+2dd3xVRfbAvyeNhF5DCSVKr4KASFFALAuuuhbEFQtYULEA1oXVBV27WPe3oKwKirqI6NrXhosoIiBKFaUXqaEECISQMr8/Zt7LzctL8t4jhYTz/XzeJ5lzZ+bOPXfu3HPPtLRMVizMBJIBMDkHyD4yx388PS6bxZ0O8mafh/IszKyUb9Roi4TFBe+A8NLSl0hJz12m4+5ud1M5tuDxaMYYtj/wAEeWLvPLqg4YQL0xo4u1yIqiWAZ1bOg32ramprP09/10blITyL87wqaDmwrKJg/ZOdm8seoN/rnkn6R7uqYAzml2DmNPGxvSrL11KWkM/dcCdhzI9bj3al6Hf13TjSqVtLkuj8TGx9OyRy9a9uhFdlYmW1YsY82i+axd9AOH96fmjZsdRfLOKiTvrEK2GHbUWcpLjW6j34DBXNL4Kjb8uJc1P+bfQssYQ+ahzzE5ufJ5HfdwXfeb8mx9ppR/tBUIE0nfV+AEhA37NzB91XT/oe4NunNe8nmF5rfnXy9z4MOP/OFKrVrR6IkndKaoopQQfVrWpWqlGNI8XaQ+o61nw57ERMX410+bt2MejWhUUFaAnXQ04fsJrNiTd0/JxIRExp0+jgFNB4RUrlXbD3D1KwvYnZbblda/dT0mX9WV+NjoUC9POY6JjokluXNXkjt3ZcD1t7B99W+sWfg9axbO50DKzrxxjZC0O4Gk3QkcWvY5k+t9QZfe53LRqMEc2h/P6oU7WPdzChmHs8jOWEJO1hZ/2tWN06jathnDOgwr5StUSho12sIk9pdZeScgnGrXXTPG8PjCx/2NfbREM/a0sYV2hRycPZuUZ5/1h6Nr16bJ5ElEV9Vp/IpSUsTHRnN220TeX7INgE+Wb+cvA9sgIlSNq0r3+t393ZvzdsxjMIOD5pORncFLS19i6oqpZJm8i+QObjWYMV3HUC0utDXUlm5J5ZpXF/p3bAAY2KEBz1/RhbgY/YCriERFRZPUph1JbdrR9+rrSdm0wb+UyO4teT28glAjBda//wXr3/+C2k2b0ub0M7jgttPZvHo3c1/L3bM2LSGLn9rt5/Vek0Pe31opP6jRFg7GELvszdxwsz5QrxUAX2/52r+iOsAVba6gZa2WgTn4OfLbb2y95147qQEgNpbG/3iB2CSd4aMoJc3Ajg39Rtvv+9JZsfUAHRvbXQX6NunrN9qW71nO+dXPz5d+0Y5FPDT/ITYe2JhHnlw9mfE9x9OtQbeQy7Jo416GT13k9/wBXNIliScv60RMtBpsJwIiQmLyySQmn0zvy69i3/atrFk4n2Xfz2b/xi354u/dvJnvN7/J9zPfJDo2FnJyZ6p+12k3V3UZRts6kc98Vo5ftEUIgzqHfiN6n2clczcB4UjWEZ5a9JRfXDu+NiM7jywwn6w9e/j9lpGYw7kbRDecMIHKXbsWe5kVRclP31b1qBKX2+X4yfLcvTz7Nenn/z+HHFZnrfaHDx49yIPzH+S6z6/LY7DFSAw3dryRWRfOCstg+3ZNCle/siCPwXZlj6ZMHHyKGmwnMLUaJnHaRZdxwxOTuf6fr1B14KnsrHuUHDH54mZn5npnVyYfIP6khtx8SngTaJTyg7YKYdBs95zcQEIt/wSEqSumsjVtq//Q6FNHUz0u+ObSOUeP8vsdo8jcts0vqz18ODUvvaREyqwoSn7iY6MZ0La+P/zp8u0Y5/X27Y7g49dMu2jq7E2zuej9i5i1elaevDrU6cCMP87gjlPvCGnHEx9f/bKT66f9yJHMHL/s+j4n8cifOvgX/FWUmnXrc9Owh7jzydfZOawF33XazebEw2RH5TXgUqtk8nPr/TzU+6Gw6qFSvtDu0RCR9H00Sl2UKzjFTkDYmraVV1a84hd3rNuRi1pcFDQPYww7JjxI+uLFflmVvmeSePddJVZuRVGCM6hjAz5caj+eNu89zMptB+iQ5LpIG/f1746wJnMN4xaM45tt3+RJnxCTwG2db2No26FER4U3UeDjZdsYPWMJWTm5L947zmrBmHNa6ar1SlAaVGnAxD88z9wOc3l0waPMTd1CUkoCTXYlIAZ+ap3K5e2voEtil7IuqlKCqKctRGJ/mUW08Wxr47pGJy6aSEa2nWYtCON6jCtwTZy9015j/3vv+cNxLZqT9PTTSLTODFOU0qZf60Qqe7pIPy2gizSDjHwGW69GvXjvwve4pv01YRts7/y4hTv+/XMeg+3eP7TmznNbq8GmFMmZjc/kPxf9h+FdbmBr0lG+O2UP33beQ7U69Rh16qiyLp5SwqjRFgrGELv8rdxws95QrxXfb/uerzZ/5Rdf3PJiOtTtEDSLtG++YddTuePeomvUoMmkSURXrVpixVYUpWDiY6Pp3ybRH/Z2kfp2RwikRqUaPNrnUV48+0UaV2sc9jmnz9/IPbOW4bHXmHBBO0b2a1FwIkUJICEmgTtOvYNZF8yiX6N+JEcn8/jpjxe6JqhSMVCjLRQ2zyd679rccNdhZGZn8vjCx/2ianHVCvzKyVi7lq133Q05buxKTAxJL7xAXNPCt7ZSFKVkOb9j7r6+G/ccZtV2u89ndFQ0/Zv2zxN30EmD+OCiD7ig+QURecSmzF3HAx+s9IdF4MlLOzGs90kRll450WleszmP9HiEG6rdQMsaBa9WoFQcdExbKCx/x/9vTnxNotpeyFu/vsWG/Rv88ls730rt+Nr5kmbt28eWW0aSk5bmlzV44AGq9DitZMusKEqR9G+dSEJsNOmZdsmET5dvp10jO4no1s63sil1Eyl7U7j9tNv5Q6s/RHQOYwzPfbWG52fnbn0XHSU8c/kpXNRZl/hRFCV01NMWCgOf5PAFU9hZrROZ7S8nJfMgk5ZM8h9uWaslQ1oPyZfMHD3K1lGjydySu85OrauuotaQy0ul2IqiFE5CXDT92+RuL+XtIk2snMgLfV5gRLUR9GrQK6L8jTE89t9f8xhscdFRTB56qhpsiqKEjRptoRAdS1bLgfzQ4m4yzryfZxc/y+Gs3DXWxp42lpiovE5LYww7Hn6EwwsX+mVVevWi/l/uK7ViK4pSNIM8XaTrdx/it50HiyXfnBzD3z5YyZS56/2y+Ngo/nVtN85t36BYzqEoyomFGm1hsmzvcj5an7tX6MDkgXRv0D1fvH1vvkXqzJn+cFxyMknPPoPEaI+0ohxP9G+dSCXPVlGfLtteSOzQyMrO4Z5Zy5j+Q+52RFXionlt+Gn0bVX0xvGKoijBUKMtDHJMDs8sfcYfTohJ4M5ud+aLlzZvHjsfe8wfjqpencaTJxFdo0aplFNRlNCpUimG/q09s0hX7Dim/DKzcxj19hLe/el3v6x6fAxv3NCDHifXOaa8FUU5sVGjLQx+PPoja/bnjk0Z0WkEDark7ebIWL+BraPHQLbbCy46mqRnn6HSSTpDTFGOVwZ1yu0iXbsrjdURdpEeyczmljcW84nHW1enShwzRvSkS9P8S4goiqKEgxptIbI/Yz9fHvnSH25WvRnXtLsmT5zs/fv5feRIcg7mNvj1x46lau/epVZORVHC56w2icR5u0iXh99FevhoFje89iNfrdrll9WvXom3bzrdPyNVURTlWFCjLUSmrJpCukn3h+/rfh9x0XH+sMnKYuuYMRzduNEvqzlkCLWGXlmaxVQUJQKqVoqhX6u8s0jD4eCRTK59dSHfrd3tlyXVTGDmTT1pkVit2MqpKMqJjRptIfDLnl/4YMMH/nC/xv04o/EZeeLsfPwJDn0/3x+ufNppNLj/r7otjaKUE873dJGu3pnG2l2hdZGmHj7K0JcXsGjjPr/spLpVeOfmnjSrU6XYy6koyomLGm0h8OqKVzHYtZviouK4t/u9eY7vm/E2+954wx+ObdqUpOefQ2JjS7WciqJETv4u0qInJKQczOCKKT+w7Pf9flnr+tV4+6bTaVQzoUTKqSjKiYsabSHwcO+Hua7NdcQQw59b/pkm1Zv4jx36YQE7Hn7YH46qWpUmkycRU0sHHStKeaJafCxntgy9i3T7/nSGvDSfX3fkeuQ6JtVgxojTSawWX2LlVBTlxEUXDQuB+Jh4rm97PTW31uT8Vuf75Uc3bWLrqFGQlWUFUVEkPfM0lZo3L6OSKopyLAzq2ICvVu0E4NcdB9mw53DQeJv3HObKl3/g932541y7NqvF1OHdqR6vHnZFUUoG9bSFQe3o2sTH2C/o7IMH2TLyVrL353aLJN5zD1XPPLOsiqcoyjFydrv6xEXnNotf/ro7X5y1u9K4/KX5eQy2Xs3rMP3609RgUxSlRFGjLQJMdjZb77qLo+vW+WU1Lr2E2sOuLcNSKYpyrFSPj+WMlnX94S9X5TXaVm0/wJCX5rPjwBG/7Kw2ibw6rDuV47TjQlGUkkWNtgjY9dREDs391h9O6NqVBuP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   ],
   "source": [
    "x_pos = np.arange(len(float_headers))\n",
    "for idx, mean in enumerate(playlist_mean):\n",
    "    plt.plot(x_pos, mean, lw=2)\n",
    "    \n",
    "plt.legend(playlist_names)\n",
    "plt.xticks(x_pos, [i[:6] for i in float_headers])\n",
    "plt.ylim([0, 1])\n",
    "plt.title('Average Playlist Descriptor')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time Spent Listening To Each"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(np.arange(len(playlist_names)), np.array(playlist_time) / (1000 * 60 * 60 * 24) )\n",
    "plt.yticks(np.arange(len(playlist_names)), labels=playlist_names)\n",
    "plt.xlabel(\"Time (Days)\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Time Spent Listening to Playlists\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalised\n",
    "\n",
    "Below normalises the above chart by dividing through by the average track length multiplied by the number of tracks per playlist. The units are essentially average plays per song. The existing data could be described as:\n",
    "\n",
    "*number of plays \\* track time \\* number of songs in playlist*\n",
    "\n",
    "By normalising by the last two terms, we get the average number of plays per song."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
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     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.barh(np.arange(len(playlist_names)), np.array(playlist_time) / (playlist_track_count * playlist_average_track_time) )\n",
    "plt.yticks(np.arange(len(playlist_names)), labels=playlist_names)\n",
    "plt.xlabel(\"Average plays per song\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Normalised listening time\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports & Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "from google.cloud import bigquery\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 120\n",
    "\n",
    "from analysis.net import get_spotnet, get_playlist, track_frame\n",
    "from analysis.query import *\n",
    "from analysis import spotify_descriptor_headers, float_headers, days_since\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "client = bigquery.Client()\n",
    "spotnet = get_spotnet()\n",
    "cache = 'query.csv'\n",
    "first_day = datetime(year=2017, month=11, day=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read Scrobble Frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles = get_query(cache=cache)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Write Scrobble Frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles.reset_index().to_csv(cache, sep='\\t')"
   ]
  }
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