spotify-eda.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"source":"<a href=\"https://www.kaggle.com/code/kaushalpowar/spotify-eda?scriptVersionId=107676599\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-10-10T16:22:13.475531Z","iopub.execute_input":"2022-10-10T16:22:13.475901Z","iopub.status.idle":"2022-10-10T16:22:13.494804Z","shell.execute_reply.started":"2022-10-10T16:22:13.475868Z","shell.execute_reply":"2022-10-10T16:22:13.493866Z"},"trusted":true},"execution_count":3,"outputs":[{"name":"stdout","text":"/kaggle/input/ultimate-spotify-tracks-db/SpotifyFeatures.csv\n/kaggle/input/spotify-datasets/artists.csv\n/kaggle/input/spotify-datasets/tracks.csv\n","output_type":"stream"}]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\n","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:14.424897Z","iopub.execute_input":"2022-10-10T16:22:14.425487Z","iopub.status.idle":"2022-10-10T16:22:14.942531Z","shell.execute_reply.started":"2022-10-10T16:22:14.425451Z","shell.execute_reply":"2022-10-10T16:22:14.941586Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"df_tracks = pd.read_csv('../input/spotify-datasets/tracks.csv')","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:16.224659Z","iopub.execute_input":"2022-10-10T16:22:16.225331Z","iopub.status.idle":"2022-10-10T16:22:19.377609Z","shell.execute_reply.started":"2022-10-10T16:22:16.225293Z","shell.execute_reply":"2022-10-10T16:22:19.376654Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"df_tracks.tail()","metadata":{"execution":{"iopub.status.busy":"2022-10-10T17:30:33.839142Z","iopub.execute_input":"2022-10-10T17:30:33.839617Z","iopub.status.idle":"2022-10-10T17:30:33.860434Z","shell.execute_reply.started":"2022-10-10T17:30:33.839578Z","shell.execute_reply":"2022-10-10T17:30:33.859484Z"},"trusted":true},"execution_count":42,"outputs":[{"execution_count":42,"output_type":"execute_result","data":{"text/plain":"                                  id                       name  popularity  \\\nrelease_date                                                                  \n2020-09-26    5rgu12WBIHQtvej2MdHSH0                        云与海          50   \n2020-10-21    0NuWgxEp51CutD2pJoF4OM                      blind          72   \n2020-09-02    27Y1N4Q4U3EfDU5Ubw8ws2  What They'll Say About Us          70   \n2021-03-05    45XJsGpFTyzbzeWK8VzR8S            A Day At A Time          58   \n2015-07-01    5Ocn6dZ3BJFPWh4ylwFXtn           Mar de Emociones          38   \n\n              explicit                          artists  \\\nrelease_date                                              \n2020-09-26           0                      ['阿YueYue']   \n2020-10-21           0                   ['ROLE MODEL']   \n2020-09-02           0                      ['FINNEAS']   \n2021-03-05           0  ['Gentle Bones', 'Clara Benin']   \n2015-07-01           0                    ['Afrosound']   \n\n                                                     id_artists  danceability  \\\nrelease_date                                                                    \n2020-09-26                           ['1QLBXKM5GCpyQQSVMNZqrZ']         0.560   \n2020-10-21                           ['1dy5WNgIKQU6ezkpZs4y8z']         0.765   \n2020-09-02                           ['37M5pPGs6V1fchFJSgCguX']         0.535   \n2021-03-05    ['4jGPdu95icCKVF31CcFKbS', '5ebPSE9YI5aLeZ1Z2g...         0.696   \n2015-07-01                           ['0i4Qda0k4nf7jnNHmSNpYv']         0.686   \n\n              energy  key  loudness  mode  speechiness  acousticness  \\\nrelease_date                                                           \n2020-09-26     0.518    0    -7.471     0       0.0292         0.785   \n2020-10-21     0.663    0    -5.223     1       0.0652         0.141   \n2020-09-02     0.314    7   -12.823     0       0.0408         0.895   \n2021-03-05     0.615   10    -6.212     1       0.0345         0.206   \n2015-07-01     0.723    6    -7.067     1       0.0363         0.105   \n\n              instrumentalness  liveness  valence    tempo  time_signature  \\\nrelease_date                                                                 \n2020-09-26            0.000000    0.0648   0.2110  131.896               4   \n2020-10-21            0.000297    0.0924   0.6860  150.091               4   \n2020-09-02            0.000150    0.0874   0.0663  145.095               4   \n2021-03-05            0.000003    0.3050   0.4380   90.029               4   \n2015-07-01            0.000000    0.2640   0.9750  112.204               4   \n\n              duration      dates  \nrelease_date                       \n2020-09-26         258 2020-09-26  \n2020-10-21         153 2020-10-21  \n2020-09-02         188 2020-09-02  \n2021-03-05         142 2021-03-05  \n2015-07-01         214 2015-07-01  ","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>id</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>explicit</th>\n      <th>artists</th>\n      <th>id_artists</th>\n      <th>danceability</th>\n      <th>energy</th>\n      <th>key</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>acousticness</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>valence</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n      <th>duration</th>\n      <th>dates</th>\n    </tr>\n    <tr>\n      <th>release_date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2020-09-26</th>\n      <td>5rgu12WBIHQtvej2MdHSH0</td>\n      <td>云与海</td>\n      <td>50</td>\n      <td>0</td>\n      <td>['阿YueYue']</td>\n      <td>['1QLBXKM5GCpyQQSVMNZqrZ']</td>\n      <td>0.560</td>\n      <td>0.518</td>\n      <td>0</td>\n      <td>-7.471</td>\n      <td>0</td>\n      <td>0.0292</td>\n      <td>0.785</td>\n      <td>0.000000</td>\n      <td>0.0648</td>\n      <td>0.2110</td>\n      <td>131.896</td>\n      <td>4</td>\n      <td>258</td>\n      <td>2020-09-26</td>\n    </tr>\n    <tr>\n      <th>2020-10-21</th>\n      <td>0NuWgxEp51CutD2pJoF4OM</td>\n      <td>blind</td>\n      <td>72</td>\n      <td>0</td>\n      <td>['ROLE MODEL']</td>\n      <td>['1dy5WNgIKQU6ezkpZs4y8z']</td>\n      <td>0.765</td>\n      <td>0.663</td>\n      <td>0</td>\n      <td>-5.223</td>\n      <td>1</td>\n      <td>0.0652</td>\n      <td>0.141</td>\n      <td>0.000297</td>\n      <td>0.0924</td>\n      <td>0.6860</td>\n      <td>150.091</td>\n      <td>4</td>\n      <td>153</td>\n      <td>2020-10-21</td>\n    </tr>\n    <tr>\n      <th>2020-09-02</th>\n      <td>27Y1N4Q4U3EfDU5Ubw8ws2</td>\n      <td>What They'll Say About Us</td>\n      <td>70</td>\n      <td>0</td>\n      <td>['FINNEAS']</td>\n      <td>['37M5pPGs6V1fchFJSgCguX']</td>\n      <td>0.535</td>\n      <td>0.314</td>\n      <td>7</td>\n      <td>-12.823</td>\n      <td>0</td>\n      <td>0.0408</td>\n      <td>0.895</td>\n      <td>0.000150</td>\n      <td>0.0874</td>\n      <td>0.0663</td>\n      <td>145.095</td>\n      <td>4</td>\n      <td>188</td>\n      <td>2020-09-02</td>\n    </tr>\n    <tr>\n      <th>2021-03-05</th>\n      <td>45XJsGpFTyzbzeWK8VzR8S</td>\n      <td>A Day At A Time</td>\n      <td>58</td>\n      <td>0</td>\n      <td>['Gentle Bones', 'Clara Benin']</td>\n      <td>['4jGPdu95icCKVF31CcFKbS', '5ebPSE9YI5aLeZ1Z2g...</td>\n      <td>0.696</td>\n      <td>0.615</td>\n      <td>10</td>\n      <td>-6.212</td>\n      <td>1</td>\n      <td>0.0345</td>\n      <td>0.206</td>\n      <td>0.000003</td>\n      <td>0.3050</td>\n      <td>0.4380</td>\n      <td>90.029</td>\n      <td>4</td>\n      <td>142</td>\n      <td>2021-03-05</td>\n    </tr>\n    <tr>\n      <th>2015-07-01</th>\n      <td>5Ocn6dZ3BJFPWh4ylwFXtn</td>\n      <td>Mar de Emociones</td>\n      <td>38</td>\n      <td>0</td>\n      <td>['Afrosound']</td>\n      <td>['0i4Qda0k4nf7jnNHmSNpYv']</td>\n      <td>0.686</td>\n      <td>0.723</td>\n      <td>6</td>\n      <td>-7.067</td>\n      <td>1</td>\n      <td>0.0363</td>\n      <td>0.105</td>\n      <td>0.000000</td>\n      <td>0.2640</td>\n      <td>0.9750</td>\n      <td>112.204</td>\n      <td>4</td>\n      <td>214</td>\n      <td>2015-07-01</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df_tracks.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:20.824912Z","iopub.execute_input":"2022-10-10T16:22:20.825577Z","iopub.status.idle":"2022-10-10T16:22:20.85379Z","shell.execute_reply.started":"2022-10-10T16:22:20.825538Z","shell.execute_reply":"2022-10-10T16:22:20.852889Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"                       id                                 name  popularity  \\\n0  35iwgR4jXetI318WEWsa1Q                                Carve           6   \n1  021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista           0   \n2  07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado           0   \n3  08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado           0   \n4  08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening           0   \n\n   duration_ms  explicit              artists                  id_artists  \\\n0       126903         0              ['Uli']  ['45tIt06XoI0Iio4LBEVpls']   \n1        98200         0  ['Fernando Pessoa']  ['14jtPCOoNZwquk5wd9DxrY']   \n2       181640         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n3       176907         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n4       163080         0      ['Dick Haymes']  ['3BiJGZsyX9sJchTqcSA7Su']   \n\n  release_date  danceability  energy  key  loudness  mode  speechiness  \\\n0   1922-02-22         0.645  0.4450    0   -13.338     1       0.4510   \n1   1922-06-01         0.695  0.2630    0   -22.136     1       0.9570   \n2   1922-03-21         0.434  0.1770    1   -21.180     1       0.0512   \n3   1922-03-21         0.321  0.0946    7   -27.961     1       0.0504   \n4         1922         0.402  0.1580    3   -16.900     0       0.0390   \n\n   acousticness  instrumentalness  liveness  valence    tempo  time_signature  \n0         0.674            0.7440     0.151    0.127  104.851               3  \n1         0.797            0.0000     0.148    0.655  102.009               1  \n2         0.994            0.0218     0.212    0.457  130.418               5  \n3         0.995            0.9180     0.104    0.397  169.980               3  \n4         0.989            0.1300     0.311    0.196  103.220               4  ","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>id</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>duration_ms</th>\n      <th>explicit</th>\n      <th>artists</th>\n      <th>id_artists</th>\n      <th>release_date</th>\n      <th>danceability</th>\n      <th>energy</th>\n      <th>key</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>acousticness</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>valence</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>35iwgR4jXetI318WEWsa1Q</td>\n      <td>Carve</td>\n      <td>6</td>\n      <td>126903</td>\n      <td>0</td>\n      <td>['Uli']</td>\n      <td>['45tIt06XoI0Iio4LBEVpls']</td>\n      <td>1922-02-22</td>\n      <td>0.645</td>\n      <td>0.4450</td>\n      <td>0</td>\n      <td>-13.338</td>\n      <td>1</td>\n      <td>0.4510</td>\n      <td>0.674</td>\n      <td>0.7440</td>\n      <td>0.151</td>\n      <td>0.127</td>\n      <td>104.851</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>021ht4sdgPcrDgSk7JTbKY</td>\n      <td>Capítulo 2.16 - Banquero Anarquista</td>\n      <td>0</td>\n      <td>98200</td>\n      <td>0</td>\n      <td>['Fernando Pessoa']</td>\n      <td>['14jtPCOoNZwquk5wd9DxrY']</td>\n      <td>1922-06-01</td>\n      <td>0.695</td>\n      <td>0.2630</td>\n      <td>0</td>\n      <td>-22.136</td>\n      <td>1</td>\n      <td>0.9570</td>\n      <td>0.797</td>\n      <td>0.0000</td>\n      <td>0.148</td>\n      <td>0.655</td>\n      <td>102.009</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>07A5yehtSnoedViJAZkNnc</td>\n      <td>Vivo para Quererte - Remasterizado</td>\n      <td>0</td>\n      <td>181640</td>\n      <td>0</td>\n      <td>['Ignacio Corsini']</td>\n      <td>['5LiOoJbxVSAMkBS2fUm3X2']</td>\n      <td>1922-03-21</td>\n      <td>0.434</td>\n      <td>0.1770</td>\n      <td>1</td>\n      <td>-21.180</td>\n      <td>1</td>\n      <td>0.0512</td>\n      <td>0.994</td>\n      <td>0.0218</td>\n      <td>0.212</td>\n      <td>0.457</td>\n      <td>130.418</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>08FmqUhxtyLTn6pAh6bk45</td>\n      <td>El Prisionero - Remasterizado</td>\n      <td>0</td>\n      <td>176907</td>\n      <td>0</td>\n      <td>['Ignacio Corsini']</td>\n      <td>['5LiOoJbxVSAMkBS2fUm3X2']</td>\n      <td>1922-03-21</td>\n      <td>0.321</td>\n      <td>0.0946</td>\n      <td>7</td>\n      <td>-27.961</td>\n      <td>1</td>\n      <td>0.0504</td>\n      <td>0.995</td>\n      <td>0.9180</td>\n      <td>0.104</td>\n      <td>0.397</td>\n      <td>169.980</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>08y9GfoqCWfOGsKdwojr5e</td>\n      <td>Lady of the Evening</td>\n      <td>0</td>\n      <td>163080</td>\n      <td>0</td>\n      <td>['Dick Haymes']</td>\n      <td>['3BiJGZsyX9sJchTqcSA7Su']</td>\n      <td>1922</td>\n      <td>0.402</td>\n      <td>0.1580</td>\n      <td>3</td>\n      <td>-16.900</td>\n      <td>0</td>\n      <td>0.0390</td>\n      <td>0.989</td>\n      <td>0.1300</td>\n      <td>0.311</td>\n      <td>0.196</td>\n      <td>103.220</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#Null values\npd.isnull(df_tracks).sum()","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:22.209715Z","iopub.execute_input":"2022-10-10T16:22:22.210615Z","iopub.status.idle":"2022-10-10T16:22:22.328781Z","shell.execute_reply.started":"2022-10-10T16:22:22.210565Z","shell.execute_reply":"2022-10-10T16:22:22.327871Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"id                   0\nname                71\npopularity           0\nduration_ms          0\nexplicit             0\nartists              0\nid_artists           0\nrelease_date         0\ndanceability         0\nenergy               0\nkey                  0\nloudness             0\nmode                 0\nspeechiness          0\nacousticness         0\ninstrumentalness     0\nliveness             0\nvalence              0\ntempo                0\ntime_signature       0\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"df_tracks.info()","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:23.424657Z","iopub.execute_input":"2022-10-10T16:22:23.42503Z","iopub.status.idle":"2022-10-10T16:22:23.55726Z","shell.execute_reply.started":"2022-10-10T16:22:23.424997Z","shell.execute_reply":"2022-10-10T16:22:23.556164Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 586672 entries, 0 to 586671\nData columns (total 20 columns):\n #   Column            Non-Null Count   Dtype  \n---  ------            --------------   -----  \n 0   id                586672 non-null  object \n 1   name              586601 non-null  object \n 2   popularity        586672 non-null  int64  \n 3   duration_ms       586672 non-null  int64  \n 4   explicit          586672 non-null  int64  \n 5   artists           586672 non-null  object \n 6   id_artists        586672 non-null  object \n 7   release_date      586672 non-null  object \n 8   danceability      586672 non-null  float64\n 9   energy            586672 non-null  float64\n 10  key               586672 non-null  int64  \n 11  loudness          586672 non-null  float64\n 12  mode              586672 non-null  int64  \n 13  speechiness       586672 non-null  float64\n 14  acousticness      586672 non-null  float64\n 15  instrumentalness  586672 non-null  float64\n 16  liveness          586672 non-null  float64\n 17  valence           586672 non-null  float64\n 18  tempo             586672 non-null  float64\n 19  time_signature    586672 non-null  int64  \ndtypes: float64(9), int64(6), object(5)\nmemory usage: 89.5+ MB\n","output_type":"stream"}]},{"cell_type":"code","source":"storted_df = df_tracks.sort_values('popularity', ascending = True).head(10)\nstorted_df","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:24.565292Z","iopub.execute_input":"2022-10-10T16:22:24.566171Z","iopub.status.idle":"2022-10-10T16:22:24.796632Z","shell.execute_reply.started":"2022-10-10T16:22:24.566122Z","shell.execute_reply":"2022-10-10T16:22:24.795663Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"                            id  \\\n546130  181rTRhCcggZPwP2TUcVqm   \n546222  0yOCz3V5KMm8l1T8EFc60i   \n546221  0y48Hhwe52099UqYjegRCO   \n546220  0xCmgtf9ka07hkZg3D6PaV   \n546219  0tBXS3VuCPX7KWUFH2nros   \n546218  0qrKnQtYDVJhKFAXTHYVS9   \n546217  0nqsDxOeKSwEzp3AUQAAqS   \n546216  0kGEdsxVLYjCdfxM9tbezd   \n546215  0bc3PUZurUUXrY7yqoOxjq   \n546214  0Wwm0ruSjYMIiWG0nyAI1F   \n\n                                                     name  popularity  \\\n546130       Newspaper Reports On Abner, 20 February 1935           0   \n546222                                             恋は水の上で           0   \n546221                                              私の誕生日           0   \n546220                                エル・チョクロ (EL CHOCLO)           0   \n546219                                           恋は不思議なもの           0   \n546218                         ゆうべはどうしたの (WHATSA MALLA U)           0   \n546217  Screen Director's Playhouse, Music For Million...           0   \n546216                                             ブルーマンボ           0   \n546215  Screen Director's Playhouse, Trade Winds direc...           0   \n546214  Screen Director's Playhouse, It's A Wonderful ...           0   \n\n        duration_ms  explicit  \\\n546130       896575         0   \n546222       188440         0   \n546221       173467         0   \n546220       205280         0   \n546219       185733         0   \n546218       183427         0   \n546217      1767071         0   \n546216       162147         0   \n546215      1776652         0   \n546214      1767576         0   \n\n                                                  artists  \\\n546130  ['Norris Goff', 'Chester Lauck', 'Carlton Bric...   \n546222                                  ['Hibari Misora']   \n546221                                  ['Hibari Misora']   \n546220                                  ['Hibari Misora']   \n546219                                  ['Hibari Misora']   \n546218                                  ['Hibari Misora']   \n546217  ['Wilms Herbert', 'June Allyson', 'Joseph Kear...   \n546216                                  ['Hibari Misora']   \n546215  ['Wally Maher', 'Tay Garnett', 'Lurene Tuttle'...   \n546214  ['Joseph Granby', 'Jimmy Stewart', 'Irene Tedr...   \n\n                                               id_artists release_date  \\\n546130  ['3WCwCPDMpGzrt0Qz6quumy', '7vk8UqABg0Sga78GI3...   1935-02-20   \n546222                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n546221                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n546220                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n546219                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n546218                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n546217  ['2rbm8QWvmnVwxFo84EVM1h', '4yW5adMgyIfHFzaL9i...   1949-04-10   \n546216                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n546215  ['7hkhJTTI3VnUGVWUt8SJXT', '3kYeeIpRCgJz4fQYDv...   1949-05-19   \n546214  ['6GK59BC4LJzqR0OpHAX2S3', '58BzBaExrnrx898sby...   1949-05-08   \n\n        danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n546130         0.595   0.262    8   -17.746     1       0.9320         0.993   \n546222         0.418   0.388    0    -8.580     1       0.0358         0.925   \n546221         0.642   0.178    5   -11.700     1       0.0501         0.993   \n546220         0.695   0.467    0   -12.236     0       0.0422         0.827   \n546219         0.389   0.388    2    -8.221     1       0.0351         0.869   \n546218         0.631   0.249    5   -11.883     1       0.0355         0.951   \n546217         0.533   0.317    7   -13.047     1       0.9180         0.682   \n546216         0.529   0.546    0    -6.462     0       0.0418         0.784   \n546215         0.599   0.321    0   -15.428     0       0.9330         0.808   \n546214         0.645   0.341    8   -12.177     1       0.8670         0.690   \n\n        instrumentalness  liveness  valence    tempo  time_signature  \n546130          0.007510    0.0991    0.320   79.849               4  \n546222          0.000014    0.1050    0.439   94.549               4  \n546221          0.000943    0.0928    0.715  119.013               4  \n546220          0.000000    0.0861    0.756  125.941               4  \n546219          0.000000    0.0924    0.372   72.800               4  \n546218          0.000000    0.0814    0.517  131.097               4  \n546217          0.000000    0.3330    0.336   76.836               4  \n546216          0.000000    0.3750    0.903  128.604               4  \n546215          0.000000    0.5570    0.379   93.025               4  \n546214          0.000000    0.1530    0.431  117.591               4  ","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>id</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>duration_ms</th>\n      <th>explicit</th>\n      <th>artists</th>\n      <th>id_artists</th>\n      <th>release_date</th>\n      <th>danceability</th>\n      <th>energy</th>\n      <th>key</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>acousticness</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>valence</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>546130</th>\n      <td>181rTRhCcggZPwP2TUcVqm</td>\n      <td>Newspaper Reports On Abner, 20 February 1935</td>\n      <td>0</td>\n      <td>896575</td>\n      <td>0</td>\n      <td>['Norris Goff', 'Chester Lauck', 'Carlton Bric...</td>\n      <td>['3WCwCPDMpGzrt0Qz6quumy', '7vk8UqABg0Sga78GI3...</td>\n      <td>1935-02-20</td>\n      <td>0.595</td>\n      <td>0.262</td>\n      <td>8</td>\n      <td>-17.746</td>\n      <td>1</td>\n      <td>0.9320</td>\n      <td>0.993</td>\n      <td>0.007510</td>\n      <td>0.0991</td>\n      <td>0.320</td>\n      <td>79.849</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>546222</th>\n      <td>0yOCz3V5KMm8l1T8EFc60i</td>\n      <td>恋は水の上で</td>\n      <td>0</td>\n      <td>188440</td>\n      <td>0</td>\n      <td>['Hibari Misora']</td>\n      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n      <td>1949</td>\n      <td>0.418</td>\n      <td>0.388</td>\n      <td>0</td>\n      <td>-8.580</td>\n      <td>1</td>\n      <td>0.0358</td>\n      <td>0.925</td>\n      <td>0.000014</td>\n      <td>0.1050</td>\n      <td>0.439</td>\n      <td>94.549</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>546221</th>\n      <td>0y48Hhwe52099UqYjegRCO</td>\n      <td>私の誕生日</td>\n      <td>0</td>\n      <td>173467</td>\n      <td>0</td>\n      <td>['Hibari Misora']</td>\n      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n      <td>1949</td>\n      <td>0.642</td>\n      <td>0.178</td>\n      <td>5</td>\n      <td>-11.700</td>\n      <td>1</td>\n      <td>0.0501</td>\n      <td>0.993</td>\n      <td>0.000943</td>\n      <td>0.0928</td>\n      <td>0.715</td>\n      <td>119.013</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>546220</th>\n      <td>0xCmgtf9ka07hkZg3D6PaV</td>\n      <td>エル・チョクロ (EL CHOCLO)</td>\n      <td>0</td>\n      <td>205280</td>\n      <td>0</td>\n      <td>['Hibari Misora']</td>\n      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n      <td>1949</td>\n      <td>0.695</td>\n      <td>0.467</td>\n      <td>0</td>\n      <td>-12.236</td>\n      <td>0</td>\n      <td>0.0422</td>\n      <td>0.827</td>\n      <td>0.000000</td>\n      <td>0.0861</td>\n      <td>0.756</td>\n      <td>125.941</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>546219</th>\n      <td>0tBXS3VuCPX7KWUFH2nros</td>\n      <td>恋は不思議なもの</td>\n      <td>0</td>\n      <td>185733</td>\n      <td>0</td>\n      <td>['Hibari Misora']</td>\n      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n      <td>1949</td>\n      <td>0.389</td>\n      <td>0.388</td>\n      <td>2</td>\n      <td>-8.221</td>\n      <td>1</td>\n      <td>0.0351</td>\n      <td>0.869</td>\n      <td>0.000000</td>\n      <td>0.0924</td>\n      <td>0.372</td>\n      <td>72.800</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>546218</th>\n      <td>0qrKnQtYDVJhKFAXTHYVS9</td>\n      <td>ゆうべはどうしたの (WHATSA MALLA U)</td>\n      <td>0</td>\n      <td>183427</td>\n      <td>0</td>\n      <td>['Hibari Misora']</td>\n      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n      <td>1949</td>\n      <td>0.631</td>\n      <td>0.249</td>\n      <td>5</td>\n      <td>-11.883</td>\n      <td>1</td>\n      <td>0.0355</td>\n      <td>0.951</td>\n      <td>0.000000</td>\n      <td>0.0814</td>\n      <td>0.517</td>\n      <td>131.097</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>546217</th>\n      <td>0nqsDxOeKSwEzp3AUQAAqS</td>\n      <td>Screen Director's Playhouse, Music For Million...</td>\n      <td>0</td>\n      <td>1767071</td>\n      <td>0</td>\n      <td>['Wilms Herbert', 'June Allyson', 'Joseph Kear...</td>\n      <td>['2rbm8QWvmnVwxFo84EVM1h', '4yW5adMgyIfHFzaL9i...</td>\n      <td>1949-04-10</td>\n      <td>0.533</td>\n      <td>0.317</td>\n      <td>7</td>\n      <td>-13.047</td>\n      <td>1</td>\n      <td>0.9180</td>\n      <td>0.682</td>\n      <td>0.000000</td>\n      <td>0.3330</td>\n      <td>0.336</td>\n      <td>76.836</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>546216</th>\n      <td>0kGEdsxVLYjCdfxM9tbezd</td>\n      <td>ブルーマンボ</td>\n      <td>0</td>\n      <td>162147</td>\n      <td>0</td>\n      <td>['Hibari Misora']</td>\n      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n      <td>1949</td>\n      <td>0.529</td>\n      <td>0.546</td>\n      <td>0</td>\n      <td>-6.462</td>\n      <td>0</td>\n      <td>0.0418</td>\n      <td>0.784</td>\n      <td>0.000000</td>\n      <td>0.3750</td>\n      <td>0.903</td>\n      <td>128.604</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>546215</th>\n      <td>0bc3PUZurUUXrY7yqoOxjq</td>\n      <td>Screen Director's Playhouse, Trade Winds direc...</td>\n      <td>0</td>\n      <td>1776652</td>\n      <td>0</td>\n      <td>['Wally Maher', 'Tay Garnett', 'Lurene Tuttle'...</td>\n      <td>['7hkhJTTI3VnUGVWUt8SJXT', '3kYeeIpRCgJz4fQYDv...</td>\n      <td>1949-05-19</td>\n      <td>0.599</td>\n      <td>0.321</td>\n      <td>0</td>\n      <td>-15.428</td>\n      <td>0</td>\n      <td>0.9330</td>\n      <td>0.808</td>\n      <td>0.000000</td>\n      <td>0.5570</td>\n      <td>0.379</td>\n      <td>93.025</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>546214</th>\n      <td>0Wwm0ruSjYMIiWG0nyAI1F</td>\n      <td>Screen Director's Playhouse, It's A Wonderful ...</td>\n      <td>0</td>\n      <td>1767576</td>\n      <td>0</td>\n      <td>['Joseph Granby', 'Jimmy Stewart', 'Irene Tedr...</td>\n      <td>['6GK59BC4LJzqR0OpHAX2S3', '58BzBaExrnrx898sby...</td>\n      <td>1949-05-08</td>\n      <td>0.645</td>\n      <td>0.341</td>\n      <td>8</td>\n      <td>-12.177</td>\n      <td>1</td>\n      <td>0.8670</td>\n      <td>0.690</td>\n      <td>0.000000</td>\n      <td>0.1530</td>\n      <td>0.431</td>\n      <td>117.591</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df_tracks.describe().transpose()","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:25.624737Z","iopub.execute_input":"2022-10-10T16:22:25.625443Z","iopub.status.idle":"2022-10-10T16:22:25.922848Z","shell.execute_reply.started":"2022-10-10T16:22:25.625397Z","shell.execute_reply":"2022-10-10T16:22:25.921771Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"                     count           mean            std     min          25%  \\\npopularity        586672.0      27.570053      18.370642     0.0      13.0000   \nduration_ms       586672.0  230051.167286  126526.087418  3344.0  175093.0000   \nexplicit          586672.0       0.044086       0.205286     0.0       0.0000   \ndanceability      586672.0       0.563594       0.166103     0.0       0.4530   \nenergy            586672.0       0.542036       0.251923     0.0       0.3430   \nkey               586672.0       5.221603       3.519423     0.0       2.0000   \nloudness          586672.0     -10.206067       5.089328   -60.0     -12.8910   \nmode              586672.0       0.658797       0.474114     0.0       0.0000   \nspeechiness       586672.0       0.104864       0.179893     0.0       0.0340   \nacousticness      586672.0       0.449863       0.348837     0.0       0.0969   \ninstrumentalness  586672.0       0.113451       0.266868     0.0       0.0000   \nliveness          586672.0       0.213935       0.184326     0.0       0.0983   \nvalence           586672.0       0.552292       0.257671     0.0       0.3460   \ntempo             586672.0     118.464857      29.764108     0.0      95.6000   \ntime_signature    586672.0       3.873382       0.473162     0.0       4.0000   \n\n                            50%           75%          max  \npopularity            27.000000      41.00000      100.000  \nduration_ms       214893.000000  263867.00000  5621218.000  \nexplicit               0.000000       0.00000        1.000  \ndanceability           0.577000       0.68600        0.991  \nenergy                 0.549000       0.74800        1.000  \nkey                    5.000000       8.00000       11.000  \nloudness              -9.243000      -6.48200        5.376  \nmode                   1.000000       1.00000        1.000  \nspeechiness            0.044300       0.07630        0.971  \nacousticness           0.422000       0.78500        0.996  \ninstrumentalness       0.000024       0.00955        1.000  \nliveness               0.139000       0.27800        1.000  \nvalence                0.564000       0.76900        1.000  \ntempo                117.384000     136.32100      246.381  \ntime_signature         4.000000       4.00000        5.000  ","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>count</th>\n      <th>mean</th>\n      <th>std</th>\n      <th>min</th>\n      <th>25%</th>\n      <th>50%</th>\n      <th>75%</th>\n      <th>max</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>popularity</th>\n      <td>586672.0</td>\n      <td>27.570053</td>\n      <td>18.370642</td>\n      <td>0.0</td>\n      <td>13.0000</td>\n      <td>27.000000</td>\n      <td>41.00000</td>\n      <td>100.000</td>\n    </tr>\n    <tr>\n      <th>duration_ms</th>\n      <td>586672.0</td>\n      <td>230051.167286</td>\n      <td>126526.087418</td>\n      <td>3344.0</td>\n      <td>175093.0000</td>\n      <td>214893.000000</td>\n      <td>263867.00000</td>\n      <td>5621218.000</td>\n    </tr>\n    <tr>\n      <th>explicit</th>\n      <td>586672.0</td>\n      <td>0.044086</td>\n      <td>0.205286</td>\n      <td>0.0</td>\n      <td>0.0000</td>\n      <td>0.000000</td>\n      <td>0.00000</td>\n      <td>1.000</td>\n    </tr>\n    <tr>\n      <th>danceability</th>\n      <td>586672.0</td>\n      <td>0.563594</td>\n      <td>0.166103</td>\n      <td>0.0</td>\n      <td>0.4530</td>\n      <td>0.577000</td>\n      <td>0.68600</td>\n      <td>0.991</td>\n    </tr>\n    <tr>\n      <th>energy</th>\n      <td>586672.0</td>\n      <td>0.542036</td>\n      <td>0.251923</td>\n      <td>0.0</td>\n      <td>0.3430</td>\n      <td>0.549000</td>\n      <td>0.74800</td>\n      <td>1.000</td>\n    </tr>\n    <tr>\n      <th>key</th>\n      <td>586672.0</td>\n      <td>5.221603</td>\n      <td>3.519423</td>\n      <td>0.0</td>\n      <td>2.0000</td>\n      <td>5.000000</td>\n      <td>8.00000</td>\n      <td>11.000</td>\n    </tr>\n    <tr>\n      <th>loudness</th>\n      <td>586672.0</td>\n      <td>-10.206067</td>\n      <td>5.089328</td>\n      <td>-60.0</td>\n      <td>-12.8910</td>\n      <td>-9.243000</td>\n      <td>-6.48200</td>\n      <td>5.376</td>\n    </tr>\n    <tr>\n      <th>mode</th>\n      <td>586672.0</td>\n      <td>0.658797</td>\n      <td>0.474114</td>\n      <td>0.0</td>\n      <td>0.0000</td>\n      <td>1.000000</td>\n      <td>1.00000</td>\n      <td>1.000</td>\n    </tr>\n    <tr>\n      <th>speechiness</th>\n      <td>586672.0</td>\n      <td>0.104864</td>\n      <td>0.179893</td>\n      <td>0.0</td>\n      <td>0.0340</td>\n      <td>0.044300</td>\n      <td>0.07630</td>\n      <td>0.971</td>\n    </tr>\n    <tr>\n      <th>acousticness</th>\n      <td>586672.0</td>\n      <td>0.449863</td>\n      <td>0.348837</td>\n      <td>0.0</td>\n      <td>0.0969</td>\n      <td>0.422000</td>\n      <td>0.78500</td>\n      <td>0.996</td>\n    </tr>\n    <tr>\n      <th>instrumentalness</th>\n      <td>586672.0</td>\n      <td>0.113451</td>\n      <td>0.266868</td>\n      <td>0.0</td>\n      <td>0.0000</td>\n      <td>0.000024</td>\n      <td>0.00955</td>\n      <td>1.000</td>\n    </tr>\n    <tr>\n      <th>liveness</th>\n      <td>586672.0</td>\n      <td>0.213935</td>\n      <td>0.184326</td>\n      <td>0.0</td>\n      <td>0.0983</td>\n      <td>0.139000</td>\n      <td>0.27800</td>\n      <td>1.000</td>\n    </tr>\n    <tr>\n      <th>valence</th>\n      <td>586672.0</td>\n      <td>0.552292</td>\n      <td>0.257671</td>\n      <td>0.0</td>\n      <td>0.3460</td>\n      <td>0.564000</td>\n      <td>0.76900</td>\n      <td>1.000</td>\n    </tr>\n    <tr>\n      <th>tempo</th>\n      <td>586672.0</td>\n      <td>118.464857</td>\n      <td>29.764108</td>\n      <td>0.0</td>\n      <td>95.6000</td>\n      <td>117.384000</td>\n      <td>136.32100</td>\n      <td>246.381</td>\n    </tr>\n    <tr>\n      <th>time_signature</th>\n      <td>586672.0</td>\n      <td>3.873382</td>\n      <td>0.473162</td>\n      <td>0.0</td>\n      <td>4.0000</td>\n      <td>4.000000</td>\n      <td>4.00000</td>\n      <td>5.000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"most_popular = df_tracks.query('popularity>90',inplace = False).sort_values('popularity', ascending = False)\nmost_popular[:10]","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:27.014776Z","iopub.execute_input":"2022-10-10T16:22:27.015368Z","iopub.status.idle":"2022-10-10T16:22:27.046767Z","shell.execute_reply.started":"2022-10-10T16:22:27.015332Z","shell.execute_reply":"2022-10-10T16:22:27.04574Z"},"trusted":true},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"                           id                                    name  \\\n93802  4iJyoBOLtHqaGxP12qzhQI  Peaches (feat. Daniel Caesar & Giveon)   \n93803  7lPN2DXiMsVn7XUKtOW1CS                         drivers license   \n93804  3Ofmpyhv5UAQ70mENzB277                  Astronaut In The Ocean   \n92810  5QO79kh1waicV47BqGRL3g                         Save Your Tears   \n92811  6tDDoYIxWvMLTdKpjFkc1B                               telepatía   \n92813  0VjIjW4GlUZAMYd2vXMi3b                         Blinding Lights   \n93805  7MAibcTli4IisCtbHKrGMh                     Leave The Door Open   \n92814  6f3Slt0GbA2bPZlz0aIFXN                            The Business   \n91866  60ynsPSSKe6O3sfwRnIBRf                                 Streets   \n92816  3FAJ6O0NOHQV8Mc5Ri6ENp                  Heartbreak Anniversary   \n\n       popularity  duration_ms  explicit  \\\n93802         100       198082         1   \n93803          99       242014         1   \n93804          98       132780         0   \n92810          97       215627         1   \n92811          97       160191         0   \n92813          96       200040         0   \n93805          96       242096         0   \n92814          95       164000         0   \n91866          94       226987         1   \n92816          94       198371         0   \n\n                                              artists  \\\n93802    ['Justin Bieber', 'Daniel Caesar', 'Giveon']   \n93803                              ['Olivia Rodrigo']   \n93804                                 ['Masked Wolf']   \n92810                                  ['The Weeknd']   \n92811                                  ['Kali Uchis']   \n92813                                  ['The Weeknd']   \n93805  ['Bruno Mars', 'Anderson .Paak', 'Silk Sonic']   \n92814                                      ['Tiësto']   \n91866                                    ['Doja Cat']   \n92816                                      ['Giveon']   \n\n                                              id_artists release_date  \\\n93802  ['1uNFoZAHBGtllmzznpCI3s', '20wkVLutqVOYrc0kxF...   2021-03-19   \n93803                         ['1McMsnEElThX1knmY4oliG']   2021-01-08   \n93804                         ['1uU7g3DNSbsu0QjSEqZtEd']   2021-01-06   \n92810                         ['1Xyo4u8uXC1ZmMpatF05PJ']   2020-03-20   \n92811                         ['1U1el3k54VvEUzo3ybLPlM']   2020-12-04   \n92813                         ['1Xyo4u8uXC1ZmMpatF05PJ']   2020-03-20   \n93805  ['0du5cEVh5yTK9QJze8zA0C', '3jK9MiCrA42lLAdMGU...   2021-03-05   \n92814                         ['2o5jDhtHVPhrJdv3cEQ99Z']   2020-09-16   \n91866                         ['5cj0lLjcoR7YOSnhnX0Po5']   2019-11-07   \n92816                         ['4fxd5Ee7UefO4CUXgwJ7IP']   2020-03-27   \n\n       danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n93802         0.677   0.696    0    -6.181     1       0.1190       0.32100   \n93803         0.585   0.436   10    -8.761     1       0.0601       0.72100   \n93804         0.778   0.695    4    -6.865     0       0.0913       0.17500   \n92810         0.680   0.826    0    -5.487     1       0.0309       0.02120   \n92811         0.653   0.524   11    -9.016     0       0.0502       0.11200   \n92813         0.514   0.730    1    -5.934     1       0.0598       0.00146   \n93805         0.586   0.616    5    -7.964     1       0.0324       0.18200   \n92814         0.798   0.620    8    -7.079     0       0.2320       0.41400   \n91866         0.749   0.463   11    -8.433     1       0.0828       0.20800   \n92816         0.449   0.465    0    -8.964     1       0.0791       0.52400   \n\n       instrumentalness  liveness  valence    tempo  time_signature  \n93802          0.000000    0.4200    0.464   90.030               4  \n93803          0.000013    0.1050    0.132  143.874               4  \n93804          0.000000    0.1500    0.472  149.996               4  \n92810          0.000012    0.5430    0.644  118.051               4  \n92811          0.000000    0.2030    0.553   83.970               4  \n92813          0.000095    0.0897    0.334  171.005               4  \n93805          0.000000    0.0927    0.719  148.088               4  \n92814          0.019200    0.1120    0.235  120.031               4  \n91866          0.037100    0.3370    0.190   90.028               4  \n92816          0.000001    0.3030    0.543   89.087               3  ","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>id</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>duration_ms</th>\n      <th>explicit</th>\n      <th>artists</th>\n      <th>id_artists</th>\n      <th>release_date</th>\n      <th>danceability</th>\n      <th>energy</th>\n      <th>key</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>acousticness</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>valence</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>93802</th>\n      <td>4iJyoBOLtHqaGxP12qzhQI</td>\n      <td>Peaches (feat. Daniel Caesar &amp; Giveon)</td>\n      <td>100</td>\n      <td>198082</td>\n      <td>1</td>\n      <td>['Justin Bieber', 'Daniel Caesar', 'Giveon']</td>\n      <td>['1uNFoZAHBGtllmzznpCI3s', '20wkVLutqVOYrc0kxF...</td>\n      <td>2021-03-19</td>\n      <td>0.677</td>\n      <td>0.696</td>\n      <td>0</td>\n      <td>-6.181</td>\n      <td>1</td>\n      <td>0.1190</td>\n      <td>0.32100</td>\n      <td>0.000000</td>\n      <td>0.4200</td>\n      <td>0.464</td>\n      <td>90.030</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>93803</th>\n      <td>7lPN2DXiMsVn7XUKtOW1CS</td>\n      <td>drivers license</td>\n      <td>99</td>\n      <td>242014</td>\n      <td>1</td>\n      <td>['Olivia Rodrigo']</td>\n      <td>['1McMsnEElThX1knmY4oliG']</td>\n      <td>2021-01-08</td>\n      <td>0.585</td>\n      <td>0.436</td>\n      <td>10</td>\n      <td>-8.761</td>\n      <td>1</td>\n      <td>0.0601</td>\n      <td>0.72100</td>\n      <td>0.000013</td>\n      <td>0.1050</td>\n      <td>0.132</td>\n      <td>143.874</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>93804</th>\n      <td>3Ofmpyhv5UAQ70mENzB277</td>\n      <td>Astronaut In The Ocean</td>\n      <td>98</td>\n      <td>132780</td>\n      <td>0</td>\n      <td>['Masked Wolf']</td>\n      <td>['1uU7g3DNSbsu0QjSEqZtEd']</td>\n      <td>2021-01-06</td>\n      <td>0.778</td>\n      <td>0.695</td>\n      <td>4</td>\n      <td>-6.865</td>\n      <td>0</td>\n      <td>0.0913</td>\n      <td>0.17500</td>\n      <td>0.000000</td>\n      <td>0.1500</td>\n      <td>0.472</td>\n      <td>149.996</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>92810</th>\n      <td>5QO79kh1waicV47BqGRL3g</td>\n      <td>Save Your Tears</td>\n      <td>97</td>\n      <td>215627</td>\n      <td>1</td>\n      <td>['The Weeknd']</td>\n      <td>['1Xyo4u8uXC1ZmMpatF05PJ']</td>\n      <td>2020-03-20</td>\n      <td>0.680</td>\n      <td>0.826</td>\n      <td>0</td>\n      <td>-5.487</td>\n      <td>1</td>\n      <td>0.0309</td>\n      <td>0.02120</td>\n      <td>0.000012</td>\n      <td>0.5430</td>\n      <td>0.644</td>\n      <td>118.051</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>92811</th>\n      <td>6tDDoYIxWvMLTdKpjFkc1B</td>\n      <td>telepatía</td>\n      <td>97</td>\n      <td>160191</td>\n      <td>0</td>\n      <td>['Kali Uchis']</td>\n      <td>['1U1el3k54VvEUzo3ybLPlM']</td>\n      <td>2020-12-04</td>\n      <td>0.653</td>\n      <td>0.524</td>\n      <td>11</td>\n      <td>-9.016</td>\n      <td>0</td>\n      <td>0.0502</td>\n      <td>0.11200</td>\n      <td>0.000000</td>\n      <td>0.2030</td>\n      <td>0.553</td>\n      <td>83.970</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>92813</th>\n      <td>0VjIjW4GlUZAMYd2vXMi3b</td>\n      <td>Blinding Lights</td>\n      <td>96</td>\n      <td>200040</td>\n      <td>0</td>\n      <td>['The Weeknd']</td>\n      <td>['1Xyo4u8uXC1ZmMpatF05PJ']</td>\n      <td>2020-03-20</td>\n      <td>0.514</td>\n      <td>0.730</td>\n      <td>1</td>\n      <td>-5.934</td>\n      <td>1</td>\n      <td>0.0598</td>\n      <td>0.00146</td>\n      <td>0.000095</td>\n      <td>0.0897</td>\n      <td>0.334</td>\n      <td>171.005</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>93805</th>\n      <td>7MAibcTli4IisCtbHKrGMh</td>\n      <td>Leave The Door Open</td>\n      <td>96</td>\n      <td>242096</td>\n      <td>0</td>\n      <td>['Bruno Mars', 'Anderson .Paak', 'Silk Sonic']</td>\n      <td>['0du5cEVh5yTK9QJze8zA0C', '3jK9MiCrA42lLAdMGU...</td>\n      <td>2021-03-05</td>\n      <td>0.586</td>\n      <td>0.616</td>\n      <td>5</td>\n      <td>-7.964</td>\n      <td>1</td>\n      <td>0.0324</td>\n      <td>0.18200</td>\n      <td>0.000000</td>\n      <td>0.0927</td>\n      <td>0.719</td>\n      <td>148.088</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>92814</th>\n      <td>6f3Slt0GbA2bPZlz0aIFXN</td>\n      <td>The Business</td>\n      <td>95</td>\n      <td>164000</td>\n      <td>0</td>\n      <td>['Tiësto']</td>\n      <td>['2o5jDhtHVPhrJdv3cEQ99Z']</td>\n      <td>2020-09-16</td>\n      <td>0.798</td>\n      <td>0.620</td>\n      <td>8</td>\n      <td>-7.079</td>\n      <td>0</td>\n      <td>0.2320</td>\n      <td>0.41400</td>\n      <td>0.019200</td>\n      <td>0.1120</td>\n      <td>0.235</td>\n      <td>120.031</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>91866</th>\n      <td>60ynsPSSKe6O3sfwRnIBRf</td>\n      <td>Streets</td>\n      <td>94</td>\n      <td>226987</td>\n      <td>1</td>\n      <td>['Doja Cat']</td>\n      <td>['5cj0lLjcoR7YOSnhnX0Po5']</td>\n      <td>2019-11-07</td>\n      <td>0.749</td>\n      <td>0.463</td>\n      <td>11</td>\n      <td>-8.433</td>\n      <td>1</td>\n      <td>0.0828</td>\n      <td>0.20800</td>\n      <td>0.037100</td>\n      <td>0.3370</td>\n      <td>0.190</td>\n      <td>90.028</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>92816</th>\n      <td>3FAJ6O0NOHQV8Mc5Ri6ENp</td>\n      <td>Heartbreak Anniversary</td>\n      <td>94</td>\n      <td>198371</td>\n      <td>0</td>\n      <td>['Giveon']</td>\n      <td>['4fxd5Ee7UefO4CUXgwJ7IP']</td>\n      <td>2020-03-27</td>\n      <td>0.449</td>\n      <td>0.465</td>\n      <td>0</td>\n      <td>-8.964</td>\n      <td>1</td>\n      <td>0.0791</td>\n      <td>0.52400</td>\n      <td>0.000001</td>\n      <td>0.3030</td>\n      <td>0.543</td>\n      <td>89.087</td>\n      <td>3</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df_tracks.set_index('release_date',inplace=True)\ndf_tracks.index = pd.to_datetime(df_tracks.index) #data time format\ndf_tracks.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:28.559722Z","iopub.execute_input":"2022-10-10T16:22:28.560453Z","iopub.status.idle":"2022-10-10T16:22:28.676936Z","shell.execute_reply.started":"2022-10-10T16:22:28.560408Z","shell.execute_reply":"2022-10-10T16:22:28.67576Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"                                  id                                 name  \\\nrelease_date                                                                \n1922-02-22    35iwgR4jXetI318WEWsa1Q                                Carve   \n1922-06-01    021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista   \n1922-03-21    07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado   \n1922-03-21    08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado   \n1922-01-01    08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening   \n\n              popularity  duration_ms  explicit              artists  \\\nrelease_date                                                           \n1922-02-22             6       126903         0              ['Uli']   \n1922-06-01             0        98200         0  ['Fernando Pessoa']   \n1922-03-21             0       181640         0  ['Ignacio Corsini']   \n1922-03-21             0       176907         0  ['Ignacio Corsini']   \n1922-01-01             0       163080         0      ['Dick Haymes']   \n\n                              id_artists  danceability  energy  key  loudness  \\\nrelease_date                                                                    \n1922-02-22    ['45tIt06XoI0Iio4LBEVpls']         0.645  0.4450    0   -13.338   \n1922-06-01    ['14jtPCOoNZwquk5wd9DxrY']         0.695  0.2630    0   -22.136   \n1922-03-21    ['5LiOoJbxVSAMkBS2fUm3X2']         0.434  0.1770    1   -21.180   \n1922-03-21    ['5LiOoJbxVSAMkBS2fUm3X2']         0.321  0.0946    7   -27.961   \n1922-01-01    ['3BiJGZsyX9sJchTqcSA7Su']         0.402  0.1580    3   -16.900   \n\n              mode  speechiness  acousticness  instrumentalness  liveness  \\\nrelease_date                                                                \n1922-02-22       1       0.4510         0.674            0.7440     0.151   \n1922-06-01       1       0.9570         0.797            0.0000     0.148   \n1922-03-21       1       0.0512         0.994            0.0218     0.212   \n1922-03-21       1       0.0504         0.995            0.9180     0.104   \n1922-01-01       0       0.0390         0.989            0.1300     0.311   \n\n              valence    tempo  time_signature  \nrelease_date                                    \n1922-02-22      0.127  104.851               3  \n1922-06-01      0.655  102.009               1  \n1922-03-21      0.457  130.418               5  \n1922-03-21      0.397  169.980               3  \n1922-01-01      0.196  103.220               4  ","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>id</th>\n      <th>name</th>\n      <th>popularity</th>\n      <th>duration_ms</th>\n      <th>explicit</th>\n      <th>artists</th>\n      <th>id_artists</th>\n      <th>danceability</th>\n      <th>energy</th>\n      <th>key</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>acousticness</th>\n      <th>instrumentalness</th>\n      <th>liveness</th>\n      <th>valence</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n    </tr>\n    <tr>\n      <th>release_date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1922-02-22</th>\n      <td>35iwgR4jXetI318WEWsa1Q</td>\n      <td>Carve</td>\n      <td>6</td>\n      <td>126903</td>\n      <td>0</td>\n      <td>['Uli']</td>\n      <td>['45tIt06XoI0Iio4LBEVpls']</td>\n      <td>0.645</td>\n      <td>0.4450</td>\n      <td>0</td>\n      <td>-13.338</td>\n      <td>1</td>\n      <td>0.4510</td>\n      <td>0.674</td>\n      <td>0.7440</td>\n      <td>0.151</td>\n      <td>0.127</td>\n      <td>104.851</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>1922-06-01</th>\n      <td>021ht4sdgPcrDgSk7JTbKY</td>\n      <td>Capítulo 2.16 - Banquero Anarquista</td>\n      <td>0</td>\n      <td>98200</td>\n      <td>0</td>\n      <td>['Fernando Pessoa']</td>\n      <td>['14jtPCOoNZwquk5wd9DxrY']</td>\n      <td>0.695</td>\n      <td>0.2630</td>\n      <td>0</td>\n      <td>-22.136</td>\n      <td>1</td>\n      <td>0.9570</td>\n      <td>0.797</td>\n      <td>0.0000</td>\n      <td>0.148</td>\n      <td>0.655</td>\n      <td>102.009</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1922-03-21</th>\n      <td>07A5yehtSnoedViJAZkNnc</td>\n      <td>Vivo para Quererte - Remasterizado</td>\n      <td>0</td>\n      <td>181640</td>\n      <td>0</td>\n      <td>['Ignacio Corsini']</td>\n      <td>['5LiOoJbxVSAMkBS2fUm3X2']</td>\n      <td>0.434</td>\n      <td>0.1770</td>\n      <td>1</td>\n      <td>-21.180</td>\n      <td>1</td>\n      <td>0.0512</td>\n      <td>0.994</td>\n      <td>0.0218</td>\n      <td>0.212</td>\n      <td>0.457</td>\n      <td>130.418</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>1922-03-21</th>\n      <td>08FmqUhxtyLTn6pAh6bk45</td>\n      <td>El Prisionero - Remasterizado</td>\n      <td>0</td>\n      <td>176907</td>\n      <td>0</td>\n      <td>['Ignacio Corsini']</td>\n      <td>['5LiOoJbxVSAMkBS2fUm3X2']</td>\n      <td>0.321</td>\n      <td>0.0946</td>\n      <td>7</td>\n      <td>-27.961</td>\n      <td>1</td>\n      <td>0.0504</td>\n      <td>0.995</td>\n      <td>0.9180</td>\n      <td>0.104</td>\n      <td>0.397</td>\n      <td>169.980</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>1922-01-01</th>\n      <td>08y9GfoqCWfOGsKdwojr5e</td>\n      <td>Lady of the Evening</td>\n      <td>0</td>\n      <td>163080</td>\n      <td>0</td>\n      <td>['Dick Haymes']</td>\n      <td>['3BiJGZsyX9sJchTqcSA7Su']</td>\n      <td>0.402</td>\n      <td>0.1580</td>\n      <td>3</td>\n      <td>-16.900</td>\n      <td>0</td>\n      <td>0.0390</td>\n      <td>0.989</td>\n      <td>0.1300</td>\n      <td>0.311</td>\n      <td>0.196</td>\n      <td>103.220</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df_tracks[['artists']].iloc[13]","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:29.884799Z","iopub.execute_input":"2022-10-10T16:22:29.885891Z","iopub.status.idle":"2022-10-10T16:22:30.008789Z","shell.execute_reply.started":"2022-10-10T16:22:29.885843Z","shell.execute_reply":"2022-10-10T16:22:30.007706Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"artists    ['Lucien Boyer']\nName: 1922-01-01 00:00:00, dtype: object"},"metadata":{}}]},{"cell_type":"code","source":"#Changing duration from milliseconds to seconds\ndf_tracks['duration']= df_tracks['duration_ms'].apply(lambda x: round(x/1000))\ndf_tracks.drop('duration_ms', inplace=True, axis=1)\n","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:31.22478Z","iopub.execute_input":"2022-10-10T16:22:31.22546Z","iopub.status.idle":"2022-10-10T16:22:31.604463Z","shell.execute_reply.started":"2022-10-10T16:22:31.225423Z","shell.execute_reply":"2022-10-10T16:22:31.603499Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"df_tracks.duration.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:32.955207Z","iopub.execute_input":"2022-10-10T16:22:32.955562Z","iopub.status.idle":"2022-10-10T16:22:32.963729Z","shell.execute_reply.started":"2022-10-10T16:22:32.955531Z","shell.execute_reply":"2022-10-10T16:22:32.962802Z"},"trusted":true},"execution_count":15,"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"release_date\n1922-02-22    127\n1922-06-01     98\n1922-03-21    182\n1922-03-21    177\n1922-01-01    163\nName: duration, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"#Correlation\ncorr_df = df_tracks.drop(['key','mode','explicit'], axis=1).corr(method='pearson')\nplt.figure(figsize=(14,6))\nheatmap= sns.heatmap(corr_df, annot=True, fmt='.1g', vmin=-1, vmax=1,cmap ='inferno', center=0, linewidths=1, linecolor=\"Black\")\nheatmap.set_title(\"Correlation HeatMap between Variable\")\nheatmap.set_xticklabels(heatmap.get_xticklabels(),rotation=90)","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:34.094855Z","iopub.execute_input":"2022-10-10T16:22:34.097393Z","iopub.status.idle":"2022-10-10T16:22:35.39652Z","shell.execute_reply.started":"2022-10-10T16:22:34.097358Z","shell.execute_reply":"2022-10-10T16:22:35.395546Z"},"trusted":true},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"[Text(0.5, 0, 'popularity'),\n Text(1.5, 0, 'danceability'),\n Text(2.5, 0, 'energy'),\n Text(3.5, 0, 'loudness'),\n Text(4.5, 0, 'speechiness'),\n Text(5.5, 0, 'acousticness'),\n Text(6.5, 0, 'instrumentalness'),\n Text(7.5, 0, 'liveness'),\n Text(8.5, 0, 'valence'),\n Text(9.5, 0, 'tempo'),\n Text(10.5, 0, 'time_signature'),\n Text(11.5, 0, 'duration')]"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1008x432 with 2 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"sample_df = df_tracks.sample(int(0.004*len(df_tracks)))","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:37.144812Z","iopub.execute_input":"2022-10-10T16:22:37.145796Z","iopub.status.idle":"2022-10-10T16:22:37.171148Z","shell.execute_reply.started":"2022-10-10T16:22:37.145751Z","shell.execute_reply":"2022-10-10T16:22:37.17029Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"len(sample_df)","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:38.624896Z","iopub.execute_input":"2022-10-10T16:22:38.625911Z","iopub.status.idle":"2022-10-10T16:22:38.635433Z","shell.execute_reply.started":"2022-10-10T16:22:38.625854Z","shell.execute_reply":"2022-10-10T16:22:38.634419Z"},"trusted":true},"execution_count":18,"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"2346"},"metadata":{}}]},{"cell_type":"code","source":"#Regression plot between loudness & enenrgy\nplt.figure(figsize=(10,6))\nsns.regplot(data=sample_df,y='loudness', x='energy', color='c').set(title = \"Loudness vd Energy\")","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:40.064738Z","iopub.execute_input":"2022-10-10T16:22:40.065881Z","iopub.status.idle":"2022-10-10T16:22:40.512638Z","shell.execute_reply.started":"2022-10-10T16:22:40.065808Z","shell.execute_reply":"2022-10-10T16:22:40.511737Z"},"trusted":true},"execution_count":19,"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":"[Text(0.5, 1.0, 'Loudness vd Energy')]"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAmYAAAGDCAYAAACBTdwmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAC9YUlEQVR4nOz9eZhd13neif7WHs9QqAJZAAoDC0ARAzGQImOLkhg5NsOb2zaTtJ0rdeIpubLUTzuOrKfvdbrpUO2YiuVOxAR9rSSX0k37pq1WuiM7TiSn3XGQdHwVWZYiSpTc4AAQAoixMBWAIqoKdYY9rvvHXmvXPrvOOXWqUEAVyPU+Dx4AZ9pr77PPWu/6vvd7PyGlxMDAwMDAwMDAYO1hrfUADAwMDAwMDAwMMhhiZmBgYGBgYGCwTmCImYGBgYGBgYHBOoEhZgYGBgYGBgYG6wSGmBkYGBgYGBgYrBMYYmZgYGBgYGBgsE5giJmBgcG6gxDi54QQ31jrcawEQggphNi71uMwMDC4P2GImYGBwbIghDgvhPhzaz2O+xFCiK8JIdpCiPnCn/99rcdlYGCwfuCs9QAMDAwM3mX4hJTyn97NAwghHCllfDePYWBgcHdgImYGBgarAiGEL4T4h0KIK+rPPxRC+Oq5RanJYspPCDEqhPh9IcScEOI7wJ4ur/0FIcRpIcSMEOJzQghReP5jQog3hRC3hBD/XgixSz0uhBCfFUJcV5/9uhDiUfXcnxdCnBBC3BZCXBZC/Lc9zmlGv0c9tlkI0RJCbFH/f04IcVWd88fu4Po9LYS4JIT4b9R4rwohPloay/8ghLgohJgSQvwTIUS19N6/JYS4BnxBCFEVQnxRXZM3hRC/LIS4VBjzl0vH/8dCiH+00vEbGBisDgwxMzAwWC38CvAB4AngceB9wN8e8L2fA9rANuBj6k8ZfxF4EngP8FeAHwUQQvwE8N8BHwI2A38M/LZ6z38G/DCwHxhR75tWz/1PwF+XUm4AHgW+Wj6glDIAvgL8dOHhvwL8kZTyuhDix4D/Fvi/AvuAO03xblXj3AH8l8DnhBAPqOdeVOfxBLBXveaF0nsfBHYBPw98CtgNPKzG91cLr/1fgR8TQmyELMIG/BTwz+5w/AYGBncIQ8wMDAxWCz8LfFpKeV1KeQP4NeCvLfUmIYQNfBh4QUrZkFK+AXyxy0tflFLOSCkvAv+RjKAA/ALwGSnlmyp99/eAJ1TULAI2AAcAoV5zVb0vAg4JIYallLeklH/SY4hfIiMtGj+jHoOMpH1BSvmGlLIB/J2lzhf4xyoKp//8euG5iOwaRlLKfwvMA4+o6ODPA78kpXxbSnlbnWdxXCnwKSllIKVsqbH9PXVul4B/rF+orsHXgb+sHvox4KaU8nsDjN/AwOAuwhAzAwOD1cJ24ELh/xfUY0thM5nedbL03jKuFf7dBIbUv3cB/0gTHeBtQAA7pJRfBV4ii8hdF0L8phBiWL3vw8CfBy4IIf5ICPFUj/H9R6AmhHi/EGI3GSH8PfXc9gHGXcZ/LaXcWPjzq4XnpkvaMH2em4Ea8L3Cef479bjGDSllu/D/8tiK/4aM/Ooo2l8F/pcBxm5gYHCXYYiZgYHBauEKGUnS2KkeA2iQEQsAhBBbC6+7AcTAeOm9g2KSLCVZJDtVKeV/ApBS/mMp5Q8Ch8hSgc+px1+RUv4EsAX418DvdvtwKWWinvtp9effqIgVwNU7GPdycBNoAYcL5zgipRwqvEaW3nMVeKjw//HS8/8aeI/Sz/1F4J+v8pgNDAxWAEPMDAwMVgJXCFEp/HHIdF1/W4njN5Hpn/5X9fpXgcNCiCeEEBUKKT9FfL4C/B0hRE0IcQj4yDLG8k+ATwohDgMIIUaEEH9Z/ftJFelyychhG0iFEJ4Q4meFECNSygiYI0sF9sKXgJ8kS9d+qfD47wI/J4Q4JISokem6Vh1SyhT4/wKfLRQd7BBC/Gift/0u2XV5QAixA/hE6TPbwL8iO5/vqBSxgYHBGsMQMwMDg5Xg35JFcPSfvwP898B3gdeA14E/UY8hpTwFfBr4Q+A0UDaP/QRZyu4a8D8DXxh0IFLK3wP+PvA7Qog54A3gWfX0MBmhuUWWZpwGjqjn/hpwXr3nF8hIV69jfJuM2G0HjhYePwr8Q7LCgbfoUkDQBS+JTh+zQXVdf0sd42U15j8EHunz+k8Dl4Bz6rX/CghKr/ki8BgmjWlgsG4gpCxHvw0MDAwM3mkQQvwN4KeklD9SeGwncBLYKqWcW7PBGRgY5DARMwMDA4N3IIQQ24QQHxRCWEKIR4D/hoWiBYQQFvA3gd8xpMzAYP3AOP8bGBgYvDPhAf8jMAHMAL8DfB5ACFEHpsjSuz+2RuMzMDDoApPKNDAwMDAwMDBYJzCpTAMDAwMDAwODdQJDzAwMDAwMDAwM1gneERqzTZs2yd27d6/1MAwMDAwMDAwMlsT3vve9m1LKzd2ee0cQs927d/Pd7353rYdhYGBgYGBgYLAkhBA927eZVKaBgYGBgYGBwTqBIWYGBgYGBgYGBusEhpgZGBgYGBgYGKwTGGJmYGBgYGBgYLBOYIiZgYGBgYGBgcE6gSFmBgYGBgYGBgbrBIaYGRgYGBgYGBisExhiZmBgYGBgYGCwTmCImYGBgYGBgYHBOsE7wvnfwMDAwMDAwEDj6PQ0RyYnOdduM1Gp8Nz4OM+Ojq71sAaCiZgZGBgYGBgYvGNwdHqaT5w+zdUg4EHb5moQ8InTpzk6Pb3WQxsIhpgZGBgYGBgYvGNwZHISTwjqto1Qf3tCcGRycq2HNhAMMTMwMDAwMDB4x+Bcu03N6qQ3NcvifLu9RiNaHgwxMzAwMDAwMHjHYKJSoZmmHY8105TdlcoajWh5MMTMwMDAwMDA4B2D58bHCaWkkSRI9XcoJc+Nj6/10AaCIWYGBgYGBgYG7xg8OzrKS/v2sc33uZUkbPN9Xtq3776pyly3dhlCiB8D/hFgA/9USvniGg/JwMDAwMDA4D7As6Oj9w0RK2NdRsyEEDbwOeBZ4BDw00KIQ2s7KgMDAwMDAwODu4t1ScyA9wFvSSnPSilD4HeAn1jjMRkYGBgYGBgY3FWsV2K2AygajlxSj+UQQvy8EOK7Qojv3rhx454OzsDAwMDAwKA7jk5P88yxY0y8/DLPHDt23xi7rhesV2K2JKSUvymlfK+U8r2bN29e6+EYGBgYGBi863G/u+6vB6xXYnYZKNa1PqQeMzAwMDAwMFinuN9d99cD1isxewXYJ4SYEEJ4wE8Bv7/GYzIwMDAwMDDog/vddX89YF3aZUgpYyHEJ4B/T2aX8VtSyuNrPCwDAwMDA4N3HY5OT3NkcpJz7TYTlQrPjY/3tKKYqFS4GgTUbTt/bLmu+8s53p3iXh5rUKzXiBlSyn8rpdwvpdwjpfy7az0eAwMDAwODdxuWqxm7U9f9e6lRW696uHVLzAwMDAwMDAzWFsvRjOnoUyNJuBZFXA7DZbvu30uN2vNnz3ItDDnbbnO63SaGdaGHW5epTAMDAwMDA4O1x7l2mwcLaUnorhn79LlzfGZykkRKfCHYaNt4tp1Hyp45dmygdOGgx1sKS6Uoj05Pc6LRwAYcyyJKUy6224z7/prr4QwxMzAwMDAwMOiKYcviZKtFLCW+ZTHmODiW1aEZOzo9zWcmJ0nTFEcIIim5HsdsAZ4/c4b5NMUToiNd+BJ0JWcTlQqnGw1m05QgTfEtixHLYl+9PrAeTKco+x3zyOQknmWRSAmAJQRIydUw5P3Dw3fjUg4Mk8o0MDAwMDAwWISj09NcjyLCNEVISZimXAgCbsVxh2bsyOQkcZriWBZCCGwhEMBMknCq3V5WavLpkRGuRRFBkmADgUqLbnfdgfVgg6RDz7XbbHNdJJBIiZQSCYRpOrAe7m7BEDMDAwMDA4P7EHfbYf/I5CQbHYfd1SqebSMB17IY87yOSNW5dpuKZZGq6BNk5CKQEqRcln3Gl2/exBaCCGhLiW1ZbPV9/uDWrYEJ3iCWHROVCq5lsdPzssgZYAvBoVrNVGUaGBgYGBgYLA/3oqJQE5wR22Z/tcpj9ToHqlVuJ0nH6yYqFTa6Link5CyRElsI9tdqNNO04/XXw5BbcbyIUGrdF1JStSx8IXLN2nwcD0zwJiqVRccsW3bo6lHHsthXqfBwpcJWz+PFPXtWfL1WC4aYGRgYGBgYrBMMGgW7k+rFQY8xCMGBjOR4QrDF83CEIExTLMvik+PjvPjww8zEMW82m7w2P8/r8/NcjSKGbHsRodS6L4QAMt2XBVwNQ4YcZ6Cx6PEsZdnx7OgoL+3bxzbf51aSLLt69G7CiP8NDAwMDAwGwHLMSFdiXDqIaF1jpdWLR6en+djJk8wlCVGacj0M+djJk/zWgQOLjvHc+DifOH0akoSaZdFM05zglM/vI2NjfG12lvNCsLtwvkenp2klCe00RdMqC6goPVrdtiFJ8s/a5rpMhiGJlFiQ677+1vg4X5yaYj4ImEkSAhWR++ktWxad47Ojo7xEVnhwotUCKdlfq3V93XogYmUIWcgJ369473vfK7/73e+u9TAMDAwM1i3Wo8P5ekb5ej09MsIXp6bwhOggKd2iLEWCtdRri3jm2LFFrvkNFc356hNPrPi1RTz+yiucaDRwhMASglRKYik5VK/z6pNP9rwO59vtnHABA5/f49/5Dm82m3n0q6U4R9WyOKTI0kwcczkIQL1mxLaZV1WZjhDsrVR49X3vyy054jSlYllsdF3iNGWL6zKXph33dfk7uB6G3EwSRmybQ/X6mt//QojvSSnf2/U5Q8wMDAwM3tlYKVF4t6Lb9TofBGxyXcZcN3/dnZCmbkT546dP86BKTWrMRBGXo4itnteXeCz1nerj/ceZGQSZkaqtNFyhqkh8T60GQjCXJH3J+6Ck8Oj0NH/h9dfpxjIE8ANDQ8wmCedaLSRZJC1Wz9uAb1kM23YezSsedzZJuNhuEyoOUxGCTY6DZ9u8tG8fRyYnF14bRVwMQ5ASTxG662FIrN5rAwdrNV7cs+ee/R76ETOjMTMwMDB4h+Neuqm/E9DteiVSMhNFHa/rlTrUovnZJOFUq8XrjQaXgiATttNbuD+sCJbGbBRxMQiwAFtKvj03x4+//jqPv/IKwMAaqeLxBCo9KCVBmhIoUgZwvNnkjUaDa2HIN2Zn+dDx43z63LlFn/WtuTnearU4Nj/Psfl5TrVaRFJ2XAudMu0V+pFkkbLJdhtdShAXnk9QNhal6xpJyYlmk7darZyUQVbBeTWKCAtpUV0sMBXHCDIj2baUXAtDQimzYgUgAl5rNvnp48f5tzdv9hjxvYPRmBkYGBi8w7FaburvFnS7Xr4QtAcUn09UKpxutbgehliQC+JjFiJXmvgBuc4K9Tqt6boSRUiy1N5kGCLIojtvtVqZ9mzfvr5pS43i8XwhaCvCk5Rep//fTlMEEEnJr124AMALExM5wZNS5iRKkEXLziYJjhA8c+wYz42Pc2RykrkkyYlgGQK4HARESkuWdnlNLCWuZXFkcpJnR0cZtm1ONBpdX6vHPxVF3JybAym5LgTbXZcgTbHJKkZliewVMZum/Fff/z6/GgT8wo4dPV5192GImYGBgcE7HBOVyqLUUy9S0QurrVFb6efdC61ct+u10ba5SUZCykL4Mp4bH+dDx4+DlAiVLkQINtk2RyYnOdFo0EiSjCCpqI8mC4+qdOKtJCGVkl2VCtejKCNlQoAQxFLmEU+d1ux3TYpE86FKhXOt1iJSVoYkI08p8BkVWf3s5cs0kiR3y9ekS4/dBk43Gnzo+HHCgti/1+dXLIsgSXoSpQS4FATcDEOOTk8zF0UkdCd6GhHgAsOOw1QU8ZaKEoZLnK/GlSjiuTNn+Ovbt3eklO8ljMbMwMDA4B2OO9WY3cn7u5EGGFw8vpJx9CIqK2npUzxOXnlYEMLr95c/+0/m5kjIUoa6ldGw43A5DJlVFZEpnSRDADtct0MndbrR4LJKoeqIWcW22VepcDkMGXNdTjSbeMpvbDZJCNOUh3yfYdtmLk2ZiWOGbDvXx80mCW+1Wkt97WhaYpEZy8ZpiitELuAvwleEUevWliJ+xWMsxUJqlsUG2+aGug79CB9kESf9mYOOo4iKEPwvBw/yX3Sp+FwtGPG/gYGBwT3EeqyA7FZdN+iY+om9ddqq27n2IjhDlkUo5bIrCruNYyoImJeSjY6zqHoyStNMd5SmjPs+zTTlAcfpSuq6VWFqErbBtkHKRZV/xWvbtVjAthnz/Y5zvBZFDAnBZZWmLMIBqrbNiGUxLyVhHNPsch22uS62ZXEzirDItFgpWerRgY4045jr4gBXowhHVWFaQmSu/EtAqDGl6t9V2yZS1y2FPAVpkRUTRFIiYMmo1nKx1/e5EkV5KnkpYnYn8IGJanXJe/FOYYiZgYGBwT3CO6kCUpOVr8/MUFWtcUYUKZpRwnQJeJbFNs/DFaLjXHsRuvNBwKFqtSNVJKXkVpJw9gMf6DmeiZdfzqsWZ6OIS2FIW61heyoVXCFyQpRIybU4zlNykiza5ApBCh3NsbVfV7fvDFjSduH5s2d5SzX6tgChtGIS2O66bPE8mmnKrTjmbSVEDxWJ6aW/yq9L6TldrZgCm2yb63EMUvZM1Qlgm+dxLcxe4ajI1nLJTUUIHqpUuNhuI8lIYD8IspTioCnEXrCAh32fi6qK8m6SMgfY7fsMO86S9+Kdoh8xMxozAwODdz1WM8LVS9it9UD3C4oEs2pZhGnKxXabnZUKpCnngiBfJFPV3Hp3pdKhfepVdICUNNN0Sc1b+XsZtm2aaUqcplwMw5wcWMBkELCzUiFOU26kKSF0kDJYqPRzyUxLr6cpUaPR9TubDwJ+5s03aScJlhKRz6VpToQawNUg4GMnT3I9itAmGm0AFblKgEtRxFQUscPzEGqsupqwX8ViEaLwd0ImYh92HLZ4HtNxTK+kpD73qTDEBaQQPFav83qj0VHROAj0td5ZqTAVhqRKG1bUmJXPQQqBdYdkKgXOqMpUGCz1OSi0ga0m7bt9nxHXpZEky9JfrjYMMTMwMHhXYzlu64PgnVIBWSQrW10394G6FgSLhN2SjPBcDgIOVqv5uQ7bNidVJMlXza8dYH+txnySdHWU//S5c3z28mXm4iwh94Blsata5WoQcEtFm8rVfq4QCDICUrEsGipaBd0X8RhwFdEIpOz4zmaThAutFkVjDCElbwVB/n8H8lTsRf24ikRpEhWjtFnKL+xaHFNXzbKXSyw0wawogvzUyAiQEcN+n9VBSMksN2aTBLvPe8oQLBDDK0HAgWoVx/M6UtIXgoB24Zpr6IrLIfUdD0LQbBbrwrpVkC5n/L2uUaqOJ8nSw8OO07V9072G8TEzMDB4V2O1Pb4G7S94NzBoD8RBUPSBGnFddnoenmXRVrYPLtkCohdtCbTSlJOtFhtsm6PT00yFIZGyXgiThPOtFjNxzIsPP9zVg+uVuTl+/cIFmioFmQLTaZqnQx9wHLa4LqmUmVZKHTtUJqmtNGWj6y5JfCRZ9Z4kE63r72w2STjfbhN1eX0RMRnpeL3RyL9rPd5iBMkVAqnG1U5TpuMYIeWyiFHHcdMUx7J4bnw87weZkH0Xg9QPJsDFdjs3Vh0EVcvCFSLXmhW/r7k0pWZZeZVmN6RkEch/89hjbHSWjgX1I2DdzrH8mKB/Krj8Ot+y2OX77KvX103PTBMxMzC4j7FWIvP1Jm6/k/GsdoSrX3/Bu4nlRv6K12xYNY4uOr5PVCqcbjSYVa1xfMtio22zb3iYb8zOEvfwg4rSlKkw5PkzZ3jAcdhgWUzFMUGaZo2uXTcfT3lcP/Pmm5nvl2URpWkuLr8ax0w3GjmBfmpkhNOtFlcLUayULMUXpykV5dXVDxIYcRwO1es8PTLCZyYnF/mU9Yu2SDK9VqSuw6jjcF3ZOWh0E9iXSd+gkGR6rd2uyytzc3xtdpZppbtaTgRu2SnMNM3HbKUpGxQxfHZ0lAnlrq/H1wtTUdSzA8ByoL8PXZSgyXURuoOATadhbTfsqVYZtixuJcldFfovFyZiZmBwn6KXe/idREnW83Hv1nhWO8L17OjowI7sqwEdJfvQG29wLQyJ03TJyF/xmrWThNebTV5rNLgWBJxW5qXbXZdrUUSgUl+BqijcriwX9AJZhAXs8n0ecBxOqYjbiOuyv1rlsXqdA9Uqt9W17hbdux3HmVcXCx5aGjaZLuxWHHOu2eSS0rgVKbUApqNoIPIhgPk0zas4N9n2ovNZ6lPCQrRsKorY7Di4/d8yEPpF1N6OY379wgVem5vralux2igSSRt4s9nkoydPcnR6mufGx7kUBANd79UYaTEalrA4OqZfo/V95ceLsIVgRGkW11JP1g2mKtPA4D7FSpsY36/HvVvjGaSKspcX192MGvayb+jlB3am1cISAgns9DxGXLdnpaO+ZjFwRvUp1IucIwRbPI/5JGHItpmNY1ppmhuhCiEYEYLZNF2kl6oKQUJmnRCkKXuq1Z4WG92ueZ76VNWdxc+uCEFMVr3pWxZBwQfMU95Zy7Fq8IGNrsuhej2/f061WtxOBlczaRKgDUwd4CHP40IY3hER0dek33FhwaLiblYqajhk1beximQ+Uqux2fP4w5mZO/7sYiSs33Wz1J+Ezo2BJEsbozoSFD9L/+2rtLKOsg1ZFg/5/ppVTJuqTAODdyDWSmS+3sTtvcZzotHgmWPHliROz46O8hL09PgqpwhPNxr8xOuv55YL2zxvWQUD5RTi7SThahiCEOyvVHhxzx6AzmO2WvzxzAxblfWCPt6QiorVbZuK8piCrDfgiOv2jAboa3ZaWR8UFziLzAqjlaY87PtULIuL7TaW8sAKpWRaVTbqlKFeTNu64lE9dqbVAiHwhWCjbePZdm4vcU2l4XRRgCcEm12XySDoqlkSQuCi0pVSUrNtwkLrIKvgo7UULCBVXl4nGg12eB4AY57HvCKqg8JShQcbLIsdSocnw94mES7k5KEbRoRALEHM9HsH8SJbTWiBvwRebTah2c1lbfnQacelzkYT8W2ex1QYkrBQYKGh05gIkXu8RWT3ZEUReEmme9ObhPVWLW2ImYHBfYrVaLNzN457r/Vn3cZzXflFfXtujlhKrochHz15ki8cONCTnJUNQzWpm4ljhoTgAd9nNoq4Hse5diWVkskgYJPrMhPHfOj4cZ4aHh7IUd6WkuPN5kLKRUpebzb5mePH2alsJ/Q5zcYxFlkvvzH9eJJwqtnkUK0GZKTiYruNkFlz6n7VZfqaBSr6oRdEQUY02mnKBsehqfRi+jVFuhGzuMl08TV6wXTV590EPrl9OwBvNBr5++Ik4Vyrxe5KBSEE457HxTDMo0Dae0xKmTfctqVkSAh0slrbYOgxLIVUf4ZtMxUEzKhiA9+ylkXKJBk5EsCDtk0kJW+pRuW9EAF1sujTrS7ka1ZK1hdNyLCUXutOsMl1uZ0kHYUUvSDJ7tHdvp/76I37PoGU3IwiojTFVZYsUaEDgSQjZ65l8cnxcV6YmAA6f+vrQS8LRmNmYHDfQldlNZIEqf6+FyLzfsddC/1Zt/FcD8OsLYyqgEuk5O0o4vkzZzre203nVD6H+TjmehwzG0VMKbsGWFggJHA1DEnSlFTKvudcrAC9HscdOhhNfmbTlDdbrbwiEsiaMKv0oEZNCfb1YjZi2+ysVLAtC0uIvto2fc1QaTAdBbFYqPz7pR07skpHZU2hdUR6N6+rEHshJSNMW12XqjJ8/czFi/x5FW0semAlwKSKVmJZPFGv84NDQ+z1fWyV1ixG5hLgWhzjqsV3ubCBXdUqFTXOQH3OctKYRUjgShhyvt3GVhG0fmhAx3dZxnR8N2nQyqFTicCqaOkg2wz81oED/LKatwb5Nq+FIfNpysFajUP1Oimwr1rlK4cP81i9TqzS7OUrLMmivF+bne36W19rvayG0ZgZGNzHuJM2O3fjuGulPyuP5xszM1jKP0ojkVlD6U+Oj3f1ycrbBakUmT6HU60WQZLg2zatJOmpYfKFwLMs9lerPc+56FxfNvksml0K4JGCPqs4hv3VKpBdV08I5lW141JdBsqRzO2uy7+8eTMfQ1GTM2xZ/MDwME+PjPD3JyczjdkKvhfBQrRrqWpEAfzBY49xRFX66XO/0m5ztQ9Rscmu3aDVjgLYo4xET7VatJOEiIX2Qgb9sZoGr5Bp/R6p1bgWRbwdRQNF5mxgV6XStUfqf3H8eEcauDhejyxSqbVlK20NthowGjMDg2VgvVlB9EM5BbfWx11r/VnHgiElFIgZSh/16xcudJCg6TTFCwK2VyqL0oOQpQgvtFo0k2RR0+kiEjXR68X+fLvN0enpjutUTLv6lkVYiNCUScEtRUZqlsWI43AtSRixLKSUOQH7jb17gU593NMjIzx/5gwfOn4cpGR/rcaHN23K+0fqyMC35ubY4nlULItL7XaHvcQm1+VqEPD5K1fwhSBgZQafEgYmZZY6jxONBrNJQh0IgEafyBIsmKcOigdVpShAK0kWEYHVJh7vBOj+m3eDvAbAa81mR0q9m8lsGcUOE7AgEwjTFJdOoq6/U6dIxJKEU+02h9RGR2M9mEEbYmZgUMBqu8C/23AvdW+aQOuFfJNt58J4oYXgShSelrQmZaHx9ThmOwvpwetxzKzy3vIVMZpJEkQfz6iYrFG0XmAiKfnzr79O3bL4ZaVp0dWI80HQQcrKkGTETErJ+SQBIXjI8xh2XW4lCRssC8+y+Pjp0wsVm8CJRoNvzMyQklVXosTtJ5tNtjgOD6iG2rHyJrsUBFm1o1zo2yiBs6oFjo6grdR1HQaLZOl05rfn5tjmeSRSclPp6labJM2kKW82m4uigLL093rAeiGJuabyLh6j+NlL3W8Jmb9akUBpmYButK4bu2vbFUGmCfWVRGA5rcHuNYzGzMCggNV2gV9trKaz+93AvdK9FbUhjSQhVT0M5+KYuiJojhBZpV6aYgnBJuUI3y0VmZClC6/HMVsdh2tB0OHfNRPH1IXgiXp9ybGVo2qNNOXXLlzg0+fO8ezoKB8ZG+OmSon2QyIl1+M4N029GIa81mhwNQh4o9nk9UaD8+02/3Fmhk8pX6uGSsslKN0U5NYTM4oIzkZR1l5JISxYDGhogqZ1YivFIBWSGg4LxRSNNMUjSw8v5zMGQQJdU7PrgQCVsR7HtF5wPgjYUNBh6k4VY57X4W+nSZmO9o2pCtxmmrK/VlsTne5SMMTMwKCAYhsajfUQ2oaVG6neSzJ3r8xViwQ6lBLHsrJeiSr9t8VxeMBxeP/wMA9VKrx/eJjfOnCgw7y0vOAHScI1FW3b6rr4tk0C+KpXpLYw0O+zunxGLxKRAp+6cIGxb36Tz16+zCbX5fGhITxVtdjrPZBFnOLC/9sFwX4R02nKfCntl7LQfHo+TTnVanEpDEkLactyFERfm9UgBd4ArykahuoChLYqdmhLmfuErSaKVagG9ycS6JAqaKNoXQRTse2si4QQDFsWrmWxxfMYtqycgPVqDbbW2RGTyjQwKGCtLCgGQZGMALlO4vkzZ3pq4tYiNXsvdG8nGo18ctWWDQ4LlW7NNOVQvb5IwFsXgtkehpw6MnQhCJjwffartB8onVQYEkqZmaf2+Ax/iVZAM3FMLCWNOKZiWfhqkeiGYmpttYhSQ+nkNHpphrq5+vdDr88JujzW7Vj676IvV14Fqvyoyoazd4q7kSY1uHewoaOKttgKbdiy8kbrmmj1KljSG9X1dC+YiJmBQQFrZUExCLpF86I05USz2TOKViRzc3HM5TBkMgj4mTffXHdp0EFxdHqa2SQhTNOFdKUS9ntC9P3OfmB4mFHLWtTyRjvee0KQAheDgNloQR2lid5L+/bxSLXalbRYsGR/RlH4MxWGedrlXqAbeSqmfCwyKwGNQXftLtmiZtM9ErnSdGSiPjNlYdyruWDdj4vfehuzThGuxXF9y+rYMC8VrX92dJSvPvEEZz/wAb76xBM8OzrKp8+d40PHj/ON2VluhiGnG411YZex3r5nA4M1xb3uc7gcdOvpeDWK8CyrpyZOkzmtKwrTFAeYj+MVTUDrQeN2ZHKSTbYNysXbIVvANTm4GARMBgEfeuMNHv7Wt3j8O9/Jx/v0yAgjnse+apWhAkHT0ZqWlDmBuRJFi8j5s6OjvPq+9/FYvU7NsvJoDgwmjM7tMYSgpcj/ILjT3Xy572QR2j3dFoIRx8G3LEYtC1E4t37QLW50KrI4VhsY9wZJaC6G/h60x9hSvmnLxfp0CusPwWDp4bsJq/D3naaZtdUJ6nP69QgtQrdY0psvPS99/PRpAD63b18eLe81Xx2dnuYzk5Okak6MlKYzTJI11xSbVKaBQQn30oJiOdYcT4+M8JnJSRIp8xY3YZqyq5Rm1Zq4o9PTzMQxl4OAVFXdeZZFKiXVAoEb9FxXKy16dHqa58+c4VS7TaKiXHXb5nC9PpA1ybl2O7d5mFKVk1VFsiq2TVNFutrAuWAhmaaF8q4Q7HDdniX5evFvpSmXw5BDpXEdnZ7mVLOZ9yh0lE/XIORJk4uNtk07Tblwj7SLOv3ab1y2EByq13l6ZITPXr5MqgoppJSLtGuDIiH7DlZCLO9FJLGop1tPqaxeKBZjrFXFZlr4O+XOojsJsM11qTvOIssWjW6RXl8Ixn0/T0V2m5c+Mje3yCKmOF8dmZwkTlM8lYXQRtQzyupmLWEiZgYGK8SdRo+WI+Y/Oj3NF6em2OS6mY4pTbmZJIz7/iLxeDNN2WBZeS9FlFVETJb61JVJkZR8a3Z24PEvVbE6yPU4Oj3NR0+e5M1mkyRNiaSkkaa8HUUDpxEmKhWuh2FOynzLYqNtI1TfSehv0RBJyWQY4ndJaRYhgekoYrpQwahTH4G6phKIl6l9ssgqNfdUq+ytVqlad38ajpeIzElgo2Xx7bk5fv3CBebjGJuMnC7lI7YU7qSqc7VRTLU6QlCxLFKyKNT9thiuByKp09d3Ak36Y7Xh9ITIo4I6le2RbTgrQrDBtjlcq3Fbve/I5CRhknA5DHmj2eRyGBImCZ+9fLnvfHWu3c6+/5LJcyDlmmuKjfO/gcEKUNylLeW43gu9XPI9IRj1vI4oWtkNvfja61HEXJLkPeKGlV2Edq+fVb0ItWZnQhkqnm+18CyLAwXX++L4y9E83exZKCI4G0VciyLaSn81FYY84Dj59ZiJY7a4LnNp2nEe356byxoLlwjNkG2zw/M6XLe7RRRfmZvj1y5cWLSLXon55VJRB191D9hg29Qsi3NBkOtqVko4hlTqGbIemEvp0lYDRUNdgwU4ZN+jS2cf0JXiXncPWIuoWblool+afJDxuYBrWUSqEldHbyMpOzYUvtJ/7qxUcCCfJ8a++U1mVKs0ff31hmmiUuF6FOUbuC2uSwqc/cAHeObYMU63WlxXvWAtIYjTFMuy+Mrhw3c9a9LP+f9+2yQYGKwLrIbf2XLE/Mcbja42HlNRRCtJaKUpEVm07HoUcbHw2SO2zUS1iks2+QxbFpPtduZ1laacbreJYVH0qxzNm00Sris7Cq1Za6medK81GkxFEWdaLeZUk++bUcRbqhOAPo8TjQax0nEVLQukGkvRmqRXRPELV692vZ7ar2g5WGrRiJUB5VQU5WnRO9E62cBDvs+Y6zKbJHkD7LsJ3d9Qp2/74d1mH6H921ZKyrQWSJARjHvd0mklpOxOF/2UbK4okq5un6k1aN10aMXX25pw+X5HatRVmyKPhb60476PAx3FPbrnqy0EQrdhU4TuQrtNpIqEtCHt9TBk4uWXmQ5D4jTNPQ9DRco+uQ46vRhiZmCwAqyG31k3Mf+lMMx2dO12B2EKlTD1VKvF641GboZ6O0mYL5llppCTqNkk4VSrxcV2G0ulCS4r2webrLIpSlMutttEUubj70Y8N9k2N6OIRpJwLYqyJuF0Lg4RmaboUruNTUZsisQ1kBJHTcTFZuCQpRhPtlpsUNGkXuT3Yhjmdg7lCWy1owe9omLLPU7RqytUraI22fY9iWLpxW7M95koWIB0w7uNmN0p9LWVDN6rc7nwevjcgaomXsZnuco3TxOrIpZDBsKCXUxRa6ZNgfXjkM0x5blSP/eAbfOVRx/lqeFhXGUfk3+uLuyxrGzMlsV8l4IsX0XZdEoyLUTic/2gstXRHQNs4K12m+tRxK0owhGCIcdh2LbzBudrCUPMDO4K1kP13t1EN1K1XL+zsjXHVBAQqGiS3uFpwoSUi9zorwUBodKMaZKif9ASuBQEvNVq0UqSvB3JkG0z5nmZWF5NoJaqvrsahvn4uxHPLZ7HiG2zzfdpKzLYzR4hJbONCMjEtNp2omZZ+CotmCpiWCQmNtmkORWGHJ2e7kl+daqi23I1aFXXvYY+R0cIXtq3j7kkyVvD3E3k10gITrVaHcUQ3bAaJPHdRO6KVh4rwVLXSgA7PW9J8uUz2GIeS0mgrGXKr7fIon6DoFukTJPTRBEkATxWrzPu+4x5Hj+7eTM1ZQQtgAnf558fOsSzo6P5XDhiWVkaUkkrIikJ05Sdvs9W16Vu24sKhA7V64z5Pq5lEUuJa1mM+T6eEOz0fTzLIiH7nhwgFYJJVRDlqnZk80nCkG3zkGrpttaWGYaYGaw6VupQfzfHs9okcSV+Z+VxAB3WHPNK/NqNMNHDjb4csSovrIKF5sO7fJ8HHIdTzSbbdHsiKfOKwjBN8/EPWxYnC9G52SiimaaMqebPTokgFReY8nguhmH+/kP1Ol84cICDtVpXx3k9xiOTkz3Jb6WwIy9/hisEe33/nhK0QYmIA/zqzp08OzrKRKXCpXA1VE39ob8Lfa+WI4Dlsa+EmOnvQ9sdPFKtstGy7uricj+TP20R0W1TU4YkMzzuF7m1VBHDIPd88fvVn6nHosnLINBj7yb+1zYkFcvq8E78g1u3+FeHD5M+/TTp009z9qmnOjzGXtq3j331eqZTdRxsITKvsmqVjY7TUy7y3Pg4nhDs8DwerdXY4Xl4QrC/VsO1LPZXqzxWr2MLkW0GFSnV86smqbNxvG7a8BliZrDqWE/9Ju8WSVyu31mvcQC56eFGx+Ehz+tKmDwh2OJ5+SSzv1rNtRFFFEP4AqiqKJVjWYy4bt6k27Usdnpevpu0heBQrZaXn08GQV4QMJ8knAsCrgYB16OIq0HADtfNJ+R+k3lKFqm7EkUdXmAf3rx50YQekRU06JSwJr9TUcT3m02Ozc/z/Varr1i+LSVng2BFUYyVToaDkhlPiDxN8vTISF/7Co3lpqr6oZfD/53ioUqFvb5PVaWctvk+Xzp8mH/z2GOr8OndsZ6LGJYiWwkLEe6lXlvWcnX9PCmZUxrTlaJsEtwPRYsRLbWg8Bhk9+xGy1qWd6I2gL32wQ9y64d+iB2+z4FqlZFCwVM3uUivufjFhx/u2Dw7QmTXXplSw8JvwhYi7xrS6zj3EsbHzGDVcU4JvotYqxu9Vxuj5fh39cJy/M4GGYduB7XT85iKY1ppmqf8Qim5HoaMFTRCzTTlYLXKZBBwK0k6Jm+LBc8yqcjV640GjhBsdZzMJd+y2KeiUqGUvLhnDwDPnz3L7STBVQau2jspkJJtaueKbbMxirilJrPywqF1JqHSdaSlis/PXr6cL0zF916NY24mSX6dPjI2xmcmJ3Obj34LlP6slVSqLac9T3FB1V0HBkEoJa/Nz/Oh48cJB7CgKOrS7iWWW8H5VquFTVZZ98mdO3lhYgLgvpAvOKy+0Wy361a+JyuWhQM0pMQu+OGV76VISjwywmQLkTW0L33ucu6Pbt59+nelvQBjVcG4yXXZ4jg005TTrVZH66xyu7CqMltuJUkW3XccZlVfWT3u5XonLqc9Xq+5+CXI2zDtVRWac0lCkqagtGm+muf8ddSGzxCzdwCWY1J6L7Ce+k2uF5I4yDh0rzdPlXVfUAL6nb7PbJJwKYq4EkXUlG+XZ9v89JYtfPnGDeZbrby03AV2aksMVUAgAKH0JVeiiKoQCBVNKxuonmo284VAe6QlaUpbylzzNRtFNAou+UXoaiqACtnC99TISIcNx0zceznUWrhPnD7NkGWx2/e5HIa0kqTvImqR7d4TFnQug2LQCNtW1+VGFOWL23KOEwPTcTywpYKOYNxrYlYuyhgECfCAZfH/uXKFL9+4wVQU8XY0WAxnOZ0TNLS/1UoIePE49+ralscpybzshBDs8n2uxzFRj6hXQKYhG69UONdqrSiNq4lhr/ONgV2ui2NZbPP93NpG95W8GATEarxh6Z5vqw3biNrwPbVhA1+enqadptn1VgVAY55HzbI40WjwzLFjS65Xxd6XRUui5bTHKxO2o9PTPH/2LCcaDTwh2Oa6BGnKVVXd/r35eSCbR356y5aBj7PaMKnM+xzrTc8F66vf5GqI9DUGNVDt9pqJSqVrVWWvXm+XgwDPstjl+wjLYk6J/gXk5rJPbdjAF6emCKXksVqNR6pVtrguD7ouDplOTL/HAizVZkcbzvYS0yJE9qcIpcfQ13Iqjjvc7ouvjpRoFxaIy7lWi+rXv473R3/ET7zxRt/r7FkWY66LJwSnVAHA/BKkDLJFJ5YS/y7qm25E0R1bIuj3L7XAumpHfy9R9IJaLuaSJLdImYmigVNrKxHQJ/SPKljAQ65LRW0kBHToN8vwWLC86PZZy0Wlx3E0dGVgIiUXg4Ahpdksvkv3b83+IxixbWwhqFpWnj7sVQTT8RkDnIMg040W5QbFvpJDqgUaLLQ/0/CF4IbyCkvTlH9x4wZS2cCkZKRv1HEYse28UnyQ9UrPh55lcaLZ5Ly6TrBy3fCzo6O8+uST/P5jj/H+4WFSIXjQ8/Dp7KgQS8nnr1xZs3XUELP7HOtJz6WxnvpNrhZJHIQA93vN0yMjXAsCmklCJCW3k4RLQcB21+Xo9DSPv/IK1T/6Iz50/DjTYciI42T6CtdlKgxzEpQAVWVd8Qe3bi367h9wHLa4bn7thRCMuS411QJIl5SHUva8V/ZXKqSqvFyXmUcya530VqvFm80mTUWUiimNIiLl/xWSiW0vBwFSfc5Sqb9WmnKq1cqrUS8U0ihLIQLGHOeuif+1Pmg10CvllR+rYEmwFFZzTCvVKoUFTWT/2s9ODBU2EMvBD23c2HMBS4F99TpfOXyYCd/Pe6F2u/cE2Tn7ygdrETnq8vpuY60WyJhbIE/dEJFFwrQn3qzq4qGhe5dWLIttrkui5i5PZCaoOgWnj1A+kksWkdeWONtcl23uYtrpkJFST2kDe83Th+t1tjhOrknVJHaDbfNovc5W1+VqFHE9jjM/MTV+Rwhc4HaS0FDEfZNtL2u9mk8SdlcqHKpWCaXkoydP8rGTJ+8oGFEknqOuCyp7ULOsXCt5ew17Zhpidp9jNfy07gbKO661Sq2uFkkchAD3e83XZmcZcZxF6Zd/fuMGf+X4cU40Ghn5kpI3m03eVpMckJMgvUjPq7TmjEp/FFGzLG6naX7t91er3IwiIjWZp2RmmrGyseh2r7y4Zw8Pui62SgvqnpBtpW9pKlPZQclSTMG/a0DoPpIjjsPby2wJdCEI7kgI7RcW1G5L6900ES370Q2KQW0O7jZ066/loLXM+0njufFxPMvKjJNZiPa5ZBou3T2iqaJT3SALf+q2vUhrqFOm5feUYQM7VKqupioBgUXt0npB/8ZGHIdNSsdpFZ7zLYvzyk5HCsEWx2GH5+XjtcnuW0sd80HX5f3Dw/z+Y4+x2fPY4nls9322FYp2BFnU/KFKha88+mjfpt/PjY/jqc4crshMX3V6EmAmSYjTNDePtoTAUWPxLIt2mrLN9/OuJEX0W6+6zam3k4Q5pUNdjWDEOWVCaxW+K4tsjlyrddQQs/scq5mqe6eiH0kcNCReJMDatPVMq8W3CmaE/UjyuXabQDlQl3fc80q7YStvMUv90Wau0NsS43wQMBtFzEYRJ5pN/s9GgwvtNo9/5zvZuFRKodwrMSWzsbhe8C4rXq8vHDjA+4eHqQqxYiJSPM/l6oEilW6diqLlm7mqBUqj6O+25Huho3feWlT/DbqYw8I1vlvmpvcCK9F57VYNrPere9cVgkpBE6kfPzI5iasiIGUULSu22DYNRSyGLItNjoOn7v2YLLJUJHfdNGMXggAXGLZtGkmCBUtGh/Wzddvm7Ac+wC/t2MFMHOd+hc0k4WYcU7EsDlWr7KlUGHUcHnRdUiE4XKsx4fvZPSAz9/uHPI8x1+Vcu82RyUmGlT4LYLvvs6dazTwFLYt99Xq+Ue0X8S9ucC01V+2sVPKKyUBKKiWDWEuJ6h/yff7Mxo189YknOFyvL2u9Ks+ps6rLSVNF1WfV/HgnwYiJSgW31DNTF2Os1TpqiNl9jvWk51ot3Inv2HLeuxx9nibAs0mSmb6qHZYlRP6efiR5olKhrSb+bhVvRRG53gVrM9e+pfJk5Ox8ENBSUTEbeLPZ5KMnT3ItitjZ4zMSKbmZJF3vFU1mxR2YoA7i09QPKyFFVSF4rF7nYRWx0J/TzTOtGyxWv0pvuVjOFS9GfN4t8ITg8/v3A4uju7aKFukK4xONBlPKVLd8XSsq2uZbFjXHySM9CVlUOpUSSwgecl0eHxpiwvfzrhRlaH3YrmqV3zpwgG2+P3DaO2UhSvu12Vm2qvNpq80JZPOIjg5tdBxGPY+zH/gAr77vfXxu/37GKxX2V6vs9H0mg4A3m01sKXOLm1txvGAbAWz1PL5y+HDHRlVHp2LgdLvN2Xaba2HI82fPAgtzwlcOH2arMr3VxtiJlFlbuDTNHPalJFEb0eJ6tNz1qjin6rkXdV21AfdskiwZjOi1LhydnmZa9fsNZGZmm0hJKiUblP52LWCI2X2O1dRzrQe3/jspZljue5ejz9MTypUgQBTI1XYlUj8yOdl30nlufLxv1KicwnIK1ZLDXTRTOm2jy/21iawvMo8yS2kkQpk5YXdbIHRT8373ym1VRbgS3G1X9DJsYKPjLLSgUo8PQlr09ayqxXotoaMs97OJ6mpA91h0SxHQX9m5E8hSbh8/fZoxz2NvpcIO32dvpcKY5/HRkyd54Bvf4LoqQgi66PV0b8QPj45ySZELFMFoFyLN1+OY2ShixHXZX63mAnSdttQdLTzL4naS5E72xcKbXtBRu0P1OpBFiHyl4ypq1Fqqh243+UFxHruu2gtZQnA9jnMiN+Z5S64R51SXEb3xdIQgSVNONBodc2hHkVIYZvY2KlKm5Q66/dHearXjWL3WK/19dkuh6jn1WhCASpXqAgSh5mQ9z3Zbw3qtC58+d45PnD5NmKZMVCo5KU2l5GCtxhcOHFgzCY6QyywrX49473vfK7/73e+u9TDua+ib11MCSF2afK9F+88cO7bIaqOhfsBaA7Fa7514+WUeVKRMQ0rJrSTh7Ac+sOj1R6en+dDx46RK8zHmOIy4bsd7tHWJLjPXFU6fPneOT1240Hf8PoDy/HnQdfn49u151eVUSTclWJi4g8JCXlzIEuABpVc52yfMv9v3uRZFICXbPI8Nts01ZQg7G8f3TTQm1xipa6h99XWv0V6vz/+vUi91y8p1TwaFJtQic05vl4jj3bo/HLI2YLdV+ipVqbqD1SrXo4iNjtMxV31kbKzj9yLo35z8z27cmNtCfHtuLrtnukS0BVmVpSZPrzUaJKoYRuuSpCIkPzQykts8XAtDEkXwIvW5mhxq/VUiJZZl8ZXDh3l2dJRnjh3j23NzeeFNWBqHq/Rl++r1fE4rzmPaq1AqYvRYvd53TitCH1tHCiEjWLYQvH94uOsc+syxY5xuNLiuqrR1QZAFfGrXrtzTrh+WWnv0nPr1mRmqlsVWVcQwFccEKnPxlcOHAbp+zpBtE6bponXhWhTllenFxwdZa1YDQojvSSnf2+0542NmANxdI9bl4E58x4rvnY2i/Id7PghynUQRy/Vbe3Z0lKeGh/u+p5fR4WcvX+45bt0uSbdeOlit8uHNm/ns5cvMxzFV22az53FNNTiHBbF33GWRDNViAFmbkbGS2LaMC0GQ+X9JuWQvxdXGUtYMyzGLzX2aCtGRfPHrchz9et0iZ8zzuB6Ga0bKBFAFQjXm9UCIcyG3EOytVJhLUx60bU6rqIqudrwbqFgWw7ZN1bIWPP08j7fabcI0Zchx8kg3ScJnL1/Ofeagf0q6blk5Kfv6zEzWM5GFlKSGjki3pGQminCVDnTEtplLkiyCo74vu/CZnhBsd10uqrZbDoB63YhlEZBdN9uy+GTBrua58XF+/PXXM6PXwjjyMSn5wW8WUmzFecy3rPx70b1Ym2nKBsta0jssP7YidjrCv811e86/59ptZlQvXkdFmxOZ+SV+RhU9dTtW0XtzJo4ZEoIHVFVqee3Rf8ob7xHXzYmUfr7bGnaq2eRQrdZx/JplMR/H1AqVsPrxtS6cgzVKZQoh/rIQ4rgQIhVCvLf03CeFEG8JIb4vhPjRtRjfuxHrpbrzTooZch1YFOWtQIRalLulNJ8eGeF8EPBao8H3m03OK68cbYBYfr3WI2jLiBklzu+lkSiG1fsZqrqAFIKnRkb4yuHDvLhnD1+cmqKh3PejNOVmFLHV8xZsBUTmyWQBo6osvqg30gvMDt/n7SV6Mkoybc5qaqu6TSy6vYyGLwRbXDd/7SCtYAaBrvBzWEip9CN/ifrTTBLigq6niLsxUZbT0xJoAfY6IWWgqnhlZn3yerPJZLvNyVYra0TP0uL2lcIGgjTFs6wOT7+NrkusSMNbrRbfm5/n2Pw8s3HMvKpSvp0kRHT/zvU9FKRpnt6qFoTfxapMAR1Vn5ejiG2+zyeVvEC3RCumRDXRu6Q2OLrtmVRWHL+6axfvGR5ms+fxQ+r3/uTwcD5PHJmcZNz3sQu+Zm7hd+NZFiO23UF08tZlQUAkJW0V+asLwVQUcabV4o1mk2/PzWFDT4nHs6OjHKrVcr2ep9q2uZbVc/6dqFQI5EJD9EQdWxfRdDvWp8+d40PHj/PHMzPcDENux3GeLtbotvYspU/rtYYhxKI15braBL+mewGrIoL1Uji3VhqzN4APAV8vPiiEOAT8FHAY+DHg80KIe9mP+F2LQQnR3dah3UkxQ64Di6KFfm5CsN33F2nHjk5P88WpKTa5Lr764U6nKUOWxQ7PWzSh6HD723GMo15/Jghop2nXdG958ulHKhLgZhjyxzMzfOj4cX7x1Ck8kXkYpSw0272tdocjjsMO3+f9w8M84LrsqlbZ7fsdPkqgKi/b7SxN2QfL0TIN+tpui6JOJ+aVhFJyI4rYoCbTsllmOXKxXApQ9FlbChJ4O44XKsq6vMbv8thK4AjBr+3axQ9v3MhDqqKuOI57G7McHDrC2ExTroRhritaCfr1iRQsNNQedV226p6JBR+uoklvClxVv/mLS0R8tf9WCnl0ZavrZm3HSjo0SabtSoEJ32eb5/HVJ57ghYmJrOF2tcpmz+PPbNzIJ8fH+dbt2znRC9M0j5btr1Z5uFLhqeFhXpiY6KgQBxbpn5ppyrBtU1NeaDbZPbOnWuUh32fM8zrmYMhal91UlhUVIfCE4EYcMxUEWKpaNZWSySDI+1t209K+uGcPWz2PhysV9lUqHaaz3fDc+HhG5NRvW6dsHbKIXVm3e3R6ms9MTpIq0q1JdiIlU4XNa7e1Zyk9da81bH+l0rGmTAUB16KIEdvGEoIgSbjQajFV6Oe71lgTYialfFNK+f0uT/0E8DtSykBKeQ54C3jfvR3duxODEKJ70WWgLCy9pqJSRyYnl3TaPzI5yUfGxkhVVY2rSroBLgUBX5+ZycmkTjeMuS6P1GrZBEKWXuhWCHBkcjLvVwnZTsyDrqSn2+TTj9DEZClJz7JI05Rzauc75jh5Q3MBtJTB5JcOHswn9sP1OtfDkKk47hq9iFgoDOiFu0HMeqGo39E9OGdV65ZuaUtfiIGcy/sdbxAUz0sXVRTtFDa7Lr83YFPubuO1yHRKrnr+yeFhTjQamfHugGNcDgZtRl22FelmptoLt5To+yHXpVIS6C+FfpWk+vEE+JO5OWbimNebzSyyEUU9o3QRS9uGaPsLoCO60u87EGQRtnKXjiLB+trs7ALR8/3MJV/KfP7qteB3K0DSJtF7K5UsDS8E476PA8zEMVNhuGgO/vLNm+z2fR4fGuJwvc6j9Tq+ZeFaVq750hu8qTDsGpHS86LWX10OwyWLyZ4dHeWT4+NYioymZMRXCMGY4+TXWR/ryORkrluDhTR5QuZd2G/t0cUeAJ/bt2+R9VGvNezFPXs6CN28lGz1fXZXKuz0vKxHphDMJ8maGaGXsd40ZjuAlwv/v6QeM7jLeHZ0tKPh6+4uOoTV1qH16vGpP+sTp0/zgMga+357bo4ff/11DtVqHc22TzQaeMrZ+moQ8MWpKfbXarnYMy+xlpKqZeUTWSNJGLIsjrfbmWkjaqeuQtqzqgrodKvFM8eOcaLRyL2JtDDWFoJYykXn//yZM7TVzk03q9Y7Vg2detT7u0BKhJS50PpqGHKwVmMnmci1rRoLp2nKh44fBynZX6vxWK3GH0dRLvbvhX6RDQmLjGpX8jnLQXkhLGt78tcIgSVllrot6F5WG+XPLCd/b6ndvCuWblpejPwV+0DqSr9ISv7C66/f1XTlUho5TcrK1cCDmKkWsdl1sYQgLGxQygRbF6MUi1SK6UKXjFB1O9ZsmjJqWSAlQZJwUemn9HvL8Ogv+NfnJIHjzSbjnseUioJ3S816Sm9V1nWVoeeHUBUGbXJd5tTvVvee7DZHHm80aBbeN+Y4DDtO12KibSryr7t2QH8dVaQsNnxFmmyyuStQPmBFolkU4O/wvI6+lEvN7S9MTPDk8DBHJif51uwsltLX6Qhn8Vjn2m189RvSqTA9N9Ztm1vK5b943OLYimT0JTorypdaw/LImiqWgEynVizgWg+kDO4iMRNC/CGwtctTvyKl/N9W4fN/Hvh5gJ2qfNrgztBLuK6xmg3Bl/qxFT11JoMgb1HyVrvNx06eRJKl9nS/uckwzPUcKJ0DScJkq5VP+raUxCqKdS1JFvU91Kmak/PzRGrHq8ncbJLkJEv3gdPtTornf3R6muPN5qLzjZQOw7Oyptw1y+J4s7losQrJFqowTbOdn0oTpFLSUufpqLGdaDQ42Wyy0XFopGk+vuL5DIL1YlBaHq8g20ULwOqh/VoNlBf4XmnYj586xcFqlTebzb7XqzjOXkRnrTVk+l53uDOyfTEI+OnNmznfbufkWqedU7JF1xWCdpriCUFVCObUd+pbFptsO7NbIDNaLsMmu/abXJfrUZSnzASZtQmoSIt6vRACT1UzCroTNT2+QEouBEE+7m4ay0BKKkrs32tuPDo9zWySkKYpjhLf30xTtnge+6rVnhV+R6ens+4damMYJQmtJGFrmrJPVYAW5+ReVeFFHVWxKMlV12fMcbioKkSRsmt68k433Xqcel7XlaHlxuMTlQpxknA9jvOinERlN7508GDXYy1nbEutYXoMyyn6WgvctVSmlPLPSSkf7fKnHym7DBS3JQ+px7p9/m9KKd8rpXzv5s2bV3PoBj2wml0GlvIQ00LOqTDsCMPHUjKXJNxWQm3tli/IIku6JdFL+/bhCZH3o4OssupMEHRMht3QQO2chcjLqbWeRp99iuqvVxLGHpmc7LvofnJ8PA+pFxsqF1M7Ov2oOwbAwmKiF33bsnDUznNe9d9cKVKUh5dKta03FM/7bn2+TuM9PTzc83Xng4APb97Mg4WChfWOfqlIi6zv6p1+5783PZ076+vUr95IPVKr5TqsX9m5E6EKVYZsO9NL+T5DBWf6MmyyFP60imrpsUqyuSdS6TN9PoGURCwUViRk+qyHfZ8hNce4loWnfj861der8EXPPdoqoxuOTE6ySaXDtOwAKbkZRX31Ss+fPZsbTutzisnmsfL7NOGxyLy7tIZtNoq66qgaScKwbbPBtnEsi3HPy0X9ZW8xWL3ir6V0YLq10xbHySthrVJlahmrXZh2P5iyr7f55feBnxJC+EKICWAf8J01HpOBwmre0Ev92DQJ1D41oByy1Y40VrvGYjVVMUT/7Ogoo56XO2oXUzdTKu3Sr6pEklVU6XB8oBYOHdnSJoeNNO04/3Ptdk/H+w2WxQsTEzw3Ps5u1QmgeLwiHFR6k6yNiiyQOE3C9HVpq4janei/UjLiuh4iZxr3MqqUAg/5Pi/fvt33dV+bneULBw5wqFrN75/VnkT1vbUa6BaF1KhZFkGa5pGVlUKTKo+FqK8AHnQcXn3ySc5+4AM8Nz6+qNL4YrvN1TDs65UXspDmlur+1NFq6Iz0FgmOdt0fVQbQk0GQVWuqqHmqouEHqlWGe7j5o44dln7jZRxvNJhRnQJiFa3vVj1ZxpvNZtcUfirlovflFhxqLtBzzBUlWC/rqLb5Pr914ABfUF0IUiHy3pmvPvlkRxTumWPHuBaGnFTVibrl3GuNBrfieNka4n4t8DRx21evd1Sm9vM7W+22g6tpyn63sCYaMyHE/w34fwObgT8QQhyTUv6olPK4EOJ3gRNkm4dflFIan8d1gkF0aGX00pF1CydfD0PmpWTi5ZcZtm1uqV1ykqYgBJIsLH9FEZMxz8v1YxIWtf8ok6TixG2ztBalWAXWVtVOsOAibpFN2kcmJ3llbo6vzc5yLQxz4laMgnlC8APDw/nON5SLnciL8FQUISUT6/qWRZwkneJ5KbO0J3e3sfa7AZLMz20pMviduTl++exZvt9u51G81b72Ok3XLbU36PuhPymDjOBHOu2/xOf1E+oXDVQ1QrLfifYPfP7MGa6FIbGUeVWgFqIvBf1b0/WWnrKKiaVki+dxRaUjy2O0yCJzN6Oo47sKAaTkAR2pEwJfiK5+bBZwqFbrm8YsRuA1adxo23k6shd0WrZ81OL/u5mr7qxUmApD2so/rOysX0a/see6MtflYhBwrtUCdQ6WEAwJ0VXPdScYJN1YhDbsJUk6jGPvJMK13DHcaxjnf4O7hn6OztDp0nxdVWBu9X22OA7NNGVGNe+9pHyMtrkurmUxo3bYLnAzSfJo1i7P4/OPPJL/4J45dow/npnBVik/faeXzRvL0PGD/arZ7/Uw5LJqpq2Jnl4yK0KwyfO4FgRsdV18y+KcWijKn/mpXbv42uwsV4OAy2FIO027piDLC6EAtnkeU2GYRwI8sqjAJlURd0ERwrsNbTVwt3ZL9l387LuBIdsmVsLqxh3OpbnFS+HvO/nE4n1ks7iR/FLmvss5jkbx8x9yXTzb5iNjY/z6hQvYSuSto1xa/6V1af2itcVz8XXESAjiNO35PkH2/UTqd5aUnnOAB10XCWywbS4EQV5BrY815rp9W/M8/sorHG80OvpiSjJt3f/26KN9F3/7a1/rev0tIHn66Y7581IQZBpSIfJI/nJd6sub5Oko6nDEn40izqrNyZBt5xq2e+mGv9TYBw0I3A8wzv8Ga4J+os2vPvFER/RNlzCPqSiVfs823+fz+/d3VCb9xt69vDI3x2cmJ4nTlLplsVFVhxXx3Pg435qbI01TfFV1lagdu64GK+/Xtc3AT27ezOuNBq83GovSJR2kSQhmVT/Jm3HcQdrK+PyVKwDs8DwCZX7bDd120FfCME/f6HTRbt/nc/v388+vXeP8jRs9jroy9Fq0I2CLbXNDRe9WA46KnpSjiGWSstawgPdt2MCPPvggP7hhAz+wYQPbPY9/9/bbHJmc5E/m5phdRpSrfI2LEd07Pd/yNdOkxFOFI0J0b1NVfH9xTN3gsrDB8UoRJwsY830aypHfU7ID17IQikxFkIvEtV6yF4rPBOr1epPQD0Ga9XzUkgdfnbdOd76t+kkGUrK7UuGy8iaErDvAUv0STzWbOOo8ilEzWDrC5NLds063WivOn1t9P88OXIuiDgG/Ji3HG42sulMs9NntV9n4VqvFrkI6cMR1ccIQKSX7q9X88fXghr/eI1yrjfWmMTNYZaxlY/KldGRFLcJGx2GL4/R8LXROzl+bnc19ex6p1RgrNBPXKHrsxHQ2Q7YgJ2hFCCH4yc2b+dmtW5lX+hu/QPjKBqitNM3E92Rar1afCNjtJCFQlUq+GpMo/FkKenHV/lpXo4hX5ub4g1u3Vk2TpMdbbhytUzQCuJ4k9G/ytDzocvmaZfGn6vX8sx1Y1ePcCWyyFkHXooivz87iCMEO30cIkd/Hf3N8fOAJtdv3tVoE1AI2O07XeypUFYuaqGjtZTerkl5jEWSFIu8ZGlpkuSFKf9csi9txzDbPy4pnVFWgR3YNfnXnTlzLytN6veCWNl1aAN8vuuoqq4hUEaZyU3tJplsbEoJripAdrFZ5RBnC/kvVv7IfErJNkia5nhB5qrUfjk5P94z0hSoFXJw/R2ybnZUKnmXlFhwv7dvHK3Nz/MTrr/MfZ2a4HkXMxDE3o4jTrVaHx2TXYivLytrAFaALIopYbxWL7wYYYvYOxr0whO2H5Yg2e712g213nMPpRoMPHT/OH6m2J1eCgFOtFq83GlxS7ZSKeGFigq8cPswPjYyw2fOwdD83Fi8+PrC3UuFbt2/z/NmzmV2HKukumo0WUdaS9YIkqyjVO/YRx8lTS8tdjHV1aJSmfGZykrk4xhNi1cLf2kogbwnDQopRj3U13elbaZq59EvJXByz0/dz4lz0txoqOKHfbeh0sU1GQhI1Tlv2bjPz6xcu9HWz139rgruUZ9hKv89P7dpF2OXziujlG9YLFXXdK0JQUdcDsmIcj0wTqX8fDlBTEe9mmrJBVeDtrFRwleGybVkcqtd5YWKCD4+OLtkOTP8Otc9fRLaJsqFj41REIiVDJYPnYlRPV0FOq+jvtTAcyFRV4+j0dK5vhez7DJRuz4JFm+HiJvln3nyzo9WShiDbAByZnFw0J46oStY/o5qvP3/mDJ+6cGERwUuA6SjqWuWuMRtFpGqTWGwvt8G2GbbtdV2xuJbBhnsFQ8zewVjKkuJuYzlVnL1ei5T5Ocypnmqp8kFqpSlXo4i28jML05TZJOnaA05XQqJSmd1gFa7RqWaTmmVlO24WduzFxWxQUqVfE0vJmOvy0r59PFiKDupFzVZ/ch1Nn8/Vqdm8ifISu/Re6DcJ6HNcauG0oMN2QdB7wewGD9VCSu3gt6iuBzYLVYqhlIzaNjXbvuMOBGWUI6GOKuVPII+CSuBsEGR6yDDkQ8eP5wvDZy9fxiIjKuXz3uv7/MDQEDVlFVF0n+8FV6XeV4Kvzc5yu09v1iIki7Vn3WCJrNejvuc8IfKF/EHXZYdq46M3MFscJ/8N/9KOHYQyM0/eV6mwRW1KpsKQx195hT+cmWG70krmx4NFkWqdfnTIyMuDjtPznt/mOPiWxa045lC9zi7f71oBCeQea8jM5LRX0+0yGTgyOcmY6+YbBf3ZKZl2rbgZ/vS5cx0bzIay+ynqVvX3oZuG95oTnx4Z4ROnT/NWn/RiO027VrkDeS/hVMr8ml8IAjwh+MKBA/yWquS8k4rFu0We1jrYcK9giNk7GPe6MXn5xwgMXJbcq4R5Tk0wkPn7CMBR/9cLV4SK8AjBJtddRDyLP+Ydvt91EXLIKstOtVqcbbfz9ku6LRJ0trkpp0UGxcV2m+fPnuVUs4mnjqvbDumFR0esliJ+Ur23rkhEt6qyQVCxrEWteWoqsghLkwhNwooaP0kWRdnmOLhkxKvXZOOSLfxFPzr9vT8+NJST1URKbqhG1cuBBUwUrFMcsiiYJr+aTFjAJsfhYdUKp9tRJPC2MhvWTZo/evIkM3FMCHmBSxG6ujdUkcFe10Av0C6LqxyXOr/iOZxvt9ng9I+3FRvH24X/10tERz+uezBuUVHnum2zzfc7FvIUOFSvc7BWIxUi/w2/MDHBR8bGuBZFHGs0uBJFeU/at1ot3lZVk64irtoDrWrbedSwGF2OgP2VCofrdbY4TmYqzcLmYINts71S4UC1yjbf59Unn+TcU0+xxXWpFyJ7xWKLQBUHXAtDnj97tuMa9CIDJxoNtngeE8ojzVURPJusaKC4Gf7s5csdm+RK4VyL0dSqSiVqy59uc6Ju/xQv8XsvZieKJO9aFIGUIAQPVSocrNXYW60y6nm5lquX3cUguJvkaa2DDfcKRvz/Dsa9dDgu2kDMRBGX2m2+NTfHJ8fHB67m6SbwHD5zhpOtFrFKEehUhisE7S4TU5KmfGt2NrPcUI7Yp1otLDI/sI2OQ1XpNGChLFxH0kIlyreAS6U+mBawy/eZiiJaKmoHg5GzihA84DjcjCLearXySJdUC7CuTtMRjEERycwV3UoSbiWLFTeD6JbSEgkomoUOAkmmr/OFYJvjcDOOcS2LLa7L1TAkYrHQvTguHYmJFXEJ1Hn4QvBaqfgCWHJBKn6+ICskedDzsG2bc61W3npHk2BHCA5Wq3x482a+NjvL+XabqmXR6EMAEzJLizhNuVm6T8qjm40iRlSj7G7PQ0ZKkjSloqqXc4LW4/XdjieBUcdhd6XCz42M8GsXLvS8l3TloC0yV/tD9TrnWy0uBkHHd6PfH5Klmh+0bX5z//6ujuu9cHR6mi9OTbHVdYlVh4q5JGFO+RFC1nPWFwvtg2KV1u6Vtv7w5s08OTzMJ06fZofjdFQtjnmZMrE81x2u17kaBMRp1o+23KFBqPe81mjw6XPncm+tXkVMb6tUoG7rA/Bao7EoYlqzLObjmJrv54+NOQ4XC3ONABCCUcfpyCp0mxM/fvo0D9p25unYowhHt24qfo4utnqr1aJiWWz1fUbUOa3mhn21W/cVsZrdZ9YzDDF7B+Nu+L/0QrHJt249FCsN1JPDwyvupXldlXQXDSVTmRk4ioKot2JZRFJyVfWNnFQtYooasLdaLaqWxUbL4kYheqGrwTTpixVhKkIAFbL0qb6Wg2BIeQ+NuG5GENVO11Hmnjo1pKNTZRLidnmsiERKrkQRw7ad68B06k+3h/HUsXRJ/1J2IZGUyEL16iDWDTrqEJKlcWqWxYV2G7sQRdAy47I9Qq/qwG4RQBvY6DgkacpMn+9Av9NhwRx4xLbZXalwMQg6BOGxlLzWbPLmxYv87Z07eeGJJxj75jdpFlr9dPv8ISGYiuO+RFqQpWe3FBzqu0G3CvtXhw/zcydP5v0TK2TXx6LzPiiSJ/23RdbW6OmRkZxUfObixUUbmHwDICVjqm3Qc+Pj/KXXX+8ppt/muow4DvNpyitzc7ntwrBlcTtJMhG5EOyvVHKCm9syhGG+UIcq5S5Z8OebV+TCUvYXxaIcfZ8Wo0oOWbr2hYmJnGzcimNiMvuYYcvqKpvQ82FY2FSVoR8vzlu9yIDWixbnV1sINrqdvRSaacqQsgDSZGXEddmSpsyrDU2g/t5XqqbsBr3hHnMcmkmy6DuzgEdqNV58+OFF5q7Pjo7yzLFjd3XDfjfJ0/3QTmk1YFKZ7wD0yuffS4fjc+02M4oUFZt8J1KuOMx8ZHKSjY7D7moVz7ZzPYmjNVXqdTbKFVwtQEUyltCpoWmnKTfUJF4WYKdkkQtXLRyo19SU6LxN1sx6Thk7FlEsDtDC8YoQNNKUt4KA440GrSQBtTCVU1XaPqCMpbyddlerJFJyM44zHRAL7aJaqmvCFsdhqJDSLpIym8URKG3CqYntxiXSYhqS7Pp8fPt2dler7K1W8UppUv26QTsM2GQarW2uS8WyGFLRzn6kDDXuSkET9XqjwalWiyBJqKtog47i6bOPpOQzk5P81ePHuaF86/phWvU2XOp1ocwaJNdV+qobKSi2pTlcr/OQ7/NYvc6hep0J319kBVMRgr2+z1b13Thk9+km1+WLU1McnZ7mhYkJWj/yI8inn+Y9tdqi+9MVgpko4kSjwSdOn+77ncwrUhGqa3Q1CLCl5HizyTnl/yXV/3/twgVONxp5GutEs5mnn7VmUzfTHvO8BUsUWfA4U6nx4u/QFwJHCMYrlUWV3dc++EG+cvgw+6rVnnOdng/n1f1eKV3TIpkvzlu9CpMO1euL5tdPjo/n+ruiLkzr7IqPe7bNlw4e5NoHP8itH/ohrn3wgwOlDnVa0rGyvrseC1mE99Tr/JuSu3+v998tgf9qO/UXcT+0U1oNmIjZfY6lmoHfK/+XiUqFS+12rvcA1UJJiBXvlPTOSwgBjsNUHNNSbVVssqjcZttmXrVu0vAsK081Fid2jaLthKsWgJaKaOhuAmVRrl7EdVPjcppJp4ZQ2qRNnsf1wuKuoz8Scm2ZLbq7jQ8KC/JUBIXjFxfYLY6DZVn89uHDvDI3x69fvJhVxQEjjkMkJbe7pEA16rbNfJLkZLgfHfLJSN+/uHGDS0EAUnJ7he71WjeVAokQHKjXeXpkhM9fucLb0dK0LgUcKWmzUFARJAnXFEFq94hghWnKb9+4sbQYnuzeSEqPpaX/68hgoxD19URmDxKzcN98pWDN8Nz4OB89eZKLQZBHVfX9aEPe8xDItXgHa7X8uI0uaaM55fcXlYpE2mnWePuBJQo19O9rRjUSj9OU84V0YEynOfDVKKLiOKDGfzYIGIpjhoRgmoUIoaOuRyIl7YIYPpWSqm0TS5l/V65lMeZ5OGT+hmUMMtc9OzrKRsfhYWV1crzR6IgoumSpdbcwb/XLPPQ65mcvX+Z2HLPBcfilHTt4YWKCJ4eHef7sWU40m3l0sYheXVK6nUPRA/KDqkpz0Hl+JR1cloO7mam522NfLzDE7D7H3cznLwfazDVW4Xy9mGxU6SMYfOLR0GHrOM0a9uqFybMshm0bSUYuamnKpYIfj9boFOEVolQdPkZku2P92NlWKzd4lCxUGurokd7tW0KAMsrMKxfVBL/FdbmdJDn50oaWHoDI+gS6ajG6E6Rk+iX9Ka1S6s1mweTz+bNnGXXdzLepoC+ZTRJuqzYs3XA7SXBRJrBLEEltoXGi2byj84LsetoqQnL2Ax8A4PHvfIcbUTSwBq8B+X0SpCm+bWfpuCSBHoSxlw6uCE2wiunQYoP7IvT9UdS8CbLF3y88VmzrdUL1KEzkYrf6GHL7h8kwJJGywyQUuqeNhm2bK2maaRkLqXNHRYNrlkVFiJ4+fL7acLUVwbyoulAUUbw3EjLpgCbFERkxDoRggxA01Jy1zff5waEh/sWNGx2bnQjYZFnUHYfzrRaeZbFPRWLudJEvpsMe8jzOKLd7/b3oeWuDbfPMsWNZyta2QUU++5GBop7uYd+nmaZ8cWqKJ4eHAZhX79eERW+igb4b7DLudMN9Nzfsd5s8vRvMZk1LpvscEy+/vBBVUpBqAtEL2r3Cp8+d4zOTkyRKL7HRtvFsu2sLpmJ7pqV6uV1TC5BO0+2sVLKdtmWBSp8M0sZnELF+kdDJ0uNVMv2ZTkemLJAx38oaIp9stYjUDl8vZonSxO2rVDjTatGQciAB+yDod05Vy+JQrcZMHHOh3WZvtdohkh51HK4X+gj2Qo2MdGmSOciYxn2f6SjCBm730Wr1+wwHOFir8er73sfR6Wl+/PXXl6wQLWPIsnikEE2SUnI5DJdF8HqNb4fvczOK2GjbWaVbn9d6Osql7oVtqjehBHZVKlk0T7Ukm1G6yojsGuhz7nYNx9QmIJYSvxRR0kU3R6en+ejJk7ytSLwuevCE4Fd27szbhHUTxYOqaq1UsihSEOT6y2iJCKqGqwi2IwStJGHIcfjSwYMdrdNOt1rcDMO8GhmyCOxEtcpMHGebHZUOu9NFvtwq7kIQMK3sRXTRRc2y8G2bBxynY776yNhYh36uPJZu+i3d0mhaFf50+66Anu9b7VZIy90gG9wd9GvJZDRm9zn65fPvtRFf2cx1n9JgPDs6uqIyZ60JSaXM27nsrFQYse3MUTxJGPU8fLXb7+ebNYiAnT6vsYANrstf3rSpo5OAo3Rd21VqZLuy45BkFaI6GjfmOFyPYwJgq7d6fvb9zilW98Ul1bvzbLtNrBbTRGatXQYhtE2Uw/kApMwF/rvxcS489RT/8vBhditvq+VCki2OL+7ZA6jIsLI6WA7aXX4bh+p1Hq3X7yhdIIErqj/qXJL0PUetK6taFrsqFVIpuRxFmS1CtcpGx2FWkderQcC8NtxloTtFMSWv9VYecFNVCIdSMp8knGu1mInjjojSkclJHnAcdvk+VWXrUFMbiRcmJjo0S5tLekLdbmi+oKFKpAQpF7nx90IsJTt8n/3VKu+p13nAcTqIwLl2G59s0+Wp8xJkmwFPCH7rwAFefd/7VmzfUMazo6O5fcerjQatNGXIsqip1KpjWTRVVLE4X82GIb924QLfmJ3lZhhyWmnzivNqL4uiE40GJxoNkjRrERWlKRfbbSIpOd9u3zNro3eLD9j9DpPKvM/RK5+vTQgHDY2vFnqFmVdaqfPs6ChPjYz0rMQ5125nqUE1qfmQpw61RUbFspgKw1xLNUhlYrHSzSZbnG4nCb974waeZZGo96dkEQ+t9RqxbXapyj9txLnNdXEsi5tBwCbbZsx1uaYMHu+0iXQ/O4wImIqiPMWkiyNWGqvTbZpCpVHTpFCfgzZP/X+p3ogvTExwZHKSbUnC1S6RmKUwm6b83IkTbK1UON5o5NV8y0EMvNlsss3zcEsWAp84fZowSbg6IEEtQwDIrDVQv+9Rpzl1hOSpkZFO/SRZGlpXzRbbHOnIVlGjmH/nKh2uO1no41QsaxHxedC2Ebad2zroqDqUUk9BQM2y2K6iOFNhSEu1EtORlS/fvJlHfqpW1k5pKdKufx/dROATlQrfnpvLfpdCgKqKTqTkVLudb96eHR1dlWhPOd14stWinabsrlbzcb46P89MkjCm3jMbRbytyLNP9lu6HsdsUddNj6FX1WCgIqVavqAteq6GIe9Xac57UW24XqQvBv1hImb3OZYyIVwvRnx3UqnTrxJnQrV5iZRIWC8Qvsh61m1xHEZsm/3VakfaTy+CSyGvcFQLcETWCgmZ+YcVBfyzScKpVosL7TZ12+ZXd+3i/cPDudnmsG2zRUXLqkrbUx0w6tALSxGVS8FC86RBIoZFOMBf3bKFT+3axZ8eHmaH5/FIrcYuz8NR1atVy2JUnYujrnmqbFKOTk9zotFgKggWVRX2O2YR15OE440Grujf5Lof2mnKOVWYoiO4+nezr14HFlfoaVSEYKQUydBVjY4QXItjDtVqi/qKllPi476PAx33bTNN83ummNouR6LKchNfCHZ6HpFK77uWRUVFfDwyk9QiBvnt6erGrZ7HAdXA+qLe9KgqQx1ZefHhh9mqnP4Pqr6SWwsWEeXemxJ4bX4+a/1TiuaB+n2r3xRkpEe3NdImvt3c81ca7SlH73UxzFThulUsq0MzNxXH+WZPiAUz5Jkk6dhc9pqrfLVByzWtavMYpinPjY/fs2rDe206brAymIjZOwD9TAiLuNuu/8Wd7NMjI7mQOZASmaYEZD5DW5Snz604xrMsJl5+edHut/x5WtvRTUz6sydOLFp4IinZpcS3eneoIyawsqiRJnOOlTVGno1jNtk2N1VbqJsFnYr2cPMBYVk0G42FbgK+n1d/skKycbfhAL//2GP5Nf47ExN5GqRi2xxyXZppmpnlqhRj0c4kTFOOTE4SKPLgqGhbv+IBi4VrXLQykShRto42QF48MYjmrEiUevk6fXNmput7UynZVa3ymipo0J8TAbbMDI9f3LOHj548yZTSmekztIEHHCePrG7z/Y779mMnT3JT6fA0JBkR09oyCdQch5qqWtykyL2+3xdN4CriVMRyquR0xGdK+RHqdl8VRb6PTE7y1SeeWCTu/o29e/nFU6c4p9Lmmpxp41YdGez27T87OspDvp9XocKC+79nWXlU57OXL7PVde842lOO3mtT22Jl90bX5abqH1krGlIXrq2+n8sEt5vw/YiyGNnpeUzFMYFKaT5SreZjvxfVhu8WH7D7HYaYvUNxL36AmjwdbzSYS5KcdJ1utfjjmRlGHIc51UYJVY01FYbZzlTKrCzdstjiOPnu96lr1/i96WmaaYpFJm6+GgR8cWqqa6HAs6OjjDgOMwU/KZesGnGDstLQC9KdxaYWrC5gwYdpS6XC7VaLtxUp03vReVUZGgBumtIgqyC9EkXcULtvvXAVbQbuJYrCct1QeWelQjtNmU8SPn76NBOTk/kCUYw0zCYJU6oyL07TvOIUMjJTUZsAqaKM2tTTRVlgsEByXPVebcfRzfcsUWkzbZ3gWRZjjsNZFRHsFw3UpruvNxpdNwHPjY/ztR7ELFJj0yagsPC9JcChWo1nR0f5+PbtXZ32HSH4ZwcOdL1vtyh9WiwldqFiOAKGbJsRy2Jfvd4h4i8u3O005bJKmeeVoVJyUEW8ihiybU4VbBp+Y+/ejjGVf8tRmuY2FlojWdzYddsMfm7/fj528mT+/oTs3p4opAi7WXkcnZ6mrX7vLtlvRhfWjCvNWzf3fP34cjeb5blxzHG4EAS4loWUmZu/JwSfHB/PN4N11R5qLklIZaE/rWUtIri95ByfOH16UXWp1lD2e99q4l6ajhusHCaV+Q7F3Q6NF0WkzSQhTVOuhyFzacpsHGMBM3GcWR6oCNOtNM1a4aiFBBVBmlNRrbk45ks3btBSu1NJ5oc0lyQ907BHp6e5FAR4kJf8C7WQ3k7TjjSvEIKtrntHN70okA9fTWxCmZXWVHqvGOmRZBE2WwmoBQvO+rYQjLouL+za1ZEKWi30I6IWsNlx8hRerL6Tc60Wl4IAGxali3QaZDZJuNhu0y74n4VkaTqtm9vourmPWVEvFQMbLYv31Go8vXEjuysVPrhxI7+ycyeuIs9lkqXtGnb4PjbZdd5XqWRWD0oP9QNDQ5kpaY/z1fYtV4KAb8/N8dGTJzuMmLtdKx3pm0sSHvL9vNCjaHvx4sMPA5kT/f5qlb1qQ6BTu7eiiA+98QbeH/0R9a9/nbFvfpPHv/MdHn/lFY43m1jATs9jolrNUsFkJHmH5+Gphtoa5R6Gn9+/nwdVOj0hi+Y86Lodi33eKi1NOVSrsdv3s81KAcXf8kOexyZlMRIqXdROz2NERUj7beyeHR3ltw4c4P3DwzxUqWRSAtdlKgxzg18tdi+ibCSdm+AKkWviiu75Raxks1meGx3L4kHXZW/JnPaFiYn8en/p4EGGHYctnpdHhIumwEvhXpp93w/jMOgPY5fxDkZ5h60n+dUolS6Whb/eaORicNfK2v/YZLqsmpW1Zgp7fI4rsoa++6tV/s/5+Tz1AQsiZwt4vF7vagHyzLFjfHtuLtu9FkiTJQTvHx7uKDXXY/5+q7ViAXwRQ5bFFs+jkSQ0lEA6loubT/tKk9JSO3EJPKa0TY0kYavn8f986CH+0vHjqzCqBdhknmo34niRPYc20tzpecynKVNRhCNER0GCLTKjzVRFNyuWxZAQzKYp7STJU21FVIRgk+cRpynXu1hS2GT3SNFQVePT587xdy9eJFTpz2JEcbeyayhbJzw9MsIXp6bwhOCSqmjsh6oizqmUHVYcf+mNN7oK2OuWxZ5KhVClTafCME9D7a1WefXJJ4HFtjWzUcT5ICCmMzJZhnZs3+l5YFlcbLWIyUjJ/i5tdcoo/8a1hCBvh6SsN/rZMHSzeJiKIm5GEbt9f2B7mzIef+UVTjQauQdeqn4fh+r1/Lp1vXZJwoVWC4TgsVqtw6pCf9crHVOv6zbIPLjUe4wNhcFy0M8uw6Qy38EohsaPTk9nrtONRu6j1KtSc5AJpqjT0BoNW6X3fMsiSJLMWFLKvq1eYinzCFkxjVVcIhM6LUCKYzvRaLDNdXOzTV3RFqZZz0BtEDlRWMSXi179KufTlHocM6vSqL3E6drvSZJpUixgOory1i2XgoB/MDm5ZEqz7Cxfhq6K1KNIyOwUdERFkx1LEa5ESqaUkWlVuce/Oj+fR4QSueC35kjJkOtyTWmIKBxHlI65r1rlXLOZk+ziVUnJKvR6Vdj960cf5RdPneK8Oo5H5hemNVq/sXcvsLC5AHL94a04ziMq3a6Tq66/Hs+bylj3yOQkWzyPa2G4iMA+4Lp5B4cHHKczDaWiZbA4PTYVx3kKtdt10NCRqXPK0ywFNjkOO5U+cqlKav0b17/vX79woeP3/VartaQBbbeK6S2OQ5SmbPP9lWueFMHWujl9X5V1leVrN6KMgGeShFcbjUXu+auhw1pJ2rDfe5bqwGJgsBwYYvYuQNGo1SZbcCfDkJ2eh2dZHZqPQSeY4mQ65jhcDMO8zcqI43BNaRiWaskjyaIXDeUFpa0sio762qKhaAFiS8m35+ZopikzQlAXgjmla7GATbad7671eXxxaoqPjI3x9ycnl2xCXlxIi8tIsQ8nwI04ZqJS4UIfnYuO0BT/f75QLQnwn+bmer5/o2XxgGoMfqnd5rZcbLPhkaVMpVywLkgpVJBJyYTvIyyLi+12FlWEvAmyBZxqtfLPLQq3dQryehhmxrpdjq+jnImUTEcR5wsVbpps6/ccqtd73mcfGRtDKFF0t6hIt/d9/soVxjyPqm2zUwiuqLZBOcFkwTVfQxNpnaLd4jhULItzrVZ+PSwhGHPdrK+hZTHquj0JQVm701YpXE8VnPSzNUGNUbvkzyUJc2ma6bIGELcv9fu+GoYd/U7L6b9eetRDBX3bSjCXpuz0/cy/T23YtjjOojmhfO2uxzEzccxW180LHbR7/np1fTc2FAarCaMxexdATxqxEqvqUu+pOF60ex7UCLao0xh2nLwnY9222Vet8qu7dmXH6jGmoqYnBa5FET88PJw/Xtwx7CpZgMRpmkfIHLIoyC0lHvbJbuq3k4RL7TZn221Ot9t5euhrs7P8q8OHF1kgaOjm19q/zIZFVW7lsQ/bNjtXWFQhgP3VKh8ZG+MfPPwwf23z5o7nHKCpSNSZIGBbpcKfGhriB4eGMi2TGqO2oyh6ig3ZNo/V6xys1ahYFlejiBE1VteyOvzeUrL2S/r95agYZOQ46ELKigRakrXiEaXniq/VVWrd7rPPXr7c9/5bZHWQprytHNUftG0qyq39cL3OrkqFH964kQll+quvqYavPnfYtjnZamWElYzk2qoK9PVGg0uqSrGo7+om5i9qd+q2ja9+Z0uRMoANtp1VIap7byoMmY0iLgUBfzwz09cgut/ve5vrEqZpX63p3dKjaiub/dUqj9Xr7K9WM1Pd0m+lfO3mk4StrsuYMm1ea6ufQWBsKAxWE4aYvQOwlMO/njR8JcIHVeqdpot2z4NOMOXJdF+9zlcOH+baBz+YVbnNznI7jqmqtIqnFguNoqXAkGWx1XW5GIb85ObN1BwHSVbF+LObN7O7WuXjp0/zrdlZZuKYc0FAqCJDxShIDHjKTiAmi7p1c9l+dnSU3z58mPfUargsNJuGhUbllnqvjhDZhefLxOStdrvDA2lQ2MCXDhzgT977Xv7pI4/w3M6dXIqivIihqsTtgqwIAqXZ03DJRPcJ0FYp4WKUb6zQYWDYtmmlKa81GlwLAkYsC1d5X/WKHS63ilVHfXSESKNoQjvh+zw7OtrzPptXm4Xy4/r+O66IkhaTXw5DLEVK9CL+gOMw6ro5ifrc/v0d3x9k3/dDnpf5rIUhUbrQXzUki6ZZSsAfKr+xpfyyiuL8Lx08mFllFNLrZRSv0ZjjZL9PMpLdTBIuhiFhmmakuo9nV7/ft2tlbbn6ib3vliB8OYSveO02KpH9bBRxqtXKyfGJRuOOxtMLq9Eh5U58Gg0MyjCpzPsUWp9zotFgNklyf6NuqUedqih6Z0mU31RpolyOzUa3tEIx1VRV2rNpKRlVmpFWoSxeu5dv9f089H8lirj1Qz+06LMetG2uSNnRk7C82GkyMqUanufu/WKxy3aHNufMmUWNtyPALaQfq8B8j+9CdxRYDrTD+0jBlwmyRXab5zEZBFAoyw9k1gLnZKvFdt/n7TDk7dJxJZkWrOY4md2C+tzZKOKGum7avDOUkqpK//Ya38OVCmdWsOPXkcziJ/tC8IDj8HNbt/LMsWNcCwKuC8F21+1aeVcvjP1KFJFKyeOvvMKtKMo900LlqO4A1cI1LG8knh0d5XCtxluqJZVvWQypCGJbEZ9Nrpu1QlKpXcgmx0RKEIJNtr2stJSuUHz+7FlONZvZ/VjaSOi7y4f8GmhJQPYCuej30W0MS/2+y9YYvca72im3lTaznqhUON1ocF1Z7dhkmtGYbE5YzXGuljbM2FAYrCZMxOweYTX7VhbL2xvaqiKOmYvjrmH/vBcemQO5Xuz3ViqLdsbL2eV2O6diqmmr62ZpQCm5nSTs8n22ui47PY+ALDJRNGxcKq1afG036BRQkKY4LAjYyy7bxfH/4qlTnG61On4IesGM1J+U3qRMQ0f+BoWOIj1/5kzHdZyJY4Ik6Ug3xhTc3tOUc61WBynT6TIb8FSDaF1YIJXeKCFbqHU0LlVkr1eKTQLzKyCcvRpuO0LwN7Zv54tTU1wNAnb4PmGaciEImFFGnqGU/NKOHfn9NxNFXFBN13f4Pm8pDZxuwq1TdjGd0cFuG4kX9+zJ3eq3uC43oohIbRKSNGU6jhnzPJ4YGsq1jhFZcUoiJTNJsuyIzbOjo7z65JO0fuRHCH/kR4iefpqf3bw5v9dsYIOVtfeaCoIOSYAk82rTvWGhd2psOb/ve42yxccgY3lufJybSQKq0lpv4Da57qqnM1fSw7cbjA2FwWrCRMzuAVa7Yqc4mejmw7rCbkSJxMsRg+LO9f3Dwz13roPucnud03ySYEnJaSWihmyRC9OUa1HEX3jgAb51+zY1NWYpJRfbbXZWKjiwKK36oG0zG0VMxTGtHlWPGjbQThIsIfIqSm1fIdXzn7l4ka/dusXXZ2f53u3b2WsGv/Qdx7JYqNYUZGm611Wl31LQDdffbLU6rmMsJdeCgK3AvkqFk60WQkrGlZeUgNxUVR9XRwdTYF4Z3Q5ZFqdU9EQv2rrVj6WKJ/q58G90HA7V69yamelpddILulhAwyVLq335xo0OgbSoVrkSBFyOIp4aHs6tHhpJwttS0ohjXOVTNmLbTAZBbr3gqApgTx3LgdwctNtGonhff2t2NvM/c12m4jjzpCIj9SPVKhV9b6prZano3GpEbK5EEfur1UXWFPNJgqskAb9ZcIofNHI96O/7fsCzo6OM2DYNsrS4b1mMeR7Dd0GztdIevt2wXgsTDO4/GGJ2D7DaFTtlqwq982+lKadaLVpJwpDj5IvIcv11Bplgep3TXBzTLi34kmxx3uq6fHl6mk22zXalKQMQUnIlCNjqeYvSqsWURjE9WRSX22Tl/bMFA9uifYPGkG3z3bk5/nh2tu+5aVhkouz/ats2/u9bt/I3Tp3iT27fzjRnKjpmqXMVQnBriUpPPW6dYtJjvNRus7NaRagqQCBfqFNgp+/nqa4R18UuWFYUPd9SsvtBE71D1SrNNOX7BTG+hrbV6CVM/6UdO/jC1BTjvs9ZZeWwEujWOpYQnGq3OVRwpR+xbYaVqadOBXkiM1dtpimn4hiZppxRZFenfyWZ4z5knlyeEIx63pLpMn1fl32z9H3YThKmoohYkVndqSCP2CwzndkNvawpXCEWefQtJzV2L0jBvfTpOlSvLyKmjSRZdc2WaVFksB5hiNk9wGruyqBkVaF0JbqdTaAiRkNC5C2Ovjw9Tay0NLGUq+KvUzwn3Z6nnSQdEaSyF1ndtonSlKvK80xXA0YAacqQZfHK3Fyuy0nINFG6OrJc3QfZQj2ummo7yq5jOgyZLQjhNWaWSM3pY2hT0wPVKn/v4Yf5cVUp+Z898ACv3L6dRZBKJMyWksslC4xexyj7nYVkjvu6dY32kNqtvuerSlelyZlrWaTKGqRMBVuqTY9OZ/mqMjYmI5EWWRRRf08eC+layK7nTt/nhYkJvnzjBm+12/n3tBJylqrz3e37XA6CDv0YLCyCZaKv+0sWz09/N56KtGqyMoiGqoji72fEddlJFslKyXzftqjWWZLsu/HUdbkex9ycmxsoataLxAxKBHQU7PmzZzP9o8haKd0rdOt9W7afWU2frl7Hu9uaLaMNM1iPMBqze4DVrtjpsKpQ7vM6+uHbNjs9jzHfJ0wSfvvGDVJFWGKZtUAKpbxjrYY+J92eJ0rT3LIBFrfUSckIXEJG0mKZNWXWnlt1y+JyGPKpCxd4rdGgrUTqqNfrdJrNYruKi2HIlTBkJkk4024z04WUDQJtVfCeep3//bHHeOP9789J2dHpab44NcWGEsHW0LqnXihWfXaDhLyy87oyre2lxRq2bTa5LqMlO5Ih1RoqkJK2qjKM0rTDyV9ffwvY7nlIZdHgK/3ZZtdl2HHY+s1vcrLVoq30ep4QuGTp0IdUa6RB4alWVftrtUX6xVtxzHQU8fWZGS4FAbOKPBerXHWkLO+taVl3pOPp1pJnq+dxsFplt+8zpsT2vjrnSEU3hSK2vaojNYoa0HJbq+VaU8yrKNGhapVQbaruRJ86CMrjP91q8WsXLnC+3eZyoYXaallYFI+n/Ql//cIFpJR4Qizru16ulncttWGrqTs2eGfBRMzuAXrtysrO9IOmBsqakn3VKmGa8pDn5ekZyCJEKQsCe12dOBNFnBfijlIT+pyuhSFCSqQS6RbbKEGnLUaxWrIcCXEhbwTeD2VfLNRnlYlvMdU5KPZVq7y4Z0/Xa6AjOqGUuNA1WtUPmgxpaIsOIUTuDdZWrZ1uRhGbbLunFqvofn++3eZWHDNk24y5LsfmF8oUIpk1E3cU+Xj/8DDn2+2c8G10HGq2nUc7taGs9r1CEREhsjZGrmWxxXWxhMC3rA57jn4IdWRLOeXrcW9QViBhmuYVvFpvGKjvs5jC1gRti+ctSvstB710lB8/fTqPAutItG47JYBUCLb7Po56b6/fSj/pwlefeGLgSsW1Mi0tN6u/HoZ5V46o8B2tluYr92FT/oS6kGUqihBC8LkBidIgWt5ec9691oaZTgEG/WCI2T1At4VAh+rDJGEmSbgcBHxrbo5Pjo/zwsTEQJ9Z/AF363en/bjaUubtUVwhaKcpG2z7jiYGfU4fOn4cqRbqMcfh7Tjm7cIirxduXQkHi1sHAV1Tj93QjQzpxdsBhtQYYHmkzBcChOha5HBkcpKvz8xQtSwaA+jIukECY67LXJLQVKlcRxFmV8q8CfU23+ftOGZLocqwqMUqOrHndihKM6VRbASu7R422Pai3oj6s0eqVRpJwrUoYqPj5EUlQqVDEykZsm22uC4p8NK+fTx/5gxvKIsRh/5EVQjREYXQfz9z7BihlHkF78UwBFX84AiRp7E9pefTPVB1pPlONhbdFuOJguBeG/Fqs1xXCdBHbBspFzfiLmIp6cKgRGA1JBC6VdOpQjq01+aj23GnwjCPVmqPNaRkKgxxPG9VtFj6eKc1KVO/xVhFzAYloksR2fVEht4NnQJM79CVw6Qy7xHKZeNfm50lTBKuxzGR9n1KUz4zObmikHa3FElxgYYF81TI3NkvDpCaKIfbP33uXP7/I5OTbHXdvELuUhgyp3pkwkKkYYtt41kWNdvOCZRHJ5ZLd+zC57hkxEoCu32fUWVQC4vTYL2QSMlrjQZj3/xmnlbQE/lp1fR8XpHHblG7QXAjihhR6cdISpI0zYgTsNl1+cqjj/LVJ55gq+dxUhlrnmq1mFVkrtciWEyV12w7twoRZKRmi6qw1OiVTtPNoSFbHIt2GlGacqHdZoOd9bl89X3v49889hiP1WrYloVXsjLRwnlPCEZVO6By2uZEwSx2Ko4ZdRw81c5ob7XKsIqoJepaxVIybNs8Nz7eN124UixKcQIVy2KH67Jf6f9gaRnCakkX7vRzjk5P87GTJznRaGSWMVLyZrPJR0+e7HudiscNlEShaD8jgNYqdQcoHi9QRUyQkXBfGSAPSkSXMsdeLWuM1cA7vVPA3fh9vptgiNka4Vy7zYwiT7YQCCFwLIs4TQeeKIqk6cjkJE9t2MC1KOLVRiOLfqhFWk+qGlqQ7YoFV/xZlWYtTgwd2g/gP83O8qkLF/jmzAy2lJxuNJgMAoI0JVWasZgsejLmujxWqzHh++ysVvkHe/bwn6vdUggsLZNfGrs8D5S/mQQqasLd5fsIMs2VqybgPb5PRZGHbiQtVo83lbbrE6dP8/zZs4RKl6c9s1aCYsRhXgnhXfWdCyE4WKvxhQMH8l190Yk+TBLOt1rMxHHPRbBIKLa4bmYuCjzs++zwPDxFZjR66WoO1+sdRKBY8dmtAbUmaK0f/mFaP/Ij/NmNG3nIddlg27hCUFGFDGOuu2iS/tjJk7wdRYRpmndnmI5jNrouf2bjRl598kl++/BhDtZq+XU6VK/zW+o63Y1Fttt1+eT4OJ5tL6td0Wq1OLrTzzkyOclckmQdLFSrJksIbqvIzCDH1SlGIQRbFXGOySLTq6XFyn3YVMpc92IdU9W5gxLRpYjseiJD7/ROAeuJBN+PMKnMNcJEpcLlIOj4AlKlCRpkoiiH5U+3WvzxzAxbXZeH1QL7VqvFJteloXajvmURJgmpEFSUpscupCbajsN8kjDx8stMVCpMR1E2MQOTQUCsFuUIuBgEWaNnFvtWQRYdup0kxFJyNgj4yRMn7viaCch7AkrAtW085UOFELnJaDNNGXEctpZc9dvKS62Xks2BPLVGknCq2cx8s1B+VrDI+6tcfVr+f7np+e0kIZGSg9Uqr77vfYvGcGRykgccB0tKrsdxrk2rdEmzapRT5Yfq9ew7jSICpRX7mTffxBOCw/V6X12N1kLGihhqPWAsJRuUN5q+P3o18t7hOB1aSlSBQTFtc1FVjup0qwUgJTejiN/cvz8/r17nvNqVzsVrWT7mk8PDy3KvX6nj/Wp/zjlVlOMWyIiuyu13nYrHvRXHxJB3Fik3lV8N5BWoqgOHZ1ns8Lz89zgoEV2qwnI9WWO806tB79bv890CQ8zWCM+Nj/OtuTkSFTHQu8SNrtt3otB5+2/NzmKJrKWNsG1m4xiLTKs1pncolsVcknBQeT4BvDo/T0UIxhyHi6oRuEUWKWqp5sE6qvFWq8VO3+d6FCHkQvNqTTQCshtIR5uKhKSbIH+b53GgVqNmWZxqNjmvrBi2eh4jjsMbzWbflKbuXakJ0jbfX1g4XJdhy+pwkC+X23u2zUOWxfUoWjQ2yMiX1jPVLAuEyF8npVwUMauqHb4ma57S2hVtQ8ppTy12vx5FXW0XzrXb2FIyrSIdnrqWl8Kwr01DmVBo4u5KyVQQZNFAITjdaPTU1RQX5DMqfeuq6x5JyUya4vfR5wwiqteIVBRm1LZzAmqTtb5aSqgN93aRXYk4fLUE5XfyOROVSibcV9o8yO4lp6DTG+S4eduyVgukZH9hPlkt6OPp7/x8u80231+2brAfkV1PZGi1yPt6xXoiwfcjhJQrUcusL7z3ve+V3/3ud9d6GMvGp8+d4zOTk7nH2EbV7LvXbrQYJTvTauURh52ex8UwxCZLIz6m9ES6pc3eajWfiM4HAZtsmzHfzx3120o7NWbbbPb9LEoiM/d+IG/EvPw23Rk+MDTEP9y3j1HXxVfNliuWxXteeYUHbZvbScJUHOctgIr6sDKp0SlBRwh+/9FHF03mxQmu2+MfP30aW0ouBEHXyJnuuzhiWThCcL5Hc3KbLAXtK31VI03Z7ftE6hr3ckyrCMFDqsvBNt/vEPNDpsP69twciZR5Na1eWN8/PLzo9b2gBf6XVVpU+5rpaES3Yxfx+CuvcKLRyJ3228p2o6qaYkNm+LnU5xTHUpyk32w2cyNg3UcyIvu+31Or8eHNm3PfrOIiqn8bxd9Ct+cNFjRmN6Mo032qDeCDrpunzgf9nE+cPp0XKgXq3hy0UGk9oddcYbC6ML/PpSGE+J6U8r1dnzPEbG2xnImiuMCdarWIFKHSUZ4gSfBtm/3KXb2bK/rTIyP8z9euZRqgwg+mkSSMuS4JWcqvlabMxzHNVbo/BJkrfbEq7Jljxzqc/aWUHeSvlyt98fMGXRzySOPcXJbCJYuQRYVIIGRRMG3WO+773E4Spgs2HkX7D1e17rGF4MOjo1yJIr41N5enHrVdicbegoO/lJJbSdJh+6Ar6F5rNPK0rSai475PCgPbROhKzTdUOlYfMwEerdUWHbvb+23gehQRqI4KLoAQOfHvdg7d0G2SnlH+ZYKsalN3QnDVdU3JoqC6EwIsJoJmkV0aK6nKLKP8O7VQ6WfL4iuHD5trbtAV5vfZH4aYvUNQbCWjjV21h9gWz8t6LLpurgUJ0pR/uHcvf/aBBwjSlEBKgjTl/3frFv/0yhUuBAEbbJu91SrfmptjXhnALgdVslRmVHpctx4qutz7pR07wE+88UauXdMkZClY6rMGXRyKxCBKU84oqwhfEZ9ApSklmZ2Ib1mMOA43w5BDtRpzyk2/pXRXGpKMgG3yvDzSqSNy2o9J25VIOolZN5Khx3heFVRIsgjVDuWdNUh0qpzqTtW17RUx65UuLEe5TrVaOfEf8zymwjBv/fWlgwcHdsIvTtIfPXmSRpLQUNfVVWlqbdbrC8EjhbTZoETQYHUx8fLL3AzDzL6kUH0bpil/ZuPGgaO4BgYGC+hHzIzGbACsFz+Wct7eFoKWlFhS8oBt85Hxcf5odpYLQcBDvs/Htm7lQL3O2VaLU60WbzabvNlscrLR4PutFq00ZSqKeKuHIFOQOfJXLAuHzLBWL+5bHIdrypfsPfV6nha9rdKR2oy1CKlScroq7Lnx8dwuonhMKFQBshClclENuNXi4KgU218+fjz36+oWEejwDLJtqmGYdx0Ysm1iFUHzLCuPNkolRG+mKSO2zZQQVFTqOFYVZLm/levSUOc0Uanw7bm5fOxFy4nJMGTYcbpqW4pjfKjg6aVtQYqv73U/FsndDt/nQruda9wcdX1GLCv/rH6+TmU9zohlcS1J8IXggvL2Krb+WsoLqptWSvdDPNtu51E93UZKyqx7QRFGo7I2uNNCJQMDg+XB2GUsgfXkx/Lc+DhBmnItDDnfahGnKS5ZE+RbccyuapW/v2cPL+zaxZ8eHub3bt7kx157jT/1ve/xV06c4FPnz/M7169zrNGgpRa9umXxg0ND/NUtW/hrY2PUVFufumrPI4FbccxUHLPddXnP0BDbXJebSUJLWWTMRhEjyuupKPEux2IjsgldV4UdmZykojRa2gerLJaXpfcHMuuR2EpTmkr31EjTvj5NxTL5WdUDUf/ZonR9qZSMOQtLTzNN2V+p5GnedpJ0jE1XamqHel1x9Nz4OKHyJ9PpOR05C6Tkchh2bftSLuXXmr75NOVMu82QIuP97sciudvoOOyuVrNemUJQcxwecBz21ev5sfuVtJetI/bV6/zqrl2ZLk+IjtZfKy2DL9okaE83CYw5Tmb1ooo57sRywuDO8dz4eNbOS22iBi1UWi2Y1kUG7zaYVOYS6CZcHlT0fKeIVfoxVGnJQEr+w9tv8zfPnKGp9GM1y0IIQSNJspRin+9T94J80HV5vF7nShhyIwwZr1T469u386MPPsgH/uRPGLVtbqv+jHoShkxXtcVxmFb+azoi5grBTs9jxHU5324zrTVjpePrKFJVtQfSFYg9hfhqvOXIWxlCfSaQa76KQnn9HcZpykWVYkyU3kqq87KAMd9nSyGi9dK+fbwyN8dnL19mRlW9jjkO8+o70RGz/co5X98Tj7/yCm80GjkpcxXpLI+riPIYUynzaldHjc0TgiEV8YrTlKk4JlBVvXsrFebSNE91a/TSshW7GWz1/dw8dal0YTGd3u8Yg0JroE40GniWxTbXxVXn+JGxMb42O2s0KusAyy1UWi0YEbnBOxX9UpkmYrYE7oUpoZSSdpIwG8fcCEMutducabU4225zOQi42G7zjdlZ/tm1a3x1ZiYzdAVaylbhZhzTkgtNvy0yUjOk2iRtVFGwBxyHhysV0jTl/7h1ixtRxBbXZSaK+O8vXODV+Xn2Vqu0pcz6BJaE8QlwTZEubYyrfdCuqQbbI47Dz27evMhaotiFYIMyPJ2oVHBV9aM2Yc0d68nIlnYaH9TctZtPk47MXNFicxYImT7OmOtyM4o6IloAX5yaYqvrsqdSwQJuxjF1FWGLpWSLSmMWozkvPvwwFuTNwVHH26aIazeUx6ivu6eu8Wwc4wnBKeVNdTEM8yKGREpONJsM2/aSppXFiFuxP6VuHn6vXO01nh0d5dUnn+T3H3uM9w8PkwqRX/8XJiY6umWYhXjt8MLEBF85fJg/s3Ejmz2PfdXqPSFHxqjU4N0IozFbAqvtxxKp6FeohPj63xrTUdShBXuz2eRcu91TFG9BrgEbdV3+h717efHCBaajiKpqgXSu3cYmi/Tt8DwaSrt0O0nY5nkMqZSR1n199OTJRWJ+fayUhQhWxbLYqOwu2mna4Tt0RUeAgMtBkOuF6pbVUar/idOniaXMCgPICMyobTOdJDS7FCMUI3FFstdO07wpeNmnKe/r+cYbmTbGtjNfNhVdaylPrURKAkWwtAC+aIyqm4nPpGnmDaf0cmW/pWdHRzlUq/GWIre6j6hjWWzz/a7fY3mMkow0aj1dkKbZBkFKrirypp8TSveHSp/282kqLnSL+lP6/kCu9nfDC2otGkkbLA9r8R0Zo1KDdyMMMVsCK12IUkW8igRMR7r08xfa7YyAKSL2ZrOZN/ruhjHX5WCtRs22eXlujrplMWRZWbpTSl7YvZs/PTzMtShi1LaxRNbKJlI6Ht2YOlCO/0Eh8lGzLE40GhyZnMybgGt0E+HbKmo0HcdscRz2lVJ0T4+MdKQ+dqhUXLmZ9UvAz7z5Jo0koaIIzIjrEjab3OqTwtRdB/RIUzJNliUlGx1n0ffz7OgoT42M5CT79UYj61mpvpNQEbv5OM7F7MVFYTZJ8lZJthBLWg68uGdP1xRMv/umOMbLKiIGC30Dm2nK/lqNE2rs2pcqBXZ4HrfTlM/t29e3RL14TiOuy07gWhQtItb9xvhONsY0WF8wRqUG70YYYrYEBlmIwi5RsKLWq52mnCqQr5PNJt9vNru6z2u4akHXfluf3LmTv7hpE5ARpW/OzvJPr15lMgjYXanwt8bHEULwM2++yY0oYjqK2K60Q9qyATLbA+1D5Bcmu+thyKzqE1lMG5ZJmQOgqhNtkfXRu5kk/GaBcBydnuaLU1Nssm1myETvN6OIT3ZZwJ8dHeVLBw92kJhGktAAtvs+SZpytUBWi1StV2ulj2/f3pUoFEm2JwRhmhKrc9JEs1pIlehFIQYuqi4FljJcLVcidquUfGkJktQNeowjlsX1NCVWthmbHIdQSn7j4Yd5/uxZ3mq1FqJxqn3NNt9fMqpRXuhGXDeP5A2qmTTRLYN7hfXk1m9gcK9gxP/LQKKjYAVPMO03pbHcVGTNsjhYq3GgVuNgrcZvX79OI46pFyoE20nCVt/nD97zHnzls1UUX8Nir66LQZAt6K7LjSgiYYGA6F6T2wti9/NBkBt6nmq1OtoKFcnZnkoFIQRTYUiQpnla7NoHP5iPZSUFE58+d47PXr7MfBzjKe2Tpc41VURNQ6dUu8ECdlcqfbsnHJmc5ESjwWySEKlziMm0abayxajbNl84cIBPnD7NtTAkSdOckO70vA4y08tAdYvrMpemy7ZYKY4xUGneQ4Uel3ciiDZiaoP7Dcao1OCdCONjtgqYiSKuFyI3qZRcDIIOAvZms9nxmjK2el4HCTtYq/GQ7+d97Czgn1y9ygOOg618sgTgOw5XwpARp/fXVfbqEsAVNeaKZbHRcbidJHkz8zHXZXe1mk9218IwO8cwzBtvu2QWFTbgWBZbXRdXHWOk0F2grJtari5ER9i2ui6RbS+0NJKSSInSdfpUN2TWfmllpNBh+VBGuQfgz7z5JrfjOG/z5BYiaQAv7dvHh44fRyqSqFOtslBg0HHtySJ5N6OIuSThQLXata9kP5T7Bp4rXbc7SSeuZipyvfj7LYX7ZZwG3WEitAbvNhhiNgBaScL3bt/mW3NzOQHrl4q0gIer1Q4CdrBW48FCexlbVezpvpG+ZeFZFvvUQq7bLEFGfpbSVJTJ0IjrMuw4vNZocKBaRQjBNvWctjcous5/6Phx0jTFsaxcfG4LQQV4amQkTx0MklZYri6kSGxOdOkzKckIogDGPI+LSwh/T7danGy1eOAb3+CXduzo2bJJp1H1uesKR4Rgk21zZHKSrz7xBE8ND/c9n/K1n1J9S2Ol6avbNqjiiuX2J+xm/qoXqpUuVqux0C01vvWC+2WcBgYGBhqGmA2Aj5w8yb+8caPrczXL4pEC+TpQq7GvWqVaWKhtkfWl9PXflpVHfspYqaaiFxkaUqnKXqRCR420CD5NU1whsMkqHMvtjp66do1/cfNm7n7/k5s2LVrgep3D0yMjPP6d73Cq3QYp2V+r8eLDD3cQG129qSsui1WYOysVRmwb37IIe0TMILP1EEAzjvn1CxcA+pKzYdumSVZtqqNiw46TR8SW+k7K1z5QVZ5+4TtebiVZOQq3EnJ3N7Hex6dxv4zTwMDAQMMQswHwxNAQ//LGDbaoqsiDtRoH6nUOVKvsqlTyVCRk6TBNvjQZc3qQMI1yqmUlxpq9yMMv7djBF6emupIKHU2YVx5ZsTI1lVJStSzqtt1x3E+fO8fv3LiR67sSKfmdGzfYf+5cB/Hpli57emSEz1+5wttRlF0vKTnRaPCxkyfZ4rod5FFfTW0FUhTpSykZUWnZfpCQN0T/tQsX+PLNm8wlSddU1mHVGqisidPkdan0X/naO0rnV+4ksJxKsvVuE7Dex6dxv4zTwMDAQMOI/wfAzTDk7SiCkuDeFYL/NDvLP7lyhYtBwMOVCr+8c+eyduKrKcYuimQ3WBYIwVySMKz+fVuRjXKj6svKBqLc6NoTglHPywnjt2ZnaRcMX7WHWN2ymP/hH+47tmeOHePbc3O5Mz9kOj1LCPZWq0yFIbeTpCM97LDQ0NoDDtTr+Tn8ydwcLe3bNSBswLcshm2b3yp4qa3Gd9Bx7W2bqTDkAcdZ8eetZceJQbDex6dxv4zTwMDg3QUj/r9DbPI8fMtiXnlt6WjYv3/7bV44fx5PCDY5DtfCcEn9Sjk6Nh2GK061dBM1l6sEH1Ru8LeiiDFFsrRr9olGI+sDKSWJlDhkN0Q7TbmlHP7fThJmoohL7XYuiBeFvyVZr8qlcE6ZrRZjF5aKLE2pNkmQkScdC9MtiSxgi+8znyR8TpGbbgvu9+bnex5fjzVV1h3Pnz27yE/tTgTxZd3WnVaSrXebgPU+Po37ZZwGBgYGGiZidgdY7m68W2TmrVaLXb7PxkJhwCC9B/tFeY5MTnaMazaKuBAEuJbFgWo1t3OYVg7yjmURqRZDFrDBcdjp+7wdx3mVpiXEomIHTXYsIHn66SWvVa+ImacqPvPxJglnWy1SOntgOiq69uqTT3Y9/5OtVs/j60rTqmWRKA1Y60d+pO+Y7xYGrRJc7zYB6318GvfLOA0MDN49WHcRMyHEEeA/J5MBnQE+KqWcUc99EvgvyQIn/7WU8t+vxRgHwXL1K92EyJ5lcTWKOohZNz1S2duqkSS4QrDd9xdV/i2qEoxjLKUh06+9GARYypdLR8sEYFkWXzp4kI+fPs1MFOWkLO4SFctF+Z7X9zodnZ5mOooWiJ1Kh1rAZschVddNY8S2cVRaNVFk0RGCJE050WhwdHq6a5RrMgholnzlimPNE9FCdKSli0Rp2LZByhX5jw2C5VQJrnebgPU+Po37ZZwGBgYGsHZNzP8D8KiU8j3AKeCTAEKIQ8BPAYeBHwM+L4Swe37KGmO5DZ27NUTf5nmEaUojSZCKcJVTLXoxP91q8XYU0YxjIikXNaDWpLA8riBNQVUcakSKwIw6DrGUtKQkAXyyhWyiUqGtdGfQ22Uf4POPPNLzOT32t+O4I40pyZh3VUXLmmnKbBRxqtXi9UaDWI1HE0MAVHRNp2KfHR3taHJdt21cIXBZDInSrKkemfsLVam6qbdNlt59s9nEljInTUenp/uc/fJgmjIbGBgYGPTDmhAzKeX/IaXUa/3LwEPq3z8B/I6UMpBSngPeAt63FmMcBM+NjxMqMtWLVBXRjci5ytV9m+9zS6VByyJxvZjPxjG2qvIUkBOXqTCrP9SksDwuRwgSMg+w/LjqM6bjuKP9U0BGVp4bH8exrKwlkOrHWIQuAFjqBiqO3RUCPQJBRgKnlAnu1SDgQhAQpilCRdQg8wKTKnImgW2u2zMiebheZ4vjUFERtyIRdIUgYqEB+4c3b+4YX922uR5FCNUF4KzuVynlqpKmbuRcE+qj09M8c+wYEy+/zDPHjuWEsNfjBgYGBgbvPKxVxKyIjwFH1b93AMVV8JJ6bF3i2dFRXtq3ry+pKqIXkXvx4Yc7Ij/l9+vFPChEsBwWqiLbSUIjSTLdWBjy8dOnGVKGtbeShL2VCptcl3aa8v1mk1fn5zNrDEV4AilppikRUIe88OCT4+NYlkUMHSTHF4KqZeEpa5B+xKU89mLkzbYsYtV0PCYjixLwbJuJahVfCFIyAupZFjs9D9eyekYknxsfx7Ntdnge71F+cg9XKvzs5s0ZoRWCuup68MWpKY5OT3cQpVaa5u2qIIsqTgUBJxqNrsdbCXpFWTdYVh65K6Y4P33uXNfHDTkzMDAweGdi2cRMCGEJIYYHeN0fCiHe6PLnJwqv+RWyLNk/X8E4fl4I8V0hxHdv9DB/vRcop9P6aVmWS+Q09GLuK1d+yNJ7FSGw1R9PkZpQSmwpeavd5kSjwQbb5sU9e/gb27dzM4oIpKRiWWxxHBKyFkZawG8Dt5W/GGSmrF85fJgfGhlhk9LAueq1g0SwymOPCpE3CUQqvVqzLNppyoFqlcfqdfZXq4zYdtauCni4UmFfpYJjWT0jklon1kgSrkURl8Mwv75Xoojdvs976nW2+j6zKgX8M2++mZnLKqKkC2HyaKBqixWsYoFML3KOEF1TnJ+9fNmkPg0MDAzeRRhI/C+E+BLwC2TBi1eAYSHEP5JSHun1Hinln1viM38O+IvA/0UulIZeBoqr7kPqsW6f/5vAb0JWlTnIeawHrESIrEv+RxyHqSDIyJkQbHYcPNvOKzHDNCVOUyaV/YQNvNVq8QkVQdvt+x0VpFeiCEmn8D5WDdqhUxR/qF6n2mxyPY6JCw75upn3UmP3heB2ieBEUrJBCE6qCsxjjQaWisaNeV6e5h1V5K9XRV1RUL/D8zosEZ4dHeXjp0/zoG0zmyRcbLexyFKbjSTpsOqAhYIGrUdDtc5aLfSy5tBjLKJmWdyOYx4uXV9jkGpgYGDwzsWgEbNDUso54C+RpR0ngL+20oMKIX4M+GXgx6WUzcJTvw/8lBDCF0JMAPuA76z0OPcSd1MHpCNt+6pVHnRdHBUduxnHDKnFXKfkppT/mC1Enir0hOBUF22TtpDQUTjdI9MXYpEo/ttzc1xURrRbPG/JCFZ57DodWvRAs4C345hAFSKkZJqyVpJwvtViJo470rzPjY9zZHJy0TVeSlCvo3ZTBeuPlKyrwAOOwxbXZZvv4yoSVhECIUT245CS2The1e+0W5S1Z4pTtdQqP76cLgIGBgYGBvcPBiVmrhDCJSNmvy+ljKCrK8GgeAnYAPwHIcQxIcQ/AZBSHgd+FzgB/DvgF6WU/XvvrAMUSczd0gHpxfwLBw6w1fPYU6lwqFYjTFM+cfo0w8rLq6WiRa00pZ2m2ErYj9KRacxGUZ5WjKQkSFNcy2LM9zlUr+dkJwYmVZTOFQJLCKaCgNebTc632zkxXGrsGx2Hx+t1fmBoiL2+z5Bt5xYWriJDnvq/1pRtcd1F7vzdrnE/QT0spA9bSZJ9viKgY8qZ/3aa8tUnnuArjz7KDt9nd6XCuOcRq9TrDt+/69quXinOX9qxY1kFJt1gigcMDAwM7h8MSsz+R+A8mTb860KIXcDcSg8qpdwrpRyXUj6h/vxC4bm/K6XcI6V8REp5tN/nrBfcSwuEXsdCCGbiOCcdsKDjuh7H7K/V8gV+RhnO6nSnTRZhG1GC/ufGxxcicIUok9aWgaomLRDDpRb7YkRoxHXZX63mYvxUfb5jWVSEwBWCA9UqtwtEst81Xsq2REfthlSRgS4kGFE2HeXXbfN9LkdRVmhQrbLRce66tquX/vCFiYkV6RI17sWmwcDAwMBg9bBi538hhFOwvFhTrJXzv8bEyy/zoCIMGmX3/kHd3gc5lg1cjyICJarf4rqkwAbL4mSzSYiKRKn3WJbFVw4fBjKC8625OSxgu9IuTYUhzSRBCMGDjsPhep3pKCJMU8622wjoEO67gBCCx+p1YLDeg92c+s8HAZtcl9k47tqrs/iZ/a7x5/btG6jX5XJ6YnY73kwUcTmK2Op5d8V89m7A9Io0MDAwWH/o5/w/UMRMCPH/EEIMiwz/kxD///buPTrOu77z+Ps7z9xkGcuJHF9IZFshcoPDxWUdNhx6TtlAKeYPsi23cpYFUg5sTxsW2q7ZZNsDLV0WtoZwygllm3ZpC70thbKbUlwohMCBUwMGnJQEFztxHCX4kghbTiTN7Xm++8c8MxnJI+mRPJdH0ud1zhxJM49mfjPPSPrq+/v9vl/7HnBjR0e5gi2Wselk1mJDEHCyVKIaRWTjXpMn48bZF6KI5wwONqcKGwVZh4Kgueng7j172JrPc22883EoCJr1zUJ3zlWr9fVkMzOcqVTq05xz6phVodlWCZItRm+XEbptZIS8GUPZLKF7vWYaMNRm7dpCr3HS3a5zj8ubsT4I+NVjxy6a4tuQyXA0Lnb7o5kZflwq1bslwIrKPC02zSsiIumStCXTL7v7H5jZzwOXUV/4/yngS10b2QqyWKPkdq2YkjYqv0hcfNWpZ4yarYbcGS0WOVUuM5TLMRSXt2hkR1o1jmuM57FyuVmsNheX5LjQUuR1MUkXo7fbkXr9hg0cGB+nGu8GLZgxNjh4UTZqsdc46W7XxnELtUaCekayEkUEQCWKOB23hmrXAivNWbO55xq0eUBEJM2SrjFr/I1+JfCpeJF+52oIrDBzF1MDC2ZsHpia4tFyuZl9mYyDi+VkLS5EEdsLBfKZzNOFVwsFnoyixJ0IGsedKZf51+lpZuJMVOOENntoQnOnYuONkokvpSjiX+L2RedqtSUtRm/Vuqnhp9evZ2CezQTLrQE3n4XWrB0YH2djNsvOgQHy8SYFqL8WQy3ju9TMUy8W5S+1O4WIiPRX0ozZd83sS9TLZNxmZs+Ai7r0rAnzZlrGxtqu2Tk4McFkGBJFEdlMhmpc3HRzPs/YwEDzmKTrzxoZkF3x98LTWbH5amS1m9J784UL/PeTJ2dV4g+h2ay8EYyE7vVitpkM7k4lztI1itlW3ClFEbc++GDzvjvxmt589Chb8nkuhOGs16RT2amFGtA7NNeXDcWv879OT1PqYNmKpTQzvxRJ3xMiIpIOiRb/m1kG2AM85O7nzWwYuNLd7+vy+BLp5eL/pS6mvvHIEY5NTXE2ri/W2NnYuiA/6YL0gxMT3PrggzwwPU0+k2FbXIR1vuNbv68R+G3IZMCMH05NUaMemVcXeL45M6qNUhnQDMwCmFXFv2DGlcvMYs19TSfjXaO5TIZrBwYWfE2Wa6HzCFx025lymSfCkJ2FwqLn6VIfX4vyRURWt4UW/yfNmDmwm3ql/vdRL5uxJhep3D81xXQ8HdSofr8hm513SutEnB0rxsVfy1FEPpNhMF6Qf+ORI4nWn7VmWHYUCpyqVjkZV+S//eqrFwzKGt8XuPPD6WkcmpmyGk8HXw2tDcozPF0Fv7UqftRybCN7ljfj1gcfnJX9e8nQEH96+jSPlMtEwGAmw7tHRnjP6Oi8r2mt0VfTfdZ6rlsfeqgjO1th8TVrc2/LBwG3PfOZ3DM52ZHM0wNTU81pxULc6WCDFuWLiKx5SQOzP6T+t/hG6oHZk8Bngeu7NK5UOjgxwYV4WjIwoxJFPFKpsDmKGItLR8y12IL8habUWs3aQBAEbMzlmApDhluKsLbT+n0/qlSa/R9rLYFYGC+6b2TDBjMZthYKEEXNYDJrxt9ddx2/eP/9eNz8vKGxNq0aRRwvl7nGncuDgGMzM3zt/PlZc95TUcT7Tp4E6r04576mpTBsZvACYDIMGQoCqu4cn5rimoGBjkz9LTbFN99t71nyI10syfT2cu+3U4GrrAw65yKrT9LA7N+6+wvM7PsA7n7OzPJdHFcqHRgfZ1Mux9lKpT6dZ0YtingiDLlznsXUi2Vmku6aSxrAzdX6feV4l6GZYXMK0TaKzRYyGa5q9NQMAobiALCxhm1XscgPp6eb39f4WDTjVLXazAYCTNZqzaAs03JsBHzkscd4z+jorNe0BrPWvGXMeKRUYnuxyKlKZdZ9d2JX5EJr1jq5nm2uA+PjbAoCzsYBbqP10xPVKnfu2rWs++zVmjVJD51zkdUp6a7MqpkFxH+LzewK1uDi/xOlEpuzWbYXi+QafShb6oS1s9huwqS75kaLRc7WavyopbbW2Vpt0cXnrfW/CnGV/SjOkDWicqceBG3K5Xh3m/Gcr9WYqFQYPXQI4rVw+ZY6ZhlgUz5PJYrYln86Xi9H7d8iDjxVq130mkYtwWLjfs2dH5fL9fvO5Wbdz0qtx9WY3t6ez8/aXbvQ+2gxvew+Iemgcy7SWWlpX5c0MPso8Dlgs5m9H/gG8D+6NqqUagQ5Q0HAroEBnjs4yFVxb8n5tE41tFuXlLQMxEuGhjhdLlMOQwKgHIacLpd5ydDQgmNuDfw2Z7NE7tTcubJQYGsuRy5ugRQBm3M5rt+wYXYR1rhhesWdADg+M8OT8bTjUCbDUDbLFbkcYwMD7B4cJNcSsBUy7d9eBqzPZi96TRt9PRuNxPOZDB6Pbfe6deTm3N9Sd0Wm5Yeu+Zzj1lRJ3keLWUoh2bS8DnJpVDxYpHPS1L4uUWDm7n8JvBv4AHAK+Pfu/rfdHFgaLbUmVNIT3ajl9dANN3D3nj1tsyb3TE6yNZejEASEQCEI2JrL8dknnljwj2xr4BeZ8ex169g9OEgEXJ7PM9AIzNw5Xipx89GjAM3xDOdyXBb3mGxtZg4wnM/zV89+Nqdf/GLu3rOHD1599azXZyibbb7Bovji1N90v37llRe9pvl4atiBq/J5dg0McHWxyIs2bOCDz3rWJdXjStMPXTdqiy3WfaIhTa+DXJqk51xEFpemDHTSjBnAMepZs7uAKTPb3p0hpddSi5x24kQ3shtfP3+e82HIlmyW5w4OsmtggEIQ8MDU1JICv3tf+ELuvf76eg9Pd6ajiDDOhoXu/KRabdYkA+ZtZl6Ld2G2Ppe5r8/YwADv3bGDnYVC8402mMnwnh07mrsyW79nMAjIZDJsjne6tgYsl1pgNk0/dJ0ulgvJg700vQ5yaVQ8WKRz0pSBTrT438zeAbwXOEO9DmmjSsLzuje0dFrKovDFFuwvtqOqdXHvQCbT3AW6HRjK5S55QfwPp6fri+3j9ktZ6oHXj1reiI3NCY2dmVDPfBUymbZv2tbXp/H8MONnN26cd8dYu+9pt1PyUhbkL3fzxFIl3SXX6c0FSQvJ9up1kO5T8WCRzklT+7qkuzLfCfyUu2u+YwkWOtHtdlT98tGjbM7luBBFjBaLTFSrzezG1kKBR0olcOd0tUo2DtR2zOmDmfSP7MGJiWZZikaUXQUC91lvisau0qwZYRRB3K5pSza74Jt2uTvGurUbshc/dP3eJZfktUvTLx+5dN3cPSyylixWQaGXkk5ljgOT3RzIarTQVMPcKaUa8ES1yvE4o3GqXOaBqalm4dehIGB7sUg+fsOcrlYx4FS1ymQYNh8z6R/ZA+PjFFoW6jeCsxr1lGhjvVpj2u2agQFC6iVCRvL5emC4wJs2bVNmvZj2SdtzbkfTXyIiF+vGEpPlSpoxewi4x8z+ASg3rnT327syqlVioamGXz12bNaU0plKhQBmVbvPZzKcqlTYGO9gHAoCSrkctWqVrbkc1SDgRLnMgzMzBNRLLjwjCLj9mmsWHduJUomrCgVOxgv6W5cQby8ULsr27BsenjXNuK1QWHDaJG1TZr2Y9knbc25H018iIu2lJQOdNDB7JL7k44sk1DjJjXVHtz70ELc++CCnKxXOAs8sFBgKAspRhJnNKjGxLZfjZLnMVEtq9YlqlU1BwGAQMBlF9d6b1DNdeZ6uwr+YxpTWzmKRM5UKT8VZt2Im0wwE565XW8qbNo1TZt3+oUvjc24nLb98VgtV3xeRTkpaLuN32126PbjVoLU8QUC9R+IPp6fZGLfieXhmhvO1Gtm4ZMWW7NOxci6TYfe6dbNSqxuCgM1xEdcztRpBvDEgH5fC2JjNJpo6a0xpZYGxYpGAes/MK1uKuF5KtmctTpmtxee81qn8iIh02oIZMzP7e5hVjH0Wd39Vx0e0wiz23/KsXpUzM2TjxfNT7uwoFPhxtcpj5TK71q3jTKVCNpPB4zIWFXduv+aaWfd345EjnCqXqUURT4VhvS5Y3AgbkgdTc6e01mezrDdr9vOES8v2rMUps7X4nNe6WT1s6UyrMBFZ2xabyvxQ/PEXga3AX8Rfv4F66Yw1LckuvLm9KrNmuDvluPL7hmyWc2HIvddfv2CpiIb9IyPcfPQoP6lWm9dFQNWdyTAkC4mDqbllKm45dmzWtOmlZnvW4pTZWnzOa9lKWFcoIivLgoGZu38NwMw+7O57W276ezM73NWRrQBJ/ltuXXdUiKcvnafbFbVmpZL8Ud83PMyWfJ4nw5AoioiI64/FPSW35vPLDqbWZzL1Gmbu7Fq3jtuvvlpBxgK0tkhWyrpCEVk5kpbLGDSzqxtfmNkosPzGfqtEkkrBs3pV5nJU3Km4MxOG/HB6mnO12pIDqQthyLUDA+xZv55nFQoUg6DZU3I523vfd+IEv3j//TwwPU2WekPyp1pKcMjFtLZIQOsKRaTzkgZmv069XMY9ZvY14KvAu7o2qhRrbQB9vlbjbK026/a5/y231kZ5KgzJmpE3w6i3QDpXq/GWo0fnbSbdruF0a4+8RiPsRk/JpQZlBycm+MD4OFEUkc9kqLlztlKh4t7cRLDaml534vmshJpl0n1pqn0kIquDuc+7tn/2gWYF4Nr4y6PuXl7o+F7au3evHz7c/ZnV1jVl6zIZzlYqnK5W2VoosDmuhF9xn/cXc2Ph/mAQMBmGzUr++UyGqwoFKu68ecsW7pmc5ESpxIYg4EylwmXZ7Kx1X2/esoU/P3OmOY7FHnchNx45wjcmJ8kC1mi55E7WjCvyeT42NjbrOV/KY6XB3HO43OczeugQl8dBWYO7cy4M631IRURE5mFm352zRKwpUcbMzN4EvB54fnx5fXzdmjI3S7KlUGBrLsdTYZjov+XG1OdktcqJmRkq7tSAmShiMAiohCEfGB9vTo8dn5nhJ9UqtbjGWSMrc8/kZMf+Sz9RKlGIp0EbMmaU4szfassMder5tGYtGy51bdFqy0yKiMjSJS0we33L50XgpcD3gE92fEQp1m4H1uZ8nlyCLMnBiQnO12o8Uirh1GuQGPUdlQZMVqucD0NqcZAG9S4AGTPO1GrNMhaNNWyd2v03WixSC0PO1mqE7vWCte5kMxn2j4xc1KGgdQwrUad20XW6r1q/+2yKiEg6JC0w+46Wy9uAFwDruzu09JmbJZmsVjk6M8OpcnnBDEfjj+76uIZZY/K49eOJcpnpKKLYspmgkMlAXFqjYalZmcWyMPtHRsgHAZuzWXJxz85MJsNt8Q7DbmSG+qlTz6fTa4tWW2ZSRESWJ+ni/7mmgNFODmQlaN2Bdb5a5WS5TCWKuLKlt2S74KzxR3dLoUBA+7ZJIfXsWWtLpi35PCE0a58tdcdXkp2DjQBjbHCQK/J5fmZoiL+77jreMzp60XNeDbvOOvl89g0Pc/eePTx0ww3cvWfPJWW2kuzwFRGR1S/RVOacDgAB8Gzg090aVFq1Vnb/5wsXyGUyzV6XwLwVv1unzwaCgEoUUY0bh2eoB2QBcFk2y1NR1CzymgU25XJszuU4F4ZLriSftCr5QtOiq62afVqfj+phiYgIJF9j9qGWz2vASXd/tAvjSb1GENNuV958GY7WP7pbslkeqVSaa8ty8fTm9nyeDdksj1UqbCsUmkHD3JZMS9Gp9VSrrZp9Gp9Pp9esiYjIypQoMHP3r5nZFp7eBHCse0NaGZaS4Wj9o7shm2VzFPHjahUD8pkMW7JZhnI5psKQ3YOD3L1nT8/HKP2V1kyeiIj0VtJyGa8Dvg28Fngd8C0ze003B5Z2S1mrNHeh+NjgIO/dsYMdxSJXxpmybqzdWm3rw1a7Tq5ZExGRlSlRgVkzuxf4OXc/G399BfBld39+l8eXSK8KzM6VpOl4N78/LY+RdAzqKSkiIrJwgdmkgdm/uPtzW77OAPe2XtdP/QrMZHGdqrQvIiKyWiwUmCVd/P+PZvZF4K/jr18PfKETg1tL2mWOgFRlkzqd3Uq6M1RERESSL/7fb2avBl4cX3Wnu3+ue8NamRYKatpVdr/56FEM2JjNpqLaezeqz3dqZ6iIiMhakLjArLt/1t1/I74oKJtjsWKu7Sq7PxmGXAjD1FR770b1+dXWOUBERKSbFgzMzOxJM7vQ5vKkmV3o1SBXgsWCmnaV3WvuVOcELf3MJnWj+rx2hoqIiCS34FSmuz+jVwNZ6RabsmtXUyxrBja7QVM/s0kbgoCjMzPU3ClkMmzJ58nCJY1H9blERESSS7r4XxaxWDHXdpXdnxEEGDRbMPWz2vvBiQnOVCpUo4iMGZUw5OGZGTblctx+zTWXdN9prLQvIiKSRsttYi5zLDZlN7fI7LZCgT+99lo+ce21s67rVxmJA+PjXJbNsqNQIJ/J4GbkMxk253IKqkRERHpEGbMOSTJlN1/mqF+BT+su0tOVClfmcmzM5RjK5QBwd86FYV/GJiIishYpMOuglTRlN7c0xlngkXIZg2Zgpt2TIiIivaWpzBXo4MQENx45wuihQ9x45EizJMdSzN1F+sxCAQd+XK1q96SIiEifKDBbYRarl5bU3NIYQ0HAjmKRKJ6+7Od6NxERkbVKU5krTKdaHLXbRZoz40VDQ9y9Z0+nhy0iIiIJKGO2wnSqCKwKv4qIiKSPArMl6sT6rkt57PO1GvdNTfGjmRkm4x2Ty1mk3658h6YuRURE+ktTmUswX5PvN1+4wD2Tk22bl3f6sdebMW1GOQw5OTPDlkKBvNmyMl0raRepiIjIWqCM2RK064dZCUM+MD5+yYvxkz72lkKB7fk8hSAAM54KQ2W6REREVgkFZkvQbn3X+TCkFkXzNi/vxmMP5XLsGhjguevWcVk2q6BMRERklehLYGZmv2dm95nZETP7kpk9M77ezOyjZnY8vv0F/RjffEaLRaajaNZ1ZXeKHViMv5zHVgFYERGR1aVfGbMD7v48d98DfB54T3z9PmAsvrwd+Hh/htdeu52MgRkb40r5Dd0ImLSLUkREZPXrS2Dm7hdavhwEPP78JuCTXncI2Ghm23o+wHm028l428gIebO2AVMnd3BqF6WIiMjq17ddmWb2fuBNwCTw7+KrrwRaF2c9Gl93qs33v516Vo3t27d3dayt2u1kvH7DhoualwNtd3DewfKblmsXpYiIyOpm7r74Ucu5Y7MvA1vb3PRb7v7/Wo67DSi6+3vN7PPAB939G/FtXwH+q7sfXuix9u7d64cPL3hIz9145MhFlfWn4kyXKuuLiIisXWb2XXff2+62rmXM3P1lCQ/9S+ALwHuBx4DWRVNXxdetOCdKJS5vCcqgO5sCREREZPXo167MsZYvbwKOxp/fBbwp3p15AzDp7hdNY6ZV65qy87UaZ2u1WbdrF6WIiIgspF9rzD5oZj8FRMBJ4Ffi678AvBI4DkwDN/dneEs3tytALQw5XS4DsDmbZTqKtItSREREFtSXwMzdXz3P9Q78Wo+H0xGtXQEAthQKADwVhuTMmpsCtHhfRERE5qNemR3Sbk3Z5nyeXBjy0A039GlUIiIispKoJVOHJKnM38m6ZiIiIrL6KDDrkMUq8zfWoHW72bmIiIisXArMOmSxyvyta9C62excREREVi6tMeughSrzq66ZiIiILEYZsx5JsgZNRERE1jYFZj2y2Bo0EREREQVmPbLYGjQRERERrTHrgYMTExwYH+dEqcRoscjHFJCJiIhIG8qYdZnKZIiIiEhSCsy6TGUyREREJCkFZl12olRiXWb2y6wyGSIiItKOArMuU5kMERERSUqBWZepTIaIiIgkpV2ZHTR39+X+kZF6mQzqa80eLpXY2XK9iIiISCsFZh3S2H2ZN5u1+/IOFm7VJCIiItKgwGwZ2mXGWndfAvWPYciB8XEFZSIiIpKIArMlmi8z9lQYclU+P+tY7b4UERGRpdDi/yWary5ZxV27L0VEROSSKDBbovnqkhXi4Ey7L0VERGS5FJgt0Xx1yXYPDqa2SfnBiQluPHKE0UOHuPHIEbWDEhERSSmtMVui/SMj3HLsGIQh6zIZpqOomRlL4+7LxXaLioiISHooY7ZE+4aHuWNsjLwZD8zM8HCpxPp4J2YaqVeniIjIyqHAbJmeiiJ2FgrsXreOShRxy7FjqZwiVK9OERGRlUOB2TKspCyUenWKiIisHArMlmElZaHUq1NERGTl0OL/ZRgtFjlVLlOLIs7UapSjiKwZ16QwC6VenSIiIiuHArNl2D8yws1Hj/KTapWMGeZOxZ2z1SoHJyZSF/SkcbeoiIiIXExTmcuwb3iYLfk8uUwGB/JBwM6BATZms6lcZyYiIiIrgzJmy3QhDLl2YAAza17n7qlcZyYiIiIrgzJmy6TdjiIiItJpCsyWSbsdRUREpNMUmC1TowNAGntjioiIyMqkNWaXQLsdRUREpJOUMRMRERFJCQVmIiIiIimhwExEREQkJRSYiYiIiKSEAjMRERGRlFBgJiIiIpISCsxEREREUkJ1zJbg4MQEB8bHOVEqMVossn9kRHXMREREpGOUMUvo4MQEtxw7xqlymcuDgFPlMrccO8bBiYl+D01ERERWCQVmCR0YHydvxmAQYPHHvBkHxsf7PTQRERFZJRSYJXSiVGJdZvbLtS6T4eFSqU8jEhERkdVGgVlCo8Ui01E067rpKGJnsdinEYmIiMhqo8Asof0jI1TcmQpDPP5YcWf/yEi/hyYiIiKrhAKzhPYND3PH2BjbCgXOhSHbCgXuGBvTrkwRERHpGJXLWIJ9w8MKxERERKRrlDETERERSQkFZiIiIiIpocBMREREJCX6GpiZ2W+amZvZpvhrM7OPmtlxM7vPzF7Qz/GJiIiI9FLfAjMzGwFeDjzScvU+YCy+vB34eB+GJiIiItIX/cyYfQR4N+At190EfNLrDgEbzWxbX0YnIiIi0mN9CczM7CbgMXe/d85NVwKtzScfja9rdx9vN7PDZnb48ccf79JIRURERHqna3XMzOzLwNY2N/0W8N+oT2Mum7vfCdwJsHfvXl/kcBEREZHU61pg5u4va3e9mT0XGAXuNTOAq4DvmdkLgceA1h5HV8XXiYiIiKx6PZ/KdPd/cffN7r7T3XdSn658gbufBu4C3hTvzrwBmHT3U70eo4iIiEg/pK0l0xeAVwLHgWng5v4OR0RERKR3+h6YxVmzxucO/Fr/RiMiIiLSP6r8LyIiIpISCsxEREREUkKBmYiIiEhKKDATERERSQkFZiIiIiIpocBMREREJCUUmImIiIikhAIzERERkZRQYCYiIiKSEgrMRERERFJCgZmIiIhISigwExEREUkJBWYiIiIiKaHATERERCQlFJiJiIiIpIQCMxEREZGUUGAmIiIikhIKzERERERSQoGZiIiISEooMBMRERFJCQVmIiIiIimhwExEREQkJRSYiYiIiKSEAjMRERGRlFBgJiIiIpISCsxEREREUkKBmYiIiEhKKDATERERSQkFZiIiIiIpocBMREREJCUUmImIiIikhAIzERERkZRQYCYiIiKSEgrMRERERFJCgZmIiIhISigwExEREUkJBWYiIiIiKaHATERERCQlsv0ewFpycGKCA+PjnCiVGC0W2T8ywr7h4X4PS0RERFJCGbMeOTgxwS3HjnGqXObyIOBUucwtx45xcGKi30MTERGRlFBg1iMHxsfJmzEYBFj8MW/GgfHxfg9NREREUkKBWY+cKJVYl5n9cq/LZHi4VOrTiERERCRtFJj1yGixyHQUzbpuOorYWSz2aUQiIiKSNgrMemT/yAgVd6bCEI8/VtzZPzLS76GJiIhISigw65F9w8PcMTbGtkKBc2HItkKBO8bGtCtTREREmlQuo4f2DQ8rEBMREZF5KWMmIiIikhIKzERERERSQoGZiIiISEooMBMRERFJCQVmIiIiIinRl8DMzH7HzB4zsyPx5ZUtt91mZsfN7F/N7Of7MT4RERGRfuhnuYyPuPuHWq8ws93ALwHXAc8Evmxmu9w97McARURERHopbVOZNwF/4+5ldz8BHAde2OcxiYiIiPREPwOzW8zsPjP7hJldFl93JTDecsyj8XUiIiIiq17XAjMz+7KZ/aDN5Sbg48CzgD3AKeDDy7j/t5vZYTM7/Pjjj3d28CIiIiJ90LU1Zu7+siTHmdkfA5+Pv3wMaO3qfVV8Xbv7vxO4M76Px83s5PJHm9gm4IkePI4kp3OSPjon6aTzkj46J+nUi/OyY74b+rL438y2ufup+MtfAH4Qf34X8Fdmdjv1xf9jwLcXuz93v6IrA53DzA67+95ePJYko3OSPjon6aTzkj46J+nU7/PSr12Zv29mewAHHgb+E4C7329mnwYeAGrAr2lHpoiIiKwVfQnM3P0/LnDb+4H393A4IiIiIqmQtnIZaXdnvwcgF9E5SR+dk3TSeUkfnZN06ut5MXfv5+OLiIiISEwZMxEREZGUUGA2h5m9Iu7TedzMbm1ze8HM/k98+7fMbGcfhrnmJDgvv2FmD8RFi79iZvNuRZbOWOyctBz3ajNzM9Pusx5Icl7M7HXxz8v9ZvZXvR7jWpPg99d2M/uqmX0//h32ynb3I50TF7c/a2Y/mOd2M7OPxufsPjN7Qa/GpsCshZkFwMeAfcBu4A1x/85WbwXOufs1wEeA/9nbUa49Cc/L94G97v484DPA7/d2lGtLwnOCmT0DeCfwrd6OcG1Kcl7MbAy4DXixu18HvKvX41xLEv6s/DbwaXf/aer9ov+wt6Nck/4MeMUCt++jXrJrDHg79cL4PaHAbLYXAsfd/SF3rwB/Q71/Z6ubgD+PP/8M8FIzsx6OcS1a9Ly4+1fdfTr+8hD14sTSPUl+VgB+j/o/L6VeDm4NS3Je3gZ8zN3PAbj72R6Pca1Jck4c2BB/PgT8uIfjW5Pc/evATxY45Cbgk153CNhoZtt6MTYFZrMl6dXZPMbda8AkMNyT0a1dS+2h+lbgYFdHJIuekzj1P+Lu/9DLga1xSX5WdgG7zOybZnbIzBbKGsilS3JOfgd4o5k9CnwBeEdvhiYL6Fvv7n4VmBXpCjN7I7AX+Nl+j2UtM7MMcDvwlj4PRS6WpT498xLqmeWvm9lz3f18Pwe1xr0B+DN3/7CZvQj4lJk9x92jfg9Mek8Zs9mS9OpsHmNmWepp54mejG7tStRD1cxeBvwW8Cp3L/dobGvVYufkGcBzgHvM7GHgBuAubQDouiQ/K48Cd7l71d1PAD+iHqhJdyQ5J28FPg3g7v8MFKn3a5T+Sdy7u9MUmM32HWDMzEbNLE99EeZdc465C3hz/PlrgLtdxeC6bdHzYmY/DfwR9aBMa2a6b8Fz4u6T7r7J3Xe6+07q6/5e5e6H+zPcNSPJ77D/Sz1bhpltoj61+VAPx7jWJDknjwAvBTCzZ1MPzB7v6ShlrruAN8W7M28AJlt6fHeVpjJbuHvNzG4BvggEwCfi/p3vAw67+13A/6aeZj5OfeHgL/VvxGtDwvNyAFgP/G28F+MRd39V3wa9yiU8J9JjCc/LF4GXm9kDQAjsd3dl/bsk4Tn5TeCPzezXqW8EeIv+4e8uM/tr6v+gbIrX9r0XyAG4+/+ivtbvlcBxYBq4uWdj07kXERERSQdNZYqIiIikhAIzERERkZRQYCYiIiKSEgrMRERERFJCgZmIiIhISigwExEREUkJBWYiIgnF3T5ERLpGgZmIrFpm9kYz+7aZHTGzPzKzwMyeMrP3m9m9cRPvLfGxV5jZZ83sO/HlxfH1v2NmnzKzb1IvLn2Fmf2Tmd1vZn9iZifNbJOZvc/M3tXy2O83s3f255mLyEqlwExEVqW4tc3rgRe7+x7qVe7/AzAIHHL35wNfB94Wf8sfAB9x9+uBVwN/0nJ3u4GXufsbqFcIv9vdrwM+A2yPj/kE8Kb4sTPUu4L8RdeeoIisSkrLi8hq9VLg3wDfidt0DQBngQrw+fiY7wI/F3/+MmB3fCzABjNbH39+l7vPxJ//DPALAO7+j2Z2Lv78YTObiPu2bgG+r1ZHIrJUCsxEZLUy4M/d/bZZV5r9l5Y+hCFP/x7MADe4e2nO8QBTCR/zT4C3AFupZ9BERJZEU5kislp9BXiNmW0GMLPLzWzHAsd/CXhH4wsz2zPPcd8EXhcf83LgspbbPge8ArieetNqEZElUWAmIquSuz8A/DbwJTO7D/gnYNsC3/Kfgb1mdp+ZPQD8yjzH/S7wcjP7AfBa4DTwZPyYFeCrwKfdPezMMxGRtcSezuiLiMhizKwAhO5eM7MXAR+PNxc0Fv1/D3itux/r4zBFZIXSGjMRkaXZDnw6DsIqxLs6zWw39U0Fn1NQJiLLpYyZiIiISEpojZmIiIhISigwExEREUkJBWYiIiIiKaHATERERCQlFJiJiIiIpIQCMxEREZGU+P/seyXOTQFpmAAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Regression plot between popularity & acousticness\nplt.figure(figsize=(10,6))\nsns.regplot(data=sample_df,y='popularity', x='acousticness', color='g').set(title = \"popularity vs acousticness\")","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:42.224681Z","iopub.execute_input":"2022-10-10T16:22:42.225365Z","iopub.status.idle":"2022-10-10T16:22:42.665166Z","shell.execute_reply.started":"2022-10-10T16:22:42.225327Z","shell.execute_reply":"2022-10-10T16:22:42.66424Z"},"trusted":true},"execution_count":20,"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"text/plain":"[Text(0.5, 1.0, 'popularity vs acousticness')]"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAl4AAAGDCAYAAAD6aR7qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9e3wc13kfjH/PzOzsBXsDCC5AkMRFFmiTkiw7lm1JSSyWTpvQTqLEThtHdqNIeZs6il2b/YVvlKZiXlO92GFbRm/tOk0bqYpr52q1SmKjaWKHVBJJfm3F1oWkS8jChQSwWIDA3rE7OzPn98fZGczuzuzOXrEgzpcffkTtzpzznOecOXvmuXwfQikFBwcHBwcHBwdH9yHstAAcHBwcHBwcHHsF/ODFwcHBwcHBwdEj8IMXBwcHBwcHB0ePwA9eHBwcHBwcHBw9Aj94cXBwcHBwcHD0CPzgxcHBwcHBwcHRI/CDFwcHR0sghFwghPxfbdx/iRByvHMS3dwghHyYEPK/d1oODg6O9sAPXhwcHDsCSultlNILAEAI+X8IIf99h0XqGxBCJgkhlBAiGZ9RSr9IKf0HOykXBwdH++AHLw4Ojp7Cepjg4ODg2GvgBy8Ojl0OQsg8IeRXCSGXCSGbhJCnCCE+y/f/hBDyOiFkgxDyJ4SQMct3lBDyzwghbxBC1gkh5wghQvm7CiuUnRXG8t2bCCFfJ4TcKLfzRUJItErGXyGEvAIgRwiRyp/9ECHkRwD8CwA/TQjJEkJeJoT8Q0LIS1V9/HNCyLM2ff80IeRbVZ+dIoT8Sfnf7yvrJkMIWSKE/LKDHhuN4TAh5BlCyFr5ms+WPxcIIf+SELJACEkQQn6XEBIpf3ecEHLdZr5+qPzvdxFCvkUISRNCVgkh/6F82XPl/ybLOrmHEPJzhJC/sbRzGyHkL8rzukoI+ReWefvDshyZskv3Lst9Y4SQL5fHMUcI+WeW72zlIYT4CCH/vTzuJCHkm4SQETs9cnBw1Ac/eHFw3Bz4MIAfBvAmAEcA/EsAIIScAPBvAfwjAAcALAD4/ap7fxLAXQC+D8D9AB5uoX9S7mcMwFEAhwH8P1XX/AyA9wOIUkpV40NK6f8C8G8A/AGlNEgpvRPAnwCYIoQctdz/jwH8rk3ffwrgzYSQactnDwD4UvnfvwPgn1JKQwBuB/D1ZsdACBEB/BmY/iYBHMS2Hn+u/PfvAbgFQBDAZx36qMYTAJ6glIbB5u4Py5+/p/zfaFknL1QISkgIwF8C+F9leW8F8DXLJT9eli8KpkvzkAimr5fLY3gvgE8SQn64gTwPAoiUdbIPwEcBbLkcIwcHhwX84MXBcXPgs5TSa5TSDQD/GuyQA7AD2ZOU0r+jlBYB/CqAewghk5Z7P0Mp3aCULgL4Tcu9rkEpfZ1S+heU0iKldA3AfwBwX9Vl/29ZxoY/2GVZ/wDARwBm3QE78PyZzbV5AM8acpcPYG8BO3AAQAnAMUJImFK6SSn9uxbG8C6wA85pSmmOUlqglBrWpw8D+A+U0jcopVkwHX/IpUu1BOBWQsgwpTRLKX3RxT0A8KMA4pTSf1+WJUMp/Ybl+7+hlH6VUqoB+AKAO8ufvxPAfkrpWUqpQil9A8B/AfChBvKUwA5ct1JKNUrpS5TStEtZOTg4LOAHLw6OmwPXLP9eADskoPzfBeOL8sHgBpi1o9G9rkEIGSGE/H7ZlZcG8N8BDNeR0Q2eBvAAIYSAWbv+sHwgs8OXsH1gfADA/ywfyADggwDeB2CBEHKREHJPC2M4DGDBaqmzoELH5X9LANy44n4ezEL53bL77kdd3GPI870638ct/84D8JUPghMAxsruwiQhJAnm5jVkdZLnCwD+HMDvE0KWCSG/QQjxuJSVg4PDAn7w4uC4OXDY8u9xAMvlfy+D/dgCAAghA2CWiyUX9+YABCzfjdbp/98AoADuKLupPgLmurOC1rm/5ruytUUB8INgh6kv1Ln/LwDsJ4S8DewAZrgZQSn9JqX0fgAxAP8T2+6zZsZwDcC4gxWrQsdgOlQBrKJKh2WX5X6LbLOU0p8py/YZAH9cnqN6ujLkuaXBNU73zVFKo5a/IUrp++rJQyktUUo/RSk9BuBeMIvbz7bQPwfHngc/eHFw3Bz4JULIIULIEIBfA3PTAcDvAXiIEPI2QogX7HDxDUrpvOXe04SQQULIYQCfsNz7HQDvIYSMl4PFf7VO/yEAWQApQshBAKeblH8VwGQ5BsmK3wWLTypZXHs1oJSWAPwRgHMAhsAOYiCEyITxX0XK16QB6C2M4f8DsALg04SQgXKw+feXv/s9AKcIIVOEkCC249VUAFfBrE3vL1uI/iUAr9EoIeQjhJD9lFIdQLL8sQ5grfxfp8PVnwE4QAj5JCHESwgJEULe7aSfqnFkCEt08BNCRELI7YSQd9aThxDy9wghd5QPjmkw16OTHjk4OOqAH7w4OG4OfAnA/wbwBpgL6l8BAKX0LwE8BuDLYAeHN2E7nsfAswBeAjtofQUsGB2U0r8AO4S9Uv6+Jr7Kgk+BBeenym0806T8f1T+7w1CiDUG6wtgAfFuOL6+BOCHAPxRlUvwHwOYL7sPPwoWk2UHxzGUY6V+DCyIfRHAdQA/Xf76ybKczwGYA1AA8PHyfSkAjwD4r2BWxlz5XgM/AuASISQLFtj+IUrpVtlN+q8B/G3ZJXi3VVBKaQbA3y/LFAcwCxbcXxflcfwogLeVZV0vyxapJw+YtfOPwQ5dVwBcRH0LJAcHhwMIpY0s2hwcHP0MQsg8gP+rfMhq9l4KYJpS+nrHBesACCF+AAkA30cpnd1peTg4ODjaBbd4cXBw9DN+EcA3+aGLg4PjZgFnkObg4OhLlC15BMBP7KwkHBwcHJ0DdzVycHBwcHBwcPQI3NXIwcHBwcHBwdEj8IMXBwcHBwcHB0ePsCtivIaHh+nk5OROi8HBwcHBwcHB0RAvvfTSOqV0v913u+LgNTk5iW9961s7LQYHBwcHBwcHR0MQQhacvuOuRg4ODg4ODg6OHoEfvDg4ODg4ODg4egR+8OLg4ODg4ODg6BH4wYuDg4ODg4ODo0fgBy8ODg4ODg4Ojh6BH7w4ODg4ODg4OHoEfvDi4ODg4ODg4OgR+MGLg4ODg4ODg6NH4AcvDg4ODg4ODo4egR+8OFrCzOwMTjx9AlNPTOHE0ycwMzuz0yJxcHBwcHD0PfjBi6NpzMzO4GMzH8NKZgVDviGsZFbwsZmP8cMXBwcHBwdHA/CDF0fTOPf8OciCjAF5AIQQDMgDkAUZ554/t9OicXBwcHBw9DX4wYujacwl5xDwBCo+C3gCmE/O74xAHBwcHBwcuwT84MXRNKaiU8iX8hWf5Ut5TEYnd0YgDo4+AI975ODgcAN+8OJoGqfvPQ1FV5BTcqCUIqfkoOgKTt97eqdF4+DYEfC4Rw4ODrfgBy+OpnFy+iQ+e/KzOBA6gM3CJg6EDuCzJz+Lk9Mnd1o0Do4dAY975ODgcAtppwXg2J04OX2SH7Q4OMqYS85hyDdU8RmPe+Tg4LADt3hxcHBwtAke98jBweEW/ODFwcHB0SZ43CMHB4db8IMXBwcHR5vgcY8cHBxuwWO8qjAzO4Nzz5/DXHIOU9EpnL73NN88OTg4GoLHPXJwcLgBt3hZwFPCOTg4ODg4OLoJfvCygKeEc3BwcHBwcHQT/OBlAS+Fw8HRHjh7OwcHB0d98IOXBTwlnIOjdXBXPQcHB0dj8IOXBTwlnIOjdXBXPQcHB0djdPXgRQg5RQi5RAh5jRDye4QQHyFkihDyDULI64SQPyCEyN2UoRnwlHAOjtbBXfUcHBwcjdE1OglCyEEA/wzAMUrpFiHkDwF8CMD7AJynlP4+IeS3APw8gM93S45mwVPCewNO23HzYSo6hZXMCgbkAfMz7qrn4ODgqES3XY0SAD8hRAIQALAC4ASAPy5//zSAn+iyDBx9Bh4LdHOCu+o5ODg4GqNrBy9K6RKAfwdgEezAlQLwEoAkpVQtX3YdwMFuycDRn+CxQDcnuKueg4ODozG66WocBHA/gCkASQB/BOBHmrj/FwD8AgCMj493QcLdh5vFPTeXnMOQb6jiMx4LdHOAu+o5ODg46qObrsYfAjBHKV2jlJYAPAPg+wFEy65HADgEYMnuZkrpb1NK76KU3rV///4uirk7cDO55zhtBwcHBwfHXkU3D16LAO4mhAQIIQTAewFcBvBXAH6qfM2DAJ7togw3DW4m9xyPBeLg4ODg2KvoZozXN8CC6P8OwKvlvn4bwK8A+OeEkNcB7APwO92S4WbCzZSqz2OBODg4ODj2KroW4wUAlNJfB/DrVR+/AeBd3ez3ZsTNlqrPY4E4ODg4OPYiOHP9LgF3z3FwcHBwcOx+8IPXLgF3z3FwcHBwcOx+dNXVyNFZcPccBwcHBwfH7ga3eHFwcHBwcHBw9Aj84MXBwcHBwcHB0SPwgxcHBwcHBwcHR4/AD15grPAnnj6BqSemcOLpE7uSDZ6Dg4ODg4Oj/7HnD143UykeDg4ODg4Ojv7Gnj943UyleDg4ODg4ODj6G3v+4GVXiqekl/DCtRduOtdjr12q3IW7u9FP89dPsnBwcHC0gz1/8JqKTiFfypv/nyqmsJBagECEm8r12GuXKnfh7m700/z1kywcHBwc7WLPH7yqS/Esp5dBQDAWGrupXI+9dqlyF+7uRj/NXz/JwsHBwdEu9vzBq7oUjw4d4+FxRHwR85qAJ4D55PzOCdkB2LlUuzmuXvfH0Vn00/z1kywcHBwc7WLPH7ysoKDwST4U1WLF5/lSHpPRyZ0RqkOodqkC3R1Xr/vj6Cz6af76SRYODg6OdrHnD17V8SNBOYh4Po7VzCoopcgpOSi6gtP3nt5pUdtCtUu12+PqdX8cnUU/zV8/ycLBwcHRLvb8was6fmRkYASjwVFk1Sw2C5s4EDqAz5787K4vTl3tUu32uHrdH0dn0U/z10+ycHBwcLQLQindaRka4q677qLf+ta3utL21BNTGPINgRCCVCGF1dwqimoRgiDgmX/0TMPNfWZ2BueeP4e55BymolM4fe9p1z8I7dzLwcHRHPjzxsHB0SsQQl6ilN5l992et3gZ8SOpQgqL6UUomgICAgFCw5T1dtLceYo8B0fvwJ83Dg6OfsGeP3gZ8SPLGUYjQUBACcVYeKxhyno7ae48RZ6Do3fgzxsHB0e/YM8fvIz4EZ3q0KkOj+jBeGQcEW+kYcp6O2nuPEWeg6N34M8bBwdHv2DPH7wM+Dw+6FRHvpTHfHIeV29cRSKfqJuy3mqa+8zsDJKFJF5NvIqrN64iVUi5vpeDg6N5cEoKDg6OfsGeP3gZsR8iEaFRDRrVoOoq8qU84tk4jk8ed7y3lTR3o7+gHAQAFNUiFtOLWM2s8hR5Do4ugVNScHBw9Av2/MHLiP1QNAUe4oFAtlUyGhjFhfkLjve2kuZu9DcyMIKJ6AS8khc61ZFVszxFnoOjS+CUFBwcHP0CaacF2GnMJecw5BtCUSvCI3rgIR5QSqFRDbFgrGEMyMnpk01t3nPJOYhExNUbV03XByEEBbXQzjA4ODgaoNlnlYODg6Mb2PMWLyP2wysyyxMA6FSHV/R2JQYk7A1jIbWAQqkAneqma5NSytPbOTg4ODg4bnLs+YOXEfsR8UXYIUhTQUERkSPdiQGhAAGBSlk/BoWFQASe3s7BwcHBwXGTY88fvIzYj+mhaQz5hxCQAxj0DmJ6eLorMSBpJY3x8Lj5/4QQyKIMjWo8vZ2Dg4ODg+Mmx56P8QJ6F/th0EjklBwEIkAgAjyiB7quQxblXZXe3kz5FV6qpXX0i+76RQ4ODg6O3Y49b/HqFappJECBkl5CUS1Coxoivi65NruAZsqv8FItraNfdNcvcnBwcHDcDOAHrx6hmkYiIAcgQAAhBEP+IUwPdce12Q00U36Fl2ppHf2iu36Rg4ODg+NmAHc1OqBd10r1/X+38nfQqAZFU+AVvRgZGEF4KIzNwibe+MQbPZevHRgUHFY4xac1cy1HJfpFd/0iB0dz4O5hDo7+BLd42aBd10r1/bPrs0gVU9gqbUEkIhRNwWJ6EYls/ZJE3ZKvXTRTfoWXamkd/aK7fpGDwz12eo/g4OBwBj942aBd10r1/SklBZGI0KkOSilEIgIUWC+stxTTtdOun2bKr/BSLa2jX3TXL3JwuMdO7xEcHBzO4AcvG8wl5xDwBCo+a8a1Un1/UStCFmSIggiP6IFKVciijIg30pLpv1352kUz5Vd4qZbW0S+66xc5ONxjp/cIDg4OZ/AYLwBnL57F+RfPI1PMIOQNYdA3iHwpjwF5wLzGcK24iZuYik5hJbNi3u8VvSiqRfglP47sOwIAyCk5HAgdaEne6vat8vUKzVBw7GSplt1Oe9EvZW76RQ4Od+iHPaLb6Mfn1UA/y8ax89jzFq+zF8/i8eceR17JQxZk5JU8FpILWM2t1rhWjk8edxU3Ue2aicgR6NAR8UU64qrhrh934LQXHHsVN/se0c/Paz/LxtEf2PMHr/MvnocAAZIogQgEkihBEiQUtWKNa+XC/AVXcRPVrpnp4Wk89p7HMD003RFXDXf9uAOnveDYq7jZ94h+fl77WTaO/sCedzVmihnIglzxmUhEFNQCAICCmp9b0+pTxRRWs6soqAXMJ+cxMztTsakZ/zbMzZhHR83N3PXTGJz2gmMv42beI/r5ee1n2Tj6A3ve4hXyhqBRreIzRVcAoMZUHPaGkS/lkSqmsJhaREkrmaV/qk3J3Ny88+C0FxwcNyf6+XntZ9k4+gN7/uB16u5T0KFD1VRQnULVVGhUw6BvsMZUDMoOZcvpZRBKQMt/xkJjNaZkbm7eeXDaCw6OmxP9/Lz2s2wc/YE9f/A6c98ZPPaexxCQAyjpJQTkACLeCCYiExXXBTwBZJQMPnvys9Chg4JCFmWMh8cR8UVqTMk8nXvnwWkvODhuTvTz89rPsnH0BwiltPFVO4y77rqLfutb3+pK20ba7+W1yybflqIrCEpBjIRGzOtySg6yKGNfYB9euP4CBAgYC48h4o2Y3x8IHcDXH/w6ZmZn8MAzDyCrZOGX/BgJjiDijVRcczOinRTqnU6/ru7/+ORxXJi/wNPBOTg4ODiaBiHkJUrpXbbf7eWDlxGHpWgKVrOrICAAAUJyCKliCqOBUcSCMeRLeWwWNkFAEPVFUdJKWEwvgoJiIjIBj+CBoiv47MnPAgBrs6QgsZUAKAvQHwmOQBblm/bNx9ClLMgIeALIl/KmThqNt517uyF7Ip9APBuvmP9eysPBwcHBsbtR7+C1p12NRhxWqsBK+kiiBAICRVMwGhxFVs2apuKR4AiivigG5AFE/VFMRCYgCzKW0ksVpmSjzZHQCMbD4/BKXgBAVsne1D/c7cS07XQ8XE2Jp0IKAgSklBSPz+Pg4ODg6Cj2NJ3EXHIOIkRklSyjjSgnNxa1IrZKWyCEYDw8jrnkHOLZOA4GD5r3RnwRhL1hbBY2K1yHl9cum8GUXtGLkeAIwjK77mY9dAHtpVD3Kv3ayZ1Z3X9RK0IkIopasavycPQe/ebSdtu/cd+lxCVzbzm2/xh3gbvATs85B0c19rTFKyyHTZdhNVSqoqSXcGX9CkSIECBgMb2IVCFlXlOdIjwzO4NUMQVFUyARibkkU4tI5BM3fSpxOynUvUi/rkfvUd2/V/RCoxq8ordr8nD0HjtN8dJq/8Z9s+uzSBaTyCt5bGxtYHZjllPUNMBOzzkHhx329MELhMVfERCHrwkEIiCRT2AsPAYKiuXMsmOK8Lnnz2HYNwwQQKMaCCEABdbz6zd9KnE7KdS9SL+u586sKfHkK5d4kjtT4omjP9BvLm23/ZshEUoKBKy6hkhEpAop7gJvgJ2ecw4OO+zpg1e6mK6hjaiGQAQUtaJJMaFT3TFFeC45h1gwhvHwOGRRhkY1yJKMiBy56U3b7aRQ9yL9uh69R02Jp6FyiafhzpR44ugP7DTFS6v9G/cVtSIEwrZsY1/iLvD62Ok55+Cww56O8ZqKTmF2YxaEEFizO0n5DwDoVDddTh7Bg3sO3+NIBzEVncJKZgURXwQRXyXNRC+w07EM7ZQo6XZ5E2NuBuQB8zOr+9Cu/zP3nemaPDsB6/oIe8MABdJKuidrZafXJmC/BhLZBLJqFlNPTLUtV6MxNlqDjeT2il4omgKRiOa+1EsXeD/MYbNoVecc/YPduO4aYU9bvI5PHsdKZgU61Ss+N2K+CCHQqY5YIObK3bSTjMU8lqE+9jqbtHV9iETE5bXLZvxit9dKv6zN6jWwmllFPB9HUA62LZebMba6Bo37InIEFNvVNSK+CN9fGmCvP/e7Hbt13TXCnj54XZi/AJGItjFeoiDitthtODp8FDp0V+6mnWQs5rEM9bHX2aSt6yORS0Aikhm/2O210i9rs3oNZNUsRoOjGBkYaVsuN2NsdQ0a900PT2PQO4iAHMCQfwjTQ9N8f2mAvf7c73bs1nXXCHva1TiXnAPAXIgqVUEpBSHMzXgofAgvf/Rl81rD3PnIVx+pa+7stsvMCZ2mZOikebdfTMWN5qZf5OwGrOujqBUhEQkU1KTM6GbcS6/oQtzAugamnpjqmFxONDLVbbW6P+zUvmKgn+awGdzMz3Q30G/6anbd9Zv8TtjTFq+p6BQIIVB0xYzxopRCoxpC3pB53W4wd3aSkqGT490NugN2j5ytwro+vKIXOtUr4he7GffSC7qQVtApufYCjUy/zmE93OzPdKfRj/pqZt31o/xO2NMHr9P3nq6I76LlPyIRYaX22g3mzk7GMnRyvLtBd8DukbNVWNdHbCAGlapNxS92qu9+irPplFx7gUamX+ewHm72Z7rT6Ed9NbPu+lF+J+zpg9fJ6ZMY8g/BK7C3fgICv+THZGQSGSVjXrcbUpI7GcvQyfHuBt0Bu0fOVmFdHzrVcWz/sabiFzvVdz/F2XRKrr1AI9Ovc1gPN/sz3Wn0o76aWXf9KL8T9nSMFwAc238MK5kVqFTFanYVW+oWKyUkiDjx9Amcvve0mZJsXGPEyNy679aW+jx78SzOv3gemWIGIW8Ip+4+1RZ1QbVf+3Pv+xwAuIpJs4NTCnZIDuHE0ycc/ed2dAXxbByJLCOgjXgjZlv95qLYC2nnzcQJdTpWYqdjlJzQCblapZHZLfEoBgzZDJkNS0K/ytzPz3Q/zn2/6svtM9qv8tthT1u8AGbKTBaSmE/OY6u0BVVXoYPFv8yus5IcxyePm9coqgICgpJewmp2tWn/8dmLZ/H4c48jr+QhCzLySh6PP/c4zl4825L8dn7th559CA8/+3DLvm478+5mYROJXMKxTSe6gqgcRUkvYT45j2Qh2bcuit3oSukWdlOsRD+glbWzG3W822Tu12e6X/XYr/pyi90k/54/eJ2cPonYQAyywFwEAgTIggxJkJBSWEmOC/MXzGsooZBFGRORCQz6Bpv2H59/8TwECJBECURg5T8ECDj/4vmW5Lfza2eKGaSL6ZZ93Xbm3ZHgCKK+qGObTnQFOTWHicgEZEHGUnqpb10Uu9GV0i3spliJfkAra2c36ni3ydyvz3S/6rFf9eUWu0n+Pe9qBBh791uG34LX1l6DRCRWw5HSipIcFBRvGX4LC5wtg1KKy4nLOPH0CVxeu4yiVgTVKYhA4BW9OLb/mGlCNkzLyUKS8eITAlEQAQAiEZEtZl3LazVTx7NxHAwerPhe1dWawt/N+rqrzbuNUu/r0RVEfBGEvWFsFjYdWf97BTcmfrui6d3us53rO41OUgfsxFh2os9mXZa9omfopC52I6VEP7q4+1mP/aivZrBb5N/zFi9gO2XVSLMHUFOSwy6tNZFNIKWkMLsxi42tDWSKGaSUFDKFDDa2NjC7wVyVZy+erXDDUVAomgJN1wCwTKigN+hK1moztQABi+lFpAop8xpJkOARPBX3tevrbpTWu5N0BW5Rz8TfLfN/s+32gxuikzQLvR5LP+jPDXpBz9BpXexGSol+BNcjBz94wVKSwxeBRjWoGrMYReTtkhx2/uP1wjqGA8NIFVLmgQoAKGGUFKkCc1Wef/G8aVqOBWLsmvLhS9VYTNmpu0+5krXaTD0WHgMFxXJm2ZQr5A0h7A131NfdyH++k3QFblHPxN8t83+z7faDG6KTNAu9Hks/6M8NehGP0mld7KYYmn4G1yNHVw9ehJAoIeSPCSHfJYRcIYTcQwgZIoT8BSFktvzfwW7K4AZmSY6haQz5hxCQAxj0DmJ6eLskh53/OOKNIBaIoagVIRChgoRVIILpqswUM2aa61h4DAcGDpgHtYAcwGPvecx1VmN1ymzEG8FEZAI61U25nrr/KTx5/5Md9XU38p/vJF2BW9RLN+5WKnKz7fZDSnQnaRZ6PZZ+0J8b9CIepdO62E0xNP0MrkeObsd4PQHgf1FKf4oQIgMIAPgXAL5GKf00IeRRAI8C+JUuy1EX1jgIa1xWNarTqYtaEYl8Al7Ri5JWAiHELDtkdVWGvCHkS3kzzXUsPIaIL4IDoQM1MU+NYjLsUmY9ggf3HL6npq1GD3Kz8R+N/Of1vp+ZnalLRdELNEo37kYqcrMpzv2WEt1OvFu9sXQi9siujX7TXz10Ox6lG7rYLTE0Vux0zKQddqMeO41+nJdeoWsWL0JIBMB7APwOAFBKFUppEsD9AJ4uX/Y0gJ/olgxu0EwcRPW1QSmIeDYOr+hljNXlYtuEEmhUQ8THXJWn7j7lyrTsRpZOmal7GQvTL3E39XTXLfN/s+32gxuiU/PlNJbjk8fbbt9JxuOTx3dcf/2CflhLO41+2Xs4KrHX56WbrsYpAGsAniKEfJsQ8l8JIQMARiilK+Vr4gBGuihDQzQTB1F97UhoBKOBUahUxZB/CCFvCBE5gpAvhCH/EKaHmKvyzH1nXJmW3cjSKTN1L2Nh+iXupp7uumX+b7bdfnBDdGq+nMZyYf5C2+07yXhh/sKO669f0A9raafRL3sPRyX2+rwQIy6p4w0TcheAFwF8P6X0G4SQJwCkAXycUhq1XLdJKa2J8yKE/AKAXwCA8fHxdywsLHRFzsHPDCJdSEOHDpGIGBkYwWhwFEuZJYwMjODqxlWAAkeGjyCeieNQ+FANpcRmYRNvfOINAO2ZT6eemIIIEYl8AkWtCK/oRSwQgw4db3zijY6aZg16iHpj6RTq9fW5932uJaqFS4lLUHSlhraj3j170aTdCrq9NjrRfnUbqUIK8VwchVIBPzjxg3yOOQD0dp/jcEb1Hnwpcanhb+luByHkJUrpXXbfddPidR3AdUrpN8r//8cAvg/AKiHkQFmwAwASdjdTSn+bUnoXpfSu/fv3d0XAsxfPIlVIQYcOAhaXtZxdxuubr2NjawNX1q+AUsr4utYuI1lMIpGtFNcaM9Gu+TQsh7GYXoSiKRCJCEVTsJheREgO7erUcKe+Qt5QS1QLs+uzSBaTyCv5CtoON+7hvWbSbgXdXhudaN/aRqqQYs+NqsAn+fgcc5jg1A07D7s9OK2k6/6W3uzo2sGLUhoHcI0Q8ubyR+8FcBnAnwB4sPzZgwCe7ZYMjWCwyBuxWQbSxTQICAQiQBREiKIIiUggIFgvrDvGTLRtPiUsmJlY/lBQgOzu1HCnvkDREtVCSkmBgLH+W2k73LiH95pJuxV0e210on1rG/FcHKAACDAaGuVzzGGCx7ntPOz24OHAcN3f0psd3ebx+jiALxJCXgHwNgD/BsCnAfx9QsgsgB8q//+OIFPMQBZleASPafIULCoRSOW/daoj4o04xky0m76dLqYxEZmAR/RApSo8ogcTkQlkipldnRru1FdaSbdEtWDQdwCooO2wu2+30Av0E7q9NjrRvrWNQqkAWZQxHhk3C7HzOeYAeJxbP8BuD44FYnV/S292dJVOglL6HQB2Ps73drNftwh5Q8greXboKoe6UTAOLkmQoGgKdOiMIgIEkiDh2P5jjmVv2knfnpmdQbKQRFbJwi/5zR+RnJLDgdABAJ2nO2g2pbmdWCm7vqaiU5hdn0VKSZkxbRE5gunhads2DP16Ra/pjq2uMOB0z26gF3CCW71brwt7wwBl5bBaiWvrVLq7k+ydaN9o48TTJ8w5ThVTWM2uYkvdQlAOYmZ25qbZzHmsYiWa1UenS4H1AhXPtBwGCHtB303z77TPjwRZXt1unJd2saeZ60/dfQoa1VDUitCpDlr+4xN9AGCyr1NQ6NChUQ3HJ487tteqWdvwgQelILPgqEUsJBewmlvtOt2BW3QjVur45HHE83EU1SJEiCiqRcTzcUcdmxUG5AgoKFRNraDtsNPFTuutXbjVu/U6kYi4vHYZV9avQIS4YzFPvYqvM+Z4NbeKheQCiiqziAal4E0T68VjFSvRynOx2/RW8UxDxJX1K7i8dhki2blnuhXY7fMruRUsJBd25bx0Anv64HXmvjM4HD5suq1EIuLAwAGMR8ZBCCt0bcRa+SU/DoQO4ML8Bcf2WjVrGz7wkdAIxsPj8EqsvmFWyXad7sAtuhErdWH+AkaDo/BKXmjQ4JW8GA2OOurYrDAwPI1B7yACcqCCtsOJ9HY3uxrc6t16XSKXgEQkCERAIp/YsZinXsXXGXOcVVihea/kxXh4HCOhkZsm1ovHKlailedit+mt4pnOJ5gnhkhI5HbumW4Fdvu8JEgoaaVdOS+dQLeZ6/se+VIeAU8AisaoCQbkARZHpBYxEZ1AIpfAlroFRVOwklnBem69rvuiFReKtVp9xBdBxBcxU2utbbXjnqlnlndjsrfKaKDdOJq55BxigRhGBrap3CilddtsRQfdYonuhevHrd6t1xW1IiQigYKiqBUd7+k0nFLGG8neCZycPomoL4pboreAEIJUIYWrN66iqBYxn5rf9S5Ht+ug02vSqb1O9tPK3tTKc1Hvun5E9TMtEhEEpKfPdCdgt8+/svqKWWLPwG4ZTyewpy1eM7MzSCtpKGolfUMim4BX8mIhtYCCWoCma9ApczVS0I6bRLud8lzP3O7WFN8NGXdzqnevXBhudWS9zit6oVPdjH9zuqeT6IeUcUMHJr2EprDsZAi73o3hZh10ek06tXf24tmO9dPq3tTKc1Hvun7ETj/TnYLdHHgEDySh0u6zW8bTCezpg9e5589hODDMaBwohUhEgALrhXXsD+wHAYGqqxXBfwSk4ybRbsch1TO3uzXFd0PG3Rx/1SsXhlsdWa+LDcTM+MRYINYTvfZDyrihg+XM8jYdC6EYC4/tejeGm3XQ6TXp1N75F893rJ9W96ZWnovdtsdUPNOBGHSqQ6UqYgO9eaY7Bbs5CHvDCHlDu3JeOoE9ffAyTKDjkXGTwkEWZZaSToDx8DgAdtgihB24dOgdN4l2Ow6pHqWCW7qFbsi4m+OvekVT4VZH1ut0quPY/mM4OnwUOvSe6LUfUsYNHRiWAY/oMbODd7sbw8066PSadGovW8x2rJ9W96ZWnovdtsdUPNPQcXT4KI7tPwad9uaZ7hTs5uDJ+5/EU/c/tSvnpRPoWsmgTuKuu+6i3/rWtzre7omnT+CbS99EtpQ1PxMgYCI6gc3CJnJKDqqumt8REMiijMnoJA6EDjjSSgDNxVp0O2XYmm5voB5NhfFdvfHtBnQzBqueTvei3tzqoxdxcb2em16MyU0fnR63U3vxXByjA6N1+3Grk726NxngFCE3L3aqZFDfg1JacegCAB065pJzkIgETddMigmDUqKkl7BZ2KxrEm0m1qIXKcP1zO272RRfD92OweJ6q4QbffSaXqIXc9OLMbnto9Pjdmrv1N2n6vbTjE724t5kYDdTXXC0hz198Pqba3/j+F1RK8IreSvKCUmCBK/oxUhwpO5bSTOxFr1IGa5nbt/Npvh66HYMFtdbJdzoo9f0Er2Ym16MyW0fnR63U3tn7jtTt59mdLIX9yYDu5nqgqM97Gk6CasbsRpZJWvWTfSKXlBQ3BG7w6R5qIdmUpirU4YppdCohoJWwNUbVxELxDoSm2KlVDDM24989RHTvN2K6b5ZM3kvzep2c1DSSnjh+guYemKqZXkB7GrXQKM5aCf93o62w9pfPBvHweDBltpuFt2iEKlGL+gKmumj0Ry0umar2cXr6bdZndRrq5Pz2K4eOr1/7Waqi92IfnLr7mmLVz0YpYMoqFmeBnCX8tpMCrP1WgECSnoJOtVBQEx6i5Ac6siYgM6Zt5ttp9dm9eo5MCgGBAgty/vwsw/joWcf2rWuATdz0Mn0++r+BAhYTC8iVUi13Xa/oBd0Be300c5z1+q9/Ujh0O7+0439qx/1dLOi39y6/OBVBxJhBkEK2lSMQTOxCdZrLV5NyKLM0uFBKz5vF50ybzfbTq/N6tVzsJxZBgWjFmhV3nQxjUwxs2tdA27moJNxNdX9jYXHQFGei5skZqcXcUjt9NHOc9fqvf0Ym9Xu/tON/asf9XSzot/cuvzgVQ8E8Ik++CQfVF11HWPQTGyC9VpVU+ETffBLflBQeEQPJiITyBQzHRtSp1LOm22nV/QLBqrnQKc6JiITjCqkRXlLeqnGPb2bXANu5qCTcTXV/UW8EUxEJqBT/aaJ2elFHFI7fbTz3LV6bz/GZrW7/3Rj/+pHPd2s6PXvTyPs6Rgv06JkA5GIuCN2B4DWUpibiU0wrvt2/NvIKln4RT8OBg8i4o1UpFZ3wkc9FZ2qSdFuxrxtyBDPxJHIJjAWGkPEF7FtxypvspCEqqoYCbGyEalCCsuZZehUx4mnT3SlFIl1Doy0dSsS+QSyStY25msqOoXZjVmkCimWaCF6IRDBdDkbcKO7nY4tMOcsW56z8Jh5ALWTv9HadTseu7XmETy45/A9HaMD6IZum43t60U8Wat9tPO8t3Nvr2LsDDRaB9axpAoprOZWUVALGJAHXJWTanffdEKv9bRX0a35axV72uJ138R9jt8FpEDPzL+G/zkoBSEQAUW1iIXkAlZzq2bfnfJRt2PetspwMHwQiq5gIbWA5FayYUp5UA4ino9jNbOK5FYSC6kFKLqCg+GDXSlF0mjcq7lVxLNxBKWgbV/HJ48jno2jqBYhQkRRLULVGcFuM7rb6diCijkLHkRJL2E+OY9koXbOmm2vHaqATo+tU7q1a/OhZx/Cw88+3DfxIc2gnTnYLa4wN+vAGMtqZhWL6UUUVVbvMCgHO0aXwtG/6Lf529MEqgAQ/bdRpJRUxWdBTxCSKGHQN4jJ6GTXLRRWEsHqt7EvfeBLODl9sqPkiMbb4XxyvqnxVcuQKqawnF6GDh33HLqnoh07eVdzq8gqWRTUAgQIFZYXt8SM7cA67s3CJoJS0LTAVfd14ukTmF2fRUrZtnhF5AiGAkPYF9jnWnc7TbRaM2cWS+M9h+9pem03O55W11o3ZGm1zStrVwAAR/cf7Vg/vUQ7c9DN+esUmiHvfeCZB5hXQfJjJDhS4VVoNJe7QRcczuj1/NUjUN3TrkYA8EpeeFQPSnoJAMzq7wW1gLePvt3V5LTr7riUuIS8moeiKYwnbGAEYW8Ym4VNs51WUo+d5GrVvH157bL5pmDwmb1l+C3YLGzWbFp28sYCMXgEDygohnxDIGQ7ayDgCSBTzOCW6C3m4bOoFSGLMja36tN31Bur0/f5tTxiwVhFG1Z9ziXnEAvGMEK2D2YGlcjLv/iyaxl6lTLuNP7q/iO+iLm2Wjk0NBpPtRzHJ48DqKUj6ISLsBu6tWuzul5rJ/rpJux0W30AOfH0CVe63w2uMLfr4OT0SUR9Uezz70Mil8BiahFe0YvYgDvKnk7pYmZ2Bo/+5aO4unEVoMCR4SP49Hs/bdv2Tocp3Ezop7W8p12NM7MzuJG/YR66APYDUdJLICCuXAqdSFNOK2koKqOsMCgkEtlEhf+52dTjTrthZmZnkCqmoGgKJCKhpJWwmFpEIp9oSJNRLa/TdyFvCIlsAovpRZPCQ1EVpJRUW3Ng932qmEIin7CVr5H8zcgQ9oa7njJeb/ydTlmv1161HLMbs3j8uccxuz5bIVenXMrdSMe3a1MSJHgET0f76RZaeRZ2i9vUCc2sg7A3jIXUAkpaydzHFlILCHk7R9lTDzOzM3jo2YdwZf0KKGXZ8pfXLuPhZx+umYObca44GPb0wevc8+egQ7f9ToPmKuW0E2nKw4FhgDCLikhEgALrhfUK/3OzPupOp8+ee/4chn1MTo1qzFpFgfX8uq0MrZQCOXX3KawX1gHKkhsoZVQaw4HhtubA7vth3zDW8+uO+uyUvkHR9diCeuPvVRmZ0/eerpEjVUhBgICUkqqQ6/yL5zuyNrsRt2HXZsgbQtgb7pv4kHpo5VnYTZQodmhqHdDtpCrjDwHby3qBc8+fQ6aYYYk6gghRFCERCeliumYObsa54mDY0wevueScY1ajTtmBrJFLoRNpyrFADOORcXhED1TKArgj3kiFWbTZ1ONOp88arrfx8DhkUYZGNciSjIgcsZWhlVIgZ+47g4g3AlmUoVIVHtGD8ch4Q/b+RmO1+z4WjCEiRxz12Sl9Z5RM11PG642/V2VkDLemVY6iVoRIRBS1YoVc2WK2I2uzG+n4dm0+df9TePL+J3dF2n8rz0I/u03doJl1kFbSlXuYKGM8PI6M0jnKnnqYS85B1VUIZPunVyCCmfRSfe3NNlccDHs6xmsqOoWF5ILj4evl1Zeh6zoEQcDgZwYhCzJui91WQzvglKbqxpdPQPCd+HegQ2d1GgUJBa0ASZNq0pzd+qhnZmeQLCRxPX29Ioi0WfeIEx1ExBcxg7RTxZRJBwHUptwbsSVuyxQd23/MNlC2ntyNUoWdvj8WO1Y3zqnT+nZaZ+2ienzWpAdjbjoZBO6kl2o5vKIXRZXVPAW2A/s1quG7699FxBdBVsmiqBUhEQm37ru1Y7K0g3ptGuvbsDr02+Gr1WehH92mzcDtOjDGf2TfEfMzK2VPtzEVnUIim4BGNZOaRqc6PIKnZg7cztVOxoHxGLTWsKctXkbgrxNUXYUOHaquIlPMIFlMYnZ9tsLP7mTmPj55vKEv/+zFs1hILpjuTp3qUDQFlFIEJXdpztVwQ03RTDtu6SDqldPpNgVBo3u6mUrcSN/HJ493PU7DOr5kIYn55DxKegkHgwd7GhdSreeILwIdOiJypGLNjA6MoqgVsZJdwZayBQKCkl7Cana1b+NXdku8zU4+C7sBOz3+0/eeRsgbgk51aLoGTdOgUhVhb7hGBjey7uS63C3PRD9iTx+8LsxfwMHgwZrAWYBZoki5Vo8RE0BAkFJSFX52JzP3hfkLDX355188D0mQWCyQBTrVMRIaaauUz0hoBOPhcdPakFWyTblHquMLRgZGMBocRVbNYim7ZL6hRX3RhuV0molVaMV91OiebjJEN9L3hfkLXY/TsI5vKb0EWZAxEZlA1B/taVxItZ6nh6bx2Hsew/TwdMWaGQuPmSWxNDB3z0RkAoO+wb6NX9kt8TY7+SzsBuz0+E9On8RT9z+Fo8NHQQgBIQTH9h/Dk/c/WSODG1l3cl3ulmeiH7GnebymnpiCSEQspZfMOJR67iC/5IdGNdy+/3YsZZZwbP8xRxPryLkRrOXXAACEEEhEgiRIKOklHAofwhufeAPSWXboIgLBVom9+RvWr3cceIdJX/C5933Odfrx1BNTJlVDqpjCapZxgolExDM//UxdioUKF6qlHQPJrSSWsksoaSX4JT9C3pDpKippJQgQ8LYDbzOvN+S3o48wvnvjE2846rvfzdgzszP4wB9+ALquwysxGpCIL1IxNjs9uhl7q+h1f63K9WriVYgQoUEzK0QkC0kspZcwGhrt+nw3u7b6Va+9hqG3S4lLJq3Msf3H+u7Z3En0ct/ayXXJn4n6qMfjtactXmFvGHObcyhoBQCNY3BUXYVX9CKRTyBVTNVN2U4rabNNShlFRUkrVfjyQ94QNKoBYIczo3/D958v5RGSQ67Tj4Ht1OpUMYXF1CI7EBEBAhGaSiuvTtFOFVJYTC9CgAC/x4+t0hZWsivmoQ4AdOhIFbbJaBvRR9SLK+l3M7YhnwABBMSkAUkVUm3RUrSLXvfnFtVyeUUvNKrBK5bjv4opLKQWIBCh6/PdytrqV732EobeZtdnkSwmkVfy2NjawOzGbF89mzuJXu9bO7ku+TPROvb0wQu0uYBnVVcRkSNYz69j2DdcN2V7ODAMURBNdyUFrfHln7r7FIsh01RIRDJl2e/fb/rzQeA6/RjYjgtYTi+D0O206bHQWFNp5dXxBcuZZdZOeAyjA6OmZU6jGqPBEEQIRGDXuaSPqBdX0e9mbEO+sfAYKKGma3o5s7yjMTU7HcPiVi5r/BellK1XEIyFxro+362srX7Vay9h6C2lpEBAIIkSRCIiVUj11bO5k+j1vrWT65I/E61jTx+80koaItk+HAGo+LcVxnXTw9MIy+HGrOeBGCajk/BJPvMaSZAqfPln7juDx97zGAJyADrVMeAZwGRkEn7Zb/rz08W06/RjYDsuQIcOCmqmS0d8kabSyqvjC3SqYyIygYg3gogvYh4qdarDIzIr3mR0EjrVXdNH1DO/93sqtSFfxBsxqUB0qkOn+o7G1Ox0DItbuazxX5uFTejQzXVqoFvz3cra6le99hKG3opa0dyPBCKgqBX76tncSfR639rJdcmfidax5+kkVjIrUDXV/MxqATOC6gF2aHrz8JvNOn6NUrZnN2aRKqSgUQ1BOYiIL4LpoemaRXnmvjM4c9+ZujImsgmU9JJpXSIg8IgehLwh29IfJ6dP4p5D97ScVl4do/C5930O554/h5XMinmtX/KbVAFGanZOyeGew/fYUhc0m/bfjHyNYii6EXNhlS/ijVTUfPvm8jfxwDMPIF1MQyACBqQBfN/Y9+Fz7/tc0zXyWpG5GxQLndChnVzG2jeeKSs64bawk7tVSoV+1WuvYOjNK3rNyhI61eEVvV11Me1GHfWSrmMnS+EY/bZLs7Kb5rgT2NMWr+OTxyvIHathPYQVtSIWk4uYmZ1paGI9Pnkc8WwcRbUIESKKahHxbLwhfYUdTt97Gh6R1ZLUKbNi6dBZyZ7komMsQatp5U70B8cnj1e6iuSyq6gcTN5pM3Oz8jnFUHQr5sJJvrHQGB5/7nFkihnolFGRpJQUXll5xXW//Rbf1gt5uuG2cJK7ei3vlIuk3+a5EYw5isgRFjqhqdCohogv0jX97VYd7fTa6hU6MT+7bY47gT198Lowf8EM7q0HgQjwEA8UTcG55881NLFemL+A0cAovJIXGjR4JS9GA6O4MH+haRlPTp/ERHSCZT+W//glPyRBgqIpjrEEraaVO9EfXJi/UOkqGi67ioamu2JmblY+pxiKbsVcOMn3ldmvQIBg0o8YLpmkknTdb7/Ft/VCnm64LZzkrl7LO+Ui6bd5bgRjjqaHpzHoHURADmDIP4Tpoemu6W+36min11av0In52W1z3AnseTqJ5fQyAEClKssatFi5BCKwAHXCsgkBIBaIIX46DqDWPHp88jguzF/AhfkLFdQQwLbb0if5cGToCD547IO4MH/BlWnVLm331dVXQUHx1pG3VtBGAMDR/UeRLqZdu+Ee/dqjuLJ2BZquQYcOn+jDocghRLws3qafUoTrpTAbLtHLa5dR1IqQBRnpYhoHwwcR9UVrrnc7Hus8h+UwMkqGucUIcGToCD79Q9vUHgZFSEErsHhBsl1+6vtGv89Vv27StFsxzbdqzt9taePGOJ9beA5+jx+jA6Nm7Fgn9NiKLG4pW+rpdbe5Yzohby/W3k6ugU7IsZPropX5qZb3UuISDoUPdXy/22lwOgkHTEWnQAiBois1hy6A/WBq0EwXHwCklJQtG/vs+iwef+5xvLL6iukOtMK4X9M1XFq7hE9d+BRm12ddmVbt0nYlQYJH8FTQRgAs8/Ly2mWIRHTlhnv42YdxKXGJuTLLMhe0AuaT80gVGTVEP6UIO6Uwh7whluq+MYuNrQ3klTySxSQoKBZSC+ZYjOvdjsc6zyJEXFq7ZNZbo5TiyvoVPPTsQ6aODYoQKz0IwJIz3PbbKE27FdN8O+b83ZQ2bh2nX/JDUbdpPoD29diqLG4oW6rla6atfkOn5O322tvpNdCuHDu9LpqdHzt500oaiWzCsY2dHmM3sKcPXqfvPW1aI9zQSoiCiOHAsC0be0pJQYCAZCFZtw2Nbh/kUkrKlWnVLm4g5A0h7A1X0EaougqRMLqJRC7hyg2XLqbNgH1r5qSma4hn4n0Xo+AUQwEKlupeSDEdiJLpmiUgWE7X0ly4gXWeE/kEdKqb1kyDQiNTzJg6NihCDAunsb6ictR1v43iRFoxzbdjzt9NcSvWcY6GRgECgALxXO1a7raLo1nKlnp63W3umE7J2+21t9NroF05dnpdNDs/dvIOB4axXljv6H7X73B18CKE3NFtQXYCJ6dPYtA3CK/oraCR8IpeSIJU8Zlf8mMyOolYIIb55HxN2nBRK0IkokmI6gSrZc0a2F8v5dgubuCp+5/Ck/c/WUEbIRABHtFjpng3ancuOYeSXjLjkYBKOo2CWui7GAWnGIq0krZNdTdoCnTU0ly4gXWei1rRnDvD9SwQAaqumjo2KEJC3pBZ9DwiR/DWA2913W+jOJFWUtbbSXPfTXEr1nEaVB+yKKNQql3L3U79b5aypZ5e+51epRqdkrfba2+n10C7cuz0umh2fuzkjQViiHgjHd3v+h1u6ST+EyHEC+C/AfgipTTV4Ppdg9HgaIUbCmAuRr/kBwCWmSiIkAQJi6lFSETCrftuxT7/voq0YZGIZoxVPRBCYBjXRCLi6o2rKGpF1u7QrQCc/dl2i9lKG3H1xlUomgICYiYN1HNdJAtJ5jIr/xHK53AjgP/dh95tSw3RDGZmZyrKHR0IHUBIDiGtuItBs7ZjF09npDCH5TAS+QQ0XUOJlkAIgUhE+CQfPKIH9xyyp7loBGt6uFf0mi5dIx5BpzokQarQcSOKEDewzrcx9ke++gimolMIe8PIl/I1KetO9CLV47De49ZlU73+ZmZnHPuqRi/pP6rHGfFGIBEJB0IHaua/26n/btp3SwWwEzQF7aBdeXsV09MPawBgVVQurV2CoikAAJ/kw77APkwPTe+o/G7QDKWEk7zH9h9z3J/7YYydhiuLF6X0BwF8GMBhAC8RQr5ECPn7XZWsB5iZncG19LUKSwYAlPQSgp4gInIEGtWgaAoUlR1oSnoJq9nVipT05FYSRbXozl1JRNMiU1SL7KBEWZxZIpfA2Ytnm/JnW029sUCMURhQFbGBmKPZ1/CZB+VghXvRcIESEIS8obbN+TOzMxXljlRdxVxyDpfWLkFE4xi0annNeLoNFk9njZG7lr5mJkoYLr6SXoJM5LZcE9X6FYhgHlI1nbmNO6ErJ9jFN6xmV5EsJCtM88lCEqvZ1ZbpRdqVyWkem43PaDeeo5lxdtuN1cn2d5O7F2hP3l7G9PTDGpiZncFictH8HaKg2FK3sJJZaUhB1A/ropn5akXefhhjp+E6xotSOgvgXwL4FQD3Afh/CSHfJYR8oFvCdRvnnj+HolqER2DuOau7zaBMOBw+DK/oBSXMnTcRmcCgb7AiJX0puwSf5IMsyo7M9z7RB4/ggSiIuG3/bZiITMAn+ZibUJIxGZ1E1BfF+RfPN+XPtpp6deg4OnwUx/Yfg051R7Ov4TMfGRjB1OCUad0DAI/gwe2x2/HU/U+1/YZ57vlzFeWOjNgnnepI5BvHoFXLa8bTFVg8nTVGrqgW4RE9CHgCkARWykSAAI1obbkmqvV72/7bMBWdYq5oQnB0+GhHdOUEu/iGQd8gYgOxCtN8bCCGQd9gy/Qi7crkNI/Nxme0G8/RzDi77cbqZPu7yd0LtCdvL2N6+mENnHv+HBRNgYds/w4RMIt9IwqiflgXzcxXK/L2wxg7DVeuRkLIWwE8BOD9AP4CwI9RSv+OEDIG4AUAz3RPxO5hLjmHolasyFoEmFXqQOgATt97Gh/4gw9A0RTo0KFoCvKlPGKBGDYLm6ZpVdM0QAQUTTE5vyRBgkpVHA4dxlJ2CaPBUYTlMECAdDGNeC6Og8GDiPqjZr+UUmSLWQSitf7sy2uXceLpEyZVAtUpSpQV3haJiCPDR1wzo88l5zDkGwLAXDGR/ZGOp7HPzM7ghWsvmLQKEpXMQHMA2FK3zLG5iWMw5AW24+msMXIlvQQCYrLoA9spySenT3aFCb7aBdgNd0j12AGms83CJl7+xZfNz4y07urr7HRbzzLrRk9OMtn11cy19a6/nLjs2rVpwI0Futus351sv9W2zl48i/MvnkemmEHIG8Kpu0+17QqvxszsDB75yiNYTC1CByt/9hNv+QkAzdXDBYBLiUvIq3komgKv6MXIwAjC3nBLa8ANDL1263luNG9GrK1H9MBDPADY3qXpmuNz0ij0wui3F3DzjNvtKwBc67sTz1E/UVK4tXj9RwB/B+BOSukvUUr/DgAopctgVrBdibA3zMrwVG0MBqfXx2Y+BlVXK6ghNKphJbeC9fy6STGgUtWM7zJcXCWtBAECFtOLECBAhIgr61dMqgfjOyPNHWB+66A3WJOem8gnkCqmTKqETCGDlJJCvpRHSS+ZFBIPP/twx+kB2qEuMN7eKChKeqniGk3XkCqmXPnqq+X1il5oVKsgv/UI7LBrN6ZuuC565Q5xO1edoKBwO6Zm1k+z6eZ21yeyCaSUVFdcmzc7zl48i8efexx5JQ9ZkJFX8nj8ucdx9uLZjvUxMzuDB778AOZT8+ZemSvl8MVXv4hXVl9pmh4hraShqKwkkaIxOpCFzQXXa6DVMezUupmKTsEjeCpeTO1iR51ktQu96CdKCTvdPvzsw3jo2Yd6pu9+2xfcHrz+B6X0C5TSLeMDQsgnAIBS+oWuSNYL1HkRW8uvQRZkxyxFjWomxYCRAWn8oaDs8Fb+MxYeQyKfYFluZaqHsfAYKCiWM5U0B6fuPlXjz17Pr2PYN2xSJVBSWU9Shw6JSEgX0x2nB2iHumAsNFYRQ2aFCBHL6WVXvvpqeSO+crkiebtcUdgbRsgbsh1TN1wXvXKHuJ2rTlBQuB1TN+Oo7K5fL6xjODDcFdfmzY7zL56HAIHRqwgEkihBgIDzL57vWB/nnj+HtJIGwLJ8rc98spBsmh5hODAMEGb1EYkIUGBT2XS9Blodw06tm9P3nkbYG4ZKVWia1jB21E3oRT9RStjpNl1MI1PM9Ezf/bYvuD14/azNZz/XQTl2BGklDRFiTVyWkaEY8AQamsmLWhGSIEEWZXavwKxZhLBD2ERkAhFvxKQ5MKgeIt4IJiIT0GklzcGZ+87U+LPDchixYMxsw1ptgICAUgqBCCjppY7TA7RDXRDxRTAVnar4ThZl+EQfBIFRPbjx1VfLOz1ULlc0vF2u6Mn7n8RT9z9lO6ZupCP3KsXZ7Vx1goLC7Zi6GUdld33EG0EsEGsoVzNj2CvIFDPs8GKBSERki9mO9TGXnDP57aphfXF1G1YQC8QwHhmHR/RApaq5t7pdA61gJ9fNyemTePL+J3Fs/zH2u9EgdtSJysgtPVGn0creY3hqrOimzP22L9SN8SKE/AyABwBMEUL+xPJVCMBGNwXrBaaiU7iWvFZzuJIECX6PHwubC3XvfzXxKjRdAyXszSwoB3Fk3xHklBwOhA4AACstA+YeK6gFdj0ovhP/DgDGdF4dm1Xtzz7x9AmsZFZYG6VChbwm27zKPk/kErjz83fa0jW04uNuJZXXek/EF0FIDqGoFuGVvGYM1mpuFVkl68q/7yS3XZxKMynM9cZglFK6un61pjSQQcWxmFw0N0q/5IdMZGhEw9QTUx2jWGhmzurFQdTTgdFHPBtHIsussUa5KCc9uY25aGXNOa1/N/PXSRoDa0zmTseEtIqQN4S8kocECaqmQqWq6caamZ1xPYdOzwLAdL6YWtwmF6aVVTtShRQivojrsIKVzAqLPS2vwZySQzwXt6VQ6TXtQ7fQTAxTWA7ju+vfhUpVeEUvSyKirCawgZ2glGhm7/EInprruilz2Fups5HgCCRi78rtBRpZvJ4H8O8BfLf8X+Pv/w/AD3dXtO5jLDQGDbWuxKJWxOHQYdwo3qh7v67pJsVESS/VUDhYTbADngGzLA8FhUY1aFSDSMSGvmajHVmUUaIl22uMjMGCWsCV9Ss1dA2t+rg7kf4bkcuuQR9zDa7mVhHPxhGUgj2J2Wl2DEYppctrlxnhraU0kEH3IVKWpalRDaquIqfkcKN4AyIROzamTsYlOOng+ORxs4+DwYOm1dSgq2gnbbtT8veKIqK6PJQ1JnOnY0JahVFJoVgqQtGV7UoK3qjrmCunZ8FKVRKWwwBQc+gyYllXM6sthRXUC8HoV+qPbmJmdgaJXAKKXqYh0hTTemQNvegn2e10Wy80pNOYmZ3BanbVTMBSVMXc43ZKR3u6SPbgZwZtS/wQEIiCaLLMV28mEmFUAjplZWNAAY/oQWwghsnopK2V6YVrLzCOrXKwvkBYwL3P48PB0EFbgkcrZmZn8MAzDyBTzJifWWUzKCEMmWVRtrW+Wd86jO8aEYsaY5hPzteMz+09RtbNfHIem4VNBKUgRkIjDWWxs3a4lbvVMZx4+gS+cf0b0KkOQWDvJprODsmyJGN0YBRLmSVmwaSaqXORiAh4AqZVr90xdWrs9XRw7vlzFX2kCiksZ5ahUx33HL6nLStPJ+VvZv5aWa/V8lrJiD2ip+JZapdUuNcwAuyNkmIjAyM4EDrgajz1ngUrwbKR1TifmgfAYr2ivihKWglb6haCchBf+sCXmrKSVs9fq/PqFt1uvxMw1qhKVaxmV03y7ZHgCCajk30ru51uAfRE36bOdBWrudUKwnJrZninUa9Idt2DFyHkbyilP0AIyaAyFJ0AoJTScGdFtUe3Dl7SWaluiR+/6AcRCLZKZk4BKCgCUsDM1PNLfjOj8ej+o6Zb4vjkcXz5ypdxZe2KWZ9RIELFIc6I+Xpr7K11q7kbqK4Enyqm8PrG6wCAkBzClroFWZBNi9odsTtMSgUK2nQVebcwHqpLiUtQdJYCfmz/MdsH6ezFs/jUxU+xQysREQvEWKKBjSwzszP4wB9+ALquwyuxtHLDatas3HYuJGPjkgUZt8VuM+UdOTeCtfwaAMZQLxEJoiCaQa9vHXkrXlt7DSIRQQiBpmtmfAUBwYHgAWSUDApqASIR8cxPP1Ohh+p5BOznwu117aCbffRC/k7CKu+riVfZ/IJApSruiN2BZCGJpfQSRkOjPXU9diIN3mkuljJLOLb/mGPbU09MYSm9xFxDZPs+TddwMHywZh5305zXozio1kerc9BMH27Qqn47TaXQbWqGTra/U2uy3sGrrquRUvoD5f+GKKVhy99Qrw5d3UR10Gk1jPIN1gkDYFquNF0zS8gYlA4iETG7PouzF8/itdXXmHuxfNiqtpzpVIema0jkE658zda03VQxhcXUoplJWdJKTJ5yf9Ulg5pN63cLwz0zuz6LZDGJvJLHxtYGZjdma1wZxpu3cdg3qDmW08s1spiUFGCUFEZaeargjoLCTkarC+lS4hLW8+vIK3kki0nMrjN5z148a2ZoUTDXikEPIgmSSffhFb3m/BnrxMBydhkFtWAerKv10CmKiE6gm330Qv5OwiqvMb/Gs5QqprCQWoBAhJ6mo3fKXWtL01GmqanXdrNUB7tlzu30+tCzD+HhZx+u0Uez1UTq9dEujUIr+u00lUK3qRk63X4/rsmGWY2EEJEQ8t1eCNNrGKZzO4iExfComgoRokkNMegbhEpVZrYvf26Y8A2qiJSSYps27DN9KmQgAtbz6658zVZfeTwTB2g5i7JcxkYkonnwigWc48066VM30nRTSooRpYqMNT5VSNWk6xqp7QbDv6Gb1Xxt/IdJSREeAyXUvH45446Cwk5Gg/7DyAyllLI0exCkFCbv+RfPYzgwzFzIZRgWRIN8UtEVFk8BCkVTTN0b1wIwa2COhcZq9NApiohOoJt97Ja4GQPV5aGs5beW08sgIBgLjfU0Hb1TafC2NB1lmpp6bTdLdbBb5txOr5liBuliukYfzVYTqddHuzQKrei301QK3aZm6HT7/bgmGx68KKUagP9DCBnvgTw9hWGtsoNGNeZm0FWUKCNDHRkYQdQXxbH9xyAJEgSBHSIEIsAjsnIP+VIeWSVr/gA3oqPQqQ5FVfDIVx/Bnb91J+78/J2YemIKJ54+UXPCt6btbqlbrNRQhFmzTDkED44OH8V6fh2vb76Ouc05/Pjv/zh+5o9/BkE5CFmUa1J+Z2ZZweOpJ6YaylANI03XoLoAYFJmVKfrGqntoiCyw5el0HQ1xYBJSeGNYDwyDkIIiloReTWPoBysK5OTjAC2KTnKf6rlzRaziAVYrJ61lJIkSHjq/qdMuo/p4WkMegfZYVOQEPAEcGDgQMWBcjw8DhDgevo6nlt4ztRnpygi3MI6v9Vz2ulyHGcvnsXgZwYhnZXwwDMP4J5D93S91Ee98TVzfXV5KGv5LR06xsPjiPgiZjvdSEevlu3y2uWOpMHbzbNBU1Ov7ZPTJ/GL7/xFiBBR1IsmdcEj73yka2WYmp3PVtq006uqqyhqRVy9cRWvJl7F1RtXUdJLyBQzLc1BN2gUWtFvp6kUuk3N0On2+7HkkKvgekLIcwDeDuD/A5AzPqeU/nj3RNtGN4PrU4VU3cORSERMRibhET1QdMWcMLtAXF1nb8iAuzIZBtkqAcHIwAjWt9ZBQDAeHq/prxr1ApePTx43XXrWGLZ93n2IBCIVbRpmXVmQUdJLWEgtuJbBKsdSZgmKprCajLoOj+ipSRoY/MwgS20Xt1lMVE1FQA5g81c2HcdnuFVBAVmScSh0qKFcTm0Zc2Ucun0eHzRdgyzKOBg6iHgujtGBUdcB4dXzcPXGVZM6YyQ40pbcnYB1fgOeAPKlfNdkMFzJAgSIRGSxjdDx2Hse63iJGgPNjq9VfXQ60cHtWOZT8xgODGNkoHEiSrNwM6aZWVbofmNrg71YUUCDhmH/MJ68/8muHKI7vV7d6vW1xGsoakXGM1iOxzXoBw6HDzc993b6vbJ2BQCLB26mrXbQ6bXb7WehF89aL9ByjJcFjwH4UQBnUUkrsatx6u5TjszqBpwKOju5JSRBqildYwfj0AUwa8pafg0SkSAQwVUB6XrmU8OlZxzqjDEmlWRdtvJELtGUDFY5DNebqqnQqIaIL1JjzjVS21VNBdXZtTp0nLr7VN3xGW5VEJiHolbN88ZcGfxbqsZcghE50lLaej3qjHbl7gR6ydjcC5b0avSqCHcv3BV2sg37hrGeX98xV3B1oXtRFJuqktEselVlwk6vRsIPtfwhINgf2N/S3O80jUI9Odrps9vPQj+6BjsNVwcvSulFu7/dFq7bOHPfGZy57wwGPAMVnxuuIuNwZGSsWc2ddm4J48Dlk3wYC45VuKoECBjwDJhV5406hl7RC0lg2ZVWZvvq/qpRz3xquPQopRUxZhrV6rKVV7PrN5LBKofhegvIAQz5hzA9NF3zlnrmvjN47D2PISAHUNJLCMgBR2uInVvV6upp1TxvzNVtsdswHBhGQA5g0DuI6eFpx8oBzTCtTw+XWfWHptuWuxPoJWNzL1jSq9Hs+FrVRy/cFXayxYIxRORIV/p1M6a55BxUXa14QW2mSkaz6FWVCTu9DvoGMRmZhCyyUnGyyJ5dQkhLc2+n33oVNrqFTq/dbj8L/ega7DTcuhrvBiuUfRSADEAEkNvtdBIAc4/8xt/+BnIl04MKr+hFSS+Z2Xce0QNNZ4SnkiDhsfc8hneOvbMm3bWaEwlgJlJZlAECXF2/CkVXIBEJ49FxRuqmlcwAfY/gMaknRIG9WcYGYpganGqY3mytTn89fd3klqKUmpxjALOuWTl17vz8nXh943UWPKtrECCYsWvV3EWNUqO7xfTdLg/LTlWl30mTuZU/TiACxkJj5uEvp+QgSzL2+ffV1Uk9vdl998AzD7h2JXcKzeq4l3PS7Lpz6/pz22Yn1v2dn78Tr629ZtLhGBZxgQgVPF6N4EYWg6swp+Tgk3wIeoLIlrIoqAUMyAM4dfcpfPnyl3F14ypAgSPDR/Dp93664Zjq6dXYt+eSc0gWkq75BdsZZzfubQY3Wz9u5bi8dtmWPqhbaJnHy9LAtwB8CMAfAbgLrHbjEUrpr3ZSUCd06+B19uJZnL141pbLS4BgZiVa47UMS1LEF8HIwEhFHMKDdz6Ip19+uiKWYLOwCUVTkFEyEMEyJUv6drD+2tYaCAj2+fdhLb/GDneEZQYa8WIHBg4gFow59pPIJxDPxjEaGEUsGMPC5gJjUYdYwcxvkEHG/DHIHhkP3vkgPv/Nz2N9a71GtqnoVEWMF4CaOIlkIWlmepa0EhbTi6CgmIhMwCM0jg9zi3biTHoZ49QvfTeK27POm5Nc9WQHateCoiu459A9+INLf3BTxnh1Wy439zTTZifGabDWG/uSAQECYgMx1zFebmQxrlE0BavZVei6Dg2a6R2IeCOMj5BSeERPR/aARvtoszprR+f9vC77uR+3chjrioAABOZvYDfl6USMFyilrwMQKaUapfQpAD/SKQF3CudfPG/WFzNcfwYoKKaiU+ZnAhHgFb3wSl5QUKQKqZo4hAvzF2pMpCPBERRVZqERRREe0WOSEW4WNnFs/zEcHT4Kv8cPn+SDLMjM4iTJkEWZUTNUVZ2vTm+urk4/OTSJfd59IELluIJyEOPhcYyERsx2or4oJqOTkCWWZegVvfB7/NChV5h4G6VGGzQNBqVGJ2OJTk6fxEhwBB7Bw1j5JRmT0UlEfdGWUrp7FWe1UyZz65iN+fUIHixll3AgdACxgRgGfYN1dVJPb07fLWeWXbuSO4VmddyrOWll3TWSrZk2O7Huzz1/DlFfFFODU/BLfnMf8Xv8TQXWu5HFuGZkYAQT0QlYtmJMRCdQ1IrQKSu31mysmZNeL8xfqJBrZGAEo8FRZNVsS2ujHZ33ap+62fpxK0eqkGKUT1X0Qb2Wx0DjKHCGPCFEBvAdQshvAFhBE4e2fkWmmNmmfaiy/EmChJXMilmEWqe6yZFlBF5evXEVI8ERRLwRMw7h5HRlsdDRfzeKvJpnJAM6gUfwQBIkUJ31F8/EkSvlzJpbhqsPYASusiDXVJ3PFrMIRCur0wNAVsni1cSr8IpexAZiCNMw3vjEG7bMvdZ2CCFmQVoro69hon3kq48gno0jKkexlFnClrpVkTH5nfh3oFMdHsEDURAr4sMuJy7jxNMn2jY3p4tpvGX4LUgX01jNrWIxtcioMbbqu7DmknMY8g1VfBbwBHB5rTm5WjWbV6+HTrbthOoxR7wRhIfD2Cxs4usPft1cD1bYxf45XWNUQbCipJfwwrUXMJecw9tH327rlnRT2aAVuNFx9fXAtovc2HxbZSK3sza9cO0FVnLIUkR9wDOA+eR83SLq9cZSb04qKjN4w3ht9TVzb/NJrCxZ2BuuGytVPbbLa5dxMHSQ7Q/7K/eHRmzu1u/imTgOhg/aym03tog3wihnIEODhog3gsXUohnsbqCZWDM7vT7y1Udq9BkLxOARPDWM5m7mvd78VMNJ11YYz1S99dIsmpHRSVY3crTSTzcwl5xjcaYKizMlOqtEYkd31Eu4PTz9Y7C4ro+B0UkcBvDBbgnVK9hVSDdgx7diHL7Ma7QSFlOLSBXt2dRnZmeQKqbMzYJSRripaIpJRLhR2ECulDPb1cFY8QtqgXF8aYrJQg8wxl2DPd2ASERWNBVsUZU05l4KeUMAnJl7q9sxPp+MTtawB1NKEc/HkVNyjLXf4nrQqMbIRHV2eDTkTWQZmWwnGIinolNIZBNYTC8y2goiQlEVpJRU3fZaZey2optMzd1ouxFTsxsm53rXVH9Xj9W9mcoGvUKrOndzn3GNwf1lFFHPl/KI5+LQqd7yPDvNSUgObVdmICIuJS5Bx/YL4pa6hfnUPBJZ5woZdmNLFVNI5BM1/dntD3ZzbnwnEAELqQWkiqmadpzG5hW90Khm7iVe0VtDRm287LXKQO6W0dztemmnvWpdd6tSQrMs7q0+K/3CFh/2hs1QC6D8G6yz34+dZK93m9W4QCndopSmKaWfopT+87LrcVejbp1KENPaZQcj7ZhQguW0PZv6uefPYdjHWNCtKcoGOatR/8+O3d7IctSh11Sdr6Y8MALnrcSgBMSsrumUnluPOqHaVGxkNTmx8RuflfQSYgOMNX+9sI7hQH1mbLc4fe9prBfWGVt/Oc4OBBgODLuiu2iWsduKbprNu9F2o3RsN+na9a6p/q4eq3szlQ16hVZ13ozLzKh8YBDqGi8qoiC2PM9OcwKCCkoY675m9q9rWC84V8holsqiGVf0WGiMVZ1IL7teb1ZaFiOm1gib0HQNmqZBpSrC3nDXaRHcrpd22qvWdbcqJTRL1dDP9CuuQGH+1lpJszVd21GKiroHL0LIq4SQV5z+9krIbsEIXncCpRSCjYqM4HNZZAWpddQyrwPMzBkLxjAZmTRjJIwDylR0yrQUWQ8yxr91qsMv+RHxRTA9PF0Rc1BNeUAIwWhgFH6PvyINOqNkADjHONSjTqhOwdaoBlmQbfVkJCB4Ba9Z1+1A6AAi3ghigfrM2G5xcvokIt4IZFGGSlV4RA/GI+OIBWKu6C6aZey2opuUDN1ou1GskJs4p3rXVH9Xj9W9mcoGvUKrOndzn3GN8bxY3fuyIFdYipsdv9OcpIvpCkoYazKQ0T8FRcQbqevGbIbKop4uqr+L+CIYD49Dh+56vVlpWTYLm5gemsaZ+87g9tjtpvv22P5jbZG4uo33c7te2mmvWtfdqpTQbIxjP9OvuEFaSWM8PA6f5IMksJc+ASwrdycpKhrFeP1oT6TYIYS8ISQLSdvv6pX8oaBYza1iJDgCiUg4EDpgG/MQ9oZNc6skSPCIHkhEAgijqDAOdVbLGgU77A3IA4j4Isgq2Rr6BiM2CRRYy6+hoBaQ0BKIyBFAZJvvSnYFtw7darbrFDti/dwa05UsJKHqqsns7BW95lisOjHKFBnM79bUa7s0bqt59+zFszj/4nlkihmzDqI1ELtan37Jj0wxUyG/XXFtu3gE69id5ArJoYq4r7HQGL4y+xUkC0kskkWMDIxgLDRW0W+78VlT0am6OrJDPSoRpzFXw01clNPaMPqwzvPs+ixj7deK8IpeRGT2wgDAdIEV1AIAdlD3St6Omvqd5sHu81Z0DribK+Mar+iFoinwiT7o+naIQnXYgJ0bqt44rCnx1j5nN2aRKqRMehqAPZs+ifUvEAHH9h9remwGtUL1PthIF9XfeUQPjuw7YlKYVFsJnZ6f6sSMeokazT6Lbq9vZr24ea6c2jsWO1azd1rR7L7gNJ5mYiJbfVbc9DMzO4NHv/Yorq5fBQhwZOgIPv1DjelBmoEh/5F9R8zPDIqQnTp0AQ0sXmUXo+PfXgnZLbxt5G0t3UdAoKgK5pPzSBaSOH3vaVtf+Gp2FfFsHAupBRZoS4kZXLySXYGiKY59eEUv4tk4glLQtrJ9oVTAfGoeuVKOFfSmOjaLm8gpObOfRC7hOiagWv6gFEQ8G8dqbhWUUjPmotrNaPCFGczvbt1VRnmZvJKHLMjIK3k8/tzjOHvxrK08sxuzuJa+hoJasNW/3T1O8Qh2cm0WNpHIJcx7X119FV989YvIFDKQBRk61bGSXcFSeskcx/HJ423HZzVrkq/Ry/osHn/uccxuzHY8/sypz+o+jk8eRzwfR1Etspp+ahHxfBzHJ4/j9L2nsVnYRFEtmqZ+HSx20Tp33ZDv7MWztp8fnzzeMSZypzVfXclh0DdoGzZgvbfROGY3ZrGxtYG8kkeymMTsOouTGwuNIZ5l+q+IW6Vw7ZKzG1uykMRqdtV23ptxRTu1Zd3P2l27zcYiNXP9TjC/t7svdGof6JbL0KAqubx2mf2GUIor61fw0LMPdXTv6huXZxVcxXgRQjKEkHT5b4EQohFC0t0Wrtv4zup3bOOVnGDwExFCQAmFLMiIDcQc6RYGfYMo6aUaGoSRgZGawH0rRIFxeI0GRjESGrGlb1jLrwGorPcIMOtZM3QLBqrlHwmNYDQwiqzCUqtVqmKfdx+CctA02Rq+cyvzu1t3VaPyMtXyGOnAXsnLXLxV+re7xykewU6ukSArgG7cu1lg2ZKUUEiiZAb3JnIJx3T0VuIwmjXJ1+hFKVOJFFIdjz9z6rO6jwvzFzAaHIVX8kKDBq/kxWhwFBfmL5hUID7JxwqkExGSIJmZt51463SSr5p2pR7tS6tM5E5rvrqSwx0jdzDXWVXYgPXeRuNwSon/yuxXMBpg+gcB/JIfIsoxZi5dcnZjq0c70owr2qkt637W7tptNhapmes77TZr19XfifF3UtZWcO75c0gX0ybNkigwvrZMMdPRvatfXJ7VcEWgWnEDCxq4H8DdlNJHXVwvAvgWgCVK6Y8SQqYA/D6AfQBeAvCPKaXOph90j0BVOiux4PQ6QfRWBKSAGRx/R+wOJAtJLKWXMBoaRTwbx8HgQUT9UfN6SileWX0Fbx15qxlrkSqmEM/EkS2x9FZJkBhFRXkeRCLicOSwmbJvjRF5ZfUVEBDcMXIHXlp5qdb6VHYHvOPAO8z+DWqIRrBSTqQKKcYQrxYhCAKe+UfPmKnXhBCkiimsZldRUAsQiYhnfvqZpheydFZilqSy9cPqyvjqA1+t6A8AXk28ahLC3hG7AwCwlFpCYisBAmJmcN4SvaVCZ5RSLGWWcGz/sbrMxdWUGy+tvASAHWz9Hlb6qaSWoFIVE9EJTEWncClxCYfCh8x7ltPLSOQT0KiGqC9a4zrtBKrlfDXxKkBZUoNH9JgHGp3q+Lm3/VxdV26rfQKVa8vp+6X0Eo7FjuG5hefg9/gxOjBqxqxY56WZqgx2LhSn/l9efRl3jtzpKLcbuHXftOpyrqBdaLCHvLb2mhmqYNC53L7/9o6M0w6N5r3dtqz7WTfar9dWK2PrFyZ2OxjjMeh2iloRsihjQBpA/HQcgHsqlGaevWrMzM7g0b981LG6gNH+cwvPmVmrRiIKpRSaruFg+GBb67Zf0BECVQOU4X8C+GGXt3wCwBXL/38GwHlK6a0ANgH8fLMydAoiEV0fugCYPF5e0VuT7itAwGJ6EalCZcq0lbIhVUxhMbVNhwAAqq6ahy7jUBeSQ7bpuAYHmCG7cVgxgk2Nz639u42hMfpLFVImZQMBgQABH5v5mBmvZoyhpJXM0iGtmLRD3hAUXakJBgaAh599uCI+DqhNL19OLyOej4NSaroqUwUmmxUGdYSTm8aQu1rfhh4NvaqaihItgYCYpvy0kkYimzDlWcmtmO7Yatdpp2Anpx2VSL6Ur+vKbadPoDE9hZVKxC/5oahKxfPhROlR7R6c3Si7UtedXamONAveUFsp7W7dN52ip2i0h3hFr5nBbOxDnRinEzpJCdBoP+tG+/Xa6hWtQq/QiG6nGSqUVsMYjAojV9avmO7Dy2uX8fCzD9fI4PewZDODWglga1oSpB2jeOgl3LoaP2D5+1OEkE8DKLi47xCA9wP4r+X/JwBOAPjj8iVPA/iJVgTvBAyiUrcwDl6xQKwm3XcsPAYKiuVMZcq0lbIhnokzigeCimy/iiykckmDRpXt9wf2m/dKRDKtX1FftCVfttHfcmbZzL6khGIsPMYCeSnY9+llEErMeJ2x0FhLJu1Td59yLNWULqbN/sz0cl+kIkZmNb8KAJBFucJVubG1YUsd0Yi5uFrfg75BNh+UgOrUDI4eDY5up4AHhrFeYCngBgcPAYEsyjWu006hWk5j07KmSxMQrOXW6rpy2+nTDT2FlUpkNDTKmMgpEM/F61J6NKrKYOdCaYUuxQ3cum86RU/RaA+J+CKMF0xTK+Iq2x2nEzoZH9NoP+tG+/Xa6hWtQq/QiG6nGSqUVsMYzj1/DpliBgIRbKsLWNsfHRg19ywrr2XIG9rx+KtewO3J48csf38YQAbM3dgIvwng/wZMs9I+AElKTR6H6wAO2twHQsgvEEK+RQj51tramksxm0NJKzW+yAKP4MHR4aPQy3+s6b4RbwQTkQkW5O5A2bClbkGWGNXDWHjMjJMy4BN9mBqcQqaYsfVNWyvb+z1+TEYmMeAZMBfsh+/4MN468taWfNlGfzrVGTFhma7BYOXPKBn2fZmY0aCsiPgiLaU5n7nvDMvCtECECJ/kQ0kvmf2Z6eVD0xUxMjrVK/iSAHYIA2BLHdGIzqBa33eM3IEP3/FhhHwh89B1YOAADoQOmP3FAjFEvCwF3LB0yeK2TCIRkS1mm9JLI1TLKQgCRgOj8Em+CioRHXqF9bMdeVqhp7BSiUS8EYxHxiGLMgqlQl1Kj2wxW5G+XtSKEIlYU73But5aoUtxA7ep9J2ip2i0h0wPTWPIP4SAHKiIq2x3nE7oZHxMo/2sG+13snRUNyllOoFGdDvNUKEYcPPsWTGXnIOqq+Y+C1RWF7C2H/FFMBmZhE/ysZdFQnB0+Cieuv+pvnHfdhNNx3i5bpiQHwXwPkrpI4SQ4wB+GcDPAXix7GYEIeQwgBlK6e312upWjNfgZwYd6SSqEZACuHXoVuwL7MPltcu4sXUDuq5jQB5A0BNEspg0M+5uj91umxZ752/diddvvA6VquaC1qlu1oE0CmTfuu9WvPzRl+vKY6TiXklcMV1gkiDh6P6j+ODRDzbll7fCoAZIKakaaoCvP/h13Pn5O/H6BhuDV/RiZGAEkiBV0EhUy+kUV3Dn5+/Ea2uvmTqQiGS6L9996N227RkY/Mwg8koekihB1VSoVDVN1X/yoT8x+zDSspcyS8w9KgjQdM2W/qKRXqrTqo205K8/+PUKeQyomoqAHMDmr9SWNepUvIjTfMXzcdPi5UYet5iZncEvffWXzNJBAU8AP/mWn8RyZrkihk7RFQTloElHAlTqy0mf19LXQCmteUYAFg9pctsNTbuat3bQaM6bvc6u/dmNWazn1s0fN1mU8eZ9b8bLv1j/+TfQi5R8uz7bWbvdvL9RjFGrMjW777WKdnRjrEOVqljNsjgv4/dkn3+f4xo1CHFfuPaCWZA8W8qaZXa8ohe3xW6ruMduzCeePoFvXP8GNKqZL58lrcT2W0mGT/IhKAVNipJG7e12tB3jRQi5hRDyp4SQNUJIghDyLCHklga3fT+AHyeEzIMF058A8ASAKCHE+DU4BGDJ1Si6gFN3n3J1nWHJSOQSZqyQEZSfVbJYya2w+oXlAq52abEzszNYza6ipJdAKSvjYY3XMOoflvQSVrOrdWMHjFTc11ZfQ4kyawwFu/e11ddw9uLZujEx9VCPGmBmdgaJXILFFFHmn19ILWCzsGlrHm5UViSRS1QQxio6K6fkho361N2noENHsVSEoiumLqPeaMV4zfR+BzdNs65YJ9eEIY+qqaA6oxHQoduusU7GizjN1w8c/gHX8rjFzOwMPvzMhzGXnDPd4/lSHl989Yt4aeWlihg6kYoVdCRu3JObhU14BI/tMwJgu/ROlq3HbsOtO6pVl9zxyeNYTi+joBVMN3FRK+Ja+pqrtdCrlPzqPttZu928v1GMUasyNbvvtYp2dXP63tNIFpKYT85DUVncp/F74kShYqXEORg+yDggcyvYKm2ZccQlvYTkVtKV+zbkDUGnOmOGV1kJOUIIDgYPIigHEc/HsZqx3xP2Ety6Gr8E4A8BHAAwBuCPAPxevRsopb9KKT1EKZ0E8CEAX6eUfhjAXwH4qfJlDwJ4tgW5O4Iz953BZGSy4XUBTwDj0XFEfdEKWgODJsKAV/QyYlSbtNhzz5/DoG/QdCUAMAlUTSJVqmMiMoFB32Dd2AEjFdcOOpirsF5MTD3UowY49/w5RH1RTEYnIUuMtd8jeDASHLF9K2tUViTqi2JqcMpk9QcAv8fvio36zH1n8Nh7HgMRtpMKxoJjmIhOVIzXTO93cNM064p1ck0Y8gTkAEp6CQE5gMfe85htFmEn40Wc5osQ4loetzj3/DkW7wFiWiYNpIvpihg6hSoVdCRu3JMjwRGMBkcrnhED1r5GA2w9dhtu3VGtuuQuzF+AR/SYMZUGGXFRLbpaC71Kya/us5212837G8UYtSpTs/teq2hXNyenTyI2EIMslOl2RNn8PXGiULFS4kR9URYzWy5x5ff4MRYcg1f0Yim75Mp9+9T9T+Ho8FEQQsxkqKnoFKL+KEYG2POdVe33hL0EV65GQsgrlNK3Vn32MqX0TledlF2NZTqJW8AsYEMAvg3gI5TSYp3bu+ZqBICBfz2AvJq3/c4n+nAwdNCMaxryDdWkdG+pWwAqaQfs0mJHzo0gr+ZRUAt1Obx8og8gzC30gxM/aGtqnnpiCkvpJZYRacOsDzC3zJ0jbHqstBeNzNdOadZvJN9AqpBiVj0iYmRgBAdCB2pSsJ3S41PFFK6nrptZjB7Bg/HweE3qvF06dz3zeydT3t2ibbZ6I/VbSZsuAWPzi/9yvKm+L69dxsHQwZ6Mf+qJKcwn59kxgWxbKg0EpEAN1UEzcljn8tXEqxVs936Pv+V2u4FOuIqnnpjC9dR1M8mEEGKW3DoUPtTwObiUuGRaCY1Q0Xop+Z2SuZ3nrZv3U7Aah0Y9TPYli1XyCB7H/c8tXUorz2szmHpiCiJEJPIJM2wgFohBh97SM2Q3lkbX29H2tELB8ujXHsUrq6yqoF/y42D4oJlcUygVHH/b7NrqRjWCXqATdBIzhJBHCSGThJAJQsj/DeCrhJAhQshQo5sppRcopT9a/vcblNJ3UUpvpZT+w0aHrm7iI898xPHQBQAFrYC55FwFvUN1SrcRIG8Nkq9Oi52ZnUFaSWOrtFX30GX0WVALkATJ0dQ8FZ2CR/DUJX/VdA2pQqrpKvd2adaLqcoUd53qWM4uYyWzUpGC7ZQev5xZxtzmnOlSMUzg86n5mtR5uxIq9czvnUx5d4NOuAmnolNI5BMmLYdEJCiaglQx1bRLJFVMmRmVBro1/qnolG3tUgN2VAfNyGGdS+M5sz5brbbbaXTKVRyWw2a9VoD9wCmaAoEIrp6DtJIGAak4/Dql5HdK5naft27ePxWdMnkRDZT0EjSq1d3/3NCltPK8NouwHK6kg9AYBUtIDrluo11ajWrankb3V8Pq/jae24JawBsbb2A+xVygPsnnav11sxrBTsPtwesfAfinYG7CCwB+Ecx9+BIYOequxB9c+oOG11BW3twxVijqi5puEE3TbNNizz1/DsOB4Rr3ST3UMzWfvvc0wt5w3fsFCIjn4k1XubeLV9nY2oAAoeawF8/GK3z0Tunxq7lVc+xGvJxH8ECjWk3qfLW/v5H5vdclITrhJjx972ms51nqt2GSBwGGfcNNu0SGfcNYz6/3ZPyn7z2NiI+VwjGyXw2EveG2YuiM9o25jAUYCazBUddOu51Gx1zFBBXPE7X8cfMcDAeGAQAqVR33nk7L3O7z1s37q2OMNE1DSS+xMIQ6+58bupRWntemQWC+mJqUPuXfH7dol1ajmranFQoWw/1t/F4YZcI0neltNDTqav11sxrBTsPVwYtSOlXnb6Mg+75FI+uTURLHSu9QHSv01pG34sx9Z3D7yO3mj0R1Wuxccg6xQKyC+qAejLcOwD599+T0STx5/5O4feR2eMh2bTYCAr/kx4Ego5solApNV7m3i1cx6CMksfwwke1Nweqjr5ceb2woBt2CR/Bs15is4+9vlAbd65IQnUgrPzl9EmE5DFmSKyggYsFY3Xbs+o4FY4jIkZ6M/+T0SXzxA1/EVHTK/GEIeAL48B0fxjsOvKOtGDqjfWMudeg4OnwUt8Vuw3BguK12O41OUQuki2lMDU6x8AKw59cn+TDoHXT1HMQCMQz6B3Fs/zHHvafTMrf7vHXz/uoYI8N1OxmZrLv/uaFLaeV5bRbpYhoTkQl4RI9JCTERmUCmmHHdRru0GtW0Pa1QsJR0Rq5t/F4YhgkKalIUAY3XX7Nrtt8pP6yQGl8CEEI8YFau95Q/ugDgP1NKmyPC6jNIglT38CVAgCzICMkhnHj6BOaScwjLYYwER5AuphH2hnEjfwNPfecpTEWnHEvnGBXS/ZKfvVmU/1T0RQSTwd44oAD1zbz7/PtwMHIQyUKyNnXfmzM5p5yq3Dv5w42/xvcAsKVtARrM+B6BCAh5Q5WxEjaV7D2CB1FfFIqqVKQZG26jRrQRdm06yf+5932u5R9kO10AqPmsnjyN2rem/eu6XhGH4aadqeiULXXEsdixjqVjG3q4lLhkFnQ/tv9YxdpoJ7aqUQyG0Uen2uuGjG7WgBu5jHaMVH1gO72+uo1kIYlsMYuiVtyee18Ex/a7m/tW122zujGusaO4ANCR57XeGqn+zqBYMJAqpLCcWYZOdZx4+kTNnueE22K32dIxdNLlbczRkX1HKvo4EDrQ1DqvHsvM7Iz5++X2mWs1Ccdg0DcpgkQJRGehJT7RZx66AFa9IqtkMfXEVMvPWXXfnVjjvYBbV+PnAbwDwH8q/31H+bNdjR84/AN1v9fATPfLmWUsJhcBHbi8dhmXEpdQUAq4vHYZV9avQIToqrp9xBdhBbZtAuIN6xoBgUpVxAZijmbeal92UAo6pu47mZ6tacROKdTG91Ff1OzbcDNpVMP7p99vO047BvFqF4BKVVe0Ea3K3wzsYgMefvZhPPTsQzXtO6Vl1xtHddq/pmtmuSRd112np9ej+ugEDD3Mrs8iWUwir+SxsbWB2Y3ZjsRKdDoGoxsxHW7abOTOcStXvXaq2xCJiPWtdeRL+e25b4JWoxMuebdlZ+woLn7myz+Dh599uOfxN9ZxJ7eSWEgtQNEVHAwfbEqGXoQ0dGOv63XckxEGU+P+lkMIe8Pm2FZzq4hn4whKwZafM7u+exl20g7cHrzeSSl9kFL69fLfhwC8s5uC9QLVFgena8LeMHweH9a21kAIgUhY5okAAQQE8VycudAg4tN/8+kaK5rVTTkcGMaAZwAewQMP8WDAw9J4Q94Q9vn24fbY7Ti2/xh0qjuaeat92SOhEcfUfSfTszWN2CmF2vhe1dUKFnSRiNjn34flzLLtOO0YxKtdAMf2H3NFG9Gq/M3ALjYgXUwjU8zUtO+Ull1vHNVp/2YWG7ZLL7lJT69H9dEJGHpIKYwyQhIliEREqpDqSKxEp2MwuhHT4abNRu4ct3LVa6e6DUVTIII9g+bcN0Gr0QmXvNuyM7YUF0oG6WK65/E31nEvZZeY6zE6iagv2pQMvQhp6MZe1+u4JyMMptr9/Xsf/D08ef+T5tiyShajgVGMhEZafs7s+u5l2Ek7cOVqBKARQt5EKf0ewAhVAdQW2ttlmEvONbxmS91CqpDCUmaponQCALM4saqr0KiGglbAi9dfxORvTiLoCYIIBFkli4nIBD757k/iKw98BV9742v4ta//msms/KahN+HT7601w1s/e+Srj1SYYueScxCJiKs3rppuh6AniEKpAOpzpgexWtrmknMY8lUmpJb0El649gKmnphCPBPHwfBBpIopk8HYsMrdOXInKKWYT87bmsC//uDXzc+tslvZuM9ePIsHnnkAmWIGIW8Ip+4+5WjetjOFP/LVR0z5U8UUVrOrKKgFU6ZmHjYnXRCwWoGruXIKuShjJbPiytVSTflgtKeo22SvBuHuHbE7zJTtRnLGArEKl3KykDTnzI2r7ezFszj/4nlT7++ffj/LOk3OmXNulAoB7MsrtYpqPacKKcRzcby+8Tru/PydACnHPdmwkdvp3G7e2pXTbZv1XFPNyOXkFnpu4Tn4PX6MDowi4ouY689w/xa1IpJKEpcTl12PrVk3rttxXU5cNl1ZS+klc60TnZgxPjrVzdJb1nud9pBqnbh1s1mvDcthZJQMczUSxqIuEAHf2/geAMAn+RD1RjGfnMfUE1OM7iAbR0ErQICA8cg4/tP7/1NFrJcb/bXCnl8vbKJirzP2I7WI+VTjva4bz0gjNHIFA9s0FoC7/dv621VvPbS7xnsFtzxe7wXwFAAjuGMSwEOU0r/qnmjb6BaP19RvTmE+Nd+RtvYH9mNjawMewYP9gf1Yya6YRaQ9ggeKruAn3/KT+NKrX2KFf4kAUPb2GpSD8IpeDPoGEfAEsKVuIVlIgoKan+VLeSi6gs+e/Cwe/dqjuLx22SyxU9JLKOklVtph/20V1wLAx2Y+BlmQK9oJeoJQNMX0h6eKKcwn5yELMt4y/BZ8d/27KGpFEEKg63pFAeY3Db4JkiBBlmRklWxN2w/e+SCefvnpms+Nt4+zF8/i8ecehwABImEWIB16UwSf1vIYi6lFCBBMjrHR0GhTbzp2JV+urF1hlsty5plABBanBg2HwocQC8RqxgVsm/atY59PzZtljcxMpTJ8og+3xW5zXWLGKmf1nNnJY0W13hWdxd3t8+7DxOAEvrv+XSi6YnJJiYIIXWd1O5spr+RG/lQhhcX0IssUAzG58iYiE+bzUm/9fvbkZ3Hu+XMtlepxK2OrbbbahnXtXE9fh6IpAAHGw+NYza0ir+ShQ4csyhAIK30lCAKe+Uf2saWdht24VjOrWC+sYzIyiZJewvc2v2d+Z2RsSoIEjWrwiT4c3X/U/D6n5CCLMrKl2j3EWMN2z5PTGrdeW9IYXY1Rho0QUnHwsz6Hxt4bz9VyckW9UXzpg19yrV+DPX9ja6Nijx/2Dzta+BuN0dzrdBWL6UWmVwqIQuO9rhPruRtws38Dtc9+vd/FfjtwdYLH628B/GewYtcb5X+/0Bnxdg5r+c4V317Lr5nFpVdzq6CgECDgRv4G/B4/ZEHGf/vOf0NOybHgdEGAILIfwHQxzczzogRFVyAJEpKFJNKFNLwS4zPye/zwEA8zxdJKN5Xh2jQC36vZnO1MzSCo8IdX006MhcbMmCxJkMxNSiQiljPLUHQFoLBt+/yL5+uat8+/eN6sI0gE5tISIOD8i+dd69vw5y+nl0Hoti7GQmMt0TtUxwaEvWE2ZsrGbJSIMlxv9VwtdpQPhnvRmCfL/7iORaiWs1mqkGq9G3OaVJLmnBMQaDrjllI1ZsmN+DpD4WCVP56LA5SNXxAEs1ZnIpdwtX7PPX+uKzEdnWiz1TasYx0NjTIagTLppJHmLxDBXI8gwHCgw5QGTY5rvbDOwifkASRyCUbmWoZ1f6qO8TF0AmK/h9iFPDRa49ZrE/mEyQOnQ694/qpBQGp+C4xMvLRSn/XeToZm2fPdUuYsZ5a3aSYIxVi48V7Xr3FPbvbvZkJA+pEyoh7cHrx+F8AUgMcB/EcAtwD4QreE6hUMVuxOgYIio2RMS0KJlpBX8/g/N/4PVrIr7DtNYT/iVAel1DxAabpW0Y6qq+bfkl5iMR6CiNkbs9gobGAsyCxpBnu9BAk6LCziZXOyU4ptppip8IdX005EfJFtskzC2Id9oo9ZwKiOz578LNJK2rbtbDFbN603U8xUxIwB7HCTLWZd69rw5xuWEiPFO+KLtETvUB0b8OT9T2LIPwRZlM3UblEQIQtyhcu5ui8nygdCiEkbALBiyD7RB1VTXcciVMvZLFVItd4Na7fxoxTxRTAeHocgCBj0DiIgBzDkH8L0UGcoHKzyF0oFNmeRcZPg0nBrWsdRL0W8GzEdnWiz1TasY414IxiPjEMWZRRKBUwPTSPii8Av+c31OB4ZRyzQWUqDerAbV8QbQSwQA7DNEC8LcgUXlSRINTE+hk7SRfs9xBhTMxQB1muNChkAzCB/JzgdzAxy2mb0O5ecg6qrFSWuDK9EqzQI5l5X5s4z5j7ibbzX9Wvck5v9204vJb1UE0Pdr5QR9eA2xut2Sukxy///FSHEfXBBnyLkDSFZSLq61thAquMU3MA4QAHbtRSrI+Q0qrHipppiZg1KRGKHM7LNAHwwfBAAsJZbw0R0AgDMoqgewYP13DrWt9ZRVIsYkAdwOHIYOSVnviEA2ym2Vn94ddo1AHglxl58dP9R0w+vqip8HnaAcErfDXqDyJfyjmm9IW8IeSUPybL8NKoh6A02pdeT0ydxz6F7XKUQO8UF1IutOLb/WEXbV29cRVEtmnqx68tJJ36JlbzxiB54RS9GgiOQiGRr8ndD6QDYz1m99OlqvRNCQCmtOIx5RA/uOXSPrRuik7E4krjNMO4VvVA0Fi9pMGYbqeYFtYBENoGx8JiZim4do11MR6sxQdWUKu3ATRvV8XZRb7TiuYl4IxVrxMlt1CyNhRs0opoxcOdv3Ynvrn+XZbHpGiihEIiAoBzEkX1HTLeWNQbH2odRzswn+RCUg8gqWeRLeZY0dG4Eiq5AVVWMhLbjGp3WuPXZM9a0cfiyWpkFIsAn+bBVYuXevKKXZVtXHb4oqEmbY0fHYKcjg05Bo5opg051eASP2c6lxCVkS1mUNEbuKgoiVF2tiN2sHuPJ6ZO457C7vc7NPLaLTrTrZv+e3ZhFqrBNn2NYfK2orp7SLyWD6sGtxevvCCF3G/9DCHk3djFjvYFqOoR6MKq0u0HFQw7BzEaqBx06cqWcWeICYIzUV9av4PWN1zG3OYdEPoGJyATeceAdyJaypvk46AlCB3u4l7PLUFQFAMzSDDe2biBZSKJQKiC5lURezeOjd30UWSWLolqETnVbk3TIy9wDq7lVLCQXUFSLbFOVgnWpFU7dfaquefvU3aegQ2ds5DpzaenQceruU67nw4AbU7pTSvXZi2frplrXsDrLZVZnnzOrs508Rj09a4D9fHIeyULSkSrEDaVDs26Ear0b6zQqRxve3ygt3S3VgHHNweBB0wow4BmATnWTRsWaam69LllINhxjM+nzO1lixIi3yyt5yIKMvJLHtfQ1xLPxugzqnaCxaAS37czMzmA1u7odTA9iWiRiAWc6HGsfQZm9bOVLeaxkV5BVsqyMkk6RLCYhEhHxfByrmVqqnGoY+jGCz62wxlUKYPFxRuxmxBfB/sD+iuuNlwK/5MdqdtX13nF88rgtdY5X8mI1u4rZ9Vnc2LqBfClv6mqrtIWVzIotHZDd+Nw+791a351st96Yjk8eRzxbSZ+j6ipkUXZFwdLPJYPcBtdfAfBmAIvlj8YB/B8AKgBaXUC70+hWcP2Jp0/grxf/uiGDvQjRNIm6hYcw9mHj7UrVVdPFqNLt/mRBxk8d+ynMvD6DVCFV4S50A4EIjK0+dACLyUWU9BJkUcaQfwhRXxRFlZn/o/4oltJLOBg+iJ9/+8/jvsn7KtqRBAl/s/A3+M8v/WdcT1/HRHQCv3zPL0MURHzkf3wEOSUHn+TDyMAIIr6I+SZ7+t7TOPf8Ocwn5zEZnax5G6z+3IDxtp8tZhH0ButmNTZCo76cLAXxXByjA6N1A0+r2z4+eRwX5i849mV3z42tG1BUBaqumhmSEpFw69CtFZmeVlmXMkume7legHujsVejWu9GVmOj+xsF6boJ4q1JDrCQWR7ZdwQgzB26WdhEUAqaVg7rdfccvqfuGJsJJt7JwOPBzwwy66O4bfVVNeZCfNfBdznOR7357tR43LZjDfo21rWR+TwyMOJ6PaWKKcxtzpkvnB7igUfyQNMZS3zEF0FWyWLQN9hwjc/MzuCBZx5ATsmxyhjQUdLYC7MsyBgLj5lZjkeGjuCDxz5oPs+U0pqsxrA3XJGEZOii3t5x+t7TNVmNoICiKVjKLJlZ4gCzOsuCDJ3qrDpDgzE287x3a313ul2nMZ14+oQtYfRQYAj7Avtsr++nRIJ6wfVuXY0/0kF5+gZzybm6RX8B9saj6ewNbEAegKIpLNvIAT7RB41qePO+N+PK2hW8Zd9bAMLcVCIRGbcJJTiy7wgopUgX0/j147+OiwsXEfQEsVHYgKIxt2FIDkHVVfyTd/wTfGPpG/j2yreRLWUr6uTplFnKXt943ZShqBWxkl3BSnbFDLgP5oLIFrNYya7gexvfQ9gbRkEt4HDksHkQu/vw3bj78N01YxrwDOBQ6BAEIrBaZboGn+TD3OY2HQcFxY38DTz6tUdr6C8MVJuBv/QB99lCTm1Uu4bsaCycUqqzxSwC0frxI3YuI+sB0YkV2nqPkTpNCDHjsZzoIwxZDUoHIxuyoBVwPXMdm1uV9zjREdRzi7x99O2OzPyNKBKq6TUMedykrc8l5yCikgblQJCVB7IeQK2p5gCLPQt7w9gsbNYciO0oJqr7cIqDqidzs25V40Du1r2ZLCRNsmSJSCZnmuH+cnrJqzffS+kllh1GqOnODsvhpuNf3FIQGNfZretG1Q2sfUS8ERY/CRlb2hY8IgvQN2L+YoEYPIKnok0ndvyT0ycR9UVxS/SWCp5Gq1zWubswf6HuXFWvRUMXmWIGt0RvQaqQwvX0dTM28Xub36uhzrG2Y40PJWCufoEI0KiGQd9gQ7012uus43Cib7m6cRWDnxmELMi4LXZbS3tB9TM24BkwaTmadfE5ueXnknOIBWMYIdsuWGMeDf0aOnjo2YeQyCUgEAEBTwAjwRFXMXA7Bbe1Ghfq/e22kN3CVHSqoRXLeFsCAEVVavzL1aCgpoUr5AuZld69otcM8vSKXoiEmU4PhQ+BgCDoCWIluwJFU8xgzBtbNzAcGMYtg7dgdmMWQ/4hHBk6gonwBA4ED+BXvv9X8PNv/3n4JX9lplyVPDrVkS6mzSDS9a11vJF8A8vZZby08hI+PvNx/JM/+Sf47Zd+G1+d/SpeWX0FG1sbZkDqofAh5Et5VgS5HOyfLqbhFb34p3/2T7GYXATVqcnqT0CwnF7GL331l5pyRTVCq+6usBxGvpSvaMsai1b9udsSE27HNBWdct2Pca1X9KKkMZoQIztLURWklJSjzppxqTox8zu1bcSuLKYXmSWOiBXyuBljWA5X3q8pWEwvIiSHmtJXPb277aNePyE51NQ6m12fxePPPc6eUZfuTSN9nlIWwqBqqvlC53ZOrHKIRERJL6GoFwHK9q3F1CIS+UTTJVPcrtdm1nWjPoz6tEb9VmC7rJhdOSY7dvyHnn2o4Vpsdh9yXCPeEBLZBOaScyhoBTMrr6SX8PCzDzvuAUYMI1AuiF1OVjKIXd3CzTisshv0LVulLehUR17JI1lMYnZ9Fg89+1BTVQWqn7GCWkA8F4dO9Y66+NzuA7Mbs9jY2gDAYoULagGLqUWkiqldXzLopsTpe083jNvSKEutH/IPserxlFakTFshQgQFiwWyxjrlS3mMBEeggbU1MjDCshsJxZn7zmB63zRkSTYpKIw/FBREIHjy209CFmT4PX4QQhCQA/BLflyYv4DXEq+BUgpJkBzlMmB3OFN1FUWtiOcWn8O/f+Hf49Sfn8I//KN/iHt+5x6847ffgR/7vR9jAc75BOLZONKFNFKFFApaASCsFqPP48P61vo2q38uwSgLQHD24llcT1/Hv/7rfw0RInySDxQUAU+g6TTgRmnXbqkz3MaitSuPgWZiM8zyUnLEXHtGYkcj+gAneezoPZpNyz5972msF9Yr6DWs8rgaI4E5HjMtnnGjNKWvunp32Ue9fpqlOEgpKQgQ6tKMVM/RaHDU/Mz4wdahY8g/5HpOKugTLFQOJb3ErD0UWM+vN00d4Ha9tkNVUBM/WabLiPqi7AVPUyv2Umubjuz4xUzDtdgsk7tTW6fuPoX1wrr5UmT88QgeW+oI63MtEME8qAkQXJdPs8LNOOzoW4xDnrE/p5QUMsUmqwpUPWNGRr4oiB2leHC7D6QKKYhENNe/qqsglL389wN1hh329MHr5PRJR0uRAUmQMOQfwnhkHOORcXhEj1n1noAwXiRBwoBnACFfCIPeQUwPT5ulcoxUXp3qOLb/GI4OH4WO2nJAGSWDyegkZEmGBg2yJGMyOslqsuXiiHgjkEWZPTSChKAcxHJmGUuZJUakWOaNqYbVQmfNxjO+Gw2OYsg3BJ/kw9HhoxWWgVwph6s3ruLl1ZeRVbK4sXUD1zLXcD1zHcuZZcxuzGI5u4xr6WvYKm2xt09QM2DfJ/lwPX2dkYgm5+ERPSY1huFKe33jdZYAkL+BdDGNrdJWBbWGFY3Srt1SZ1hLGbWTau021b2ZlG7j2unhacb3BjavPsnXkD6g3vjbTcs+OX3SXIN2dAZuxpguphlBqugx25iITCBTzDSlr3p6d9tHvX6apTgw1nI9mhEDxr0HQgcwFhyroB2I+BiFhFO/Tm0ZMhhUDgB7YZQlGRE50lK2mZv12g5VQfW900PTeOw9j+GtI2/FkH+IxTtZ9tJqF1pJL9VQNqi62nAtNkNPUW+MZ+47Y2bZGpYrY3+2o46wPtfD/mEEPAFzL3dbPs0KN+Owo28Rhe0DiuHKNbwYbnVS/YxRUMiCXJEV2gkXn9t9oKgVzYLcxtgoGO9iP1Bn2MFtjNdNi4gvUpdSwggcXc2tQoBgEprqug5JkHB0+GhNqZNvLn+zphzOO8feWdeHXq8yPYDtoEGy/d2tQ7fiRv4GljPLKGmlikMkATEfzFwpZ35nWAAICHySD/v8+7BV2sL0wDR+9yd/FwDMuAXzb2b730vp7dJJOtVRUAsmH5pOdRie2yvrV8z+vv/J74eiKkhkE2ZiAQHbqCYiE8go7Efx4vxF/M63fwfX09dxKHwIH73ro/gHb/oH5oY2Hh7Hana1gnbCakqupnJIFVNYTi9Dh45H//JR802tGje2bmAlw2LiHv3LRwHA1cPqRB1hZ9puhqLAuLY6AHk1u4p5dR5BOWhbVsNJnpA3hHwpD5WqWM2y+CxN18xYmkayA8ysX9SKKGgF+CW/GUNhpTNwGqMRhxHPxiFAqKCGsK5xt/qyG2cim0BWzaJQKkAgAsZCY2bckVMfTv00mtep6JQZ9LulblUcYF9efRl+yY+IHMH08LSj7CpVkVEyEAURXsLisTYLm3gl8UqFfu3cbAbVyEZhA9dS1xDwBEwXHSGkhsqhFbhdr04xZ05UKI36MOInjSSQ5xaew7fj365IvjHc3jrVzcOXUbZtJbuCE0+fMEuXVcPtM+uGluDY/mPIFDPMRVp+6dX1SrehXSzaUz/xlONz4hS3Vo2wHDZpPLyiFyMDI5AEqWYc1XvJUmbJLJ1kuHLtXnTr7QXVv1UmzY7FjdopF58xdmMuDCvayemTphxe0YuCWmAVUCgjuY4FYpgenm6Z7qbb2NMWLwCIyJG631t/qHXo5karg9Ueu7R2CZfXLkMkIlYyK3jgyw/g7MWzFWnin7rwKXz4mQ/X9aHXM6s6fXd88jgSuYR52KlImSYCRoOjGPQPsqB+EOiabiYTEBDsD+xHQS1ApSp+4ft+YVsnvghui92GH771h/Hz3/fz+PX7fh3/5cf+C2Y+PIPvfPQ7+OuH/hpf+uCX8PDbHkZACtS1GlJQrOfXkVbSKNGSaWLXoaOgFfBG8g38wp/+An71L38Vj37tUVxPXceAZwCJbAKP/dVj+MrVr2BjawOruVV85K0fQU7NYXNr06TG2FK38NG7PoqcksMn3/1JFLUickoOyUIS88l5lPQSonIUV9avVMyTEftUL1akEbrNCm1Nj7ej86iWsZ5bxNCHoipmwkVJKzVMYQcsqf9SkL0lq0UsJBewmlttOF4nCgk31BCN9GKMczWzing+jqAcxMHwQSi6goXUApJbrfXRaF6PTx5HPB9nh9kqq6Gqq8iX8ojn4zg+edy27eq5KGpMnyIV6+q3mmqE6hQa1VjZFE0x4wEbUTl0C81QodSDHdXG4889jrMXzwJgOgx7w4w7TNPMWEhQ4GDwYN0Yo3boZ+yeNzvqCMNt2CgWrVp3zVybyCVYrWDKCqgvpBawWdh0nG/T1emL1LhyDdogt/uYk5s4IjvT7LSKenNhyOEVvebaB8CqPVQ9f/1GNeGKTmKn0S06CQAQPiU0RRNhQBZkkzXeK3rhET04su8Ivh3/Niil8Hv85rVbpS0QELz9wNvNz+zSXOulCtt9Z9SqU6mK66ntzBpZkPHm/W9GppgxKRC+fOXL5pvU6MAowr6w+b3Rjxnoq6soaaUK5nzjs2pd/fiXfhwLqQVoVDMPYIrOgoSHfEMQBAGbW5uMqb8JPRslZAbkAdz/5vtxKHwIh8KHEM/G8WdX/wzxbNyWGuPi/EU8+e0n8e2Vb5uHz7X8mknQKUuyaQ2I5+Jm0WpBYAdSTWcBvu8+9G5XKcjN0jk0C2t6vB2dhxP5arU8d37+Try+8XrFG3KhVEBWbZymX11jcTXHCtoOyAMNM1PrUUg0ooZopBdjnJuFTQTloElAabV03nOotT4a0TbMbsxiJbNSs64NbqgDoQOYHpq2XUPVc1HS2I+GV2Lz4qRfO6qRkloySwnJoow3Db7JDFvo9Rt9s1QoTnCi2gjIAWz+CsuitVqHFI2VWRuPjNdYOesRATdLP+P0vDkVxD7x9Al84/o3XO0vzV5r7PuGBVsiEm7ddyte/mhlNqXduC+vXWbZiIIXx2LHKmKm3O5jrdDstIJGc2Hsj9ZQgoAngIgvUvH87QTVRD06iT1/8CKfqh/j5QRZkFHSS6Z/u6SXTAZis+2yO03RFFBQvOPAO8zvDMbm0dBojdmzmtHacFVWP+DxTJxlRTqkTVfDjanV7hpg29Q7GZnEJ+/+JE5MnYCqq7jzt+403UYAs3BdXb8KCoo3D78ZADNFCxBQ1ItmsDul7G096o0ir+ZN5mjzraUB9vn3mYexQ+FDOBw+bP776o2r+OSffxJUp5AlGQW1AElgwaQa1fCW4bcAFLi0dgkCEVhcANlmctd0DQfDB2t0WE9/7dALNIKVjsLUs8u0/U60sVP3uoXRx0p2BYncNmt4UA7i9z74ex13Lxj9vbb2GiQiYUvdMt33Rkmf2/ff7jjGap28mngVIkRo0HBH7A4A9joaOTeCvJpHVsmaLyaSINX010mXitW12ch1aNWLQZ0DyoigD4cOYym7hNFg7X5XDemsxMoOCZY1o7OXwtKZ2mSoqSemzKQek0JkIAad6i2tsdF/N2pabay0HM2u2aknprCUXjL3F4DNa0krQRKlCl089OxDWM2tmtZoj+AxC6FX70Wdkq/XaJai5fS9p/HIVx8xnxWTykYtVhSHd7PHTD0xBREiEvlEBc2MjtbWiBt0gsfrpkQ7Zkbj0AVsW3iq3Q4U1LRCWfnCUsUUFlILkAW5wuz5WXwW31z+Jh5/7nEIEEwz+9mLZ01zqlHx/vLaZfMaN+U0DFOrXZ/Ww0P1NQ89+xAICKK+KIZ8Q4hn4/jn//ufm0GLtw7dWvEmYWRYAizj0ajDpahKRQV6nerwS35EfVFMD7BYmEQ2AVmSUdJKLBu0/Nb75n1vxrX0NSyll8wg0BtbN3Bj6wZeXnV+wyMgUEvMKkk1xpfjERkxo2FRKGkls1YgpRS6zmIEDoYOIlPMwCN6IIsy/vz1P3fUH4CK72bXZ/HXi3+N0eAoYoGYra6bQTOxZN1oY6fudYup6BReWX0FN7ZuAIB5wE4VU/iZL/8MDgQPOK75VvszYktKWsk8sBvUAHYUCHb3Gzrxit6GpahmZmeQVtLQ9XLhZ6oz1z2l8Hl8NXQJ9Z5ztzDaUkoKksUkQIEccqbrsLpNq14MqgGdsvCGxfQiPILHlUzNlhQLe8O4vHaZHUSJhJJWwkJqAcf2H7O9vtGYU8WUGcNr0HLEBmKYHqqN2auHerFoMrbn5+FnH8bG1obpMaCUmla8apqJTsrXSzRal07fG1RAqq5iMb1oZlIKEMz73ewxYTmMK+tXzJJDBs3M0eGjO6CNPR7j1U66a7XbrFF2pOEeopSyiuwgGAuN1aTfnn/xPMuUFCUQgZg17fJqvqbiPSEE64V1V755N+nHdtc0SjWu9vfnS3mEfWFEfBEU1AJEImLQPwhKKAa9g4yAVWOWLSPe4JPv/iQ+/q6PQwOL1/BJPsiCjIAcwL/6e/8K//XH/yv+/CN/jld+8RU893PP4Ysf+CI+80Ofwcff9XF84C0fwLvG3oWxUGWGmDFHxjzpYBUDttQtXFm/gsX0Igb9gwDYIbqkMi4lTdcQkAP42Tt/FivZFSymFvH6xus4e/EsCGUWTI0yAlmJSPjM336mLXoBN+hELFknU/97da9bnL73tElGa00iAVi2sOs0+Sb6s8bLELrdp0Y1RHy1FAh29zcTI3Pu+XMYDgwDBKb1loJCpWpFf83SJdSDma6vpBilSZnkNVVI1aVNicgRJpummpQoFBRj4dr9zg5NlxSj20lDxh/CMmlaGvOwj+lZo1rbtBzWWDRNZzyIBKRCF+li2tzbrWNQdRUhb6h2HXRIvl6iXSqg5czyNj0MYWvJuL+TVDa9wp4+eM0l5xpf5AABgumm8ok+8wfe7gAW8UbwxQ980UyL1aGbldgNGOm3mWKmhqTVaLs6fVqnOiLeiKt0bjfpx3bXNEo1tkv5fer+p/Dk/U/WpoofeCsGvYMY8A5gX2Af3rzvzfj8+z+PD93xIXz4rR/Gb73/tzARnUC+lMfhyGH8xx/5j/jQ7R/CcGAYEW8EQTmIQ+FDeOfYO/ETb/kJfOxdH8O//aF/iy984Av4qwf/Ci9/9GWMDIxgPDyOA8EDCHvDtoS3xqa2mFo0yQ81sMBYDSxY+fyL5/Gxr34Mn/6bT+O/v/LfMbsxC2CbhqGklyAJEr638T2zKoGiKShpJRRUVnKkoBZMEtp20qvbSdvvRBs7da9bGG2Zh65yaj+AGtd1J9Pcp4emMeQfQsgXMoOUh/xDmB6qpUCwu7/6+ZgennbU0VxyDrFADOORcfgkH+OuAqskYe2vWbqEeqhO1we2KQjq0aZMD09j0DuIgBzAkH8IBAQTkYmKkIR6Mp257wwee89jCMgBlPQSAnIAj73nMceSYmkljfHwuPlSJIsyxsPjZrZ0s2OOBWOV7bVBy/Hk/U/i2P5jrGIJIZCIhKnBqQpdlHRmuZyMTJpk2AZ331P3P1W7DjokXy/RLhWQUa3FoLGxstJ3ksqmV9jTMV4nnj6Bv5r/q6bvM2I5bt13K/b595kBpTklV2FlMR6g20durwh6vPO37sTrNyyBzsERSESCLMq4vH4Zqq6ahzpRYGVEjCB+a9qyQAQz8LKR/7yVWnoAcGWN0UIc3X/U8b6dwJ/9nz9jwZ2peYyHx3H3obvxt9f+Fi8tvwSBCIgNxBDyMk6y9dw68moeQTmI4cAw3jPxHqzn13Fx/iKSxSQECCzLskyL0QgSkeARPRCJiLAvzNKZSwUEvUF4BA8WUgtQVMXkYiMg2CptYSQ4gj994E8Z35IowyN6aqx0vUKjWD43ZW+6FdPWCqwB2ZquVWQ53Tp0aw19Ratrt9sp6U7tN1s/sdkgYmu/YTnMypytXzXJPnWq1w2Wr6cXJ5lkScY+/76KPo1gcWs5m0b6NZIdUgVLTb+q4Gq3aDUZxO26sKOIySgZEBB4RS906GZNwunhadOKeSlxCblSzmRy94peHAofqpto0yw6vbat7SULyYr6q0BztV6bTXioHoeRiNYvwfV72uI1Fhpr6T6jPMdqdhXHJ4+bbgdCSIUL0iDWW82uVpQbWc2uMnZpsDIw88l5xLNxJHIJ8wdCpzqKWtGkEAhIgbppy41SZd2YY+2uaTbVuBeYmZ3BJ/78E0jkEhj2D2M+NY/f/MZv4lryGg5HDqOkl7CcWUZeyWMzv4n1rXUE5SD2+fchp+TwB6/9Af7yjb9EwBPALdFbMBocxT7/PvyHf/Af8Mf/8I/xmz/ym/jle38Z7xl/D8tYraoIYLgss6UsljPLmEvOYSW3gtmNWVxev4wtdQslymLHErkEVnOrSCtp/ORbfhJruTWsZFewkFrA6xuv43sb38O11DXEs3FXJLKd0l87JYTaKZnTLRjuqaJaRFErVli62qWvMNDtlHQ3qfPdYJOvKD0E0aReGfQNQtEVFNWiSUFg50ptpBc7mZKFJFazqxV9Xkpcwnp+vaKcjRv9Hp88jng2jqJahAhWii2etafzaASrrMmtJHuJ0hUcDDvTVDSzLuwoYkTCXIwFrQCqMwLqeD6OsdCYSc+xUdhArrT9Yl/QCphLzmE105jSxQ06vbar2wvKQcTzcaxm7OlrGq1bt+vaaRzG73S//I7taYvX4GcG65KnVsNIFQ94AiZhnVGN3kjTXcuvmWUkfJIPB0MHzeusJ3eDmNVIBSaE4HD4MAbkASxnls3sLEmQ8Nh7HrPNarSmLbs5zbuhPrC7Bmgu1bjbqB6vSeAneXFk35EKOgGf5KugGgCAy4nLAGBmXVKwB3H/wH584Se/YDIw/+z/+Fms5dbg9/hBKUWymMR6bh0a1TAaHMV4ZByqruJ6+jri2bgrugxjTVgzMq1/w96wea1h9fSIHtv/WrN42tEf0Jxls5H+693bTRj8T6qumiSKxvPULn0F0P2UdDep826ew2YpTqz9Xr1x1aRe8YgejARHsJxeRkkvYUAesM1qdKOXaplu5G9A0ZSKPo26uD6PD5rOXIZuaChOPH3CJLQ1LV5li1Er82LI+sL1FxwJf9uxMlZTxBgJPkZyVlAOIuKLIKtkMTowiqXMErJK1lbWiC/SkNLFDTq9tu3aW82tIqs409c0Wrdu1nW9cRi/0736HeNZjQ5oxr/rk3w4GDyIqD9qfpbcSuKF6y+Y1eGfuv8pPPLVRyBCxHJ2GVvqFl7ffB0A8N0b34V4drsA7IA0YPK1CIKArJLF9cx1KBpLEZ6KTiHsZSnCRmyD0yKprkIPMP/45cRlnHj6BDPle8NIF9JmzS7DDWdFPVNzqzxI3XDJVI+3umRLxBtBeJjpjoLW6EalLMDVWmIp7A0jno3jTUNvwlevfhW/8fxv4JtL34Tf48eAPMDekDQFHsGDkCdUsxkpmoKVzEoN4/+11DVcT183g78LagHf2/wevrf5PduxBTwBTEYncShUeyg7GD4In+Qzr613KPvf3/vftq7ER7/2KF5ZfQUA4Jf8OBg+iIg3Ylpgq2WxxuEYnEWvJF6peLEw9J5Vsng18aqZzl99b7vroVEbZ+47g6e+81RNarnxHLVzOJqZncEL114wEysMZvlG8VNOMtt97vgcr20/x1PRKXzufZ+rqzu3rPOGDM8tPAe/xw8P8VTERSmaUvEsOaXdO8lt6KUeTQCw/fxWE0AXtSJKegkvXHsBU09MOa4bI+5phGy/XFFKbefFDT2GoT87mgK7+W40/mqcnD6JqC+KW6K3gBCCVxOvmuWDNKrhyL4joJQinokjEGUxdtbAcAoKn+RDUSsiXUjjx37vx0zaIac4uHo4e/EsLi5crGB9H5AHEM/F8frG62YlAGv2u5MRoJ5OYoEYPILHcR3VW7du9w9rv4Yrt6AWzLnYyfAYK/b0wcsjeKBp7lw6lFKWzkoIIr6IWe29OkUaFJhPz1fUrTJgdX/k1BwA9uO3pWwBYESrBu/XYnoRMX/MtuxINZxKqKSUFDPlExGXEpeYBY2wzKTLa5fx8LMPmzXCupGG3om23Iy3UTp+tW7siolb0/E//r8+zrIqPQFsqVvIlXLwEHaoUXUVWSWL7659F++95b1moH1JKyHijeBNQ2+qoRUB2KFkKb1UUX7p5fjLuLx22STiNeS4vHYZl9cu2459f2C/o7VsNDgKSZBwcf4iHn/ucciCjKAniGupa3jwfz6Iklaq+GE1NqTJ6GRdnQBsTh969iEz7Z2CYkvdwnxqHgIRoOiMLsQunb8T68FtG92grzD6NuKdjBT+8cg4JFJbpqWRzA8uP4inX366NnXey1LnK57jfAKpYqrGddLus2SVzS/5kVfy0FGZiKBDx3JmGRFvpK7+6unckSbAMlaDfsJ68DcOAU60O63Meav0GI3abWXNWe8xaEmMOF7j/qA3iHwpb34PbIevKJpiela8gtdk9wfQ1OHLsBIbni+NaljJrYDkGJeYT/LVUOcY+4CV2sj6W9KqTpzQzP5hLcm1mFo0k+AEInT0N6hd7OkYr2bcrMamu5xZZpQQmWXbFOm1/JrtoaueDDoY141OdVDKeK5AgfWCuxRhO//3emEdw4FhDMgDSOQS5lh16CYdRbqYbpjO204aeqfT+J3GWy8d3043YW8YIW/I1t9vlX00NGoeljUwglcQYL9/P37zG7+JAXkAEV8Ew4FhHAgdwOHIYdwyeAumh6YxFZ0yD0P7/PswFhrD20bfhh9+0w/jwTsfxK/94K/BJ/lwOHwYR4eP4s373oyp6BRigRgOhw/jp2/7aXz/4e9nmTiWQ9Fafg3fjn8bf3r1T/H5b30ev/b1X8OD//NBvPd334s7f+tOvPd334tf/otfRrKQREbJYLOwCY1qSBfSSBaTEIkID9kuJKvqKpZSSwjKQQTlILLFrG0MxLnnzyFTzJgM6cbbt6ZrUDTGY2dNh7em83diPbhtoxv0FUbfY6Gx7fFRguX0ct22nWQ+/+J5+9R5itrnOL+OYd9wx5+lmnVedegy4KYsVD2dO9IEWMYaC8TMOpOEELOcjaZrjrQ7bvu3G3Oz9BjdiKuz3hMbiEGlak25p1N3nzLpOazPlkhE8zdGFmWTdkiAgPMvnnfs0w4GfZH1mQZgUi2MhkYr9G7dB6zURtbfklZ14oRm9g+j3+X0MgjdphgZC4119DeoXezpg5dRsLkRDH6eicgEdKozSgiq26ZIG8GSbuERWeaikbFopLvKoozI/5+9d4+P5DrLhJ9TVV19Ud+kkVoazYxmZFsTz/iWQAJ2SOxhwiWT7GIwlxATCHZ2+YiTZXcAg8muHTKGTbIDeA2YQBZsDElYB/DiLLFCNiEeQ+wY5+bLXDyyPRrNSCO1bn1Tq7u6qs73x9E5qqqu6q6+SbLVj3/5xW5VnfOeS506dd73ed6gP4qwG502EUwgFUkBgDiqBtY3mxKRRN48wJ/chF+0syw3NELHd+ubB29+EA/d/JAr/dhqeyLIFjwuWMlp6qloqmZbCGHxMZFABPFgHDsiOzAUHRIbs/079uOy3stwqXAJMTWGgBxAUA4iqkYxEBkApRTHfvAYHrz5QXz557+M5375OTzx/ifwmZ/4DD7xjk/gw2/5MG5+w8343p3fi8GeQbFY8nizXDmHvJZHupjGdH4a5zLnUDaZO7BiVmDAsAn6VmgFH3n7R/A7h38HyXAS6ZU0esO9+NhNH8Obh9+MTCmDV5ZfEYnYZUlmC7WFTDIUGUJICbnS+dsxH/yW0Qn5Cl53IpQQNH6eb7RW2bUo8q6/a/kq2+NqHKloqm67m20TANsaBsD2AjZp7TYCtfvcsw8sbTVh4kD/AVyVugr9kX5E1Ah6g72QJMlTdsdv/W5tblQeo165zcw56z0mNXFw4CAO9B+ACVPcf89N9wh5jh2hHegJ9AimO8Cyp1jDJWQio1B2jwXzApcvsj7THFy2AVjv93OZc4J1z+F8lzTbJ15oZP3g9Zpgqbz4WpQI1Q8L2Ehsa1djLBjzFVwv8jFKAdyw5wZbkLwVxUoRQSWI1cqq+E0ItXmgbJSZUjHVWNB+dBBzhTms6qtQDEWwSvymquHxH9Ygw6AcFF+R/MEyqWlTRRZHtKaO6fy0kFYIB8I4duJYTakApw1uLpN2uHvcYjMeeNcDNfsH8I4dcPvNeUQeVsL2wP1SFmcWzsCkZlXsQyNQJAWX915eHQhqrOCKviswmhwVLsyKWUFvuBeX9V4mdMSs0AyNuTHX4sr+7Jt/hlw5B4MaInCXg4JWnfTqpo7/8k//BYlgArvju3FV6irsiu/Cy8svo/RSCbvjuzHYM4h0gRE+QNc2lyQASZKgKirioTiG1WExv+bycyjoBYzeP4pMKQNd131lWPBCXI3jzMIZW65JRXJ38/Hx5nOGx2D6GSu3WBLrnEiEEjYKf63yvNwtsWBMPB/O3JcA6gZut0P532kbP0WRiMQ20GsnmQREnBJ4rTm8X72eJ2vgu0xkGKYBSZKE+KVzLeHxQ2W9jIv5iyK8o1bbnfWPT4zb4uKs4+hU1peJjDMLZ9hz9slesbY0IpHiN67Oah8nZBW0Ai7mLkImMvb373eNrXX2962P3oqixqQldEMXJ2aKxN4ZfiUvrFkCZEkW8kX8OT67eNaWC3JHeIdYB/gBg/Nd4lVXs/Fbjbotj4wdwQ27b+h4xoxWsK1Zje979H347Auf9XVtPBhHf6Rf7NqtfudIIIJipYjl0jLKehl5Le/b3RiWw9AMDQYMxINxkVAbBEiF2RE0BUVvqFfUo5ka/viIPVVNrb/xrxFrjJcBA/3hfluM122P3YaF4oLNdn4yMhwfRiqSstVRqx94miGnXc1sUqyxGenVNEDZBmIwOig2lG7900pdvD3pYhqzhVkMRYYQVIKYyk2BggoXYDvr8ms7pdSWwJxvzngi86+8+hUce/IYVElFSAlhvjiP+eJ8w/Y5wT8irEG+MTWGnzjwE/jKq19BUA4ipISwVFzC/Oo8Uj0pDEQGsLC6gLnCHIYiQxiMDTY8RuMT47j9sduxsLoAGTJA2GLfF+6rEpi03tNo33rd8/7r1mOyGhmneuW5zWdVVm3lNjtH/PSptdyp7JToX1mSRRq0oZ4hJENJX2uOmz08hoivI6LcyBCS4WTVWmKNHzJMJpsjExn7EvsQkP09b430u3Od5kH+iWACmXIGQ5EhpKLV614rEOvZGiGH26BAASRUrctubblh9w145OQjoCYTf+boD/cjHopX2VmvHAmS2Hwb1GCbU1Oret7ueMsd+JNn/8QW4+X2LvE7R/xc285nud3izbXQTZLtgcMPH8a/nP8XXy5HRVLwhZ/9Qk166+LqIjRdE6dGqzo7+SIgiAfjyGt5W0BkQAkI+rMqq8iWs4ItNtgziEQoUZPmD1QHjnvRz2PBmI3V6MZEue5Pr8OLcy+ymLM1KQMevxNVo65SAZ7iiLKKHZEdbaHu8jqm89PsS9Ui5Mj1rtop8OocV/7l65de3kpd7WB/Ukrxj2f/Eb/31O/hfPY8lkvL6JF7EAwEcalwSbAQQ0oI9//o/bhm8BoR8H8hd8HGzLxUuORKFnBCJrLI0cnzFSZDSZHrcnl1Gav6KhLBBPYk9uBDb/kQfvSKH61iZLpBSLBQXQhs8i9wqzCx2z2N0OM7QUX3Gl8uKVDQCggrYcGSbFYGphk4yx2ODeOLE19EppSBRCQM9gwKrUO/a44TVnHTglYQruqQEsL+Hfur1pJnLj7DTlPWXGgVo8KkJRQVN+z2JwfiZxxPpU+hbJaxoq0gIAVYfC2oWFsqZgUykTsikWJdz7joNrCWcUFSbcLYtdpyaN8hm3zKYM8gdsZ2Nix5cWjfIdz3jftQKBcQDUZx9Pqj+PtTf4+Xl16uOmHmfViL1djIs9dOKSQnOvXc+EVXTsID5zLnQEFF+h0nrIGGuqnj1kdvtSkqc/AHZ64wh12xXbaj8cxqBtOFafSGe/E9O78Hh/Ydwsf/9eMwTVYf9z9TSvH83PO4ZvAaccybLWdR1Nlx8tnFsyyIUWMupDOLZwAA0UAUQ7EhUT9nqlmPm4UidSjOZCW0HHaEd1S1dzY/ux4YDfYC523zkgrwolIvl5bx3AfZS7FVl89sYRa7oruEqwJYj83gia35kTjPOu/Hlz8+MY67vnoXzi6cBQiwv28/PvFDn3B1G9xz0z2CXj6ZncTLSy+Lv13IXahblxcadVH4ASEs3YgsyYIBNRAeQDKcxI4IG3fTNLFUWsJ7r3kvKmYFl/ddjoqxng5JkApMA7OFWZtEhnVjll5Js+uoYWMIV8wKCpX1eBP+wn3z8JuxO74bJ+dPIlvOCkZmVI2KNClOaYxXll/BjtAOSJIkNryUUiyXlj3dFI1S/IH1uczdf2WjLDaNzY6T9T7ncxCUg7gsdVlduQLnc+x0/VnRiIvH0z1YQ0bBKs9yKX8JcytzMKiBlxZfwrETx6oYdTzV0WDPIF5IvwCFKKCgYvPvTBujm7rYdBkmO33heRufmX5GSCe8e+zdQrzYmTmBrxdWWNPLWMfjlkduQUkvCXKBZLIPToMaUCVV2Ok1Nm59Xs9FyeeZNfYWYHPaLfbWax7fc9M9+JNn/0QErue1PCLlCOJqvCHJi3tuuqdq3B767kO4sv9K2xzgEh1OV75zTjby7Pm9tpnnr5HnZqOxrTde8WC8pkvQGZtV1IookiImFiZw+2O3CxcXp7hmy1kmOrgm1umUnJhYmMC/TP0LZMICtrlsxAhGoEiKoA/zdBJT2SmxCVrRVlyZRyuVFTFJFaLYqLNW2jqXkCAgGImPuGaHz2m59XZTFnTNQUBcpQLq+d+bkRJw3pMupDGVm7LFZPBTlbJehglTxGz4zTpf5b4CcHrhNG577DZP99VochTfuvQt5Mq5qjF436Pvw2du+UzNOjcKXv1n/SBY1VdxWe9lrnpuADu14i7MoegQrk5dLdyauqmL56asl/EPZ/4Bf/hvfyhcZsury+LUlG/g+MeLV4quZChZLZGxpmU22DOIxeIiwoG1PHaEpWAKB8K44/E7oEoqeoO9trnVLMV/YmEC6dU02ygSWZxge8XN+IXbc+BcL7xs9PsMtUvGpV7fXcpfQq6cw0xhxiYB4SZn4Ec2wRpnao0j5KftACNC6RWdaY2V8vjsC59Ff7gfI4kRsa4ORYeQiqRc57uzX3lfmdS0rauUUmiGxlyd1PCUqPHqc6ctbmNgjTXjoRIA+2Dyir31kurIlrMwTRbbxWVOUj0pjPXZZYgafR5aWdcbqasT8i8cnZY1agXbmtUIioYYiIqsgIAgq2UZc6yct1Fc+0P9WCguCAqtU3Iiq2WFrggl67EyM/kZG314RVvBbJ65BGVJZi8wx6bLehpnmAYM06iizlpp6+mVtNiYpYtp1+zw/ZF+G0vGuvH0kgqoRxtuRkrAec9wfJ3GT0FtqUsAdvrVaNb5408dR66cYzFvsiz6OV/Oe9p251vvrNp0cTxy8pHaFW4gvPqPS6H4oXZLREJQYUzL3nAvBnoGMBwbxt7kXlzedzmu6LsC+5L7cFnvZfjyK19GMpjEzthODMeGsSe+h+UelVS8oe8N2BXbhR3hHfjpgz+N913zPhzaewhX9F1hE4PNlDJ4Mf0ivvTyl/Dn3/5z/PYTv43/8H//A9752XfimzPfxPnseZZeKXcBF7IXsLi6iHwpL146mslc0KDA7zz5O/iP3/MfsaqvIl/OwzANFMoFXxT/hdKCWBcoZfOoP9LfVvkGr/WingxCvWeoXTIutZ5p/rfZwqy4noBpPrnJGfiRTbCmhYkFYzAp+5Cy5r3l9RgwQAn7bbm0bFtXs6Ws7/nO+8q63gEQdfI1102iplafO21xGwPeJ9Y0cxQUEpVsqeDqjcXxp46jP9QPEHbiTAhblxeK1TJEjco7tLKuN1JXJ+RfvMam3bJGrWBbb7xyWg77Evt8Xcs3OlZFZWfsSyqaQkJNCAqtU3JCsHqogZHECAJyQGRdt9KHd8Z2YlVfZUmWE/sw2jtaZYszXYwbdbZQLggaLqdQc/uB6mP+VCSFfcl9CCthW9lDPd5SAfVow81ICTjvSQQT2JvYCwKC3mAvImoEfeE+jPWNoTfM0k80mnX+XOYcKmalihatm3pNxWkv+ImD2ih49R+XQmmHxALX8+pRe3AxfxHxYByqrEKVVfT39GMkPgKeU+6y3svwx0f+GPe/8378zuHfwZ//2J/ji7d+Ed/9/76Lr9/+dTzyU4/g93/k93H0+qP46YM/jRt234Dd8d3io4iCwqAGSkYJ2XIWmXIGy6VlXMhfwFRuCqcXTmNiaQKTmUkslZbwYvpFzK3M4darb0VUjWJ+ZR7JcBL/9W3/FVelrsJsYRYLxQVkS1kUK0V2CkMpjowdQSKYgCqrYi6NJEZ8u64bGROger2oJ4NghZeCejtkXGo901a6Pl+HAlJAaGI55Qz8yCZYGXwP3fyQOK0mIGItsoU/WMQ+AffMFfXmO+8r7lK0rgOKpIhUbW4SNbX63GmL2xjwPhnrG2Nai2syEYqs4ODAQZsQaT2pjlQ0JSRODMpi4RJqtQxRo/IOrazrjdTVTtkJJzota9QKtrWrkR9zSqg+UeLgJygUVGSGt/7tZPqkLaP8wdRBERTIAwd5zEjFqKCCCkJKSGzGeE5Bq//5yNgRXPep6/Dy0suYyk2JY3kO7gq0/TfWXv5r+zGr8rHfY/5L+UtIBBNIDKwHjs+uzCIZSmJXfD1mggc/eklZuPVxs6rOHOVKGaFACGE1jIPJ9RQfvI95AGy2nMWF7AVUzArCvxN2JRHwOtKFNExqikWX07Fr2aZIiusmS4LUdFocP2lMGoFb/1mlUBqBtU1xNQ4QIFfO2drnVp+qqHjrnrd61sddmcOxYVzZf6Vwa/L/B9h8fuzMY/ir5/8KFzJsTEGYaKRMZGTLWQBs/muGxlxTa97xo/901FbfpZVL+ObMNxlpRA5gd2w3fvbqn8WPX/njwu6AFMBlvZdhfmWefSWvbSxWtBVXF1MjY2aVa7HmaL2i74q6Y+LsX2suUqukyWhyVASyi5yFoUSV26kRuEnhHBljKW+KWhGKvP4KMaiBaDDqer0zJsjr+eDXWoOuvzv7XeGy5h+cQmga7pkr6s13p7RESA4Jwg7PD+kW++RVjt8sGs52AuuxpqfnT+P5uefx7s+9G4qk4MDAAbF21ZpTXOIEsJMgnPAqp5Y8iNf6U29dd7vXKqFRNsq2eGlnIL1Ideex5tSy22kjJ+Ws6qswTROyJLckBdQObOsTrzvfeic7mfLYdAHuC4/1b86M8of2Haoq/3z2PItBgixeEjO5GUxmJlExK9gVtWe+H58YR3olDc3UQCgRmlr17FrVV3Fu+ZxQm7a6Lv0c87sd+VrLsP5+aN8hX9nsW1V1ppRiLj+H2eIsomq0qi7rtZlSBueWz7HTPUiglIp0Fm52xYNx6FSHYTBXrUlNxIKxmra956r3uP6uyipue+y2uv3hBI9DmFiYQKacQVErYml1SaQxqXe/n/5r9vie23YpfwkyZJxeOI1T86cgE9lzDBp1ZcaCMfSF+zAYHcTu+G6M9o4K5f+XFl7Cp7/9aWRXs9BMTRApegI9iAVj+OCbP4jBnkEM9QxhqGcIiWACYSWMPfE9VV+6JjWZrplZQbFSxNmlszj25DF8z6e/B9f/+fX4qc//FD70+IeQCCaE/EVeyyOzmsGKvoJbr74Vk5lJTOem8Tcv/A0++MUP4qX5l7BcWsZKeaXumDnXAkIJNFNDeiVdd4ydc9xr3Ti07xBmC7NMxBkyW5MK9jWp0XH3mstHrz8qgt6pydz/Jkwcvf5o02V6tTkVSYmPXxkyCGWbr95QL8tcoa5lrgjVdgu6lZ9QE1XhC408K1VZNBq0hceankyfFB8cFBQVs4KT6ZOua5dX3c08542OS7N1i3VuaQJLq0soakVkyhlMLNifGb9rjh+773zrneJ5Wa2sQjfZHDVMo6X1tR3Y1nISgF1CwQkeM1TrNIyDZ5Qf6xuz7d6v+9Pr8PLiOi03qkaRLWWxqq8irIQxHBt2/Vqx7tR5ZnquMWMlBBAQpqS9pu1EQW0Z652SEqBAXss3lP3d7ffjTx33TRlulQq8XFpGVI3agpDdZDOevvC0yBmoKioAxt6z0rOddXixGmth6PeGMLcyJ/67L9yHUoVtjhuVtagllcG/vJuhr7eDSm09dTi7eFYIagbkQJUUQCeo2159o0gKhmPDGIoO4cPf92Hc/8z9mMpOYXd8Nz7wpg/g7Xvfjl/4P7+A2fws5opzVSKyjaI31Isr+q4QQf9fnPgiViuryJQyqBgVKLIixmwoOoSh6BD+8dZ/tDEzCSFVa8FgdBAKUXyNsXWOS0TyXDesYqX8FH6sf6yhOeSX4n/sxLEqGQKvE6Jm5D2scwpYS1+ka4gGo4LV6JR8aWaN4dISzZ40e8nP+LGFS2hYmZUcEpiYrdva5VV3o7Y3My7N1G19litGBZLEdNpUWbWtc37XHMCfrAn3HHFpp4AUEKferayvftDV8aqBweODSBfTLZXBJwZn4Vybula8wN2o2ZRSPDf3HK4bvK7q9+XSMoqVoviCCMpBrOqrCJAADBi4JnUNAOD5ueeZO00Jr5dBGY1/d3y3Zwb4dmH0/lHIREZ6Jb0u49DDcq61Urfb8fEdj9/h2ofLpWVbXaP3j2ImNyNkFNiF3n3SrGvQbUyfn3seBATXDF5T00avsl6cf5GxXdcCZHWq4+qBq+ve32wb/GD0/lHIkJEuppHX8uubfFBck7rGV/tasbdW3+yJ7cF0YRpD0aGqcgzTwGV/eBl6g704tXCKfZRYtPoCJAAKitFepqr/Gz/wGzaJjIu5i5gtzPrerFlT7PRH+qGbOj797z+N3fHdSIaSIIQxJA89fEikwsmVc5hfmUdJL0EmMj5y40d8qaR7rSfLpWUh9WCVo5nNz2JVX8WNe2+s+pDykj84NX9KyOI46/Aaa69x5b8/ef5JhJUwhmJDVZIgfud3PBgHKIvNbXSut/KctONeq0t6sGdQuM9mC7PQdM3z414mMkYSI55rV6vhCc755DVnWoX1WVaIAhCmuF8xK2wzJEl49Gceta31L6RfEM+7SU3E1Jh4xzjnOuD9TmhlfW0FXR0vD4xPjGNxdbHlcrj7EGCLsFWWwE/aENvvagyXCpdsFGHDZEweq/uEa81weQXAPXVDpxAPxnFq/hQUorjKTDQDL/qv3xREVjp6vT5phWrsFUPlhB9atFcak6AcrHt/p+nScTWO0wunBSmDs804G7FR2nej9nr1jQTJJtPiLEeWZJGOSSYySqbdVV+hFQSlIECBN+x4A9537fts6v8AE+6cXZmt2pBN56bxYvpF4RYC1plwAMRH3E/97U8BAHoCPeKkTDd0JsFACDKrGRFDZsLEsRPHMNAzgIHwAC5mL+KOx+/AH/zIH+Df7f93UCRFvGD8SD1Y5WhAWdov3kdWiZm+UB8mltbkD9YU2huRuag3rta6woEwNF3DVHZK5ABsZH7Xk8OphVaek3bcq1U0ZMoZtmk0c1goLoAQgr2JvTXjiwEWN+eUfHErdwUrwn3WyPNvnU9ec6Yd64n1WeZkFs3UxEeLBCaBFFfX13qZyFg1WCYXiUi2d8yO8A5fscOtrK+dxLaO8Tr+1HFX4dRWwI8yuSxBo7FTIKiiCHNNGSu1OR6MI6Yy6rVhMvFKJxW5o6B24oFTZqIZeNF/QeErnsBKR6/XJ61Qjd3GNB6MIxaMNRxv0UqsScfp0gRiXBXCvtF4rsdm4kkatderb4RsyppMSy3KvmeMJmGpTj7y9o/YEpiP9Y1hX3If9iX34Xt3fi/edcW7cPsbb8dvve238D9/9H/if//U/8YD73oAw7Fh7AjtgExkSGByJjyfq5UVvFJZwUuLL+Gr576K2ZVZLK4uYqG4AJ3qqND1zZ5JTSwWF7GwugDN1GAYBj7+rx/Hucw5TCxN4NXlV3EhewEfeNMHsKqvIlfKQTd0FMoFlI2yTerBKkcDwljJvI+sEjOEEGRLa/IH2rr8gV+Zi3rjaq1rqGeIEX8oE2r2M3+s5daTw2nnvGv3vVmNZSThRASTmlCIgvRKGsPx4ZplyESuWlPdypWJjGwp2/Dz72fOtGM9sUpoGNQQBxUKUUAJe5ZVSQXI+lrPRcYpqBDe5e8YvzFm7Yrlaze29caLK9c3C2uMF4ciKzZZAi+6rFU6wvp7rpyrogiHA2ERq8GvffDmB/E3P/k3ONB/AISwL2cnFbmTyGk5O43ZITPRDLzov3kt74tybKWj1+uTVqjGbmP64M0P4qGbH2qYFi2o5f1jVVIZ9e7vNF06V86xnJRyACBASA4hpISgm3pTtO9G7fXqGwJik2lxK4ffy4VQnf8jIK72E0KETEYylMRAzwB2xnZiJDEi9Mt+4bpfwB+9849wYOAA+kJ9iAaj2BHegTcOvREPvOsBfPeXv4t/+w//hkd/5lH84Tv/EHe+9U689+r34u0jb7edInHwjWTFrOBS4RLOZ8/jQv4Cnp15Fj/48A/i5x/9edz5ZRZXOZ2fxs9c9TOIBqNYKC4gGU7it972W3hD/xtwdepqHDt0DDsiO1CsFBGQA9gT28NcdGt9ZJWYAdzlD/zKXNQbV2tdiVCCrReKipJe8jV/rOXWk8OphVaek3bcy20H7DphZaOMRDDhqSVJQLAvsa9qTXUrl5fX6PNvXcu4hBGXJGqkrX7rGesbE8+wBAmhQEicgEYCEeTL62s9j4UMK2HBZubvGL8yFK2sr53Eto7xOvzwYTwx+YTn5kuIcbqAn2zxr1WALdohJQTDZK4ur4BuZ3zF35/+e5xdOCsSlBIQRAIREQvAqeM8VxlgSQNUg27rRCOxCrWu5XnmVrQVW17JFW0FqqJiR3hHw3XEg3G8vPQyNENDWAkjqkZR0Aoo6SX0qD2CLNBMu9z+Xo8c4Lev6sW2dCL2SgRatzF3ZDN9VO9+Z3tbCeRttpxGc8G1Ol7/+NI/soDj7CT2xPfgg2/+IN6+9+22AP+ff/TnMVuYZcmoDcZs1E1dxIJZ3Zi1oMoqhmPD2B3fjT3xPdgd341cKYevX/g6Xlp4ieVbjA4iFoyBgKn9z6/OYzAyKE5wJhYnUNaZVIszJyGfA7Weq7u+chdeSL+wfjIqKevJlk0DATkgJGys+f789L0z0JpnTaCgQuVdhoy37X2br8DuZuadZy7aOuucNRcnTwUUkAMoVVgQvQQJFBRRNYqyXhYpvmoFnjttciPkJNQECnoByVDSV/qidvRTI2sgAFeSSLaUxUx+BiY1ccOeG9bzR/rIZbpV0Q2u98CxE8fw0Sc+2vT9MpExEB7A/Oo8DGowFXRJFpncnalnrPECkUAE6UIal1YuAQAIJdCh28omhAjdkZE4E1zNlDLgqYoqRgVTuSlQUHYyIQVaygLv51oALL7A0DBXmGOnfgRIhZlcBbetkToqJvPdi7m4lvFeJrJ4eaiy2lS7vP7+/uvW40+82livr5opu9XNl63fGhh/v2U20w6/c6uROdiMvc3O+42yi2uXffHsF/GrX/5VBKQAQkoICysLmF+dR3+kH6qsYjo3DQKCvnAfeF7DK/uvhGZouJi72HBcalgJQ5VVEELwtj1vw7MzzyKshBEJRITrcyA8gP6efpT0EipmBbdecyv+5sW/QVAKIhKIYFVfrXqubnvsNiwUFzxJCDx+qda66Get4WvEueVzMGGKjR3AdPWGIkNQA+7rQ6vj63avdQ2uteZoFQ3p1TSTq1lbz6x9pUqMeW1QA1E1ilgwVrWmurXLWT7WUnXFg3Fky9n11EnFNGYLsyJ+r167m+mnRtaO5dIyCAiSoaRY8wkIdoR2YLG0KNaxssFkUBKBBPJ6XrSv1ntgK6K78fLA4YcPe+aOq4egHIQssYzwMTWGvJbHpfylmrIEzi+Ks4tnUdAK4kGzjgWP65KIhMuSl4mj39PzpwEw2YJ6FP9adQPNnRIA9gBeLkwXVaMYiY9AM7SG6+Bfs/wIXjM0ESA/2jta80unXrtq/Z1/0Tvp0H77yuu62ZVZESNRrx8ahbNO55diq7IRTnu9+sjv/e2QFnFDI+XUu3YzTuLcJAj++dw/4xsXvgGJSBiKDiEWjIGCxa8M9Azgr37irwCwIOLp3LQ98D9/EU9deAqrlVXf4RMSkRBRIhiODaOgFbBaWcVgdBA/f+3P4x9e+geRHxOAODEbjA7isfc+hlseuQXfnP4mVo1V8XdrvRJhyaZ5Zg5Zkplg7I4r8NwvP+e7z6z9xE8GrWseAM+ToVr93Qwzkd+7WFysuc5Z28TFs1e0FUiSJALFRS7INZHbvnAfdoR3CHHRoBTEwZQ3S9FNCqNslG2yO2cXzwoxV+dpZrv6qZE10PruAtaFgEtGCSE5JE7urXYP9gxibmXOl+djq6G78fLA6P2jTfuvL++9HFOZKcgyC370Uki3YvD4IIp6EZqhCVYFdy06EZADoJQd348kRzBXYGrXmqFBkRRcN3gdXki/IOJVdKoLiv90bhqDsUGbPtXcyhyigSjSRYv8QyQFE0z+wXosPJ2bZvkkLS4CSimmC0yDxUkLz6xm1v8WCDMxy1BtyriVxvxC+gURPMm/CGXINvkMZzk2mnqNOmvR7602Wds/W5jFruguJMNJsXCW9bKgPPMxdkpq8Px+JaOEaCCKeDCOvJYXKs09ag9mf309x10z4O3JaTkxJ1RJhUlNqIqKfDmPWDBWU1PJq8xG5AOsfdasVMBWwPjEOG555BYY1GBu8zWXhtd8q+WyabYfrRj6vSERKCxBAiEEhslINp//qc/jHZe9AxWzgi9NfAl/9G9/hKncFHbFduEDb/oAPnbiY4ircZhgJ2uaqUHTNaxUVvCmnW8SrEy/rkwuHxIOhKFKqjhRffQ9j+I9f/sezK/Mo0Ir4lrnhi8kh8TadO3gtZ50f+szJEESUgNv3/t2Wz+7SRJQytaMTkoDOMf+ZPokdsd3e0owWOU4xMarsiJCUiSwjTX/kK23HvkNYXDOvxfSL9jW0Wwpi9mVWZQqpaq+bYe0TraUxXR+GiW9BAqKkBxCX7hPrIE8oF6VVaFjF1fj+O7cdxFRIkyMnK6/A/jm2vmuqjVOd33lLpxdOuv7ndxJdOUkPBBX403f+8ryK+zrhUoAhVBI9wpuH58YR07LCdehZmjrsWGOEy/OkDJMFvM1lZ2CBInJNoDJS2TLWUGR5dcDQLqQxnJ5GYulRchgQZunF07DMA0skAURg6EZGqZyUzjQf6CKts0X5oDEtMkms5MwTRMhJVRFCweFoPaHlbW/5aYwAhag6ScrvVs6o1ppN6z21qvTT8oiJ2U8XUhjKjeFYqWIxdJiFeWZ06utkhoERIj0SUTCqr6KQqXARDTX+lEv6xifGG9pIeBpYdIraTEnViorwiWlSiqKWhH3PnkvAPjafDWT1sk2Bk1IBWwF8Dbwj4yKURFtUIjiOt9qSQo0049Oe7LlrGBzcRkMnnD86JePChfcf/3af4UqqUhFUsiWsvj4v34cveFelCtlRNQIgnJQnJaN9o7iL37sLwAwRt38yjwu5C7YJDIu5i7i5eWXsbS6JOzhc8oaeA8Ab3/o7VUfi85NlwRJfFSqsoqyXsZqZRU7ozuxUGTrUEAKIKpGcXr+NJNjoettDsmhqn52ShJwiZNOSgO4jX1OyyFdSGMwNugqwcDlOEJyCFO5KZEVg8OEiZnCDABgZ2xn3fXISwrEq3/c0hdlS1lM5ZidIcXetwB8zW83WFNhTWYnbenUSkYJM4UZEQ/NQUDEs8bfwav6apXCAE+NZ31X1Rqn2x67DUurS6wuH+/kzcS2ZjW6HDQ1BB4QKcvsGD1XznlSb48/dRz9kX6xweLxSwALypeotC7LQAgSoQTiwTibjJRdY1CDiYOCYCY3w74CqAmd6kj1sDRAC6UFQf+XZRmyJIsXC18I+T+UaUJU0ba5JhUnCRimIej7Tlr4TH5m/W8xy99WalPGbSlBHOmM6qXdsNpbr04/tGMnZXw4PgwKirni3HpfWSjPYowtkhr8aw5gp3V8EdFNRl/GmkxIq9TsO996JxaKC7Y5wV96FBREYvRyCRLu+8Z9vstsNPWIbQyakArYCuBtGI4Nrz97lD1bXvOtlqRAqylcjj91XEjJ8I8fAjbG1rnnZk9QDrLNDgwRrF0xWG7Lu2+8G3sTezEcG0aqJ4X9O/bjxr034qcP/jQ+/H0fxsd/6OP461v+mqVqSrCUTamelJDKkInMyre8PK3aZW7gLE3N1EAIwaXCJWTKGfzI5T+C6dw00itppmKuV0DAAuWdJ3EhJQSFKPjk1z9p618uSaAba5k61M5JA7j1dX+kHwulBU8JBi7HMZOfEePHx9KK2YL7s+JHnsNtHlalLwqtraNqArMrFjtjdqmIdkjrzORn2Mns2j9cfgaAcA9zaIYmhEyXVpfQq/YKUVQndKrb3lW1xilfzkMiku938mZiW2+8cuWcJ5UXgDjJkCzdZL1ekdYnl0QkVMyKp+vyXOYcUpEURhIsSF6nOsJKGMlQElelroIisy/AngB7sMf6xvDgzQ+iN9QLVVmXbNiX2IfR5CjMtX8O9B/AwYGDMKmJnbGdSAQTtsTP3DYKttnjdQfkAPYm9iJfzlfRtgNSAKrEFMp5wLwsySyBtoMWblJTUPsTwQRGEkxiolSpTRm30oFNauLgwEEc6D8AEybG+sdw9413Y6xvzJUqbLW3Xp1+aMdOyngimMDexF4RnxKQAzbKMx9jq6QGj08LSAEQaS2OY425xGnQqWiqZWr2kbEjiKtx25zgsIYNyERGoVzwXaYfarYVtjFoQipgK4C3Qdi/No4mTM/5xuFGs2+mH532cCkZDkKIePZ4nY3Krrx7/7sRVFi6Mre8mPuS+7Artgsz+RlE1ShCSgipSAq74ruYWC4F3jj0Rvzpu/8U3/6lb+P/vvf/4lPv/hTec9V70BvsdQ2VsL5EC1oBi6uLWFxdxG+f+G288c/eiB948Afws3/3s5jKTbG2kPV7FKKIvJqKpOCVpVcwsTiBAwMH8Ns3/Tb2JvYiGUoiHAgjqSZx+Y7LOzbf3Po6FUkhEUx4SjBwOQ6+fgBr2Q3IeoYDTjzwsx4BEFILteahc/6N9a2to/1jKFVKbB1aW8es97ZDWodvnLgcC0/ZBqyPK3+vAIxQoCrsedvbu1fEvVnBTzSt7yovnMucg27qVe+9Wu/kzcS2djVypfNV3T0glZ8QhZSQjbJ/ev40SkZJUMSt917MXbRlPue+8+ncNKYyU5AkSZwoFSoFoMKCEQ8MHMBPHvhJQf0FgM++8FksrC6Ih5ea7Ct6qbQEzdBwqXAJsb6YzY99+OHDeOrCU8LPzinqEpEQlNeDLAGW+4xLNqQLTMyPH+MTQhBVo9i/Y78IiuRIhBKCFg4AE0sTLCByLXYsGU5W5ax0w5Gx6gz2Vni5yZxH6olgombOu3r1eCnRJ0PJqgBRNzfm/h37cXbxLEqVkjhqlwgLpI2pMVtgazvcIVelrrLZ+93Z7wqxXcNkLyyTsswHXq5Nt5gOZx6+Wx+91TNmrGoMLHPitUD1BuxtSIQSQhJlZ2xn0y7EenPNjz2JUAJRNVoVRM4zXkxlpzCdm7ZJuXB7Gq1fvChlFVf0XWFrZ7/cj7AcFgH1mqHhn17+J/zJs3+CC7kL2B3fjU/+8Cdx076bAKzHKrmp/V/MXWQnXGunWgvFBXZyC2AVqzabdKoDFHh56WWosopEMIEvvPQF7I7vxlyB5d5UZRV94T5x3cdOfAxffuXLeGb6GVzIXUBcjYMQgryWF/P73fvf7atPrM9GeiWNS/lL4sOVp5+KqlFxSuU2Nw6mDoq/nV06yzYmlg8jrlb/9IWn8ezMs77mm1e2E+s85OPP450+/q8fBygQVIJIBpNIBBPVpKjEiK/MIF44MnYEN+y5Ac9cfAYVk4kCW0+4YipT3ufzOapGMRgdxEyOZXE4s3AGqqwKEkapwt5dqqRWkca8YtEayVqyFbCtg+vHJ8bxc4/+HJZLy57X9AZ7UagUBNU1IDFJh1w5h6JerLpegoTh6DDUgCootVpFw6WVSzVzv/FA2p09O5GKpnB++TwWy960cS+K9rETx3DsxLGquiJKBPFgHMlQkklZWKjGQSUoZAm4PAZPzeGUsHDSjJ+deRb3PnmvcEkY1IAJE3ffeLfv4O5G0S76f73y6skpWO/LlDLsOB+MJs412XaEd2BvYm/HJCUigYiYKzyQlmNHcAcSkUTDsg7HThyrO6btHoPNwEbLYDRij5tUCH8OA3LAl+xAK/X7kWZZ0VZQNsv4vR/+PRzad0i8cL2SkpvURHoljQvZ9fiyb136Fr516Vs2PcR6IGCngLrJ3FBcIDZfzmNHeAeLYSqwzdJwbFiQAj5208fwjsvegYAcEDFm1n+XJblqDCazk+xlbnm2ZCJjZ89O2xrvJYdx+2O3Y25lrqZbVoKEjx76aN1nqxF5F2e8E89VmgwlkSvnbHOnQpm7l78bmpnftd6lO4I7kAwnXd8xXErCMA1IEvMScE07nlaJj1+9vna22YCB/nD/psV4dVmNNXDdp64TAoBOiN15z2AVZf+ur96FF+aq7+P37IrtEpRaLnTH81NZIREJlK6n3OGnTPwUg5dprYeACJq3U6z18MOHMbEwgcXSIko6C1QNSAFcOXAlPvGOTwiq8HJpGVElisEYox5bZQn29+8HKJDX8oJSDMBTemFiYQJZLStOvLjKfidPPtolS1CvvHr1WMVMuVAip4kH5SB0qqM31NsWG2vZOxwbxiMnH4Fu6pCJjFQkheH4cEMyGPy63k/2oqgVRYoTgLHMImoEy7+57GlDO9u3UfDbho1qq7WemBoDCNtQOGUMnKcW7aLZ12pnI3IZXLOsYlZc/9+6np2YPIFf+/KvoagV2UuTrHsbIoEI9ib34mLuIjKlTENt4YKu/ZF+UEqR6knhM7d8xkbasUIiEn7+0Z/H/Mo8etQevLr8qiBB8VgjgMWeHRw46Ety5bpPXYcX51+su6lMhpK+ni0/8/Dww4fxzMVnREwwAJimaYvzrRK+llXsiOxoaX5f96nr8NLiS+K0KygH0aP2wKAGekO9Yj6fXTjrKp5aMSroCfbYEonzue9X9LrLanyNIKflXKnQHGWjLALdl0vLYoG57bHbat7DffKXJS8TUgNEIqiYFdfNGg9W5Qwi6xeja9ChobP4q7WN86n0KQDrcSJ8QwWsuwCs5ZX0EnaEdojfrG206uwAtanG5zLn2EJm2U8GlaDwqzejKg+g5j1AtUtnfGIchx8+bMsI4FRsrlWul4vGr+vGTWajk5IKbnb9v1f+n5ArKVQKyJayiAfjVTEO5zLn0Bfqs/1mjenIl/MiFsOKTCmDod8bEuzJq1JXNbxAd1LRvxXU077yOw9abV+tejh1H4CIqeRzrNWPjru+epdNfuaBdz0gXvT8uZrNz2JXfJft3kggglPpU7Znj7c5qAQRhPsmhwdcV4wKfuLAT+DYk8cYS9oCSily5Rz+/mf+HgBw6C8PIayEUTErmM4zkVlKqWeSaWsaJoCRb67902sxEBkQict3x3ejWCni36b/DUurS1haXcJQzxBCNCRS8ihEgW7ogimqm7pwd766/Cpu2ncTO0mTAjYpEYC9X2QiIyAFqtihVhTKBV9zx+ZK/OpduOWRW6q0I3m8EwBPXbeKVkFBK7AwmugwykYZz33wuarrGkFOy+GqgavqyqmM3j8KGTLmVuYwlZsSEiIUFG8aepNtrc6Vc+K+U/OnBBnBKkdxat4+/x79oUer+m2rrTvbOrgeAEDh+eACEPIGTjmD5VVv9ySnN3OffFAO2qUjqkywy0gAqAo0dF5fMSvipAwAsloW4xPjGE2Oolixu0CLlSJiagwfHv8wLuUvoS/UBwkSpnJTyJaytuuc/nB+7M3v41Tj8YlxAEySYyo3JTK/c+pvTI3Vvdft77c/djtue+w2z3vc4CxnYmkC9z55LyYWJkQZtz12G25/7PaGyq0Ha73hQJi1PTuFbDnr2Z+dApcr0XT7OKQL6SobvOYIvy4WjNk2/oZpMHYaCJZWl1DUisiUM5hYmGioD+vNh41Gu+3pdPvqjVszGJ8Yx+2P3Y5T86fYekIpTi+cxm2P3YZjJ47Z1wwi4Xz2vJjfAJOvyWrZhtusSIogNnAykWEyLbWgHIQqM1ffvuQ+xINxhJUw9ib2AoD4b5kw1nZPoAcRJQIFCkJySDAw3dZaAJgvzuM7s9/B/z37f/Gpb34KDz/3ME4vnMbcyhwqZgUX8hfw8tLLoJSKmCUCFj/JU/kY1EBBK2AoOoSLuYuYzExiYmkCryy9gqnsFC7lL2F+ZR67Y7tBQGpuugD2sep37tQaM/4OIITUThIP9h5Z1VcxmZ0UcVitwO/8tL4zuO5hSS9BkRTPd8Btj92G5dVlpmNJFCFHwdfbWv221dYdoLvxwnxx3vNvFFTINDjp5bXu4fTmo9cfrcqMToidJcnZIBIYqyOhsq9YQmtrXVg3a7Ikoz/CpAq8KO0gcJVMmMnP1KS+16Uar32p1JOpcLvX7e+5cg75cr4harOznGwpCwkSslpWlJEv55Er55qiTPupd7MlFdzkSkCBhdJClQ31ZA+OXn8UJkxG1zfXpTK4BpwiM7ZvVss21Iet0NY7gXbb0+n2tSpX4WVzrpyrkp/Jl/NV8gXDsWFwKRte/0JpAf2R/pbbbG0bwE5qDBj4yNs/gqHoEPYk9uCem+4R62iqJ8WITZSiP9yPeCgOSigSwQRSkZRgFHMNNIUoGI4NY2d0Jy5LXoYPveVDuPkNNyOmxlyZ7WWjLCRuOIGqQivQqY6yUca55XOYW5nDSGIE/++V/4czC2dQ0AowqIGSXkJey2O5tIxfuO4X6p6mEhDsCO9AgAR89WOtMePvAL/xcgCE3E2r8D0/Le8M6wderXeAYDRyN7RFjqI/VHv+bbV1B+huvEQclBt4ygs3OQPOunB+VUmQMNbPMp/fc9M9VZnR+yP9uHrwauxL7GPCcmAsx6sHr8Y9N92DsX4mocCZTE446wspIexL7kMqwqQKvCjtuXLOUzKhFvW9HtU4V86xAMg6MhVu97r9vWJWbCJ8znvc4CyHu3atX5m6qVfpBPmlTPupd7MlFdzkSjgjzM1dUUv24J6b7sHdN96NiBoRX/tDPUPso2HtJFYiknCp++3DVmjrnUC77el0+1qVq3DDucw5VMxKFQ1fN/Uq+QI+x02srxl8o2NFM23207YjY0fwwLsewHB8GABj9x4cOAhJknCg/wDuvvFuXDlwJSRJwht2vEFoSQXkAIbjw+gN9aI31AvN0PAr3/8r+B8//D8QD8bxhh1vwIH+A7ii9wrsTexFb6gXEiSElXCVfhnA1pKiXsRKZQV/e+pv8eHxD+Pm/30zvvfT34vv/1/fj1seuQW/Mv4r+B9f/x+Yzk8jKAcFk90JVVLx4e/7sIjHKukllHWm8h6QAnhl6RXkyjmsVlZZbBylNceMvwN6Q72++14mck2pBr/wOz+t7wyTmsLTwzdhbu8Anhydy75wOQqAyXdY4Zx/W23dAboxXogFYzZ3m/XrRJVVEesArPuJZwuzLKhdYr57/mUEQAQzWrG4usiO5wmQDCbZj2QtZxVlvvEd4fV4q2KlKFgoEtiROSWUTVJCEFEi2BPfUxVkyI903eKfMqUMLuYu2jK9B6QAbthzQ80g+HpUequkgtUWZ15H573cJk6LjwaiWC4ti80RT7thpco7/fQ8jmu2MCvkMBLBhFBsliVZyFzoVBeLX7bE1KY50aHnv/fgN3/gN22sIj/pOuLBuI2G3aikQjvjDoQUwVrsj3McnLDOES/pCN4f133qOry89DIqRgU6dCiSAkJIw4rh9eaSW6yRW87TdqFVpXmv8nLlHOZW5liuVUjYm2QusmbjGd3gNx+jH5vThTTTnDJNsZZJREJICVXJDATkAG7Yvb5m8IB7neoihRXPydgo6sVt8r7x6p/xiXGcOH8ChBCkoinIsgxNX8+pSCkVEjo/9Fc/hD3xPYgFYyjpJehUF+QFmcgY2zGGL7z3C6Lsglaoksmw/o9nrciUM8jMZ3By/qSrjYrETuAkIiERSuDD3/dh7I7vxr+c/xdkS1lE1AiL9qWUKf3HdmK2MIsTkyfwF9/5C1zMXRSsRM4EBCCYpDO5GRx++DCGokPiBI5v6KynYJzUxTc97QqJqBcLydf9FW2FZUJRwmLzxTUJ3TapXDOTy74A6zkh08U0siULuSvE3m29n+xFvpxnsiKrefRGeln6Nz5H+xqfo+3Ctmc1eskvAOxLYCAygAdvfhAAXGnGTiiSgqHIkKAaf+rZT2FhdYHRkakBna6zzqyyDWW9jNniLJLBJEsbsnbE7WZTTI0hpIR80X+9Mtn7zfTeKMXcSfGtRYvWDA1zhTnPtjr70kol9pLD4NntL+UvgVLKHmICoU2WDCWRKWWq6uOU7rcMv8U3lXu5tNw0DXujJDHqlVdPOoLHkyysLtho6VZKvV+b680VXo8MGSCokkppNzoxBm6UegkS3nvNe/H0xadtddWSafFiVrZb1oKPb3olbYt1lYmMeDAOVVZr2medH+0ct0bb6na98/m0rhmpaEpcoxkaE9O22J8MJfH7P/L7eNvet1WdvjhBKcXS6pLYhF3IXcCz08/i2Zln2Zpf534rFElZj1EjBO+56j3oD/fjL5/7S4RklrJtsbgoQmRkIoMLXRMQ7I7vRkAKIF/Oo2SUsFpZZUxr07BJzXBY33GdPp0X76K1dd+m6m+RjnB7LrzW2ht234BHTj5iW7+sKe9kIkMzNfERFJADGyY10ZWTqINjJ47hYyc+ZguAV2XmRpSIhO/f/f0A7Kc32VIWryy/You14jt2VVaFnISmMzqyJEniq4NrdgWkALiyOcDyExrUYC5ISRL0a46wEsau+C4Wt+CT/mulgPOErY1mevcrqeD2d7e/WWnB2XIW55bPiQeQkwsqRgUm2AL4uVs+V0Ultmaw379jv00O44Y9N+DcMhM/1Kku6MmlSgmzxVmxEHI1af4MJEIJvGnoTa6UZS4N4vy9WRp2I9R8v2hG8qCedITzRGNVXxX5Rt828ramWY1usiTPXHxGPCtAtVRKJ9BumYie/96D1Qo7/SBkPXWKCRNX9F5hG28uTHxgYD0HXa050Ik5A7A++Om//WmsVFaE1IBYZxQVO8K15zc/EbU+a62K6TbaVq/rrc+nU0KHX8NzGHrZTymLc7RKYnBGJneBOfEL/+cXML8yj3AgDEopMqUM5ovzMKmJoegQdsd3o2JWcDF3EemVtK8+4ZkxVFmFbuqs7jVBVwUKhhPDIkh+tbIqNhnnsucACqR6UuLUjwuNju0Yw0dv+iiOjB0Remb8RLvdsL2LLHIoXLzXKh0BVMsXuf12/KnjVXJGeS1vk1wCIIL+rQm6a4lutwObIidBCNkD4K8ADIJlifo0pfR+QkgfgEcA7AMwCeBnKKXeFMEOY3xiHH/w1B/YjmGtsg4Ac3uFA4xFw11X1gB5AiIE+CilNjkJ/rAA6yldKJjbMEgYPblYKa6r04NCpixHmiIpqJgVhOUwDBjYFdvFjvP1MigoDvQfAAXF4uoi7vrKXbjj8Ttc5R4EBT2UAAgL/uaBmADqvmj8UumdC5DVtRIPxrFYXMQdj9+B2cIsdkUZLT0RTDAhWIORDLirlifr5rEKT194GgZlrKfB6GBVHJdVDuPOt96JWz5/C0zTRFAJCr2aeDAuRE75psuKQrngKrVQMSu243Huqo0EIkx+w4WGXc+NeDJ9Ukg/8MXeTfqhGTTihnKTjrCmG+L9kdMYrVsiEhSZpXQ5lznnew5xeLmTTpw/sf4MGusaTJTShvukEReu37ntt+yyXkZIDoFIFkr9GkHBLZ7RGbNZK/akngxIszgydgQDPQN4Q+gNtmeC51QkhCAWjOEX9/2ia1/ltByu7L+ySkbAyy4/49NoW72utz6fVjkO6zWaruHawWtd7a9nK6VUxI/yzRiXu+AJoAkh6A33CvHSr77/qzYbSnoJ0/lpm+vyu5e+izOLZ2xyECY1XZOWA4AOHdO5aagyU3sPSAEYpoHf/9Hfx+74bryy9Aoefu5hXMxdxPcOfy8+8KYPiIwDAMsbaQVPLxeQAjgxeQIPPPsApnJTGE2O4tdv+HX8uzf8O9dxqAXbu8ghh+KUMALc1xTnb3c8fgeTTyLrm+lvXfpW/TWQAhF18+K8OhlcrwP4NUrpQQDXA/gQIeQggLsAfJVSOgbgq2v/vSkYnxjHj//vH0dWy9a8bnl1GaDA+ex5lniWsszr1sHVTA26weIjrHISPEAfgHiwCVgaHy4yaN10Ocvix6dc/oEL+lXMCk4vnEapUsKp+VM4vXAaMuQqqqyV4pstr8U2GRrCgXDbJRWsVF0rFV0mss1Gp5QFP+WyvoR4uodYkMlg8FxenEbM+4XfC9hlM3hsHJdVyJayKFaKiAajtk2zFdFgtIoSnS1ncT57vqr+bDnrGQ/kR0bDr/RDq+NQb2yd0hEAYw1Fg1EAazFAxTSmslPMXQuCklESQq2tzCFu88TSRBULi0umAGioTzpJHfdTtld/KpJSRbXnpwtW1Iox64SchFfZM/kZzK7MChJRUSvi3ifvxbETx1qyy+/4NNpWP9d7XRMNRn1J8LjZSghL6RQJRJAMJTHQM4Dh2DDG+sbEu0CVVQSkACpGBSOJEYSVsG3cQ0oIl/dejpv23oSfu+bncP2u65EupjHUM4Tdsd3iOhmyyAGrSirCSpjl0lyDQQ2s6qvIlXNYXF1EppzBB77wAfzoZ34Udzx+B745800sry7jZPokfu3Lv4aP/8vH8ez0s7iUvwTDrJ6zJb2Efzz7j7jzK3eyPJ6BKC5kL+CDj38Qf/6tP8dkZhIXcxcxV5jDYnGRZXOpFAUJoJkxahRuZTqlRHRj3dXbrvW2VXRs40UpvUQp/fbav+cBnAawC8DNAB5eu+xhAD/eKRvq4fhTx6uU5L0wX5wXUgk8zgVY/zIHIMRRrXIS8WAcOtVhGIZ44RNCkIqk2O9rizIvg7smeFnJUBImTJtkg3BHEgnzxXkoRIFEJKSL6ZoZ62fzlgz1PUNtodV6UXWtVPT0Stpmo1PKIhFKCLeuYRowDBYLFw/GAcqYP8Mxdg8Fk9owKUsSzuU3nLIZw/FhULLeZzP5GTEmiVBCnDqK5K4gOHr90SpK9ExuBgQEg5FBW/0zuRlPKr8fGQ2/0g+tjkO9sXVKR+iGDhMmjl5/FACbPwtFFt9FCFmXliAK0ivV860Zm7OlrKfmEgVtqE86SR33U7ZXf77nqvdUUe3jwThiwZhveYhOyEl4lT23MgeAuWaIRKDICiRIuO8b97Vkl9/xabStfq73uobL/tST4GlkLvG6ipUi+1jRSzBg4L/d+N+wJ7EHl/VeZktQnupJIRlKoifQgwe/8yDbWAXCWCot2dzVqqSy9YIA97/zfnz3//sujv/QcQxEBpCKpDAQGUBMjSEoB9Ef6bdJZRjUQFEvolApIK/l8ZfP/SXe93/eh0MPH8J1f3odfuSvfwS3P3Y77vnaPfj0tz6Nxycex/3P3A8ZMkJKCIQw950qqfjz7/w5NIO1L1vOYnF1EbOFWVzMXcS5zDlMLE3g1eVXhabZQnEBH3zzB1EySsiX8zBNsy3z121MY2qMsTzXnkH+AcdzbbZjvW0VGyInQQjZB+BNAJ4BMEgpvbT2p1kwV6TbPb9ECPkmIeSb8/PeWlutgCej9gIBgSqxDOolvSSorFYKrCyxSckneG+w1yYn8eDND+LgwEEW7yEr2JfYh6tSVyEUYGkn+IaLKwhzlyYv69rBa3H3jXeDgIhM7ZxNydPT8NMYfgTtlbF+VV+FqqgYiY8IZkg7JRU4IoEICuWC+J0rQHMbnVIWY31j+OihjwrVY0IIDg4cxIM3P4iclhNCi7z/efLvu2+8W8hvOGUzEsGEkFbgGyw+Jp+95bNMZHDtn0ggInKlOSnRJkyMxEcwHB+21W/C9Az09SOj4Vf6odVxqDe2TumIiBqx5WQ8MnYEcTUOVVHFSQ7Pcec235qxuZa4ZF+4r6E+6SR13E/ZXv35mVs+U0W1f/DmB/HQzQ/5lofohJyEV9kmXXvJW1jaVhd0s3b5HZ9G2+pXjsLtGi77U0+Cx8vWZu3hCcp71B4kQ0mkelLYFWexwclQEkE5yARD15iQPOVPQA4gpsZw076bQAjBj135Y/jdw7+L0d5RBOUgDg4cxB8d+SN8/fav4/kPPo/BnkHsje/FcHQY/ZF+JIIJhJWwTY6iYlZwPnseX7/wdTxy8hH8/tO/j6P/dBQn50/ifO48ziyewctLL2MqO4VMKYMzC2fw1XNfxUsLLwntNSd0UxeaZkurS7hu6Dp85G0fQW+4F/PFeSRCCdx94924dvBapFfSWFpdYqQAveSbkODWz3/zk3+De266RzyDALCzZydGe0fbtt62io4H1xNCogBOAPhdSumjhJAMpTRp+fsypbSm6EingusPP3wYX5v8mq9rJcJYEyElJBK6ErBjZp5p3YSJG3bfUDffmzVewC3/FKc8J0NJ1+vOLp4V+c4qBptYJphbcjQ56hnY2ongXK/gfQqKoegQBnsGbfaqsmrLNs9zbHnFUbQryLbZNtYqj4+L027nPc7A/8XVRRvNHXAf80YWhU4FXjvLPrt4FpqhibnvHMtmyp3OT7MvVk5UIURQ7hsNrLcGevMvXIMaDZFJ6tnbSh/7lZRw+20jXxLR/77ufuMnwhQUiqTgCz/7BVd5FS/ZFWt7nr7wtMjTB4Km8036iRNrRp7EWm6mlBGuKatUwVjfeh7aYyeO4b5v3FclxdIsxifGceujt4p4Ur5uWp+3uZU55Mt5JELsA/aON9+BG/fdKOLLnG57a6A/x2plFQM9A/j0v/80pnPT1RIZ+Yu4kL2AvOZP36s31GtLw7Qnvkf8+87YTkEgawS8zW4Jzfm/15oH1jy6EiQhNwS0b22saf9msRoJIQEA/wjgnyilf7D220sADlFKLxFCdgJ4glL6hlrldGrj9YN/+YN44vwTvq/nAe9WCqw10/pInJ1geGWM9yNT4EZ5dl7Hv054ughOA+dB/F5U7k7R0d3kKuLBOLLlLIaiQwjKQZzPnnftI8BdcsKPXMVGUO79jpuXjEbFqNikLgJSwBfNvVGbOzG2bmW7tafZeqz0cv7hAqy52wkapnt7SV/wRdePfIofe5vtYz+SB83ITLQb4xPjeO/fv9eWGoiDq8R7zf96sivOtUuR2Finwinf0iR+xqEZmQtnuVPZKXE/F+20Sq3Uk2Jppt+dcgsmmL6aJElCKqfeWmGYho2F+aWXv4SP/PNHoBAFISWEkl6CZmq458Z7bAH2bnj87OP4+Nc/Dh7OzO9NhpJYXl2umwoJYIcWgz2Dto2ZdYM20DNQM0WeF56cfBLHnjwmxqukl1ChFfzBj/wBFEnBf/7Sf0ZQDrZ1zWoEm7LxIiyS/GEAS5TS/2L5/TiARUrpJwghdwHoo5T+Rq2yOrXxCtwbaEhjhQdFWimwzkzrgPtu2s/JSS3Ks/O6WDCGl5deFgrHwFoQ75p4oRtLBGg/fZ6Xeeujt6KgFWwCrXP5ORT0AstMH4wBFMhr+SoZgXqnCI3a3O421pPEcLO73teWH5p7o19knRhbt7JjagwgsNG/W9nMHH/qOE7Nn0Jey6NiVCATGfv79+MT72hMPNUqfcElSrg8wsGBg22TXmi2j93mupukRKMyE+0GtzNbyuLSyiXxuyqruCZ1TU15Fbffne3JlrN4delVUFBE1ahgHftto581oxl5Eme5ZxfPilM/WZLZiZeawFg/O/GqJ8XSKLzkFoJyEJf3XY58Od/0WiFOhpbPYW9yL/7T9/0n/ODoD9rkMbzehVy8dTo3jV3xXYIRaVITC8UFm34Z//fp3DQuFS75Sl2kyiyGt2pjFmP/nwwlXeUtap3kAcD8yjwigQgTUC3nhWbk9Xuux2/+wG92/CNmU+QkAPwAgJ8H8AIh5Ltrv30EwCcAfJ4Q8gEA5wH8TAdtqIlGNl0A2+0H5ABCSgg9Sg+e++XnBEXZOjHc4gD80KOLlSJypRxyyCGrZTEYZQ/XbH4WE0sTACDU2s9lzsE0TexN7EUylBRlcHquF9zo860qqB8ZO4JkKInLkpfZ+iEVTSFQCtgy0zvhlXHe2i+NUv4bvb6R8nhfPXn+SYQDYQz1DLnGy/F7vOaHH5o7L8vv+NRqdz2XSL06eNlO902ryXWbGSubTIkaBwhLQzKbn8Wu+C4QQkQoAAAR5+F83pqZ97XstW4iy0YZqqTiqtRVoly3NcBNB6pRmYlW4OaOmy3MYnd8N3RTB1lhLkaJSDCpiWw5i9n8LAqVAnRTr5r/hXIBkaQ9LsrZRv4BArD4Tx7I7yWn4hynb898GwaMmlIsJ9MnhZo8MZmemizJIq2OWx3/ev5fUaFsrnDXqiqpAAFG4iOYW5lDupjGwsUFjE+M15Vi8bLfa56dy5yzSRYF5aCIheUf0s61IlvO4mL2Is4snkH4d8J1P1hW9VU8N/ccPvDYB0AkImLC7nzrnXjnFe+0aZVVDLYh++HLfxiH9h2qmqcSkZDqSeH0/Gn83am/w8XcReyO78Z/eNN/wE37bsJXX/0q/uxbf4aLuYuIB+O4sv9KyEQWm7TF1UUAgGZomMxMes5viUgYjg7jDf1vsLkwzy2fQ1/Y/jyFlBCmc9OM5BZkJCpKKXrUHoz2jiJXzuHR9zxadd9Go2MbL0rpv8I79eY7OlVvI+CLSSOQCUtDoZu6yATvJ+2I13WcsqwZGpZWlwRzrlQpiYkoQUI4EMbE0gT+ZepfxDFzupBmLjxCxGLWKD3XerxupUz/MRo7hm0m/cr4xDhT6TdNplm2JtWQ6klhrG/Md90bBWtfhZUwNJ3RkkcwYkttZIWffql1TTvGx+oSsUoDABDq9H7qqHLfADi9cBq3PXZbx9TlnbDaKkPG6YXTwoUgEQmTmUlG0Fh7cVJQGKaBbDkLhSi29ETtmPdOu/hzTEBQJEVMLEyIct3G2SknAbinTGmXbITTZrfxBADDMJDX1+N7eKzcZGZSuNbc5j+XZqjVxmwpK17iVnp/KpzCWL/9uXeO08QSE8uUIUNVVNd7uVwLsCbRQ4EKZbFPqqxW9eP4xDhue+w2sekS94FJ+wSkAKZyU4KMI0HCh8c/LGKwFMtr1CrF4mZ/rXkWD8Zxav4UFKJAIWw9PJ89j4MDB8U11jmULWcxmZlkG2QwIehT86dw+2O321z0zrnJM4XIkLEirWBiaW2OrrnevOKxdFO3bcoqZgVffvnLuPfJexGQAkgEE5hfmcexJ4/hJ9I/gf9z5v9AlVQmXq2X8EL6BZt7s1gpYiY/g4u5i/jaua/hHyf+UUgsWYXDTWriYp7FnTmRLqYhE1nol0mQ0BvuZUKqax+Z/KO3pJewK77LtW0bjW2dJLs/3N/Q9aqsMn0SAvRH+kUmeD+0Z6/rOGU5W8qKCQSw+BTDNJi+ypr8Q7aUhQQJWS0LQgiGY8NMKiE30zS9vF30+2ao7sefOo7+UH9VxvmF4ubRfGvB2ldDsSH2WUGB2ZXZhsfdD82duzRbHZ/7vnEfi0+UFVdpAL91HH/qOHLlHDs9kGXIEtMVsorxdhpWW9PFNBN0XZO2GI4Ns5eKySRaxMsdcpX8R7tlJ6zSGDKRWV+DIKtlRbmu1PdgDPFgvCWZiWbhNZ4SkbCsMe1CIf5s2cSCMBV0t/nvJs3gbONMfoaRlaT69H7nOPH+NWF63svlWqyMTM4IjAVjrnXUShLNNzY8Z+5wfBiqpGIgMlBTisXN/przjML2wcCD6q0HTU55IK6/FZACkGUZClGQK+ds5TvnJn8uKGH9ly1lfc19RVIQDoQRD8axI7IDQ9Eh/OVzf4meAGNlBpUg4sE4wnIYDz/3MIJSULj6uAzFX3znL0R5kUAEV/RdgUP7Dgmm92hyFKqsQiEKAoR5l/bE96Av1IdUTwpvH3m7uIbDql+WKWdwLnMOZxbP4EL+Ak4tnMLZxbN4ZfkVzK7MYrBnEJ8/+Xm8MPdCzbZ2Gtt64xVRI+tJqz3A9aVCcggUFAE5gJHECFKRlMgE74f27HUdpyxzyQVZksXxNX9AuPyDm1r7SHwEJsym6eXtot83Q3U/lzmHVDRVlXE+oW4ezbcWrH3F5SpUWUWpUmp43P3Q3Ll7qtXxyZfzNj0foFqd3k8d5zLnUDErtkBYiUie7ptOwGprlUzJmh4cAICwmMyQHIIkSVXyH+2WnbBKY/D+4Xbxct3G+aGbH8KDNz/YksxEs/AaTx73q8rMzRaSWTJjjpH4CIZjw67z302awdlGk5rYl9yHfcl9den9znHiLlxZkj3v5S/xfcl9NrsVSXE9mT2XOWdLI2aFRCSh+cfXfp61gkvaeEmxuNkPeM+znJazr4Uyk/6xMgud8kDAmhDvWpyZRCRUzIqtfOfcFBlUKK2ao42Cl00IEe+vWDCGolZEIpRAUAkiKLP/xdQYLuUvoTfUi55Aj0jLBwAXcxeFGKxmaJAl9iFgmAbiwTiGokNMP+zH/hxfet+X8NwvP4cnf/FJ/MZbfwOX916OuBrHQGQA+3fsx3BsuEoqo6SXUKwU8YWzX8AHv/jBDftQ9EInY7y2PEaTo5gwJ1DSS2Izo8oq3rDjDXjug89VBUjvju+2BUjzI2u/cSpu1/GjY86+4MlRQ0oIZaNsEzMMykGRn5AjIAdww+4bmg66reUCPfzw4bbFv9Sq25lxfmdsZ1NtqYVW49gAIK7GcWbhDDRTE6wsALYv61p1/uIbfxFPTD7hmtqJwxlH0YwL1wm+EHq5RBpxl6cLaRawvLawmZS5ia0uvEb7ud49Toq/rusYjA0KnSOuqQdALN5ugenWMtvRr86+cT7H1iwW9dYKv7/xvjiZPiniInmMTsPzORjHlDklNl/8dIsQ5k4rGSUbWebF9IuomIwhFlwJCqaaM7C7XhutQeROer8TznHia2BYCWP/jv2u94p1JZhAYsBevptd8WAcU3QKwLp0BkdIDkFV1CrCAB/Ttwy/BW8aepOYu28Zfou4ZnxiHJlSBtO5aZZqbI1E4DXP4mrcNeelqqhVa/Gdb70T35n9DrKlLCpmxbZxDMgBW/l83aoYFehYj7fjsZDOOeoGr2fU5vq0yAmBAOlCGoOxQeHqKxtlXN53uQh+59BNHZf3Xo5L+UuIqBGosipkNHj4QEkvIRKI4MTkCdy07ybGlIwO4gPf8wF84Hs+UGWvZmhC0NX5v5n8DC7rvcyzrRuBbX3idWjfIczkZkT6H56j8ULugi3lza7oLvEVwXP2tVsxOhFKsEz2BlOzL+tlcdpW1suYyk0x8VYXtfZ2K/8ul5aRXkl3JO1Kvbo74VJpRxqZ8YlxpFfSKBtl6KYuqOMmmGuLx0lY0wJZ65xYmsC9T96LiYWJKhtq2deOPvKjTu/XXW7NxGCYBkxqCvdNM/3sJ72S9e9RNYrZ4izm8nNIRVIwqQmd6kj1pBpy07V77rk9x9YsFu2Y0yLF0sIEMuUMiloRS6tLVXPPb1lzhTnxUuR5ACsGi99JBBJi7TmfOY/zmfPs5U4BQlkGg/PZ8yI3aiNopO+d1yZCibprYCPl836wfu/wd4FEJEFEcSvv0L5DnnOXj1VUZR83fA2fy8+52sLXF83UbP07W5jFXGHOVsftj92O2x67DVElWmWzCRO6qePQvkNV5XIXLQehLAtKIlR7jvpZn+byc5jKTaGsswOMZDApntN6Y6BICu56210wwN57Qz1DwjVcMSrQdA0SkRANRPE7//I7ePrC01Un+E6osoqRxAjeuuet+Jmrfga/esOv4g9+9A/w+Z/+PM58+Aw+etNHa97faXRcQLUd6KSA6lMXnhJpUAhhORQDUqDqK8cpgtkJqj5nQ61oKwhIAQzHhwHYRQaPXn8UT0w+0XY5CCtF3k3gs1N09k5KIHC0Q/iSl3E+ex5lvSwWMH7aEpAD2BXbJcp0o6bz00q3L3U/0hSt9BFnNRbKBUSDUU9WY706aolSNtPP9e5x+zsXm+0N9bpKWwDw3ZZOyI7w5zgoBXEw1dxplBusgrPcHWOaZtXca6Qs3dQxnZ9mpxRg83k4OozB2GC1IHJkCCE1hLnCHMpGua50TS000vfOazmzu9a9fsu39sPF3EXmZVg79bomdY2Y241KygDrz7RVGsJLKNYqhWLtX0II9sT3eMpznJo/JVyOAHOv7wjtEJIXznJX9VWYpikSn/s5Ma33jHrKCVme00ZlgGJqDK8svwLN0GynhdZ6DdOwsS+ticqd+VKt6I/0bwircdMEVNuFTm28Ru8fxUxuBrIkr9P9KYT6777EPqSLaUHt7VF6kNEyGIoOearktkNp2ipBwB/akl4CKHAgdQC5cq6jatZuEghcpsJNGqKdba+HZupqtD21ynhx/kUohGm58QU6rIShUx1XD1wtynTW+UL6BciQYcDANalrbDasaCso6sUqenwj9rXSP+1CM/1c7552jB2wuf3SLljnoExkQUZxzr1GynL26/Nzz+PawWurfn9u7jlcN3hdy+Pghc0aH2c/ZEtZzK7MolQp4e17314zi0CtuUlBG5q3vKyclhMbL1VSUdSLeOPgG23lPD/3PNsYDl7D1hUig4BApzpG4iM2+0+mT2J3fHdT4zY+MY67vnIXnk8/D4Bt6npDvchrLK2PTGQ8+p5HAQC3fP4WmKaJoBIUmyRrPX4zNtjCAVp49k1qik2YdUOmGRr6wn3oDddMltMW1Np4bWtXI0+vY5WUMKmJgMTYFFO5KfZlSWSU9BJmi7MwTbMhV1GzdvHko1PZKZHtXac6Ts2fgkzkjrn/rPVb4RUD0O6210KzdTXSnnplBOUg04haWwy84iScdQblIAxqiFgkbkNMjSGn5aDpmo1any6kG4432sixcEMz/VzvnnaM3Wb3S7vgnIMAfMfoeJVlhVUOwvl7LBhreRy8sJnjY+2HbCnL1nydnbJY3XputtWam43O29HkKNLFtFjvFaIIT0y6kLZdG5ACQqKDzwWTmpAgVdmf03JV9/sZNy6xcXrhtIh5W9VXMVOYQUkvCVLLbY/dhtsfux0SJBAQsX5lS9kqSRw3d2mtMW/l2ZeIhJASQiwYQ1+4D0PRIexJ7MHlfZdvyKarrn2bbcBm4s633olYMCYo6IZhQKc64kHGkOAnGgRE0Hb56ZiVFtxuajr3m8/kZkAoEf5uRVIEdb7VOvzU7ydGot1tr4Vm62pHPI8zhocvRl5xEn5jU7g0CQjqUus71T/tQjP9XO+edozdZvdLuyDmoMqEIXk8aL0YnVplOfvVK57J6/d2xK5t5vjY5BlWZlmsFwGGYizMJFfOIV/Ou9pWa242Om/vfOudWCiyVFeEsDUFhOVAXCgteMqNWOMcubyH1f7+SH/V/X7GjUtscNKFlXDABXGHY8PIl/PIlXMYjg+DkvX35Ux+Xb7FbXxr9avb2HQyBngzsK03XkfGjuChmx/Cgf4DTHSREBwcOIgHb34QIGB5ndYoy1zF2Oo75hTcdlPTOWXYhAmeWFqWZCiSIui/rdbhp34/dPZ2t70Wmq2rGakLrzLG+sbQF+5DLBhDQk0gFmJfVGN9Y7YynXWO9Y3h7hvvxlj/WJWcSCqSwkhipC61vlP90y4008/17mnH2G12v7QLYg72j6E32IuIGnGde42U5exXNzmIWr+3wx24meNj7YdSpSSCsjnb0soYdNpWa242Om+PjB1BXI1DVexSEnsTe5EIJjzlRkyYONB/AAcHDkI39Cr7U5FU1f1+xo1LbEiE6f85RX25xJFu6qiYFSGvE5AD4gSuliROrX51G5tOyqpsBrZ1jJcV1qBhgzLGFiEEkUAEg9FB5ne3BEdny1mR2DekhGrmz2rGvw0A133qOry0+BI0Q1unAK99eUTVKBKhBMb6xtqSe84rzUk9tCNw3WpHrf5w1mUdgxt2N0946GR8iVfZ9XI5NkNkaHYs6tm4VeOi/NrXrjnaKWx2P29G/U6JkHbkKm0V1kD7uZU5wWBWiIJrBq9pyjZn31pTvjmfNbcAdbe6vMbLK9ejV0B/vb545uIzTOF+TS6nVCmJ/JqcIHR6/rTYKPJY6EQogb5wH3aEd+Bc5hzmV+ZRMSpC9JZSKshJMTVWs63twGY9X93g+jqwps7gwaocMmFqzolgAplyBkORIQQDQZaqBwQj8RGUTe+M8QBsGe+LlSIypQwoKHpDveI3Z7b08Ylx/NyjP+ead1Eh7OTLhFkl2Ndou3kqibnCHNvUESAVTkENqL6+LqwpMbza4teOemVYr6uYFdsYBOTmMs63w/5Gy37/de/Hw889zNphMF0knvYmIDXXjmbb4sfGdvdLO9BIWzs5xq1is23bjPqddaaLac/1c6M3oLc9dhuWVpeYTp3lXbCzZ2fDtvltJ3/WtIqG9GoaLMsRxWB0EKqsVr0XvMYLQMvreaN9calwCQWtAJnIkInMDi2ogZgaw1B0SMgwebEMZciQJMm1re3AZj5f3eD6OrCmzjBhCj+1za9NdeEqms5NQ5VUlqA6nMRgzyCGokMo6IWqI9Fm/dvHnzqOsl5GQArYVHgBJn4ZVIIYigzhicknWmp3vTQn9dCO42C/MR7Wupxj0GxcSCfjS7zKvu8b94nfk+Ek9ib2QpVUTOemWzpOb2Ys/Ni4FeOiGhm3reyy2Oz4s82o31lnrfVzI3Fk7AgGo4MISAEW4qGoGO0dxc7YzqZsc0t3ZE355nzWBmODGImPCIHsglaoqqvWePF5XtBYRoqgEsRIfASDscGGx9QtDOeq1FW456Z7bOESe5N7sbNnJ4JKEAbYe4mThHrUHqRX0q65RwkI+33tFevW1nZgs58vL2xr5XoOnjojIAVAKbUn2F3bwefKLOnqP7//n9epv+WcyCSvyip6lJ4qmuu5zDmRTT5bzmI6Ny10VzjVF2D5zl5eehmHHz6MO996py2dh/NrISAHsH/HflBKW4qD4LZxzRhgPc1Jxazg6QtPY/T+Uc/jWecR7gPveqCpB8faRxxeMR48fsJKvxZjIKmuJ4TtqrtReJVdKBcQSa7HPCRCCcSDcUznpwGgprK9XzgV8Fu1kf8+mZls+ui+nUf+jY6bl5p6PdSyudkQglba0e6+d9bP5RSsa1EtDbRmxtK5JnK5HJnIeOAW7zXEq7+tISKqrCKqRptW88+Vc7iy/0qbhEFcjSMgBcTaPj4x7iurh7Nvecq3VX3VtmYV9SIuSzIldZ7Fg8smOMutN1+OjB1BMpTEZcnLbG1wzimnHt9QzxDiwThyWg7xYBygLIXRaHIUj/7QozY7rB6W0ftH2UZRYwzbYqXIhE/NCrKlrO3dYgUFhSIpMKghpFD8aHz5yW5Ra3679cVmoHviBUZbDUgBIRPAN11WUEpx75P34tiJYyJ1ilVuQtM1ZLVsFQXaKg0xmZm0id2VjBJeWX4Fk9lJGwX4w+MfRlyNQyISi+9yuIO5am+rdG4verpMZJzPnodEJE+qbzsp4M3KELjRr7Pl6jFod92tlu1G2U8X08iWsy2r6zc6Js3ICjQz7p2SXHHa145x46hls9vfOLW+Hf3fTumWWvfVk1NwK7/VsXSTy+HyBF7leEkS3Pr3t+LU/CnoBgvyXqmsYKG40JSav9U2K6zj0Ujb3SRlNFNjwp91JCO85oCf+eKnDbc/djtOzZ8CpSzx+WR2Ei+mX0SpUsKp+VM4vXAaMurLFsXVOKZyUyjpJZHRA2Abq6ncFCSw3JFu0E3dd7qiRrJb+JX82Ex0N16wp0KRINk2XdzlqMoqJEi47xv3MepvicWDyURmG6M1WQDnEaZVGoJLUlhBwSa+lQKsSiw5rTVLve2eNqcLcqY5MUwmlzAcG67pCm3XEW6zMgRu9Ov+UPUYtLvuVst2o+YvFBfQH+pvqT+bGZNGZQVA0dS4d0pypZNU81o2u/2NU+vb0f/tlG6pdV89OQW38lsdSze5HC5P4FWOV8hGTlsLESHrISKUUmRL/sMl3GzzGo9G2u4mKWNQtD6HCAAAQvNJREFUg2le1ZGM8JtCqZmUSdbQGlmWbZul+eK8iCFOF33IFhHY3hlCZof9ASCoufHyk1KrXp/7nd9bSZKiu/ECO5598OYHcXDgIBTJTp0lhAg5B5nIKJQLODJ2BIlgAqqsQqe6yFqfiqSqjjCd0hASkaBKKoJyUExSCmqjAEcCEeTLeSSDSYSUkJjQAcKEXXVTb0schFMiIaJG0BvshSRJgi7M4TyebScFvFkZAjf6dSpaPQbtrrvVst2o+XE1jlQ0Zbu/0f5sZkwalRXIabmmxr1TkiudjNuqZbPb3zi13u36drSj2T6sdV89OQW38lsdSze5HL7eeJXjJUnAE7ZbvQI8524z86veeDTSdjdJmYSaQFgN15WM8JoDfuaLnzbwMBYAIrwGYPHD/PTRj2xRrpzD3sReW+JtVWLvS1VWoRs6AlIAQTkIRVIYWQ2SUNsf668vhVKvz/3O760U37ntY7x4Drt8OY9YMIbfevtv4Z6b7kHvJ3tR1IpQ5PUuMqiBaJAlJj04cNCVom49wrT6nUNKSExwSZJsp18SJBS1YlUOtH3Jfb5p8I3GXDivf+jmh8T1nJZshdtxttO2Vo5w68XguLXvqtRVdnmJUhZnFs7ApGbN+JRG665lg98H2Hlq6azTTfKgGTXyemV4tcFrkXf+3uy4t3u+eNnXCOqNZz2bnX/jauJW+Gmj33Z0qu95/X7nYKN2ePXzDbtvqHp+L+QuQDM0hH83bMsD6qwzW8qKkxqeZ5KD509txiZrf7hdP1uYRbqQtsm/1KrHz3O+oq3g4MBB3zIKzjJrxZzxNvLTId6XMzmmQG9Nms1RMSqCwXh28SwSagJj/WOutvBxiapRlPQSDGqIhNySJIkTL4lIGIwMivzDjUhH1Jtv1r87ZTTGJ8ZbXic6gW194nXsxDHc++S9KGpFFuSoFUUc19Hrj7JM74YOajKVaBMmjl5/FED941yn3zmqRMUXsaZrtmSsADBTmMFqZRUEBBWzgrnCHA7tO+TrmLTRmIt617fjOLud8LLX2j+Z1QzOZ89DMzXsiu9qe9qRZuJaGrmnner6fudkM33UrJ1b7cjfT180qkweC8YQD8Y71sZO9327rwNq97O1nMxqBucy50QAOqUUpxdO47bHbnO9lkvJSJDEyRn/hxBSU82/lfVyV3SXkEjIlDINj3G7nwOvthw7ccyzjYf2HYJBDddNFwBUaAUUFAEpgLJexmxxFof2HarZnqAcFCeQAAQhzTANqJIKk5q4tHIJ09nptvcZ//vcyhzOZ86jrJchEQlRJbplU4Ntax0vt1Mt3dARUSNY/s1lcRpWKBcQDUZx9PqjNkYH/wqyZqx3nhpZd+lz+Tksl5dFsF9QDmJ3fDcu5i6KY92oGsVgzyAUScHO2E6RcsGtDo5GBSL9XF+rbX7a307Uspf3TzuFSBu1wav8Ru9pR382OidbEbtt1M6Nmi9+4Lcvatns9jcAHW1jp/u+3dfV62erkLCma5AlGQGZhXoYpgGZyPj+3d9fdS1/1gHYmOI9gZ66rMZW18tsKYuZ/AxMauKGPY0LN7fzOfBqy+zKLIZ6hlzbCAATSxO4mLvoWW5YCYvcsvWEurn4a76cF7/x00ieM9EwDWiGBkIIbtp7U9v7jNuwoq0gpIREou7NFEruCqh6QDmmQJVUEIlAN3ToVBc79lQk1ZCCuxONZK5/If0CZMgwYOCa1DW2a+tlYa9Xl9v9rWR99wvrUX5cjQOExQP4laawXuPHXrdrMqUMpnPTGIoNNU3357DKV3CXMA/onP312Zr31OvnRiULml2kmx33zVJ+7iQ24hnown8/j94/iunctE3biTPudsV34YF3PSDm4Gx+Frviu5AMJavKtF7nNVfrPcu2tSsYx+n0aYCAvdDXVNabnSvOZ8lLyb6R/pUhI11MC+X4VCSF89nzuHbwWtd+L1aKWNFWUKgwvS+rXiUPiVBlFoc8GB1EXI3XbevQ7w0hs5phBBzYQyu4PBPH47c+jiNj7c+MYZV54pkHuMzTQz/+0IavYV0BVQ/EgjHB5rMekwJAppzBxEJzlGSgNqXXjWbMvy6c17ZaVzuubxTW428ZMk4vnMap+VOQiTs9ud7RfzMU6mw5WyWJ0Qzd31p+o/IVfuxuVLJgoyUY2m3DVsFWpZm/3uC3n62SPhwmNaFISpWEiUQknM+eR7actZUZU/1JndR6lq0uOpnITKqC6qCUsiwT2Slky9mm5orzWZpYmMC9T96LiaWJpp8tLucgZI0MDVO5KaiK6ikHky1nhYwFsM6et0Ihimhvupiuu0YsrS6hbJZFeVY4//u2x26r6QptFl4yT8vlZdz22G1bag3b1hsvHsdVMSu2ycGzsTei4O5EI/EhCTUBE6YQzut03ECn422s9N50Mc0SrRIF6RV3enI9unAzMWczuZkqSYxm6P7W8huVr/Bjd6OSBRstwbBVlZ9bxVaLOXu9opG4MS7pYxgsV65JTcSCsSoJk+HYMAgIZnIzdqkT4k/qpNazbM3YkF5JQyGKEPqkoCCU1dvMXKlSstfWlOxL2eafrTU5B2u2FQqKwZ5BTzmY/lA/QNb1IDn4O5Cn/iGESUIsFBfqrhHW7CrWEzQnJEjIl/MdyYxx51vdZZ4ISN1MMRuNbb3xuueme3D3jXfbflMkBQE5IOi0nZBIqKIZ94+xdER9Y01RXhulzHaaYmul95aNcl16cj26cDMUahNmlSRGM3R/a/mNylf4sbtRyYKNlmBotw1bBVuVZv56g99+tkr68BQ1B/oP4KGbH6qSMEmEEhiJj8CEaZc6KfuTOqn1LBfKhaq1S5EUIY9AwRI8NzNXnM8SJxLwddHL3lrgcg4BOSCkjfYm9gKApxxMKprCSHwEkUDEtvmSIGGoh4VlqPJa3ygqEmqi7hpBKWVhO2uuTWeaO4DlZQwqQeimbuvnZtvuhJfMk0lN6KZuu3az17BtLydxdvGs7b91UxeDREBwZuEMrui7oqU63NK3uFFcm0l23WzanmYotn598nE1jjMLZ9jXq8nYM4qkCFdqM9IUfuy1XuMmidEs3Z/DKV8BVEuI1LLJDY1KFmy0BEO7ZCDaGcfWrjiZjaKZ+2nf6zGOjqOWtIHzumdnnsUnv/5JFCtFvJB+AR96/EMAhVhPgnIQgz2DCMgB3LD7BlvQdK256uzfoeiQyCcIsNCEMwtnYMLEmYUzSIaSLCCcajYbU9EUxvrG6o6N23g67QvKQZT1ssjNaLXXT3kAi2MtaAWElbDQX+MB5bXkYHhqIsAedM/tc/ubly1xNY4ZzIiPWkIIZKxt6NZOISWJbcQM04AiKcIV2sy6UutZcZN54koB3770bdHv/eF+T4mMjcC2PvF636Pvw2df+GzNvHaaqSG9km7YH7wRsTEbGX/jt67xiXGkV9LQTA2EEkhEgk51aIaGVE9qw6QpOkH33yg7a0kWbLQ7rB02tDOOrSpOZmktTmah+TiZTsJP+16vcXQcftt37MQxfOyJj4nYJAqKc5lzOJ89j5JeAqEEmqHhfPY8lkvLvmUuDu07VFV/eiWN5dIyk6coZTCZmUTFrCAVTqFslDFTmLHFmwFAUStituAtrVCvvU55IL8hJl7pkm577DZElSjzJuhlnM+cx9zKXNNhJn6edTdbprJTIlyHgsKkJiq0gnAgjLjq7j72yoxRb11pVAppLj8H3dRtciMlo4SZwkzdcewktvXG65GTj9T8OwXFvuQ+JEPJhv3BGxEbs5HxN37rOv7UcSRDSexL7oOqsKPnoBxEOBCGSc2mlJabgVuZD938EB68+cGm69koO71c0pvhDmuHDe2MY6uKkymtxcloLcTJdBB+2vd6jaPj8Nu++75xn4hX4uEJAFuHg0oQqqIKfanB6KDriZnbXH1i8omq+pOhJAajg9gZ24np3DRUScXexF7sSuwSMb5WnUUALJVSZAhPTD7RVHufmHyiqRATr3RJ+XIeg7FBjMRHxKlZQSs0HWbi51l3s0UzNKiyirASFnFmQTmIy/sux+d+8nOu7mOvzBj11pV6c8nZhoJeQEAOICCx8CGRBUYO1B3HTmJby0mQj3kHAfIHL6bGmCCbJOHRn3nU9wtnI+jq1jq4Ym9JL0EmMh59T7WtXke0ftwczvZkS1nMrsyiVCnh7XvfLu7p0vS7cKIRaRXr37ykUGQiI73C6PMVoyIkCJqRYuk0mpVC2UptaBV+26ccU8QpE7+W/7cqq02Pb736nTIEeS0vhFkjSoQFsFMKgxq4euDqunW3ezyd8hfFSlHoZMXUmNCs2og549a2F+ZeAAXFtYPXit/aZYvz3XRq/hR2xXaBEEZySBfTIs3RR2/6aFW4Tj2Zkk72VVdOwgNSjeZz96NmaEIhuZHj/42gq/M6suWsoEbzL0W/7gy/tF5re7KlLKPs6hpCSug1kQ2+i81DI9Iq1r+5IR6M43z2vJABICAiRYmf+zcazUihuF3zWobf9sWCMc8ympXa8VO/U4aAgAhV94rB4pZMatZNQ+S3vkZhlb8oVUo2F2hJL2EqN4VsqTmJi2ZscbbNmd8YaM/8dXtnZctZpItpzORmcGnl0nqCb0pF1hmnvV4yJZv5fG3rjddAz0DNv/NEnpRQDMeHGzr+34j4HF7HTG4GhBLhwx6OVdvqdUTrl9Zrbc/syqzIPD8UG3pNZIPvYvPQ1jg2un4aTUEhS2zDZZjGlpxvzUihbLU2tAq/7Tt6/VExtiY1xctSgoSE2pzUjp/6nTIEnIQjQ4ZOdZY2DiwmazPSY1nlLwwYtphkwzSYtEa+OYmLZmzZqFRZbu+s/lA/FooLmCvOAYBwHaqyCgkS7vvGfVX2esmUbObzta03XuFAuObfJSIJSmoimGiIgroR8Tm8Dp6rjNOiE6FqW71kAfzSeq3tKVVKrK61frHesxXikrrYWmhnHFtOy2EkPiLo7iElhKHIECRJ2pLzrRkplK3Whlbht3333HQPPnroo4gEIuKFOpocxUcPfRRj/c1J7fip3ylDEFJCGI4OIxwIgxCCiBpBb7AXY/1jvupu93ha5S9MaooYqqActG1SN2LOdCJ21gtu76xUNMVICRaXtCqrkCUZMpFRKBeq7PWSKdnM52tbx3gdfvgwnph8oorVSEAgSzKu6L3CNeP55275XNOD5kxHAcpeJs1SyP3mqGompxfPg+iM/fKTO7FdKTE6iXan73g9oxG5g05KI7Qr3+RmoJP94rfsVqU7GokL5decTJ8UiZRr5VBsl33PzjyL+75xH/LlPEJKCAORAYCgZnmdmFetjAlgT222WFyEZmiYzk8zVXZJhmmaCMgB7Irtajrfai15l2/PfBsr+gpMaiIejFflKm6lzX7K+NepfxXxW2ElLHIYq4rKMgqYOjsckQKQJdmWZ9nNlo1e37u5Gj3A5SScICC49ZpbWeJWQ8NcYY6xWwiQCqegBtSmdvTcZ61KKipmBeez50FAMBIfQUAOQDO1hsrl5fmx0Vp3JBBBsVKEZmp4/3Xvx8PPPez79z8+8scA4KusdDGN2cIshiJDSEVTtjI2e0Pj7I+tbOtmw2vuuPVNI9d22pathE7a7bfsRm1odM1wW2+0iob0ahqgLG52MDoIVXZfP9th36XCJRS0goj547kDhyJDSIaTGzZvWxmT5dIyCAiSoaT4LVPKMEYnCfjuz2ZsA9jani1msVheFPfIRAYhBHffeLfn5qsdfWidN7PFWaGpyWPIegI9TIRV12vaV7W+F9KYLc5iKDqEVGRj1vducL0HvjjxxXWhNwtUScVnbvkM/vjIH6OgsaPLoBLESHwEg7HBpqnetlQ6a+koJCIhXXRPpeO3vMGeQexN7kVQCcKkJgp6NaXY6/jbi9brRsHm9vmlbW9lqv9rTZZgM9GI3EGnpRFeq265TvZLI1IvrUh3NBIXyu/NalkQECiyApnIyJa807C1w768lmfB07ICnepCDmJ+db5mee2eV62MiVtqMy5/MdY/ht5gLyJqBH3hPoz1+XN/+rWN/y2jZQBASDBQUNcYqmba7Me2rJaFTGQE5SAkSNBNHQEpgIpZQW+oF/v69mFnz06xwXZuCjuSnqmN2NbK9flyHrIkwzAN8RsBQdks4/DDh3Eucw6lSgkjiREQQjBXmGMJSCUVy6Xlhus7lzmHvlAfAJYuQiEKKKhnKp1GyksEE0gEE8isZjBdmMYdj99RdZzqpdTt9vsdj98hyuZwpvGpd087UmI0e3Rd7z5r37XL1k5hI1XN3epy9hXg3TeNXNuMLXzeOU8N+PO6VV3E7ewXv2Wfmj9l65eT6ZPYHd9d1wbe70+efxLhQBhDPUNCyTwSiCBXzkE3mSgyV5KPB+NVMaV9oT7xXAEQacMqRgVPX3wao/eP2sbLbx/Z7FPCGIoNiVhTK3uNUio2DQY1kC1ncTF7EWcWzyD8u2Hs79uPT/zQJ+quj144duKYUNknINiX3Ccyhzjbki1nMZufxcTSBA4/fLiqzdy2slEWoS/PzT3HXGzRQcTVOJZLy3jul5+zPRfN4NT8KREAH5SDovzJzCQjrEAWbEHen5RSVGgFuXLOs1xrW+YKcygbZaiSitmVWd/Pp3PeEEIgE0ZyuLL/Sjw395yI+xqOD2M4PiykK94y/BZRz2xhFruiu0TfF7QCKCg0TRP9murxTvfWaWzrE6+QEhJH0Rx80nMlbIlImMxMMmVjRyb7RpWlrVTcoBwUQZFeqXQaKQ9Yl3mQILWsgN0MJdp5T1AOwqBG01TwZhW9/dzXbls7ha2QnSAejPueC+2i0jeSKeG1oPreSckIt7LTxTSy5aytX3JaDulCuqYN1v4MK2FouibkCni5AKDpTMJDM9jf04W0q0QGX+cA9hKXIHmuUX76yGZfIMzqz04hW2b28RMagJ2C8PWcr+Mlo8Q2Y5Ti9MJp3PbYbU3NFS+V/Z979Oeq2sLlfjRDQzgQrmpzupjGueVzKBklW7yxbupMLiI7hXQxLVIftTLfxyfGkS1noRkaFKKgYlRs5cfVOKZyU673ctu86rLKXvB35aq+imwpi4klf5klvOYNl/KIBWOucySmxmz9wufZTH4GU1l7ewzTQEkv4Xz2fE0Jk05iW2+8BiLechLc5TQcG4ZJTUbbdWSyb/SY0krFTfWkoFMdJjWRirin0mmkPEopZvIzTE4iPtzycWozlGjnPYnQWkqMJqngzR5d+7mv3bZ2ClshOwEofM+FdlHpO+U+2yx0UjLCreyF4gL6Q/12Kn6kHwulhZo2WPtzKDbERCcpMLsyK8rtDfUKUVGZyAAFFkoLrhIZCTUBCgrd0GFQY13yxmWN8tNHNvt6LPblmX0xNcbSlBm68CgAgEQl4dngwdgSkZAv55uaK24q+wQsZMHZltm8RX6np1p+Z6G4UJWeiEM3dda/xQVBXGplvh9/6jj6Q/0AAQzK3mnW8kEg3Ipu6A31etZllb3g70q+2fbr4vOaN4kQk/LwSjXEc0LyfhmOD4OCYm5lTkgtcVBQ6OaaG3qTQty39cYLxD2LOgDhckqEEmISOjPZN3pMaY0jMKmJgwMHcaD/AEy4p9JppLzl0jJMamJvYq84dgead2c0E/PgvGesby0lRpNUcC8JjHrt8XNfu23tFJrtg3bWldfyvudCu2Jl/LZ7I/unFXQyNs2t7LgaRyqasl2XiqSQCCZq2mDtz0QwgZEEk+4oVUqi3L2JvRhJMEKQTnWosopEMOEaU+qMSSIgnmuUnz6y2RdKMGkRRUVJZ/b9zU/+De656R5E1AhMaqIn0IN9iX2ghL1hVUmFIrMIG4mw2KFm5kq+nHf93YRZ1ZZVfRWqsi7142xzXI3byrCmKaKgUBUVCTUhXJOtzPdzmXNIRVM2SRZr+blyDnsTe23sTo6d0Z3Ym9jrWZdV9oK/KyUiQZVV3yEcXvOGx7J5xSTnyjlbvySCCexN7IVJTbFBliHbTkRH4iPIa+7j2Gls6xiv0eQoZnIzqNBKlaSEZmj47ux3EQlEoMgKKKUsm7xRxtzKHEqVUlPZzRuNI2ikvMMPH8bE0gTOLp5F2SgjKAeRCCUw1tdcFvZ6sTRe9Fw3fZ5mMJocraJ4e7lnrHEPmVIGuqljsGcQADvqn8nNwIRpi6+oZev4xDju+spduOXztwAU2N+/H594xyd8j12rcVn8/tn8LNKFNIZjwwDA5p5eQo/ag/GJ8SoKeCtxTqPJUUwsTCCrZdfnj5rAWP9YQ/PW7dpG7fM79o3MkXaimf5u97Nfy5bjTx137ZeDAwdryg44+zMRTEAhipAr4LILPKYUWJddcMKtvfx+K6zjxa+/6yt34V+n/hUnJk9AlmQcGDiAT7zjEzb7sqUs5lbmUNbLiAajtufa+hwff+o4Zguz0EwNVhZ/KwrmsWAMmVIGAOBUBkivpMWz6SW/Y23zVamr8MzFZ2BQgyWbtsSmyURGUSuipJcw9HtDKBtl6LqOwdiga1kc4xPjuOurd+HswlmAQMSz8f5LhBJiE2gdP/73/Tv24+ziWVSMitCIHI4NY0Vbqbn+5so5SEQSm8xT86dQ0ksAgLOLZzEYHYRCavd5vefE7e/xYBxnFs5Ap7qIWytXylAkRZy0GjAgQYIiKQgpIQTkgOu83Qhs6xOvQ/sOiczlbjCogaJWZJPd1FHWy5Aho6yXMVusn6V+o3Fo3yHMFmbtdhbaY6cztmBiaQL3PnmviIXrRGyNX/eM07aoEsVsYRZzK3PIlDIsPs+sYFd0ly87xyfGcdtjt+H0wmlQSkEpxan5U7j9sdt9ta8dcRj8/l3xXdBMDa8uv4rJ7CTKOvtyjKpRUWa74pwO7TuE2eJs2+d5M/b5HfvNUH3fSnFlXrYc2neoqX7xo/LeSn/Xu58/ey+mX0TFrMCEiYpZwcn0Sdz+2O2iXXN5RnRyex7c+mZXfBcICCq0Aq2itaxg/u6xd3v+bbWyalsr/PRpLBiDSU3IRBbuWIBtDk2YoJRiaXUJClEwW5zFXH7Os//HJ8Zx+2O349T8KbF+8Xi2evOimXAYt/XqfPY8prPTKOuMLKBICjRdw2RmEplSpq3P5/jEOOYKc6iYFZZCTNfw6tKruLRyCZFARBAFeH9WzAqCcnBTQ0m29cbricknEJAD9gz0ThAWeB2QAwgqQRgwEFSCGIrWz1K/0Xhi8gkMRYbsdkbaY+dmyC/4dc84bRuMDWIoMoSCVsB0bhqqpGJvYi+S4aQvO48/dRz5ch4SkZgisixDIQpy5Zyv9rUjDoPfnwwl2dchYfEeQSWIvcm9GOxZlzVpV5zTE5NPYCg61PZ53ox9fsd+M+QltlJcmZctT0w+0VS/1OvPVvu73v382bPGT/Fg+Fw5J9pV0Ass6NrleXDrm2QoidHeURa0DbNlBfOZ/Az6w/2uf1Nl1bZW+OnTh25+CAf6D0CWZASkAIsbgyQEQoNKULCuh6JDKOgFz/7nJ08KUSDLsi2erd68aCYcxm29CkhMbyykhLAzuhMhJQRKKFRJRaon1dbn8/hTx9Eb6sXexF6ossrcyoTlkKSUiv7k4CzJzQwl2dauxnOZcyzIjpCq42IOa2D9/h37xe+UUuGn3ki6fy1w//0gWT+GbpedmyW/4Mc940ZDT0VTCJQCoCGKvlAfCyL1sNPZLyfTJ6GbusgDCLB4kIpZ8dW+VqUDnPdzdw8l1DYHeZkUtC1SBecy55CKpISLFrDPn2bRbH/4dc21y4Xn9/nopDREq7ZkS1nMrszi5aWXAaCptagZV4/T5lpZOWqVz9dkK7jbjT9/R8aOIBlK4rLkZTWfay95g2Qoidlfn22kS1ztHEmMIKflRCJtDre1otE+Hb1/FH2hPrw4/yJAWTJsSpn0UKonhUAogFf/86uetlXMii1xtTWejdfFx8tNeghg8WU7wjvqziG39SreH8dzc8/hyv4rbWOUKWVwdvFslZRIsxifGMfTF54W6cMGo4NIBBN4Ye4FIXni9GgpkoKgFNzU+N1tfeIVD8aZ/7eOej9PW2AF96tvJbdDLTp2q3ZuZfmFWu2uR1F365ecxrRqnBntA1LAV/talQ5wu1+RFNtC2kgb/aJTkgedlFJoFxp5PjrdnmZt4XIymq4hpIQ2dC2y2iwTGafmT+H0wmnIkBuyYzQ5KpJUc/DTL+vz52cM3OQNmpUCcrOTyx5YPSaEkIbWinrly0S2xaYRkLoyCKPJUQSkQNX6ZY1n85pjx04ca/g94TUWTumHbDmL89nzkEjrckfWNnBWKZfGyJaz6woELigbZSyVljZVcmZbb7x4NnqvGC8CAoUo4ovLzS++ldwOtWIJWrVzK8sv1Gp3vfgKt37pj/SL5LOGacAwDOhURzwY99W+TsTBxIIxxIPxptrYjn5sBZsRh9UoGnk+Ot2eZm2ZXbHIFsSGNnQtaldWDh7vxNdcwUojxPb8+RkDN3mDZqWA3OzUTA2JUELohVFQSFRqaK2oVz6XwODly5JcVwbhzrfeiXgwDp3qMAzDNZ6tlawEXrY6x8Ip/TCTmwEBk2hqx7uSt2E4Niz6h1DCiFSWeDk3SETaVMmZbb3xymk57EvsQ1gJV8V5yYT5xUOBEEZ7R9Eb7HX1i28lOnutWIJW7dzK8gu12l0vvsKtX1KRFPrCfTjQf0BktD84cBAP3vygb9dXu+NgHrr5ITx484NNtbEd/dgKNiMOq1E08nx0uj3N2lKqlJjcTWJEMA43ai2y2lw2yuIUotGsHDze6erU1Sw2ByzG6arUVbbnz88YuMkbNCsF5GbnHx/5Y4z1jaE/0o+eQA8CUgCKrDS0VtQrX5IkyJAhE1mw8erJIBwZO4IHb34QBwcOivXLGc/mKR1Tzjf8nvAaC6f0gwnTJqnhp+xa4G0QsiKyyjbrMNEX7sO+xD7X+G1VUtsSQtEKtnWSbCfNN1vO4tWlV0FBEVWjwl/slaV+fGIctz56K1a0FeZf7hlEIuR9fTvRaLyWW1u5xMINu2/YkmlWNgJuVO9a4+fV71slzm+rwG9/dColVKNodB44bXGj7jdrT7O2tNIGJ1pZX5wyBPt37Pdlh98YsUbQjj7p9Fyudb+bLEijfelmi1e/XMhdAKV0XZahZxCKpECVVeyI7BDlDceG8cWJLyJfziMWjOHo9UddZYOcMj8ylaFRrUquhreFy/icXTpbJePjbNPi6iI0XYNu6kxWxCgzvS5JZiellLrGeAHsxOvq1NV47pef8z0+jaKbJNsD1iNSLjtACGPSlPUyzmfOY25lriaFNqpGAQBlvYyp3BTm8u7XtxOt0vObkVh4vaIRt1E74yJez+h0up9OxFU26z6sRd1v1p5mbWmXC7TV9aWZrBztihGrZVczfbJRqavaKQvixxa3fsmUMghIAWimBkIJNIPJQlwqXEJ6JS3Ke37ueXz2hc8iX85DlVQUtSLuffJeHDtxrKYdClGwWF5EUSu6ytXUkvFxW2PnCnOYLczifPY8NEODaZooG2WU9TJCUsiW99IJk5qYK8xt2hq9rU+8gPUd+dMXnoZEJFehys/d8jlPIcAetUewZlb1VUTVqOv17USzX3FubXWK6HXylG6rgvfLZGYS+5L7PL9Uvfp9dmVWpAKx/r5d+9Pv/NwKJztW+J0HTlueufgMS40irWW4MA3IRMb37/7+pu1pxpZW7nO2qZX1ZTIzyYK/KZDX8r7saMeJmR+7Gu2TTs9lP/fzky+/9vu1xdkvi8VFaIYGneqCBaoQBYQQ7InvEeV9d/a7gnAWUkIAAN3QEVEjWP7NZU87zi6eFcH2siTbBL65OC8XkuWMctM0mfq9orqusdYTOsM0hItbN3XP4HoACCth7E3s7egaXevEa1vLSQDAszPP4t+m/w0lg6nrns+cx97kXuzfsV9kPXcec8aDcZyePw0AgsK6f8d+ZEoZTOemPem57UKr9HxOVa5FxfaLjXSxdaouP/R4LjOxO77bdk0kEEGhXEAkuTFxfq8Fl6bf+dnsPO6UnEMzshT1qPsbYUu754Szf2dyM0gX0zizeAa9n+z1dCu1IuthrZO/8ClowzFibmilL72eea+5LNT01+LcXll6xZd0Qq05Xc9+p82n5k9hV2xXXZutshJ3feUuPJ9+nhHKJEUwSyVJQrFSRMWsiIwofENjPbSRiYxCueDeJ+UspnPTWNVXATDS2mhiFIkgI2Z9e+bbiP73KFYqK+LeIIJCf6xiVqCVNUSSEdG/fANnUANRNYqRnhFM5aZY4m+zUnPTBTB5Dr/yQJ3AtnY1HjtxDMdOHLMNeIVW8MryK8iWsq5SDPwYnGvNcArrpfyltlJla6ETcgXN0OE3Ukpjo2U7vGQm0oW07bpipYhoMLohcglbSbqkFvzOr2bn4VaSp/BD3e8kOjEnrP07k5vBpZVLLKEyiKdbqVVY6wzKQabYTk0hV7NRaaD8PvNuczldSDM5D0MT2ls61X25S5ud0242Z8tZpIv1beb3c/eeVS9tVV8FKKDpmghE55IcbjCogWgwWt0nxTQmM5Ni0wUwhuZkZpLJSyyfR1bL2t7BANt8czZmQAogGoyK/l2trMKghthcrVZWMZWbggQmKVEx7bpqbqCgdWU5OoltvfG67xv3waQmyNo/HBQUM/kZVykGTpWWiSzSDRFKMFuYbStVthY6nbbDLzZSSmOjZTu8ZCYWSgt1adOdkkvYStIltdDpdD9bSZ7CD3W/k+jEnLD2L3+BExCoMkswLUHCfd+4r11NqKqzmRixdqCRZ95tLi+UFoREkW7q4vTIj6RGs3Pa1eZQPxaK9W3m9/MsHaqs2v6mmzpAWHu4rAcFhbS2baCgoCaFbugwYeLo9Uer+6S4ICQxrDBMAzO5GSxrzDXpfAcDEG7PeDCOo9cfFf1rwhT3cNu4jIpO2YGIUwvODfVkOTqJbb3xsqamIMQ+8CY1XaUY+BFyQA6IyconZDupsrXQ6bQdfrGRUhobLdvhJTORCCbq0qY7JZewlaRLasHv/Gp2Hm4leQo/1P1OohNzwtq//KRLlVURd+PmVmoVzaSqaTcaeebd5nIimIAqq9CpLuLTFEnx5S5tdk672hxNIaHWt5nfr5u6SI9mBQXFSGJEpG1SZSbL0aP2IKkmhRswokZw9413V7mfuZwHAJH+SQZzH3LZBw63dzAFFdIc99x0j+hffliiyiqCMnNJqrIK3dCZ5IYcEjbXQj1Zjk5iW8d48QzzJsyqne8Ne24Q/m8euxVSQqAmRYmWYIIJtHG67ezKLAJytbJ4LBjD4YcPt5VizH3zjS5E7Y4F4ZnsncGYV+y4ouky69VlDa7spPvBq76DAwddgzFbiW9p1SY/7oiNjgvz2x/N9lsn+7vR/tqIsfdCq89FvfWl95O9jIVmeSm7uZXagc3sR8C7L3kKLS+GHMfBgYNVBIF67tJWn003m9PFNMpmmcUjq3FMZiZxyyO3uEqdcBepQQ2hXWl1m59bPscC6SEJeSWABba/KfamumQLzdQArIuRK4piI598Z/Y7yJayrG+pvY+vTV1rk3vg/Tudn4ZmaEw2wjQRVsJQiYoSYXFbBgwMRYewXFq2uTitkImMgBzAzthO333dTmzrE69aGeaHY8NVkhFFrYgKrYidukQknM+ex3Jp2dXdlCllMFeYazvFuJn4jU5R8Lk0haZrICComJWO0HQ32r20ldxZrdj0WokL2yp4rfVXK/PUT1uPXn8UJkzohl7TrfR6gFtfLpeWbVIKteZDo+7Sdsw1p81zK0xiIapEIUPGyfmT4lTLTeqEZwrgWTqse0sKagtSn8xMIlPKNLTuRNUo28zBhGZq0HTN5oo/ev1RcQJm3XQREKRX0q4SGAk1AQo2F3nKv8XyIkuITQIwYWKmMOO56QIYq3Ez1/NtvfGayc94/u2LE18U/vPBnkHsTe4FP7mUiMTU7gnLHzYYHXR1N6V6UugN9TYdf9HO+I1OxIIcGTuCVE+KKQETdrS+N7EXvaHetscdbbR7aSu5s1qx6bUSF7ZV8Frrr1bmqZ+23nPTPbj7xrsRUSM13UqvB7j15WB0EMlQ0td8aNRd2o655rS5oBUwFBnCYGwQ6WJauOVMmIIlmC/nRR08UwDP0gFApHsC2LtOIUxAVZVUTOemG1p3BnsGMdo7irASBsDis6yu+Htuugf33HSPLRdyQArg8r7LkQwlbX0hsgX0j6E32IuIGkFfuA8lowSZyAgqQQSUAFRpPVbNzd1IQKDIyqau59tax2v0/lFPn7sE5vPm7MWgHIROdQRIAAYMXJO6BgCE5IQzU/z4xDhu+fwtME024SllPm1VVtGj9GD2zllf9jllH3h9D7zrgYaOqGuV5ZXl3g/aaePrCVtF9qHd475V2tUpNNpfr+X+4G3NlXNCAsG5Pm1E+xqpoxl7bFJAahwgQK6c86WO73c+HDtxDPd94z5XJXde/8n0SWimhqAcxMGBg0Kqop1rstXeF9IvQDM0sfkIB8KglMIwDeyK73Ktg9//3Nxz7AyKrp9EqZIKSZLwW2/7Lfz9qb+vqS7/5PknEVbCGIoNAQDmCkwXUyYyHn3Po3X7OVvK4mL+Ikp6CQEpAFVWEVWjODhwEIf2HcITk0+I/syUMgAgWJlOBKQAI71YYsoigQhWPrJSdW070VWu9wAP/HODCRMVsyKOQEtGCbqpiweHw8tv/+HxD0MC85ev6qsoGSWWwkDXkNWyvo6Ta2V9b1cG+VZjpDxtVBu38fWCreSuaue4b6V2dQqN9NdrvT+cEggykW3r00a0r5E6mrHHJgUEGacXTuPU/CmUK2Vf6vh+5sOxE8dw75P3oqgVq5Tcef0TCxPIlDMoakUsrS5hYmnCt1RFI3DKcvBNF9/Q1JM64XOCy3lYNzI8Dc+xE8fwYvrFmury4UAYmqFhMjMppCi4uGm9fs6WspjMTqKkM23NilnBSmUFC8UFvDD3Au598l48f+l50Z8cXjF4FbNi23QBrJ/f9+j7/HZr27GtN151SA8ISAFBc+UT2KAGEqFEzXgKkTU9PixYQQSE+dAJ0B/p93Wc7BW/AYq2ZZBv1cftaSNp3MbXC7aSu6qd476V2tUpNNJfr/X+cEogUEpt69NGtK+ROpqxxyYFVEwL11m6mBYutVpyD37mw33fuA8SJCiyAiIRm+QGrz+rZYWLSyYysqWsb6mKRmCLM4ukRPyUBMmX1AmfE26sQK5WzzdksiRDlmUoREGunMN937hP9PVQzxBAmGyEYRriAGM4Nly3n2dXZmGYhu3dS0DEaaAECRktI/qzWTxy8pGm720V23rjlSvnhCaJG6wnXtbddEErYDo/DVVREQ1E8Yv/8Ivo/WQvhn5vCIcfPoyT6ZMsa3owAVmSQQhZl5xIjCAVSfmie3vFb+S0nG8K+fjEOA4/fBh3PH4HomoUqqy2NWbJ08ayfxtfb9hKsg/tjFVrpF183o3eP4rDDx9+zZwCNdJfW2mcvVBrHJwSCAE5YFufrO3LlrM4mT6JlxZfwtcmv4br/vQ6UVYzY83vefL8k7iYv4hsKSv+5tWHfvt7fGIc1/3pdVCPqfja5NdwZvEMTs2fQrFSFKcufBMhEamm3IOf+ZAv5yETC+vTNFAxK8iUMnj64tOoGBUhQwRA1OlXqqJRRNUoXll+Beey50ApRUgOeUqdHDtxDD3/vQfkYwTSxyR86PEPISgHEVbCNiYr76uSXhLvMq7PxX/PlDJ4dflVnF08yzaT5vq7s2JW0KP0YG5lDq8uv4qnLz5tmz/HnzqOxZVFnF06i4JWsL13+T8mTBjUEMr0FaNSdRrZCHgY0WZgW8tJ8KDDRhCUgxjqYVTVdIF9NWXKGYACK1ixHSEPxgYRVsK2vGOJYAIr2orv42Q3irVfCjk/5lYlFX2hPhQrRWimhgfe9UBb4zRasfH1iK3W9nbR9Judd9yN88fYXHKCX/jtr602zk74GQerBAKHdX3icjFcVgBg6yZ3L33wLR/Ew8893NBYW+0KK2Fouoap3BRGwHQQvfrQT3/zpOXplbRtbecMt4pRgSIpNlHQeur49eZDLBhDUStCAZNK0AyNnQgRGRIklspGUmBSU9QblIM15WmaAe9XzWASDgpRAAnoD/dDDahVm7pjJ47hY098TPQTBcW5zDkoRMFQDwvQP7t4liWgpqYQheWHEJqhQYUK0zTFqRoBQUkvVeljmdTEcnlZiI9LYC7H98+8Hw8/9zC0ioYVfcUmZeEFXn+j7+6thG194jW3MtfwPRKR0KP2IF/OI1fO1T1C7oQKs193yGa6QraiHMNG4fXa9tfCvNtIbPVx9jMOtdrA/zaTmxEvRKFg7+Jeasb9NxRjLilQYHZltmYf+unv408dR66cE7a6uct0qiMVad+6bJXc4JsuAEj1pDAcHxanQ1YJhEQo0fa5ItyapSxkIjPXJwiyWtZ1TO77xn1CQJyfaBEQGNRYf39FUjApi3eWiWw7BaOgQl1eIhKGokOghLoq1XOY1AQlFMNx5nLk8yerZWve93rDtt54lfVyQ9erkiq++nRTR8Wsf4TcCRVmv+6QzXSFbEU5ho3C67Xtr4V5t5HY6uPsZxxqtYH/zYQpXtBcwZ6rlufL+YbH2mpXIpjASGIEqqyiVCnV7EM//c2TlvPNj1MNXZEUHBw4iFAg1LZ12Sq5wU+6dkZ3Yjg2jEQwgb2JvZCIZJNAGOsba/tc4f3q9k5yG5N82V21nYKuv7/W5B8CEsvUElJC2BndydyXa6dfPFh/Z2wnRhIjtrCcoBy0kdF4uE0imEAkEBHzp2yU6wrUcuzs2RzR03ZiU1yNhJB3ArgfgAzgzymln9gMO7hyvV8QQkQ+K0KIcCECEHm5QkrI9QjZSmm2aqg0C+fx97ETx3Dro7fa6MydVJb3onXXo3vXol23G61S4b1o4H7K2WwV7mZRq8/89mc8GMeZhTPQqY6gHMRgdBAK8Z80eiMlGurVNT4xjru+ehfOLpx1Vf7eyuPcqCuUr2XPzjy7Lr8QjLsGWlfMiiALvZh+EbIkw6AGgnIQCTWBsf4xAO79O5ocxcTSBLKlLMpGGUE5iGQ4ibG+Mfzz+/9ZxH/xe7h8gNdac8fjd9jKThfSIo+um1zSjvAOfOId7JVz/KnjyGk5LK4u4q6v3GUry++4jk+M44nJJ5AMJQEAUSWKwdig+HtACuCGPTfUVXm39pOzzcOxYXxx4ovIl/MIKkEM9gyiWCmioBWwWlkFCJOiuCRfEu5MibCk0QY18J3Z7wAArvvT64T0Q0gJieTUlFIxxhIk8f7i6zVPPK1pWpUbsWJW8MryK4y44MiRyOPnOCgoXl562fbbt2e/bdPxqodLK5d8X7tVseE6XoQQGcBZAD8M4CKAZwG8l1J6yuueTul4ve/R9+GzL3zW9/USJIwmR1HWy7hYuOh6TX+4H/FQ3PY1Y41piAQiItaqXV88nM4sQYJM2AJowsR7rnoPvvrqV7GwugAZMkDYUW9fuK+lXHJe7Xn/de8X8R5u7fSysxOCjK32uYiXqGhIr6ZFOovB6CBUuTpe4vWAWn0GwFd/jk+M47bHbsPS6hJbTClgwEB/uB8P3vygL82lTj4rjdTF44Xa/fxsFPz0pfOadDGN2cIshiJDCAaCOJ89zzQILdICMmQYYGlfYoEYMloGAIRwJX+m3zL8Ftf6b9h9Ax45+YjrOuC8J11IY7Y4i6HoEFKRVN215v3XvR//8xv/E8ulZdc+kSBhOD7MlPhB0RvqRcWs4Hz2PAgIRuIjCMgB33OuVv+loilf87deGeeXz2OxvChioyqUbYK8dKskSEw+Yu3Z41CIwlir4X588C0fxH1P38fikx3oDfXis7d8Fs/OPIt7n7yXaX/R168bkH60M3ugWjpem7HxugHAb1NKf3Ttv38LACilH/e6p1Mbr8MPH8bXJr/m+3oJEvYm97IcUJVVIcpmDQhMhpL43C2fsz1khx8+7BrAujO2sy2BlTyfmpVaqxs6ImoEI/ERvLz08vrpw1puyVbq9mrP7MoshnqGPNtZy87l33RfKJtFq33O73fmBQvIAeyK7Wrb2G0l1OozAL76k5ehm7oQ5VSIgiv6rsBzH1zPu9aMDe3u73p1HX74MJ65+Aw7PZDYF7k1z9xrYfz5ScpkZhL7kvuqTnKcfXB28SzKehlBhbmH+Km+RCRQSoVLKCgHsSe+B3MrTBiTxzBF1SgSoQTG+tiJl9c6EVWiyGrrJ17WUzIve/bv2G8rw2utWSwu4qXFl6pOWwAgJIcQkAMinujAwAGRV5EToPbv2O97zrnNobmVORS0AnpDva59Xq8MZ5u/O/tdwcIEYBM1tYJvxCTCNrQUVATEcxexabKTMFVRMdQzhGw5i9nCrCgvJIeEwClfr3ks3OsVm7Hx2gxX4y4AFyz/fRHA9zsvIoT8EoBfAoCRkZGOGHIuc66h6yUi4dX//CpG7x9FUSsiIAfWVYcpO3LtDfW6xrz0hfpsv7Uz5iVfztvSJABMl6dQLiCn5XBl/5VV6sit1O3Vnnw5j8uSl1X9zuuqZWe70Wqf8/vLRllQxWvFS7weUKvPKKiv/uRlEEKQCLGEulx/p1Ub2o16dfF4oYAUEH+XiATd1F8z41/PFersAz7f+aZFIQp4zr5rUteAUorn557HVQNXgRAiGHsBKQCd6ti/Y79YX7zmDF8nBsm6O87rHqc9zjKcZfMyrhq4Ci/OvwiZyEKIE1h/hq2uNf5xQEFrSkv46T8ASEVSCEgB3+rz9caAnzb5OSQhIJCJjN3x3aCgmMnNCEkjACI2r1wu47LkZehRezAcGxblL5eWxXzh6zV3M/qB1ylcF3Zs2eB6SumnKaVvppS+eWBgoCN1jCZHa+p4WUFAEA1GxX2cHsxhUhMBKeBJg+6EajxHLBirOgo2qIFoMNqRumsp6teqq5ad7Uar7eb3B+WgGGcrDXyrSAa0E7X6zG9/tqvfm72/EdSrazQ5ioAUqHrOayl/v9bg7IOgHBSxWnzu83kPsP6JBqM2dXS3a2rNmVrrRC17Gi2D28Z1FAkhws6AFBDxSLXa0Gj/NXKvVxnONvMPP67FVQsERLyHar2n6q3VwPp6Xa9OK1rddFn10F7P2IyN1zSAPZb/3r3224bjzrfeKb7K60EiEo5ef1TcZ83obhiMohwPxpumQbcCK52ZmoyybMLE0euPdqRurzKPXn+0Zl217Gw3Wm03vz+hJjpOA98q8CMtUK8/29XvGyHRUK+uO996J+LBOHSqwzAMX8rfrzU4+yARSsCEiYSa8JTCsT7nXG5ApzpSPSlfc6bWOlFlj7pmjyNbiJ8y+LNL6FranDWphEQogXgwjlgw1rLkTzvma60xoJQiqSaF/TJkG6HLCr655O+hWu+pems1sL5euyWaroWgFKx/kQviwThSkVRT977WsBkxXgpYcP07wDZczwK4lVJ60uueTsV4ASwG4kOPf0gcUbuhJ9CD3/iB37AFgI9PjOOur9zlmijUq55asRatgrNPCuUCosGoa5LWdtbtVWa9umrZ2W602m5+/6n0KZTNckOsxtcqavWZ3/5sV7936llppK56rMbXA5x9wBl1k5lJxIIxgAJ5Le/5nMfUGECYa8rvnGlknlntabQM/uxSyjYl1mcYwHobPNrZTP81M1/rtZmzGgvlAlRFdWU1ykTGgYEDtvdQrfeUH7v5ep0r5zzjvAjYSVxYCWMgMgBCCIpaEfOr8+IeHp/mVoYiKXjbnreBECLcu+cz54VAKgEru6g3r1LvhU7FdwFbLLgeAAgh7wLwP8HkJB6klP5ures7ufHqoosuuuiiiy66aCe2WnA9KKWPA3h8M+ruoosuuuiiiy662Cxs2eD6Lrrooosuuuiii9cbuhuvLrrooosuuuiiiw1Cd+PVRRdddNFFF110sUHobry66KKLLrrooosuNgjdjVcXXXTRRRdddNHFBqG78eqiiy666KKLLrrYIHQ3Xl100UUXXXTRRRcbhO7Gq4suuuiiiy666GKD0N14ddFFF1100UUXXWwQNiVlUKMghMwDON/havoBLHS4ji4aR3dctia647I10R2XrYnuuGw9dHpM9lJKB9z+8JrYeG0ECCHf9Mqr1MXmoTsuWxPdcdma6I7L1kR3XLYeNnNMuq7GLrrooosuuuiiiw1Cd+PVRRdddNFFF110sUHobrzW8enNNqALV3THZWuiOy5bE91x2ZrojsvWw6aNSTfGq4suuuiiiy666GKD0D3x6qKLLrrooosuutggbLuNFyHknYSQlwghLxNC7nL5e5AQ8sja358hhOzbBDO3HXyMy68SQk4RQp4nhHyVELJ3M+zcbqg3LpbrfpIQQgkhXeZWh+FnTAghP7P2vJwkhHxuo23cjvCxho0QQr5GCPnO2jr2rs2wc7uBEPIgISRNCHnR4++EEPKHa+P2PCHkezpt07baeBFCZAAPADgC4CCA9xJCDjou+wCAZUrpFQDuA/DJjbVy+8HnuHwHwJsppdcC+DsA/2Njrdx+8DkuIITEAPxnAM9srIXbD37GhBAyBuC3APwApfQqAP9lo+3cbvD5rPw3AJ+nlL4JwM8C+JONtXLb4i8BvLPG348AGFv73y8B+FSnDdpWGy8A3wfgZUrpq5RSDcD/BnCz45qbATy89u9/B+AdhBCygTZuR9QdF0rp1yilxbX//AaA3Rts43aEn+cFAO4F+0ApbaRx2xR+xuQ/AniAUroMAJTS9AbbuB3hZ1wogPjavycAzGygfdsWlNInASzVuORmAH9FGb4BIEkI2dlJm7bbxmsXgAuW/7649pvrNZRSHUAWwI4NsW77ws+4WPEBAOMdtagLwMe4rB3L76GUfnEjDdvG8POs7AewnxDydULINwghtb72u2gP/IzLbwN4HyHkIoDHAfynjTGtizpo9P3TMpROFt5FF+0GIeR9AN4M4KbNtmW7gxAiAfgDAL+4yaZ0YYcC5jY5BHYy/CQh5BpKaWYzjeoC7wXwl5TS3yeE3ADgrwkhV1NKzc02rIuNxXY78ZoGsMfy37vXfnO9hhCigB0JL26IddsXfsYFhJAfAvBfAfwYpbS8QbZtZ9QblxiAqwE8QQiZBHA9gC90A+w7Cj/PykUAX6CUViil5wCcBduIddE5+BmXDwD4PABQSp8GEALLF9jF5sLX+6ed2G4br2cBjBFCRgkhKliA4xcc13wBwPvX/v2nAPwz7YqddRp1x4UQ8iYAfwa26erGrGwMao4LpTRLKe2nlO6jlO4Di737MUrpNzfH3G0BP2vYP4CddoEQ0g/menx1A23cjvAzLlMA3gEAhJADYBuv+Q21sgs3fAHAL6yxG68HkKWUXupkhdvK1Ugp1QkhHwbwTwBkAA9SSk8SQo4B+Cal9AsA/gLsCPhlsIC8n908i7cHfI7LcQBRAH+7xnWYopT+2KYZvQ3gc1y62ED4HJN/AvAjhJBTAAwAd1JKu6f2HYTPcfk1AP+LEHIULND+F7sf9Z0HIeRvwD5E+tfi6z4KIAAAlNI/BYu3exeAlwEUAdzWcZu6495FF1100UUXXXSxMdhursYuuuiiiy666KKLTUN349VFF1100UUXXXSxQehuvLrooosuuuiiiy42CN2NVxdddNFFF1100cUGobvx6qKLLrrooosuutggdDdeXXTRxbYCIeS/EEIilv9+nBCS3ESTuuiii22ErpxEF110sa2wprL/Zkrpwmbb0kUXXWw/dE+8uuiii00FIeQfCCHfIoScJIT80tpv7ySEfJsQ8hwh5Ktrv/WtXfv8WvLna9d+/21CyK9bynuRELKPENJDCPniWhkvEkLeQwj5FQDDAL5GCPna2vWTawrvIIT8wlr5zxFC/nrtt78khPwhIeQpQsirhJCfstR1JyHk2bV7Prb2W1W9a79/ghByau3a39uIvu2iiy62HraVcn0XXXSxJXE7pXSJEBIG8Cwh5DEA/wvAjZTSc4SQvrXrPgbgO5TSHyeEHAbwVwDeWKPcdwKYoZS+GwAIIQlKaZYQ8qsAftB54kUIuQrAfwPwVkrpgqVeANgJ4G0ArgRLMfJ3hJAfAcuB+H0ACFieyhsBDDjrJYTsAPATAK6klNKua7OLLrYvuideXXTRxWbjVwghz4HletwD4JcAPLmW4BmU0qW1694G4K/XfvtnADsIIfEa5b4A4IcJIZ8khLydUpqtY8dhAH/LN2SWegHgHyilJqX0FIDBtd9+ZO1/3wHwbbBN2ZhHvVkAJQB/QQi5BSw1SRdddLEN0d14ddFFF5sGQsghAD8E4AZK6XVgm5jvNliMDvtaFgIASulZAN8DthH6HULIPS2YWrb8O7H8/8cppW9c+98VlNK/cKuXUqqDnYz9HYB/B+BLLdjSRRddvIbR3Xh10UUXm4kEgGVKaZEQciWA68E2TjcSQkYBFtu1du2/APi5td8OAViglOYATIJtdEAI+R4A/L5hAEVK6WfAkqx/z1o5eQAxF1v+GcBPr7kF4XA1uuGfANxOCImuXb+LEJJyq3ftmgSl9HEARwFc5697uuiii9cbujFeXXTRxWbiSwB+mRByGsBLYO7GeTB346OEEAlAGsAPA/htAA8SQp4Hc9W9f62MvwfwC4SQkwCeAXB27fdrABwnhJgAKgA+uPb7pwF8iRAyQyn9QW4IpfQkIeR3AZwghBhgp2+/6GU4pfTLhJADAJ4mhABAAcD7AFzhUm8MwGOEkBDYSdmvNtFXXXTRxesAXTmJLrrooosuuuiiiw1C19XYRRdddNFFF110sUHobry66KKLLrrooosuNgjdjVcXXXTRRRdddNHFBqG78eqiiy666KKLLrr4/9utYwEAAACAQf7Ws9hVFE3ECwBgIl4AABPxAgCYiBcAwCRU4jjf8iF9swAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"#Create a new column year from release date column\ndf_tracks['dates']=df_tracks.index.get_level_values('release_date')\ndf_tracks.dates = pd.to_datetime(df_tracks.dates)\nyears = df_tracks.dates.dt.year","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:44.284611Z","iopub.execute_input":"2022-10-10T16:22:44.285008Z","iopub.status.idle":"2022-10-10T16:22:44.370226Z","shell.execute_reply.started":"2022-10-10T16:22:44.284972Z","shell.execute_reply":"2022-10-10T16:22:44.369316Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"#Total no of songs in each year from 1992\n#Distribution plot\nsns.displot(years, discrete=True, aspect=3, height=5, kind='hist',color='orange').set(title='Number of songs per year',xlim=(1920,2021))","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:45.704726Z","iopub.execute_input":"2022-10-10T16:22:45.705113Z","iopub.status.idle":"2022-10-10T16:22:46.526514Z","shell.execute_reply.started":"2022-10-10T16:22:45.705081Z","shell.execute_reply":"2022-10-10T16:22:46.525532Z"},"trusted":true},"execution_count":22,"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":"<seaborn.axisgrid.FacetGrid at 0x7fbb877d3810>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x360 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"total_dr = df_tracks.duration\nfig_dims= (18,7)\nfig, ax = plt.subplots(figsize = fig_dims)\nfig = sns.barplot(x= years, y = total_dr, ax=ax ,errwidth=False).set(title='Year vs Duration')\nplt.xticks(rotation=90)","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:22:46.985098Z","iopub.execute_input":"2022-10-10T16:22:46.986168Z","iopub.status.idle":"2022-10-10T16:22:56.51755Z","shell.execute_reply.started":"2022-10-10T16:22:46.986115Z","shell.execute_reply":"2022-10-10T16:22:56.51667Z"},"trusted":true},"execution_count":23,"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"(array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,\n         13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,\n         26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,\n         39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n         52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,\n         65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,\n         78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,\n         91,  92,  93,  94,  95,  96,  97,  98,  99, 100]),\n [Text(0, 0, '1900'),\n  Text(1, 0, '1922'),\n  Text(2, 0, '1923'),\n  Text(3, 0, '1924'),\n  Text(4, 0, '1925'),\n  Text(5, 0, '1926'),\n  Text(6, 0, '1927'),\n  Text(7, 0, '1928'),\n  Text(8, 0, '1929'),\n  Text(9, 0, '1930'),\n  Text(10, 0, '1931'),\n  Text(11, 0, '1932'),\n  Text(12, 0, '1933'),\n  Text(13, 0, '1934'),\n  Text(14, 0, '1935'),\n  Text(15, 0, '1936'),\n  Text(16, 0, '1937'),\n  Text(17, 0, '1938'),\n  Text(18, 0, '1939'),\n  Text(19, 0, '1940'),\n  Text(20, 0, '1941'),\n  Text(21, 0, '1942'),\n  Text(22, 0, '1943'),\n  Text(23, 0, '1944'),\n  Text(24, 0, '1945'),\n  Text(25, 0, '1946'),\n  Text(26, 0, '1947'),\n  Text(27, 0, '1948'),\n  Text(28, 0, '1949'),\n  Text(29, 0, '1950'),\n  Text(30, 0, '1951'),\n  Text(31, 0, '1952'),\n  Text(32, 0, '1953'),\n  Text(33, 0, '1954'),\n  Text(34, 0, '1955'),\n  Text(35, 0, '1956'),\n  Text(36, 0, '1957'),\n  Text(37, 0, '1958'),\n  Text(38, 0, '1959'),\n  Text(39, 0, '1960'),\n  Text(40, 0, '1961'),\n  Text(41, 0, '1962'),\n  Text(42, 0, '1963'),\n  Text(43, 0, '1964'),\n  Text(44, 0, '1965'),\n  Text(45, 0, '1966'),\n  Text(46, 0, '1967'),\n  Text(47, 0, '1968'),\n  Text(48, 0, '1969'),\n  Text(49, 0, '1970'),\n  Text(50, 0, '1971'),\n  Text(51, 0, '1972'),\n  Text(52, 0, '1973'),\n  Text(53, 0, '1974'),\n  Text(54, 0, '1975'),\n  Text(55, 0, '1976'),\n  Text(56, 0, '1977'),\n  Text(57, 0, '1978'),\n  Text(58, 0, '1979'),\n  Text(59, 0, '1980'),\n  Text(60, 0, '1981'),\n  Text(61, 0, '1982'),\n  Text(62, 0, '1983'),\n  Text(63, 0, '1984'),\n  Text(64, 0, '1985'),\n  Text(65, 0, '1986'),\n  Text(66, 0, '1987'),\n  Text(67, 0, '1988'),\n  Text(68, 0, '1989'),\n  Text(69, 0, '1990'),\n  Text(70, 0, '1991'),\n  Text(71, 0, '1992'),\n  Text(72, 0, '1993'),\n  Text(73, 0, '1994'),\n  Text(74, 0, '1995'),\n  Text(75, 0, '1996'),\n  Text(76, 0, '1997'),\n  Text(77, 0, '1998'),\n  Text(78, 0, '1999'),\n  Text(79, 0, '2000'),\n  Text(80, 0, '2001'),\n  Text(81, 0, '2002'),\n  Text(82, 0, '2003'),\n  Text(83, 0, '2004'),\n  Text(84, 0, '2005'),\n  Text(85, 0, '2006'),\n  Text(86, 0, '2007'),\n  Text(87, 0, '2008'),\n  Text(88, 0, '2009'),\n  Text(89, 0, '2010'),\n  Text(90, 0, '2011'),\n  Text(91, 0, '2012'),\n  Text(92, 0, '2013'),\n  Text(93, 0, '2014'),\n  Text(94, 0, '2015'),\n  Text(95, 0, '2016'),\n  Text(96, 0, '2017'),\n  Text(97, 0, '2018'),\n  Text(98, 0, '2019'),\n  Text(99, 0, '2020'),\n  Text(100, 0, '2021')])"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x504 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"total_dr = df_tracks.duration","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:28:26.39987Z","iopub.execute_input":"2022-10-10T16:28:26.400543Z","iopub.status.idle":"2022-10-10T16:28:26.409421Z","shell.execute_reply.started":"2022-10-10T16:28:26.4005Z","shell.execute_reply":"2022-10-10T16:28:26.408494Z"},"trusted":true},"execution_count":26,"outputs":[]},{"cell_type":"code","source":"fig_dims = (25,5)\nfig, ax= plt.subplots(figsize = fig_dims)\nfig=sns.pointplot(x=years, y= total_dr, ax=ax).set(title=\"Year vs duration\")\nplt.xticks(rotation=60)","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:38:48.00519Z","iopub.execute_input":"2022-10-10T16:38:48.005545Z","iopub.status.idle":"2022-10-10T16:38:58.858718Z","shell.execute_reply.started":"2022-10-10T16:38:48.005515Z","shell.execute_reply":"2022-10-10T16:38:58.857717Z"},"trusted":true},"execution_count":33,"outputs":[{"execution_count":33,"output_type":"execute_result","data":{"text/plain":"(array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,\n         13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,\n         26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,\n         39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n         52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,\n         65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,\n         78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,\n         91,  92,  93,  94,  95,  96,  97,  98,  99, 100]),\n [Text(0, 0, '1900'),\n  Text(1, 0, '1922'),\n  Text(2, 0, '1923'),\n  Text(3, 0, '1924'),\n  Text(4, 0, '1925'),\n  Text(5, 0, '1926'),\n  Text(6, 0, '1927'),\n  Text(7, 0, '1928'),\n  Text(8, 0, '1929'),\n  Text(9, 0, '1930'),\n  Text(10, 0, '1931'),\n  Text(11, 0, '1932'),\n  Text(12, 0, '1933'),\n  Text(13, 0, '1934'),\n  Text(14, 0, '1935'),\n  Text(15, 0, '1936'),\n  Text(16, 0, '1937'),\n  Text(17, 0, '1938'),\n  Text(18, 0, '1939'),\n  Text(19, 0, '1940'),\n  Text(20, 0, '1941'),\n  Text(21, 0, '1942'),\n  Text(22, 0, '1943'),\n  Text(23, 0, '1944'),\n  Text(24, 0, '1945'),\n  Text(25, 0, '1946'),\n  Text(26, 0, '1947'),\n  Text(27, 0, '1948'),\n  Text(28, 0, '1949'),\n  Text(29, 0, '1950'),\n  Text(30, 0, '1951'),\n  Text(31, 0, '1952'),\n  Text(32, 0, '1953'),\n  Text(33, 0, '1954'),\n  Text(34, 0, '1955'),\n  Text(35, 0, '1956'),\n  Text(36, 0, '1957'),\n  Text(37, 0, '1958'),\n  Text(38, 0, '1959'),\n  Text(39, 0, '1960'),\n  Text(40, 0, '1961'),\n  Text(41, 0, '1962'),\n  Text(42, 0, '1963'),\n  Text(43, 0, '1964'),\n  Text(44, 0, '1965'),\n  Text(45, 0, '1966'),\n  Text(46, 0, '1967'),\n  Text(47, 0, '1968'),\n  Text(48, 0, '1969'),\n  Text(49, 0, '1970'),\n  Text(50, 0, '1971'),\n  Text(51, 0, '1972'),\n  Text(52, 0, '1973'),\n  Text(53, 0, '1974'),\n  Text(54, 0, '1975'),\n  Text(55, 0, '1976'),\n  Text(56, 0, '1977'),\n  Text(57, 0, '1978'),\n  Text(58, 0, '1979'),\n  Text(59, 0, '1980'),\n  Text(60, 0, '1981'),\n  Text(61, 0, '1982'),\n  Text(62, 0, '1983'),\n  Text(63, 0, '1984'),\n  Text(64, 0, '1985'),\n  Text(65, 0, '1986'),\n  Text(66, 0, '1987'),\n  Text(67, 0, '1988'),\n  Text(68, 0, '1989'),\n  Text(69, 0, '1990'),\n  Text(70, 0, '1991'),\n  Text(71, 0, '1992'),\n  Text(72, 0, '1993'),\n  Text(73, 0, '1994'),\n  Text(74, 0, '1995'),\n  Text(75, 0, '1996'),\n  Text(76, 0, '1997'),\n  Text(77, 0, '1998'),\n  Text(78, 0, '1999'),\n  Text(79, 0, '2000'),\n  Text(80, 0, '2001'),\n  Text(81, 0, '2002'),\n  Text(82, 0, '2003'),\n  Text(83, 0, '2004'),\n  Text(84, 0, '2005'),\n  Text(85, 0, '2006'),\n  Text(86, 0, '2007'),\n  Text(87, 0, '2008'),\n  Text(88, 0, '2009'),\n  Text(89, 0, '2010'),\n  Text(90, 0, '2011'),\n  Text(91, 0, '2012'),\n  Text(92, 0, '2013'),\n  Text(93, 0, '2014'),\n  Text(94, 0, '2015'),\n  Text(95, 0, '2016'),\n  Text(96, 0, '2017'),\n  Text(97, 0, '2018'),\n  Text(98, 0, '2019'),\n  Text(99, 0, '2020'),\n  Text(100, 0, '2021')])"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1800x360 with 1 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\n"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Analysis on Genre of the song**","metadata":{}},{"cell_type":"code","source":"df_genre = pd.read_csv('../input/ultimate-spotify-tracks-db/SpotifyFeatures.csv')","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:42:09.445484Z","iopub.execute_input":"2022-10-10T16:42:09.446295Z","iopub.status.idle":"2022-10-10T16:42:10.380351Z","shell.execute_reply.started":"2022-10-10T16:42:09.446262Z","shell.execute_reply":"2022-10-10T16:42:10.379347Z"},"trusted":true},"execution_count":34,"outputs":[]},{"cell_type":"code","source":"df_genre.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-10T16:56:55.570058Z","iopub.execute_input":"2022-10-10T16:56:55.570578Z","iopub.status.idle":"2022-10-10T16:56:55.608277Z","shell.execute_reply.started":"2022-10-10T16:56:55.570531Z","shell.execute_reply":"2022-10-10T16:56:55.607286Z"},"trusted":true},"execution_count":35,"outputs":[{"execution_count":35,"output_type":"execute_result","data":{"text/plain":"   genre        artist_name                        track_name  \\\n0  Movie     Henri Salvador       C'est beau de faire un Show   \n1  Movie  Martin & les fées  Perdu d'avance (par Gad Elmaleh)   \n2  Movie    Joseph Williams    Don't Let Me Be Lonely Tonight   \n3  Movie     Henri Salvador    Dis-moi Monsieur Gordon Cooper   \n4  Movie       Fabien Nataf                         Ouverture   \n\n                 track_id  popularity  acousticness  danceability  \\\n0  0BRjO6ga9RKCKjfDqeFgWV           0         0.611         0.389   \n1  0BjC1NfoEOOusryehmNudP           1         0.246         0.590   \n2  0CoSDzoNIKCRs124s9uTVy           3         0.952         0.663   \n3  0Gc6TVm52BwZD07Ki6tIvf           0         0.703         0.240   \n4  0IuslXpMROHdEPvSl1fTQK           4         0.950         0.331   \n\n   duration_ms  energy  instrumentalness key  liveness  loudness   mode  \\\n0        99373   0.910             0.000  C#    0.3460    -1.828  Major   \n1       137373   0.737             0.000  F#    0.1510    -5.559  Minor   \n2       170267   0.131             0.000   C    0.1030   -13.879  Minor   \n3       152427   0.326             0.000  C#    0.0985   -12.178  Major   \n4        82625   0.225             0.123   F    0.2020   -21.150  Major   \n\n   speechiness    tempo time_signature  valence  \n0       0.0525  166.969            4/4    0.814  \n1       0.0868  174.003            4/4    0.816  \n2       0.0362   99.488            5/4    0.368  \n3       0.0395  171.758            4/4    0.227  \n4       0.0456  140.576            4/4    0.390  ","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>genre</th>\n      <th>artist_name</th>\n      <th>track_name</th>\n      <th>track_id</th>\n      <th>popularity</th>\n      <th>acousticness</th>\n      <th>danceability</th>\n      <th>duration_ms</th>\n      <th>energy</th>\n      <th>instrumentalness</th>\n      <th>key</th>\n      <th>liveness</th>\n      <th>loudness</th>\n      <th>mode</th>\n      <th>speechiness</th>\n      <th>tempo</th>\n      <th>time_signature</th>\n      <th>valence</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Movie</td>\n      <td>Henri Salvador</td>\n      <td>C'est beau de faire un Show</td>\n      <td>0BRjO6ga9RKCKjfDqeFgWV</td>\n      <td>0</td>\n      <td>0.611</td>\n      <td>0.389</td>\n      <td>99373</td>\n      <td>0.910</td>\n      <td>0.000</td>\n      <td>C#</td>\n      <td>0.3460</td>\n      <td>-1.828</td>\n      <td>Major</td>\n      <td>0.0525</td>\n      <td>166.969</td>\n      <td>4/4</td>\n      <td>0.814</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Movie</td>\n      <td>Martin &amp; les fées</td>\n      <td>Perdu d'avance (par Gad Elmaleh)</td>\n      <td>0BjC1NfoEOOusryehmNudP</td>\n      <td>1</td>\n      <td>0.246</td>\n      <td>0.590</td>\n      <td>137373</td>\n      <td>0.737</td>\n      <td>0.000</td>\n      <td>F#</td>\n      <td>0.1510</td>\n      <td>-5.559</td>\n      <td>Minor</td>\n      <td>0.0868</td>\n      <td>174.003</td>\n      <td>4/4</td>\n      <td>0.816</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Movie</td>\n      <td>Joseph Williams</td>\n      <td>Don't Let Me Be Lonely Tonight</td>\n      <td>0CoSDzoNIKCRs124s9uTVy</td>\n      <td>3</td>\n      <td>0.952</td>\n      <td>0.663</td>\n      <td>170267</td>\n      <td>0.131</td>\n      <td>0.000</td>\n      <td>C</td>\n      <td>0.1030</td>\n      <td>-13.879</td>\n      <td>Minor</td>\n      <td>0.0362</td>\n      <td>99.488</td>\n      <td>5/4</td>\n      <td>0.368</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Movie</td>\n      <td>Henri Salvador</td>\n      <td>Dis-moi Monsieur Gordon Cooper</td>\n      <td>0Gc6TVm52BwZD07Ki6tIvf</td>\n      <td>0</td>\n      <td>0.703</td>\n      <td>0.240</td>\n      <td>152427</td>\n      <td>0.326</td>\n      <td>0.000</td>\n      <td>C#</td>\n      <td>0.0985</td>\n      <td>-12.178</td>\n      <td>Major</td>\n      <td>0.0395</td>\n      <td>171.758</td>\n      <td>4/4</td>\n      <td>0.227</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Movie</td>\n      <td>Fabien Nataf</td>\n      <td>Ouverture</td>\n      <td>0IuslXpMROHdEPvSl1fTQK</td>\n      <td>4</td>\n      <td>0.950</td>\n      <td>0.331</td>\n      <td>82625</td>\n      <td>0.225</td>\n      <td>0.123</td>\n      <td>F</td>\n      <td>0.2020</td>\n      <td>-21.150</td>\n      <td>Major</td>\n      <td>0.0456</td>\n      <td>140.576</td>\n      <td>4/4</td>\n      <td>0.390</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"plt.title('Duration of th songs from Different Genre')\nsns.color_palette('rocket', as_cmap=True)\nsns.barplot(y='genre', x='duration_ms', data=df_genre)\nplt.xlabel('Duration in Milliseconds')\nplt.ylabel(\"Genre of songs\")","metadata":{"execution":{"iopub.status.busy":"2022-10-10T17:03:31.535265Z","iopub.execute_input":"2022-10-10T17:03:31.535893Z","iopub.status.idle":"2022-10-10T17:03:34.804778Z","shell.execute_reply.started":"2022-10-10T17:03:31.535807Z","shell.execute_reply":"2022-10-10T17:03:34.803813Z"},"trusted":true},"execution_count":38,"outputs":[{"execution_count":38,"output_type":"execute_result","data":{"text/plain":"Text(0, 0.5, 'Genre of songs')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"#Top 5 genre by popularity\nsns.set_style(style = 'darkgrid')\nplt.figure(figsize=(10,5))\nfamous = df_genre.sort_values('popularity', ascending = False).head(10)\nsns.barplot(y='genre', x= 'popularity', data= famous).set(title=\"Top 5 genre by popularity\")\n","metadata":{"execution":{"iopub.status.busy":"2022-10-10T17:39:20.75754Z","iopub.execute_input":"2022-10-10T17:39:20.757922Z","iopub.status.idle":"2022-10-10T17:39:21.193994Z","shell.execute_reply.started":"2022-10-10T17:39:20.757883Z","shell.execute_reply":"2022-10-10T17:39:21.192883Z"},"trusted":true},"execution_count":43,"outputs":[{"execution_count":43,"output_type":"execute_result","data":{"text/plain":"[Text(0.5, 1.0, 'Top 5 genre by popularity')]"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"df_genre.info()","metadata":{"execution":{"iopub.status.busy":"2022-10-10T17:25:11.469992Z","iopub.execute_input":"2022-10-10T17:25:11.470453Z","iopub.status.idle":"2022-10-10T17:25:11.540939Z","shell.execute_reply.started":"2022-10-10T17:25:11.470409Z","shell.execute_reply":"2022-10-10T17:25:11.539884Z"},"trusted":true},"execution_count":41,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 232725 entries, 0 to 232724\nData columns (total 18 columns):\n #   Column            Non-Null Count   Dtype  \n---  ------            --------------   -----  \n 0   genre             232725 non-null  object \n 1   artist_name       232725 non-null  object \n 2   track_name        232725 non-null  object \n 3   track_id          232725 non-null  object \n 4   popularity        232725 non-null  int64  \n 5   acousticness      232725 non-null  float64\n 6   danceability      232725 non-null  float64\n 7   duration_ms       232725 non-null  int64  \n 8   energy            232725 non-null  float64\n 9   instrumentalness  232725 non-null  float64\n 10  key               232725 non-null  object \n 11  liveness          232725 non-null  float64\n 12  loudness          232725 non-null  float64\n 13  mode              232725 non-null  object \n 14  speechiness       232725 non-null  float64\n 15  tempo             232725 non-null  float64\n 16  time_signature    232725 non-null  object \n 17  valence           232725 non-null  float64\ndtypes: float64(9), int64(2), object(7)\nmemory usage: 32.0+ MB\n","output_type":"stream"}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}