{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "58e202bc07c949d598e5c04c44b2b152",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='Executing', max=11.0, style=ProgressStyle(description_wid…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'cells': [{'cell_type': 'code',\n",
       "   'execution_count': 1,\n",
       "   'metadata': {'tags': [],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:04.416638',\n",
       "     'end_time': '2020-03-08T05:39:05.594100',\n",
       "     'duration': 1.177462,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [],\n",
       "   'source': \"import pandas as pd\\nimport seaborn as sns\\nimport matplotlib.pyplot as plt\\n%config InlineBackend.figure_format='retina'\"},\n",
       "  {'cell_type': 'code',\n",
       "   'execution_count': 2,\n",
       "   'metadata': {'tags': [],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:05.602719',\n",
       "     'end_time': '2020-03-08T05:39:05.688626',\n",
       "     'duration': 0.085907,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [],\n",
       "   'source': 'df = pd.read_csv(\"austin_bikeshare_20191101.csv\")'},\n",
       "  {'cell_type': 'code',\n",
       "   'execution_count': 3,\n",
       "   'metadata': {'tags': [],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:05.695622',\n",
       "     'end_time': '2020-03-08T05:39:06.601528',\n",
       "     'duration': 0.905906,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [],\n",
       "   'source': \"df['start_time'] = pd.to_datetime(df['start_time'])\\ndf['start_date'] = df['start_time'].dt.date\\ndf['start_hour'] = df['start_time'].dt.hour\"},\n",
       "  {'cell_type': 'code',\n",
       "   'execution_count': 4,\n",
       "   'metadata': {'tags': ['parameters'],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:06.609330',\n",
       "     'end_time': '2020-03-08T05:39:06.625654',\n",
       "     'duration': 0.016324,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [{'output_type': 'stream',\n",
       "     'name': 'stdout',\n",
       "     'text': '2019-11-05\\n'}],\n",
       "   'source': \"date = '2019-11-05'\\nprint(date)\"},\n",
       "  {'cell_type': 'code',\n",
       "   'metadata': {'tags': ['injected-parameters'],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:06.632824',\n",
       "     'end_time': '2020-03-08T05:39:06.647869',\n",
       "     'duration': 0.015045,\n",
       "     'status': 'completed'}},\n",
       "   'execution_count': 5,\n",
       "   'source': '# Parameters\\ndate = \"2019-11-07\"\\n',\n",
       "   'outputs': []},\n",
       "  {'cell_type': 'code',\n",
       "   'execution_count': 6,\n",
       "   'metadata': {'tags': [],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:06.655135',\n",
       "     'end_time': '2020-03-08T05:39:06.674652',\n",
       "     'duration': 0.019517,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [],\n",
       "   'source': \"filter_df = df[df['start_date'].astype(str) == date]\"},\n",
       "  {'cell_type': 'code',\n",
       "   'execution_count': 7,\n",
       "   'metadata': {'tags': [],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:06.681757',\n",
       "     'end_time': '2020-03-08T05:39:06.710937',\n",
       "     'duration': 0.02918,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [{'output_type': 'execute_result',\n",
       "     'metadata': {},\n",
       "     'data': {'text/plain': '      trip_id          subscriber_type bikeid                start_time  \\\\\\n95   21217328                 Local365   113G 2019-11-07 21:05:38+00:00   \\n209  21215455                 Local365   2277 2019-11-07 13:56:48+00:00   \\n353  21215762                 Local365   336G 2019-11-07 15:07:34+00:00   \\n495  21215287                 Local365   004G 2019-11-07 13:09:40+00:00   \\n565  21217486  U.T. Student Membership    288 2019-11-07 22:22:17+00:00   \\n\\n     start_station_id       start_station_name  end_station_id  \\\\\\n95               3294               6th/Lavaca            3635   \\n209              2568  East 11th/Victory Grill            2568   \\n353              2575    Riverside/South Lamar            3293   \\n495              2495             4th/Congress            4047   \\n565              2540           17th/Guadalupe            4050   \\n\\n            end_station_name  duration_minutes  start_date  start_hour  \\n95          13th/San Antonio               678  2019-11-07          21  \\n209  East 11th/Victory Grill                 1  2019-11-07          13  \\n353      East 2nd/Pedernales                26  2019-11-07          15  \\n495               8th/Lavaca                10  2019-11-07          13  \\n565             5th/Campbell               597  2019-11-07          22  ',\n",
       "      '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>trip_id</th>\\n      <th>subscriber_type</th>\\n      <th>bikeid</th>\\n      <th>start_time</th>\\n      <th>start_station_id</th>\\n      <th>start_station_name</th>\\n      <th>end_station_id</th>\\n      <th>end_station_name</th>\\n      <th>duration_minutes</th>\\n      <th>start_date</th>\\n      <th>start_hour</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>95</th>\\n      <td>21217328</td>\\n      <td>Local365</td>\\n      <td>113G</td>\\n      <td>2019-11-07 21:05:38+00:00</td>\\n      <td>3294</td>\\n      <td>6th/Lavaca</td>\\n      <td>3635</td>\\n      <td>13th/San Antonio</td>\\n      <td>678</td>\\n      <td>2019-11-07</td>\\n      <td>21</td>\\n    </tr>\\n    <tr>\\n      <th>209</th>\\n      <td>21215455</td>\\n      <td>Local365</td>\\n      <td>2277</td>\\n      <td>2019-11-07 13:56:48+00:00</td>\\n      <td>2568</td>\\n      <td>East 11th/Victory Grill</td>\\n      <td>2568</td>\\n      <td>East 11th/Victory Grill</td>\\n      <td>1</td>\\n      <td>2019-11-07</td>\\n      <td>13</td>\\n    </tr>\\n    <tr>\\n      <th>353</th>\\n      <td>21215762</td>\\n      <td>Local365</td>\\n      <td>336G</td>\\n      <td>2019-11-07 15:07:34+00:00</td>\\n      <td>2575</td>\\n      <td>Riverside/South Lamar</td>\\n      <td>3293</td>\\n      <td>East 2nd/Pedernales</td>\\n      <td>26</td>\\n      <td>2019-11-07</td>\\n      <td>15</td>\\n    </tr>\\n    <tr>\\n      <th>495</th>\\n      <td>21215287</td>\\n      <td>Local365</td>\\n      <td>004G</td>\\n      <td>2019-11-07 13:09:40+00:00</td>\\n      <td>2495</td>\\n      <td>4th/Congress</td>\\n      <td>4047</td>\\n      <td>8th/Lavaca</td>\\n      <td>10</td>\\n      <td>2019-11-07</td>\\n      <td>13</td>\\n    </tr>\\n    <tr>\\n      <th>565</th>\\n      <td>21217486</td>\\n      <td>U.T. Student Membership</td>\\n      <td>288</td>\\n      <td>2019-11-07 22:22:17+00:00</td>\\n      <td>2540</td>\\n      <td>17th/Guadalupe</td>\\n      <td>4050</td>\\n      <td>5th/Campbell</td>\\n      <td>597</td>\\n      <td>2019-11-07</td>\\n      <td>22</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>'},\n",
       "     'execution_count': 7}],\n",
       "   'source': 'filter_df.head()'},\n",
       "  {'cell_type': 'code',\n",
       "   'execution_count': 8,\n",
       "   'metadata': {'tags': [],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:06.723127',\n",
       "     'end_time': '2020-03-08T05:39:06.943693',\n",
       "     'duration': 0.220566,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [{'output_type': 'display_data',\n",
       "     'metadata': {'image/png': {'width': 370, 'height': 264},\n",
       "      'needs_background': 'light'},\n",
       "     'data': {'text/plain': '<Figure size 432x288 with 1 Axes>',\n",
       "      'image/png': 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\\n'}}],\n",
       "   'source': \"filter_df.groupby(['start_hour'])[['trip_id']].count().plot();\"},\n",
       "  {'cell_type': 'code',\n",
       "   'execution_count': 9,\n",
       "   'metadata': {'tags': [],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:06.954097',\n",
       "     'end_time': '2020-03-08T05:39:07.168209',\n",
       "     'duration': 0.214112,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [{'output_type': 'display_data',\n",
       "     'metadata': {'image/png': {'width': 543, 'height': 250},\n",
       "      'needs_background': 'light'},\n",
       "     'data': {'text/plain': '<Figure size 432x288 with 1 Axes>',\n",
       "      'image/png': 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\\n'}}],\n",
       "   'source': \"filter_df.groupby(['subscriber_type'])[['trip_id']].count().plot.barh();\"},\n",
       "  {'cell_type': 'code',\n",
       "   'execution_count': 10,\n",
       "   'metadata': {'tags': [],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:07.182323',\n",
       "     'end_time': '2020-03-08T05:39:07.903254',\n",
       "     'duration': 0.720931,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [{'output_type': 'display_data',\n",
       "     'metadata': {'image/png': {'width': 1178, 'height': 576},\n",
       "      'needs_background': 'light'},\n",
       "     'data': {'text/plain': '<Figure size 1440x720 with 1 Axes>',\n",
       "      'image/png': 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       "   'source': \"filter_df.groupby(['start_station_id'])['start_station_id'].count().plot.barh(figsize=(20, 10));\"},\n",
       "  {'cell_type': 'code',\n",
       "   'execution_count': 11,\n",
       "   'metadata': {'tags': [],\n",
       "    'papermill': {'exception': False,\n",
       "     'start_time': '2020-03-08T05:39:07.915328',\n",
       "     'end_time': '2020-03-08T05:39:08.861774',\n",
       "     'duration': 0.946446,\n",
       "     'status': 'completed'}},\n",
       "   'outputs': [{'output_type': 'display_data',\n",
       "     'metadata': {'image/png': {'width': 658, 'height': 592},\n",
       "      'needs_background': 'light'},\n",
       "     'data': {'text/plain': '<Figure size 864x576 with 2 Axes>',\n",
       "      'image/png': 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KvfzplNIvUkqPd3q/aZ5jfVTdjrU8Mzr3auzxmo+IMlzvkiSpH0xKSpIGTEppbUppNtkqv8+RDUncq2qXypDFnnqvVX6BXdDVQjX54gpv7meoL5ablzcgUkodKaWLgI/nm/aMiOoh1r05/z919Wa+wvP23RxbS/k9uSN/fVMP+1Tq/o4e9ilKJYb9e9jnjX0s+5b89ZBeHFOJZ++I6G6YcaX+OshWUa+oDPXfiu5N6UUsvdHf66ZaT/Vdea/62pnHuuTUEQPw+QMipfRYSunbwDn5ps7n1e97GXhrH8PrbRz18iDrrtsunxkR0QYckH/b+ZmxoWu+Xte7JElqEiYlJUl9EhEv6+HtZ1k3rK56WF9lxeqeesCsyl937SZh+DFgu5qC7N4TVf8e05cCNnD+T1d2Y90iHtWf29NnVs5/t27e/0+6T0DUUr89qaxw/PaI2KPzmxGxC+tW0P1dHz9jIP0+f319RLwkMRkR2wIf6GPZv8hf3xYRB9d4zKVkSaLNWZeYro5nOOsWbLm00xQDd+WvW0bEnl0c+0/0vNp8f9RyXdbqA3m9rydvn0r8lXarzIF5Sf7tVyOi296D+aIxfRlG3a2I2GgDf5io3Mudhyf3617Oz+PfawqyZwPZdr2S95S+NP/2hG4S8ceQDVNPrHu+VFSu+Xd1Pihvky8NUKiSJKlJmZSUJPXVLyLiZxFxUESMrGyMiMnAz8mG5D0N3FR1zH1kPShHR8R7uin3OrJfYHcFvh8RY/JyR0XEvwE/BJb3J/B8AZrK4igf7WMxd0fEf0bElEqCMjJTgR/k+8xNKa2oOuae/HW/iHhVN+XOzF+PjYj/V1X21hHxc7Lh4Su6ObaW+u3Jb4EF+b+nRcRbKwmbiHgL2UrUG+Xn8T99KH9ApZRuZl19XRwRh+U9s4iIfYGrWbc4Um9dlX8FcElEfLrqWnxZROwWEWdHxOFV8TxMNichwBkR8fGI2Dg/ZgeyBaC2B54CvtnpXB4Gbsu/vTAidsuP2ygi3gdMo/t276/KdfnBiOhp+HgtngWuiog3QNZTLiLewbqE1MyU0h86HXMS2UJOE4A/RsS7K/WWl7F9RHyWbK7HvRhYu5Ddy5+NiB2qrveN8nvo8/l+13Q6rlJnR/QwzLhybX4nIt5YVfYU4HrgFQMQfyWOgyOir1MV9Md/kvX6nQjMiIgdASJi44j4GPD9fL+fppTu73Rs5Q8bh0bElyq9yvP/Q37DwLe1JElqMiYlJUl9NQw4iizxsyoiVkREB/AQWe+0tcCxKaUXV5RNKXWQ/bIJWRJpZUQszr/em+/Tzrohk58CVkTEP8iSFmeS/TJ/7gDEX5nv8eyIWF0Vx2drPH4s2QI/twFPRcRysgTYrWSLZiwj6yVUbTbwANncm+0R8XjV51aGMF5INnR4KPDTvOwVwMPAR8jmtltAF2qp356klJ4F3pN/1tZkSZXVebtel2/7C3BESqmvyb6BdiRwP9kcnleQxfskcDNZ77ET+1Jo3gvsQ8AcshWfvw8sz6/Fp8na4PO8tIfaiWT1tjHwY+DJvP3ayYaxPkM2V+qiLj72M3nZuwIL8vNYTZa8mQf8d1/OpQY/zV/fR3YvL8mvmYv6UNYXyOZW/UNV/JeTtc/9ZO21npTSYuBgsj8UbEvW+251RCyLiDVkyfbvkiV06zGP6avz8tuBp/N7eQ1ZInU0Wd1/s9MxvyRLwO4HLIuIpXmd3Vy1z1fJngOTyO79pyJiNdkzYzeyPzD012Vkz8YdgEci4tHKPT8AZW9QSukBsvNYQ3Z9L8yv9yfJEvQbkz2zX/JcTSldRdbWAZwBPJEf+xBZ78m+9nKWJEklYVJSktRXJwFfJEtKPkg2THkIWdLtZ8DrUkq/7OK4TwCnkyUANiZbIGEbssVtAEgpfZ5s+OufyJI4Q4E7yX6xPZR1c9D1x2lkwwMXkP1SXImj1mGQ78rP4w9kyZRNyJIUC8h+wd4lpbRe8jBfsOctZAmNpWTJm8rnDs33eZZsrrkzyOr1BbLznQm8I1/xvCcbrN+e5L2Zdiern7ur3rob+Abwmm4Sag2RUnqUbO6575AlU4eQDZv9KdkCJQ/0o+yVZHNAHkmWlP0HWT0+Spas/CxZwq36mKfIFms6hqyX8FNkSc2HyRLhu6WUpnfzebeSJbmuIJtvbyiwiGzI9yEMzHXf1efeQLby9ByypOiWZNdMXxaeuZ+sh9sFZO0wBFgMnA3slbdXVzHMBXYiuyf/SJbUGpPHMw/4FjAlpTSnDzH15M9kUxKcS/a8WQmMIhsWfTPwaWDflFL1lA+klBYCB5L/UYasrrahan7EfFXvqcCvgMfJ6mIlWS/jKSmla/sbfP5HnzeRJff+Tpb8rdzzhUgpXUGWZD2PrK2Hk133N5M9xw/K/2DSlQ+SDWNvJ7u+nyMbzr/3QNSPJElqbtH4hTMlSZJUZnnPvG2AN+WLXUmSJEk9sqekJEmSJEmSpEKZlJQkSZIkSZJUKJOSkiRJkiRJkgplUlKSJEmSJElSoVzoRpIkSZIkSVKh7CkpSZIkSZIktaCI+HBEpPzrmF4eu1VEXBARf42IZyJicUScExGbDkRsQweiEEmSJEmSJEnNIyImAT8AVgOb9PLY7YA/AmOB6cBCYCpwAnBwROybUlren/jsKSlJkiRJkiS1kIgI4GfAcuDcPhTx32QJyc+klA5PKZ2UUnoz8F1gR+A/+hujSUlJkiRJkiSptXwGeDPwUaCjNwdGxLbA24DFwA87vf31vLwPR8SI/gRoUlKSJEmSJElqERGxM3AG8L2U0o19KOLN+eu1KaUXqt9IKT0J/AEYDuzTnzidU1KSJEmSJElqsIi4vbv3Ukp71ljGUOCXwF+Ar/QxlB3z10XdvH8fWU/KHYDr+/gZJiV7KTU6AEmSJEmSpA2IRgfQLF7+ptPKlMu5YwDK+BqwB7BfSunpPpYxOn9d1c37le1j+lg+YFJSkl5izdrunrv9M2zI6A3vJEmS1EL8uao2M5bMrFvZh046sG5lSxpYtfaG7E5ETCXrHXl2Sun/Biaqrj8qf+1Xwtc5JSVJkiRJkqQSqxq2vQg4uZ/FVf6i1N1fgEZ12q9PTEpKkiRJkiRJ5bYJ2RyPOwNrIiJVvshWzAY4L992zgbKas9fd+jm/Vflr93NOVkTh29LkiRJkiSpNcWgmV7zGeCn3bz3OrJ5Jm8mSzhuaGj3rPz1bRHRVr0Cd0SMBPYFngZu6U/AJiUlSZIkSZKkEssXtTmmq/ci4hSypOTPU0rnV23fCNgOeC6l9EBVWQ9ExLVkK2x/EvhBVXGnAiOAH6eUOvoTs0lJSZIkSZIkafDZEvgz8DAwudN7xwN/BL4fEW/J99sbeBPZsO1/7++HO6ekJEmSJEmSpBflPSf3Ai4kS0aeSNar8vvA61NKy/v7GfaUlCRJkiRJUmtqsz9eSukU4JQuti8Gup10M6W0BPhoveKyZSRJkiRJkiQVyqSkJEmSJEmSpEI5fFuSJEmSJEmtKbodnawGs6ekJEmSJEmSpEKZlJQkSZIkSZJUKIdvS1IvzLzmeubNvYP2hYtY1H4/HR0dHHLYwZx+5mmNDk2SJKlU/LmqNh2rVnPXHxZw76138+hDf2XVslUMHTqECa+cyJSD92HqQfvQ5urCUvccvt20TEpKUi+cd+4FtLffx/Dhwxk3fiwPPdjR6JAkSZJKyZ+rajP/xj9x8fd+y6jNR7H97jswZuymrF7xJAtuns/vzv41C2+7lyO/djRh4kVSyZiUlKRe+MJJn2PcuLFsvc0k5s29g2OOOq7RIUmSJJWSP1fVZoutxnL0N45l5713Wa9H5CFHv5NzPnkWC266kwU33cnu++/RwCglqfdKnZSMiJcD+wA7AGOABKwCFgG3pJSebmB4klrQ1L33anQIkiRJLcGfq2rzqj127HL7qM1G8YZ37MeVF1zBA/PvMykpqXRKmZSMiE2B/wA+DAzvZrenI+LnwFdTSisKC06SJEmSpAK0DRmy3qukLoRzrjar0iUlI2IM8AdgJ6ADmAncR9ZDMoBRwKuAfYHjgDdFxBtSSisbE7EkSZIkSQNr7dq1zJt5KwA7Tdm5wdFIUu+VLikJfJ0sIfld4OsppdVd7RQRmwCnAZ8FvgZ8vrAIJUmSJEmqoxnnT+exxY+y89Rd2GnKqxsdjiT1WhmTkocDN6SUTuxppzxZ+fmIeC3wbmpMSkbE7T2U2Zs4JUmSJEkacDdeNpvZv7+BsVuP40MnfaTR4UjNrc2V6ZtVGQfWTwBu68X+t+THSJIkSZJUajdPn8O0H17MuG3Gc/y3T2DEqBGNDkmS+qSMPSWXA10vP9a1nfNjapJS2rOnt3vxuZIkSZIkDZg5l8xi+o8uYfzkCRx31mcYuenIRockSX1Wxp6S1wCHR8TxG9oxIj4FvBO4uu5RSZIkSZJUJ9dfNJPpP7qELbfbiuPPPsGEpFSriPJ8DTJl7Cl5MnAo8IOIOBG4FlhEtvo2wGhgB+BtwGTgcbKFbiRJkiRJKp1rf3UVV184g612mMSxZ3zKIduSWkLpkpIppaUR8XrgR8CBwLG8dFh1Jb18LXB8SmlpgSFKamE3XDebWTfMAWDZsmxmiAXz7+Lkr5wKwJgxYzjxiyc0LD5JkqSy8Oeq2sy99hauvnAGbW1tbLvr9tx02eyX7LPZ+M2ZetA+xQcnSf1QuqQkQErpQeCgiHgl8GayOSZH52+vAtqBWfl+kjRg2hcu4vJpM9bb9siSpTyyJPvbx8SJE/zhWZIkqQb+XFWb5Y9mCdsXXniBGy+d1eU+271me5OSkkonUnLtll6wsqRBYM3aVRveqQ+GDRm94Z0kSZJaiD9X1WbGkpl1K/vQSQfWrWw1tcE3QWE3Xn7o2aXJ5Tw948RB1W5lXOhGkiRJkiRJUomZlJQkSZIkSZJUqFLOKSlJkiRJkiRtUAyqEdGlYk9JSZIkSZIkSYUyKSlJkiRJkiSpUCYlJUmSJEmSJBXKOSUlSZIkSZLUmtqcU7JZ2VNSkiRJkiRJUqFMSkqSJEmSJEkqlMO3JUmSJEmS1JrC/njNypaRJEmSJEmSVCiTkpIkSZIkSZIK5fBtSZIkSZIktaZw9e1mZU9JSZIkSZIkSYWyp6QkdTJsyOhGhyBJktQS/LmqNodOOrDRIUhS4ewpKUmSJEmSJKlQ9pSUJEmSJKmB1qxdVbey7a2qQS/sj9esbBlJkiRJkiRJhTIpKUmSJEmSJKlQDt+WJEmSJElSa2qLRkegbthTUpIkSZIkSVKhTEpKkiRJkiRJKpRJSUmSJEmSJEmFck5JSZIkSZIktaZwTslmZU9JSZIkSZIkSYUyKSlJkiRJkiSpUA7fliRJkiRJUmsK++M1K1tGkiRJkiRJUqHsKSlJkiRJUhObec31zJt7B+0LF7Go/X46Ojo45LCDOf3M0xodmiT1mUlJSZIkSZKa2HnnXkB7+30MHz6ccePH8tCDHY0OSSoPV99uWiYlJUmSJElqYl846XOMGzeWrbeZxLy5d3DMUcc1OiRJ6jeTkpIkSZIkNbGpe+/V6BAkacC50I0kSZIkSZKkQpW2p2REvBs4AHgeuDqlNLOb/Y4EjkwpvbnA8CRJkiRJktRobc4p2axKl5SMiAB+C7wHqFxZn42IGcBHUkorOx0yGXhjcRFKkiRJkiRJ6knpkpLAR4H3AkuAc4HngCOBw4CbI+LNKaXH+1p4RNze3Xsppb4WK0mSJEmSJClX1qTkSmBKJfkYEd8FvgV8HrguT0wua2CMkiRJkiRJarRwOZVmVcak5G7AxdW9IVNKa4EvRMRfgHPIEpNvSimt6G3hKaU9e3q719FKkiRJkiRJWk8Z08UvA/7W1Rsppe8DnwZeA8yMiDFFBiZJkiRJkiRpw8qYlFwKbN3dmymlH5IN434dcA0wuqC4JEmSJEmSJNWgjMO37wLe1NMOKaVzImJj4HRgj0KikiRJkiSpDm64bjazbpgDwLJlywFYMP8uTv7KqQCMGTOGE794QsPik5paRKMjUDfKmJS8Ejg8Ig5NKc3obqeU0rci4mXAqTgXpCRJkiSppNoXLuLyaev/+vvIkqU8smQpABMnTjApKal0ypiUvBQYAnQzfQ1hAAAgAElEQVRsaMeU0jfyxW8m1zsoSZIkSZLq4bhPfZzjPvXxRochSQOqdEnJlNI/gB/3Yv+f1zEcSZIkSZIkNSuHbzetMi50I0mSJEmSJKnETEpKkiRJkiRJKlTphm9LkiRJkiRJNWmzP16zsmUkSZIkSZIkFcqkpCRJkiRJkqRCmZSUJEmSJEmSVCjnlJQkSZIkSVJrimh0BOqGPSUlSZIkSZIkFcqkpCRJkiRJkqRCOXxbkiRJkiRJrcnh203LnpKSJEmSJEmSCmVSUpIkSZIkSVKhTEpKkiRJkiRJKpRzSkqSJEmS1EDDhoxudAhS6wr74zUrW0aSJEmSJElSoewpKUmSBpU1a1fVrWx7ujQf21v14HUlSVL/mZSUJEmSJElSa2qLRkegbjh8W5IkSZIkSVKhTEpKkiRJkiRJKpTDtyVJkiRJktSawuHbzcqekpIkSZIkSZIKZVJSkiRJkiRJUqFMSkqSJEmSJEkqlHNKSpIkSZIkqTWF/fGalS0jSZIkSZIkqVAmJSVJkiRJkiQVyuHbkiRJkiRJak0RjY5A3bCnpCRJkiRJkqRC2VNSkiQpN/Oa65k39w7aFy5iUfv9dHR0cMhhB3P6mac1OjTViW2ugeY1JUlSbUxKSpIk5c479wLa2+9j+PDhjBs/loce7Gh0SKoz21wDzWtKkqTamJSUJEnKfeGkzzFu3Fi23mYS8+bewTFHHdfokFRntrkGmteUJDWZNueUbFYtlZSMiL2BqcDLgcXA1SmlJxoalCRJKo2pe+/V6BBUMNtcA81rSpKk2pQuKRkRBwMHAP+eUlqbb3sF8DvgjZ12XxkRH0spXVpslJIkSZIkSZK6U7qkJPA5YEwlIZm7GNgfeAS4BlgB7AocBPwmIvZLKc0tPFJJkiRJkiQ1TrQ1OgJ1o4xJyd2AyyvfRMQ+ZAnJq4EjUkprqt47ELgS+DJwRMFxSpIkSZIkSepCGZOSmwHLqr6fCiTgxOqEJEBKaWZETCMb7l2TiLi9u/dSSr2LVJIkSZIkSdJLlDEp+Q9gQtX3w/LXh7vZfzEwsp4BSZIkSZIkqQmFq283qzImJf8POCwihqeUngLuAYKsx+TsLvafCiyttfCU0p49vd2LOCVJkiRJkiR1oYyzfZ4DbAFcGhGbkc0leRfw44jYtbJTRAyNiNOA/YDLGhKpJEmSJEmSpJcoXU/JlNJNEfE14DSyIdszgBuBTwB/iogHgZXAq4DRwP3ANxsUriRJkiRJkqROSpeUBEgpfTMi2oFvAe8nG1ZdmSTgVfnr88Cvgc+nlFYWH6UkSSqbG66bzawb5gCwbNlyABbMv4uTv3IqAGPGjOHEL57QsPg08GxzDTSvKUlqLuGckk2rlElJgJTS7yPiYuANwBRgLDAEWAG0AzemlJY3MERJklQy7QsXcfm0Gette2TJUh5Zkk1PPXHiBJMJLcY210DzmpIkqTaRkmu39IKVJUlSya1Zu6puZQ8bMrpuZatvbG/Vg9eVpBKwe2Bu+PGXliaX89R/HzGo2q20PSUlSZIkSZKknjh6u3mVcfVtSZIkSZIkSSVmUlKSJEmSJElSoUxKSpIkSZIkSSqUc0pKkiRJkiSpJUWbk0o2K3tKSpIkSZIkSSqUSUlJkiRJkiRJhXL4tiRJkiRJklqSo7eblz0lJUmSJEmSJBXKpKQkSZIkSZKkQjl8W5IkSZIkSS0pwvHbzcqekpIkSZIkSZIKZVJSkiRJkiRJUqFMSkqSJEmSJEkqlHNKSpKkQWXYkNGNDkEFsr1VD15XklQeTinZvOwpKUmSJEmSJKlQ9pRUqa1Zu6puZbfaX8Ctq9rVq65arZ6K4HUrScXxmdtcZiyZWbeyD510YN3K1uBWxHPEe0NqHSYlJUmSJEmS1JLC8dtNy+HbkiRJkiRJkgplUlKSJEmSJElSoUxKSpIkSZIkSSqUc0pKkiRJkiSpJTmnZPOyp6QkSZIkSZKkQpmUlCRJkiRJklpARHwrIq6PiCUR8XRE/CMi/hQRX4+IzXtRzuKISN18PTYQsTp8W5IkSZIkSS1pEI7e/hxwBzATeBwYAewDnAJ8PCL2SSktqbGsVcA5XWxfPQBxmpSUJEmSJEmSWsSolNKazhsj4j+ArwBfBo6vsayVKaVTBjC29Th8W5IkSZIkSWoBXSUkc7/LX19VVCwbYk9JSZIkSZIktSRX337RO/LXBb04ZuOI+Fdga6AjP/bGlNLagQjIpKRa1sxrrmfe3DtoX7iIRe3309HRwSGHHczpZ57W6NCajnVVO+uqedgWklQcn7nNo2PVau76wwLuvfVuHn3or6xatoqhQ4cw4ZUTmXLwPkw9aB/a2hwQp+ZTxHPE+0NlFxG3d/deSmnPXpb1BWATYDSwF7AfWVLxjF4UMx74ZadtD0XER1NKc3oTT1dMSqplnXfuBbS338fw4cMZN34sDz3Y0eiQmpZ1VTvrqnnYFpJUHJ+5zWP+jX/i4u/9llGbj2L73XdgzNhNWb3iSRbcPJ/fnf1rFt52L0d+7Wh7BqnpFPEc8f6Q1vMFYFzV91cDR6WU/l7j8T8DbgLuAZ4EtgU+BXwcuCoiXp9Smt+fAE1KqmV94aTPMW7cWLbeZhLz5t7BMUcd1+iQmpZ1VTvrqnnYFpJUHJ+5zWOLrcZy9DeOZee9d1mvx9chR7+Tcz55FgtuupMFN93J7vvv0cAopZcq4jni/aGy621vyA2UNR4gIsYBbyDrIfmniDgspXRHDcef2mnT3cAnImI1cCLZat7v7k+MJiXVsqbuvVejQygN66p21lXzsC0kqTg+c5vHq/bYscvtozYbxRvesR9XXnAFD8y/z6SLmk4RzxHvD3UlBvmI/ZTS34DLIuIOYBHwC2DXfhR5LllScv/+xjbIm0aSJEmSWkPbkCHrvUpax/tDg11K6WHgXmCXiHhFP4p6PH8d0d+YSpeUjIjnImJ6RBwaTgQhSZIkSaxdu5Z5M28FYKcpOzc4Gqm5eH9IL5qYv/Zn9ezX568P9jOWUg7fHgIcln8tjYjzgZ+mlJY2NixJkiRJaowZ50/nscWPsvPUXdhpyqsbHY7UVLw/BrfB1J8tInYCVqaUHuu0vQ34BjAW+GNKaUW+fSNgO+C5lNIDVfvvAjyaUvpHp3K2Af4r//ZX/Y23jElJgFnAcGAf4OvAyRFxJfBj4KqUUuprwRtYfr2vxUqSJElSXdx42Wxm//4Gxm49jg+d9JFGhyM1Fe8PDTIHA2dFxI3AA8ByshW430i2evZjwMeq9t8S+DPwMDC5avv7gJMiYhbwENnq29sBhwLDgCuBb/c32LImJW9MKZ2WZ24/AfwL8A6y3pOP5L0nL7D3pCRJkqRWdvP0OUz74cWM22Y8x531GUaM6vcUX1LL8P7QIHQd8BNgX2B3YAzQQbbAzS+B73fu/diNWcCOwB5kw7VHACuBm/NyftmfDoEVZU1KApBSugf4dET8G/AB4ONklXUK8LWImEHWGDX3ntzA8ut2lZQkSZLUFOZcMovpP7qE8ZMncNxZn2HkpiMbHZLUNLw/NBillO4GPtmL/RcDLxnfnlKaA8wZuMi6VrqFbrqSUlqTUvp5SmlfYBey8e1PAO8EriDraipJkiRJLeH6i2Yy/UeXsOV2W3H82SeYcJGqeH+oWkR5vgablkhKVksp/TmldALZikJHAn8Etm5sVJIkSZI0MK791VXMOH86W+0wiU+c9Wk2Gb1Jo0OSmob3h1QepR6+3ZOU0jPk49zz1Yc0yNxw3Wxm3ZD1Nl62bDkAC+bfxclfORWAMWPGcOIXT2hYfM3EuqqdddU8bAtJKo7P3OYx99pbuPrCGbS1tbHtrttz02WzX7LPZuM3Z+pB+xQfnNSDIp4j3h9SubRsUrJaSmlho2NQ8doXLuLyaTPW2/bIkqU8siRb/2jixAn+8JyzrmpnXTUP20KSiuMzt3ksfzRL5rzwwgvceOmsLvfZ7jXbm3RR0yniOeL9oa60DcZx0SURA7BYTqEi4kjgzpTS/AZ8fLkqaxBYs3ZV3coeNmR03cpuBOuqdvWqq1arpyJ43UpScXzmNpcZS2bWrexDJx1Yt7I1uBXxHPHeqJmZuNyEL88oTS7n0dMPHVTtVrqekimlnzc6BkmSJEmSJEl9V7qkpCRJkiRJklSLcPh202q51bclSZIkSZIkNTeTkpIkSZIkSZIKZVJSkiRJkiRJUqGcU1KSJEmSJEktySklm5c9JSVJkiRJkiQVyqSkJEmSJEmSpEI5fFuSJEmSJEktKRy/3bTsKSlJkiRJkiSpUCYlJUmSJEmSJBXKpKQkSZIkSZKkQjmnpCRJkiRJklqSU0o2L3tKSpIkSZIkSSpUpJQaHUOZWFmSJEmSJKnZ2T8wN+nkq0qTy1nyjbcPqnZz+LYkSZIkSZJaUrQNqjxfqZiUlDZgzdpVdSt72JDRdSu7sxlLZtat7EMnHVi3siXVplWeVUWwrgaXItq7Va6pVjkPaaB5bzSXVmmPVjkPqT+cU1KSJEmSJElSoewpKUmSJEmSpJbk6tvNy56SkiRJkiRJkgplUlKSJEmSJElSoUxKSpIkSZIkSSqUc0pKkiRJkiSpJYWTSjYte0pKkiRJkiRJKpRJSUmSJEmSJEmFcvi2JEmSJEmSWpKjt5uXPSUlSZIkSZIkFcqkpCRJkiRJkqRCmZSUJEmSJEmSVCjnlJT6YeY11zNv7h20L1zEovb76ejo4JDDDub0M09rdGg161i1mrv+sIB7b72bRx/6K6uWrWLo0CFMeOVEphy8D1MP2oe2Nv9+IZVZKzyrimJdDT71bvNWuaZa5TykevD+aB6t0hatch7NIpxUsmmZlJT64bxzL6C9/T6GDx/OuPFjeejBjkaH1Gvzb/wTF3/vt4zafBTb774DY8ZuyuoVT7Lg5vn87uxfs/C2eznya0f7IJdKrBWeVUWxrgaferd5q1xTrXIeUj14fzSPVmmLVjkPaUNMSkr98IWTPse4cWPZeptJzJt7B8ccdVyjQ+q1LbYay9HfOJad995lvR6Rhxz9Ts755FksuOlOFtx0J7vvv0cDo5TUH63wrCqKdTX41LvNW+WaapXzkOrB+6N5tEpbtMp5SBvScknJiJgM7AE8C/wxpbSioQGppU3de69Gh9Bvr9pjxy63j9psFG94x35cecEVPDD/PpOSUom1wrOqKNbV4FPvNm+Va6pVzkOqB++P5tEqbdEq59EsHPXXvEo5UVxEfCgi7o+IVRFxcUS8It9+BnAfcDFwOfBIRHyqkbFKZdY2ZMh6r5IkSZIkSQOhdD0lI2If4JdAAE8CRwAjIuLnwBeBpcBtwBbAvsD3IuLPKaXrGxSyVEpr165l3sxbAdhpys4NjkaSJEmSJLWS0iUlgc8DzwEHpZTmRMT+wDXAtsC1wLtTSk8DRMTbgf8FPgOYlJR6Ycb503ls8aPsPHUXdpry6kaHI0mSJElSr7U5ertplTEpuSdweUppDkBK6caIuAJ4D/CBSkIyf++qiJgB7F1r4RFxe3fvpZT6HrVUIjdeNpvZv7+BsVuP40MnfaTR4UiSJEmSpBZTxjklJwD3d9pW+X5hF/vfC2xW14ikFnLz9DlM++HFjNtmPMd/+wRGjBrR6JAkSZIkSVKLKWNPyeXAKzpt2zx/HQ8s7vTeeOCpWgtPKe3Z09u1liOV0ZxLZjH9R5cwfvIEjjvrM4zcdGSjQ5IkSZIkSS2ojD0l/wwcHhGbA+SvhwMrgU9W7xgRE4F3k/WWlNSD6y+ayfQfXcKW223F8WefYEJSkiRJklR60Ral+RpsythT8nvAFcBdEXErMJWsp+R7gIsjYjIwm2z17Y8DmwAXNSJQqSyu/dVVXH3hDLbaYRLHnvEph2xLkiRJkqS6Kl1SMqU0IyLOAk4E3gU8C3w+pTQ9Iv4dOAM4It89gJnADxsSrFreDdfNZtYNcwBYtmw5AAvm38XJXzkVgDFjxnDiF09oWHy1mHvtLVx94Qza2trYdtftuemy2S/ZZ7PxmzP1oH2KD07SgGiFZ1VRrKvBp95t3irXVKuch1QP3h/No1XaolXOQ9qQ0iUlAVJKX4qI7wDbAPellFbk28/Me08eBmwM3ARcnFw2W3XSvnARl0+bsd62R5Ys5ZElSwGYOHFC0/9nsfzR7D+5F154gRsvndXlPtu9ZnuTklKJtcKzqijW1eBT7zZvlWuqVc5Dqgfvj+bRKm3RKufRLGLwjYoujTBf1ytW1iC0Zu2qupU9bMjoupXd2YwlM+tW9qGTDqxb2ZJq0yrPqiJYV4NLEe3dKtdUq5yHNNC8N5pLq7RHAedhKi634xnXlSaX037SWwdVu5VxoRtJkiRJkiRJJWZSUpIkSZIkSVKhSjmnpCRJkiRJkrQh4aSSTcuekpIkSZIkSZIKZVJSkiRJkiRJUqEcvi1JkiRJkqSW5Ojt5mVPSUmSJEmSJEmFMikpSZIkSZIkqVAO35YkSZIkSVJLcvXt5mVPSUmSJEmSJEmFMikpSZIkSZIkqVAmJSVJkiRJkiQVyjklJUmSJEmS1JKcU7J52VNSkiRJkiRJUqHsKSltwLAhoxsdwoA4dNKBjQ5BUh21yrOqCNbV4FJEe7fKNdUq5yENNO+N5tIq7dEq5yH1h0lJSZIkSZIktSRHbzcvk5LSILFm7aq6ld1qf+WrV121Wj1JklqLPys0l7f85va6lX39B/cEbHOVk9et1DqcU1KSJEmSJElSoUxKSpIkSZIkSSqUw7clSZIkSZLUkqLNSSWblT0lJUmSJEmSJBXKpKQkSZIkSZKkQjl8W5IkSZIkSS0pHL3dtOwpKUmSJEmSJKlQJiUlSZIkSZIkFcrh25IkSZIkSWpJbY7fblr2lJQkSZIkSZJUKJOSkiRJkiRJkgrl8G1JzLzmeubNvYP2hYtY1H4/HR0dHHLYwZx+5mmNDq3pWFeSpMHI//+ay8d235IdNhvOViOHMXrjoTyz9gX+9tSz/OGRlUxf9DhPPLu2359hm6uMvG6lcjEpKYnzzr2A9vb7GD58OOPGj+WhBzsaHVLTsq4kSYOR//81l/fsOJb7VjzF7X97gpVrnmfY0DZ23nwER+02kcO2ewWfmrmQvz/1XL8+wzZXGXndqivhnJJNy6SkJL5w0ucYN24sW28ziXlz7+CYo45rdEhNy7qSJA1G/v/XXN5x8Z0890J6yfb/95qJ/MsuE/jgq8fz/XlL+vUZtrnKyOtWKheTkpKYuvdejQ6hNKwrSdJg5P9/zaWrhCTA7L+s4F92mcBWI4f1+zNsc5WR161ULqVPSkbEKGAnYFNgLfA4cE9Kqf8TqUiSJElSSbx+y9EAPLjy6QZHIknNw9Hbzau0ScmI+AjwaeB1Xbz9dET8FvhGSmlxoYFJkiRJUgHet9M4Xj60jREbDWHHzYaz29iRPLDiKX5z72ONDk2SpA0qXVIyItqAi4D3AJ3z3YuAfwCvBT4KvDci3pNSuq7YKCVJkiSpvt6/0zg2e/lGL35/219Xceati1n1zPMNjEqSpNqULikJfBJ4LzANOBl4ENgWOA04GPgg8GfgI8DpwKURsWtK6S+1FB4Rt3f3Xkpdz90iSZIkSUV737QFAGw6bCivfsUmfGz3LTn3oJ356o33c98Kh3BLkppbW6MD6IOPAvcA70sp3ZNSejqldA/wfrIE5TdTSmtSSj8hS1K+HPhS48KVJEmSpPpZseZ5/vDISr446z5GbTyUL+3zykaHJElNI9qiNF+DTRl7Su4I/KTzQjYppbURcR1Z0rKybW5EXEmWnKxJSmnPnt7ubbCSJEmSVITHn3qWh59Yw6s2Hc6olw3hiWdd+1OS1LzK2FNyLTCim/eGAxt12nYPMLGuEUmSJElSE3hFPsfkC3ankCQ1uTL2lLwHeEdEbJpSWlHZGBGbAu8E2jvtPxJwQhVJkiRJpTdp5Masfm4tK9asv5hNAB99zUQ2HbYRd/99Naufs5ekJAFEDL5h0WVRxqTkecD5wG0RcTbwEPBK4PPAWODMTvvvCjxQaIRSydxw3Wxm3TAHgGXLlgOwYP5dnPyVUwEYM2YMJ37xhIbF10ysK0nSYOT/f81jysTRHPvarVjw+JP8dfUzPPHs82w6bCN232IkE0duzPKnn+M7tz3c78+xzVVGXrdSuZQuKZlSuiAiDgD+Ffhh1VsBXAl878UNESPJFrq5qMgYpbJpX7iIy6fNWG/bI0uW8siSpQBMnDjB/7xz1pUkaTDy/7/mccdjTzDj/r+zyxabsN2mw9lkoyE8/fwLPPLkGmbetZzLFj3OkwMwl6RtrjLyupXKJVIq52QjEXE48G5gPLAM+F/golTfEypnZUnAmrWr6lb2sCGj61Z2I9SrrlqtniRJrcWfFZrLW35ze93Kvv6D2dqetrnKyOu2Zo5Zzk350c2lyeXMPW6/QdVupespWZFSmgZMa3QckiRJkiRJknqnjKtvS5IkSZIkSSoxk5KSJEmSJEmSClXa4duSJEmSJElSTyIG1TSNpWJPSUmSJEmSJEmFMikpSZIkSZIkqVAO35YkSZIkSVJLijaHbzcre0pKkiRJkiRJKpRJSUmSJEmSJEmFMikpSZIkSZIkqVDOKSlJkiRJkqSWFE4p2bTsKSlJkiRJkiSpUCYlJUmSJEmSJBXK4duSJEmSJElqSeH47aZlUlIaJIYNGd3oEErDupIkDUb+/9dcrv/gnnX/DNtcZeR1K7UOh29LkiRJkiRJKpQ9JSWpkzVrV9Wl3CL/qluvcwDPQ5Ik1a7eP1cV8bNCq3yGNFi1OXy7adlTUpIkSZIkSVKhTEpKkiRJkiRJKpRJSUmSJEmSJEmFck5JSZIkSZIktSSnlGxe9pSUJEn6/+zde5xV1Xn4/8+awYrcbzKAIBhQQVS0CqIxMcYYjZckJrXfGP1GoqbGS7V+Yw21iVWTNKkk+UXbNLYxam0ac5EIphMvyF1TFSQwWstFFAOKFwiOXERgWL8/zmAHmIEzzD5n733O5+2L1/Hss2atZ++zz95nnnnW3pIkSZLKyqSkJEmSJEmSpLJy+rYkSZIkSZIqUqhx/nZWWSkpSZIkSZIkqaxMSkqSJEmSJEkqK5OSkiRJkiRJksrKa0pKkiRJkiSpIoXgNSWzykpJSZIkSZIkSWVlpaQktcO0R6czf94ClixeytIlL7Jx40bOOudMvn3brWmH1i6VsB6VsA6SJFWzcpzLHUOSssukpCS1w4/vvJslS5bRpUsX6gb05+WXNqYd0j6phPWohHWQJKmaleNc7hiSnL2dXSYlJakdrp94HXV1/Tl46BDmz1vAZROuSDukfVIJ61EJ6yBJUjUrx7ncMSQpu0xKSlI7jDvh+LRDSEQlrEclrIMkSdWsHOdyx5Ck7DIpKUmSJEmSpIrk3bezqyKSkiGE/YAPAL2ACDQCL8UYt6YamCRJkiRJkqTd5DopGUL4c+AK4CR2X5dtIYQngR/FGH9V9uAkSZIkSZIktSqXSckQQg1wP/BnQAA2AUspVEgGoAdwCPAR4JQQwmeBC2KMsYi+n23rtSJ+XJIkSZIkSdJe5DIpCfwlcD7wX8DXgDkxxqaWDUIItcApwDeb2/4OuKPMcUqSJEmSJCklocZrSmZVXpOSlwCLgVNjjFtaa9CcpJwRQjgVWAhcShFJyRjjcXt6eR9ilSRJkiRJkkouhPAPwPHAYUA/4F3gFWAK8E8xxrXt6GswcCtwJtAXWN3czy0xxnUdjbWmox2kZATwm7YSki3FGN8DHmr+GUmSJEmSJKlSXQd0BaYBtwP/AWwDbgYaQghDiukkhDAceBb4IvAM8P8BLwHXAv8VQujb0UDzWim5GejTjvZ9mn9GkiRJkiRJVSJU3+ztHjHG3XJgIYRvATcCfwNcWUQ//wz0B66JMf5ji36+TyHx+S3gyx0JNOTx5i0hhN8CJwOnxBh/v5e2xwGzgNkxxnM6OHT+Npakdtvc1NjmazMen8XMGbMBWLNmLb974ikGDzmIPz3uGAB69erFV264ttWf7VzbM/lg27CndYDKWI+OrAOUdz0kSapWpf5eVY7vPJUyhqpO9aXi2vDRn83PTS5nxuePL9n7FkIYQ+Hyho/HGE/fS9sPAMuBFcDwGOP2Fq91pzCNOwD9Y4wb9zWmvFZKfhOYDfwuhHA/8Cj/e/dtgJ4U5s6fCXwOqKWQwZWkDlmyeCkPTanfadmqla+yauWrAAwaNHCPibCsqIT1qIR1kCSpmpXjXO4YkvS+c5sfG4po+9Hmx8daJiQBYozrQwhPAh8HxgPT9zWgXFZKAoQQPgX8mMJFO9taiQCsAb4UY5yawLD53FiS2mVvf6neV1mpMOwo10OSJBWr1N+ryvFdoVLGUNWxUrJZniolZ144dkFbr+3lxsy7CSFcD3SjULh3PIUZxw3Ax2KMb+3lZycB1wPXxxi/18rr/wRcBVwZY/xRe+JqKa+VksQYp4YQZgDnA6cCh1PY0FComFwCzAAeiDGuTydKSZIkSZIkpSVU4UUlm10P1LV4/ggwYW8JyWYt82ut2bG81z7GBuQ4KQmFklHg7uZ/kiRJkiRJUi61txpyL30NAAgh1AEnAd8Bfh9COCfG2GZFZpF2ZHo7VIVa08EgJEmSJEmSJGVQjPGNGOODFK4B2Re4r4gfa3nPltb02KXdPsl1pWSxmufCfybGODztWCRJkiRJklQeVTx9eycxxldCCC8Ax4QQ+sUY1+yh+ZLmx8PaeP3Q5selHYmpWiol+wHD0g5CkiRJkiRJSsmg5semvbSb2fz48RDCTrnDEEJ34IPAu8BTHQmmWpKSkiRJkiRJUsUKIYwMIQxoZXlNCOFbQH/gdzHGdc3L92v+mZ1mFscYlwOPUSjwu2qX7m4BugL3xRg3diTeXE7fDiEUM/+9pZNKEogkSZIkSZIyq6a6Zm+fCUwKIcwBlgNrKdyB+xTgA8DrwEWlNBwAACAASURBVJdatD8I+B/gFXafYXwl8DvgjhDCac3tTgBOpTBt+287Gmwuk5LARRTu8NOeXatDdwSSJEmSJEmSMuxx4F8pTK8eA/QCNlJIIv47cEeM8Y/FdBRjXB5COB64lUKy8yxgNXAHcEux/exJXpOS64FVFLK2xZhI4S5DkiRJkiRJUsWJMT7P7tOt99R+BXso+IsxrgS+2PHIWpfXpOQiYEyMcXYxjUMIE0objiRJkiRJkqRi5TUpuRD4YAhhePPFNyVJkiRJkqSdhCq7qGSe5DUpORv4EDCYwoU792YKsKKUAUmSJEmSJEkqTi6TkjHGycDkdrSfCkwtXUSSJEmSJEmSipXLpKQkSZIkSZK0NyE4fTurTEpK0i461/ZMO4QOq4R1gMpZD0mSqlWpz+Xl+K5QKWNIUtbUpB2AJEmSJEmSpOpipWSV2tzUWLK+/SufJGlf1a+cVrK+zx5yesn6liS1rlS/d5Tzd45y/O7k+U8qHWdvZ5eVkpIkSZIkSZLKyqSkJEmSJEmSpLIyKSlJkiRJkiSprLympCRJkiRJkipS8KKSmWWlpCRJkiRJkqSyMikpSZIkSZIkqaycvi1JkiRJkqSKFGqcvp1VVkpKkiRJkiRJKiuTkpIkSZIkSZLKyqSkJEmSJEmSpLLympKSJEmSJEmqSMFLSmaWSUm1atqj05k/bwFLFi9l6ZIX2bhxI2edcybfvu3WtEOTJFWhjY0beO7JBl54+nlWv/wajWsa6dSploGHDGLsmeMZd8Z4amqcACJJeVIpv3OUej08B0qqVCYl1aof33k3S5Yso0uXLtQN6M/LL21MOyRJUhVbNOf3PHD7L+jRtwcjxhxGr/692bBuPQ1PLOKX3/sZi595gYtvupTgn8IlKTcq5XeOUq+H50BJlcqkpFp1/cTrqKvrz8FDhzB/3gIum3BF2iFJkqrYgYP7c+k3LmfUCaN3qgY569JP8oOrJtEwdyENcxcy5sPHphilJKk9KuV3jlKvh+dAqWNM2GeXNd5q1bgTjmfosIP98EqSMuHQYw9n9IlH7TY9rUefHpx07skALF+0LI3QJEn7qFJ+5yj1engOlFSpTEpKkqRcq6mt3elRkqRq4TlQUp45fVuSJOVWU1MT86c9DcDIsaNSjkaSpPLxHCgVJ+/V2JXMSklJkpRb9XdN5fUVqxk1bjQjxx6RdjiSJJWN50BJeVcVlZIhhEuBD8YYLymi7bNtvRZjTDQuSZK07+Y8OItZv5pB/4Pr+PzEL6QdjiRJZeM5UFIlqJZKyZOBi9MOQpIkJeOJqbOZ8sMHqBs6gCu/ey1de3RNOyRJksrCc6CkSlEVlZLtEWM8bk8vly0QSZLUqtmTZzL1R5MZMGwgV0y6hu69u6cdkiRJZeE5UGq/Gi8pmVm5TEqGEPY6DXsXh5YkEEmSVFbTfz6N+rumctDwwVx+29V069kt7ZAkSSoLz4GSKk0uk5LAXbSvajG0s70kScqYx376MI/cW8/gw4Zw+XeudrqaJKlqeA6UVInympTcCqwG7imy/aeBo0sXTuWZ8fgsZs6YDcCaNWsBaFj0HF+/8RYAevXqxVduuDa1+CRJ1WXeY0/xyL311NTU8IEjRzD3wVm7tekzoC/jzhhf/uAkSfukUn7nKPV6eA6UOiYEa9SyKq9JyReAuhjjLcU0DiEMw6RkuyxZvJSHptTvtGzVyldZtfJVAAYNGpiLLwiSpMqwdnXhl7zt27cz59czW20z/OgR/kImSTlSKb9zlHo9PAdKqlQhxvxljEMId1O4m/agGOMbRbS/B/hCjLG2g0Pnb2O1YXNTY8n67lzbs2R9S5IqW/3KaSXr++whp5esb0lS60r1e0c5f+cox+9Onv9UAt7epdl59c/lJpfz4NlHVdX7VpN2APtoEYUP2DFFtl8MzCldOJIkSZIkSZKKldfp2z8E7gU2FdM4xvgPwD+UMiBJkiRJkiRlS6iq2sN8yWVSMsa4DShdDb0kSZIkSZKkksnr9G1JkiRJkiRJOZXLSsn2CiFMAj4TYxyediySJEmSJEkqj5qQm/vcVJ1qqZTsBwxLOwhJkiRJkiRJ1ZOUlCRJkiRJkpQRuZy+HUK4r50/clJJApEkSZIkSVJmefPt7MplUhK4CIi0b9/yIgKSJEmSJElSBuQ1KbkeWAVcWWT7icDHSxeOJEmSJEmSpGLlNSm5CBgTY5xdTOMQwoTShiNJkiRJkiSpWHlNSi4EPhhCGB5jXJ52MJIkSZIkScqemuDV/LIqr0nJ2cCHgMFAMUnJKcCKUgYkSZIkSZIkqTi5TErGGCcDk9vRfiowtXQRSZIkSZIkSSpWiNEy1nZwY0mSJEmSpKwLaQeQFZ97dFFucjk/P2NMVb1vNWkHIEmSJEmSJKm65HL6tlRpNjc1lqzvzrU9S9a3sqt+5bSS9X32kNNL1nca/PxJUvl4zFUelWO/PeDUW0s2xrszbypZ32nwe65UOayUlCRJkiRJklRWVkpKkiRJkiSpIoWqukpjvlgpKUmSJEmSJKmsTEpKkiRJkiRJKiunb0uSJEmSJKki1YSYdghqg5WSkiRJkiRJksrKpKQkSZIkSZKksnL6tiRJkiRJkiqSN9/OLislJUmSJEmSJJWVSUlJkiRJkiRJZWVSUpIkSZIkSVJZeU1JSZIkSZIkVaSaENMOQW0wKSll3LRHpzN/3gKWLF7K0iUvsnHjRs4650y+fdutaYemnNrYuIHnnmzghaefZ/XLr9G4ppFOnWoZeMggxp45nnFnjKemxkJ68PMnSeXkMVd5lca+e8HpR3H3jecBcMWk33Dvb39fsrHyxO+5Ur6YlJQy7sd33s2SJcvo0qULdQP68/JLG9MOSTm3aM7veeD2X9Cjbw9GjDmMXv17s2HdehqeWMQvv/czFj/zAhffdCkheJ86P3+SVD4ec5VX5d53Bx/Yg+9f8wnWb3qP7l32L+lYeeP3XClfTEpKGXf9xOuoq+vPwUOHMH/eAi6bcEXaISnnDhzcn0u/cTmjThi901+Kz7r0k/zgqkk0zF1Iw9yFjPnwsSlGmQ1+/iSpfDzmKq/Kve/+y1c/yR8bNzF17mKu+9xJJR0rb/yeq9aYg84u65aljBt3wvEMHXawf81TYg499nBGn3jUblNXevTpwUnnngzA8kXL0ggtc/z8SVL5eMxVXpVz373qs+P4yLGH8Be3PcTGzVtLPl7e+D1XyheTkpKk99XU1u70KEmSpGw4/OB+fONLp/HDyU/zZMMf0g4nd/yeK2WPSUlJEgBNTU3Mn/Y0ACPHjko5GkmSJO1QWxP4yY2fZuUbjdx014y0w8kdv+dK2ZTra0qGEOqAk4BtwJwYY2Mb7U4BTokxeus+SWpD/V1TeX3FakaNG83IsUekHY4kSZKa3XjxKRwzYgCnXXMvm7dsSzuc3PF7bnULIaYdgtqQ26RkCOFqYBLwJ82LNoUQ/i7G+P1Wmn8EuAnYa1IyhPBsW6/F6I4sqTLNeXAWs341g/4H1/H5iV9IOxxJkiQ1O37kIG648GRu/9VTPP3CqrTDyR2/50rZlcvp2yGEjwB3UIj/ceBhCgnWSSGE/wgh5HK9JCkNT0ydzZQfPkDd0AFc+d1r6dqja9ohSZIkieZp23/zaZatXMstd89MO5zc8XuulG15rZT8KwpTtj8WY5wLEEIYCvwH8LnC03Bh3IfSxhjjcXt6eV+ClaSsmj15JlN/NJkBwwZyxaRr6N67e9ohSZIkqVm3A/6Eww7uB0DjY3/bapsf/fW5/Oivz+WfHniKv/7hY+UML9P8nqsdrFrLrrwmJccDD+1ISALEGF8JIXwU+CmFxOQ2wNpsSWrD9J9Po/6uqRw0fDCX33Y13Xp2SzskSZIktfDe1ibuqV/Q6mvHHDqQYw8byJMNf2DpyjVO7W7B77lSPuQ1KdkbWLLrwhjjlhDC5yhUTF4UQtgWY7yk7NFJUsY99tOHeeTeegYfNoTLv3O1U1kkSZIyaPOWbVz53f9s9bW/vfgUjj1sID99dBH3/vb3ZY4su/yeK+VHXpOSbwB9Wnshxrg9hHAhUAtcHELYCqwuZ3BSkmY8PouZM2YDsGbNWgAaFj3H12+8BYBevXrxlRuuTS0+5c+8x57ikXvrqamp4QNHjmDug7N2a9NnQF/GnTG+/MFljJ8/SSofj7nKK/fd7PB7rlrj3bezK69JyWXAyW292JyYvACYDFwGrClXYFLSlixeykNT6ndatmrlq6xa+SoAgwYN9EuO2mXt6sKX5e3btzPn161fMH340SP8soafP0kqJ4+5yiv33ezwe66UL2Ef7gWTuhDCV4G/B/40xrhoD+32A6YAnwBijLG2g0Pnb2MpFzY3NZas7861PUvWt7KrfuW0kvV99pDTS9Z3Gvz8SVL5eMxVHpVjvz3g1FtLNsa7M28qWd9p8Htu0ULaAWTFpTOfzU0u5yenHldV71teKyUnA8cAY4A2k5Ixxq0hhPOAfwGGlSc0SZIkSZIkSXuSy6RkjPFF4IIi224BvljaiCRJkiRJkpQ1NVVVe5gvNWkHIEmSJEmSJKm6VEVSMoQwKYSwPO04JEmSJEmSJOV0+vY+6IfXlJQkSZIkSaoqIeTmPjdVpyoqJSVJkiRJkiRlRy4rJUMI97XzR04qSSCSJEmSJEmS2i2XSUngIiAC7bmHkvW6kiRJkiRJUgbkNSm5HlgFXFlk+4nAx0sXjiRJkiRJkrKmpj3lbCqrvCYlFwFjYoyzi2kcQphQ2nAkSZIkSZIkFSuxG92EEJpCCD9Lqr+9WAh0CyEML9N4kiRJkiRJkhKSZKXkeuCVBPvbk9nAh4DBwPIi2k8BVpQyIEmSJEmSJGVL8BYjmZVkUvL3wBEJ9temGONkYHI72k8FppYuIkmSJEmSJEnFSmz6NvAPwFkhhNMT7FOSJEmSJElShQkxJlPGGkL4AnA+8AkK06XnAa/D7nWyMcb7Ehm0/Kz5lSRJkiRJWec9p5tdOXdebnI5//yhsVX1viU5ffteCkm7AHym+R/snMgLzc/zmpSUJEmSJEmS1EFJJiW/mGBfVW1zU2PJ+u5c27NkfafBbaVSKNV+5T5VvTxWSZKyyPNTdpx2/7Ml63v6BceVrO801K+cVrK+zx5SuBqdnw2pPBJLSsYY/y2pviRJkiRJkiRVriQrJSVJkiRJkqTMqAm5uaRk1Uny7tuSJEmSJEmStFeJVUqGEF4qsmmMMQ5PalxJkiRJkiRJ+ZLk9O0adr7T9g49gV7N//8asDXBMSVJkiRJkqRWhZB2BGpLkje6GdbWayGEEcAdQFfgjKTGlCRJkiRJkpQ/ZbmmZIzxReAzwEHA35VjTEmSJEmSJEnZVLYb3cQYNwPTgAvKNaYkSZIkSZKk7EnympLF2AYMKPOYkiRJkiRJqkI1obXbnygLylYpGULoB5wHrCzXmJIkSZIkSZKyJ7FKyRDCTXsYYwjwKQp34v6bpMaUJEmSJEmSlD9JTt++eS+vvwN8M8Z4W4JjVqVpj05n/rwFLFm8lKVLXmTjxo2cdc6ZfPu2W9MOLVPcTioF9yslzX1KkpRFnp+y5UtjDuKwPl0Y3L0zPffvxHtN23lj0xaeXPU2U5e+yTtbmtIOMRM2Nm7guScbeOHp51n98ms0rmmkU6daBh4yiLFnjmfcGeOpqenYhFE/G/kT0g5AbUoyKXlqG8u3A+uAxTHGbQmOV7V+fOfdLFmyjC5dulA3oD8vv7Qx7ZAyye2kUnC/UtLcpyRJWeT5KVs+e3h/lq3bxLNvvMPbm7fRuVMNo/p2ZcJRgzhneD+unraYtzZtTTvM1C2a83seuP0X9OjbgxFjDqNX/95sWLeehicW8cvv/YzFz7zAxTddSgj7nqbysyElJ7GkZIxxdlJ9ac+un3gddXX9OXjoEObPW8BlE65IO6RMcjupFNyvlDT3KUlSFnl+ypZzH1jI1u2736zjkqMHceHogVxwxADumO/tGw4c3J9Lv3E5o04YvVNF5FmXfpIfXDWJhrkLaZi7kDEfPnafx/CzISWn3HffVgLGnXB82iHkgttJpeB+paS5T0mSssjzU7a0lpAEmPWHdVw4eiCDu3cuc0TZdOixh7e6vEefHpx07sn89u7fsHzRsg4lJf1s5E8HCmNVYoknJUMI44HLgGOBXkAj8CxwT4zxd0mPJ0mSJElSNTrxoJ4AvPT2uylHkn01tbU7PUpKX6JJyRDCNyncXXvXPPQxwCUhhH+IMd6Y5JiSJEmSJFWD80fWcUCnGrruV8vhfbpwVP/uLF+3iftfeD3t0DKtqamJ+dOeBmDk2FEpRyNph8SSkiGE84EbgVeAbwAzgNXAQOCjwNeBr4YQFsYYf5nUuJIkSZIkVYM/H1lHnwP2e//5M681ctvTK2h8z3vK7kn9XVN5fcVqRo0bzcixR6QdjqRmSVZK/iXwBjA2xrimxfIVwN0hhIeA54GrgA4nJUMINcBngEOBhhhjffPyXsCtwEeAbcB/At+JMW4qst9n23otxtav4yFJkiRJUqmdP6UBgN6dO3FEv258acxB3HnGKL4250WWrXMKd2vmPDiLWb+aQf+D6/j8xC+kHY5SUBPM5WRVzd6bFG0M8MAuCcn3NS//FYWp3B0SQugETAN+AXwLeCiEcF8IoRb4LXA1cGTzWH8LPNKcxJQkSZIkKdfWbd7Gk6ve5oaZy+ixfye+Ov6QtEPKpCemzmbKDx+gbugArvzutXTt0TXtkCS1kGSlZCdgb9WImxIa8yLgVGAWMAU4G7iQwnTxI4ALgIeBwcDtFKaPfxH4yd46jjEet6eXOxK0JEmSJElJeXPTFl55ZzOH9u5Cjz+p5Z0tTWmHlBmzJ89k6o8mM2DYQK6YdA3de3dPOyRJu0iyevBF4Jy2KhKbl58FLE9grEuAPwCnxxjvAD7R3O9XgK/HGH8RY3wnxvgCcB6FO4D/nwTGlSRJkiQpM/o1X2NyuyU075v+82lM/dFkDho+mCu/d60JySoXQn7+VZskk5L3A6OAqSGEQ1u+EEIYDjxAoYrxZwmMNRx4OMbYBBBj3E5hOncAHmzZMMa4gULV5NEJjCtJkiRJUtkM6b4/vTvvPuEwAJccPYjenffj+bc2sGGrVZIAj/30Yervmsrgw4bw5Ul/Sbee3dIOSVIbkpy+/X3gTApTqT8RQniNwnTqAcBBFBKgTzS366i+wNpdlr3V/PhqK+1XAr0TGDcTZjw+i5kzZgOwZk1hMzQseo6v33gLAL169eIrN1ybWnxZ4XZSKbhfKWnuU5KkLPL8lB1jB/Xk8mMG0/Dmel7b8B7vbNlG7877MebA7gzqvj9r393K9595Je0wM2HeY0/xyL311NTU8IEjRzD3wVm7tekzoC/jzhi/z2P42ZCSk1hSMsa4JYRwOnA9henVwylc0xEKU6vvBr4bY9yawHDrgD6tLA+x9Vtkd2Hv17vMjSWLl/LQlPqdlq1a+SqrVhbysYMGDfQgiNtJpeF+paS5T0mSssjzU3YseP0d6l98i9EHdmN47y5026+Wd7dtZ9X6zUx7bi0PLn2T9V5LEoC1qwtJwu3btzPn1zNbbTP86BEdSkr62ZCSE1rP4SXQcQjdgJ5AY/MU6iT7fgp4O8Z4ZotlfYF+McYlrbSfAoyMMY7s4NBluUrH5qbGkvXdubZnyfpOg9tKpVCq/cp9qnp5rJIkZZHnp+w47f5nS9b39Av2dC/X/KlfOa1kfZ895HSgYj4bVXiFwtbd8PR/5eaKq7edcGJVvW9JXlNyJzHGDTHGV5NOSDZbAJywy3hr20hIHgCcAswrQRySJEmSJEmS2qlkSckS+3vg0yGEYqafHwXMIpkb7EiSJEmSJEnqoCRvdEMI4RTgr4FxFG4s01rSM8YYOzRujHEVsKrIts8A53VkPEmSJEmSJOVPqKoJ0fmSWFIyhHA2MAWoBf4ALAG2JdW/JEmSJEmSpMqQZKXkzcBW4OwY42MJ9tthIYRJwGdijMPTjkWSJEmSJEmqdkkmJY8Efp61hGSzfsCwtIOQJEmSJElS+YSQm5tvV50kb3SzAfhjgv1JkiRJkiRJqkBJVkpOB05MsL82hRDua+ePnFSSQCRJkiRJkiS1W5JJya8Cz4QQvgZ8K8ZYyvrYi4AItOceStbrSpIkSZIkSRmwz0nJEMLdrSz+b+AW4JIQwkLg7VbaxBjjpfs6brP1wCrgyiLbTwQ+3sExJUmSJEmSlCM17Slny7kQQl/gPOBs4CjgIGAL8BxwD3BPjHF7kX2tAIa28fIbMcYBHY23I5WSE/bw2jDavrFMBDqalFwEjIkxzi6mcQhhQgfHkyRJkiRJkrLsfOBHwGpgJvAHoA74DHAX8IkQwvntmN3cCPygleUbEoi1Q0nJQ5IIYB8tBD4YQhgeY1yeYhySJEmSJElSFiwFPgnUt6yIDCHcCDwDfJZCgnJykf29HWO8Oekgd9jnpGSM8ZUkAggh9AB6xRj/0I4fmw18CBgMFJOUnAKsaH90kiRJkiRJyqsQqucWIzHGGW0sfz2EcCfwLeAjFJ+ULKkkb3Szr64DbgJqi/2BGONk2rEBY4xTgantD02SJEmSJEnKva3Nj9va8TP7hxAuAg4GNgINwJwYY1MSAWUhKalddK7tmXYIueG2Uim4Xylp7lOSpCzy/JQd0y84Lu0QcuPsIaeXfAw/G0pLCOHZtl6LMe7zgSKE0An4QvPTR9rxowOAf99l2cshhC8We5+XPanpaAeSJEmSJEmSMus7wJHAb2OMjxb5M/cAp1FITHalcDfvf6FwY+uHQwhjOhqUlZKSpMza3NRYsr79C7gkSSpGOb6PnHZ/m8VRHVZpVZj1K6eVrO9yVGGq/PJUjdeRasi2hBCuAb4CLAb+bztiuWWXRc8DXw4hbGju72bgvI7Elqf3RpIkSZIkSVIRQghXAbcDLwCnxhj/mEC3dzY/frijHZmUlCRJkiRJkipICOGvgH+iUOF4aozx9YS6frP5sWtHO3L6tiRJkiRJkipSCDHtEMouhPBVCteRXAicHmNck2D3JzY/vtTRjqyUlCRJkiRJkipACOHrFBKSzwKn7SkhGULYL4QwMoQwfJflo0MIfVppP5RC9SXATzsaq5WSkiRJkiRJUs6FEC4GbgWagLnANSGEXZutiDHe2/z/BwH/A7xC4a7aO5wPTAwhzAReBtYDw4Gzgc7Ab4HvdjTeLCQlQ/M/SZIkSZIkKTFVNkX4kObHWuCv2mgzG7h3L/3MBA4HjqUwXbsr8DbwBPDvwL/HGDs8Lz6xpGQI4QvAwhhjwx7aHAn8aYzxvhaL76GwspIkSZIkSZL2QYzxZuDmdrRfQSuFgjHG2RSSlyWVZML4XuDTe2nzKQpJyPfFGF9pXllJkiRJkiRJVaDcVay1QPXd9kiSJEmSJEnS+8p9TcnDgHVlHlOSJEmSJElVKARr47KqQ0nJEMLduyz6dAhhWCtNa4GDgQ8B9R0ZU5IkSZIkSVK+dbRSckKL/4/AMc3/WhOBp4HrOjimJEmSJEmSpBzraFJyx63GA/AS8APg9lbaNQHrYowbOzieJEkATHt0OvPnLWDJ4qUsXfIiGzdu5KxzzuTbt92admiSJKmKlOM7yZfGHMRhfbowuHtneu7fifeatvPGpi08ueptpi59k3e2NCU2Vp5tbNzAc0828MLTz7P65ddoXNNIp061DDxkEGPPHM+4M8ZTU1PuW2sobbvdWlqZ0aGkZIzxlR3/H0K4BZjZcpkkSaXy4zvvZsmSZXTp0oW6Af15+SX/7iVJksqvHN9JPnt4f5at28Szb7zD25u30blTDaP6dmXCUYM4Z3g/rp62mLc2bU183LxZNOf3PHD7L+jRtwcjxhxGr/692bBuPQ1PLOKX3/sZi595gYtvupQQTFNJWZDkjW4mAP2BOQn2KUlSq66feB11df05eOgQ5s9bwGUTrkg7JEmSVIXK8Z3k3AcWsnX77jfruOToQVw4eiAXHDGAO+avTHzcvDlwcH8u/cbljDph9E4VkWdd+kl+cNUkGuYupGHuQsZ8+NgUo5S0Q5J1y/2AxgT7kySpTeNOOJ6hww72L92SJClV5fhO0lpCEmDWH9YBMLh755KNnSeHHns4o088arcp2j369OCkc08GYPmiZWmEJqkVSVZK/jcwPMH+JEmSJElSG048qCcAL739bsqRZF9Nbe1Oj6oeNaH1pL7Sl2RS8g7grhDC0THGhgT73SchhE8CK7IQiyRJkiRJHXX+yDoO6FRD1/1qObxPF47q353l6zZx/wuvpx1apjU1NTF/2tMAjBw7KuVoJO2QZFJyFfA48GQI4V+AecDrwG4p6RhjOa47OQW4C/iLMowlSZIkSVJJ/fnIOvocsN/7z595rZHbnl5B43vbUowq++rvmsrrK1YzatxoRo49Iu1wJDVLMik5i0ICMgD/j1aSkS10qF46hPCBIpv2aNk2xvhSEX0/29ZrMVryK0mSJElKx/lTChMBe3fuxBH9uvGlMQdx5xmj+NqcF1m2zincrZnz4Cxm/WoG/Q+u4/MTv5B2OEqBV6DPriSTkrey50Rkkl4sYqwInN/8b8fzJNdXkiRJkqSyW7d5G0+ueptlf9zEv50zmq+OP4TLHn4h7bAy54mps5nywweoGzqAKyZdQ9ceXdMOSVILiSXpYow3J9VXkTYAC/bw+ikUpo8vaU+nMcbj9vRye/qSJEmSJKlU3ty0hVfe2cyhvbvQ409qeWdLU9ohZcbsyTOZ+qPJDBg2kCsmXUP33t3TDknSLvJaOXgP8EVgNXBVjHHdrg1CCNuB/4wxek1JSZIkSVJF6td8jcntltC8b/rPp1F/11QOGj6Yy2+7mm49u6UdklLk3bezqybtAPZFjPFS4FPAqcB/hxDOTTkkSZIkSZISN6T7/vTuvHs9UQAuOXoQvTvvx/NvbWDDVqskAR77n8doTAAAIABJREFU6cPU3zWVwYcN4cuT/tKEpJRhiVZKhhAC8GfAGcBBwP6tNIsxxtM6OlaM8TchhKOAHwNTQgj/DlwbY2zsaN+SpOyb8fgsZs6YDcCaNWsBaFj0HF+/8RYAevXqxVduuDa1+CRJUnUo9XeSsYN6cvkxg2l4cz2vbXiPd7Zso3fn/RhzYHcGdd+fte9u5fvPvNLxFakA8x57ikfuraempoYPHDmCuQ/O2q1NnwF9GXfG+PIHJ2k3iSUlQwj7A78FPkLhjzY77sS9Q2yxPBExxjXAeSGECcAPgNNCCJfFGB9NagxJUjYtWbyUh6bU77Rs1cpXWbXyVQAGDRpoUlKSJJVcqb+TLHj9HepffIvRB3ZjeO8udNuvlne3bWfV+s1Me24tDy59k/VeSxKAtasLSeHt27cz59czW20z/OgRJiWljAgxJpMjDCHcBNwMfAO4A3ir+fm/UkhUfgf4HfB/Y4yJHzFDCEOBfwM+ROGak5cAdyV8TUkvRCBJZbS5qXTF751re5asb0mSVDnK8X3ktPufLdkY0y/Y071c86d+5bSS9X32kNNL1ncKwt6bVIfvNMzOTS5n4tGnVNX7luQ1Jc8HFsQY/y7GuHbHwhjj6zHGnwMfBc4B/irBMd8XY3yFwjUmbwAuLMUYkiRJkiRJkjouyaTkcODJFs8jsN/7T2J8CagHJiQ45k5iwfeAo4DzgB+WaixJkiRJkiRJ+ybJG91sBTa3eL4eOHCXNq8An0xwzFbFGF8EXiz1OJIkSZIkScquqpoPnTNJVkquonDH7R2WAifu0uZY4I8JjlmUEMKkEMLyco8rSZIkSZIkaXdJJiWfBE5q8XwKcFQI4SchhLNDCJOAjwGzEhyzWP2AYSmMK0mSJEmSJGkXSU7f/hkwJIQwLMa4AvgB8CngixSuIxkoTKmemOCYkiRJkiRJknImsaRkjHEWLaogY4ybQggfpJCYHAGsAH4TY9zU0bFCCPe180dO2nsTSZIkSZIkVZKaENMOQW1IslJyNzHGbcDkEnR9EYW7e7fneqXuhZIkSZIkSVIGJJaUDCHMAO6NMbZZxRhCuAi4JMb40Q4Ot57CjXWuLLL9RODjHRxTkiRJkiRJUgKSrJT8CHu/ic1Q4JQExloEjIkxzi6mcQhhQgJjSpIkSZIkKUfaM8VW5ZXk3beLcQCwLYF+FgLdQgjDE+hLkiRJkiRJUhklfU3JVq/bGEIIwMHAWcDKBMaZDXwIGAwsL6L9FAo32pEkSZIkSZKUsg4lJUMI29k5EXlzCOHmPf0I8PcdGRMgxjiZdtxAJ8Y4FZja0XElSZIkSZKUH959O7s6Wik5h/9NSn4Y+AOtVyQ2AWuB6cBdHRxTkiRJkiRJUo6FGJPJGDdXTd4cY7w1kQ6zyfS6JEmSJEnKOu/v0uz7z8/MTS7n/x15alW9b0leU/IQYN2uC0MI/Shc/3ET8HiMsSnBMSVJkiRJkiTlTJJJybOACSGET8QY/wgQQjgOeATo09xmfgjhozHGjQmOW1abmxpL1nfn2p4l61vZ5n4lSQUeD7PD90JKV6V8Bk+7/9mS9Dv9guOA8mynSnkvysFtpSyqqtLDnKlJsK//A8QdCclmk4DewD3Ab4GxwJcTHFOSJEmSJElSziSZlDwUaNjxpHna9inAT2KMl8UYzwXmAZ9PcExJkiRJkiRJOZPk9O2+wJstnn+w+fHBFsvmAhMSHFOSJEmSJElqVQi5uc9N1UmyUvKPQL8Wz08BtgO/a7EsAp0THFOSJEmSJElSziSZlPwf4NwQQt8QQi8K15icF2N8p0WbYcDrCY4pSZIkSZIkKWeSTEreDgwEVgErgQHAP+94MYRQC5wMLEpwTEmSJEmSJEk5k9g1JWOMD4UQvgz8RfOi/4gx/rRFk49RmLr9aFJjSpIkSZIkSW1JshpPyUryRjfEGP8V+Nc2XnsU6J3keJIkSZIkSZLyx4SxJEmSJEmSpLJKtFJSkiRJkiRJyooQYtohqA1WSkqSJEmSJEkqKyslEzbt0enMn7eAJYuXsnTJi2zcuJGzzjmTb992a9qhKafcpySpwONhtvh+SOmplM/fl8YcxGF9ujC4e2d67t+J95q288amLTy56m2mLn2Td7Y0dXiMcmyrSnk/Ss3tJGlXJiUT9uM772bJkmV06dKFugH9efmljWmHpJxzn5KkAo+H2eL7IaWnUj5/nz28P8vWbeLZN97h7c3b6NyphlF9uzLhqEGcM7wfV09bzFubtnZojHJsq0p5P0rN7aS0OEU4u0xKJuz6iddRV9efg4cOYf68BVw24Yq0Q1LOuU9JUoHHw2zx/ZDSUymfv3MfWMjW7btf6+2Sowdx4eiBXHDEAO6Yv7JDY5RjW1XK+1FqbidJuzIpmbBxJxyfdgiqMO5TklTg8TBbfD+k9FTK56+1hCTArD+s48LRAxncvXOHxyjHtqqU96PU3E6SdmUVqyRJkiQpM048qCcAL739bsqRSJJKyUpJSZIkSVJqzh9ZxwGdaui6Xy2H9+nCUf27s3zdJu5/4fW0Q5NUAUJovSpb6TMpKUmSJElKzZ+PrKPPAfu9//yZ1xq57ekVNL63LcWoJEmlVlFJyRDCAcBlwIeBrsBLwE9jjE+1o49n23otRrPrkiRJkpSk86c0ANC7cyeO6NeNL405iDvPGMXX5rzIsnVO4ZakSpXLa0qGEH4WQvjMLsuGAAuBHwCfBc4ErgSeDCH8TfmjlCRJkiQVa93mbTy56m1umLmMHvt34qvjD0k7JEkVoCZH/6pNXislPwcsBn7dYtm/AYcCTwN3AW8BJwJ/BXwzhDAnxvjk3jqOMR63p5f3OWJJkiRJ0l69uWkLr7yzmUN7d6HHn9TyzpamtEOSJJVAXpOSOwkhHAV8BJgBnBFj3HHWeiiEMA14HLgK2GtSUpIkSZKUrn7N15jcblmIJFWsSqkOPZFCFePNLRKSAMQYZ1BIVp6URmCSJEmSpJ0N6b4/vTvvXiMTgEuOHkTvzvvx/Fsb2LDVKklJqlQVUSkJ9G1+bGjj9Qbgg+UIZMbjs5g5YzYAa9asLQy+6Dm+fuMtAPTq1Yuv3HBtOUJRhXCfkqQCj4fZ4vshpacSPn9jB/Xk8mMG0/Dmel7b8B7vbNlG7877MebA7gzqvj9r393K9595pcPjlGNbVcL7UQ5uJ6UlBEuus6pSkpJri2izteRRAEsWL+WhKfU7LVu18lVWrXwVgEGDBnqgVbu4T0lSgcfDbPH9kNJTCZ+/Ba+/Q/2LbzH6wG4M792FbvvV8u627axav5lpz63lwaVvsj6Ba0mWY1tVwvtRDm4nSbsKMeYvYxxC2E7hTtsLmxcNAk4HjosxLmyl/S+B42OMH+jg0HFzU2MHu2hb59qeJetb2eZ+JUkFHg+zw/dCSlelfAZPu//ZkvQ7/YLC/UnLsZ0q5b0oB7dVpoS0A8iKf1k8LTeJr8tHnl5V71ueKyWPaf7X0qf530QlACGE/SjcBOep8oQlSZIkSZKkLKiqLF/O5DUpeUgbyze1suxY4L+BB0sXjiRJkiRJkqRi5TIpGWMs+orHMcZngFNLGI4kSZIkSZKkdshlUlKSJEmSJEnamxrvvp1ZNWkHUA4hhEkhhOVpxyFJkiRJkiSpSpKSQD9gWNpBSJIkSZIkSaqepKQkSZIkSZKkjMjlNSVDCPe180dOKkkgkiRJkiRJyqwQ0o5AbcllUhK4CIhAe3Ytr2wqSZIkSZIkZUBek5LrgVXAlUW2nwh8vHThSJIkSZIkSSpWXpOSi4AxMcbZxTQOIUwobTiSJEmSJEnKmhonzmZWXm90sxDoFkIYnnYgkiRJkiRJktonr5WSs4EPAYOB5UW0nwKsKGVAkiRJkiRJkoqTy6RkjHEyMLkd7acCU0sXkSRJkiRJkqRihRidW98ObixJkiRJkpR1Ie0AsuLeZY/mJpcz4dAzqup9y+s1JSVJkiRJkiTlVC6nb6dpc1NjyfruXNuzZH1L5VC/clrJ+j57yOkl67vcKuU44nrsncf16uXxsDh+/orntpIqWznOGx5HJGWNSUlJkiRJkiRVpKqaD50zTt+WJEmSJEmSVFYmJSVJkiRJkiSVldO3JUmSJEmSVJFqQm5uvl11rJSUJEmSJEmSVFYmJSVJkiRJkiSVlUlJSZIkSZIkSWXlNSUlSZIkSZJUkULaAahNVkpKkiRJkiRJKiuTkpIkSZIkSZLKyunbkiRJkiRJqkg1IaYdgtpgUjJh0x6dzvx5C1iyeClLl7zIxo0bOeucM/n2bbemHZqUmo2NG3juyQZeePp5Vr/8Go1rGunUqZaBhwxi7JnjGXfGeGpqLNzeoVKOI5WwHpWwDsoWj4ft42ewOG4nqbKV49zhcURSGkxKJuzHd97NkiXL6NKlC3UD+vPySxvTDklK3aI5v+eB239Bj749GDHmMHr1782GdetpeGIRv/zez1j8zAtcfNOlhOAliKFyjiOVsB6VsA7KFo+H7eNnsDhuJ6mylePc4XFEUhpMSibs+onXUVfXn4OHDmH+vAVcNuGKtEOSUnfg4P5c+o3LGXXC6J3+invWpZ/kB1dNomHuQhrmLmTMh49NMcrsqJTjSCWsRyWsg7LF42H7+BksjttJqmzlOHd4HJGUBucHJWzcCcczdNjBVjhILRx67OGMPvGo3aaV9OjTg5POPRmA5YuWpRFaJlXKcaQS1qMS1kHZ4vGwffwMFsftJFW2cpw7PI6okoUc/as2JiUlpaqmtnanR0mqVh4PJUnt5blDUp6ZlJSUmqamJuZPexqAkWNHpRyNJKXH46Ekqb08d0jKu4q7pmQIoRMwCjgAWBFjfDPlkCS1of6uqby+YjWjxo1m5Ngj0g5HklLj8VCS1F6eO6TihBDTDkFtyGWlZAhhRAjhrBBCbYtlIYRwE7AGWAj8F7A6hDA9hDAirVgltW7Og7OY9asZ9D+4js9P/ELa4UhSajweSpLay3OHpEqQ10rJbwHHxRhbJhv/EbgCiMBLwDrgUOBUYG4I4bgY42t76ziE8Gxbr8Vodl1KwhNTZzPlhw9QN3QAV0y6hq49uqYdkiSlwuOhJKm9PHdIqhS5rJQExgJzdzwJIQynkJB8EfjTGOOhMcZxQB3w982PX0sjUEk7mz15Jr/+x18xYNhArvzutfTo0yPtkCQpFR4PJUnt5blDar+aHP2rNnmtlBwAtKx6/Gjz4+UxxoYdC2OMW4CvhRBOBs4upuMY43F7erm9gUr6X9N/Po36u6Zy0PDBXH7b1XTr2S3tkCQpFR4PJUnt5blDUqXJa1LyXaB7i+d9mx+faaP9PGB8SSOStEeP/fRhHrm3nsGHDeHy71ztNBNJVcvjoSSpvTx3SKpEeU1KNgAfa/F8VfPjUOB/Wmk/FHi71EEBzHh8FjNnzAZgzZq1ADQseo6v33gLAL169eIrN1xbjlCkzJj32FM8cm89NTU1fODIEcx9cNZubfoM6Mu4M/zbAVTOcaQS1qMS1kHZ4vGwffwMFsftJFW2cpw7PI5ISkNek5L3AveEEL4RY/w68BDwR+C7IYTPxBjf29EwhPAx4DzggXIEtmTxUh6aUr/TslUrX2XVylcBGDRooAdzVZ21qwtfbLZv386cX89stc3wo0f4S3izSjmOVMJ6VMI6KFs8HraPn8HiuJ2kylaOc4fHEVWyEELaIagNIa93lA4h/AY4i8KU7fuAXsCtFK41+QiFysgjgTOAzcDxMcbFHRw2bm5q7GAXbetc27NkfUvlUL9yWsn6PnvI6SXru9wq5Tjieuydx/Xq5fGwOH7+iue2kipbOc4bHkeqjpm4Zr96+eHcJL7OP+QTVfW+5bVSEuDPgO8DlwPjmpcFYAhwWYvnLwEXJ5CQlCRJkiRJkpSA3CYlm6doXxVC+B7weeB4oD9QC6wDlgDTgYdjjFtTC1SSJEmSJEmpqKrSw5zJbVJyhxjjS8A3045DkiRJkiRJUnFq0g5AkiRJkiRJUnWpiqRkCGFSCGF52nFIkiRJkiRJqoDp20XqBwxLOwhJkiRJkiSVTwheVTKrqqJSUpIkSZIkSVJ25LJSMoRwXzt/5KSSBCJJkiRJkiSp3XKZlAQuAiLtu7N7LFEskiRJkiRJyiAnb2dXXpOS64FVwJVFtp8IfLx04UiSJEmSJEkqVl6TkouAMTHG2cU0DiFMKG04kiRJkiRJkoqV1xvdLAS6hRCGpx2IJEmSJEmSsink6L9qk9dKydnAh4DBwPIi2k8BVpQyIEmSJEmSJEnFyWVSMsY4GZjcjvZTgamli0iSJEmSJElSsfI6fVuSJEmSJElSToUYY9ox5IkbS5IkSZIkZV31XaCwDVNeeTQ3uZxPDz2jqt43KyUlSZIkSZIklVUurympjtvc1FiyvjvX9gSgfuW0ko1x9pDTS9a3VGrl+PxJpeC+KykPPFZly2n3P1uSfqdfcFxJ+k3LAafeWrK+3515U8n6lqSOMCkpSZIkSZKkilTjTPbMcvq2JEmSJEn/P3t3HmdXWR9+/PPNEAgD2QCzEUIgyCK7QADrr7IIIouVKm2pCihYRJGlUKTUBbCWCmpZpGKhFK0WqYAJNigEEsJiWcKSoDSTsCeshmWACYEweX5/3BudDDPJvTNzzr3nzOed13ndzDnPfZ7vWe+d7zzPOZKkXJmUlCRJkiRJkpQrh29LkiRJkiSplMLR203LnpKSJEmSJEmScmVSUpIkSZIkSVKuTEpKkiRJkiRJBRcRG0fEcRHxi4h4NCLejIj2iLgzIo6NiLrygBExMSKujIhnI+KtiHgyIi6MiNEDEa/3lJQkSZIkSVIpBYPqppJHAD8AngNmA08DY4E/B64APhoRR6SU0toqiogpwG+AMcB0YAEwFTgZOCgi/iSl9FJ/gjUpKUmSJEmSJBXfQuBjwIyU0spVMyPiLOBe4BNUEpTX1VDXv1JJSJ6UUrqkS13fA04FvgV8oT/BOnxbkiRJkiRJKriU0qyU0i+7JiSr858HLqv+uM/a6omILYEDgSeBS7st/gbQAXwmIjboT7wmJSVJkiRJklRKEcWZMrai+vpODWX3q77e3EOC83XgLqAV2Ks/ATl8Wz2aedOtzL3vAdoWLGRh26N0dHRw8KEHcd755w5I/R3tb/DwXfN55J7f8twTz9K+tJ111mlh/BYT2OOgvZj6kb0YMsScuQanrM8/KQset5KKwGtVc/n8zpuy9UatTBw+jJHrrcNbnSt5Ydnb3LXkVaYvfJHX3u5sdIhN68gDduTKsw4H4IQLfslVNz7Y4IgkDYSIuL+3ZSml3fpR7zrAUdUff13DW7apvi7sZfkiKj0ptwZu7WtcJiXVo8svu5K2tkW0trYydtwYnni8Y0Drn3f7g1x70TWM2HgEW+28NaPGjOaNV15n/p3z+O/v/hcL7n2Eo79+LJHDnwqkZpP1+SdlweNWUhF4rWoun9hmDIteWcb9L7zGq8vfYdg6Q9hu4w04ZscJHDplE06cuYDfL1ux9ooGmYnvGcH3Tvoory97i+Gt6zU6HEnF8M/ADsCNKaWbaig/svra3svyVfNH9Scok5Lq0elnnsrYsWOYtPlmzL3vAY475oQBrf89E8dw7DePZ7s9t1+tR+TBx36MC790AfPveIj5dzzEzn+664C2KxVB1ueflAWPW0lF4LWquRx27UOsWPnuB8B+bqcJfGr78Rz5vnFcPHdxAyJrbj/8ysd4uX0Z0+9YwKl/9YFGhyNpAPWnN2RvIuIk4DQqT8/+zEBVW31d61O818TxserR1D13Z/PJkzLrqfjeXbdh+713fNcQ7REbjeADh30QgMfmLcqkbanZZX3+SVnwuJVUBF6rmktPCUmA255+BYCJw4flGU4hfOkTU9ln1y34m/NvoGO5vUilWkSB/g34ukd8CbgIeATYN6X0co1vXdUTcmQvy0d0K9cnJiXVdIa0tKz2KkmSJGnw2HvTyu/Aj7/6ZoMjaS7bTNqEb35+fy697h7umv90o8OR1OQi4hTg+8BvqSQkn6/j7W3V1617Wf7e6mtv95ysicO31VQ6OzuZO/MeALbdY7sGRyNJkiQpa0dsO5b11xnCBkNb2GajVnYcM5zHXlnG1Y/U8/tzubUMCf79rI+z+IV2vn7FrEaHI6nJRcRXqNxH8iHggJTS0jqrmF19PTAihnR9AndEDAf+BHgTuLs/cRYyKRkRM4EbgR/V0fVUBTDjiuk8/+RzbDd1e7bd432NDkeSJElSxv5i27FstP7QP/x877PtnH/Pk7S/9U4Do2ouZx39IXbZahz7n3QVy992u0j1GGx37IiIrwHnAvcDB64pbxYRQ4EpwIqU0mOr5qeUHouIm6k8YftLwCVd3nYOsAHww5RSv54YV8ikJLA/sB/wTxFxHfBvKaXbB6LitTx+fSCaUC9u/8Vt3PbzWYyZNJa/PvOotb9BkiRJUuEdMW0+AKOHrcP7NtmQz++8KZd9ZDu+evujLHrFIdy7bzuBMz71QS76+d3c88iSRocjqYlFxNFUEpKdwB3AST3cR/nJlNJV1f9vCvwf8BQwuVu5LwK/AS6OiP2r5fYE9qUybPsf+htvUZOSAE8A44G/Bo6MiDbgcuw9WUh3Tp/DtEuvZezm4zjhgpPYYMQGjQ5JkiRJUo5eWf4Ody15lUUvL+NHh27PV/baguN+9Uijw2qoliHBv//9x1m0+CXOuXL22t8gabDbovraApzSS5k5wFVrq6jaW3J3KknOg4CDgeeAi4FzBiL3VuSk5I+pPEHoKODzwA7Ad/hj78kfppTuqLfStTx+3a6SGZhz3Wym/+A6xk0ezwkXnMTw0cMbHZIkSZKkBnlx2ds89dpy3ju6lRHrtvDa252NDqlhNlx/XbaetAkA7Tf33CnpB393GD/4u8P4/rV383eX3pxneFIhZPFU62aVUjobOLuO8k9C7xsopbQY+Gx/4+pNkZOSpJTaqYxrvyQi9gKOB45g9d6T/wb82N6TzenWn81kxhXT2XTKRI4//0Q2HLlho0OSJEmS1GCbVO8xuXKQdwt5a0Un/zHjgR6X7fLe8ey69Xjumv80CxcvdWi3pMIpdFKyq5TS3cDdEXEy8BkqvSd3Ar4LnBcR16WUPt3IGLW6m3/yK3591Qwmbr0Zx//ziQ7ZliRJkgaJzYavxxsrOnll+eoPbQngsztNYPSwofz292/wxorB20sSYPnb7/DF7/xPj8v+4egPsevW4/nJTfO46sYHc45MkvqvNEnJVVJKrwGXApdGxFQqvSf/EjgSMClZo1m33MbsWXMAWLr0JQDmz3uYr511DgCjRo3itDNO7nP99918N7++agZDhgxhyx224o5f3PauMhuN25ipH9mrz21IRZX1+SdlweNWUhF4rWoee0wYyfG7TGT+i6/z7Btv8drb7zB62FB2fs9wJgxfj5feXMH37n2q0WFKkjJUuqRkVymle4F7I+IU4FONjqdI2hYs5IZpM1abt2TxMyxZ/AwAEyaM79cXtpeeq3wJXLlyJbdf3/MNm6fstJVJSQ1KWZ9/UhY8biUVgdeq5vHA868x49Hfs/17NmTK6FY2HNrCm++sZMnry5n58Ev8YuGLvD6I7yUpaeAMaXQA6lWkVLybdETESuDslNK5OTddvI3Vi+Wd7ZnVPaxlJAAzFs/MrI1DNjsgs7qlrOVx/klZ8NiVVAReq5rL/lffn0m9tx65pueTFs/6+2b3q+2bs7+eWd1qaoPn6S5rcfOSWwuTyzlw4v6Dar8VNWH8I+ChRgchSZIkSZIkqX6FHL6dUsrsceSSJEmSJEkqh4hB1fmwUIraU1KSJEmSJElSQQ2KpGREXBARjzU6DkmSJEmSJEmDJCkJbAJMbnQQkiRJkiRJkgp6T0lJkiRJkiRpbbyjZPMqZFIyIn5c51s+kEkgkiRJkiRJkupWyKQk8GkgUV/CO2UUiyRJkiRJkqQ6FDUp+TqwBPhijeXPBA7MLhxJkiRJkiQ1mwgHcDeroiYl5wE7p5Tm1FI4Io7JNhxJkiRJkiRJtSrq07cfAjaMiCmNDkSSJEmSJElSfYraU3IO8P+AicBjNZSfBjyZZUCSJEmSJElqLg7ebl6FTEqmlK4Drquj/HRgenYRSZIkSZIkSapVUYdvS5IkSZIkSSqoSCk1OoYicWNJkiRJkqRm56jlqlnPzi5MLme/CfsOqv1WyOHbkiRJkiRJ0tpEDKo8X6GYlKzT8s72zOoe1jIytzYklZvXEUnSYOVnYO3cVs1jxuKZmdV9yGYH5NZGHsqyHpK8p6QkSZIkSZKknNlTUpIkSZIkSaXk4O3mZU9JSZIkSZIkSbkyKSlJkiRJkiQpVyYlJUmSJEmSJOXKe0pKkiRJkiSplMK7SjYte0pKkiRJkiRJypVJSUmSJEmSJEm5cvi2JEmSJEmSSmmIo7eblj0lJUmSJEmSJOXKpKQkSZIkSZKkXDl8e4DNvOlW5t73AG0LFrKw7VE6Ojo4+NCDOO/8cwvVhqRy8zoiSRqM/PyrnduqeXS0v8HDd83nkXt+y3NPPEv70nbWWaeF8VtMYI+D9mLqR/ZiyJD+9TfKo408lGU9NLB8+nbzMik5wC6/7Era2hbR2trK2HFjeOLxjkK2IancvI5IkgYjP/9q57ZqHvNuf5BrL7qGERuPYKudt2bUmNG88crrzL9zHv/93f9iwb2PcPTXjyWi74mXPNrIQ1nWQxosTEoOsNPPPJWxY8cwafPNmHvfAxx3zAmFbENSuXkdkSQNRn7+1c5t1TzeM3EMx37zeLbbc/vVevkdfOzHuPBLFzD/joeYf8dD7PynuzZ1G3koy3pIg4X9lgfY1D13Z/PJkzL9y0sebUgqN68jkqTByM+/2rmtmsd7d92G7ffe8V3DjkdsNIIPHPZBAB6bt6jp28hDWdZDGizsKSlJkiRJUgENaWlZ7bWobeShLOuh+vnOnh1cAAAgAElEQVS3leZlT0lJkiRJkgqms7OTuTPvAWDbPbYrbBt5KMt6SGVT2qRkRIyOiA0aHYckSZIkSQNtxhXTef7J59hu6vZsu8f7CttGHsqyHlLZFDYpGRHbRsQVETE9Ik6M6s1OIuKwiHgcWAq8FhH/GxFTGxutJEmSJEkD4/Zf3MZtP5/FmElj+eszjypsG3koy3qo76JA/wabQt5TMiImAb8BRlVnHQpMiYirgWuBocDLwAhgT2BWRLw/pbSwhrrv721ZSqm/oUuSJEmS1Gd3Tp/DtEuvZezm4zjhgpPYYMTADxDMo408lGU9pLIqak/J06gkJM8FdgPOAb4I/CPwFLBLSmkTYEPg20ArcEZjQpUkSZIkqf/mXDeb6y/5OeMmj+eL3zmZERuNKGQbeSjLekhlVsieksABwJyU0tnVnx+MiH2A/YGDU0rzAVJKbwN/HxH7VpetVUpptzUt7nPEkiRJkiT10a0/m8mMK6az6ZSJHH/+iWw4csNCtpGHsqyHVHZF7Sm5GXBft3lzq6939VD+LmB8phFJkiRJkpSBm3/yK2ZcMZ2JW2/GFy74ciZJtjzayENZ1kMDJ6I402BT1J6Sy4H1us1bt/raCrzRbdn6wMqsgwKYdcttzJ41B4ClS18CYP68h/naWecAMGrUKE474+Smb0NSuXkdkSQNRn7+1c5t1Tzuu/lufn3VDIYMGcKWO2zFHb+47V1lNhq3MVM/sldTt5GHsqyHNFgUNSn5OPDhVT9Un7z9YaAT+BhwRZdl6wIHAU/kEVjbgoXcMG3GavOWLH6GJYufAWDChPH9/vDOow1J5eZ1RJI0GPn5Vzu3VfN46blKUnjlypXcfv3sHstM2WmrfiXa8mgjD2VZD2mwiCI+UToivgRcAswEbgQ+SuU+k+dQeQjOWcBtwHuq/98f+G5Kqb8Pu0nLO9v7WUXvhrWMBCCPNiSVm9cRSdJg5Wdg7dxWzWPG4pmZ1X3IZgfk1kYeyrIeORiEg4F7dveLdxYm8bXXmA8Oqv1W1J6SlwNHUklEfpjKyXZdSunciNiBSsJy1UEXwGIqT+GWJEmSJEmS1GCFTEqmlN6OiA8BhwNbAr9LKa0aW/AZ4BHgECr3nbwD+FZK6aWGBCtJkiRJkiRpNYVMSgKklDqBa3uY/xZwdnWSJEmSJEnSIDUYn2pdFEMaHYAkSZIkSZKkwWVQJCUj4oKIeKzRcUiSJEmSJEkaJElJYBNgcqODkCRJkiRJklTge0pKkiRJkiRJaxJ4U8lmVcikZET8uM63fCCTQCRJkiRJkiTVrZBJSeDTQIK60t0po1gkSZIkSZIk1aGoScnXgSXAF2ssfyZwYHbhSJIkSZIkqdkMloepFFFRk5LzgJ1TSnNqKRwRx2QbjiRJkiRJkqRaFTVh/BCwYURMaXQgkiRJkiRJkupT1J6Sc4D/B0wEHquh/DTgySwDkiRJkiRJklSbQiYlU0rXAdfVUX46MD27iCRJkiRJktRsIup5RrLyVNTh25IkSZIkSZIKKlJKjY6hSNxYkiRJkiSp2dk9sOr+pb8pTC5nt00+MKj2WyGHb0uSJEmSJElrN6jyfIViUrJOyzvbM6t7WMvIzOqWyqIM52AZ1kGSJGWrLN8XslqPsn3n2f/q+zOr+9Yjd8usbknqD+8pKUmSJEmSJClX9pSUJEmSJElSKTl4u3nZU1KSJEmSJElSrkxKSpIkSZIkScqVSUlJkiRJkiRJufKekpIkSZIkSSqlCO8q2azsKSlJkiRJkiQpVyYlJUmSJEmSJOXK4duSJEmSJEkqKYdvNyt7SkqSJEmSJEnKlUlJSZIkSZIkSbly+PYAm3nTrcy97wHaFixkYdujdHR0cPChB3He+ec2OjSp9Mpy/pVlPSRJUjbK8l2hLOuRh8/vvClbb9TKxOHDGLneOrzVuZIXlr3NXUteZfrCF3nt7c5GhyhJdTMpOcAuv+xK2toW0draythxY3ji8Y5GhyQNGmU5/8qyHpIkKRtl+a5QlvXIwye2GcOiV5Zx/wuv8erydxi2zhC223gDjtlxAodO2YQTZy7g98tWNDpMqSl5R8nmZVJygJ1+5qmMHTuGSZtvxtz7HuC4Y05odEjSoFGW868s6yFJkrJRlu8KZVmPPBx27UOsWJneNf9zO03gU9uP58j3jePiuYsbEJkk9Z1JyQE2dc/dGx2CNGiV5fwry3pIkqRslOW7QlnWIw89JSQBbnv6FT61/XgmDh+Wc0SS1H8mJSVJkiRJKqC9Nx0JwOOvvtngSKTmFQ7gblqlSkpGxHpAZ0rpnUbHIkmSJEnSQDpi27Gsv84QNhjawjYbtbLjmOE89soyrn7k+UaHJkl1K3RSMiKmAF8A9ge2Bdarzm8H7gV+CvxXSslHkUmSJEmSCu0vth3LRusP/cPP9z7bzvn3PEn7W/bLkVQ8hU1KRsSJwHeAdbstWgaMBA4EDgBOjog/Tyk9XWO99/e2LKWe7+MhSZIkSVLWjpg2H4DRw9bhfZtsyOd33pTLPrIdX739URa94hBuqUfh8O1mNaTRAfRFRHwUuBh4FvgycEj19YnqvC2o9J68Bng/MDMiWhsTrSRJkiRJA+eV5e9w15JXOWP2Ikastw5f2WuLRockSXUrak/J04AXgT1SSi+tmhkRPwN+B3w1pfQ3wOyImAX8G3Aq8K21VZxS2m1Ni/sVtSRJkiRJA+TFZW/z1GvLee/oVkas28Jrb3vnMknFUcieksBuwA1dE5IA1Z+nA4d1mXcFlftLHpFrhJIkSZIkZWyT6j0mV9qFRlLBFDUpOQzo6GXZMmB0t3l3AFMyjUiSJEmSpAG22fD1GD3s3YMcA/jcThMYPWwov/39G7yxwl6SUk+iQNNgU9Th208A+0fEkJTSylUzI2IIlXtJLmlUYLNuuY3Zs+YAsHRppSPn/HkP87WzzgFg1KhRnHbGyY0KTyq1spx/ZVkPSZKUjbJ8VyjLemRtjwkjOX6Xicx/8XWefeMtXnv7HUYPG8rO7xnOhOHr8dKbK/jevU81OkxJqltRk5LXAf8A/CwivgE8TuXhNmcD21N5CE5XW5FTorJtwUJumDZjtXlLFj/DksXPADBhwng/WKWMlOX8K8t6SJKkbJTlu0JZ1iNrDzz/GjMe/T3bv2dDpoxuZcOhLbz5zkqWvL6cmQ+/xC8Wvsjr3ktSUgFFSsW78UREbADcTSUB2XUFAniSLg/AqZZ9Abg6pfT5fjadlne297OK3g1rGZlZ3VJZlOEcLMM6SJKkbJXl+0JW61G27zz7X31/ZnXfeuSanuWqEhuMo4F7NP/luYVJfO200e6Dar8V8p6SKaUO4INUekQuAd4BngcuB/bu9gCcZcBY4IS845QkSZIkSZL0bkUdvk1KqR04pTqtqVyi94fiSJIkSZIkScpZIXtKSpIkSZIkSSquwvaUrEdEXAD8eUppSqNjkSRJkiRJUj7C22s2rcHSU3ITYHKjg5AkSZIkSZI0eJKSkiRJkiRJkppEIYdvR8SP63zLBzIJRJIkSZIkSU0rHL3dtAqZlAQ+DSSo68YAKaNYJEmSJEmSJNWhqEnJ14ElwBdrLH8mcGB24UiSJEmSJEmqVVGTkvOAnVNKc2opHBHHZBuOJEmSJEmSmo/jt5tVUR908xCwYURMaXQgkiRJkiRJkupT1J6Sc4D/B0wEHquh/DTgySwDkiRJkiRJklSbQiYlU0rXAdfVUX46MD27iCRJkiRJkiTVqpBJSUmSJEmSJGltwntKNq1IKTU6hiJxY0mSJEmSpGZnJq7qd688WJhczvajdx1U+62oD7qRJEmSJEmSVFAO35YkSZIkqYGWd7ZnVvewlpGZ1S0VwaDqelgw9pSUJEmSJEmSlCuTkpIkSZIkSZJyZVJSkiRJkiRJUq68p6QkSZIkSZLKKbyrZLOyp6QkSZIkSZKkXJmUlCRJkiRJkpQrh29LkiRJkiSplAKHbzcre0pKkiRJkiRJypVJSUmSJEmSJEm5cvi2JEmSJEmSSsnh283LnpKSJEmSJEmScmVPSUmSJEmSmtjMm25l7n0P0LZgIQvbHqWjo4ODDz2I884/t9GhSVKfmZSUJEmSJKmJXX7ZlbS1LaK1tZWx48bwxOMdjQ5JkvrNpKQkSZIkSU3s9DNPZezYMUzafDPm3vcAxx1zQqNDkqR+MykpSZIkSVITm7rn7o0OQZIGnA+6kSRJkiRJkpSrwveUjIihwJbAKCAB7cDjKaUVDQ1MkiRJkiRJDRURjQ5BvShsUjIi/gI4AfgA716PdyLiLuAHKaWf5x6cJEmSJEmSpF4VLikZEUOAq4FPAgEsAxZS6SEZwAhgC2Af4EMR8QngyJRSakjAkiRJkiRJklZTuKQk8GXgCOB/ga8Ct6eUOrsWiIgW4EPAP1bL/ga4uJbKI+L+3paZ15QkSZIkSZL6r4gPuvkcsADYN6U0u3tCEiCl1JlSmgXsS6UX5bE5xyhJkiRJkqSGiwJNg0sRe0puBXw/pfT22gqmlN6KiBuAE2utPKW025oW11qPJEmSJEmSlJeI+CSVkcO7ADsDw4GfppQ+XWc9TwKb97L4hZTSuP7EuUoRk5LLgY3qKL9R9T2SJEmSJElSWX2VSjLyDWAJsG0/6moHLuxh/hv9qHM1RUxK3gP8ZUT8a0rpwTUVjIjdgL8C5uQSmSRJkiRJA2zWLbcxe1bl19qlS18CYP68h/naWecAMGrUKE474+SGxSc1s0E2KPpUKsnIR6n0mJzdj7peTSmdPRBB9aaIScl/pJJk/E1EXA3cxB+fvg0wEtgaOIhKQrIF+FYD4pQkSZIkqd/aFizkhmkzVpu3ZPEzLFn8DAATJow3KSmJlNIfkpARzZ+OjSI+UToi/gy4HNiE3u/zGMBS4PMppekD1HTxNpYkSZIkqakt72xfe6E+GtYyMrO61dSaPyOVk4Xtvy1MLmfrkTsM2H6LiH2o9JTs6z0l1wP+DpgEdADzgdt7euB0XxWxpyQppekRMQs4gsoTtreh0kMSKj0m24BZwLUppdcbE6UkSZIkSZIaKQqUn42I+3tbtpYHM2dhHPCf3eY9ERGfTSkNyG0SC5mUBKgmG6+sTpIkSZIkSZL67z+AO4DfAa8DWwInAn8D/Coi9k4pzetvI4VNSkqSJEmSJEll0YDekD1KKZ3TbdZvgS9ExBvAacDZwOH9bWdIfytolIg4PCIuiojvRsQBayh3dHWotyRJkiRJkqS+uaz6+qcDUVnhekpG5fFB1wCf4I83bj0lImYAR6WUXu32lslUHoMuSZIkSZKkwaQAT6EukBerrxsMRGWFS0oCnwU+CSymkqFdARwNHArcGRH7pZReXMP7JUmSJEmSJNVn7+rr4wNRWRGHb38WeBXYI6V0XkrpO8AuwPeA9wG3RMQmjQxQkiRJkiRJalYRMTQito2IKd3mbx8RG/VQfnPg+9UffzIQMRSxp+SOwLVde0OmlDqB0yPiaeBCKonJfVNKrzQqSEmSJEmSJDXWYBq8HREfBz5e/XFc9XXviLiq+v+lKaXTq//fFPg/4Ckqtz5c5QjgzIiYDTxB5enbU4BDgGHAjcB3BiLeIiYl1wVe6GlBSuniiOgELgFmRsSHc41MkiRJkiRJaoxdqNzisKstqxNUEpCns2azgW2AXakM196AyojlO4H/BP4zpZQGItgiJiWfASb1tjCldGlEDKUynPsm4K68ApMkSZIkSZIaIaV0NnB2jWWfpIeOpCmlOcCcgYyrN0VMSj4M7LumAimlCyNiPeA8KpldSZIkSZIkSU2iiA+6uRGYEBGHrKlQSunbwDcoZuJVkiRJkiRJ/RQF+jfYFDFhdz3QAnSsrWBK6ZvVh99MzjooSZIkSZIkSbUpXFIypfQy8MM6yv8ow3AkSZIkSZIk1alwSUlJkiRJkiSpNoNvWHRRmJSUJEmSJKmBhrWMbHQIkpS7Ij7oRpIkSZIkSVKB2VNSkiSpgJZ3tmdSr711pOaQ1TkOfzzP82hjxuKZmdR/yGYHZFJvo+SxL/JQlvVQuYSjt5uWPSUlSZIkSZIk5cqkpCRJkiRJkqRcmZSUJEmSJEmSlCvvKSlJkiRJkqSS8qaSzcqekpIkSZIkSZJyZVJSkiRJkiRJUq4cvi1JkiRJkqRSCodvNy17SkqSJEmSJEnKlUlJSZIkSZIkSbkyKSlJkiRJkiQpV95TUpIkSZIkSaXkPSWbl0lJSZKkkpl5063Mve8B2hYsZGHbo3R0dHDwoQdx3vnnNjo0SQMgj3M86zY62t/g4bvm88g9v+W5J56lfWk766zTwvgtJrDHQXsx9SN7MWSIA/tWKcN1vQzrIGlgmZSUJEkqmcsvu5K2tkW0trYydtwYnni8o9EhSRpAeZzjWbcx7/YHufaiaxix8Qi22nlrRo0ZzRuvvM78O+fx39/9Lxbc+whHf/1YIuzhBOW4rpdhHSQNLJOSkiRJJXP6macyduwYJm2+GXPve4Djjjmh0SFJGkB5nONZt/GeiWM49pvHs92e26/WI/LgYz/GhV+6gPl3PMT8Ox5i5z/ddUDbLaoyXNfLsA4qKP+20bRMSkqSJJXM1D13b3QIkjKUxzmedRvv3XWbHueP2GgEHzjsg9x45S95bN4ik5JVZbiul2EdJA0sb9IhSZIkSWoaQ1paVnuVJJVT6XtKRsSxwJ+klD7X6FgkSZIkSb3r7Oxk7sx7ANh2j+0aHI2kMvDp281rMPSU/CBwdKODkCRJkiSt2YwrpvP8k8+x3dTt2XaP9zU6HElShkrfU7JeEXF/b8tSSnmGIkmSJEmDxu2/uI3bfj6LMZPG8tdnHtXocCRJGStcUjIi6h2G/d5MApEkSZIkDYg7p89h2qXXMnbzcZxwwUlsMGKDRockScpY4ZKSwBVAPV0Wo57yKaXd1rS4jnYlSZIkSWsx57rZTP/BdYybPJ4TLjiJ4aOHNzokSSXiPSWbVxGTkiuA54D/qLH8x4GdsgtHkiRJktQXt/5sJjOumM6mUyZy/PknsuHIDRsdkiQpJ0VMSj4CjE0pnVNL4YiYjElJSZIkSWoqN//kV/z6qhlM3Hozjv/nEx2yLUmDTBGTkg8CR0fE2JTSC40ORpIkqdnMuuU2Zs+aA8DSpS8BMH/ew3ztrMrfdEeNGsVpZ5zcsPgk9U8e53jWbdx38938+qoZDBkyhC132Io7fnHbu8psNG5jpn5krz63USZluK6XYR1UUI7eblpFTErOo3JI7QLcVEP5BcDtmUYkSZLURNoWLOSGaTNWm7dk8TMsWfwMABMmjPcXP6nA8jjHs27jpecqSamVK1dy+/WzeywzZaetTEpWleG6XoZ1kDSwIqViPbslItYBNgCWpZRW5Nx8sTaWJEkqreWd7ZnUO6xlZCb1SqpPVuc4/PE8z6ONGYtnZlL/IZsdkEm9jZLHvshDWdajJOwfWPV0x2OFyeVM2mDKoNpvhespmVJ6B8juSidJkiRJkiQpU4VLSkqSJEmSJEm1CDuNNq0hjQ6gryLi8Ii4KCK+GxG99t2PiKMjYlaesUmSJEmSJEnqXeF6SkZEANcAn+CP90g4JSJmAEellF7t9pbJwIfyi1CSJEmSJEnSmhQuKQl8FvgksBi4DFgBHA0cCtwZEfullF5sYHySJEmSJElqAg7fbl5FTUq+CuyxKvkYEf8CfBv4W+CWamJyaQNjlCRJkiRJktSLIt5Tckfg+q69IVNKnSml04FTgB2oJCZHNypASZIkSZIkSb0rYk/JdYEXelqQUro4IjqBS4CZEfHhXCOTJEmSJElS03DwdvMqYk/JZ4BJvS1MKV1KZRj3+4GbgJE5xSVJkiRJkiSpBkXsKfkwsO+aCqSULoyI9YDzgF1ziUqSJEmSJElSTYrYU/JGYEJEHLKmQimlbwPfoJiJV0mSJEmSJKm0ipiwux5oATrWVjCl9M2IeBqYnHVQkiRJkiRJajLhXSWbVeGSkimll4Ef1lH+RxmGI0mSJEmSJKlORRy+LUmSJEmSJKnAIqXU6BiKxI0lSZIkSZKanWOWq55d9lRhcjkTWjcfVPvNnpKSJEmSJEmSclW4e0pKZbS8sz2zuoe1jMys7kZwW0mSJBVHVt/dyva9ze+4tXNbSeVhT0lJkiRJkiRJubKnpCRJkiRJkkppUN2ksWDsKSlJkiRJkiQpVyYlJUmSJEmSJOXK4duSJEmSJEkqp3AAd7Oyp6QkSZIkSZKkXJmUlCRJkiRJkpQrh29LkiRJkiSplMLnbzcte0pKkiRJkiRJypVJSUmSJEmSJEm5MikpSZIkSZIkKVfeU1JqcjNvupW59z1A24KFLGx7lI6ODg4+9CDOO//cRofWdNxWkiRJxeF3t9q5rWrjdlJPvKNk8zIpKTW5yy+7kra2RbS2tjJ23BieeLyj0SE1LbeVJElScfjdrXZuq9q4naRiMSkpNbnTzzyVsWPHMGnzzZh73wMcd8wJjQ6pabmtJEmSisPvbrVzW9XG7SQVi0lJqclN3XP3RodQGG4rSZKk4vC7W+3cVrVxO6kn4QDupuWDbiRJkiRJkiTlyqSkJEmSJEmSpFwVNikZEWMj4vCIOCwiRq6h3Ici4ut5xiZJkiRJkiSpd4VMSkbEicCTwLXANGBJRPxtL8X3Ab6RT2SSJEmSJElqGlGgaZAp3INuImIf4GJgBXBL9XV/4IKI2A34TEppZT/qv7+3ZSmlvlYrSZIkSZIkqapwSUngFOAd4MMppTsAImJz4KfAX1V+jE8lM4iSJEmSJElSUypiUnIv4IZVCUmAlNJTEbEf8BMqicl3gKP6UnlKabc1Le5LnZIkSZIkScpfDMZx0QVRxHtKjgbaus9MKb1NJSF5DfDpiLgy78AkSZIkSZIkrV0Re0q+AGzU04KU0sqI+BTQAhwdESuA5/IMThpos265jdmz5gCwdOlLAMyf9zBfO+scAEaNGsVpZ5zcsPiaidtKkiSpOPzuVju3VW3cTlKxFDEpuQj4YG8Lq4nJI4HrgOOApXkFJmWhbcFCbpg2Y7V5SxY/w5LFzwAwYcJ4P1ir3FaSJEnF4Xe32rmtauN2Uk8cvt28omjPg4mIrwD/BLw/pTRvDeWGAtOAjwIppdQyAM0Xa2OpMJZ3tmdW97CWkZnV3QhuK0mSpOLI6rtb2b63+R23dm6rmpmJq1q6/NnC5HI2GTZhUO23IvaUvA7YBdgZ6DUpmVJaERGHAz8EJucTmiRJkiRJkqS1KVxSMqX0KHBkjWXfBj6bbUSSJEmSJEmS6lHEp29LkiRJkiRJKrDCJiUj4vCIuCgivhsRB6yh3NERMSvP2CRJkiRJkiT1rnDDtyMigGuAT/DHG7eeEhEzgKNSSq92e8tk4EP5RShJkiRJkiRpTQqXlKRyj8hPAouBy4AVwNHAocCdEbFfSunFBsYnSZIkSZKkJlDp26ZmVNSk5KvAHquSjxHxL8C3gb8FbqkmJpc2MEZJkiRJkiRJvSjiPSV3BK7v2hsypdSZUjodOAXYgUpicnSjApQkSZIkSZLUuyImJdcFXuhpQUrpYuDLwE7AzIgYlWdgkiRJkiRJktauiMO3nwEm9bYwpXRpRAwFvgfcBNyVV2CSJEmSJElqHoH3lGxWRUxKPgzsu6YCKaULI2I94Dxg11yikiRJkiRJklSTIg7fvhGYEBGHrKlQSunbwDcoZuJVkiRJkiRJKq0iJuyuB1qAjrUVTCl9MyKeBiZnHZQkSZIkSZKai4O3m1fhkpIppZeBH9ZR/kcZhiNJkiRJkiSpTpFSanQMReLGkiRJkiRJzc4OglWvvPV8YXI5o9cbN6j2W+F6SkqSJEmSJEk1iUGV5ysUk5KSJEmSJKnflne2Z1b3sJaRmdUtqTGK+PRtSZIkSZIkSQVmUlKSJEmSJElSrhy+LUmSJEmSpFIKn/nTtOwpKUmSJEmSJClXJiUlSZIkSZIk5crh25IkSZIkSSolB283L3tKSpIkSZIkScqVSUlJkiRJkiRJuXL4tiRJkiRJkkrJp283L3tKSpIkSZIkScqVSUlJkiRJkiRJuTIpKUmSJEmSJClX3lNSkiRJkiRlauZNtzL3vgdoW7CQhW2P0tHRwcGHHsR555/b6NBUduE9JZuVSUlJkiRJkpSpyy+7kra2RbS2tjJ23BieeLyj0SFJajCTkpIkSZIkKVOnn3kqY8eOYdLmmzH3vgc47pgTGh2SpAYzKSlJkiRJkjI1dc/dGx2CBikHbzcvH3QjSZIkSZIkKVeFTEpGxJCI+GRE/H1EHNJl/qiIuDgi5kfEAxFxbkS0NjJWSZIkSZIkSasr3PDtiFgHuAnYh0ov3BQRPwU+C9wI7NWl+M7APhGxT0ppZd6xSpIkSZIkSXq3wiUlgU8D+wK3AdOAQ4BPAc8B7wOOBH4FTAQuAvajkrD891oqj4j7e1uWUupH2JIkSZIkScpTeFfJplXE4dufA54GDkgpXQx8FHgMOA34WkrpmpTSaymlR4DDgXbgLxsWrSRJkiRJkqTVFLGn5BTghpRSJ0BKaWVEzAS+APyia8GU0hsR8Stg/1orTynttqbFfYhXkiRJkiRJUhdFTEpuDLzUbd7vq6/P9FB+MTA604gkSZIkSZLUfMLh282qiMO3XwE26mF+pJ5v+tgKLMs2JEmSJEmSJEm1KmJPyaeALbvNuwS4upfyk4AXMo1IkiRJkiT1atYttzF71hwAli6tDH6cP+9hvnbWOQCMGjWK0844uWHxScpfEZOSD1B5wvYfpJRe4t1DuomI9YEPAf+TT2iSJEmSJKm7tgULuWHajNXmLVn8DEsWV+7CNmHCeJOSyoSDt5tX9DziuXlFxEQqD7u5K6X0zlrKTgX+Hvi3lNKvBqD5Ym0sSZIkSZJysryzPbO6h7WMzKzukjIXV9XxzsuFyeVssM5Gg2q/FS4p2WBuLEmSJEmSemBSsqkMquTWmpiUbCOqXYMAACAASURBVF5FfNCNJEmSJEmSpAIr4j0lAYiIw4F9gHeAX6eUZvZS7mjg6JTSfjmGJ0mSJEmSpAYLO402rcIlJSMigGuAT/DH7sinRMQM4KiU0qvd3jKZysNuJEmSJEmSJDWBwiUlgc8CnwQWA5cBK4CjgUOBOyNiv5TSiw2MT5IkSZIkSdIaFDUp+Sqwx6rkY0T8C/Bt4G+BW6qJyaUNjFGSJEmSJEkN5vDt5lXEB93sCFzftTdkSqkzpXQ6cAqwA5XE5OhGBShJkiRJkiSpd0VMSq4LvNDTgpTSxcCXgZ2AmRExKs/AJEmSJEmSJK1dEZOSzwCTeluYUrqUyjDu9wM3ASNzikuSJEmSJElSDYqYlHwY2HdNBVJKFwJ/D+wBnJhHUJIkSZIkSWoyUaCpv6sa8cmIuCQi7oiI1yIiRcRP+ljXxIi4MiKejYi3IuLJiLhwIG+XWMSk5I3AhIg4ZE2FUkrfBr5BMR/mI0mSJEmSJNXjq1Q65+1CZaRxn0TEFOB+Kg+bvhf4F+Bx4GTgfyNi4/6HWsyE3fVAC9CxtoIppW9GxNPA5KyDkiRJkiRJkhroVGAJ8CjwIWB2H+v5V2AMcFJK6ZJVMyPie9U2vgV8oX+hQqSU+lvHYOLGkiRJkiSpB8s72zOre1iLj4uo0wAMBi6H5Z3thcnlDGsZOWD7LSL2oZKU/GlK6dN1vG9L4DHgSWBKSmlll2XDgeeoHF9jUkpr7TC4JkUcvi1JkiRJkiRp4O1Xfb25a0ISIKX0OnAX0Ars1d+Gijh8W5IkSZIkNRl7M0r9ExH397YspbRbTmFsU31d2MvyRcCBwNbArf1pyKRkferqRrvqYMrywLGN5mmjDOtgG7ZhG+VvowzrYBu2YRuNbaMM62AbtmEb5W+jDOuQVxtlN5BDonPQa1IyR6v+utDb/RhWzR/V34ZMSkqSJEmSJEkNVpDk86okb7/v1ek9JSVJkiRJkiTBH3tC9nY/hhHdyvWZSUlJkiRJkiRJAG3V1617Wf7e6mtv95ysmUlJSZIkSZIkSQCzq68HRsRqecOIGA78CfAmcHd/GzIpKUmSJEmSJA0iETE0IraNiCld56eUHgNuBiYDX+r2tnOADYAfp5Q6+huDD7qRJEmSJEmSCi4iPg58vPrjuOrr3hFxVfX/S1NKp1f/vynwf8BTVBKQXX0R+A1wcUTsXy23J7AvlWHb/zAg8abU74flSJIkSZIkSWqgiDgb+MYaijyVUppcLTsZeKLrvG51bQacCxwEbAw8B0wDzkkpvTwg8ZqUlCRJkiRJkpQn7ykpSZIkSZIkKVcmJSVJkiRJkiTlyqSkJEmSJEmSpFyZlJQkSZIkSZKUK5OSkiRJkiRJknJlUlKSJEmSJElSrkxKSpIkSZIkScqVSUlJkiRJkiRJuTIpKUmSJEmSJClX6zQ6gLKLiJOA36aUZjU6lr6IiPHA7sD6wJPAfSml1NCg6hARY4DRQCfw+5RSe8Hq3wLYGhgFJKAdWJhSemIg22mEop8bABHRCmwDvA08MlDnRtbHVRkV/VrVVRbHlceUinjNLfNnYBY8z/umiOdGmbk/alOW76BZrUfZuJ1UaiklpwwnYCXwbxnUOx74LnAf8AjwP8Bf9rGuqcAJQEuXecOAK4EVVD6UVk1twN59aGMRcBGwQw7b/E+BnwMvd4t9VfxfA0Y2cf1DgTOAx3uof9X0OPB3wNB+tLMrcCrwZWCbNZT7M+DKDPZTv86NvI4pYB/gFmAe8B1g/er8E6j8grxqnywB/qxZj6u89nmWbZTpWpXHcVWWY6qHugby8y/PzyavubW1k8tnYJbHVbW+DYHTgR8CXwTWrc6fBNwAvFY9N38MjO1HO5mf53XE8hVgVrPtixraK8S5UW0r0+tIXsdtlvsjj+Mqx+vhPpTgO2he61FHPHVdq8q2v52cmm1qeABFnoD9aphWVj/0/jCvzjZ+A3yu27wdgBeqF6WVXaZO4Ad9WI/pwMPd5v28WudrwEzgv4HfdZnX6xehXtpYFV8ncCdwFDAsg33ynR62y8rqxfvZLj8/BezUhPUPA27v0sYC4JfAT4CfVv+/oMv2nAOs14/1WDW9A1xMD7/gAd8AOpvw3Mj8mALeByzvtq9/AhxY/X8HcD/wdPXnt4Hdm+24ymOf53RcleJalcdxVYZjinw+//L+bPKau+Y2Mv8MzOm4agUe7lJfJ5XrUyvwf9V5L1ePg5VUrll1b8s8zvM64/mPeo7dnPZFKc6Nbvs7q+tI5sdtTvujFJ8dlOQ7aF7rUWdM9V6rSrO/nZyacWp4AEWeul2gap760MbXu817sDr/58D+wE7A8cDSahuH1NnG08DlXX7eqVr/PcC4bmWPqy77zz6sx9wuF9JOKl9sBuyvTsCnqnXfDRwCbFd9/V/gRWBLYDLwT9WL/nPAxs1Sf7WNs7vs2y3WUG6LapnO7sdHDW0cXm3jVSp/Cf9+NdZOYDbQ2q18X77Y5nVuZH1MXVmt92gqQ1mOovIl4N7qNLZL2S9U47i6mY7bHPd5Hm2U5VqV6XFVomMqj8+/PPa319za2zib7D8D8ziuTq7W95/Ax4ArqvVcBTwD7FkttyHwo+qyU+tsI/PzvA/7ry+/6Odxjpfh3MjjOpLHcVuW350K/12h+r48vi9kvh592LZ9uVYVfn87OTXr1PAAijxVLwbt1Q/m/+hlWkml2/sf5vWhja93+XnP6rxreii7E5UhjNPqbGM58I9dfv5i9aLY419fgBnAs31ZDyoPVzqMSm+HFV0u7HcCn6Eff3UC7qIypGv9bvNbq/N/1mXewdW2v90s9VfftwC4p8ayUf2QWlBnGzcDy+jSgwwYTqWH2UpgVtf9QN9/Qc7l3Mj4mGoD/qfbvF9W6/9AD+VvAZY003Gb4z7Po42yXKsyPa5KdEzl8fmXx/72mlt7G3l8BuZxXN0D/K7bvAer2+kz3eYPpdIb6fY628jjPD+3zumheo7dHM/xMpwbeVxH8jhuy/K7U+G/K1Tfk8d1JI/1yOVaVfT97eTUrFPDAyjyROX+Gm9VL0Rb9VJmJf27T033D9ZVv4S/v5fyvwSeqbONF+kydIHKfTY66fZX1y7LzweW92c9qvMmUPnS9GSXi/rLwIXA9n3YVq8B3+9l2feBpd3m3QL8X7PUX33Pm8B5dZQ/D3izzjaWAj/pZdn3qvtiJtUhcfTti23u50ZGx1RH9/1R3eY9nh/Vc+OtZjpuc9znebRRlmtVpsdViY6pPD7/8tjfXnNrbyOPz8A8jqsXgEu6zbuo2s74Hspf1f28rKGNPM7zVft0ZR1Tf5KSWeyLspwbeVxH8jhuy/K7U+G/K1Tfk8d1JI/1yPVaVdT97eTUrNMQ1GcppW8Ce1PpYv1QRJyYQ7Mjq68Lelm+ANi4zjrvBz4aEauexv5Y9XW7XspvD/y+zjbeJaX0bErpHCrDsA6jcv+Y4cBJwPyIuLPOKlvW1BywQbd5c6ncuLtZ6ofKl4OJdZSfBLxeZxsbUrkvzLuklP6Wyk3A9wemRcS6dda9qp5GnBtZHFOvVd/f1aqfR/VQfhSVoRb1yOO4ynyf59RGWa5VWR9XZTmmusvi8+9dMtjfXnNrl8dnYHdZHFcjqPQG6+plgJTScz2Uf7b6nnrkcZ6/SeU6+9kap7vqrL+7Ad8XJTo38rjmZn7cluh3p3cp4HcFyO93m6zXI+9rVVH3t9SUTEr2U0rpAeD9wOXARRExKyI2z7DJ56uvw3pZvh6VIY71+AGVD5jLI2IolYvq08ClEfGergUj4ljgIOBXdbbRq1QxI6X0Z9U4vgEspvKlpR4LqSQs1u86MyKGURly8ES38utR6XrfLPVD5ab9R0TEIWsrGBGHAZ+kci+h/9/emYfJVpX3+v04BxARGQRiQOHgABoniCOKDE6o0ThejSOoN3o1XhW9arwhgEPQiEbU66yIGo2KBtQoijIIKhJQBHFChcOggMo8w+mz7h9rtxRF9emu7qpdu75+3+f5nuratXq/+1fDrqpVe681DBcBd57rxlLK66m/jO8NfBlY7Jfktl8bve5RPad+DTw5IjaEPz/WT6K+xp7X2zAi7kgdg+nXQzraeF618Zi34ciyrxr38yrLc6qfcbz/zckIH2/3uQunjffAfsbxvLoM2KpvWTQ1iM0YvnO1jdf5T4EtSimfWkgBvxly/f2M5TWe5LXRxn6kjedtlu9OczJFnxWgnf1IGzna3lf9mSl7vEW6yagPvVzOBexF/RXzKuBlzbJRnIJwDnWsmOOAH1MP437YHO2PBM5ehOejjWs18A7gX6hvOlcC3wK+AJzVuC8Btl1EjgUPRk/9APT4IR2vazwnUTsjdmouZ2fyfHNf+6OBM7qy/uZ/7k09fH+mebzfSB3cfHYGwqc1y45v2lwN3GtIxzeA3yyg3QeavNcw5ClALb42xv2cmh0A/AzgPc3lDPDS5vVxCHVA8H2BM5vb9u/S87atx7yt5xU59lVjfV4lek6N/f2vpcfbfe7C/6eN98A2nlcnAsf3LVvBHDOFU8e//emQjjZe5x9u1nXXBbb/5DDP3TYeiwHrmNbXRhv73LE/b1t8PDK8d2T5DNpGjjb2VVP/eFtWV2viG5CtqKcxfLrZUXy7uVzqG+ugOmRA29tTv5h/aRGeAF7ffChY17gcJwE7LjLHUDNkLsKxEji2Z/tnenKcSs8gztTD4X/HcBPdjHX9Pf/7UODnAzz9zp8BD1nE+v938/+PXEDbj81uR0dfG+N+Tq1H7eTqfQ28q7ntfX2P0VrqgPADxzec5POqjce8redVkn3VWJ9XiZ5TY3//a+nxdp87nGfc74FtPK8OpXYKrVhA202pHbEfG9LRxuv8JcDlwOOGaP/JLj0Wc3in7rXR0j537M/bFh+PDO8dWT6DtpGjjX3V1D/eltXVilIKMnoi4unUX222BD5eSnlpC85dqONYHFlK+eoi17EJ9XDwBwNbU38hvZw6I9ixpZQzF7neA6m/vp64mP8fwrM+8A/UoynuTB0Y/L+A95ZSruv6+ns86wF7UI8M2YlbxsO5kvpYHAd8t5SydhHr3ob64faUUspRC2h/ILCqlPKiYV1zrG8kr422nlON60HA3aizUv6sZ/m+1F8tN6R2gn2wlHLtItY/7uft2B/ztp9X076valxje15leE4NuT2Lev9r4/Ge9H01pfvcsb0HDrkdi31ebQJsAZxf5vmgHREPoB758sVSyslDbl8rn0m6wCg+4w5Y59S8Nlp6H2/lebuOdU7Nd6csnxWa9bT13WasOcZJpsdbpIvYKTlGImJz6tgSl5ZSLpz09oh0BV8bIiLt4T5XZDC+NrqFj4eIyPLDTkkRERERERERERFplZWT3oAsREQA9wPuBWxOHe/hD8CppZSLdORzDHBuCNwHWEMd+HssPf4R8Z/At0spHxrH+nUsP0dEbAxsDPxp1KdDRsRK4BnAQ4CNqBPUfKmUco6Odh2jXH9EbFtK+d0otmuSjj7fKuqkCztSZ5Ut1NOFz6aetrV6BI6pff+bwOPR+vt44x3b/lCGY5Sfq5pTVO9QSrm8b/nuwAOBm4DjSim/6LKjWd/U7kd0LG/HHN4U358yfB8QmRgLHXzSGlzUcR0OAC5i7gHZjwUerGP6HcADqOOs/Ar4InD3ZvnjgIt7HOcCu43pObeWJQwArmP5OYANgPUGLN8b+FHP8/YK4EPAHRfheAHwOXoGyAfuDvyCW09GMwPcCLxax3gcLWVYS50Z8h+ATcf4vB+ro/Gsos5sO9N3//TeTzPUmWZ3WKQjw/tfW4/HuHOMfX+4iG36JLCmi47m/toP+ArwZeB/MsdEKMCrgXOGXP/YP1cBb6KZjRo4DdiBOmna5/ueV2toJpboqGPq9yM6lq0j/fenca+/LYdlTaI8fXsJNL/sfBvYjXpExZ+ogzMHcFZTuwLbUz+EvKSU8hkd0+mIiG2ps33esWfxucBjgR8D1wMnA9tSJ9+4CrhPGeLIkoh4ywKa7U+dce3rzfVSSjlQh451OGaAg0opb+1Z9gzql6UV1NfD1dRfxgt1xsXdSilrhnCc0GzYns31AH5C/dX9NOoX2sub6/tQPwQ/oZRyjI7ROlrKMHsEWaHu+75I/aD8w4WuoyOOban3yV9Qjxw9Bvg19QjJoO7v70n94rSK+uXpQaWU3w/hmPr3v8bRxuPRRo6x7w+HJSI+CbywlLKiS47myL/jgIdTHwOo98npwDNKKef1tT+QOkPtghwtfa7aGzia+gPM2dTX81nUTtoPUDuiTwS2Ap5J3R/+XSnliI45suxHdCw/x9R/f8ryfUCks0y6V3SaC/hn6i8W76OergFwB+C9wM3Ao5plj6N+2bkJuK+O6XQA727W/xLqG+vzqW/QPwROoefIEeBlTdt/HTLD7FE5/Ufq9B+1c6vrOnQswHFAz/UNqJ0r11OPetqwWb4T8IPG94ohHZcA/6/n+qMa7+ED2t4PuBb4lo7RO1rKsBY4gnpE5vU9z9MzgFcwgqPLWnJ8olnvK2nG2Z6jXVBnaF0LfGxIx9S//7X4eLSVY6z7w0Xk/iRD7tfbcACvbe6v04DnUDvUjm6WXQjco6/9gcM4aOdz1depncw7Ndd3pHZ6/B74TO/rHtgZuAE4poOOLPsRHcvPMfXfn8a9/rYcltXV8kjJJRARPweuLKXsOuC2k4EbSil7NdfvDvwUOKKUso+O6XNExJnUMaYe1bPsW8BjgMeVUo7ta38GsLaUsssQGWaop/+8nXoaxW2aAIcB3wUOn11YSvmUDh3rcKylHhn0lub646mnqx5cStm/r+2W1CPFziyl7DGE4wbqKWn7N9dfCxxC/dJ67oD2nwGeVErZXMdoHS1l+PNzKiK2AF5EPa1zJ245ku4L1A68RR1J15Ljd8AppZSnL7D9UdRT2LYdwjH173/N/7XxeLSao7k+jv3hiQtt27AjsFUZ7ijGNhynAtsAO5ZSru1Z/krgPdTO3D1KMy7tIo6UbONz1XnACb3PkYj4NPA84N6llLP72n8BeHQpZcuOObLsR3QsP8fUf3/K8n1ApLOMs8cze1E/gB8yx23vAq7uW/YF4Hwd0+mgns737r5lh1B/tdp8QPuPUN/oh8mwO3AO9fSJ58zRZi1LG19Qx/Jz9B8ZtF/zvL3nHO0/S/0AOYzjfODfe66/rnHcYY727wau1zF6R0sZbvWc6lm+e/P86T2S7ics4ki6lhw3UDujFtr+YOqXtGEcU//+1+Lj0XoOxrM/XMgRL7c5AqaDjquAD89x29OppyuvBrZvlh04jIN2PlddD/xL37KDG8eGA9q/A7ipo44M+xEdy88x9d+fxr3+thyW1dVaD1kKNwB3muO2LQYs+w2wtY6pdaxHPZWhl2sASt9Miw2XArcbYv2UUk4E7g98FfhsRHypOVJjZOhYfo4BbNBcnjfH7ecDmwy5zhOAJ0XEVs31H1N/1X1Uf8OICGBP6phCOkbvGPf656SUcmIp5XnUo6teRx3U/v7A+4GRzNw8YsdF1DGsFspDGHwEw7rI8P43JyN+PCaRYxz7w8upY7HtsMD68pDrb8uxHnDZoBtKKf8JPJv6uB8fEXdd5PrH+rmKejTnXfqWbdNcbj+g/fbUU7G75siyH9Gx/BxT//0p8fcBkU5gp+TSOB14RkTc6gNHc/0Z1EPce9mc4T+E6OiO40/UyRB6uRD47zna/wVzfJhfF6WUa0opLwaeBjwS+HnUQfhHho7l56CeXjnLbAfUuj6IXjXk+t8JbAx8MyLuXUo5nto59uGIeMJso6aj7DDquFqf1zEWRxsZ1kkp5fJSyntKKX9F/fX/c9RJRLrm+ArwqIg4JCI2nqtRRGwcEYcAewFHDenI8P43LyN6PNrKMe794enAPahHFJ03X9F8Qe+g44LGMZBSylHUU5TvSp0Qp79jbj7a+Fx1JvC0iLgHQHP5tMbTf7r+/ZrbzuigI8t+RMfyc6T4/pTo+4BI95j0oZrTXNQdxlrqLzrvoA7O+w7qzncG2Lev/SnASTqm00EdyPzHQ7Q/CfjhEp9jW1G/AM8A/0H9cjTSQ/d15Hdwy2l+/fXEOdp/BzhjEZ59qb+Gz1AHMP/3nuvXUSdgmT3d8AfA7XSMx9HC+geeyjvP/2zWQcfm1CP7ZqgdT0dTB/h/S1PvbZZd1WzPLxfhmPr3vxYfj7ZyjHV/SD3tcYY6nuBC2h/O8KdWt+H4LPBHYOU87Z5LnbhiZhgHLXyuos4qvJY6odfpzeX11BnFr2ueQ4c09881TYYXdtCRZT+iY/k50n1/Gvf623JYVldq4hsw7QW8lVt/qJ0dt+eDfe02Ab4IvEDHdDqA11MHvN9gAW13aPwDx2lZRK4XU8dkuahZ78jfkHTkdVCPkjt+QL16QNttqJ1Xhy3S9TDgxJ7XXn/9oXmdbrSEPDomvH4W0UHVRUfj2YI6htW167ivrgU+DGyxSMdUv/+1/HiMO8cJjHl/SJ3A4UjgoQts/whgnw46ntfc9wPHN+truw9Nx+QQ62/lcxXwcuCKJsslwDOb5c+njovZ+1r/+CKft204pn4/omP5Odp6nc+xvrF+Xh/3+ttyWNaky9m3R0BE7Ez9penO1F+W/quUcrKOvI4FbMN2wC7UXwYvGNE6V1FPtdwF+FQp5TWjWK+O5e0Y4NyBeurlj0opZy1hPdtSx+rbmnoK5+XUI9LOLKXMjGhbdUxo/RGxB7C61NNCx0Ibjj7f7YFdqbNJb9osvpJ6X/2w9Mw+vMj1T/X7X5uPRxfex5vtGMn+cFppXhOPBC4upcx7unFE7Emd9Gbks8Eu9XNVRKyk/qjwh77l9wQeB2xIPQLs1CVsYxuOqd6P6Fi+jgVux9R9f8r6fUCkTeyUFBERERERERERkVZxohsRERERERERERFplZWT3oDsRMRl1MOs99OR1xERW1BP+9sYOKeUctoo169Dhw4d07D+aXNExPOAb/efbjlJIuKO1Alizu+iozlFdatSykV9yx8I7EEdV/CbpZSzl7B9Y3fM4x/b55EWXuM7Aa8BHgJsBKwG/qOU8plpcWTIMGpHG/sqHTrGSUTsRp285eRSysXNsk2A/YAHAjdRJxY7rJRycxcdEbEx8EzgUcCOwGZAoQ71cjZwHPDlUso1i9n+thwinWPSg1pmL1qYJUtHOw7qeEB3G7D8bcAN3HqQ6LOA++nQoUNH244MGVp0rKVOQnEE8Jhh/38Iz92Br1C/VFxKnQ19hznaHsiQsyS36HgxcFlzn18MPKlZ/iZumX15LXVymNcs8r4au2OBz4ulTC7WxnP3HcBvgRU9y55AnZSpd7KK2dnGv0QzbFNXHBkytOgY+75Kh44xOdYHju7Z513V7CM3A37Z9xqZAb7HAibFmYDjydT3pP7XdP/r+yKa961F3Fdjd1hWF2viGzDNRZ3VdL5aC/y+5/p3dUyno3kTOKBv2Vu45Q39JOA/qb+Er23eVLYcMoMOHTp0LMmRIUOLjv4P+r8F3ghsPcx65nFsTf0C0f/F4grgbwa0H7rDsCXHA5v76Hrgx9QOl2uAxzbLvwG8CngntWN0DfDgDjra+DzSxnP3x8BRPdc3Bv5IPRLoXdTZtv8KeDa143MGeEWXHBkytOhoY1+lQ8c4HH/frP8s4L3N5YXUzvybgX+jdsa9GPhFsx2v75KDenT7zdQflT4F/B31/eoewD2bv/8O+HTT5ibgoUNmGLvDsrpaE9+Aaa6eHfhcv2QMun3YLwE6OuJo2h/Qc/1O1C9Ovwd26Vm+EvhA0/5fFpFBhw4dOhbtyJChZcc7gZcCP+KW94kbgS8ygiNHgPc06/0Q8JdNjjdSO9xuBJ7a134xHYZtOD4HXAfcp7m+I3A18DvgM31tH9zcj5/soKOtzyPjfu5eDvxbz/VnNOt57YC2mwHnU2cR74wjQ4YWHW3sq3ToGIfjB81zfqPm+u2B86gda28Y8Pq4BDi1Sw7g69SjLx+4gLYPpr5vfW3IDGN3WFZXa+IbMM1F/WX7SuBlwPYDalWzc/9c73Id0+ngtl8yntUse/GAtutTf208fcgMOnTo0LEkR4YME3TsAnyE+l4y++XsNyzhyBHqqWO32S7ql4qLqV+antSz/ECG7wRrw3E2cETfss8199EDBrT/NnB2Bx1tfB5p47l7HXBwz/U3NPfTwOcp8EHg2i45MmRo0dHGvkqHjnE4LgY+0LfsA826txnQ/mPAVV1yUIdE+dgQ7T8BXDpkhrE7LKur5ezbS+M+1MFyPwj8X+qO4byeWt20u6Z3uY6pdvSyijrw8DH9N5Q6ePLx1DG+loIOHTp0LNUx7vWncZRSTi+lvAzYhtpp9WPgbsDBwAUR8cWIeMyQq92eOjB9v+tUYHfqF5EjIuIJS9j0Nhx3oX457eXc5nLQhDO/ALbtoKPtzwownufuecADeq5fN7vKdfzPTMccGTK05bgVY9pX6dAxDscm1CMAe5m9fsWA9pcDG3bMsRF1rOOF8ifgdkO0b8sh0knslFwCpZRLSynPAF5E/RX8pxGxl468jj7WNJdzzVj3R2ADHTp06JiwI0OGthwAlFKuLaV8rJTyYOqRIx+lnn77TOCbQ67ueubogCh19ug9qV+QvryEL5RtOG7gtvfvTY3j+gHtrwOia44JfFaA8Tx3/wt4XEQ8uLk+2yn9gv6GEbEpdTy1szrmyJChLcdARryv0qFjHI7zgfv2Lfur5vIB3JZdqB1uXXL8GnhyRMy7n46IDamv8f4f2LrgEOkkdkqOgFLKp6k7vHOBb0fE+yNiIx0pHasiYveI2J36ixbU8bsG8ZcM94uXDh06dIzKkSFDW451Uko5o5TycuqRI38PnDbkKvqPoupf/6+BR1PHhzqKOinGsLThuIR6H/TyPep4ZIO4C8N/sWzDAbTyeWTcz913UDuaWsRaiAAAIABJREFUvxUR/4v6pfxQ4O0R8a8RsWtE3Dsi/gd1sp5tqEeHdsmRIUNbjnkZwb5Kh45xOL4LPD4inh8Rm0bEc6mz038PODQitpptGBEvob5XndwxxyeBewHfafbrt+lDiYj1ImIP6pH4OwGHDZmhDYdINykdOIc8UwH7UX+5/zXwSOp4HB/VMf0ObhlbZbZmr+8zR/sfAz/QoUOHjjYdGTK07DhgmP8ZtoD3U48w2XSedvejdrDNMPx4j204Pg/8Zoj2PweO6ZpjjvWM9PNIG8/d5v92oc4wO0M9ovQX1NlbZwb437vILGN1ZMjQ0v3Uxr5Kh45xOFYB1/S9Di6kdnKe19x2KvUHohnqkeW7dclBPZDriJ59+dXAGdQfGU5s/r665zX+RWC9ITOM3WFZXa2VyEgppbwnIr4FfIY6RtC6xpPRMV2ON8+x/DZjlUTEA4Cdgffp0KFDR8uODBnacrTB14F/AF4BvH2uRqWUnzanVh9LnR20a47/AK6LiA1KKTetq2FE7Eo94uOzHXTchjF8HmnluVtKOT0i7gu8Fngu9ciZXq6inkr8gVLKscOuvw1HhgxtOUSmkVLK6qhDZBwE7AD8DNi/lPL7iHgqtXPtgU3zK4DXlFK+1yVHKWUt8D8i4jnAy4FdqT/y9TJDPTLzQ6WUzw+z/W05RLpKlDLyfiABImIldQD1Xai/4n9IR25Hn+8OwJ2Ay0opV+vQoUNHFx0ZMrTlWApRx3+aKaWsWUDbzahHPA41uUobjiG2ZQPqKcvXLmR7uuJo+7NC4xzZc7d5XLcGVgCXl1IuHsEmturIkKEth0gGImIF9QemDYGz5vtBqguO5v3nHsCmzaIrqUf5j2zb23CIdAU7JUVERERERERERKRVnOhGRERERERERGQRRMT9I2LbaXeITAI7JUdARKyMiF0i4n4REetod/+IeKGO6XZkyKBDh478jgwZkjkeFBHPiTruXK/3tRHx1Yj4z4h48br8OnRkdGTIoEOHjuXhWAenAweMYb1tO0TaZ9Iz7Ux7AU8B/sAtM32dBzxjjrYHMuRslzq65ciQQYcOHfkdGTIkc3yqZ/0zwFub5V+lzqI5WzPAl4Zdvw4d0+rIkEGHDh25HdQDudZVK5p1f6x3edccltXVmvgGTHNRB0K/qdlB/Ao4q2dnd/CA9ov5YqmjI44MGXTo0JHfkSFDMsfTmnX+DPg34Ixm/a8FbgTeCNwfeCJwZnPbM3XoyO7IkEGHDh35Hdy6s3OhtWbIDGN3WFZXa+IbMM0FfK7ZAT6nZ9lDgbObHcU7+9ov5suMjo44MmTQoUNHfkeGDMkc3wYuAe7QXL89cCFwPbB/X9utgGuBr+jQkd2RIYMOHTryO6ifE64Fzl1HrQWu6l02ZIaxOyyrqzXxDZjmanZ2Rw9YvhlwEn1HWrC4LzM6OuLIkEGHDh35HRkyJHOcD3y8b9lHmnXvMKD9EcCFOnRkd2TIoEOHjvwOaqfnzcDBwPpztFkLfHSY7W7bYVldLSe6WRpbAT/pX1hKuQLYm/qF5o0R8WYdKRwZMujQoSO/I0OGTI6tgYv7ll3SXJ4/oP1qYEsdOpaBI0MGHTp0JHeUUh5LPRX81cCPImKXIbevEw6RrrJy0hsw5VwK3GHQDaWU6yLiicA3gf0j4iYdU+/IkEGHDh35HRkyZHJcBWzat2wGiFLKzID2K6jjXOrQkd2RIYMOHTqWgaOU8v6IOAb4DPDDiHg7dTKdQetfFG04RLqInZJL4xzq2FMD6flC823gLcBvdUy1I0MGHTp05HdkyJDJcSGwfd+yfwd+OEf77aizgevQkd2RIYMOHTqWh4NSyq8iYlfgn4H/C/xtROxTSvnpsOuapEOkc0z6/PFpLuAg6q8wd5un3R2BU2lm9NQxnY4MGXTo0JHfkSFDMsfHgT8ssO1K4CLgCB06sjsyZNChQ8fycAxYz4OBXwI3APszhvEe23BYVhfKMSWXxpHAfwNPWFejUspVwGOB7zJ4XAsd0+HIkEGHDh35HRkyZHIcCrw+IjZYQNuHUsfFOkqHjmXgyJBBhw4dy8NxK0oppwI7Ax8DljLu9EQdIl0gSimT3gYRERERERERkakiIvagdh6eVUo5dlodIpPCTkkRERERERERERFpFU/fHhMR8ZSIOEzH8nBkyKBDh478jgwZdOjQkd+RIYMOHTryOzJkEJk0dkqOj52BfXQsG0eGDDp06MjvyJBBhw4d+R0ZMujQoSO/I0MGkYlip6SIiIiIiIiIiIi0ip2SIiIiIiIiIiIi0ip2SoqIiIiIiIiIiEir2Ck5Pn4CfFrHsnFkyKBDh478jgwZdOjQkd+RIYMOHTryOzJkEJkoUUqZ9DaIiIiIiIiIiIjIMsIjJUVERERERERERKRVVk56A6aViDhgkf9aSilv1TFdjgwZdOjQkd+RIYMOHTryOzJk0KFDR35HhgwiXcfTtxdJRKwdsLj3zowBy4O681ihY7ocGTLo0KEjvyNDBh06dOR3ZMigQ4eO/I4MGUS6jkdKLp69BizbD3gi8FngBOBi4M5N2+cCXwcO1TGVjgwZdOjQkd+RIYMOHTryOzJk0KFDR35Hhgwi3aaUYo2ggBcC1wJ/PcftDwKuA16gY/odGTLo0KEjvyNDBh06dOR3ZMigQ4eO/I4MGSyrazXxDchSwOnAYfO0ORz4sY7pd2TIoEOHjvyODBl06NCR35Ehgw4dOvI7MmSwrK6Vs2+Pjp2Ai+Zp8/umnY7pd2TIoEOHjvyODBl06NCR35Ehgw4dOvI7MmQQ6RR2So6Oq4BHzNNmN+AaHSkcGTLo0KEjvyNDBh06dOR3ZMigQ4eO/I4MGUS6xaQP1cxSwCeAGeBdwCZ9t20CvLu5/eM6pt+RIYMOHTryOzJk0KFDR35Hhgw6dOjI78iQwbK6VlFKQZZORGwNnAysAq4GfgJcAvwFsDNwR+Ac4OGllD/omG5Hhgw6dOjI78iQQYcOHfkdGTLo0KEjvyNDBpHOMele0UwFbAF8lHoo9dqeugb4CHAnHXkcGTLo0KEjvyNDBh06dOR3ZMigQ4eO/I4MGSyrS+WRkmMgIlYC9wI2Ba4EfllKWaMjpyNDBh06dOR3ZMigQ4eO/I4MGXTo0JHfkSGDSBewU1JERERERERERERaxdm3RUREREREREREpFVWTnoDppWIOA4owD6llAub6wuhlFIerWO6HBky6NChI78jQwYdOnTkd2TIoEOHjvyODBlEuo6nby+SiFhL3Xncu5RydnN9IZRSygod0+XIkEGHDh35HRky6NChI78jQwYdOnTkd2TIINJ17JQUERERERERERGRVnFMyQkTEdtFxO46locjQwYdOnTkd2TIoEOHjvyODBl06NCR35Ehg8i4sFNy8rwIOF7HsnFkyKBDh478jgwZdOjQkd+RIYMOHTryOzJkEBkLdkqKiIiIiIiIiIhIq9gpKSIiIiIiIiIiIq1ip6SIiIiIiIiIiIi0ip2SIiIiIiIiIiIi0ip2SoqIiIiIiIiIiEir2CkpIiIiIiIiIiIirWKnpIiIiIiIiIiIiLSKnZIiIiIiIiIiIiLSKnZKTp5oSsfycGTIoEOHjvyODBl06NCR35Ehgw4dOvI7MmQQGQtRSpn0NixrImJTYLNSynk68jsyZNChQ0d+R4YMOnToyO/IkEGHDh35HRkyiIwLOyVHTESsAHYCNgdWDGpTSjlRRw5Hhgw6dOjI78iQQYcOHfkdGTLo0KEjvyNDBpHOUEqxRlTAPwOXATPrKh05HBky6NChI78jQwYdOnTkd2TIoEOHjvyODBksq0u1EhkJEfEG4M3AlcBngAuANTpyOjJk0KFDR35Hhgw6dOjI78iQQYcOHfkdGTKIdA1P3x4REfFr4HbAX5dS/qgjtyNDBh06dOR3ZMigQ4eO/I4MGXTo0JHfkSGDSNdw9u3RcVfgqDHvOHR0x5Ehgw4dOvI7MmTQoUNHfkeGDDp06MjvyJBBpFPYKTk6LoGxnw6vozuODBl06NCR35Ehgw4dOvI7MmTQoUNHfkeGDCKdwk7J0fFF4LERsaGOZeHIkEGHDh35HRky6NChI78jQwYdOnTkd2TIINIpHFNyRETERsAxwBXAq0op5+rI68iQQYcOHfkdGTLo0KEjvyNDBh06dOR3ZMgg0jXslBwREXEOsD6wTbPoSuqOpJ9SSrm7jul2ZMigQ4eO/I4MGXTo0JHfkSGDDh068jsyZBDpGo5VMDrWA9YA5/csiwHtBi3TMX2ODBl06NCR35Ehgw4dOvI7MmTQoUNHfkeGDCKdwiMlRUREREREREREpFWc6EZERERERERERERaxdO3x0RE3BHYFLiylHKVjtyODBl06NCR35Ehgw4dOvI7MmTQoUNHfkeGDCITp5RijaiAFcA/Ar8BZnrqN83ylTryODJk0KFDR35Hhgw6dOjI78iQQYcOHfkdGTJYVpdq4huQpYANgOOancUaYDVwcnO5pll+ArCBjul3ZMigQ4eO/I4MGXTo0JHfkSGDDh068jsyZLCsrtXENyBLUX+xWAt8Fbhn3213B45qdiD/qGP6HRky6NChI78jQwYdOnTkd2TIoEOHjvyODBksq2vl7NsjIiLObP7cuZSydsDt6wE/oc54fj8d0+3IkEGHDh35HRky6NChI78jQwYdOnTkd2TIINI1nH17dNwDOHrQjgOgWX409dcNHdPvyJBBhw4d+R0ZMujQoSO/I0MGHTp05HdkyCDSKeyUHB03AXeYp83GwM06UjgyZNChQ0d+R4YMOnToyO/IkEGHDh35HRkyiHSL0oFzyDMUcCJwCbDVHLdvCVwMnKhj+h0ZMujQoSO/I0MGHTp05HdkyKBDh478jgwZLKtrNfENyFLAs6gD0p4LvAS4G7ARsAPwIuC31AFpn6Vj+h0ZMujQoSO/I0MGHTp05HdkyKBDh478jgwZLKtrNfENyFTAwc0OZGZArQXeoSOPI0MGHTp05HdkyKBDh478jgwZdOjQkd+RIYNldamcfXvERMTDqL9o7AJsClwJnA4cVko5WUcuR4YMOnToyO/IkEGHDh35HRky6NChI78jQwaRrmCnpIiIiIiIiIiIiLSKs2+LiIiIiIiIiIhIq6yc9AZMKxGxXfPn70opMz3X56WUcr6O6XJkyKBDh478jgwZdOjQkd+RIYMOHTryOzJkEOk6nr69SCJiLVCAe5dSzu65Ph+llLKgzmAd3XFkyKBDh478jgwZdOjQkd+RIYMOHTryOzJkEOk6PokXz6epO4sr+67ryOnIkEGHDh35HRky6NChI78jQwYdOnTkd2TIINJpPFJSREREREREREREWmW9SW+AiIiIiIiIiIiILC/slBwRETETEf88T5t/iog1OqbfkSGDDh068jsyZNChQ0d+R4YMOnToyO/IkEGka9gpOTqiqYW00zH9jgwZdOjQkd+RIYMOHTryOzJk0KFDR35HhgwincJOyXbZHLhBx7JxZMigQ4eO/I4MGXTo0JHfkSGDDh068jsyZBBpDWffXgIRsXvfolUDlgGsALYDngf8Ssd0OjJk0KFDR35Hhgw6dOjI78iQQYcOHfkdGTKIdJpSirXIAtYCMwustcAa4Lk6ptORIYMOHTryOzJk0KFDR35Hhgw6dOjI78iQwbK6XB4puTTeAhTqeA4HACcA3x3Qbga4FDi+lPJLHVPryJBBhw4d+R0ZMujQoSO/I0MGHTp05HdkyCDSXSbdK5qlgHOBV+lYHo4MGXTo0JHfkSGDDh068jsyZNChQ0d+R4YMltW1ilIKIiIiIiIiIiIiIm3h7NsiIiIiIiIiIiLSKo4pOUIiIoBnAnsD2wIbDmhWSimP1jH9jgwZdOjQkd+RIYMOHTryOzJk0KFDR35HhgwiXcJOyRERERsC3wD2pA5QOztQ7SylZ7mOKXdkyKBDh478jgwZdOjQkd+RIYMOHTryOzJkEOkanr49Ot4I7AW8DdiKuqM4CNgGeC5wAfB5YAMdKRwZMujQoSO/I0MGHTp05HdkyKBDh478jgwZRLrFpGfayVLAT4HTeq6vBQ7ouX434CrgdTqm35Ehgw4dOvI7MmTQoUNHfkeGDDp06MjvyJDBsrpWHik5Ou4OfL/negHW//OVUs4Bvg7sqyOFI0MGHTp05HdkyKBDh478jgwZdOjQkd+RIYNIp7BTcnTcDNzQc/1q6uHWvZxH/WVDx/Q7MmTQoUNHfkeGDDp06MjvyJBBhw4d+R0ZMoh0CjslR8eF1JmxZjkb2LWvzS7AZTpSODJk0KFDR35Hhgw6dOjI78iQQYcOHfkdGTKIdAo7JUfH94GH91w/CrhfRHwiIv4mIg4BHgOcoCOFI0MGHTp05HdkyKBDh478jgwZdOjQkd+RIYNIt5j0oJZZCtgTOBpY1Vy/PXAKdWDamebybGBbHdPvyJBBhw4d+R0ZMujQoSO/I0MGHTp05HdkyGBZXasopSDjISJWAk8B7gGsBr5WSrlOR05Hhgw6dOjI78iQQYcOHfkdGTLo0KEjvyNDBpFJYqekiIiIiIiIiIiItIpjSo6IiDguIl44T5vnR8RxOqbfkSGDDh068jsyZNChQ0d+R4YMOnToyO/IkEGka9gpOTr2BFbN02Z7YA8dKRzjXr8OHTp0jMIx7vXr0KFDxygc416/Dh06dIzCMe71t+UQ6Qx2SrbLRsAaHcvGkSGDDh068jsyZNChQ0d+R4YMOnToyO/IkEGkNVZOegOSMXCAzogIYDvgicAFOtI4MmTQoUNHfkeGDDp06MjvyJBBhw4d+R0ZMoh0h0lP/z3NBawFZprq/XuuWgu8Tcd0OjJk0KFDR35Hhgw6dOjI78iQQYcOHfkdGTJYVpfLIyWXxonc8ivG7sD5wOoB7WaAS4FjgY/rmFpHhgw6dOjI78iQQYcOHfkdGTLo0KEjvyNDBpHuMule0SxF/bXiAB3Lw5Ehgw4dOvI7MmTQoUNHfkeGDDp06MjvyJDBsrpWHik5OnYArtCxbBwZMujQoSO/I0MGHTp05HdkyKBDh478jgwZRDpFlFLmbyWLJiK2BB4JXAd8p5QyoyOvI0MGHTp05HdkyKBDh478jgwZdOjQkd+RIYPIxJj0oZpZCng5cAqwRc+yBwJ/5JYBaU8BNtYx/Y4MGXTo0JHfkSGDDh068jsyZNChQ0d+R4YMltW1mvgGZCngBOCHfcuOA9ZQB6H9GnV8iNfpmH5Hhgw6dOjI78iQQYcOHfkdGTLo0KEjvyNDBsvqWk18A7IU8Dvgoz3Xt6T+ivGRnmWnAD/SMf2ODBl06NCR35Ehgw4dOvI7MmTQoUNHfkeGDJbVtVoPGRV3Av7Qc/0RzeWRPctOArbXkcKRIYMOHTryOzJk0KFDR35Hhgw6dOjI78iQQaRT2Ck5Oi6j/ooxyx7Uw6p/0LOsALfTkcKRIYMOHTryOzJk0KFDR35Hhgw6dOjI78iQQaRT2Ck5On4BPDki7hQRmwHPBk4tpVzV02YVcLGOFI4MGXTo0JHfkSGDDh068jsyZNChQ0d+R4YMIt1i0uePZyngb6m/YFwPXE0d9+H5PbevAC4Cvqxj+h0ZMujQoSO/I0MGHTp05HdkyKBDh478jgwZLKtrNfENyFTAS4HTmtqv77a9gcuBl+rI4ciQQYcOHfkdGTLo0KEjvyNDBh06dOR3ZMhgWV2qKKUgkyMi7ghsVko5X0d+R4YMOnToyO/IkEGHDh35HRky6NChI78jQwaRceGYkpNnP+BcHcvGkSGDDh068jsyZNChQ0d+R4YMOnToyO/IkEFkLNgpKSIiIiIiIiIiIq1ip6SIiIiIiIiIiIi0ip2SIiIiIiIiIiIi0ip2SoqIiIiIiIiIiEir2CkpIiIiIiIiIiIirWKnpIiIiIiIiIiIiLSKnZIiIiIiIiIiIiLSKnZKioiIiIiIiIiISKvYKTl5oikdy8ORIYMOHTryOzJk0KFDR35Hhgw6dOjI78iQQWQ8lFKsERTwQuD+87S5L/DCvmXbA3vomC5Hhgw6dOjI78iQQYcOHfkdGTLo0KEjvyNDBsvqWk18A7IUsBY4YJ42/wTM6Jh+R4YMOnToyO/IkEGHDh35HRky6NChI78jQwbL6lp5+na7rACKjmXjyJBBhw4d+R0ZMujQoSO/I0MGHTp05HdkyCDSGnZKtsuOwOU6lo0jQwYdOnTkd2TIoEOHjvyODBl06NCR35Ehg0hrrJz0BkwzEXFY36KnRsSqAU1XANsBjwS+rmM6HRky6NChI78jQwYdOnTkd2TIoEOHjvyODBlEOs2kzx+f5qKO9zBbM33X+2sG+AFwNx3T6ciQQYcOHfkdGTLo0KEjvyNDBh06dOR3ZMhgWV0uj5RcGjs0lwGcAxwKvHdAuxng8lLKtTqm2pEhgw4dOvI7MmTQoUNHfkeGDDp06MjvyJBBpLNEKY6POgoi4kDg+FLKiTryOzJk0KFDR35Hhgw6dOjI78iQQYcOHfkdGTKIdA2PlBwd+wJbA+PceejojmPc69ehQ4eOaVi/Dh06dEzD+nXo0KFjGtbflkOkMzj79ujYErhSx7JxZMigQ4eO/I4MGXTo0JHfkSGDDh068jsyZBDpFHZKjo6fAXfXsWwcGTLo0KEjvyNDBh06dOR3ZMigQ4eO/I4MGUS6RenAbDsZCngucB1wfx35HRky6NChI78jQwYdOnTkd2TIoEOHjvyODBksq2vlmJKj40LgO8D3I+IjwKnAxcBtZhIqix+0Vkd3HBky6NChI78jQwYdOnTkd2TIoEOHjvyODBlEOoWzb4+IiFhL3VFEs2jOO7aUskLHdDsyZNChQ0d+R4YMOnToyO/IkEGHDh35HRkyiHQNj5QcHW9hHTsMHekcGTLo0KEjvyNDBh06dOR3ZMigQ4eO/I4MGUQ6hUdKioiIiIiIiIiISKs4+7aIiIiIiIiIiIi0ip2SIiIiIiIiIiIi0iqOKTlCIiKAZwJ7A9sCGw5oVkopj9Yx/Y4MGXTo0JHfkSGDDh068jsyZNChQ0d+R4YMIl3CTskREREbAt8A9qTOlNU7YxY91xc9iKeO7jgyZNChQ0d+R4YMOnToyO/IkEGHDh35HRkyiHQNT98eHW8E9gLeBmxF3VEcBGwDPBe4APg8sIGOFI4MGXTo0JHfkSGDDh068jsyZNChQ0d+R4YMIt2ilGKNoICfAqf1XF8LHNBz/W7AVcDrdEy/I0MGHTp05HdkyKBDh478jgwZdOjQkd+RIYNlda08UnJ03B34fs/1Aqz/5yulnAN8HdhXRwpHhgw6dOjI78iQQYcOHfkdGTLo0KEjvyNDBpFOYafk6LgZuKHn+tXUw617OY/6y4aO6XdkyKBDh478jgwZdOjQkd+RIYMOHTryOzJkEOkUdkqOjgupM2PNcjawa1+bXYDLdKRwZMigQ4eO/I4MGXTo0JHfkSGDDh068jsyZBDpFHZKjo7vAw/vuX4UcL+I+ERE/E1EHAI8BjhBRwpHhgw6dOjI78iQQYcOHfkdGTLo0KEjvyNDBpFuMelBLbMUsCdwNLCquX574BTqwLQzzeXZwLY6pt+RIYMOHTryOzJk0KFDR35Hhgw6dOjI78iQwbK6VlFKQcZDRKwEngLcA1gNfK2Ucp2OnI4MGXTo0JHfkSGDDh068jsyZNChQ0d+R4YMIpPETkkRERERERERERFpFceUHBERcVxEvHCeNs+PiON0TL8jQwYdOnTkd2TIoEOHjvyODBl06NCR35Ehg0jXsFNydOwJrJqnzfbAHjpSOMa9fh06dOgYhWPc69ehQ4eOUTjGvX4dOnToGIVj3OtvyyHSGeyUbJeNgDU6lo0jQwYdOnTkd2TIoEOHjvyODBl06NCR35Ehg0hrrJz0BiRj4ACdERHAdsATgQt0pHFkyKBDh478jgwZdOjQkd+RIYMOHTryOzJkEOkOk57+e5oLWAvMNNX791y1Fnibjul0ZMigQ4eO/I4MGXTo0JHfkSGDDh068jsyZLCsLpdHSi6NE7nlV4zdgfOB1QPazQCXAscCH9cxtY4MGXTo0JHfkSGDDh068jsyZNChQ0d+R4YMIt1l0r2iWYr6a8UBOpaHI0MGHTp05HdkyKBDh478jgwZdOjQkd+RIYNlda08UnJ07ABc3r8wIrYEHglcB3ynlDKjI4UjQwYdOnTkd2TIoEOHjvyODBl06NCR35Ehg0i3mHSvaJYCXg6cAmzRs+yBwB+5ZeyHU4CNdUy/I0MGHTp05HdkyKBDh478jgwZdOjQkd+RIYNlda0mvgFZCjgB+GHfsuOANdTxHr5GPRT7dTqm35Ehgw4dOvI7MmTQoUNHfkeGDDp06MjvyJDBsrpWE9+ALAX8Dvhoz/Utqb9ifKRn2SnAj3RMvyNDBh06dOR3ZMigQ4eO/I4MGXTo0JHfkSGDZXWt1kNGxZ2AP/Rcf0RzeWTPspOA7XWkcGTIoEOHjvyODBl06NCR35Ehgw4dOvI7MmQQ6RR2So6Oy6i/YsyyB/Ww6h/0LCvA7XSkcGTIoEOHjvyODBl06NCR35Ehgw4dOvI7MmQQ6RR2So6OXwBPjog7RcRmwLOBU0spV/W0WQVcrCOFI0MGHTp05HdkyKBDh478jgwZdOjQkd+RIYNIt5j0+eNZCvhb6i8Y1wNXU8d9eH7P7SuAi4Av65h+R4YMOnToyO/IkEGHDh35HRky6NChI78jQwbL6lpNfAMyFfBS4LSm9uu7bW/gcuClOnI4MmTQoUNHfkeGDDp06MjvyJBBhw4d+R0ZMlhWlypKKYiIiIiIiIiIiIi0hWNKioiIiIiIiIiISKvYKSkiIiIiIiIiIiKtYqekiIiIiIiIiIiItIqdkiIiIiIiIiIiItIqdkqKiIiIiIiIiIhIq9gpKSIiIiIiIiIiIq1ip6SIiIiILJmIKBFxwqS3Yy4iYt/47BxgAAAKRUlEQVRmG/cd4n8Ob/5n1dg2TERERGSZYqekiIhIYpoOlRIR50XE7eZos7pps7Lt7ZsEEbGqyXt4i86DGueeLflGnrF5nqwe1fpEREREZHmzLL58iIiICNsBrwHeMekNkbTcG7hu0huxDo4EfghcNOkNERERERGPlBQREVkOXA5cBrwpIrac9MZITkopvyylnD/p7ZiLUsqVzTZeOeltERERERE7JUVERJYD1wFvBe4IHDjMP0bEsyLixIi4MiKuj4ifRsSbImLDAW1XN3X7iDgkIs6PiBsj4jcR8caIiDkcD42IL0XExRFxU0RcEBEfiYhthtzWTSLinyPirIi4KiKujojfRsQXIuKBTZuDgHObf9mn5/T2P481GBEbRMQrI+IbzWnvN0bEZRHxnYh4whzu2ex3jIh/a/6+uTltezW33O/H9zqHyTepjBGxZ7Ot2wPb963v8J52A8eUjIhNI+LtEfGriLghIi6PiG9FxGMGtN2zWc9BEbFzRHw9Iq6IiOsi4rsR8fBh77Oedc85pmREPCYiToqIa5v74aiIuNdiXSIiIiIyP56+LSIisjz4APBK4GUR8f5Sytnz/UNEHAy8CfgT8DngGuAJwMHA3hHx2FLKzX3/tj5wDLANcDSwBngq9bTx2wFv7nO8CPgYcCPwVeAC4J7A/wSeHBEPW8jRd02H5zeBhwMnAx9v3HcF9gROAn4EnABsBrwaOAM4qmc1P2kutwDeC/wA+DbwR+AvgScD34iIvy+lfHzAZmwAHNf8/zHAVdTOwUOb+2AP4FPA6vnydCzjaurj9prm+qED1jfXNm8GfB/4K+DU5n+3BJ4FHBMRLy+lfGTAvz4IeENPzu2AZwDHRsTOpZRfrcs7DBHxTOALwE3N5UXAbo37zFF5REREROTWRClD/0gvIiIiU0JzhNvvSil3aTpfjgCOLKU8vafNaupRcOuXUtY0y3aldlhdADyklHJxs3wldWy+JwH/VEo5eMB6jgaeUUq5vlm+NTDbCbrVbEdmROwInAWcD+xRSvldz7oeRe0s+2op5WkLyHk/agfSUf3tI2I9YNNSyuXN9VXUzsJPlVL2HbCuDZvtvLBv+abUDrZtgG1n8/VlPxZ4Sinl2r7/PYh6tORepZQT5svT4YyUUlbNsX0F+G4pZc+eZR8BXgp8FPhfpfngGRH3BE6jdlTvVEpZ3SzfEzi++fcXlVIO71nXy4APAx8qpbxi0Dasi+YIyU/2rjci7gCcRz2KeNdSymk97d/DLR2xO8xuo4iIiIiMBk/fFhERWSaUUr5EPfrraRGx2zzNX9xcvm22Q7JZxxrgdcBa6tGMg3hVb2dWKeUPwFeATYGdetq9nHpk5at7OySb/zmOeuTkkyNik/my9XB9/4JSytrZzrqFUEq5sb+zrll+JXAYsDnw4Dn+/XX9HZJjYNIZF0RErA88n3qE7ZtmOyQbz6+B91GPLn3hgH//fm+HZMNh1CNDH7KU7erjKdSjRj/X2yHZcBDg+JMiIiIiY8LTt0VERJYXr6MeAfnu5tTouU6Z+Ovm8rj+G0opZ0fEhcAOEbFZKeWKnpuvLKX8ZsD6LmguN+9ZtmtzuUdEDOoA2xpYAewI/Cgingrs3NfmJ6WUo4CfU08lfk5EbE/tBP0ecFop5aY5Ms5JRNwHeD2wO/W05tv1Ndl2wL/dwHhP9+1CxmG4F3B7agfjZQNuPw7YH9hlwG39HYSUUm6OiEu49XNoqcw+z787wHdlRPyEetq9iIiIiIwYOyVFRESWEaWUkyPiS8AzqeP6fWGOpps2lxfNcftF1HH+NgV6OyWvGNycNc3lip5ld2ouX7+ubQbu0Fw+Fdin77ZPUU9nnmlO+T6Amu1fm9uvjohPUY/Uu2YeDwAR8TBqh9lK6unYX6WOD7mW2in6FOA2E/0Af1hHJ++S6UjGYVjIcwjq+Jf9rOt5tGKO2xbD7DZeMsftF8+xXERERESWiJ2SIiIiy49/pHY6vT0ijpyjzexpq3cGfjvg9r/sa7cYZv9301LKVfM1bsZG3Hcdt18O7AfsFxH3oB7h9jLqBD+bAS9Y4HbtD2zEgPEfI+JN1Ptu4CYscP2LpgMZh6H3OTSIUTyHlsqs+y/muH2ubRcRERGRJeKYkiIiIsuMUspvgQ8COwD/e45mpzeXe/bf0HSG3QU4t+/U7WH5YXP5yCWsYyCllN+UUj5B7bS7hlt3ss00l3MdcXcP4LI5JqRZ7Km88zmHZgIZZ9axvkH8CrgO2DkiBp1yvVdz+eMh1jlqZt23ydxM+tM/XICIiIiIjAg7JUVERJYnb6GeIvtP3HJ6dC+HNZf7R8RWswsjYgXwLupniE8scRv+H3Az8J5mJu5bEREbRMSCOiwjYodmjMR+Nqeehtw7Oczl1KMat5tjdauBLSLi/n2OlwB7L2R7BnBpczmXc146kPFSYKuI2Ggh29uMc/lZ6vPrLX2euwOvoj7+n1nI+sbEV6j31XMj4kF9tx3ELad3i4iIiMiI8fRtERGRZUgp5bKIOBh45xy3/yAi3gm8ATirGYfyWuAJwH2pE6wcssRt+GVEvJjaAfqziPgmcDZ1Ru7tqEdQ/pE6Ycp8PAA4MiJ+BJwF/B7Yinr04PrcMv4ipZRrIuIU4JER8dnGOQN8tZRyJnAotWPuexHxReopvg8CdgNmx+McluOp4zW+PSLuS+0Io5TytiHWMemMx1Jn5P5mRJwI3AicUUr52jq2+R+pj+Mrm8mMjge2pI5nugnwylLKuUPcByOluZ9eSh1b9aSI+AJ1rMvdqM/zE6kTAYmIiIjIiLFTUkREZPnyPuAVwKpBN5ZS3hgRp1PHK3whtePrt9TxCN+9mBmfBzj+PSLOoM4KvhfwOGrn5++pnWNzTcTTz2nA26mn4T6eevTgH4EfAe8rpRzd1/4FwHuats8BArgQOLOU8s2IeDI157OpnXn/3Wzf3VhEp2Qp5RcRsQ/wf6j3+exM18N0Sk4649uo41Y+GXgE9VTuTwFzdko2nd+7Am8Cng68lnpE538Dh5RSjhki/1gopXwpIh4PHEjtLL2R2hm5K7VT1U5JERERkTEQY5wkUkREREREREREROQ2OKakiIiIiIiIiIiItIqdkiIiIiIiIiIiItIqjikpIiIiMiEi4qnAzgtourqUcviYN2eqiIg9gT0X0PSKUsqh490aERERERkWx5QUERERmRARcTiwzwKafreUsud4t2a6iIiDqJPTzMd5pZRV490aERERERkWOyVFRERERERERESkVRxTUkRERERERERERFrFTkkRERERERERERFpFTslRUREREREREREpFXslBQREREREREREZFWsVNSREREREREREREWsVOSREREREREREREWkVOyVFRERERERERESkVeyUFBERERERERERkVaxU1JERERERERERERaxU5JERERERERERERaRU7JUVERERERERERKRV7JQUERERERERERGRVrFTUkRERERERERERFrl/wNGJMeMUPFrugAAAABJRU5ErkJggg==\\n'}}],\n",
       "   'source': 'plt.figure(figsize=(12,8))\\nplt.title(\"start station id count per start hour\")\\nsns.heatmap(filter_df.groupby([\\'start_hour\\', \\'start_station_id\\'])[[\\'start_station_id\\']].count().unstack(),\\n           lw=.5, annot=True, cmap=\\'GnBu\\', fmt=\\'g\\', annot_kws={\\'size\\':10});'}],\n",
       " 'metadata': {'celltoolbar': 'Tags',\n",
       "  'kernelspec': {'display_name': 'Python 3',\n",
       "   'language': 'python',\n",
       "   'name': 'python3'},\n",
       "  'language_info': {'name': 'python',\n",
       "   'version': '3.7.4',\n",
       "   'mimetype': 'text/x-python',\n",
       "   'codemirror_mode': {'name': 'ipython', 'version': 3},\n",
       "   'pygments_lexer': 'ipython3',\n",
       "   'nbconvert_exporter': 'python',\n",
       "   'file_extension': '.py'},\n",
       "  'varInspector': {'cols': {'lenName': 16, 'lenType': 16, 'lenVar': 40},\n",
       "   'kernels_config': {'python': {'delete_cmd_postfix': '',\n",
       "     'delete_cmd_prefix': 'del ',\n",
       "     'library': 'var_list.py',\n",
       "     'varRefreshCmd': 'print(var_dic_list())'},\n",
       "    'r': {'delete_cmd_postfix': ') ',\n",
       "     'delete_cmd_prefix': 'rm(',\n",
       "     'library': 'var_list.r',\n",
       "     'varRefreshCmd': 'cat(var_dic_list()) '}},\n",
       "   'types_to_exclude': ['module',\n",
       "    'function',\n",
       "    'builtin_function_or_method',\n",
       "    'instance',\n",
       "    '_Feature'],\n",
       "   'window_display': False},\n",
       "  'papermill': {'parameters': {'date': '2019-11-07'},\n",
       "   'environment_variables': {},\n",
       "   'version': '2.0.0',\n",
       "   'input_path': 'papermill_example.ipynb',\n",
       "   'output_path': 'papermill_example_output.ipynb',\n",
       "   'start_time': '2020-03-08T05:39:02.358013',\n",
       "   'end_time': '2020-03-08T05:39:08.885950',\n",
       "   'duration': 6.527937,\n",
       "   'exception': None}},\n",
       " 'nbformat': 4,\n",
       " 'nbformat_minor': 2}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import papermill as pm\n",
    "\n",
    "pm.execute_notebook(\n",
    "   'papermill_example.ipynb',\n",
    "   'papermill_example_output.ipynb',\n",
    "   parameters = dict(date='2019-11-07'),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "pm.execute_notebook?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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   "language": "python",
   "name": "python3"
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    "version": 3
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   "file_extension": ".py",
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  "varInspector": {
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
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 "nbformat": 4,
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}