Spotify Data Analysis using Python Project.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/mrankitgupta/spotify-data-analysis-using-python-project?scriptVersionId=93571216\" 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","execution_count":1,"id":"60f69f9a","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2022-04-20T20:10:55.831252Z","iopub.status.busy":"2022-04-20T20:10:55.830866Z","iopub.status.idle":"2022-04-20T20:10:55.860307Z","shell.execute_reply":"2022-04-20T20:10:55.859076Z"},"papermill":{"duration":0.072347,"end_time":"2022-04-20T20:10:55.863147","exception":false,"start_time":"2022-04-20T20:10:55.7908","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["/kaggle/input/spotify-datasets/artists.csv\n","/kaggle/input/spotify-datasets/tracks.csv\n","/kaggle/input/ultimate-spotify-tracks-db/SpotifyFeatures.csv\n"]}],"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","\n","import numpy as np # linear algebra\n","import 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","\n","import os\n","for 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"]},{"cell_type":"markdown","id":"20014ac3","metadata":{"papermill":{"duration":0.036753,"end_time":"2022-04-20T20:10:55.936838","exception":false,"start_time":"2022-04-20T20:10:55.900085","status":"completed"},"tags":[]},"source":["<h1 align=\"center\">Spotify Data Analysis using Python - Project</h1>\n","\n","<h3 align=\"right\">By - <a href=\"http://bio.link/ankitgupta\">Ankit Gupta</a></h3>"]},{"cell_type":"markdown","id":"23195d6f","metadata":{"papermill":{"duration":0.034824,"end_time":"2022-04-20T20:10:56.006784","exception":false,"start_time":"2022-04-20T20:10:55.97196","status":"completed"},"tags":[]},"source":["## INTRODUCTION\n","\n","Spotify is a Swedish audio streaming and media services provider founded in April 2006. It is the world's largest music streaming service provider and has over 381 million monthly active users, which also includes 172 million paid subscribers.\n","\n","Here, We'll exploring and quantify data about music and drawing valuable insights.\n","\n","Perform an exploratory data analysis (EDA) and data visualization project using data from Spotify using Python.\n","\n","Data analysis exploring the relationship between the audio features of a song and how positive or negative its lyrics are, involving sentiment analysis.\n","\n","Includes data collection script that scrapes audio feature data from the Spotify API, as well as lyrical data from the LyricWikiAPI\n","\n","Spotify Data Analysis makes use of secondary data from Spotify. Learners will use data to identify patterns and relationships between different characteristics. The activity will support learners in developing their ability to review and interpret a dataset. The activity starts by encouraging learners to think of questions that the dataset might answer and thus develop their “Problem” skills. Once the dataset has been analysed learners will have the opportunity to reorganise and restructure data to help them answer their questions"]},{"cell_type":"markdown","id":"6db7ab07","metadata":{"papermill":{"duration":0.035514,"end_time":"2022-04-20T20:10:56.07738","exception":false,"start_time":"2022-04-20T20:10:56.041866","status":"completed"},"tags":[]},"source":["## Importing Datasets"]},{"cell_type":"code","execution_count":2,"id":"1eae4738","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:10:56.151865Z","iopub.status.busy":"2022-04-20T20:10:56.151584Z","iopub.status.idle":"2022-04-20T20:10:57.420037Z","shell.execute_reply":"2022-04-20T20:10:57.418737Z"},"papermill":{"duration":1.30785,"end_time":"2022-04-20T20:10:57.422902","exception":false,"start_time":"2022-04-20T20:10:56.115052","status":"completed"},"tags":[]},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns"]},{"cell_type":"code","execution_count":3,"id":"9c89f7f7","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:10:57.496212Z","iopub.status.busy":"2022-04-20T20:10:57.495875Z","iopub.status.idle":"2022-04-20T20:11:04.155792Z","shell.execute_reply":"2022-04-20T20:11:04.154823Z"},"papermill":{"duration":6.699459,"end_time":"2022-04-20T20:11:04.158395","exception":false,"start_time":"2022-04-20T20:10:57.458936","status":"completed"},"tags":[]},"outputs":[],"source":["# Reading Data Set \n","tracks = pd.read_csv('../input/spotify-datasets/tracks.csv')\n","genre = pd.read_csv('../input/ultimate-spotify-tracks-db/SpotifyFeatures.csv')"]},{"cell_type":"code","execution_count":4,"id":"7a46628e","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:04.230619Z","iopub.status.busy":"2022-04-20T20:11:04.23034Z","iopub.status.idle":"2022-04-20T20:11:04.263007Z","shell.execute_reply":"2022-04-20T20:11:04.26207Z"},"papermill":{"duration":0.071026,"end_time":"2022-04-20T20:11:04.265035","exception":false,"start_time":"2022-04-20T20:11:04.194009","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>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>"],"text/plain":["                       id                                 name  popularity  \\\n","0  35iwgR4jXetI318WEWsa1Q                                Carve           6   \n","1  021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista           0   \n","2  07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado           0   \n","3  08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado           0   \n","4  08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening           0   \n","\n","   duration_ms  explicit              artists                  id_artists  \\\n","0       126903         0              ['Uli']  ['45tIt06XoI0Iio4LBEVpls']   \n","1        98200         0  ['Fernando Pessoa']  ['14jtPCOoNZwquk5wd9DxrY']   \n","2       181640         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n","3       176907         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n","4       163080         0      ['Dick Haymes']  ['3BiJGZsyX9sJchTqcSA7Su']   \n","\n","  release_date  danceability  energy  key  loudness  mode  speechiness  \\\n","0   1922-02-22         0.645  0.4450    0   -13.338     1       0.4510   \n","1   1922-06-01         0.695  0.2630    0   -22.136     1       0.9570   \n","2   1922-03-21         0.434  0.1770    1   -21.180     1       0.0512   \n","3   1922-03-21         0.321  0.0946    7   -27.961     1       0.0504   \n","4         1922         0.402  0.1580    3   -16.900     0       0.0390   \n","\n","   acousticness  instrumentalness  liveness  valence    tempo  time_signature  \n","0         0.674            0.7440     0.151    0.127  104.851               3  \n","1         0.797            0.0000     0.148    0.655  102.009               1  \n","2         0.994            0.0218     0.212    0.457  130.418               5  \n","3         0.995            0.9180     0.104    0.397  169.980               3  \n","4         0.989            0.1300     0.311    0.196  103.220               4  "]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["tracks.head()"]},{"cell_type":"code","execution_count":5,"id":"d6f44a7c","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:04.339638Z","iopub.status.busy":"2022-04-20T20:11:04.339325Z","iopub.status.idle":"2022-04-20T20:11:04.361195Z","shell.execute_reply":"2022-04-20T20:11:04.360583Z"},"papermill":{"duration":0.061192,"end_time":"2022-04-20T20:11:04.363089","exception":false,"start_time":"2022-04-20T20:11:04.301897","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>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>"],"text/plain":["   genre        artist_name                        track_name  \\\n","0  Movie     Henri Salvador       C'est beau de faire un Show   \n","1  Movie  Martin & les fées  Perdu d'avance (par Gad Elmaleh)   \n","2  Movie    Joseph Williams    Don't Let Me Be Lonely Tonight   \n","3  Movie     Henri Salvador    Dis-moi Monsieur Gordon Cooper   \n","4  Movie       Fabien Nataf                         Ouverture   \n","\n","                 track_id  popularity  acousticness  danceability  \\\n","0  0BRjO6ga9RKCKjfDqeFgWV           0         0.611         0.389   \n","1  0BjC1NfoEOOusryehmNudP           1         0.246         0.590   \n","2  0CoSDzoNIKCRs124s9uTVy           3         0.952         0.663   \n","3  0Gc6TVm52BwZD07Ki6tIvf           0         0.703         0.240   \n","4  0IuslXpMROHdEPvSl1fTQK           4         0.950         0.331   \n","\n","   duration_ms  energy  instrumentalness key  liveness  loudness   mode  \\\n","0        99373   0.910             0.000  C#    0.3460    -1.828  Major   \n","1       137373   0.737             0.000  F#    0.1510    -5.559  Minor   \n","2       170267   0.131             0.000   C    0.1030   -13.879  Minor   \n","3       152427   0.326             0.000  C#    0.0985   -12.178  Major   \n","4        82625   0.225             0.123   F    0.2020   -21.150  Major   \n","\n","   speechiness    tempo time_signature  valence  \n","0       0.0525  166.969            4/4    0.814  \n","1       0.0868  174.003            4/4    0.816  \n","2       0.0362   99.488            5/4    0.368  \n","3       0.0395  171.758            4/4    0.227  \n","4       0.0456  140.576            4/4    0.390  "]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["genre.head()"]},{"cell_type":"markdown","id":"b6736429","metadata":{"papermill":{"duration":0.045557,"end_time":"2022-04-20T20:11:04.461196","exception":false,"start_time":"2022-04-20T20:11:04.415639","status":"completed"},"tags":[]},"source":["## Spotify Tracks Dataset Analysis"]},{"cell_type":"code","execution_count":6,"id":"d77d0f10","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:04.544265Z","iopub.status.busy":"2022-04-20T20:11:04.543506Z","iopub.status.idle":"2022-04-20T20:11:04.88516Z","shell.execute_reply":"2022-04-20T20:11:04.884179Z"},"papermill":{"duration":0.383878,"end_time":"2022-04-20T20:11:04.887577","exception":false,"start_time":"2022-04-20T20:11:04.503699","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["id                   0\n","name                71\n","popularity           0\n","duration_ms          0\n","explicit             0\n","artists              0\n","id_artists           0\n","release_date         0\n","danceability         0\n","energy               0\n","key                  0\n","loudness             0\n","mode                 0\n","speechiness          0\n","acousticness         0\n","instrumentalness     0\n","liveness             0\n","valence              0\n","tempo                0\n","time_signature       0\n","dtype: int64"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["# checking null values\n","pd.isnull(tracks).sum()"]},{"cell_type":"code","execution_count":7,"id":"98872290","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:04.971797Z","iopub.status.busy":"2022-04-20T20:11:04.971484Z","iopub.status.idle":"2022-04-20T20:11:05.337899Z","shell.execute_reply":"2022-04-20T20:11:05.336915Z"},"papermill":{"duration":0.411515,"end_time":"2022-04-20T20:11:05.340852","exception":false,"start_time":"2022-04-20T20:11:04.929337","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 586672 entries, 0 to 586671\n","Data 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  \n","dtypes: float64(9), int64(6), object(5)\n","memory usage: 89.5+ MB\n"]}],"source":["tracks.info()"]},{"cell_type":"markdown","id":"a2651d20","metadata":{"papermill":{"duration":0.039492,"end_time":"2022-04-20T20:11:05.420425","exception":false,"start_time":"2022-04-20T20:11:05.380933","status":"completed"},"tags":[]},"source":["### Descriptive statistics of Spotify tracks"]},{"cell_type":"code","execution_count":8,"id":"04d8f4eb","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:05.500171Z","iopub.status.busy":"2022-04-20T20:11:05.499537Z","iopub.status.idle":"2022-04-20T20:11:05.982842Z","shell.execute_reply":"2022-04-20T20:11:05.981886Z"},"papermill":{"duration":0.525553,"end_time":"2022-04-20T20:11:05.985239","exception":false,"start_time":"2022-04-20T20:11:05.459686","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>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>"],"text/plain":["                     count           mean            std     min          25%  \\\n","popularity        586672.0      27.570053      18.370642     0.0      13.0000   \n","duration_ms       586672.0  230051.167286  126526.087418  3344.0  175093.0000   \n","explicit          586672.0       0.044086       0.205286     0.0       0.0000   \n","danceability      586672.0       0.563594       0.166103     0.0       0.4530   \n","energy            586672.0       0.542036       0.251923     0.0       0.3430   \n","key               586672.0       5.221603       3.519423     0.0       2.0000   \n","loudness          586672.0     -10.206067       5.089328   -60.0     -12.8910   \n","mode              586672.0       0.658797       0.474114     0.0       0.0000   \n","speechiness       586672.0       0.104864       0.179893     0.0       0.0340   \n","acousticness      586672.0       0.449863       0.348837     0.0       0.0969   \n","instrumentalness  586672.0       0.113451       0.266868     0.0       0.0000   \n","liveness          586672.0       0.213935       0.184326     0.0       0.0983   \n","valence           586672.0       0.552292       0.257671     0.0       0.3460   \n","tempo             586672.0     118.464857      29.764108     0.0      95.6000   \n","time_signature    586672.0       3.873382       0.473162     0.0       4.0000   \n","\n","                            50%           75%          max  \n","popularity            27.000000      41.00000      100.000  \n","duration_ms       214893.000000  263867.00000  5621218.000  \n","explicit               0.000000       0.00000        1.000  \n","danceability           0.577000       0.68600        0.991  \n","energy                 0.549000       0.74800        1.000  \n","key                    5.000000       8.00000       11.000  \n","loudness              -9.243000      -6.48200        5.376  \n","mode                   1.000000       1.00000        1.000  \n","speechiness            0.044300       0.07630        0.971  \n","acousticness           0.422000       0.78500        0.996  \n","instrumentalness       0.000024       0.00955        1.000  \n","liveness               0.139000       0.27800        1.000  \n","valence                0.564000       0.76900        1.000  \n","tempo                117.384000     136.32100      246.381  \n","time_signature         4.000000       4.00000        5.000  "]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["tracks.describe().transpose()"]},{"cell_type":"markdown","id":"05b06e21","metadata":{"papermill":{"duration":0.038943,"end_time":"2022-04-20T20:11:06.065435","exception":false,"start_time":"2022-04-20T20:11:06.026492","status":"completed"},"tags":[]},"source":["### Top 10 most popular songs on Spotify"]},{"cell_type":"code","execution_count":9,"id":"92615ecf","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:06.1442Z","iopub.status.busy":"2022-04-20T20:11:06.143663Z","iopub.status.idle":"2022-04-20T20:11:06.181308Z","shell.execute_reply":"2022-04-20T20:11:06.180186Z"},"papermill":{"duration":0.079904,"end_time":"2022-04-20T20:11:06.183708","exception":false,"start_time":"2022-04-20T20:11:06.103804","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>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>"],"text/plain":["                           id                                    name  \\\n","93802  4iJyoBOLtHqaGxP12qzhQI  Peaches (feat. Daniel Caesar & Giveon)   \n","93803  7lPN2DXiMsVn7XUKtOW1CS                         drivers license   \n","93804  3Ofmpyhv5UAQ70mENzB277                  Astronaut In The Ocean   \n","92810  5QO79kh1waicV47BqGRL3g                         Save Your Tears   \n","92811  6tDDoYIxWvMLTdKpjFkc1B                               telepatía   \n","92813  0VjIjW4GlUZAMYd2vXMi3b                         Blinding Lights   \n","93805  7MAibcTli4IisCtbHKrGMh                     Leave The Door Open   \n","92814  6f3Slt0GbA2bPZlz0aIFXN                            The Business   \n","91866  60ynsPSSKe6O3sfwRnIBRf                                 Streets   \n","92816  3FAJ6O0NOHQV8Mc5Ri6ENp                  Heartbreak Anniversary   \n","\n","       popularity  duration_ms  explicit  \\\n","93802         100       198082         1   \n","93803          99       242014         1   \n","93804          98       132780         0   \n","92810          97       215627         1   \n","92811          97       160191         0   \n","92813          96       200040         0   \n","93805          96       242096         0   \n","92814          95       164000         0   \n","91866          94       226987         1   \n","92816          94       198371         0   \n","\n","                                              artists  \\\n","93802    ['Justin Bieber', 'Daniel Caesar', 'Giveon']   \n","93803                              ['Olivia Rodrigo']   \n","93804                                 ['Masked Wolf']   \n","92810                                  ['The Weeknd']   \n","92811                                  ['Kali Uchis']   \n","92813                                  ['The Weeknd']   \n","93805  ['Bruno Mars', 'Anderson .Paak', 'Silk Sonic']   \n","92814                                      ['Tiësto']   \n","91866                                    ['Doja Cat']   \n","92816                                      ['Giveon']   \n","\n","                                              id_artists release_date  \\\n","93802  ['1uNFoZAHBGtllmzznpCI3s', '20wkVLutqVOYrc0kxF...   2021-03-19   \n","93803                         ['1McMsnEElThX1knmY4oliG']   2021-01-08   \n","93804                         ['1uU7g3DNSbsu0QjSEqZtEd']   2021-01-06   \n","92810                         ['1Xyo4u8uXC1ZmMpatF05PJ']   2020-03-20   \n","92811                         ['1U1el3k54VvEUzo3ybLPlM']   2020-12-04   \n","92813                         ['1Xyo4u8uXC1ZmMpatF05PJ']   2020-03-20   \n","93805  ['0du5cEVh5yTK9QJze8zA0C', '3jK9MiCrA42lLAdMGU...   2021-03-05   \n","92814                         ['2o5jDhtHVPhrJdv3cEQ99Z']   2020-09-16   \n","91866                         ['5cj0lLjcoR7YOSnhnX0Po5']   2019-11-07   \n","92816                         ['4fxd5Ee7UefO4CUXgwJ7IP']   2020-03-27   \n","\n","       danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n","93802         0.677   0.696    0    -6.181     1       0.1190       0.32100   \n","93803         0.585   0.436   10    -8.761     1       0.0601       0.72100   \n","93804         0.778   0.695    4    -6.865     0       0.0913       0.17500   \n","92810         0.680   0.826    0    -5.487     1       0.0309       0.02120   \n","92811         0.653   0.524   11    -9.016     0       0.0502       0.11200   \n","92813         0.514   0.730    1    -5.934     1       0.0598       0.00146   \n","93805         0.586   0.616    5    -7.964     1       0.0324       0.18200   \n","92814         0.798   0.620    8    -7.079     0       0.2320       0.41400   \n","91866         0.749   0.463   11    -8.433     1       0.0828       0.20800   \n","92816         0.449   0.465    0    -8.964     1       0.0791       0.52400   \n","\n","       instrumentalness  liveness  valence    tempo  time_signature  \n","93802          0.000000    0.4200    0.464   90.030               4  \n","93803          0.000013    0.1050    0.132  143.874               4  \n","93804          0.000000    0.1500    0.472  149.996               4  \n","92810          0.000012    0.5430    0.644  118.051               4  \n","92811          0.000000    0.2030    0.553   83.970               4  \n","92813          0.000095    0.0897    0.334  171.005               4  \n","93805          0.000000    0.0927    0.719  148.088               4  \n","92814          0.019200    0.1120    0.235  120.031               4  \n","91866          0.037100    0.3370    0.190   90.028               4  \n","92816          0.000001    0.3030    0.543   89.087               3  "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["most = tracks.query('popularity > 90', inplace = False).sort_values('popularity', ascending = False)\n","most[:10]"]},{"cell_type":"markdown","id":"32328afb","metadata":{"papermill":{"duration":0.042191,"end_time":"2022-04-20T20:11:06.266671","exception":false,"start_time":"2022-04-20T20:11:06.22448","status":"completed"},"tags":[]},"source":["### Top 10 least popular songs on Spotify"]},{"cell_type":"code","execution_count":10,"id":"a9550dc5","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:06.351841Z","iopub.status.busy":"2022-04-20T20:11:06.350798Z","iopub.status.idle":"2022-04-20T20:11:06.621038Z","shell.execute_reply":"2022-04-20T20:11:06.620071Z"},"papermill":{"duration":0.315104,"end_time":"2022-04-20T20:11:06.623688","exception":false,"start_time":"2022-04-20T20:11:06.308584","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>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>"],"text/plain":["                            id  \\\n","546130  181rTRhCcggZPwP2TUcVqm   \n","546222  0yOCz3V5KMm8l1T8EFc60i   \n","546221  0y48Hhwe52099UqYjegRCO   \n","546220  0xCmgtf9ka07hkZg3D6PaV   \n","546219  0tBXS3VuCPX7KWUFH2nros   \n","546218  0qrKnQtYDVJhKFAXTHYVS9   \n","546217  0nqsDxOeKSwEzp3AUQAAqS   \n","546216  0kGEdsxVLYjCdfxM9tbezd   \n","546215  0bc3PUZurUUXrY7yqoOxjq   \n","546214  0Wwm0ruSjYMIiWG0nyAI1F   \n","\n","                                                     name  popularity  \\\n","546130       Newspaper Reports On Abner, 20 February 1935           0   \n","546222                                             恋は水の上で           0   \n","546221                                              私の誕生日           0   \n","546220                                エル・チョクロ (EL CHOCLO)           0   \n","546219                                           恋は不思議なもの           0   \n","546218                         ゆうべはどうしたの (WHATSA MALLA U)           0   \n","546217  Screen Director's Playhouse, Music For Million...           0   \n","546216                                             ブルーマンボ           0   \n","546215  Screen Director's Playhouse, Trade Winds direc...           0   \n","546214  Screen Director's Playhouse, It's A Wonderful ...           0   \n","\n","        duration_ms  explicit  \\\n","546130       896575         0   \n","546222       188440         0   \n","546221       173467         0   \n","546220       205280         0   \n","546219       185733         0   \n","546218       183427         0   \n","546217      1767071         0   \n","546216       162147         0   \n","546215      1776652         0   \n","546214      1767576         0   \n","\n","                                                  artists  \\\n","546130  ['Norris Goff', 'Chester Lauck', 'Carlton Bric...   \n","546222                                  ['Hibari Misora']   \n","546221                                  ['Hibari Misora']   \n","546220                                  ['Hibari Misora']   \n","546219                                  ['Hibari Misora']   \n","546218                                  ['Hibari Misora']   \n","546217  ['Wilms Herbert', 'June Allyson', 'Joseph Kear...   \n","546216                                  ['Hibari Misora']   \n","546215  ['Wally Maher', 'Tay Garnett', 'Lurene Tuttle'...   \n","546214  ['Joseph Granby', 'Jimmy Stewart', 'Irene Tedr...   \n","\n","                                               id_artists release_date  \\\n","546130  ['3WCwCPDMpGzrt0Qz6quumy', '7vk8UqABg0Sga78GI3...   1935-02-20   \n","546222                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n","546221                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n","546220                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n","546219                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n","546218                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n","546217  ['2rbm8QWvmnVwxFo84EVM1h', '4yW5adMgyIfHFzaL9i...   1949-04-10   \n","546216                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n","546215  ['7hkhJTTI3VnUGVWUt8SJXT', '3kYeeIpRCgJz4fQYDv...   1949-05-19   \n","546214  ['6GK59BC4LJzqR0OpHAX2S3', '58BzBaExrnrx898sby...   1949-05-08   \n","\n","        danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n","546130         0.595   0.262    8   -17.746     1       0.9320         0.993   \n","546222         0.418   0.388    0    -8.580     1       0.0358         0.925   \n","546221         0.642   0.178    5   -11.700     1       0.0501         0.993   \n","546220         0.695   0.467    0   -12.236     0       0.0422         0.827   \n","546219         0.389   0.388    2    -8.221     1       0.0351         0.869   \n","546218         0.631   0.249    5   -11.883     1       0.0355         0.951   \n","546217         0.533   0.317    7   -13.047     1       0.9180         0.682   \n","546216         0.529   0.546    0    -6.462     0       0.0418         0.784   \n","546215         0.599   0.321    0   -15.428     0       0.9330         0.808   \n","546214         0.645   0.341    8   -12.177     1       0.8670         0.690   \n","\n","        instrumentalness  liveness  valence    tempo  time_signature  \n","546130          0.007510    0.0991    0.320   79.849               4  \n","546222          0.000014    0.1050    0.439   94.549               4  \n","546221          0.000943    0.0928    0.715  119.013               4  \n","546220          0.000000    0.0861    0.756  125.941               4  \n","546219          0.000000    0.0924    0.372   72.800               4  \n","546218          0.000000    0.0814    0.517  131.097               4  \n","546217          0.000000    0.3330    0.336   76.836               4  \n","546216          0.000000    0.3750    0.903  128.604               4  \n","546215          0.000000    0.5570    0.379   93.025               4  \n","546214          0.000000    0.1530    0.431  117.591               4  "]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["least = tracks.sort_values('popularity', ascending = True).head(10)\n","least"]},{"cell_type":"markdown","id":"162bb50b","metadata":{"papermill":{"duration":0.040551,"end_time":"2022-04-20T20:11:06.704958","exception":false,"start_time":"2022-04-20T20:11:06.664407","status":"completed"},"tags":[]},"source":["### Changing index to release date"]},{"cell_type":"code","execution_count":11,"id":"81461432","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:06.79262Z","iopub.status.busy":"2022-04-20T20:11:06.791846Z","iopub.status.idle":"2022-04-20T20:11:06.976294Z","shell.execute_reply":"2022-04-20T20:11:06.975184Z"},"papermill":{"duration":0.230906,"end_time":"2022-04-20T20:11:06.978563","exception":false,"start_time":"2022-04-20T20:11:06.747657","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>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>"],"text/plain":["                                  id                                 name  \\\n","release_date                                                                \n","1922-02-22    35iwgR4jXetI318WEWsa1Q                                Carve   \n","1922-06-01    021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista   \n","1922-03-21    07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado   \n","1922-03-21    08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado   \n","1922-01-01    08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening   \n","\n","              popularity  duration_ms  explicit              artists  \\\n","release_date                                                           \n","1922-02-22             6       126903         0              ['Uli']   \n","1922-06-01             0        98200         0  ['Fernando Pessoa']   \n","1922-03-21             0       181640         0  ['Ignacio Corsini']   \n","1922-03-21             0       176907         0  ['Ignacio Corsini']   \n","1922-01-01             0       163080         0      ['Dick Haymes']   \n","\n","                              id_artists  danceability  energy  key  loudness  \\\n","release_date                                                                    \n","1922-02-22    ['45tIt06XoI0Iio4LBEVpls']         0.645  0.4450    0   -13.338   \n","1922-06-01    ['14jtPCOoNZwquk5wd9DxrY']         0.695  0.2630    0   -22.136   \n","1922-03-21    ['5LiOoJbxVSAMkBS2fUm3X2']         0.434  0.1770    1   -21.180   \n","1922-03-21    ['5LiOoJbxVSAMkBS2fUm3X2']         0.321  0.0946    7   -27.961   \n","1922-01-01    ['3BiJGZsyX9sJchTqcSA7Su']         0.402  0.1580    3   -16.900   \n","\n","              mode  speechiness  acousticness  instrumentalness  liveness  \\\n","release_date                                                                \n","1922-02-22       1       0.4510         0.674            0.7440     0.151   \n","1922-06-01       1       0.9570         0.797            0.0000     0.148   \n","1922-03-21       1       0.0512         0.994            0.0218     0.212   \n","1922-03-21       1       0.0504         0.995            0.9180     0.104   \n","1922-01-01       0       0.0390         0.989            0.1300     0.311   \n","\n","              valence    tempo  time_signature  \n","release_date                                    \n","1922-02-22      0.127  104.851               3  \n","1922-06-01      0.655  102.009               1  \n","1922-03-21      0.457  130.418               5  \n","1922-03-21      0.397  169.980               3  \n","1922-01-01      0.196  103.220               4  "]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["tracks.set_index('release_date', inplace = True)\n","tracks.index=pd.to_datetime(tracks.index)\n","tracks.head()"]},{"cell_type":"markdown","id":"56a6d8a6","metadata":{"papermill":{"duration":0.042687,"end_time":"2022-04-20T20:11:07.064076","exception":false,"start_time":"2022-04-20T20:11:07.021389","status":"completed"},"tags":[]},"source":["### Check artist at 18th row of Spotify Tracks Dataset"]},{"cell_type":"code","execution_count":12,"id":"4d3ad50d","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:07.15115Z","iopub.status.busy":"2022-04-20T20:11:07.150433Z","iopub.status.idle":"2022-04-20T20:11:07.406277Z","shell.execute_reply":"2022-04-20T20:11:07.405541Z"},"papermill":{"duration":0.30121,"end_time":"2022-04-20T20:11:07.408379","exception":false,"start_time":"2022-04-20T20:11:07.107169","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["artists    ['Victor Boucher']\n","Name: 1922-01-01 00:00:00, dtype: object"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["tracks[['artists']].iloc[18]"]},{"cell_type":"markdown","id":"907700ee","metadata":{"papermill":{"duration":0.046091,"end_time":"2022-04-20T20:11:07.499359","exception":false,"start_time":"2022-04-20T20:11:07.453268","status":"completed"},"tags":[]},"source":["### Converting duration from millisecond to second on Spotify Tracks Dataset"]},{"cell_type":"code","execution_count":13,"id":"d676ffd5","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:07.595117Z","iopub.status.busy":"2022-04-20T20:11:07.594204Z","iopub.status.idle":"2022-04-20T20:11:08.285033Z","shell.execute_reply":"2022-04-20T20:11:08.284061Z"},"papermill":{"duration":0.7412,"end_time":"2022-04-20T20:11:08.287339","exception":false,"start_time":"2022-04-20T20:11:07.546139","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["release_date\n","1922-02-22    127\n","1922-06-01     98\n","1922-03-21    182\n","1922-03-21    177\n","1922-01-01    163\n","Name: duration, dtype: int64"]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["tracks['duration'] = tracks['duration_ms'].apply (lambda x : round(x/1000))\n","tracks.drop('duration_ms', inplace = True, axis=1)\n","tracks.duration.head()"]},{"cell_type":"markdown","id":"2cc91424","metadata":{"papermill":{"duration":0.04499,"end_time":"2022-04-20T20:11:08.37821","exception":false,"start_time":"2022-04-20T20:11:08.33322","status":"completed"},"tags":[]},"source":["### Correlation Heatmap between Variable using Pearson correlation method"]},{"cell_type":"code","execution_count":14,"id":"dfd32acd","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:08.469005Z","iopub.status.busy":"2022-04-20T20:11:08.468569Z","iopub.status.idle":"2022-04-20T20:11:09.953639Z","shell.execute_reply":"2022-04-20T20:11:09.952577Z"},"papermill":{"duration":1.533563,"end_time":"2022-04-20T20:11:09.956872","exception":false,"start_time":"2022-04-20T20:11:08.423309","status":"completed"},"tags":[]},"outputs":[{"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')]"]},"execution_count":14,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAzoAAAHCCAYAAAAn77zpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3gUxRvA8e976b0XkBKq9I4gvYsNBBEUELEANlQQURAQRMVefnZsiIoNRRErvfdepBcJpBfSy93N7487khxJSCAhdwnzeZ57crvz7t472b0yN7NzopRC0zRN0zRN0zStKjHYOwFN0zRN0zRN07Typhs6mqZpmqZpmqZVObqho2mapmmapmlalaMbOpqmaZqmaZqmVTm6oaNpmqZpmqZpWpWjGzqapmmapmmaplU5uqGjaZp2ESIyWkTWlWH7P0XknvLM6WojIj1EJNLeeVQWIjJVRD4tZew8EXnhIuVKROqXX3aapmkVRzd0NE1zeCIyXES2iUiaiERZGw9d7J3XhURkpoh8XXCdUupGpdSXV+CxCn1AFZEI6wdT53LY/yoReaCs+7E3R28kiUhHEUkXEe8iynaKyKOXuk+l1EtKqUp/7DRN08pKN3Q0TXNoIjIReBt4CQgDagEfAAMvY1+FGgDl0SjQtMullNoERAJDCq4XkWZAE+DbS9mfPp81TdPy6YaOpmkOS0T8gOeBR5RSPyul0pVSuUqp35RST1lj3ETkbRE5a729LSJu1rIeIhIpIk+LSDTwhbXXZaGIfC0iKcBoEfETkc+svUVnROQFEXEqJqd3ROS0iKSIyHYR6Wpd3x+YCgyz9jzttq7P6xkREYOITBORUyISKyLzrXUs2Btzj4j8JyLxIvJsGf9/biLyunV/MSLykYh4WMsCRGSJiMSJSJL1fg1r2YtAV+A9a13es65XIvKwiBwRkVQRmS0i9URkg/X/8YOIuJa0/wL/lzkissW67a8iElhCfaZa/y8nRWRESfUUES/gT6C6tR5pIlJdRDJFJNi67bMiYhQRX+vybBF5u6T/n7X8FhHZJSLJ1v9BiwJlJ0VkkojsEZFzIvK9iLgXU7UvgVEXrBsF/KGUSijunLM+TlHns03Pooj8KCLR1jzWiEjTCx4rWESWWo/pahGpXcz//6L/D03TNEejGzqapjmy6wF3YNFFYp4FOgKtgJbAdcC0AuXhQCBQGxhrXTcQWAj4A98A8wAjUB9oDfQDihv6s9X6WIHAAuBHEXFXSv2Fpdfpe6WUt1KqZRHbjrbeegJ1AW/gvQtiugDXAr2BGSLS+CJ1L8nLQENrvvWBa4AZ1jID8AWW/0stIPN8LkqpZ4G1wKPWuhQcPnUD0BbL/3wyMBcYCdQEmgF3lbT/AkYB9wHVsPz//3eRuoQDwdY63APMFZFrL1ZPpVQ6cCNw1loPb6XUWSzHsLt12+7AKaBzgeXVJf3/RKQ18DkwDggCPgYWi7WRbTUU6A/UAVpgOfZF+QroJiI1rfs2AMOxNICgmHOuwPYXns8X+hNoAIQCO4qIGQHMxvL/3VXMPuDi55OmaZrjUUrpm77pm7455A3LB7DoEmKOATcVWL4BOGm93wPIAdwLlM8E1hRYDgOyAY8C6+4CVlrvjwbWXeTxk4CWBfb99QXlq4AHrPeXAw8XKLsWyAWcgQhAATUKlG8B7izmcecBWUBygVuKdR/OgADpQL0C21wPnChmf62ApKLyLrBOAZ0LLG8Hni6w/Abw9iXs/+UCy02sx8qpiG17YGkIeRVY9wMwvaR6WreNvGB/s7E0qpyBaOBxLB/i3bE0yIJKsd8PgdkX7PcQ0N16/yQwskDZq8BHFzmPlgFTrff7AnGASynPuTUXlM/kgvOwQJm/9Tj6FTiPvitQ7g2YgJoFjnn9Sz2f9E3f9E3fHOGmx/JqmubIErAMq3FWShmLiamO5Rv5805Z150Xp5TKumCb0wXu1wZcgCgROb/OcEFMHhGZBNxvfQwF+GL5Jrw0isrVGUtj67zoAvczsHzwLM7rSqm83isRiQBOWBdDAE9ge4F6CeBkjfUE3sLS4xBgLfcRESellOkijxlT4H5mEcvhl7D/gv/jU1iOQ/AF+zwvSVl6aArGVy+pnsVYDbwJtAH2AkuBz7D0Uh1VluFioSXstzZwj4iML7BfV2zPvQuPZcGyC32JZejjS8DdWBofuVCqc67Ic9W6rRPwInAHlv+V2VoUDJy7cHulVJqIJFofq+B+L+f/rGmaZld66JqmaY5sI5beltsuEnMWy4fO82pZ152nitim4LrT1scIVkr5W2++SqkLr2PAem3EZCxDkgKUUv5YPiye/+RX1GOVlKuRoj/Yl1U8loZH0wL18lNKnW84PYmlR6mDUsoX6GZdX9q6lKSk/YNluNt5tbD0bsUXs78A6zU3BePPUnI9i6rHBmtug4DVSqkD1v3dRP6wtZL2exp4sUCZv1LKUyl1SZMHFPAzUENEegKDsQ5bK8U5V1wdzxuOZWhbH8APS88hFHMcxDL7WyC2zyEo+f+haZrmcHRDR9M0h6WUOoflGoD3ReQ2EfEUERcRuVFEXrWGfQtME5EQ6wXmM4Cvi9tnEY8RBfwDvCEivmKZMKCeiHQvItwHS8MkDnAWkRlYvl0/LwaIsF5jUZRvgQkiUsf6gfL8NT3F9VZdNqWUGfgEeMvaO4GIXCMiNxSoSyaQbJ0E4LkLdhGD5Tqiy1XS/gFGikgTa+/P88DCEnqTZomIq/XD/y3Aj6WoZwwQJNZJHwCUUhlYht09Qn7DZgPw4PnlUuz3E+BBEekgFl4icrOI+FzC/yiPtbdqIZbrmk4ppbZZi0o650rig6Uhn4ClR+alImJuEpEuYplIYjawSSll00tUiv+Hpmmaw9ENHU3THJpS6g1gIpYJBuKwfJP+KPCLNeQFYBuwB8swpB3WdZdiFJZhRwewXP+wEMsF8hf6G/gLOIxl6FQWtsN7frT+TRCRHUVs/zmWC8/XYBlilgWMLyKuvDwNHAU2WWfkWoalJwMsU3Z7YPmmfhOWehX0DjBELDOmXWySgOKUtH+w/C/mYRni5Q48dpH9RWM5NmexXCz/oFLqoLWs2HpaY74FjltnRzs/fGw1lqFyWwos+2A5NpRiv9uAMVgmWEiyxo2+SP6l8SWWHr/5BdaVdM6VZL51uzNYzu9NRcQswNIQTcQy0cTIYvZ1sfNJ0zTN4YhSZR2doGmapmmXRkRWYblg/lN756JpmqZVTbpHR9M0TdM0TdO0Kkc3dDRN0zRN0zRNKzMR+VwsP4i9r5hyEZH/ichRsfygcpsCZfeI5Qepj4jIPeWSjx66pmmapmmapmlaWYlINyANmK+UalZE+U1Yrk29CegAvKOU6mCdtGYb0A7LTJLbgbZKqaSy5KN7dDRN0zRN0zRNKzOl1BosE5sUZyCWRpBSSm0C/EWkGpYf+16qlEq0Nm6WYvkdtjLRDR1N0zRN0zRN0yrCNdjOHBlpXVfc+jJxLusOtPInIno8oaZpmqZpWiWjlJKSo+zDxDdl+nzpLCPHAWMLrJqrlJpbtqyuLN3QcVBGVerfO3R4zjKSwwO62DuNctNw8Tpi729i7zTKTehnB4gf19DeaZSb4I8P82ub4fZOo9wM3LGACdUu9vMylc9bUf/j9XoP2TuNcjPp2IdV7pxb1mGIvdMoN302L2RT95vtnUa56bj6d7b2vNHeaZSb9iv/ZFWnQfZO46pgNl/s95hLZm3UlLVhcwaoWWC5hnXdGaDHBetXlfGx9NA1TdM0TdM0TavqlDKW6VZOFgOjrLOvdQTOKaWisPw4cj8RCRCRAKCfdV2Z6B4dTdM0TdM0TdPKTES+xdIzEywikcBzgAuAUuoj4A8sM64dBTKAe61liSIyG9hq3dXzSqmLTWpQKrqho2mapmmapmlVnFJlG7pWusdQd5VQroBHiin7HPi8PPPRDR1N0zRN0zRNq+LM5Tf8rNLQDR1N0zRN0zRNq+LK8TqbSkM3dDRN0zRN0zStirsaGzp61jVN0zRN0zRN06oc3aNzARGJAJYopZpd4nYblFKdrNt3UkotuBL5lYdnpyxm9arDBAZ5sXhJ5fstC8/W1xEy5nEwGEhZuoSkn76xKfcfMAzffreAyYTpXDIx787BGBdjp2xL5tK0C953PYMYnMhc+xOZf35qU+7efSgePe8CsxmVnUHq/JmYoo7ZJ9lScGnSFa+hz4LBQNb6H8n6+xObcreud+LeY3hefdK/me6Q9Wn21CjCOrfElJXDzpkfc+7gyUIxfo0iaD3rQZzcXIhZv5t9r80H4Nqxg6k1qCc5SakA/Pv+98Su312R6V/UoNmDadyrCTmZuXw74RvO7I0sNva+eQ8QVCuY13q9XIEZXpqe0++gTo+mGDNz+evp+cTuP21T7uzuwq3vjsG/VjBms5njK/ay9rVf7ZRt0Sr7+RbYsRUNJ9yLGAycXbycU1/9YlMuLs40fW48PtfWJTcllX3T3iIrKg6A2qNuo/qtvVFmM4ff/JzEzZbcOy16H1N6FspsRplMbL33mQqt03l+17Wh9qNjEScDsb//Q9SChTbl4uJMvSkT8bq2PsZzqRx5/hVyomMJ6tODancOzovzrBvBvrGPk3H0REVXwYZv+7bUenQcGAzE//E30d/+aFMuLs7UeWYSng3rY0xJ5fjzc8iJiUWcnak9cTyeDRuAMnP6vY9J3b3XTrWwFdChNfWfuA8xGIj6bRmnv15kUy4uzjSa/rjl/DuXyoEZb5AdHYdP4/o0fPr85yDh5Offk7Bmc8VXoIIo89XXo6MbOmUkIs5KKaNSqpN1VQQwHHDYhs6gwS0ZMbI9zzz9i71TuXQGAyHjJnLmuQkYE+Ko9fonpG9ZT87pk3kh2ScOc3riA6icbPz630bw6IeIfm2m3VK+KDHgM+JZkt8cgzkphoBp35Oza6XNB//szb+TtfoHAFxb9sR72GTOvT3OXhlfnBjwumsGKe/cizkpBr8pC8nds8KmPjlbfyN77XcAuLToheeQKaS++4C9Mi5SaOeWeNUMZ/ltTxLQrD4tptzL2nueKxTXYsp97J79KUn7jtLhf5MJ7dSS2A2WD2nHF/zJsa/+qOjUS9S4VxOC64TwUucXqN2mNkPm3ME7t7xVZGzzG1uQk55TwRlemjrdmxIQEcrnvWdSrVUEfWbdyYIhrxWK2/bZMk5vOozBxYk75j9ORLcmnFxzwA4ZF1bpzzeDgWsn3c/Ox2aTHZtI+y/mEL92G+kn8xvQ1Qf0IjcljY13jCesTyfqPzKSfdPewiuiBmF9O7Np+ATcggNp/e50Ng59HMxmAHY8MpPcc6n2qReAwUDE4w9xcNI0cuISaPrRWySv30zmqfzGdMhN/TCmpbN7xFgCe3Wj1tjRHH3+VRKWrSJh2SoAPOrUpuEL0+zeyMFgoNbjD3P4qWfJjYun8Ydvk7xhE1kF6hN84w0YU9PYd/cDBPTsRo2x93F89ssE39wfgAMPPIyzvx8NXn6efx96ApSyU2WsDAYaPDmGPU/MIjs2gTafvkrCuq1kFDj/qt3SB2NqGluGPUJI787UfXgU/854g/Tj/7H9/qfAZMY1KIC2X77JxvVbwWS2Y4WuID10zfGJSISIHBSRb0TkXxFZKCKeItJbRHaKyF4R+VxE3KzxJ0XkVev6LSJS37p+nogMKbDftGIea62I7LDeOlnX97CuXwwcuGD7l4GuIrJLRCaIyBoRaVVgn+tEpOWV+v+URrv2tfHz87BnCpfNvUFjcqPPYIyJAqOR1LXL8bqui01M5t6dqJxsALIO7cc5KNQeqZaKc53mmGJPY46PBFMuWVv+wLVVT5sYlZWed1/cPOz/pnIRzhEtMMWeyqtP9tbfcWnR2ybGpj6ujlmf8O5tifx9LQBJ+47i4u2JW7C/TYxbsD/O3h4k7TsKQOTvawnv0baiU71kzW5oxraFlp8pOLXjFB5+HviE+haKc/V0pfu4nix9u8y/13ZF1evTggOLLN/ARu06iZuvJ14htvUxZuVyetNhAMy5JmL3n8anWkCF51qcyn6++TapT2ZkNFlnY1FGIzFL1xPcrZ1NTEjX9kT9sRqA2JWbCGhnGTQR3K0dMUvXo3KNZEXFkhkZjW+T+hVeh+J4N2pI1pkosqNiUEYjiSvWENC5o01MQOeOxP+1HIDE1evwbVv4LT6od3cSVqypkJwvxqtRQ7LPnCUnKjqvPv6drreJ8e/ckYR/lgGQtHodPm0s9fGoXYuUnZaGtTH5HKa0dLyubVCxFSiCb+P6ZEZGkXXWcoxil68jqOt1NjFBXdsT88dKAOJWbSSgbXMAzNk5eY0ag6uLQ74flScH+cHQClXpGjpW1wIfKKUaAynARGAeMEwp1RxLT1XBMVnnrOvfA96+hMeJBfoqpdoAw4D/FShrAzyulGp4wTbPAGuVUq2UUm8BnwGjAUSkIeCulHKcMSyVjHNQCMb42LxlY0IczkHBxcb79r2Z9O2bKiK1y2IICMOUFJW3bE6KwSkgrFCce8+7CHzpT7yGTCTt25cqMsVLYggIw5wUnbdsTi66Pm7dh+M/eymeg58i/YcXKjLFUnEPDSQzJiFvOTM2EfcQ2w/G7iEBZMXk/5ZZZkwi7qGBect1hvajx3dzaDVjDC4+nlc+6VLyDfcn+Wxy3nLy2XP4hfsVirtx8s2s/mglOZm5FZjdpfMO8yc1KilvOTU6Ce8w/2Lj3Xw8qNurOf9tOFgB2ZVOZT/f3EMCyYrNzz87NhG3kCCbGLeQQLJj4gFQJjPGtAxc/HxwCwki+4Jt3UOs9VLQ6n/TaD/vFaoP7HPlK1IE15AgcuLi8pZz4uJxuaBuNjEmM6a0DJz9bBvbQT27OkRDxzU4iJzY+LzlnPh4XC+sT3AQObHW+pjNmNIzcPb1JePYcfw7dQCDAdfwMDwb1sclJKQi0y+Sa6FzKAG3kECbGLeQoPxz1GTGmJ6Bs58PAD5NGtDu67dpN/8tDr/2cdXtzblKVdaGzmml1Hrr/a+B3sAJpdRh67ovgW4F4r8t8Nf2q4uLcwE+EZG9wI9AkwJlW5RSpemD/hG4RURcgPuwNMgKEZGxIrJNRLZdQn7aRfh074db/UYkL/q25GAHl7XyWxKn3kj6wrfwvOVBe6dTZtmrF5A8vS8Zi17H48bKd51YSU4uXMaygRNYdddUsuKTaTphhL1TuiTVm15DUEQQe//aY+9UypU4Gbj57fvYOX8l504nlLxBJVHZz7fibB83na33PM2uCS9SY8gN+LdqbO+ULotX44aYs7PJPHHK3qmUSfyf/5AbF0+Tj96h5iNjSd//b94Qw8os9cARto18gh0PTKbW3YMRVxd7p3TlmHPLdquEKus1Ohf2LSYDQUXEFRV//r4Ra0NPRAyAaxHbTQBigJbW2KwCZelFxBd+YKUyRGQpMBAYChQ51kApNReYa82navedloExIQ7n4PyhaM5BIRgT4gvFebRsS+AddxP57HiU0XGfnJYenGp5y5YenuInTsje+gfeI6dXRGqXxZwUgyEgPG/Z4H/x+uRs+x2v4TNJ/7Iisru4iDv6UnuQZdhg8oHjeITlv6R4hAaSFZdkE58Vl4R7WP63hh5hgWTFWr5xz05MyVt/atFKOrw96UqmXqLOo7vQcYTlO57Tu/7Dv7p/Xpl/dT/ORZ+ziY9oG0HNFrWYtnkGBicnvIO9eXjho3ww5L2KTLtYrUZ2o/nQzgBE7z1lMwzNJzyAtJjkIrfr98Jwkk7GsmPeyopI86Kq0vmWFZeIe2h+/m6hgWTH2TYks+MScQsLJjsuEXEy4OztSe65VLLjEnC7YNusuMS8bQByk1KIW70F3yb1Sd71bwXUKF9OXAKuBXotXEOCyb2gbudjcuISwMmAk7cnxnP5xySoVzcSlq+usJwvJic+AdfQ/FEQrsHBlrwLxYSQG58ABgNOXp4YUyz1Of1B/uQyjd59nazI4icyqSg5hc6hoLxz57zsuATcQ4PyjpGzlyfGC679yjh1BlNmFl51a5F20PEmyCkPlXX4WVlU1h6dWiJyvmdmOLANiDh//Q1wN1DwVWVYgb8brfdPkt/oGICl9+ZCfkCUUsps3adTKXJLBXwuWPcplmFvW5VSSYU30Uor68hBXKvVwDm0Gjg749O1N+lb1tnEuNVpQOhDT3H2xSmYziXbJ9FSMp7ch1NYLQzB14CTC+7X3UTObtsPYU6htfLuu7bojinWcb8VNJ7ai1NoBIagGuDkglv7m8nds8ImxhBaO+++S7MemB2kPid/XMrq4VNZPXwqUau2UePmrgAENKtPblom2fHJNvHZ8ckY0zIJaGZ52alxc1eiV28HsLm+olrPdqQes++HgfXz1vFG39d4o+9r7P1rL+2GtAegdpvaZKVkkRqbYhO/Yf56ZrWZwQsdnufd294h7nicwzRyAHZ9vYavBszhqwFzOLp0D00GdQCgWqsIslMzSY9LKbRN5wm34urjwcoXFhYqs4eqdL6l/nsUz5rVcK8Wijg7E9a3M/FrbQcnxK/dRrWbugMQ2rMjSdv25a0P69sZcXHGvVoonjWrkXLgKAZ3N5w83QEwuLsReF1L0o7bzqZXEdIOHca9RnXcwsMQZ2cCe3UjaYPtrFzJGzYT3N9yLWJg9y6k7CjQEypCUA/HGLYGkH7wMO7XVMe1QH2SN9oO707esJmgfpahggHdu5C601Ifg5sbBnc3AHzbtkaZzDaTGNhLysGjeNTIP/9Ce3chYd1Wm5iEdVsJu8nyxUJIj+tJ2m6ZLc69Wig4WT4Ku4WF4Fn7GrKiYqmyzMay3Sqhytqjcwh4REQ+xzIZwGPAJuBHEXEGtgIfFYgPEJE9QDZwl3XdJ8CvIrIb+Iuie2g+AH4SkVEXibnQHsBk3e88pdRbSqntIpICfHGpFb0SJk38iS1bTpGclEHPbm/x6Pge3H5Ha3unVTpmE7Fz3+KamW9Yppde/js5p08SOPx+so8eJH3LeoLvfRiDhwfVJj8PQG58DFEvTrFz4sUwm0hb8CJ+T8xFDAay1i/CdPYYngMfxXhyPzm7V+Leaziuja8HkxFzRgqpn0+1d9bFM5tI//55fB/7FAxOZG/4CVPUUTxufQzjqX3k7lmBe4+RuDSy1EdlpJA272l7Z11I7LpdhHVuRe9f38yb7ve87gteYvVwyzHY8/IXtJ45Did3V2LX786b0rfJY3fhd21tUIqMs3Hsfulzu9SjKP8uP0Dj3k2YumE6uZk5fDshf4LIJ5c+xRt9C89Y5shOrNpH3R5NuX/FLHIzc/j76a/yyu5ePIWvBszBO9yfjo/cSMLRaO7+1TJF8a6vV7P3hw32SttGZT/flMnModc/o/U7lmnlo5asJP1EJHXHDCPl4DHi127j7G8raPLceK7/8V1yU9LYN90y01/6iUhil2+k47dvWffzKZjNuAb60eKVpwAQJydi/llH4qZdFVovAExmTr7zEde+9jxiMBD351IyT/7HNfeOIP3QEZI3bCH2j3+oN/VJWn4zF2NKGkeffyVvc5+WzciJiyM7ykF+4sBs5r93P6ThKy+Ak4GEP/8h6+R/VB89kvTDRzi3YTPxf/xNnamTaPbVp5hSUzk221IfZ38/Gr76AspsJjc+gRNzXrdzZaxMZo6+9SnN35yBOBmIXrKcjBOniXjgTlIPHiNh3Vailiyn8fTHue7798lNSePf594EwLdFY5rdPQhlNKHMiiOvzy3U01OlVNLGSlmIqmQzTFzq79yIyEmgnVKq8PimCiIi1YFVQCNr71BJ8cqovr7ieVUUZxnJ4QFdSg6sJBouXkfs/U1KDqwkQj87QPy4C+fUqLyCPz7Mr22G2zuNcjNwxwImVHvM3mmUq7ei/sfr9arOtVmTjn1Y5c65ZR2GlBxYSfTZvJBN3W+2dxrlpuPq39na80Z7p1Fu2q/8k1WdBtk7jXLTff3PYu8cipOSOLFMH/p9A9902LoVp7L26FQa1t6gF4GJpWnkaJqmaZqmaVq5uwqv0al0DR2l1EmgVL051viIK5ZM6R5/PjDfnjlomqZpmqZpVze5CoeuVbqGjqZpmqZpmqZpl0g3dDRN0zRN0zRNq3KuwoZOZZ1eWtM0TdM0TdM0rVi6R0fTNE3TNE3TqjjRkxFomqZpmqZpmlblmE32zqDC6YaOpmmapmmaplVxV+Osa/oaHU3TNE3TNE3TqhxRqkw/kqpdASKiD4qmaZqmaVolo5QSe+dQnPSTQ8r0+dIrYqHD1q04euiagzo8oIu9Uyg3DRevw6i+tnca5cZZRvLfsHb2TqPc1Pp+G5HDW9s7jXJTY8FOjg3qZO80yk29RRt4te7D9k6jXE0+/gFv1X/I3mmUmwlHP2RB89H2TqPcDN87j5z33OydRrlxfTSb39oMt3ca5ebWHQvY17+XvdMoN83+WsFXze61dxpXh6tw6Jpu6GiapmmapmlaFSd6MgJN0zRN0zRN06qcq7Choycj0DRN0zRN0zStytE9OpqmaZqmaZpWxemha5qmaZqmaZqmVT26oaNpmqZpmqZpWlWje3Q0TdM0TdM0Tat6dEPHMYjITCBNKfW6Iz2+iFQH/qeUGiIiPYBJSqlbRGQA0EQp9bKI3AYcVkodqOC0i+XZ+jpCxjwOBgMpS5eQ9NM3NuX+A4bh2+8WMJkwnUsm5t05GONi7JTtpXt2ymJWrzpMYJAXi5dUvt/mcG95Pf73PAkGA+krfiV18Zc25d43Dce710CUyYQ5NZnEj57HFB9tp2xL5taiE353T0IMTqSvWkTab/Nsyj17345336EosxmVlUHyZy9gPHPCPsmWgkfrDgTd9wRiMJCy7DfOLbL9TSi/W4fh0+dWy/FJSSbu/Zcc/vnTa8Yd1O3RFGNmDn9M/orY/adtyp3dXRjw3gP41wpGmRTHVuxlzWu/2inbknWffgd1ujclNzOXf56eT9yBwvW5+d0x+NUMRpnNHF+xl/WvO2592jw9nOpdW2DKymHT9M9I+vdUoZgW4wcTcWtnXH09WdjRcV/31p105+U1gZgU3N40jQfapdiU/3LAizfWBRDqbfkAdleLVIY0S7NHqiVq+tQoQju3xJSVw66ZH5Ny8GShGL9GEbSc9SBObi7Ert/N/tfm25TXHXkTTSaM4O/e48hNdox6erdtT/iDj4DBQPJffxD/43c25Z7NmhM+7hHc69Ql8uUXSFm3xk6Zll67Z4ZzTdfmGLNy2DjtMxL//a9QTMvxg6k7oBOuvp5836Fq/VaZlk/PunYJlFJnlVJDili/WCn1snXxNqBJhSZ2MQYDIeMmcmbWJE49ejc+XfvgWjPCJiT7xGFOT3yA/x4fTdqGVQSPdtw3zaIMGtySuZ+OsHcal0cMBNw3mbiXHyf6yaF4du6H8zV1bEJyTx4iZuooYp4eTsbm5fiPeMxOyZaCGPAf/TQJr44nZvLteF7fv1B9Mjf8Rewzw4ibehdpS77Eb8STdkq2FAwGgsc8SfQLT3L68RF4d+2DS40Im5DsE0c489T9nJl4D2kbVxI46hH75FpKdXo0JSAihE97zeTvZxfQ9/k7i4zb+ukyPu83my8HzOGatnWp091xXtYKiujelIDaoczrM5Pl07+hdzH12f7pMub3f55vBs6hept6RHRzzPpU69ICn9phLLnlGbY8P4920+4uMu7M6l38M/z5Cs7u0pjM8MKqQD4cGMvikWf547AXxxJcCsX1b5jOT8Oj+Gl4lMM2ckI7t8SrZjgrb3uSPS98RvMpRf/AZfMp97Fn9qesvO1JvGqGE9KpZV6Ze1ggwR2bkxEVX1Fpl8xgoNojj3Fq+hSOjbsPvx69cKtV2yYkNzaWM2+8yrmVy+2U5KWp3rU5PrXD+PXmKWye9SXXTRtVZNyZ1bv4667ZFZydfYnZVKZbqR5DpL+IHBKRoyLyTBHlb4nILuvtsIgkFygzFShbXB51dpiGjog8a63wOuBa67oxIrJVRHaLyE8i4mldP09E/iciG0TkuIgMKbCfp0Vkr3Wbl63r6onIXyKyXUTWikgj6/pbRWSziOwUkWUiElYgpZYislFEjojIGGt8hIjsKyL30SLynoh0AgYAr1kPUj0R2VEgrkHB5Yrg3qAxudFnMMZEgdFI6trleF3XxSYmc+9OVE42AFmH9uMcFFqRKZZZu/a18fPzsHcal8W1flNyo09jij0DJiMZG5bi0a67TUz2ge15xyfnyF6cAh33+LjWa4YxJhJTnLU+m/7GvW0PmxiVmZ53X9w8AFWxSV4Ct/qNyY2KxBhzFoxG0tctx+u6rjYxWft25B2f7MP7cQ4KsUeqpdagTwv2L9oMQNSuk7j7euAV4msTY8zK5fSmIwCYc03E7D+NT7h/RadaKvX6tODfXyz1id51ElcfTzyLqE/k5sOApT6xB07jHR5Q4bmWRo2erTn52wYAEvYcx9XHE/dgv0JxCXuOkxV/rqLTuyR7Y1yp5W+kpp8RFye4sUE6K45XztfqsO5tifx9LQDJ+47i4u2JW7C/TYxbsD/O3h4k7zsKQOTvawnv0TavvOnEu/n3nW9BOc5rnkfDRuScPUNudBTKaOTc6pX4dOxkE5MbG0P2yeMoB8r7Ymr2bM2JxZbnULz1OeRRxHMofs9xMh38OVTuzKay3UogIk7A+8CNWL70v0tEbL5VUkpNUEq1Ukq1At4Ffi5QnHm+TCk1oDyq7BANHRFpC9wJtAJuAtpbi35WSrVXSrUE/gXuL7BZNaALcAtwvkFzIzAQ6GDd5lVr7FxgvFKqLTAJ+MC6fh3QUSnVGvgOmFxg/y2AXsD1wAzrsLWLUkptABYDT1kP0jHgnIi0sobcC3xR4j+kHDkHhWCMj81bNibE4RwUXGy8b9+bSd++qSJS0wCnwBBMCfnDnEyJMTgFFv9B2avnQLJ2baiI1C6LITAEU0L+sDpTYixOAYUbZl59hxL25q/43vU4yV++WqjcUTgHhWBMKPj8ib3o8fHpfSsZOxz7+eMd5kfq2eS85dToZLwv0ohx8/GgXq/mnNpw6Mondxm8wvxJjUrKW06LTsI7zL/YeDcfD+r2as5/Gw9WQHaXziPUn/ToxLzljJgkPEMds1FWktg0Z8K9jXnLYd4mYtOdCsUtPerJoG+qMeH3YKJSC5c7AvfQQDJjEvKWs2ITcQ+xPS7uIQFkxuQfu6yYRNxDAwFLQykrLpHUI4WHUNmTS3AwuXFxecu58Rf/jFAZeIQG2DyH0mMS8aikz6HyJmZzmW6lcB1wVCl1XCmVg+Wz9cCLxN8FfFsOVSuWQzR0gK7AIqVUhlIqBUtjAaCZtQdmLzACaFpgm1+UUmbrtTDne2L6AF8opTIAlFKJIuINdAJ+FJFdwMdYGkkANYC/rft/6oL9/6qUylRKxQMrsRy8y/EpcK+1lTsMWHCZ+7nifLr3w61+I5IXXdFzTrtMnl1uxLVuY1J++8reqZRZ+tIfiJk4kJTv/ofvbQ/YO51y4d3N+vz5xWGf4pdMnAzc8s697PhyFedOJ5S8gYMTJwM3vnUfu+avJKUK1Kcq6FEnk39Gn2HRiCiur5XFs0sr94fsohjcXal/3wAOfbTQ3qlo2pV2DVDwIslI67pCRKQ2UAdYUWC1u4hsE5FN1mvey8whJyMoYB5wm1Jqt4iMBnoUKMsucF8usg8DkGztIrvQu8CbSqnF1skFZhYou7CP9nL7bH8CnsNyILcrpYp8dxWRscDYy3yMYhkT4nAOzv9G3fINdeHxwR4t2xJ4x91EPjseZcwt7zS0YpgS43AKyh8x6RQYhikxrlCcW7Pr8B10L7GzxoEDHx9zYhxOQeF5y06BoZiSYouNz9z4N/73TrF8/eCALD2gBZ8/oUUeH48W7fAfcg9npz/ikMen9chutBjWGYCovafwqe4P2y1lPuH+pEUnF7ndDS8OJ+lkHNvnrayYREupxYhuNLfWJ3rPKXyq5X9b6x0eQFpMcpHb9XlhOEmnYtnpYPVpMKwX9W63DFlN2H8Cr/BAzr9Ke4YFkBGbVPzGDizU20h0Wv7HjJg0J0K9bIe/+Hvkf0t8e9M03lzvON+8176jL7UG9QTg3IHjeIQFcf5IuIcGkhVne1yy4pLwCAvMW3YPCyQrNhGvGmF4Vg+h27dz8rbt9s2LrBs1g+wE+w6dyo2PxyUkv5faJbjozwiOruGdvah/ezcAEvZZnkPnX6m9wgLJrKTPoXJXxlnXivisOlcpNfcyd3cnsFApVTCp2kqpMyJSF1ghInuto6Mum6P06KwBbhMRDxHxAW61rvcBokTEBUuPTkmWYuk9OX8tT6C1h+iEiNxhXScicv7qQD/gjPX+PRfsa6CIuItIEJYG1tZS1iXVmjcASqks4G/gQy4ybE0pNVcp1U4p1a6Uj1MqWUcO4lqtBs6h1cDZGZ+uvUnfss4mxq1OA0IfeoqzL07BdC65PB9eK0HOsQO4hNfCKaQ6ODnj2akvmdttZ7RxiWhI4JgpxL/2JOYUx36xzjm+H+fwmvn16XgDWdtX28Q4hdXMu+/eqivG6NMX7sZhZB89iEuB549Xl96kb7V9/rjWaUDwg5OJnvM0Zgd9/uz8eg1f3jqHL2+dw9F/dtN0UAcAqrWKIDs1k/S4lELbdJl4C24+7qyY7XjfQu/5Zg3fDJjDNwPmcGzZHhrfZqlPeKsIclIzySiiPtdPuBVXHw9Wv+B49Tny/Qr+Gvocfw19jjMrdhBxq+UaiaAWdclNzXT4a3GK0ywsh/+SnYk850yuCf484kXPupk2MXEFhrKtPOFB3QDH+aLg1I9LWTt8KmuHTyV61TZq3Gy5Ps+/WX2MaZlkxyfbxGfHJ2NMy8S/WX0AatzclZjV20k9epqlfR9mxa1PsOLWJ8iKTWTNiGft3sgByDx8ENfq1+ASFo44O+PXvSepmxx3eHRxDn+3gj/umMkfd8wkcsVO6gywPIeCW9QlJy3j6rsWpzhlvEan4GdV6+3CRs4ZoGaB5Rrkf86+0J1cMGxNKXXG+vc4sApoXdYqO0SPjlJqh4h8D+wGYslvVEwHNgNx1r8+Re8hbz9/Wa+H2SYiOcAfwFQsjaQPRWQa4IJlzOBuLD04P4pIEpYel4LTQ+3BMmQtGJitlDorIhGlqM53wCci8hgwxNoS/QYYBPxTiu3Ll9lE7Ny3uGbmG5bppZf/Ts7pkwQOv5/sowdJ37Ke4HsfxuDhQbXJlhl8cuNjiHpxSoWnerkmTfyJLVtOkZyUQc9ub/Ho+B7cfkeZnxsVw2wi6YtXCZn6P8TgRNrKxRgjj+N7xzhyjv9L1vY1+I94HHHzIOgJy8R+pvho4l930JnKzCaS571C8NPvW6bLXr0Y45nj+Nz+ILknDpC1Yw3e/Ybh1qwDymREpaeQ9NEMe2ddPLOJ+E/fInzGm4jBidTlS8g9fYKAOx8g+9hBMrauI3DUI4i7B2GTXgDAGB9DzJyn7Zx48Y6v2k/dHk0Zs2ImuVk5/Pl0/nTZ9/w2hS9vnYN3uD/XP3IjCUejuWexZdKcHV+tZu8PjvcB6OSqfdTp3pTRy2dhzMzhn2fyh3aOWDyFbwZY6tPh4RtJPBbNiF8t9dn11Wr2/+h49Tm7dg/Vurbglt9fwZSVw+bpn+WV9f9hFn8NfQ6AVhPuoPZNHXF2d2Xg0jc49vMa9n3oWFNmOxtgao9Exv0aiskMg5qmUT8ol/c2+dE0NIeedTP5epcPq0544GQAPzczL/R1zN6E2HW7CO3cip6/vokpK4fdM/O7obsueIm1w6cCsPflL2g5cxxO7q7Erd9N7Prd9kq5dMxmoj58l9ovvII4GUj650+y/ztFyN2jyTp8iNTNG3FveC21ps/Cydsbnw7XEzLyHo49eH/J+7aTM2v3UL1bCwb+8bJ1eunP88pu+tHSGAJoPeEOIm7ugLO7K4OWvc6xn9ayx8GeQ+VNVKmusymLrUADEamDpYFzJzC8UB6WScECgI0F1gUAGUqpbBEJBjqTf639ZZPKMotGZSYikwA/pdT0UsarwwO6lBxYSTRcvA6j+rrkwErCWUby37By7Xizq1rfbyNyeCVpGJZCjQU7OTaoU8mBlUS9RRt4tW7V+o2Hycc/4K36lWsa+4uZcPRDFjQfbe80ys3wvfPIec/N3mmUG9dHs/mtTaHPWpXWrTsWsK9/L3unUW6a/bWCr5oVPV13ZTRy7+cXu5zCrnLXNy3Th36XzvtLrJuI3AS8DTgBnyulXhSR54FtSqnF1piZgLtS6pkC23XCMpDdjGXE2dtKqc8oI4fo0anKRGQRUA/LDG6apmmapmmaViUppf7AMqKq4LoZFyzPLGK7DUDz8s5HN3SuMKXUIHvnoGmapmmapl3lSjdFdJWiGzqapmmapmmaVtXpho6maZqmaZqmaVWNlHF66cpIN3Q0TdM0TdM0raq7Cnt0HOV3dDRN0zRN0zRN08qN7tHRNE3TNE3TtKruKuzR0Q0dTdM0TdM0TavqdENH0zRN0zRN07Qq5yqcjECUKtOPpGpXgIjog6JpmqZpmlbJKKXE3jkUx/jnNWX6fOl84xmHrVtxdI+Og4q9v4m9Uyg3oZ8d4L9h7eydRrmp9f02jOpre6dRbpxlJFnbO9g7jXLj3nYzv7YZbu80ys3AHQto5HW7vdMoVwfTf+LdhuPsnUa5GX/4Y3b17WvvNMpNq6VLOTehtr3TKDd+b53i1ND29k6j3NT+YStHbuts7zTKTYNf1rOqk/5t9YogeuiapmmapmmapmlVjm7oaJqmaZqmaZpW5eiGjqZpmqZpmqZpVc5V2NDRPxiqaZqmaZqmaVqVo3t0NE3TNE3TNK2qM199k/rqho6maZqmaZqmVXVX4dA13dDRNE3TNE3TtKpON3S0qsilaRe873oGMTiRufYnMv/81KbcvftQPHreBWYzKjuD1PkzMUUds0+ypeDe8nr873kSDAbSV/xK6uIvbcq9bxqOd6+BKJMJc2oyiR89jyk+2k7ZXrpnpyxm9arDBAZ5sXjJQ/ZO55Kt25XLK/MzMJthcE837h/oblMeFW9m2ofppKYrTGZ44i4PurZ2sVO2xWv21CjCOrfElJXDzpkfc+7gyUIxfo0iaD3rQZzcXIhZv5t9r80H4Nqxg6k1qCc5SakA/Pv+98Su312R6V/U1Nfuo1u/1mRl5jB13Hsc2H3CptzT252v/5mdtxx+TRC/fbeGOU/Pq+BMS6frs0Op3b0Zxqwclj/zJXEHTtuUO7u70P+dsfjVCsFsMnNy5R42vvGLfZItgU+7dlR/6CHEYCDxr7+I/f57m3Kv5s2p/uCDeNSty6mXXuLc2rV2yrT0nBp1x/22GYjBiZxN35Oz4sMi45xb9Mdz9EekvXkr5si9FZxl6bm37EjA6Pz3oJRf59uU+9w8HO9eAyzvQSnJJHw026HfgzxbdyD4/sfBYCBl2RKSf7b9nTj/AcPw7XMLymTClJJM7HtzMMbF2CnbogV0aE39J+5DDAaiflvG6a8X2ZSLizONpj+Oz7V1yT2XyoEZb5AdHUdA+5bUeXAk4uKMyjVy/P0vSd6xz061qABX4dA1PRlBORARx20wigGfEc9y7u0HSZw+APfrbsKpWj2bkOzNv5M0cxBJz99Oxl+f4z1ssp2SLQUxEHDfZOJefpzoJ4fi2bkfztfUsQnJPXmImKmjiHl6OBmbl+M/4jE7JXt5Bg1uydxPR9g7jctiMite+iKDD5/25pfXfflzQw7HIk02MXMXZdKvoys/vOzLq4958eLnGXbKtnihnVviVTOc5bc9ye4XPqPFlHuLjGsx5T52z/6U5bc9iVfNcEI7tcwrO77gT1YPn8rq4VMdqpHTrV9raterRv+W43lu/EfMeHtsoZiMtCwGd3oq73b2vziWLt5sh2xLVrtbM/wjQvm63wxWTv+G7jOL/rHYnZ8v5ZsbZ/L9oBep1qYetbo1reBMS8Fg4JpHH+XEs89yaMwY/Hv0wK1WLZuQnNhYTr/+OkkrVtgpyUskBjwGP0/G3NGkvdIXlzYDMITVLxzn5oVr13sxntpZ8TleCut7UOycx4maOAzPzjcUeg/KOXmI6Cn3ED15BBmbV+A/Yrydki0Fg4GQsRM5O3sS/z02Ep8ufXCpEWETkn38MKcnPcDpCaNJ27CKoFEP2yfX4hgMNHhyDHuffIGtIx4ntE9XPCNq2IRUu6UPxtQ0tgx7hMjvf6Puw6MAyE1OYd/TL7F91AQOvvAujWY8bo8aaFfQVdnQEZGRIrJFRHaJyMci4iQiaSLyoojsFpFNIhJmjQ0RkZ9EZKv11tm6fqaIfCUi64GvrHFLRWS/iHwqIqdEJFhEnheRJwo89osiUmHPJOc6zTHFnsYcHwmmXLK2/IFrq542MSorPe++uHmActwWv2v9puRGn8YUewZMRjI2LMWjXXebmOwD21E52QDkHNmLU2CoPVK9bO3a18bPz8PeaVyWfUdN1Ao3UCPMCRdnof/1LqzclmMTIwLpmZZzLC1DERIg9kj1osK7tyXyd8s35Un7juLi7YlbsL9NjFuwP87eHiTtOwpA5O9rCe/RtqJTvWS9bmnPr9+uAmD31iP4+nkSEuZfbHxE/WoEhvixbf2/FZPgJarTuwUHf9kEQMzuE7j5euAZ4msTY8zK5czmwwCYc03EHTiNd1hAhedaEs9rryXn7FlyoqNRRiPJq1fj16mTTUxuTAxZJ0449Ot0QU61WmGOP4VKPA2mXHJ3/oZzs36F4txufJKcFR9BbrYdsiw91/pNMcZEYoo9a30P+gfP9t1sYrL3578HZR/Zi3OQ474HuTdoTG5UJMaYs2A0krZuGd7XdbGJydy3M68+WYf34xwUYo9Ui+XbuD6ZkVFknY1BGY3ELl9HUNfrbGKCurYn5o+VAMSt2khA2+YApB05QU58EgAZJ/7D4OaKuDjud9dlpsxlu1VCV11DR0QaA8OAzkqpVoAJGAF4AZuUUi2BNcAY6ybvAG8ppdoDtwMFx301Afoope4CngNWKKWaAguB81/DfQ6Msj62AbgTsO0XvoIMAWGYkqLyls1JMTgFhBWKc+95F4Ev/YnXkImkfftSRaV3yZwCQzAl5HeZmxJjcAos/kXXq+dAsnZtqIjUNCAmyUxYUP7LSliQgdgk2w9kD93uwZJ12fR5JJmHX01jymjPik6zRO6hgWTGJOQtZ8Ym4h5i+8HYPSSArJjE/JiYRNxDA/OW6wztR4/v5tBqxhhcfBynjmHVgoiOzK9b9NlEQqsHFRt/05DO/PmT4z6HvMP8SYtOyltOi07G+yINN1cfDyJ6Nidy48EKyO7SuAQHkxMXl7ecGxeHS1Dxx6YyEL8wzMln85ZVchQGP9v3IMM1TTH4V8P478qKTu+SXfgeZEyIxSmg+Pcg754DyNy1sSJSuyxOgSHkxsfmLRsT4nC6SEPGt88tZOxwrN5d15AgsmPzX9OyYxNwCwm0iXELCSLrfIzJjDE9A2c/H5uY4B7Xk3boOCrXeMVzthuzKtutErrqGjpAb6AtsFVEdlmX6wI5wBJrzHYgwnq/D/CeNXYx4Csi3tayxUqpTOv9LsB3AEqpv4Ak6/2TQIKItAb6ATuVUvnPSAeRtfJbEqfeSPrCt/C85UF7p1MuPLvciGvdxqT89pW9U9EK+HNDDgO7ubHsfX8+mOzN1A/SMVfSF9DinFy4jGUDJ7DqrqlkxSfTdELlHIoIcOOQzvz+4zp7p1EuxMnADW/ez56vVpISGW/vdDQAEdwHTifr1xftnUm58+zSH9d6jUlZXDXeg7y798O9XiOSfllg71TKnWedmtR9+G4Ov/aRvVO5sq7Chk4V7p8rlgBfKqWm2KwUmaRU3lgAE/n/GwPQUSmVdUE8QDql8ykwGgjH0sNTOCmRsUDhwfJlZOnBqZa3bOnhKf4iwuytf+A9cnp5p1FuTIlxOAXlfxvoFBiGKTGuUJxbs+vwHXQvsbPGgTG3IlO8qoUFGIhJyO/ejkkwE3rB0LRFK7P5cIrlm7SWDZ3JzoWkVEWQn32HsEXc0ZfagyzDOpMPHMcjLP+bdI/QQLLikmzis+KScA/L/9bQIyyQrFhLD092Ykre+lOLVtLh7UlXMvUSDR/bnyGjewOwb/sxwmvk1y28eiCxZ4v+7uXaZrVxdnLiwK7jFZJnaTUf3p0mQy3Da2L3nsI7PL+3zTvcn7SY5CK36zl7BMknY9n9pWNe35IbH49rSP636S4hIeQmONz3YpdEnYvB4F89b1n8q2E+V+A9yM0bQ3hDvB75zlLuE4Ln/Z+S8dkDDjkhwYXvQc5BoZiSingPat4ev8H3EjPzQYd+DzIlxuESnD+0zjkoBFNC4fp4tGhH4JBRnJn2qMPVJycuAbfQ/Nc0t9AgsuMSbWKy4xJwDw0iJy4BnAw4e3liPGeZLMY1JIimLz3Nwdn/I+uMY02yoJXd1dijsxwYIiKhACISKCK1LxL/D5B3JaGItCombj0w1BrTDyg4zmUR0B9oD/xd1MZKqblKqXZKqXalrEepGE/uwymsFobga8DJBffrbiJnt+3wAKfQ/ItdXVt0xxR7qjxTKFc5xw7gEl4Lp5Dq4OSMZ6e+ZG5fYxPjEtGQwDFTiH/tScwpScXsSbsSmtZz4lS0mchYE7lGxV8bc+nR1tUmJjzYwOZ9ljfK42dM5OQoAn3tf53OyR+X5k0eELVqGzVu7gpAQLP65KZlkh2fbBOfHZ+MMS2TgGaWC6tr3NyV6NXbAWyu56nWsx2pxyIrpA7FWTD3r7yJBZYv2cLAu3oA0LJ9A1JTMogrpmFw8x1d+H2h4/Xm7F2wmu9ve5Hvb3uR48t20ei2jgCEtaxDTmoWGXEphbbp8MQA3Lw9WPvSjxWdbqllHDqE6zXX4Boejjg749+9O+c2Ou6wp9Iwnd6NISQCCawBTi64tL4V476l+QFZqaTNaEPaC11Ie6ELplM7HbaRA+ffg2oWeA/qR+Y225nvXCIaEvjAFOJeneTw70FZRw7iUq0mzqHVwNkZ7y59SN+63ibGtU4DQh96iqiXnsF0Ltk+iV5EysGjeNSohnu1UMTZmdDeXUhYt9UmJmHdVsJusnyRFdLjepK2W84vJ29Pmr/2LCc++oqUvY43nLXc6R6dqk8pdUBEpgH/WK+ZyQUeucgmjwHvi8geLP+vNUBRY7tmAd+KyN3ARiAaSLU+Zo6IrASSlVKmIra9cswm0ha8iN8TcxGDgaz1izCdPYbnwEcxntxPzu6VuPcajmvj68FkxJyRQurnUys0xUtiNpH0xauETP0fYnAibeVijJHH8b1jHDnH/yVr+xr8RzyOuHkQ9MTLAJjio4l//Uk7J156kyb+xJYtp0hOyqBnt7d4dHwPbr+jtb3TKhVnJ2HqaE8empOGyQy39XClfk0n3v8xkyZ1nOjZzpVJIz2Z9Uk6X/2RjQjMfsjrfA+pw4hdt4uwzq3o/eubedNLn9d9wUusHm55jux5+QtazxyHk7srset3582u1uSxu/C7tjYoRcbZOHa/VGRHrl2s/nsH3W5ow9973iMrM5upD36QV/bzhtcY3OmpvOX+gzsx7nbHHlJ0avU+andvxt1LZ2PMzGH51Pzp5of98izf3/YiXmH+tH/oJhKPRTFskeXY7f16FQcWri9ut/ZhNnPmvfeo+9JLYDCQ+PffZJ86RdioUWQePkzKpk14NGxIxHPP4eTjg2/HjoTffTeHxpb7YIDyYzaR9fMMPMfOt0wvveUHzDFHcOs/AdPpvRj3L7N3hpfGbCLx89cInfo/y/TSq34jN/I4fneMJef4v2RuX0vAyMcwuHsQPGEOAMb4aOJfs2+vbrHMJuI+eZPqz72JGAykLP+dnNMnCLzrfrKOHiRj63qC73kEcfcg/CnLlPPGuBii5jxj58QLMJk5+tanNH9zBuJkIHrJcjJOnCbigTtJPXiMhHVbiVqynMbTH+e6798nNyWNf597E4Brbr8Jjxrh1L53KLXvHQrAnieeJzf5nD1rdMVU0vkEykRUJZm5xdGJiBtgUkoZReR64EPrZAfnJyHYAdyhlDpSin2p2PubXNF8K1LoZwf4b1i5dlTZVa3vt2FUFTafxBXnLCPJ2t7B3mmUG/e2m/m1TdFTDFdGA3csoJHX7fZOo1wdTP+JdxuOs3ca5Wb84Y/Z1bevvdMoN62WLuXchIsNdKhc/N46xamh7e2dRrmp/cNWjtzW2d5plJsGv6xnVadB9k6j3HRf/7NjfXNXgPFTtzJ96Hd+INth61acq65H5wqqBfxgbdTkYJ21TUSaYJnkYFFpGjmapmmapmmaVu6uwh4d3dApJ9ZGTKHxRUqpA1hmddM0TdM0TdM0rYLoho6maZqmaZqmVXW6R0fTNE3TNE3TtCrnKrwsXzd0NE3TNE3TNK2KU+ZKN5dAmemGjqZpmqZpmqZVdVfh0LWr8QdDNU3TNE3TNE0rZyLSX0QOichRESn0g0siMlpE4kRkl/X2QIGye0TkiPV2T3nko3t0NE3TNE3TNK2qu8JD10TECXgf6AtEAltFZLF1BuKCvldKPXrBtoHAc0A7LFcTbbdum1SWnHSPjqZpmqZpmqZVccosZbqVwnXAUaXUcaVUDvAdMLCU6d0ALFVKJVobN0uB/pdV0QJEqatwCgYHJyL6oGiapmmaplUySimHveI/5w2vMn2+dJuUMQ4YW2DVXKXU3PMLIjIE6K+UesC6fDfQoWDvjYiMBuYAccBhYIJS6rSITALclVIvWOOmA5lKqdfLkrMeuuag4sc1tHcK5Sb448NEDi/0W6qVVo0FO8na3sHeaZQb97abMaqv7Z1GuXGWkcxtNMbeaZSbsQc/YbDveHunUa5+TnmXZ2pUnTq9HPkuqzoNsnca5abHhkVEjWph7zTKTbX5ezhyW2d7p1FuGvyynoO3dLN3GuWm0ZI1LOswxN5paKVgbdTMLTHw4n4DvlVKZYvIOOBLoFeZkyuGHrqmaZqmaZqmaVWdkrLdSnYGqFlguYZ1XX4KSiUopbKti58CbUu77eXQDR1N0zRN0zRNq+Iq4BqdrUADEakjIq7AncDiggEiUq3A4gDgX+v9v4F+IhIgIgFAP+u6MtFD1zRN0zRN0zStqjNf2f4NpZRRRB7F0kBxAj5XSu0XkeeBbUqpxcBjIjIAMAKJwGjrtokiMhtLYwngeaVUYllz0g0dTdM0TdM0TavqrvD00gBKqT+APy5YN6PA/SnAlGK2/Rz4vDzz0UPXNE3TNE3TNE2rcnSPjqZpmqZpmqZVcQ488/UVoxs6mqZpmqZpmlbVXeFrdBxRlWnoiEiaUsq7HPbTA5iklLqlzEk5CJcmXfEa+iwYDGSt/5Gsvz+xKXfreifuPYaD2YzKziD9m+mYoo7ZKduSubXohN/dkxCDE+mrFpH22zybcs/et+PddyjKbEZlZZD82QsYz5ywT7KlsG5XLq/Mz8BshsE93bh/oLtNeVS8mWkfppOarjCZ4Ym7POja2sVO2V66Z6csZvWqwwQGebF4yUP2TueyXD91GDW7NceYlcPqqfNIOPCfTbmTuyt93h6Hb80QlNnMqZW72frmIjtlW7L7XrmdNv2akJORw7sPf8OJ3ZGFYmYtGU9AuC85mbkAPD/oA1Li0yo61VK5ddbtXNurCTmZOSyc+A1n9xWuz71fPYRPqC8GJwMntxzj12k/osyO8dvMAR1aU/+J+xCDgajflnH6a9tzR1ycaTT9cXyurUvuuVQOzHiD7Og4fBrXp+HT559TwsnPvydhzeaKr0AJXJt3wnfE02AwkLl6Eem/2w7B9+h5B569h4HZhMrO5NwXz2M6e9xO2ZbMs3UHgu9/HAwGUpYtIfln298h8x8wDN8+t6BMJkwpycS+NwdjXIydsi2ZZ5vrCBszHgwGzi39ncSFC2zKAwYOxa/fzWAyYUxJJvqdV+xSn8COrWg44V7EYODs4uWc+uoXm3Jxcabpc+Mtz5OUVPZNe4usqDgAao+6jeq39kaZzRx+83MSN+++6D4bT30In8Z1QYTM/6I4MPt9TJlZFVndK6KUM6dVKVWmoaMVQwx43TWDlHfuxZwUg9+UheTuWWHTkMnZ+hvZa78DwKVFLzyHTCH13QfslfHFiQH/0U8TP+dhTIkxhM7+mqwdq20aMpkb/iJj+U8AuLfpht+IJ0l49dHi9mhXJrPipS8ymDvVm7AgA3c9m0qPti7Uq+GUFzN3USb9OroyrK8bxyJNPPJKGn+962fHrC/NoMEtGTGyPc88/Yu9U7ksNbs1w692GD/0n0Zoyzp0mTGCX++cUyhuz+f/ELXlEAYXJ27+fCI1ujYjcu0+O2R8cW36NqFavRAebT2bBu0iGPvmUKb0frPI2HfGzOfYztMVnOGlubZnE4LqhPB619nUbB3BbS8N5YMBheuz4KEvyE6zfFAZ8fF9NL+lNXsW76jodAszGGjw5Bj2PDGL7NgE2nz6KgnrtpJxMr+xVu2WPhhT09gy7BFCenem7sOj+HfGG6Qf/4/t9z8FJjOuQQG0/fJNNq7fCiazHSt0ATHgO2oqSa+Ow5QYQ9DMBWTtXGXTkMna+AeZK38EwK11d3zvmkTSGw/bK+OLMxgIGTuRMzMnYEyIpearn5K+ZR25kSfzQrKPH+b0pAdQOdn43nAbQaMeJuaN5+yX88UYDIQ9+ASR058kNyGO2m9+TNrm9eScPpUXknX8CMkTx6Kys/G/cSAh9z5I1KuzKjzPayfdz87HZpMdm0j7L+YQv3Yb6QWeJ9UH9CI3JY2Nd4wnrE8n6j8ykn3T3sIrogZhfTuzafgE3IIDaf3udDYOfRyg2H0efnsepoxMABo8fg81hvQv1LCqlK7Chk6V68MSi9dEZJ+I7BWRYdb1PURkSYG490RktPV+fxE5KCI7gMEFYmaKyOciskpEjovIYwXKRorIFhHZJSIfi4iT9TavwGNPsMY+JiIHRGSPiHxXUf8LAOeIFphiT2GOjwRTLtlbf8elRW+bGJWVnndfXD1AOca3nEVxrdcMY0wkprgzYDKSselv3Nv2sIlRmQXq4+YBOG599h01USvcQI0wJ1ychf7Xu7ByW45NjAikZ1rqkJahCAmoXC9U7drXxs/Pw95pXLbavVpx5NeNAMTuPoGrrwceIbYNTVNWDlFbDgFgzjURf+A/vML9KzrVUml/c3NWf7sFgCPbTuLl54F/mK+ds7p8jfs1Z+dPlvqc3nkSd18PfEIL1+d8I8fgbMDJxRnlIK9zvo3rkxkZRdbZGJTRSOzydQR1vc4mJqhre2L+WAlA3KqNBLRtDoA5OyevUWNwdXHI126Xus0wxZzOe83O2vwX7m162MTYvAc5+Gu2e4PG5EZFYow5C0YjaeuW4X1dF5uYzH07UTmW30PMOrwf56AQe6RaKpb6nCE3JgqMRlLXrMC7wwX12bsTlW2pT+ahA7jYoT6+TeqTGRlN1tlYlNFIzNL1BHdrZxMT0rU9UX+sBiB25SYC2jUDILhbO2KWrkflGsmKiiUzMhrfJvUvus/zjRwAg5srjnxOahdXFXt0BgOtgJZAMLBVRNYUFywi7sAnQC/gKPD9BSGNgJ6AD3BIRD4E6gPDgM5KqVwR+QAYAewHrlFKNbPu29+6j2eAOkqp7ALrKoQhIAxzUnTesjk5Bpc6LQrFuXUfjkefe8HJhZS376nIFC+JITAEU0J+fUyJsbjWa1YozqvvULxvHAHOLsS/OK4iU7wkMUlmwoLyv28ICzKw96jJJuah2z0YNyeVBX9nkZkNn0wt8whN7RJ4hfmTFp2Ut5wenYRXqD+ZceeKjHf18aBWzxbs+2p5RaV4SQKr+RF/JjlvOeFsMkHV/UiOSSkU+8j7IzCbzGxavJuFr5X5d9uuCL9wP5LPJuctn4tKxjfcj9TYwvW59+uHqNmyNodWHWDf77sqLsmLcA0JIjs2IW85OzYB36YNbGLcQoLIOh9jMmNMz8DZzwfjuVR8mjTg2qmP4B4Wwr+z/+dYvTmAISAUU6Lta7ZLveaF4jx7D8Oz/92IkwuJr4ypyBQviVNgCLnxsXnLxoQ43Bo2KTbet88tZOxwvOGE5zkHBReqj3vDxsXG+/W9ibTtFV8f95DA/OcAkB2bWMTzJJDsmHgAlMmMMS0DFz8f3EKCSNl/2GZb95BAgIvus/G0hwnu1Jr0E5EceefLK1KvinY1TkZQ5Xp0gC7At0opk1IqBlgNtL9IfCPghFLqiLJ8xff1BeW/K6WylVLxQCwQBvQG2mJpRO2yLtcFjgN1ReRdEekPnH+n3QN8IyIjsfxAksPJXr2A5Ol9yVj0Oh43Vs7rKApKX/oDMRMHkvLd//C9zUGH4ZXSnxtyGNjNjWXv+/PBZG+mfpCO2UGuLdBsiZOBXq+PYf/XK0iNjLd3OmXyzpj5TOz0MtNufIfGnerR/c6LvYxWDl+M/JCX2k3D2dWZep0b2judcpF64AjbRj7BjgcmU+vuwYhr5bl+r6CM5d8T/9QtpP7wNt4DHLehcym8u/fDvV4jkn5ZUHJwJeDboy/u9a8l6ecKHZhiN/++8AFrbxlH+skzhPXpZO90yofZULZbJVQ5s748Rmzr615c4AWyC9w3YekFE+BLpVQr6+1apdRMpVQSlp6kVcCDwKfW7W4G3gfaYGkcFepJE5GxIrJNRLZdSqVKYk6KwRAQnrds8A/DlFT8RYQ5237HtVWf8kyhXJkT43AKyq+PU2AopqTYYuMzN/6Ne7seFZDZ5QkLMBCTkP8NbEyCmdALhqYtWpnNDde7AtCyoTPZuZCUqhs6V1KT4T0Y/PN0Bv88nYy4c3iHB+SVeYUHkB6bXOR2XWfdzblTMeyb71i9Of0f6Mrrayfz+trJJMWkEHyNf15ZUHV/Es4W7p1KjLKsy0rLZt2P22jQtnZFpVuijvd0Zfxfkxn/12RSYlPwr+6fV+ZXzZ+U6KJ72wCM2UYO/LOXJv0K9yrYQ05cAm6hQXnLbqFBZMfZ/hh4dlwC7udjnAw4e3liPJdqE5Nx6gymzCy86ta64jlfCnNSLE6Btq/Z5ou8B2Vt/gu3Nj0rIrXLYkqMwyU4NG/ZOSgEU0JcoTiPFu0IHDKKqDlPgzG3IlO8JMaE+EL1MSYU/pLGs2VbAofezZkXpqLsUJ+suMT85wDgFhpIdlyCTUx2XCJuYcGA5UsnZ29Pcs+lkl3oORZIVlxiqfaJ2UzM0vWE9ux4BWpV8ZRZynSrjKpiQ2ctMMx6vUwI0A3YApwCmoiIm3X42PkLVQ4CESJSz7p8VykeYzkwRERCAUQkUERqi0gwYFBK/QRMA9qIiAGoqZRaCTwN+AGFxh4ppeYqpdoppdpdWFYWxlN7cQqNwBBUA5xccGt/M7l7VtjEGELzP8C4NOuBOfbUhbtxGDnH9+McXhOnkOrg5IxnxxvI2r7aJsYprGbeffdWXTFGO+7F1E3rOXEq2kxkrIlco+Kvjbn0aOtqExMebGDzPssby/EzJnJyFIG+lfMFp7I4sGAVPw+ezc+DZ3Ny+S4aDLwegNCWdchJzSxy2Fq7xwfi6uPBxjk/VHS6Jfrr07VM6voqk7q+ypYle+h+l+UakAbtIshIySo0bM3gZMAn0AsAJ2cDbfs3479/oyo87+Js+nIt7/Z/lXf7v8qBv/fQ+nZLfWq2jiArNavQsDVXT9e863YMTgYa9W5K3FHHmAUr5eBRPGpUw71aKOLsTGjvLiSs22oTk7BuK2E3WT78h/S4nqTtewFwrxYKTpa3cbewEDxrX0NWVPFf/NhD7on9OIXVwin4GnByxr1Df7J3Xviand84c2vZDVPMfxfuxmFkHTmIS7WaOIdWA2dnvLv0IX3repsY1zoNCH3oKaJeegbTuWT7JFpKWUcO4lK9Bi5h4eDsjE+3XqRtsa2PW90GhD3yJGdmT7FbfVL/PYpnzfznSVjfzsSvtf1eOH7tNqrd1B2A0J4dSdq2L299WN/OiIsz7tVC8axZjZQDRy+6T48a+Y3z4K7tSD91poJqqpW3qniNziLgemA3lqvHJiulogFE5AdgH3AC2AmglMoSkbHA7yKSgaWh5HOxB1BKHRCRacA/1oZMLvAIkAl8YV0HMAVwAr4WET8sPUH/U0oll2N9L85sIv375/F97FMwOJG94SdMUUfxuPUxjKf2kbtnBe49RuLS6HowGVEZKaTNe7rC0rtkZhPJ814h+On3wWAgffVijGeO43P7g+SeOEDWjjV49xuGW7MOKJMRlZ5C0kcz7J11sZydhKmjPXloThomM9zWw5X6NZ14/8dMmtRxomc7VyaN9GTWJ+l89Uc2IjD7IS9EKk9DZ9LEn9iy5RTJSRn07PYWj47vwe13tLZ3WqV2evVeanZrxrC/X8ybXvq8wT9P5+fBs/EK86f1gzeTdCyKwT9NA2D/gpUcWrjOTlkXb8c/B2jTrynv75pBdkYO7z/yTV7Z62snM6nrq7i4OTN90cM4OxswOBnYs+oQy+ZtsGPWxTu04gDX9mrKpHUzyM3MYeGT+fUZ/9dk3u3/Kq6eboz6fAxOrs6IQTi+4Qibv15/kb1WIJOZo299SvM3ZyBOBqKXLCfjxGkiHriT1IPHSFi3lagly2k8/XGu+/59clPS+Pc5y6xyvi0a0+zuQSijCWVWHHl9bqGeHrszm0j5ag4BT31omV56zS8YzxzDe9DD5J7cT/bO1Xj2uRPXph3BmIs5I5Vzn0y3d9bFM5uI++RNqj/3JmIwkLL8d3JOnyDwrvvJOnqQjK3rCb7nEcTdg/CnZgNgjIshas4zdk68GGYTsR+9TY1Zr1uml172Bzn/nSRoxH1kHTlI+pYNhNz7IAZ3D6o/Y5lpzRgXy5kXplZomspk5tDrn9H6HctPZUQtWUn6iUjqjhlGysFjxK/dxtnfVtDkufFc/+O75KaksW/6WwCkn4gkdvlGOn77lnU/n1p+TgOK3CciNJnxCM6eniCQdvQUB1/55OIJVhJX4zU64igzz2j5RETFj6sa48cBgj8+TOTwyvPBtiQ1Fuwka3sHe6dRbtzbbsaoLrw0rfJylpHMbVQ1xvgDjD34CYN9x9s7jXL1c8q7PFOj6tTp5ch3WdVpkL3TKDc9NiwialThSWsqq2rz93Dkts72TqPcNPhlPQdv6WbvNMpNoyVrWNZhiL3TKDe9N/3osK2JtKdrlOlDv/crkQ5bt+JUxR4dTdM0TdM0TdMKqKzX2ZSFbuhomqZpmqZpWhV3NQ5dq4qTEWiapmmapmmadpXTPTqapmmapmmaVtVV0t/CKQvd0NE0TdM0TdO0Kk5fo6NpmqZpmqZpWpWjr9HRNE3TNE3TNE2rAnSPjqZpmqZpmqZVdfoaHU3TNE3TNE3Tqpqr8RodUapMP5KqXQEiog+KpmmapmlaJaMc+EKYxIcblunzZeAHhx22bsXRPToO6tc2w+2dQrkZuGMBxwZ1snca5abeog1V7vjMbTTG3mmUm7EHP8GovrZ3GuXGWUaysdst9k6jXF2/ZgkLmo+2dxrlZvjeeRwf3NHeaZSbuj9vYm3ngfZOo9x0Xf8r37cYZe80ys2wPfP5ptloe6dRbkbsm8f8pvfZO42rwtXYo3P1DdbTNE3TNE3TNK3K0z06mqZpmqZpmlbFKXX19W/oho6maZqmaZqmVXVX4dA13dDRNE3TNE3TtCrOgedJuGJ0Q0fTNE3TNE3Tqjg9GYGmaZqmaZqmaVoVoHt0NE3TNE3TNK2K05MRaJqmaZqmaZpW5VyNQ9eu2oaOiJwE2iml4i9YPwBoopR62S6JlaNmT40irHNLTFk57Jz5MecOniwU49cogtazHsTJzYWY9bvZ99p8AK4dO5hag3qSk5QKwL/vf0/s+t0VmX6xPFp3IOi+JxCDgZRlv3Fuke2PQ/rdOgyfPreiTCbMKcnEvf8SxrgYO2VbvKp6fACunzqMmt2aY8zKYfXUeSQc+M+m3MndlT5vj8O3ZgjKbObUyt1sfXORnbK9NM9OWczqVYcJDPJi8ZKH7J1Oqfhd14aI8WMQg4HY35dydsFCm3Jxcab+1Il4NayHMSWVI7NeJTs6lqA+3al+5+C8OM96Eewd8wQZR09UdBUuqs3Tw6netQWmrBw2Tf+MpH9PFYppMX4wEbd2xtXXk4UdHfe4ebTqSOB9TyAGJ1KXL+bcoq9syn1vvROf3gPAbMJ0Lpn4D17EGBdtp2yL5t+hNXUffwAxGIhZspTIr3+2KRcXZxpOewLvay3n28EZr5MdHYtbeChtvnmXzP/OApC6/xDHXv/IHlUopPXTIwjvYnm93jL9E5IPFj7HAhpH0H72Azi5uRK9bjc7X/kGAL+GNWk7bTTOnm5knI1n05SPMKZnVXQVLqrtM5bnkDErh03Tin8O1RlgeQ792MFxn0MA7afcRfWuzTFl5bDh2c9J/Pe/QjGtHhtE3QGdcPX15LvrHrFDlhXvapyM4OrrwyqBUmpxVWjkhHZuiVfNcJbf9iS7X/iMFlPuLTKuxZT72D37U5bf9iReNcMJ7dQyr+z4gj9ZPXwqq4dPdZwP0QYDwWOeJPqFJzn9+Ai8u/bBpUaETUj2iSOceep+zky8h7SNKwkc5XgvYFX2+AA1uzXDr3YYP/SfxrrnvqLLjBFFxu35/B9+vHkGPw+eTXjr+tTo2qyCM708gwa3ZO6nRdfJIRkM1HniQQ5Onsnuex4hqHc3PGrXtAkJvbkfxtQ0do0YR9SPv1Jr3GgAEpatZu8Dj7P3gcc5+tKbZEfFOFwjp1qXFvjUDmPJLc+w5fl5tJt2d5FxZ1bv4p/hz1dwdpfIYCBozJPEvDiRyCfuwqtL30KvbzknDnN28r2cmXg36ZtWEHC3g72+GQzUmziO/ZOeZ8fI8YT06YpHRA2bkLBb+mJMTWP7nQ9x5vvFRDw0Kq8s60w0u+6dwK57JzhMIye8Swu8a4Xz562T2fb8F7Sddk+RcW2m3cO2WV/w562T8a4VTnjnFgC0f+4+9r7zA/8MmcaZFdtpNPqmiky/RNW7Wp5Dv938DFtmzaP9RZ5Df9/l4M8hoHrX5vjUCuPXm6ayaeZ8Okwvuj6Rq3bz550vVHB2VZ+I9BeRQyJyVESeKaJ8oogcEJE9IrJcRGoXKDOJyC7rbXF55OMQDR0R8RKR30Vkt4jsE5FhInJSRF4Vkb0iskVE6ltjQ0TkJxHZar11LrCPz62xO0VkoHW9k4i8bt3vHhEZX+Chx4vIDutjNLLGjxaR96z354nI/0Rkg4gcF5EhBXJ+yvr4e0RkVnH1sK5/ucBBfb0i/qfh3dsS+ftaAJL2HcXF2xO3YH+bGLdgf5y9PUjadxSAyN/XEt6jbUWkd9nc6jcmNyoSY8xZMBpJX7ccr+u62sRk7duByskGIPvwfpyDQuyR6kVV1eMDULtXK478uhGA2N0ncPX1wCPEzybGlJVD1JZDAJhzTcQf+A+vcP+KTvWytGtfGz8/D3unUWrejRuQdSaK7KgYlNFIwoo1BHTpYBMT0LkDcX8vByBh9Xp827QstJ/g3t1IWLG2QnK+FDV6tubkbxsASNhzHFcfT9yD/QrFJew5Tlb8uYpO75K41W9CbnTB17dleLbvZhNT+PUt1B6pFsuncQOyIqPIPms53+KWrSPogvMtqMt1xP65EoD4VRvwb9vCHqmW2jU923Dyt/UAJO49hksR55h7sB8uXu4k7j0GwMnf1nNNrzYAeNcOJ2675fUueuN+rundrgKzL9k1PVtzYnHVeA4B1OzZiuPW+sTvOY6LjyceRdQnfs9xMitBfcqTUlKmW0lExAl4H7gRaALcJSJNLgjbiWVEVQtgIfBqgbJMpVQr621AedTZIRo6QH/grFKqpVKqGfCXdf05pVRz4D3gbeu6d4C3lFLtgduBT63rnwVWKKWuA3oCr4mIFzAWiABaWf+p3xR43HilVBvgQ2BSMblVA7oAtwAvA4hIP6ABcB3QCmgrIt2KqoeIBAGDgKbWx6+Qrw/cQwPJjEnIW86MTcQ9JMA2JiSArJjE/JiYRNxDA/OW6wztR4/v5tBqxhhcfDyvfNKl4BwUgjEhNm/ZmBCLU2DxDRmf3reSsWNTRaR2Sarq8QHwCvMnLTopbzk9OgmvUP9i4119PKjVswVnNx6sgOyuPq7BQeTE5o/QzYlLwDU4qPgYkxlTejrOfr42MUE9uxK/fPUVz/dSeYT6kx6d/zzJiEnCMzTgIls4LqfAEEzx+a9vpsTYi35R49P7VjJ3bKyI1ErNNSSQ7ALnW3ZcAq4hgcXHmMwY0zNw9vMBwL1aGK0+f5Pm776Ab4sLPx/Zh0dogO3rdUwiHhecY5aYpCJjUo6doXpPS6OnZr/2eIbb/j/szTPUn4wq8hwC8AwLKPSa4BHmb7+EHIgyS5lupXAdcFQpdVwplQN8Bwy0yUGplUqpDOviJqAGV5CjNHT2An1F5BUR6aqUOt/E/rbA3+ut9/sA74nILmAx4Csi3kA/4Bnr+lWAO1DLGv+xUsoIoJTKP/vh/MDh7VgaQ0X5RSllVkodAMKs6/pZbzuBHUAjLA2foupxDsgCPhORwUBGoUcARGSsiGwTkW3F/5sqzsmFy1g2cAKr7ppKVnwyTSdUoqE6Vt7d+uFWvxHJvyywdyrlriocHwBxMtDr9THs/3oFqZHxJW+g2YV344aYs7PJPFF4nLtmH17dbsC1XiOSf/2m5OBKIichka23j2HXfRM5/t4XXPvcRJw8K0/vaXG2PvcZ9Yf1ps+3s3D29MCca7J3StpVSilDmW4FP6tab2MveIhrgNMFliOt64pzP/BngWV36343icht5VFnh5iMQCl1WETaADcBL4jI8vNFBcOsfw1AR6WUzZV8IiLA7UqpQxesv9hDZ1v/mij+f5Fd4L4U+DtHKfXxhcEX1kMp9byIXAf0BoYAjwK9LtxOKTUXmGvdh7qwvDQi7uhL7UE9AUg+cByPsPxvbT1CA8mKS7KJz4pLwj0s/5slj7BAsmIt7cDsxJS89acWraTD28V1eFUsY0KczVAN56BQTIlxheI8WrTDf8g9nJ3+CBhzKzLFYlXl49NkeA8aDbEMIYzbdxLv8ADOT//gFR5Aemxykdt1nXU3507FsG/+8iLLtbLLiU/ANTQ4b9k1JIic+IQiY3LiEsDJgJOXF8Zz+edYUK9uxC9fU2E5l6TBsF7Uu707AAn7T+AVHsj5ZrJnWAAZsUnFb+zATIlxOAXnv745BYZiTCj8+ubeoj3+t48mavrDDvP6dl5OXCJuBc43t5AgcuISi4w5f745e3liPGeZWMWYa/mbfugYWWej8ahZnbRDxyquAlb1h/WmzmDLOZa0/4T19foIYHktzrzgHMuMTcIjLL8XpGBM6sko1jz4GgDetcOo1q3w0NCK1uDOXtQ//xzad8Kml6kyPoca3tmTBkMswzwT9p3EKzyQ888cz7AAMmOS7ZabIynrrGsFP6uWlYiMBNoB3Qusrq2UOiMidYEVIrJXKVWmFwCH6NERkepAhlLqa+A1oI21aFiBv+f75/8BxhfYtpX17t9YrrkR6/rW1vVLgXEi4mxdXx59xn8D91l7khCRa0QktKh6WGP8lFJ/ABOAK/YKd/LHpXkXp0et2kaNmy0fPAOa1Sc3LZPs+GSb+Oz4ZIxpmQQ0qw9AjZu7Er16O4DN9SLVerYj9VjklUr7kmQfPYhLtRo4h1YDZ2e8uvQmfes6mxjXOg0IfnAy0XOexnwu2T6JFqEqH58DC1bx8+DZ/Dx4NieX76LBQEsHbGjLOuSkZpIZV3gcdLvHB+Lq48HGOT9UdLpXlbSDR3CvUR238DDE2ZmgXt1IWr/FJiZp/WZCbugNQFD3zqTs3JNfKEJQzy4kOFBD58j3K/hr6HP8NfQ5zqzYQcStnQAIalGX3NTMSnEdQVGyj/6LS7WaBV7f+pCxzfa6KNc6DQkeN5mYl5/CnOJ4H0ZTDx7Bo2Y13KqFIs7OhPTpQuIF51vi+i2E3mj50ie4RyeSd+wFwNnfFwyWjyVu1cNwr1GNrLP2mTHz6PfLWTpsBkuHzeDMyh1E3NoZgMDm9chNK3yOZcWfIzc9i8Dm9QCIuLUzZ1buAMAt0DIsDxGajBnI8R9XVFxFinHkuxX8ecdz/HnHc0Su2EGdAQWeQ0XUz9Ed/m4lvw+Zxe9DZnF6xU7qWusT3KIuuWkZV921OHZ0Big4200N6zobItIHyyUnA5RSeR0KSqkz1r/HsYzOan3htpfKIXp0gOZYrqkxA7nAQ1guUAoQkT1YelXussY+BrxvXe8MrAEeBGZjuY5nj4gYgBNYrqv5FGhoXZ8LfILlmp/LppT6R0QaAxut7ao0YCRQv4h6+AC/iog7lp6giWV57NKKXbeLsM6t6P3rm3nTF5/XfcFLrB4+FYA9L39B65njcHJ3JXb97rzZu5o8dhd+19YGpcg4G8fulz6viLRLZjYR/+lbhM940zr96hJyT58g4M4HyD52kIyt6wgc9Qji7kHYJMvlUMb4GGLmPG3nxG1V2eMDnF69l5rdmjHs7xfzppc+b/DP0/l58Gy8wvxp/eDNJB2LYvBP0wDYv2AlhxauK2avjmPSxJ/YsuUUyUkZ9Oz2Fo+O78Htd5T5tfjKMZk5+fZHNHp9lmV66T+WkXnyP2rcN4L0g0dI2rCF2D+WUv/ZibT65mOMqWkcmZV/bahvy6Zkx8aRHeV4U7QDnF27h2pdW3DL769gysph8/TP8sr6/zCLv4Y+B0CrCXdQ+6aOOLu7MnDpGxz7eQ37PvzVXmkXzWwi4dM3CJ/+NhgMpK6wvL753zmGnKP/krFtHYGjHsXg7knoky8Clte32Jcn2zfvgkxmjr35Cc3efA4MTsT8voyME6epdf9dpB08SuL6rUQvWca105+g7XcfWqaXnvkGAH4tm1LrgbtQRhOYzRx7/SOMqWl2rhBErd1NtS4tuGnJaxizstk649O8sr7fP8/SYTMA2PHil1w3ewxObq5Erd9D9DrLFwa1+nek/p19AIhcvo0TvzjWpB5n1+6hercW3PqH5Tm0aVr+c+jGH2fx5x35z6GImy3PoduWvcGxn9aw19GeQ8CZNXu4pmtzbvtzDsbMHDZMz39/vHnhc/w+ZBYAbSYOIeKmDji7uzJ42Wsc/Xktez4ol4m+HFYFTC+9FWggInWwNHDuBIYXDLB2RHwM9FdKxRZYH4ClsyBbRIKBzthOVHBZRKnLGiV1xUkxv3NzNRAR9Wub4SUHVhIDdyzg2KBO9k6j3NRbtIGqdnzmNhpj7zTKzdiDn2BUX5ccWEk4y0g2drvF3mmUq+vXLGFB89H2TqPcDN87j+ODO9o7jXJT9+dNrO08sOTASqLr+l/5vsWokgMriWF75vNNs9H2TqPcjNg3j/lN77N3GuXm7n2fOeyP1Zwa2qFMH/pr/7C5xLqJyE1YOh6cgM+VUi+KyPPANqXUYhFZhqWDI8q6yX9KqQEi0glLA8iMZcTZ20qpzwo/wqVxlB4dTdM0TdM0TdOukLJeo1Oqx7BcqvHHBetmFLjfp5jtNmBpAJUrh23oKKUi7J2DpmmapmmaplUFFTB0zeE4xGQEmqZpmqZpmqZp5clhe3Q0TdM0TdM0TSsfSl19/Ru6oaNpmqZpmqZpVZz5Khy6phs6mqZpmqZpmlbFVcRkBI7m6uvD0jRN0zRN0zStytM9OpqmaZqmaZpWxV2Ns67pho6maZqmaZqmVXFXY0NHlCrTj6RqV4CI6IOiaZqmaZpWySgHbk0cvKVHmT5fNlqyymHrVhzdo+OgJlR7zN4plJu3ov7Hq3Uftnca5Wby8Q9o5HW7vdMoNwfTf2Kw73h7p1Fufk55l43dbrF3GuXm+jVLMKqv7Z1GuXKWkRwf3NHeaZSbuj9v4p/r7rB3GuWm35Yf+fDasfZOo9w8dGgu7zccZ+80ys0jhz/moyp0fB48NJefW420dxpXBfNVOL301VdjTdM0TdM0TdOqPN2jo2mapmmapmlV3NU4vbRu6GiapmmapmlaFefAlw9dMbqho2mapmmapmlVnG7oaJqmaZqmaZpW5ZivwoaOnoxA0zRN0zRN07QqR/foaJqmaZqmaVoVp4euVXEi8gQwVymVYV3+AxiulEq2Z14VYdDswTTu1YSczFy+nfANZ/ZGFht737wHCKoVzGu9Xq7ADC9Nrxl3ULdHU4yZOfwx+Sti95+2KXd2d2HAew/gXysYZVIcW7GXNa/9aqdsSzb1tfvo1q81WZk5TB33Hgd2n7Ap9/R25+t/Zucth18TxG/frWHO0/MqONPSue+V22nTrwk5GTm8+/A3nNhd+HybtWQ8AeG+5GTmAvD8oA9IiU+r6FSL5HddGyLGj0EMBmJ/X8rZBQttysXFmfpTJ+LVsB7GlFSOzHqV7OhYgvp0p/qdg/PiPOtFsHfME2QcPXHhQziMZ6csZvWqwwQGebF4yUP2TueSebTqSOB9TyAGJ1KXL+bcoq9syn1vvROf3gPAbMJ0Lpn4D17EGBdtp2xtXTvxXoI7tcaUlc3+2R+QeqjweeLTqA5Npz+Ck5sr8Rt2cujNLwBw9vWixQsT8KgeQubZOPY8+xbG1HQC2jSh5WuTyTobC0Dsqs0c/+ynCq3XhTo/O4xa3ZphzMph5ZR5xB8o/Hrd9+1x+NYKQZnMnFq5h81vLrJTtqXT5dmh1O5uqdPyZ74ssk43vDM2r04nV+5h0xu/2CfZUuhU4BitKuYY9bngGG1xsGPUYvLdhHVuiSkrm+3PzeXcwVOFYvwbR9Bm1lic3FyJWb+bPa/mv17UvbMvdYf2QZnNRK/dzf53vqvI9CuEbuhUfU8AXwMZAEqpm+yaTQVp3KsJwXVCeKnzC9RuU5shc+7gnVveKjK2+Y0tyEnPqeAML02dHk0JiAjh014zqdYqgr7P38k3t79WKG7rp8s4vekIBhcnhn31GHW6N+HE6gMVn3AJuvVrTe161ejfcjwt2zdgxttjubPnFJuYjLQsBnd6Km954dpXWLp4c0WnWipt+jahWr0QHm09mwbtIhj75lCm9H6zyNh3xszn2M7TRZbZjcFAnSce5N8np5MTl0Czj98kaf1mMk/l5xl6cz+MqWnsGjGOoF5dqTVuNEdmvUrCstUkLFsNgEfd2lz7wrMO3cgBGDS4JSNGtueZp3+xdyqXzmAgaMyTRD//OMaEWKq/8jkZW9eSG3kyLyTnxGHOTr4XlZONzw2DCLj7EeLenG6/nK2CO7XGs2Y464c8hl+zBjSe/ABb7n+2UFzjyWP4d87HnNt3hNZvTSHo+lYkbNxFnVG3kbhtLyfn/0rEqIFEjLqNo+9/A0Dyrn/Z9eQrFV2lItXq1gy/2qF8e8N0QlvWoetzI1g0rPCXaLu/+Iezmw9jcHHi1i8mULNrU06v3W+HjEtWq1sz/CJC+abfDMJa1qH7zOH8NLTw/3vn50vz6jRg3hPU6taU/9Y4Xp1qWo/Rd9Zj1OW5EfxSxDHaU+AY3eJgxyisS0u8aoWxdOAkAprXo9XUe1k9amahuJZTR7Nz9mck7T3G9e9NIqxzC2LW7yG4XWOq9WjDimHPYs414hrgW/GVqAD6Gp0KJiK/iMh2EdkvImOt6/qLyA4R2S0iy63rAq2xe0Rkk4i0sK6fKSKTCuxvn4hEiIiXiPxu3cc+ERkmIo8B1YGVIrLSGn9SRIKt90dZ979bRL6yrpsnIv8TkQ0iclxEhhR4rKdEZKt1m1nWdYUe17r+ZRE5YI19vSL+twU1u6EZ2xZuBeDUjlN4+HngE1r4Sezq6Ur3cT1Z+vbfFZ3iJWnQpwX7F1k+5EftOom7rwdeIbb1MWblcnrTEQDMuSZi9p/GJ9y/olMtlV63tOfXb1cBsHvrEXz9PAkJ8y82PqJ+NQJD/Ni2/t+KSfAStb+5Oau/3QLAkW0n8fLzwD+s8rxpeDduQNaZKLKjYlBGIwkr1hDQpYNNTEDnDsT9vRyAhNXr8W3TstB+gnt3I2HF2grJuSzata+Nn5+HvdO4LG71m5AbHYkx5iwYjaSvW4Zn+242MVn7dqBysgHIPrwf56BQe6RaSEi3dkT9uQaAc/uO4OzjhWuQv02Ma5A/zl4enNtneS2L+nMNod3bW7dvz9nfLY3qs7+vzlvvaCJ6t+Twr5sAiN19AjdfDzyLeL0+u/kwYHm9jj/wH97hARWea2nV6d2CQ79Y6hSz+wSuparTabzCHLNOl3uMvBzoGFXr3obTS9YBkLT3GC4+nrgF+9nEuAX74eLlQdLeYwCcXrKOaj3aAlDnjt4c/mIJ5lwjADlJKRWYvXYl2XsygvuUUm2BdsBjIhIGfALcrpRqCdxhjZsF7FRKtQCmAvNL2G9/4KxSqqVSqhnwl1Lqf8BZoKdSqmfBYBFpCkwDelkf9/ECxdWALsAtwMvW+H5AA+A6oBXQVkS6FfW4IhIEDAKaWvN/4dL+RWXnG+5P8tnkvOXks+fwC/crFHfj5JtZ/dHKvKFEjso7zI/UAvVJjU7G+yKNGDcfD+r1as6pDYeufHKXIaxaENGRCXnL0WcTCa0eVGz8TUM68+dPGyoitcsSWM2P+DPJecsJZ5MJql74fAN45P0RvL52MkOeuqGCsiuZa3AQObHxecs5cQm4BgcVH2MyY0pPx9nP9oNBUM+uxC9ffcXzvZo5BYZgio/NWzYlxuIcFFJsvE/vW8ncsbEiUiuRW0ggWTH551lWbALuIYE2Me4hgWTFJtjEuFljXAP9yElIBiAnIRnXwPznmF/zhnT8+lVavzUFrzo1rmAtSuYV5k9aVGLeclp08kU/8Lv6eFC7ZwsiNx6siPQui1eYP2nRSXnL6dHJeF3kyylLnZpzxkHr5BXmT3qBY5QenYxnKY6RI9XHIzSAzOj8OmTGJOIRGnhBTCCZsRfGWOrpXTucoNbX0n3+TLp++iz+TepUSN4VTSkp060ysndD5zER2Q1sAmoCY4E1SqkTAEqp82dkF+Ar67oVQJCIXOwr4r1AXxF5RUS6KqXOlZBHL+BHpVT8BY8L8ItSyqyUOgCEWdf1s952AjuARlgaPkU97jkgC/hMRAZjHTZ3IREZKyLbRGRbCbleEdWbXkNQRBB7/9pjj4e/YsTJwC3v3MuOL1dx7nRCyRtUAjcO6czvP66zdxpl9s6Y+Uzs9DLTbnyHxp3q0f1Ox/xG+nJ4N26IOTubzBP/2TsVzcqr2w241mtE8q/f2DuVK0MpAFIOnWDdwIfZNHIyp3/8i1avPVXCho5DnAz0eeMB9n61ktTI+JI3qATEyUDfN+9n71crSakCdRInA73feIB9VegYARicnHD182L1qJnse+tbrnt1vL1TuiKuxoaO3a7REZEeQB/geqVUhoisAnZhaTSUlhHbxpo7gFLqsIi0AW4CXhCR5Uqp5y8z1eyCaRf4O0cp9fGFwUU9rohcB/QGhgCPYmlY2VBKzQXmWvehLjPXPJ1Hd6HjiOsBOL3rP/yr++eV+Vf341y0bdsvom0ENVvUYtrmGRicnPAO9ubhhY/ywZD3yppKuWg9shsthnUGIGrvKXyq+8N2S5lPuD9p0clFbnfDi8NJOhnH9nkrKybRUho+tj9DRvcGYN/2Y4TXyO8xCK8eSOzZohtl1zarjbOTEwd2Ha+QPEur/wNd6XOP5Xw7uvM/gq/xzysLqu5PwtnC3zUkRlnWZaVls+7HbTRoW5vV322tkHwvJic+AdfQ4Lxl15AgcuITiozJiUsAJwNOXl4Yz+UPdQjq1Y345WsqLOerlSkxDqfg/KFoToGhGBPiCsW5t2iP/+2jiZr+MBjt12NdY8gN1Bhoed6fO3AM97BgwNLT7B4aRFZcok18Vlwi7qH5rw3uoUFkW2NyEs/hGuRv6c0J8s8bamNKz8yLj9+wk0ZP3Y+Lnw+551KvZNVsNB3eg8Z3dAEgbu9JvKsFApbhQt7h/qTHJBW5XffnR3LuVCx75y+vqFRLrdnw7jQZaqlT7N5TNkPrvML9SY9JLnK7HrNHcO5kLHu+XFERaZZa0+E9aFTgGHkVOEZe4f5kFHOMujnQMaoztA8Rg3sAkLz/OB7h+T04HmG2vTcAmbG2vTyWGEs9M2MSObvc8j1z0v7jKLMZ1wAfcpIq7nlTEa7Ga3TsORmBH5BkbeQ0Ajpiaah0E5E6SqkTIhJo7V1ZC4wAZlsbSPFKqRQROYllSNn5BkYd6/3qQKJS6msRSQYesD5mKuADXPg1xApgkYi8qZRKKPC4xfnbmss3Sqk0EbkGyMXy/7R5XBHxBjyVUn+IyHqgQj6hrp+3jvXzLN/6N+7dhC73dmXnLzuo3aY2WSlZpMbajj/dMH89G+avByCgRiAPzB/rMI0cgJ1fr2Hn15YPjnV7NKX1qO4c/G071VpFkJ2aSXpc4fG0XSbegpuPO39NcbxvcBfM/YsFc/8CoPsNbRg+7kb++HE9Lds3IDUlg7hi3jRvvqMLvy90vN6cvz5dy1+fWq5HadOvCTeO7ca6n3bQoF0EGSlZJMfYHh+DkwEvPw9SE9NxcjbQtn8z9qxyjKGFaQeP4F6jOm7hYeTEJxDUqxtHZ9teWpe0fjMhN/Qmbf8hgrp3JmVngZ5QEYJ6dmH/+KcrOPOrT/bRf3GpVhPn0GoYE+Pw6tKHuLefs4lxrdOQ4HGTiX5hAuaUoj+8VZTIhX8TudByDWRw59bUHNKf6H/W49esAca0jLyhaOflJCRjTM/Er1kDzu07QrUbu3H6R8vrRtzabVS/uTsn5/9K9Zu7E7fG8iWBa6AfOYmWLxF8m9QDg6FCGzkA+xesYv+CVQDU6t6MZiN6cvT3rYS2rENOaiYZRbxet398IK4+Hqya9lWhMkewb8Fq9i2wDEWt3b0ZzUb24Ojv2whrWYec1Kwi63TdEwNw9fZg5bNfV3S6JbrwGDUd0ZNjpTxGqx3kGJ34YRknflgGWCYjqHtnXyL/2kRA83rkpmWQHW/7BVt2/Dly0zMJaF6PpL3HqHlLF45/txSAs6u2E9K+MfHb/sW7VjgGF+cq18gBPetaRfsLeFBE/sXyldYmIA7L8LWfRcQAxAJ9gZnA5yKyB8vQr3us+/gJGCUi+4HNwGHr+ubAayJixtIAOT9n6lws182cLXidjlJqv4i8CKwWEROWIWmji0tcKfWPiDQGNooIQBowEqhfxOP6AL+KiDuWnqCJl/G/KpN/lx+gce8mTN0wndzMHL6dsCCv7MmlT/FG38Izljmy46v2U7dHU8asmEluVg5/Pp3/JnLPb1P48tY5eIf7c/0jN5JwNJp7Fj8DwI6vVrP3B8e7tmX13zvodkMb/t7zHlmZ2Ux98IO8sp83vGYz21r/wZ0Yd/uL9kiz1Hb8c4A2/Zry/q4ZZGfk8P4j+Q3N19dOZlLXV3Fxc2b6oodxdjZgcDKwZ9Uhls1zkGNjMnPy7Y9o9Posy/TSfywj8+R/1LhvBOkHj5C0YQuxfyyl/rMTafXNxxhT0zgy69W8zX1bNiU7No7sqBg7VqL0Jk38iS1bTpGclEHPbm/x6Pge3H5Ha3unVTpmEwmfvkH49LfBYCB1xRJyT5/A/84x5Bz9l4xt6wgc9SgGd09Cn7Q8b4zxMcS+PNm+eQPx63cS3KkNnX/6H6asHA7Mzn/ed/zqVTbdbcnx4Kuf0nTGwxjcXInfuIv4DTsBOPnlLzR/aQLXDOhFZpRlemmAsF4dqXF7P5TJhCk7h73T3q7wuhX03+p91OrWnLv+ecEydfHUL/PKhiyaxsJBL+AV5k/bh24i6VgUQ362zDy375uVHFy43l5pX9Sp1fuo1b0ZI5bOxpiZw4oCdRr6y7P8cNuLeIX5085ap6GLpgKw9+tV/OuAdTp/jO4s4hjdvmgaP1mPURtrfW63HqP9DnSMYtbtJrxLK/oufh1TVg47Zn6SV9bzuxdYeec0AHbP+ZK2s8ZicHMhZv0eYtbtBuDUL6tpM3MMvX+cgznXyPYZc+1SD638iVJlHiWllTMRUROqPWbvNMrNW1H/49W6D9s7jXIz+fgHNPK63d5plJuD6T8x2LfqjEf+OeVdNna7xd5plJvr1yzBqBzvG+GycJaRHB/c0d5plJu6P2/in+vuKDmwkui35Uc+vHasvdMoNw8dmsv7DcfZO41y88jhj/moCh2fBw/N5edWI+2dRrkZtPMrh+022dhtQJk+9F+/ZrHD1q04V9vv6GiapmmapmnaVUdfo6NpmqZpmqZpWpWjr9HRNE3TNE3TNK3KuRp7dOz9OzqapmmapmmapmnlTvfoaJqmaZqmaVoVp9A9OpqmaZqmaZqmVTFKSZlupSEi/UXkkIgcFZFniih3E5HvreWbRSSiQNkU6/pDInJDedRZ9+homqZpmqZpWhV3pa/REREn4H0sv4EZCWwVkcVKqQMFwu4HkpRS9UXkTuAVYJiINAHuBJoC1YFlItJQKWUqS066R0fTNE3TNE3TtLK6DjiqlDqulMoBvgMGXhAzEDj/q7QLgd4iItb13ymlspVSJ4Cj1v2ViW7oaJqmaZqmaVoVVwFD164BThdYjrSuKzJGKWUEzgFBpdz2kolSZfqRVO0KEBF9UDRN0zRN0yoZ5cA/VrO0w9Ayfb7st+XHccDYAqvmKqXmnl8QkSFAf6XUA9blu4EOSqlHC8Tss8ZEWpePAR2AmcAmpdTX1vWfAX8qpRaWJWd9jY6Der3eQ/ZOodxMOvYhb9WvOvWZcPRD3m04zt5plJvxhz/mmRrj7Z1GuXk58l0WNB9t7zTKzfC98zg+uKO90yhXdX/ehNHyXlYlOMtIlrS9y95plJtbtn/LR9eOLTmwknjw0Fx+aT3C3mmUm9t2fsNvbYbbO41yc+uOBWzsdou907gqlLUNZm3UzL1IyBmgZoHlGtZ1RcVEiogz4AcklHLbS6aHrmmapmmapmlaFWdGynQrha1AAxGpIyKuWCYXWHxBzGLgHuv9IcAKZRlethi40zorWx2gAbClrHXWPTqapmmapmmappWJUsooIo8CfwNOwOdKqf0i8jywTSm1GPgM+EpEjgKJWBpDWON+AA4ARuCRss64Brqho2mapmmapmlVXkVcPqSU+gP444J1MwrczwLuKGbbF4EXyzMf3dDRNE3TNE3TtCruSv+OjiPSDR1N0zRN0zRNq+IceEK4K0Y3dDRN0zRN0zStijPbOwE70LOuaZqmaZqmaZpW5ZTYoyMiG5RSnS51xyJyG3BYKXXgchIrbyLiDwxXSn1Qitg0pZT3lc+q4vScfgd1ejTFmJnLX0/PJ3b/aZtyZ3cXbn13DP61gjGbzRxfsZe1r/1qp2xL1n36HdTp3pTczFz+eXo+cQcK1+fmd8fgVzMYZa3P+tcdtz5dnx1K7e7NMGblsPyZL4usT/93xuJXKwSzyczJlXvY+MYv9km2FG6ddTvX9mpCTmYOCyd+w9l9kYVi7v3qIXxCfTE4GTi55Ri/TvsRZXbM38pt8/RwqndtgSkrh03TPyPp31OFYlqMH0zErZ1x9fVkYUfH/d0oj1YdCbzvCcTgROryxZxb9JVNue+td+LTewCYTZjOJRP/wYsY46LtlO3leXbKYlavOkxgkBeLlzjusSioyaRRhHZuhSkrh90zPyLl0MlCMb6N6tBy5jic3FyJXb+LA6/PtymvM+ImmkwYyT+9x5F7LrWCMi9Zp2eHUaub5fVt1ZR5xBfx+tbn7XH41gpBmcycWrmHLW8uslO2RWv+1N2EdmmFKSubnc/N5dzBk4Vi/BpH0GbmOAzursSu28Xe1/KfW3WG9aXO0L4os5mYdbs48M53FZh90Zo+NYrQzi0xZeWwa+bHpBRVp0YRtJz1IE5uLsSu383+12zPubojb6LJhBH83XscuclpFZR5YX7XtSFi/BjEYCD296WcXWD7G5Pi4kz9qRPxalgPY0oqR2a9SnZ0LEF9ulP9zsF5cZ71Itg75gkyjp6o6CpUiKtx6FqJPTqX08ixug1oUlSB9QeCKpo/8LAdHtfu6nRvSkBEKJ/3nsnSad/QZ9adRcZt+2wZX9zwPF8NmEP1NvX4P3v3HR5F1TZw+PdsekJIb/Tee5cSQLC82ABBlGJFVKyIoogUFcXe3u+1d0EF7GKjt9Clhd4jJSSbBmmbZDfn+2OXJEsSWsJOyrm99jIzc2b2OUzZOXPKNIgucfcZrkHf1gTVD+eLgTNYMnUOA54vOT//fLKYr659njk3Vez81I9uQ2CDcGZfPY1lU+fQd0bJL4Lb8tki5vxnBnOHvEhUp8bUi27t4kgvTPP+rQhpGMbrfV7gp6fmMvilW0pM980Dn/PuNa/w9sBZ+IXUoO31HV0c6YWJ6t0O//oRLLj+aTY8/wVdnh1TYrrjK7aycOTzLo7uIplMhNw7kYQXH+fYY7fh1/sqPOo0cEqSe3gfJybdxfHHx5C5bilBYx40JtYyGDK0PR99UnleEBnWqwN+dSNZPuRxYl/8hDaT7y4xXdvJdxM78xOWD3kcv7qRhPVsX7DMOyKYsB7tyIo3uyrsC1I3ug0B9cP57pqprJw2m97TS94v2z9fyLxB0/lh6EwiOzWmbp+Kc30L79Uev3qRLLlpIttmfkr7yXeWmK795LvYOvMTltw0Eb96kYT3bAdAaJeWRPXrzPJbn2HZ8Kc58NUfJa7vSuG92uNXN5JlgyeyfeantJ18V4np2k6+m+0vfMKywRNLPOZCe7QlKz7JVWGXzGSi4WP3s2fSDLbd8SAhA6LxqV/XKUn4dVdjTc9g66j7iJ//C/XuuxOA5MUriB37KLFjH+XAS2+SE59QZQs5YB+MoCyfyui8BR0RyXD8v5+ILBeR70Vkj4jMERFxLHtZRHaJyHYReV1EegI3Aq+JyFYRaexY920R2QQ8KiJfiMiwUr5nhYj8IiKHHNseJSIbRCRWRBo70oWJyA8istHx6eWYP0NEPnN83yERecTxFS8DjR3xvCYiNURkiYhsdmz3phLyfq48d3bE+Y+I/C0iUY75jxT5t/jOMa+v43u3isgWEfG/xP11SRoPbMeun9YDEL/1CF41ffELq+mUxmrJ4+i6fQDk59lI3HkU/6ggV4Z5wRoPbMfun+35Obn1CJ7+vviWkJ9j64vkZ9dRakRWzPw0HNCOPT+vAyBh22G8avqUmJ/jRfJj3nWUGhEVMz8tr27Llh/s7/g6uuUI3jV98A+vWSxdToYFAJO7CTcPd+zvC6t46vTvyJHf1gCQvP0Qnv6+eIcGFEuXvP0QlqRTrg7vong1aUXeyWNYE06A1Urm6sX4do12SmPZsRmVmwNAzr6duIeEGxFqmXTpWp+AAB+jw7hgEX07c/yPVQCk7TiAh78vXiGBTmm8QgJx9/MhbccBAI7/sYqIfl0Klrd6fAy73/0GKthp1GBAe/b9Yr++JZ7j+naiyPUtade/+FWg63VUv84cXbAagNTYg3j4++EVGuiUxivUvn9SYw8CcHTBaqL62/dPg2ED2f/5b+TnWQHITT3tuuBLEdG3M8d+L3LM1fAtOU81Co+5Y7+vIrJf54LlrR8fw+53vgWDr901WjbFcjyenPgElNVK8tKVBPXu7pQmqFd3zH8vASB5RQw1O7Uvtp3QAdEkL13lkpiNopAyfSqji+2j0xF4DHtNTSOgl4iEAEOA1kqpdsBMpdQa7G84fVIp1UEpddCxvqdSqotS6o3zfE974H6gJTAGaKaU6gZ8AjzsSPMO8JZSqitws2PZGS2Aa4BuwHQR8QCeBg464nkSsABDlFKdgP7AG2cKMReQZw/gv8AwpVRn4DMKx/1+Gujo+Le43zHvCewvPuoA9AGyz5P/clUjIpD0+NSC6fSTqdSICCw1vZe/D42ubMu/a/a4ILqL53dWfjIuND9rK2Z+akQEknGyaH7SzpkfT38fGvRvy7EKmp+AyADSTqQVTJ+KT6NmZPGCAcBdsx/g2S0vkZNpYcfvW10T4EXyCQ8k82RKwXRWQiq+4RXnJuxiuAWHYUtKLJi2pSTiHhJWanr/ATeQvXmtK0Kr1rzDgsgucoxZElLwPusY8w4PwpJQmCY7IQXvMHuaiL6dsSSmkr7/X9cEfBH8IgLJjC+MO/NkGr7neEjj6e9D/f7tOF6Brm/e4UFkJyQXTGcnpuAT5pwHn7AgLIkpTmnO7MMa9SMJ7tSc6C9n0OvjKQS2auSawM/BOzzYKU+WxMLjqSBNWBDZCWcfl8GA45gzp1SIY84zNITcxMJapVxzMp6hIaWnseVjy8zEPcC5wB3Svw9JS1Zc9ng117rYgs4GpdQxpVQ+sBVoAJzCXmj4VESGAlnnWH/uBX7PRqVUvFIqBzgILHTMj3V8J8BA4P9EZCv2QlVNETnTr+Z3pVSOUioJSAQiSvgOAV4Ske3AYqB2KelKynNzoA2wyPH9zwJ1HOm3A3NEZDT2N7sCxABvOmqXApVSVs4iIuNEZJOjxssw4mbiurfvZstXyzh1NPn8K1Rw4mbiP2/dzdavlnG6iuTnmjfvYfvXyzh9zODmAuXg89Hv81KXZ3H3dKdxr2ZGh6MV4Rd9DZ6NW5D2yxyjQ9HOweTlSeO7bmLfB/ONDqXMxM3EgDfGsuPrZaRXgevbGeJmwrNmDVbeMYOdb39Ll1ceMjqkMjF5e9Lk7hvZ+8H3509cSdRo2Yz8nByyDxtfcLucqmPTtYvtK5NT5G8b4K6UsopIN2AAMAx4CLiylPUzi/xtxVHQEhET4FnK9+QXmc4vErMJ6OF4w2oBR6VMsThLiGUUEAZ0VkrlicgRwLuEdCVtS4CdSqkrSkh/HRAN3ABMEZG2SqmXReR3YBAQIyLXKKWcHlcppT4CPnLkocz1wB1GR9P2ll4AnIyNc2qG5h8ZREZCWonrXT1zJKlHEtn8xbKyhlCu2o2Kpu0IR362O+enxjnyM3DmSFLjEtlSwfLTdmRfWt3SG4DE2DinZnU1IgNLzU//F0aRdiSRbV8udUWYF6zHHX3oepv9dDi27V8CawVyprt+QFQgp0+W3qTLmmNl18JYWl3dlgOr9rog2vNrOuJKGt/cF4DknYfxiwzmzG2Xb0QQWYmppa9cgdlSzLiFFjZFcwsOx5pcvE+Hd7uuBN58J/FTx4M1z5UhVhv1h19F3cH9ATi16xA+kcGkbrMv844IxnLWMWZJTMU7Irhg2iciGIs5Fb86EfjWCqPPty/b1w0Pps+cF4m5Yyo5ycY0pWw9sh8thtuvb+bYI/hFBWN/Zgl+kYFkJZR8/kQ/P5pTcYnEfrXEVaGWquEtA6k/xL5/UncewieisIbAJzyYbLNzHrLNqQW1HWfSnNmH2YmpxC/dCEDazkOQr/AM9Cc3zbUDRtQffhX1hhQ55iJCOJML73D78VSUxZyKT5Fjzn5cphQcc9HfzipYN3rOi6y+fZohx1xuUjKe4aEF055hIeQmJZeYJtecDG4m3Pz8sJ4qbEIYcmU0SUtWuixmo1TQ8X4uqzIPCuCoRfFVSv0hIjHAIceidOBcfVGOAJ2Bedj783hc5FcvxN6M7TVHHB2UUlvPkf7seAKAREchpz9Q/yK+ey8QJiJXKKXWOpqyNQN2A3WVUstEZDVwK1BDREKUUrFArIh0xd607rLWy2+dvZKts+0nbcN+beg4pi97FmwiqkMDctKzyTQXbyPca8INePr78PczFe8J7vY5K9k+x56fBv3a0GF0X/Yu2ERkhwbkpmeTVUJ+rnDkZ1EFzE/sNyuI/cZeRV6/bxvaje7H/t83EdG+IbnplhLz0/2xG/Gq4cPSKbNdHe55rftyFeu+tLdtbn5lK664M5ptv2ymbscGWNItpCc658fT1xOvGt6kJ57G5GaixYDWHFl/sKRNG2L/3KXsn2svTNbq046mtw0g7s/1hLRrRF56doXvi1OanAO78Yiqi3t4FNYUM369B2J+e7pTGs+GzQi9bxInZ04g/3TlLNBVBnHzFxE3fxEA4b06UP+Wqznx91oC2zTBmpFNTnKaU/qc5DSsmdkEtmlC2o4D1B7UhyPzFpJ+8CiLry4cWa7/r++wesyzho66tvOb5ez8ZjkA9fq2ofWo/hz8fSPh7RuWer3u+uhNePr7sOLZr4stM8LheYs5PG8xABG9O9BwxFUc/3stQW0bk5eRRU5SmlP6nCT7/glq25jU2IPUvb43h76zN0Y5uWwToV1akbRpN371IjF5uLu8kANnHXO9O9Dg7GOupDxlFB5zda7rw5G5f5N+4CiLrioc2+nK395m1ZhnDRt1LWPPfrzr1MIrMoLcpGRCrozmwAuvO6VJjVlP2DUDyNi5l5C+vTi9ZXvhQhFC+vdm58NPuThy16us/WzKojxGP/MHfhERb+w1HY875n8HfOxorjWshPU+dqy3DfgL59qeC/EI8D9H0zN3YCWFfWKKUUoli0iMiOwA/gReAX4TkVhgExdR8FBK5ToGUnhXRAIc3/82sA+Y7ZgnwLtKqTQRecFRmMoHdjq+32UOL99Bo36tuWfpc+Rl5/L3U4U/JGN+nczXN86iRmQgPR78D8kHTjLml6cB2Dp7BbHz1rgy1AtyZPkOGvZtzZ1LnsOancvCpwvzM+rXycxx5Kf7+P+QcvAko87k5+sV7Jxf8fITt2IH9fu2YcyiF7Bm57LkmS8Llo34eQpzB7+IX0QgXR8YRMrBeEb89AwAsbOXs+v7GKPCLtXepbtofmVrnlg9jbzsXL6fWFjQfPivSfz32lfx9PXi9s/uxc3THTEJh9bsZ/3sipcXgBOrthPVpx3X//4KNksu66d+WrDs2nnP8dct9oJChwnDqT+oB+7enty06A0O/riSHe9XsCHN820kf/IGkVPfBpOJ9KULyDt6mMBb7yX3wG6yNq0m+PaHMHn7Ej7R3u3QmpRA4suTjI37Ij3x+A9s2BBHWmoW/aPf4qGH+3Hz8Io5qh9AYsxWwnp1oN/Pb2Gz5LD9uQ8LlvWe8xKrR9nP+R0vf0b7Gfdj8vLEvGYb5pitBkV84f5dsYN60W25deFM+/DSRa5vN//0LD8MmYlfRCCdHhhE6sF4bv5xCgA75yxjTwW5viWs3kpE7/YM/OUNbJZctsz4qGBZv29fZPlt9pi3z/qCjs+Nw83Lk4Q120iMsVfRxf2ygo4zxtF/3izy82xsnv5hid/jSomrtxLeqwP9f3nTMaR5YUx9vnmJVSMdvzMvf24f0tzbE3NMYZ4qFFs+R97+gBavP2cfXvqPxWQf+Zc6d48ic89+UtdsIPGPRTSZ8jgd5nyINT2D/c+9WrB6zfatyUk0kxOfYGAmXKOyNj8rC6moIx1VZyKiXm9cOd79cCGeOPg+bzWpOvmZcOB9/tvsPqPDKDcP7/uQp+s8fP6ElcTLx/7LN23vNDqMcjMy9gsODe1hdBjlqtGP67CqilczeancZTQLOt9mdBjl5vp/vuWD5uOMDqPc3L/3I37uWHmGGz+fwVvm8Funkl9DUBndsPkb1kZfb3QY5abHit8qbGni23Z3lemm/7btn1fYvJXGiPfZaJqmaZqmaZrmQtWxbkMXdDRN0zRN0zStisvXfXQ0TdM0TdM0TatqVDXso3Ox79HRNE3TNE3TNE2r8HSNjqZpmqZpmqZVcdVx1DVd0NE0TdM0TdO0Kq4ajkWgCzqapmmapmmaVtXpGh1N0zRN0zRN06qcfKMDMIAejEDTNE3TNE3TtCpHVHV8e1AFJyJ6p2iapmmaplUyqgKP4fxxy3Flur+8d/dHFTZvpdFN1yqoXzqNNDqEcnPT5m/4pu2dRodRbkbGfsHWq64yOoxy02HRIpb3HGJ0GOWm35qfODS0h9FhlJtGP65jYbfhRodRrq7eMJ8FnW8zOoxyc/0/32JVs40Oo9y4y+gqdcxdvWE+f3e9xegwys01G+fxR5dbjQ6j3Aza9B2Luw8zOoxqQffR0TRN0zRN0zStyqmOzYV0QUfTNE3TNE3TqrjqWKOjByPQNE3TNE3TNK3K0TU6mqZpmqZpmlbFVcfhpXVBR9M0TdM0TdOquAo8INxlows6mqZpmqZpmlbFVccaHd1HR9M0TdM0TdO0KqfK1uiISIZSqoaI1ALeVUpVu0Ha2zx5OxG92mOz5LJlxoec2nOkWJqAFg3o+Nz9uHl5kBCzjR2vfQVA83FDqTekP7mp6QDs/t9cEmO2uTL8c+r01Ehq9WmHzZLLuqmfkro7rliadg8PpcENvfCs6cv3PR4wIMoL49+lC7UeeAAxmUj56y8S5851Wu7Xti217r8fn0aNiHvpJU6tWmVQpKUL6t6RJo/djZhMxP+2mKOzf3JaLh7utJj6KP7NG5F3Kp1d094g56QZ/5ZNaPbUmX0jHPlsLskr17s+A+fg06EHwXc/hpjcSF/yK6d++tppec0bbsV/wI2Qb8N2Ko2k917Eaj5pULTOmj9+F6E9O2Kz5LDzhfdI33u4WBr/Fg1pPfVB3Lw8SVqzhb1vfg6Ae00/2s2cgE+tMLJPmNk+5S2s6ZkEdWpF+9cmYTmRCEDi8vUc+vQHl+YLoNUTtxPeqwM2Sy7bZnzA6b1HiqWp2aIh7Wfch5uXJ4kxW9n1+ldOyxuOGkSrCaNZOOA+8k6luyjyizdl8q+sWL6P4BA/fl1QMa9lYdFdaDxuBCiFstnY+9YXpG3be1HbKO14HbjmOzIO/guA5WQSW598tdzjP29sE+8kzBHbjuffL/VcajNtPG5enpjXbGHvG18AEDGgB43vHYZfg9qsv2sKp3cfcnH0JWs58Q7CHOdQ7HPvl3oOtZt+PyYvT8wxW9n9xpcANH9kJOF9OpGfZyPrWAKxz3+ANSPLZbEH9+hAswl3ISYTJ35dQtzXPzstFw93Wk9/2P6bczqdHc++hSXeDED92wdT64YBqPx89r35GSnrt+EVHkLr6Q/hGRyIUooTPy/m6Lw/XJYfV6mOTdeqfI2OUupEdSzkhPdqj1/dSJYMnsi2mZ/SbvJdJaZrN/lutr3wCUsGT8SvbiThPdsXLDv0zZ+sGPkMK0Y+U6EKOVG92+FfP4IF1z/Nhue/oMuzY0pMd3zFVhaOfN7F0V0kk4naDz3E4SlT2HvvvQT264dXvXpOSXITEzn6+uukLl1qUJDnYTLRdOK9xE6cycZRjxI+sA++Deo4JYm6fiDW9Aw2jHiQY3N/o9H42wHIPPQv/9zzJP/cOZHYiS/QbNL94FaBLksmEyH3TiThxcc59tht+PW+Co86DZyS5B7ex4lJd3H88TFkrltK0JgHjYn1LKE9O+JbN5KYYY+w++WPaDlpbInpWk66l92zPiRm2CP41o0k5IoOADS8fTApm2KJGfYoKZtiaXD74IJ10rbuZt2YSawbM8mQQk5Yrw741Y1k+ZDHiX3xE9pMvrvEdG0n303szE9YPuRx/OpGElbk+uYdEUxYj3ZkOW5+KrIhQ9vz0SejjA7jnFI2xrJu9JOsGzOJnTPfp9Uz91/U+uc6Xm05uQXHmxGFnNCe9uNt9c2PsmvWx7R66p4S07V6aiy7XvqI1Tc/il/dSEId51LGwaNsnfQGqVt2uzDqcwvr2QG/epGsHDqBnS99TOunS85T66fvZseLH7Ny6AT86kUS6jiHktfHsvrWScSMfIqsf+NpfOdNrgveZKL5E/ewdcKLrLttAhFX98LvrN+cWjdeSd7pDNYOf5ij3y6gyYOjAfBrUIeIq3qxbuQEtj72Is2fHAsmE8pmY/+7X7HutglsGvsMdYZdU2ybVUG+KtunrEQkWEQWich+x/+DSkjTQUTWishOEdkuIiOKLPtCRA6LyFbHp8P5vrMC3VFcHiLSQER2OP5eJyKtiyxbLiJdRMRPRD4TkQ0iskVEbnIsv1NEfhSRvxw75dUi617t2BGbRWS+iNRwzH9ZRHY5ds7rjnnDRWSHiGwTkZWuyHdk384c+93+5D91xwE8avjiFRrolMYrNBD3Gj6k7jgAwLHfVxHZr7MrwiuTOv07cuS3NQAkbz+Ep78v3qEBxdIlbz+EJemUq8O7KL7Nm5N74gS5J0+irFbSVqwgoGdPpzR5CQlYDh8GVTFf9VWzZROyj8VjOZGAslpJXLKakD7dnNKE9OlKwh/LADAvX0tQ57YA5Ofkgs3eatjk6VHh8ujVpBV5J49hTTgBViuZqxfj2zXaKY1lx2ZUbg4AOft24h4SbkSoxYRFdyH+T/vl5tSO/bj7++EZEuiUxjMkEHc/H07t2A9A/J8rCe/b1bF+V078vgKAE7+vKJhfEUT07czxP+zXt7QdB/Dw98XrrLx5OfKW5ri+Hf9jFRH9uhQsb/X4GHa/+02leINel671CQjwMTqMc7Jl5xT87ebthSpyLtcffQPdPn+JHrNfo9G9w0tc/0KOV6OERXflxB8Xdy6d+GMlYY5zJvPIcbL+jXdpzOcT3rczx38vPIfcL+Qc+n0VEX3t51DS+liU49qdtmM/3hHBLou9ZqsmZB87ieVEIspqJWFRDKHRXZzShPXpSvwf9utX4rJ1BHVpA0BodBcSFsWg8qxY4hPJPnaSmq2akJucVlBLZ8uykHnkOF7hrsuTq6gyfsrB08ASpVRTYIlj+mxZwO1KqdbAtcDbIhJYZPmTSqkOjs/W831hlS/onGUucAuAiEQBUUqpTcAUYKlSqhvQH3hNRPwc63QARgBtgREiUldEQoFngYFKqU7AJuBxEQkBhgCtlVLtgJmObUwDrlFKtQdudEE+8Q4PJjshuWA6OzEF7zDngrN3WBCWhJTCNAkpeBc5sRvecjX9vptFh2n34uHve/mDvkA+4YFkniyMOyshFd/wYg8FKgWP0FByzYVPlPPMZjxCQgyM6OJ5hoWQk1h4rOUkJuMV5vwD4RUWguVMGls+1sws3AP8AfBv1ZQus9+my1dvse+1DwsKPhWBW3AYtqTEgmlbSiLuIWGlpvcfcAPZm9e6IrTz8goLxpKQVDBtSUzG+6z94h0WXLhfHGnO7DvP4AByk9MAyE1OwzO48GFCQNtm9Jj9Kh3fmoxfQ9c/9fQOCyK7yDXAkpCC91nXAO/wEq5vjmtgRN/OWBJTSd//r2sCribC+nal59y36PjmZHbNfB+A4O7t8K0bxYa7nmHdmEnUbNGIwA4ti617ruPV5OlB9y9m0fXTmYRFu77AbT+WnM8T77Nugr3Dg7EkFjkmE4sfkxWJd1jwWXlKKXZj71UsT8WvIQB1buyHeY3rWn2cfd3KSUzBK8z5d9MrLJgcx/GkbPlYM7LwCPDHq9jvVUrx62JUGP7NGhYUWquSfCVl+pSDm4AvHX9/CQw+O4FSap9Sar/j7xNAIlD6D+95VNk+OqWYBywEpmMv8HzvmH81cKOIPOGY9gbOtB9aopQ6BSAiu4D6QCDQCogREQBPYC1wCrAAn4rIAmCBYxsxwBciMg/48XJlrjwd+X4xez/5CRS0eGAYrSeMYuvzHxsdllYFpe/az6bRj+FbvzbNn32ElHWbUbl5Rod10fyir8GzcQvip443OpTLw/GE/vTew6y+aTy27BxCe3akw2tPEjPsUYODu3AmL08a33UTGx6cZXQoVY55xUbMKzYS2KElje8bweaHZxLSvT0h3drR42t7gwg3H29860aStvXCm3GtHjyeHHMqPrXC6fy/aWQc/Jfs4wmXKxvaRWh812Dyrfmc+HO10aGUCzcfb9rOeoJ9b3+OLSvb6HCqogil1JnqzZNAxLkSi0g37PfYB4vMflFEpuGoEVJK5ZS4skO1KugopY6LSLKItMNeS3OmEbEANyulnHpOikh3oOg/oA37v5kAi5RSt539HY6dMgAYBjwEXKmUut+xreuAf0Sks1Iq+az1xgHjypK/BsOvov6Q/gCk7TqET0ThEw6f8GAs5lSn9BZzqlN1s09E4dObnJTTBfPjflpG97efwEhNR1xJ45v7ApC88zB+kcGcefbnGxFEVmJq6StXYHlJSXiGFT6o8AgLIy85+RxrVDy55mS8wguPNa/wEHLMKU5pcszJeIeHkGtOBjcT7n6+WM/q/J0VdxxbtgW/RvXI2HOQisCWYsYttLApmltwONbk4n06vNt1JfDmO+2FHKtxhbQ6w66hzk0DADi16yDeEaGA/bLmHR6C5az9YjGn4F1k33kX2Xe5KafwDAm01+aEBJKbar8m2DILf/yT1myhxZP34BHgf9k789cffhV1B9uvb6d2HcInMphUx0Nk74hgLGddAyyJJVzfzKn41YnAt1YYfb592b5ueDB95rxIzB1TyUmu2E1dK5qix9uWCbPISbLvg7Stu/GpHYFHgD8CHP7qZ47/tPjc65pTSj1ecxy/XdknEkndvAv/5g0ue0Gn7rCrqT3YHt/pXQfxjnA+T4rWdMCZGpzgImmKH5NGqzf8KuoOvhKwn0POeQom56w85RTLk/M1pPb10YT17siG8S9e5sidnX3d8goPJsfs/LuZY07BKyKUHHMK4mbCvYYveafSySn2exVckCdxc6PtrImc/HsV5uUbXJMZFytre4kS7lU/Ukp9dFaaxUBkCatPKTqhlFIiUmqLOEfLq6+BO5RSZ0KfjL2A5Al8BDwFnLMzdnVrugb25muTgACl1HbHvL+Bh8VRPSMiHc+zjXVALxFp4kjvJyLNHP10ApRSfwATgPaO5Y2VUuuVUtMAM1D37A0qpT5SSnVRSnU5e9mFOjJ/UcHgAfHLN1Hnuj4ABLVpQl5GNjlJaU7pc5LSsGZkE9SmCQB1ruvDyRX/ADj154nq34X0g8cuNaxysX/uUv66ZTp/3TKd40s30+AGez+WkHaNyEvPrvB9cUqTtXcvnrVr4xkZibi7E9i3L6fWVoymTxfq9J4D+NSJwjsqHHF3J3xAb5JXb3RKk7x6IxGD7DepYf2uIPWfWAC8o8ILBh/wigjDt35tLPGJVBQ5B3bjEVUX9/AocHfHr/dAsjY5j3rn2bAZofdNIuHlJ8k/beyNzbHv/y7otG1euYGo/9j7EwW0aYo1I6ugKdoZuclpWDOzCWjTFICo/0RjXrkJAPOqTdS6zv5wodZ1fTGvtO/Tok3YarZqDCaTS0Ysi5u/iNWjnmH1qGdIWL6J2oPs17fANk2wZmSTc1bechx5C3Rc32oP6kPCin9IP3iUxVc/wLIbH2XZjY9iSUxh1agpupBzCYoebyZvz4L5/s0bYvLwIO9UOknrt1H7+v64+XgB4BUWhEdQTad1c5JSMa/aVOLx6u7vh3jYn8l6BPgT2L45mYcv/+/R0e8Xsm70U6wb/RSJKzZSa9DFnUu1BkUXnDMVxb/zFxEzajIxoybbz6Hrip5DWec/h67rQ6LjHiH0ivY0GnMDmye+bu9r6ULpuw/gW7fwNyfiql4krdrklCZp1SaiBtmvX+H9e5C6aUfB/IireiEe7nhHheNbN4rTu+x9kFpOeYDMI8c5+u0CqiqlpIyfwntVx+ej4t+hBiql2pTw+QVIcBRgzhRkSvzBF5GawO/AFKXUuiLbjld2OcDnQLeS1i+qWtXoOHwPvAO8UGTeC8DbwHYRMQGHgetL24BSyiwidwLfioiXY/azQDrwi4h4Y6/1edyx7DURaeqYtwS47I1ZE1dvJaJXBwb88mbB8NJn9P3mJVaMfAaA7S9/TscZ9+Hm7UlizLaC0dVaPXIbAc3rg1JknTCz7aXPLnfIF+zEqu1E9WnH9b+/gs2Sy/qpnxYsu3bec/x1y3QAOkwYTv1BPXD39uSmRW9w8MeV7Hj/F6PCLll+Psf/7/9o9NJLYDKR8vff5MTFEXH77WTv28fpdevwadaMBtOn4+bvT80ePYgcM4a948pU+Ve+bPkceOsT2r45DXEzcXLBErIOH6XB2FtJ33OQ5NUbiV+whJZTH6Xb3P+RdzqD3dPfBKBmu5a0GTMEZbWh8hX7X/+oWE2PofJtJH/yBpFT3waTifSlC8g7epjAW+8l98BusjatJvj2hzB5+xI+0f5U05qUQOLLk4yNG0iK2UJoz070+uFdbJZcdr3wXsGyHl+/yrox9hj3vPoJraeNx+TlSdLarSSt2QLAkS9/pu1LE6h945Vkx9uHlwaIuLIHdW6+GmWzYcvJJfbZt12et8SYrYT16kC/n9/CZslh+3OF17fec15i9Sj79W3Hy5/RfoZjaNw12zDHbHV5rOXhicd/YMOGONJSs+gf/RYPPdyPm4ef73mca0X070HUoGiU9cxxYT9eUtZvJ75Bbbp+Yj8/bNkWdkz/L3mpp53WL+149WtQm5ZPjwOVD2Li8Jc/k3n4uEvzZo+tI71/fAebJZedL7xfsKzH7FdYN/opAHa/+iltpo3H5OVB0pqtJK3ZCkB4v660mHgXnkE16fjmU6Tvj2PzIy+5NA9nM8dsIaxXB/r+9Lb9HHq+8BzqNWcWMaMmA7Dzlc9pN/1+x5DZWzE78tTqyTsxeXrQ9X/2cy0t9gA7X/602PdcDsqWz97XP6XjO1PAZCJ+wTIyDx+j0b0jOL3nIEmrNnHit6W0mv4wV8z/L3mnM9gx1X48Zh4+RuKStfT49i3Hdj6B/HwC2rcgalBf0g/E0e2r1wA4+P43JK/d4pI8uUoF6AH7K3AH8LLj/8VuykTEE/gJ+Eop9f1Zy6KUUvGOionBwI7zfaGoCjbKkQYion7pNNLoMMrNTZu/4Zu2dxodRrkZGfsFW6+6yugwyk2HRYtY3nOI0WGUm35rfuLQ0B5Gh1FuGv24joXdSh6pqrK6esN8FnQu1vK30rr+n2+xqtlGh1Fu3GV0lTrmrt4wn7+73mJ0GOXmmo3z+KPLrUaHUW4GbfqOxd2rzltABqybX2FfVvNiw4fKdNM/5fD/lSlvjkG75mHvBx8H3KKUShGRLsD9SqmxIjIae23NziKr3qmU2ioiS7EPTCDAVsc6Gef6zupYo6NpmqZpmqZpmgs5+qcPKGH+JmCs4+/ZQIlPjpRSV17sd+qCjqZpmqZpmqZVcflU2Mqmy0YXdDRN0zRN0zStisuvhr1VdEFH0zRN0zRN06q46tgtvzoOL61pmqZpmqZpWhWna3Q0TdM0TdM0rYrTfXQ0TdM0TdM0TatyqmPTNV3Q0TRN0zRN07QqrgK8MNTldEFH0zRN0zRN06q46jjqmqjqWI9VwYmI3imapmmapmmVjFKqwnaEmVz3kTLdX846+m6FzVtpdI1OBbW4+zCjQyg3A9d/T+7/eRkdRrnxfCiHUxPqGx1GuQl4K47429sZHUa5ifpqO6t63WR0GOWmT8wvvN98nNFhlKsH9n7EB1UoT/fv/YiF3YYbHUa5uXrDfKyqxBeTV0ruMprYa4q9jL3Savv3EjYPuMboMMpNpyV/83HLsUaHUS1Ux6fouqCjaZqmaZqmaVVcfsWtbLpsdEFH0zRN0zRN06q46thbRRd0NE3TNE3TNK2Kq46jrpmMDkDTNE3TNE3TNK286RodTdM0TdM0TavidNM1TdM0TdM0TdOqnOrYdE0XdDRN0zRN0zStiquOLwzVBZ0iRCRDKVXD6DguVXCPDjSbcBdiMnHi1yXEff2z03LxcKf19Ifxb96IvNPp7Hj2LSzxZgDq3z6YWjcMQOXns+/Nz0hZvw2Anj/9D1umBZWfj7LZ2HjX067OVjGrj3jz8spgbApubp3B2C6nnZb/vMuPN1YHEV7DBsBt7dIZ1ibDiFAviFuLvngPnoaY3MhdN5fcpe+XmM693bX43vkBGW/eQP6xWBdHeeE82/ak5qinwGQie8VPZP7+mdNyn/7D8R0wAvJtqJxsTn3+PLYThwyKtmSB3TvS6NGxiMlEwoJFHJv9o9Ny8XCn2bOPUaN5Y6yn09kz7XVyTibiFRlOpzn/JfvfEwCk79zLwdc/MCIL59RrygjqRbfBasll2eQvSNp11Gm5u7cHV719HzXrhaFs+cQt2876N38yKNrz61kkP8tLyc/As/KzweD8hEV3ofG4EaAUymZj71tfkLZt70Vto/njdxHasyM2Sw47X3iP9L2HARi45jsyDv4LgOVkEluffLXc4y+LKZN/ZcXyfQSH+PHrggeMDuei1ejclagHxoPJROpff5I07zun5b5t2hJ1/3i8Gzbi6KyZnF69yqBIL4x/187UGf8AYjKR/OdfJHw3z2m5X9s21Bl/Pz6NGnJk5izSVq02KNILd8Uzt1Inui227FxWPPM5ybv/dVru5u3JgLfuo2bdMFS+4t9l29j41o+lbE2rzHRBp6owmWj+xD1seeQFchJT6Pr5LJJWbSLzyLGCJLVuvJK80xmsHf4wEQN70uTB0ex49i38GtQh4qperBs5Aa/QYDr+dyprb3kU8u2VnJsfnEHeqXSjcubElg8zlwfz8ZBEImtYGTE3iv4Ns2kckueU7tpmmUzpl2pQlBdBTPgMfZ7MD0ajTp3Eb8KvWHcuIj/hgHM6Lz88+9yFNW6LMXFeKDFR8/ZnSH31PmwpCYTM+AbLluVOBRnL2j/IXjYfAK+Ofal52xOkvjHeqIiLM5lo/Ph97JgwndzEZDp88hrJqzeQXeRcirj+KqzpGfxz6wOEDuhNgwduZ+/01wGwHD/J1rsmGBX9edWLbkNA/XC+vWYq4e0b0mf6KH4a8XKxdNs+X8iJ9fswebhxw+cTqNunNUdX7TQg4nOr68jPd4789J4+ip9LyM/2Ivm5vgLkJ2VjLOaVmwCo0aQe7V6cwJoRF37chPbsiG/dSGKGPUJAm6a0nDSWDfdMAcCWk8u6MZMuS9zlYcjQ9owa3ZWnn/rZ6FAunslErQcf5vAzT2FNMtPo3f+Rvm4NOf8W3kjnmRM59sarhN58i4GBXiCTiboPP8iBp54hz5xE8/+9y6k167AUzU+imbhX3yDilpsNDPTC1YluQ8364cy/dgph7RrRa/oofr11VrF0sZ8vJH7DXkwebgz6bCJ1+rTh2KodBkTsOtWwQqdqj7omIi+LyINFpmeIyLMiskRENotIrIiU+Ap1EXlSRDaKyHYRec4xr4GI7BaRj0Vkp4gsFBEfx7ImIrJYRLY5tt24tO1cDjVbNSH72EksJxJRVisJi2IIje7ilCasT1fi/1gBQOKydQR1aQNAaHQXEhbFoPKsWOITyT52kpqtmlyuUMskNsGTeoFW6gZY8XCD/zTNZOkhH6PDumRu9TqQnxSHSjkKtjzytvyGe5uri6Xz+s9Ecpd+AHk5BkR54TwatcGWcBSb+TjYrFjW/4V3p35OaZQls+Bv8fKhol16/Vs2xXIsnpwTCSirFfPi1YT07u6UJqR3NxL/XAZA0vI1BHZuZ0Sol6TBgPbs+2UdAInbDuNV0wffsJpOaayWPE6s3wdAfp6NpF3/UiMyyOWxXohLzY+fwfmxZReey27eXqgivYTrj76Bbp+/RI/Zr9Ho3uElrh8W3YX4P1cCcGrHftz9/fAMCbysMZeXLl3rExBQOa/bPs2bkxN/gryT8SirlVMrluN/RS+nNHkJCeQcPgyq4veI8G3enJwT8eTGn0RZraQuX0FAryuc0uQmJGA5fBhVSdo91b+yA/sd1wTz9kN4+vviExrglMZmySV+g70G1X5NiMMvomJe48pTvirbpzKq0gUdYC5Q9JHKLcCXwBClVCegP/CGiDi9KlZErgaaAt2ADkBnEYl2LG4K/E8p1RpIA8484pjjmN8e6AnEn2c75co7LBhLYnLBdE5iCl5hIU5pvMKCyUlIAkDZ8rFmZOER4I9XWAg5Z63rHRZsn1DQ4d1n6frFK9S6aeDlCP2iJGa4E1nDWjAdUcNGYqZbsXSLDvgyZE4UE34PJT69+PKKQgIiyE87UTCt0uIxBUQ4pTHVbo0pMArr7mWuDu+imYLCsaWcLJi2pSRiCoools53wAhCX1uA/y0TOD37FVeGeF6eYcHkJCYVTOeYk/E8cz6UlMaWjzUzC/cAfwC8oyLo8NmbtP3vTGq2a+WyuC+UX0QgGfEpBdMZJ9PO+QPv6e9D/f7tOLZ2jyvCu2h+EYFkFslP5sk0fC8gP8crQH7C+nal59y36PjmZHbNtDdZDe7eDt+6UWy46xnWjZlEzRaNCOzQsti6XmHBWBIKj1NLYnLBddvk6UH3L2bR9dOZhEV3dU1mqgmPkFDyzIkF09YkMx4hIedYo2LzDA0hN9FcMJ1rTqrU+QHwCw8i82SRa0JCKn4RgaWm9/T3oV6/9pxYt9sF0RlLqbJ9KqMq3XRNKbVFRMJFpBYQBqQCJ4G3HAWOfKA2EOGYf8bVjs+ZdkI1sBdY/gUOK6W2Oub/AzQQEX+gtlLqJ8f3WqCgwFTSdlaWf24vj3/um0qOOQWPoJp0fHcqWXHHSdtasS8G/RpmM6hZJp7uMC+2BlMWhfLZ0ASjw7o0InjfNJXsb58wOpJylbVkLllL5uLd4z/UuPFeTn081eiQykVucgobb74X6+l0/Jo3ptVLk9k85mFsWdlGh3ZJxM3EwDfGEvv1MtKPJZ1/hQpO3EwMeGMsOypIfswrNmJesZHADi1pfN8INj88k5Du7Qnp1o4eX9v71bj5eONbN/KirrurB48nx5yKT61wOv9vGhkH/yX7eCW9BmraZSRuJvq/fi87Zy+pENeEy63i1zGWvypd0HGYDwwDIrHX8IzCXujprJTKE5EjgPdZ6wgwSyn1odNMkQZA0bZDNuBc9e8lbqfEhCLjgHHnS1caizkF7/DCpzBe4cHkmJOd0uSYU/CKCCXHnIK4mXCv4UveqXRyzMl4nbWuxZxSsA5AXuppzCs2ULNVE0MLOuE1rJzMKDxsEzLcCPezOaUJ9Ck8lW9uncGbMRW3OlqdSsAUWKtgWgKjyD9V5IbEqwamyGb4PWjv7Cr+Yfje8wlZn46tkAMS5Kcm4hYcWTDtFhxOfmrpN1iW9X9R844prgjtguWaU/AKDy2Y9goLIdecUmKaXHMyuJlw9/PF6ujHZs2z/z9z70EsJ07iU7cWGXsPui4DJWg9sh8th/cGwBx7hBpRwYA9phqRgWQmlNyfre/zozkVl0jsV0tcFeoFaT2yHy2K5MevSH78IgPJKiU/0Qbnp86wa6hz0wAAtkyYRU6SPc60rbvxqR2BR4A/Ahz+6meO/7T43OuaU/COCAXszW+8w0OKXLft280+kUjq5l34N2+gCzrlJC85CY+w8IJp99Aw8pKTz7FGxZablIxneFjBtGdYaKXMT8vb+tFiuL3BjDn2MH6RhbXwfhFBZCaklbhe7+fGcDoukZ1fV6xrnFZ+qnrTNbAXbm7FXtiZDwQAiY5CTn+gfgnr/A3cLSI1AESktoiEl5AOAKVUOnBMRAY70nuJiO/FbEcp9ZFSqotSqktJy88nffcBfOtG4R0Vjri7E3FVL5JWbXJKk7RqE1GD+gIQ3r8HqZt2FMyPuKoX4uGOd1Q4vnWjOL3rACZvL9x87WVAk7cXwd3ak3HIeTQjV2sTkcu/ae4cO+VOng3+3O9H/0bOT8vNRZqyLTvsQ6OgvLM3U2HYjm7DFNYACa4Dbh54dLwB645FhQks6WRM60TGzN5kzOyNLW5LhS3kAOQd3olbRD3cQmuDmzve3a8lZ8sKpzRuEfUK/vZqH40t4d+zN2Oo9D378akbhZfjXAob2JuUmA1OaVJiNhD+n/4AhPbrSdpm+/5wD6wJJvtl1atWBN51orCcMP4Gc+c3y/l+yEy+HzKTw0u20uymHgCEt29Ibno2WebTxdbp+uhNePr7EPPSvGLLjLbzm+X8MGQmPwyZyZGLzM8aA/Nz7Pu/WTdmEuvGTMLk7Vkw3795Q0weHuSdSidp/TZqX98fNx8vALzCgvAIqum0bk5SKuZVm4j6j/3GLqBNU6wZWeQmp+Hu74d42B8GeQT4E9i+OZmHjxUPRrsk2Xv34lWrNh4RkYi7OwF9+5G+bo3RYV2yrL178apdC8/ICMTdnaB+fTm1Zp3RYV203d8u56ehz/PT0OeJW7KVpo5rQli7RuSmZ5OddKrYOp0fGYxnDR/Wzprr6nANUx376FT5Gh2l1E5H07LjSql4EZkD/CYiscAmoFhDbaXUQhFpCax1dN/JAEZjr8EpzRjgQxF5HsgDhp9jO4mlb+bSKFs+e1//lI7vTAGTifgFy8g8fIxG947g9J6DJK3axInfltJq+sNcMf+/5J3OYMfUtwDIPHyMxCVr6fHtW47tfAL5+XgGB9DulScBEDc3EhauJmXd1vIO/aK4m+CZfinc90s4tnwY0jqDJiF5/N+6AFqH59K/UTazt/qz/LAPbiYI8Mpn5lUVuDo634blx2n4jvvKPrz0hnnkJ+zH69oJ2I7GYt25+PzbqEjybZz+ehZBT75vH1565c9Yjx+kxpDx5B3ZSc6WFfgOvBXP1j3Amkd+VnrFa7Zmy+fgmx/T5s3pYHIj4ffFZB0+Sr17biNjzwFSYjZycsFimk99jM7fvW8fXnrGGwAEtG9NvbG3oaw2yM/n4OsfYE2vWEOb/7tiB/Wi23Lbwpn24Zif+bJg2bCfnuX7ITPxiwik8wODSD0Yz7Af7TVuO+YsY8/3MUaFXaoz+bm1hPzc/NOz/ODITydHfm525GenwfmJ6N+DqEHRKKsNW04usc/ar8cp67cT36A2XT95EQBbtoUd0/9LXqpz4S0pZguhPTvR64d3sVly2fXCewD4NahNy6fH2TvCi4nDX/5M5uHjrs3ceTzx+A9s2BBHWmoW/aPf4qGH+3Hz8I5Gh3Vh8vM58d5/afDiy4jJROrCv8iJiyN8zB1k799H+rq1+DRrTr2pM3Dzr4F/9ysIH3MHB+4ba3TkJcvP59h/36Pxyy/ah5f+ayGWuDgi7xhD1r79nF67Dt/mzWg4YypuNfwJuKI7kXeMYc/Y+4yOvFRHV8ZSN7ott/z1IlZLLiunfFGwbMiP0/hp6PP4RgTR8f7rSDsYz5Af7L9Bu+YsZe8PFX/o7LKopGWVMhFVWXsXVWEiohZ3H2Z0GOVm4Prvyf0/L6PDKDeeD+VwakJJFYGVU8BbccTfXnlGDTufqK+2s6pXiYMpVkp9Yn7h/eaX3Kq1Qnpg70d8UIXydP/ej1jYreTR0SqjqzfMx6pmGx1GuXGX0cReM8DoMMpN27+XsHnANUaHUW46Lfmbj1tW0ILgJRi762M5fypj3BP2aJlu+j81v1Nh81aaKl+jo2mapmmapmnVXXWs26gOfXQ0TdM0TdM0TatmdI2OpmmapmmaplVxenhpTdM0TdM0TdOqnMo6clpZ6IKOpmmapmmaplVx1bCco/voaJqmaZqmaZpW9eiCjqZpmqZpmqZVcUa/MFREgkVkkYjsd/w/qJR0NhHZ6vj8WmR+QxFZLyIHRGSuiHiWtH5RuqCjaZqmaZqmaVWcUmX7lIOngSVKqabAEsd0SbKVUh0cnxuLzH8FeEsp1QRIBe453xfqgo6maZqmaZqmVXH5ZfyUg5uALx1/fwkMvtAVRUSAK4HvL2Z9UdXx7UEVnIjonaJpmqZpmlbJKKXE6BhKc0vgI2W6v5x/6r/3AeOKzPpIKfXRha4vImlKqUDH3wKknpk+K50V2ApYgZeVUj+LSCiwzlGbg4jUBf5USrU513fqUdcqqHV9rzM6hHLTY8Xv/NZppNFhlJsbNn9D3C1djQ6j3NSft5H9g3sZHUa5afpzDHPb3W50GOVmxPav+F+z+4wOo1w9uO9Dfu44yugwys3gLXP4u+stRodRbq7ZOI/YawYYHUa5afv3EqxqttFhlBt3Gc2KnoONDqPc9F3zMwu7DTc6DO0COAo15yzYiMhiILKERVPO2pY6x4P9+kqp4yLSCFgqIrHAqUuJWRd0NE3TNE3TNK2Kc0VzIaXUwNKWiUiCiEQppeJFJApILGUbxx3/PyQiy4GOwA9AoIi4K6WsQB3g+Pni0X10NE3TNE3TNK2KM3rUNeBX4A7H33cAv5ydQESCRMTL8Xco0AvYpex9bZYBw861/tl0QUfTNE3TNE3TqjhVxv/KwcvAVSKyHxjomEZEuojIJ440LYFNIrINe8HmZaXULseyp4DHReQAEAJ8er4v1E3XNE3TNE3TNK2KK6damUumlEoGinUAVEptAsY6/l4DtC1l/UNAt4v5Tl2jo2mapmmapmlalaNrdDRN0zRN0zStiiund+FUKrqgo2mapmmapmlVXHV8d2a1LeiISCAwUin1ntGxXA4B3TpR/6FxiJuJxN8XEv/N907LxcOdxpMfx695E6yn0tn//CvknkwkZGA/om4dWpDOt1EDdox7lKwDh12dhWJaP3k74b3aY7PksnXGh5zec6RYmoAWDWj/3P24eXmQGLONna995bS80ehBtJowir8H3EdeWoaLIj837/Y9CLpzIphMZC79hdO/OMfsf91Ialx5I8pmI/90GskfvIAt6aRB0Z6fb8fuhN7zKJhMnF68gLQfnd9fEXjjCGoOvB5ls2E7nUbi/83Cak4wKNrSdXxqFJG97cfbhqkfk7YnrliaoJYN6PrCWNy8PDm5ehtbXpkDQECzunR+9k7cfb3IOpHEuskfYM20uDoLpeo95Rbq922D1ZLLkqe/JGnXUafl7t4eXPPOOGrWC0PZ8jmybDvr3vjZmGBL0fbJMYT37oDNksOW6R9xqqTrQcsGdJpxHyZvTxJXbyX2ta8LljUccRUNb7kKlZ9Pwuqt7HrnOxdGX1zziXcS1rMjNksOO55/n/S9xa+5/i0a0mbaeNy8PDGv2cLeN74AIGJADxrfOwy/BrVZf9cUTu8+5OLoS1ejc1eiHhgPJhOpf/1J0jznf2ffNm2Jun883g0bcXTWTE6vXmVQpJduyuRfWbF8H8Ehfvy64AGjw7kgQd070vixexCTiZO/Lebo7B+dlouHO82nPop/88bknUpn97TXyTlpxr9lU5o+VZjHuM/mkrxyvavDB6D543cR6jhndr7wXqnnTOupD+Lm5UnSmi3sffNzANxr+tFu5gR8aoWRfcLM9ilvYU3PxLd+LVpPHU/N5g058MF3xM35zdXZuqyqY41Ode6jEwiMNzqIy8JkosGjD7D3qelsv2M8IVf2xad+XackYYOuxpqRybZR44j//hfqjbsTgOTFy9kx9hF2jH2Egy++QU58QoUo5IT3ao9f3UiWDZ7I9pmf0nbyXSWmazv5bra/8AnLBk/Er24kYT3bFyzzjggmtEdbsuKTXBX2+YmJoLsnkTjrUeIfH4Fvr2twr93QKUnukb2cnHwHJyeNImv9UgJHPWxQsBfAZCJs3OOceOEJ/n1kNP69B+JRp4FTkpxD+zj6xFiOTriTjDXLCbm94p2Gkb3bUaNeJH/eMIlNz39O52fvKDFdp2fvYNNzn/PnDZOoUS+SyF7tAOg6/W5i35nHwmHPcnzpP7S4c5Arwz+netFtCGgQzpyrp7F86hz6zij5Zb5bPlvEt/+ZwbwhLxLZqTH1olu7ONLShfdqj1+9SJbcNJFtMz+l/eQ7S0zXfvJdbJ35CUtumohfvUjCe9r3T2iXlkT168zyW59h2fCnOfDVHy6MvrjQnh3wqxvJ6psfZdesj2n11D0lpmv11Fh2vfQRq29+FL+6kYRe0QGAjINH2TrpDVK37HZh1BfAZKLWgw9z5NlnODDuHgL69cerXj2nJHnmRI698Sppy5YaFGTZDRnano8+qUQvwDWZaDJxHDsmvsCmUY8QNrA3vg3qOCWJvH4g1vRMNo4Yz/G5v9FwvP0lzJmH4th8zxNsvvNxdkx8gaaTHgA3199KhvbsiG/dSGKGPcLulz+i5aSxJaZrOeleds/6kJhhj+BbN5IQxznT8PbBpGyKJWbYo6RsiqXB7YMByDudwd43PudIFSvgVGfVuaDzMtBYRLaKyGsi8qSIbBSR7SLyHICINBCRPSLyhYjsE5E5IjJQRGJEZL+IdHOkmyEiX4vIWsf8ex3zxbHtHSISKyIjXJGxGi2aYTkeT058AspqJWXpSoJ69XBKE9SrB0l/LQEgZcVqanZuX2w7IQP6krx0pStCPq+Ivp059rv9SV/ajgN41PDFKzTQKY1XaCDuNXxI23EAgGO/ryKyX+eC5a0fH8Pud76FClR169mkNdaEY9gST4DNStaahfh2jXZKk7PzH1Rujv3v/bG4h4QbEeoF8W7akrz4Y1gTToDVSsbqxdTo1tspTfaOLQX5sezbiXtImBGhnlPt/p048lsMACmxB/Hw98U7NMApjXdoAB5+3qTEHgTgyG8x1L6yEwA16kdi/mcvACfX7qT2gC4ujP7cGg5ox96f1wGQsO0wnjV98A2r6ZTGasnjxPp9AOTn2UjadRS/iCCXx1qaqH6dObpgNQCpsQfx8Pcr+Xrg50OqY/8cXbCaqP72/dBg2ED2f/4b+XlWAHJTT7su+BKERXflxB/2a+2pHftx9/fDMyTQKY1niD0/p3bsB+DEHysJ69sVgMwjx8n6N96lMV8In+bNyYk/Qd7JeJTVyqkVy/G/opdTmryEBHIOHwZVeZ81d+lan4AAH6PDuGD+LZuSfSweywn7PYJ5yWpC+jgPZBXSpxsJfywDwLx8DUGd7Q8J8nNywWbfVyZPD8N+T8OiuxD/58WdM/F/riTccc6ERXflxO8rADjx+4qC+Xmppzm9+yDKanNRTlxLKVWmT2VUnQs6TwMHlVIdgEVAU+xD1nUAOovImbvNJsAbQAvHZyTQG3gCeKbI9toBVwJXANNEpBYw1LG99tjHC3/N8SbYy8ozLIRcs7lgOtechEdYSOlpbPnYMrJwD3C+2Qnp36fCFHS8w4PJTkgumLYkpuAd5nzj5R0WRHZCSmGahBS8w4MBe0HJYk4hff+/rgn4ArkFh2FLLmy2ZU1OxC2o9Bv/Gv1vJHvrWleEdkncgsPISyp80bE12YzbOQoyNQdeT9ZmY5o9nItPeJDT8ZadkIJPeFAJaVJLTHP64HFq9bcXeupe3RXfyGAXRH1h/CICyThZGHfmyTT8IgJLTe/p70P9/m05vnaPC6K7MN5n75/EFHzOuh74hAVhSUxxSuPt2D816kcS3Kk50V/OoNfHUwhs1cg1gZfCOzwIi9P1Lbng2lWYJtgpP5Yi+amoPEJCyTMXuR4kmfEICTnHGporeIUFk5NY2LIhJzEZz7PuEbzCQgrT2PKxZmbhHuAPgH+rpnSe/Q6dv3qb/a99UFDwcSWvsGAsCYV5sCQm4x121jkTFowl0fm88nKk8QwOIDc5DYDc5DQ8g50fZFVV+WX8VEbVuaBT1NWOzxZgM/YCTVPHssNKqVilVD6wE1jieDtrLNCgyDZ+UUplK6WSsL/gqBv2AtG3SimbUioBWAF0dUWGysqvZTPyc3LIPly8X0JlY/L2pMndN7L3g+/Pn7gC8+19LZ6NW3L616/Pn7gSqNH3arwbtyD152+MDqXcbZz+KU1GDGDgt8/h7utDfl7lfDoobiauevMeYr9exuljFajJZxmJmwnPmjVYeccMdr79LV1eecjokDSt0kjftZ9/Rj/K5rGTqDvmZsTTw+iQyq6S1lZcrHylyvSpjKrtYARnEWCWUupDp5kiDYCcIrPyi0zn4/zvd/YRcFFHhIiMA8ZdzDqlyTUn4xlW+BTdMyyUPHNyiWlyzcngZsKthi/WU4XNN0KujCZ5yYryCOeS1R9+FfWG9Afg1K5D+ESEcOY5tHd4MBZzqlN6izkVn4jCJzreEfYnoH51IvCtFUb0t7MK1o2e8yKrb59GTvIpl+SlNLYUM24hEQXT7iHh2FLNxdJ5te1KwNC7SJhxP1jzXBniRbGlmPEILWxa5x4Shi25eH582nUheNjtHH/2oQqTnyYjBtBwaF8AUncexiciBLA3efCJCCY70fl4y05MxadIc66iadKPxLPy/tcAqFE/gqjo4k1DXanNyL60usXehDAxNo4akYVx+0UGkpmQVuJ6/V4YxakjiWz/0vj+Ew1vGUh9x/Ugdechx/6x8wkPJvus60G2OdWpVsQnPBiLY/9kJ6YSv3QjAGk7D0G+wjPQn9y09MudjQJ1h11N7cH29+ad3nUQ7yL58Q4Pcaq9gTM1OEWub0XyU1HlJSfhEVbkehAaRl5y8jnW0Fwhx5yCV3howbRXeIj9XsApTTJe4aEF9wjufr5YTzmfH9lxx8jPtuDXqB4Zew5e9rjrDLuGOjfZz5lTuw7iHREK2JsIe4eHYDGfdc6YU/AOdz6vchxpclNO4RkSaK/NCQk0vPmqq6iLuzWtEqpzjU464O/4+2/gbhGpASAitUXkYjtC3CQi3iISAvQDNgKrgBEi4iYiYUA0sKGklZVSHymluiilytyYP2PvPrzr1MIrMgJxdyf4ymhS1zg3D0pbs57Qa+0XjOC+vTm9eXvhQhFC+hnfbC1u/iJWjXyGVSOf4eTyTdS5rg8AgW2aYM3IJicpzSl9TlIa1oxsAts0AaDOdX1IWPEP6QeOsuiq8Sy94TGW3vAYlsQUVo6aYnghByD34C48IuviFlYL3Nzx7Xk12ZucRx3yaNCM4LGTMb/6BPmnK/aNjWX/Hjyi6uIeHgXu7tToPZDMjTFOaTwbNiX8gSeJf+lpbKfSjAm0BAfmLmHRiGksGjGN48s20+AGe1+C4LaNycvIxpLkfLxYkk6Rl2khuG1jABrc0IvjyzYD4BXsuLSI0Oremzg039iCwo5vVjBv8IvMG/wihxdvpflge5+9iPYNyU23kGUu/iPf7bEb8azhw+qX5rs63BIdnreY5bdNYfltUzi5/B/qXm8vuAW1bUxeRlbJ14PMbIIc+6fu9b2JX/4PACeXbSK0SysA/OpFYvJwd2khB+Do9wtZN/op1o1+isQVG6k1yN5aOqBNU6wZWQXNas7ITbbnJ6CNvbFBrUHRmFdudGnMFyt77168atXGIyIScXcnoG8/0tetMTqsai99z3586kThHRWOuLsTNqA3yaudj6Xk1RuJGGR/sBDWrydp/8QC4B0VXjD4gFdEGD71a2OJT8QVjn3/N+vGTGLdmEmYV24g6j8Xd85E/Sca88pNAJhXbaLWdfYHW7Wu61vhzyXt0lXbGh2lVLJjUIEdwJ/AN8BaEQHIAEYDF9PeZDv2JmuhwAtKqRMi8hP2PjvbsNfwTFJKXf5xgW35HHnnA5q/9jxiMmH+cxHZR/6l9l2jyNy7n7Q1G0j8YyGNn5lI+zkfYT2dwYHnXylY3b99G3LNZnLiK86Qv4mrtxLeqwP9f3kTmyWXbTMKK9/6fPMSq0bau0vFvvw57Wfch5u3J+aYbSTGbDMq5AuTbyPls9cIf+Zd+/DSy38j79ghAoaPI/fQbrL/WUXQ6EcwefsQOsFeI2VNOknSa08YHHgp8m2YP36TWtPfREwmTi/5ndyjhwm+7R4sB/aQtTGG0DseRLx9iHzyBQCs5gTiZz1tcODO4ldtI6p3OwYteA2rJYeN0z4pWHbV3OdZNGIaAJtf/JJuL9yLm5cn8THbObna/sCg3rU9aHLrQACOLdnE4Z8rzpC5cSt2UK9vG0YtegFrdi5Ln/myYNktP09h3uAX8YsIpMsDg0g9GM8tPznOrdnL2f19TGmbdamE1VuJ6N2egb+8gc2Sy5YZHxUs6/ftiyy/bQoA22d9QcfnxuHm5UnCmsLrQdwvK+g4Yxz9580iP8/G5ukflvg9rpIUs4XQnh3p/eM72Cy57Hzh/YJlPWa/wrrRTwGw+9VPaTNtPCYvD5LWbCVpzVYAwvt1pcXEu/AMqknHN58ifX8cmx95yYisOMvP58R7/6XBiy8jJhOpC/8iJy6O8DF3kL1/H+nr1uLTrDn1ps7Azb8G/t2vIHzMHRy4r+QRtCqqJx7/gQ0b4khLzaJ/9Fs89HA/bh7e0eiwSmfL58BbH9PmzemIm4mTC5aQdfgo9cfeRvqeA6Ss3sjJBYtpMfUxus59j7zTGeyZ/gYANdu1pPWYoSirDZWfz4HXPyxW0+MK9nOmE71+eBebJZddLxS+KaTH16+ybswkAPa8+gmtp43H5OVJ0tqtJK3ZAsCRL3+m7UsTqH3jlWTH24eXBnvfne5fvoy7nw8qX1Hv1kGsufVxbJnZLs/j5VBZ+9mUhVTWURQqEhGZAWQopV4vp+2pdX2vK49NVQg9VvzOb51KHsK2Mrph8zfE3VIpulpdkPrzNrJ/cK/zJ6wkmv4cw9x2txsdRrkZsf0r/tfsPqPDKFcP7vuQnztWouF4z2Pwljn83fUWo8MoN9dsnEfsNQOMDqPctP17CVY1+/wJKwl3Gc2KnoONDqPc9F3zMwu7DTc6jHJz1fp5YnQMpenvd3+ZbvqXZX5QYfNWmmpbo6NpmqZpmqZp1UVlHVCgLHRBpxwopWYYHYOmaZqmaZqmlUYPRqBpmqZpmqZpmlYF6BodTdM0TdM0Tavi8qthjY4u6GiapmmapmlaFacLOpqmaZqmaZqmVTm6j46maZqmaZqmaVoVoGt0NE3TNE3TNK2K003XNE3TNE3TNE2rcvIl3+gQXE4XdDRN0zRN0zStiquONTqiquFbUis6EdE7RdM0TdM0rZJRSonRMZSmk9+YMt1fbs78usLmrTS6RqeC2tj/P0aHUG66LvuTHddeaXQY5abNX0vZP7iX0WGUm6Y/x7Dn+mijwyg3LRasZE6bO40Oo9yM2vEFHzQfZ3QY5er+vR/xW6eRRodRbm7Y/A1/dLnV6DDKzaBN37F5wDVGh1FuOi35mxU9BxsdRrnpu+ZnrGq20WGUG3cZXaX2j1ax6IKOpmmapmmaplVx1bHpmi7oaJqmaZqmaVoVpwcj0DRN0zRN0zStysmn+hV09AtDNU3TNE3TNE2rcnSNjqZpmqZpmqZVcdWxRkcXdDRN0zRN0zStilO6oKNpmqZpmqZpWlWjByMoByISCIxUSr0nIrWAd5VSw8r7e87x/V2A25VSj5TzdgcD+5RSu8pzu5dLza6dqffQfWAykfTH35z8dr7TcvFwp+HTT+DbrAnW0+kcen4WuQmJiLs79R9/GN9mTUHlc/T/PiR9W6xBuShZjc5dibz/QTCZSPvrD5Lmf+e03LdNWyLvexDvho049vJMTq9eaVCkF8a3Y3dC73kUTCZOL15A2o/O70cIvHEENQdej7LZsJ1OI/H/ZmE1JxgU7fn5dupGxL0Pg8nEqUW/k/L9N07Lg266hYCrrwObDevpNE6+80qFzg9A56dHUqtPO6yWXNY9+ympu+OKpWn38FAa3tgLz5q+zO/+gAFRXrieU0ZQL7oNVksuyyd/QdKuo07L3b09GPj2fdSsF4ay5RO3bDsb3vzJoGhL1vrJ2wnv1R6bJZetMz7k9J4jxdIEtGhA++fux83Lg8SYbex87Sun5Y1GD6LVhFH8PeA+8tIyXBR5yVpOvIOwXh2wWXKJfe59Tu89UixNzRYNaTf9fkxenphjtrL7jS8BaP7ISML7dCI/z0bWsQRin/8Aa0aWi3NQMv+unakz/gHEZCL5z79I+G6e03K/tm2oM/5+fBo15MjMWaStWm1QpKUL6t6Rxo/dg5hMnPxtMUdn/+i0XDzcaT71UfybNybvVDq7p71Ozkkz/i2b0vSpwmtB3GdzSV653tXhX7Qpk39lxfJ9BIf48euCin0tO+NS99EZXhGhdJn9LnGfzeXYt7+4OnyXqY5N1y7HYASBwHgApdQJVxZyHN+5qbwLOQ6DgVYXs4KIGFNjZjJR79Hx7Ht6Gjvvup/gK/viXb+uU5LQ/1yDNT2DHWPGkvD9T9QZd7d9/nXXArBr7Hj2PTmFOg+MBalAL8I1mYh68BHipk7m4H13E9DvSrzq1XdKkpeYyPE3XuXUsiUGBXkRTCbCxj3OiRee4N9HRuPfeyAedRo4Jck5tI+jT4zl6IQ7yViznJDbxxsT64UwmYi4/zGOzZjE4QfvwD96AJ51nfeP5dB+4h4fx5FH7iYjZgVhd91vULAXplafdvjXj+C3655mw3Nf0PXZMSWmO75iK3/f9ryLo7t4daPbEFA/nO+umcrKabPpPX1Uiem2f76QeYOm88PQmUR2akzdPq1dHGnpwnu1x69uJMsGT2T7zE9pO/muEtO1nXw321/4hGWDJ+JXN5Kwnu0LlnlHBBPaoy1Z8UmuCrtUYT074FcvkpVDJ7DzpY9p/fQ9JaZr/fTd7HjxY1YOnYBfvUhCHflJXh/L6lsnETPyKbL+jafxnTe5MvzSmUzUffhBDj7zLLvvGUdQ/35416vnlCQv0Uzcq2+QunSZISGel8lEk4nj2DHxBTaNeoSwgb3xbVDHKUnk9QOxpmeyccR4js/9jYbjbwcg81Acm+95gs13Ps6OiS/QdNID4Fbxx4AaMrQ9H31S8nWhQirDPjqj0cN3kbJuiyujrpZEJFhEFonIfsf/g0pI019Ethb5WByVDYjIFyJyuMiyDuf7zstxxr0MNHYEMF9EdjiCu1NEfnZk7IiIPCQij4vIFhFZJyLBjnSNReQvEflHRFaJSIvSvkhEhovIDhHZJiIrHfP6icgCx99hju/bKSKfiEiciISKSAMR2S0iHzuWLRQRH8c694rIRsc2fxARXxHpCdwIvObIV2MRWe6oPcKxzSNF8vmriCwFloiIn4h8JiIbHHm97L9Afi2akXP8BLnxJ1FWKylLVxLY8wqnNIG9epC8cDEAqStW49/J/oPpU78ep7dsA8CadgpbRiZ+zZte7pAvmE+zFuSeOE7eyXiU1cqpFcvw79HTKU1eYgI5Rw6hVMV/MZZ305bkxR/DmnACrFYyVi+mRrfeTmmyd2xB5eYAYNm3E/eQMCNCvSD2/BwnLyEerFbSVy6lRvez8hO7BZVjz0/23l14VOD8ANTu35HDv64BIHn7ITz9ffEODSiWLnn7ISxJp1wd3kVrMKA9+35ZB0DitsN41fTBN6ymUxqrJY8T6/cBkJ9nI2nXv/hFFvs9MkxE384c+30VAGk7DuBRwxev0ECnNF6hgbjX8CFtxwEAjv2+ish+nQuWt358DLvf+RYqwHUivG9njhfJj7u/L14hgU5pvEICcfcrzM/x31cR0bcLAEnrY1G2fMf6+/GOCHZd8Ofg27w5OSfiC36LUpevIKCX829RbkIClsOHUfnG74eS+LdsSvaxeCwnElBWK+Ylqwnp080pTUifbiT8YS+omZevIahzOwDyc3LBsV9Mnh4V4li7EF261icgwMfoMC5YWfbRmWWW+ESyDv/r0riNoLCV6VMOngaWKKWaAksc084xKrVMKdVBKdUBuBLIAhYWSfLkmeVKqa3n+8LLUdB5GjjoCPDJs5a1AYYCXYEXgSylVEdgLXCmeP0R8LBSqjPwBPDeOb5rGnCNUqo99oLI2aYDS5VSrYHvgaKPkpoC/3MsSwNudsz/USnV1bHN3cA9Sqk1wK8U/uMePM+/QSdgmFKqLzDFEUM3oD/2wpLfedYvE8/QEHITC59S5iYl4RkWUkIaR7Vtfj62zCzca9Yk6+AhAnt2B5MJz8gIfJs1wSOs4tyIeoSGkmcurG7OSzLjHhJqYERl4xYcRl5SYsG0NdmM2zlu/GsOvJ6szRW36YN7SGix/Jxr/wRcNYiMfypufgB8wwPJOplSMJ2VkIpveMW56b9YfhGBZMYX5ifzZBq+EaXnx9Pfh/r923F87R5XhHdBvMODyU5ILpi2JKbgHeacB++wILITCvNpSUjBO9xeAIjo2xmLOYX0/RXjxsY7LBjLWfnxCncurHiFB2NJLJKfxGS8w4oXaOrc2A/zmm2XL9iL4PQ7A+Sak/AICTnHGhWPV1gwOUV+T3MSk4v9nnqFhRSmseVjzczCPcAfAP9WTek8+x06f/U2+1/7oKDgo5Wfsuwjk483dUcPJe6zua4M2TD5ZfyvHNwEfOn4+0vsraXOZRjwp1LqktviuroOdZlSKl0pZQZOAb855scCDUSkBtATmC8iW4EPgahzbC8G+EJE7gXcSljeG/gOQCn1F5BaZNnhIiXBf4AGjr/bOGqSYoFRwKW011iklDrzi3Q18LQjP8sBb5wLXACIyDgR2SQimy7h+8pN0p8LyTMn0eqDd6j74Dgyd+6GfH1hrghq9L0a78YtSP35m/MnrgRq9rsK7ybNSf3xu/Mn1gwhbiYGvDGWHV8vI/2Y8U28yoPJ25Mmd9/I3g++NzqUctf4rsHkW/M58WfF6+dSXaXv2s8/ox9l89hJ1B1zM+LpYXRIWhH17x7Bsbm/kp9tMToUlyhrQafovarjM+4iQ4hQSsU7/j4JRJwn/a3At2fNe1FEtovIWyLidb4vdHUfkpwif+cXmc53xGIC0hy1QeellLpfRLoD1wH/iEjn861TSiw24Ew97RfAYKXUNhG5E+hXyvpWCguK3mctyyzytwA3K6X2nisYpdRH2GuzEJEy1W/nJiXjGV74FN0zNJRcc3IJacLIS0oGkwk3P1+sp08DcPS9jwvStfjv61iOHStLOOUqLynJqYbJIzQMa3LlvQGzpZjxCA0vmHYPCcOWbC6WzqddF4KH3c7xZx8Ca54rQ7wo1uSkYvkpaf/4tu9M8C1jODr5EVQFzE/TW6+kyc19AUjecRjfyMIn574RQWQlppa2aoXUemQ/Wgy3NyE0xx7BLyoYsFdM+0UGkpVQcn6inx/NqbhEYr8yvr9b/eFXUW9IfwBO7TqET0RIwZMr7/BgLGbnPFjMqfgUacLlHWGvEfGrE4FvrTCiv51VsG70nBdZffs0cpJd1/Sw3vCrqDv4SsCeH++IwifQ3uHB5BSpvQHISSyskbKnCcFiLkxT+/pownp3ZMP4Fy9z5BfuzO/MGZ5hoeQlJ59jjYonx5yCV5HfU6/wkGK/pznmZLzCHb+zbibc/Xyxnkp3SpMdd4z8bAt+jeqRsed8jUK0i1GWfVSzdTPC+vek0fg7cK/hh1L55OfmcuKHP12dDZcoa/OzoveqpRGRxUBkCYumnLUtda77XRGJAtoCfxeZPRl7AcnTEcdTwDk7x16OGp10wP9SVlRKnQYOi8hwALFrX1p6EWmslFqvlJoGmIG6ZyWJAW5xpL0auJD2Jv5AvIh4YK/ROePsfB0BzhSszjXgwt/AwyL2Hv0i0vECYiiTzD378K5dC8/ICMTdneAro0lbu84pTdqa9YRcPRCAoL69Sd+yHQCTlxcmb3sBuWbnjihbPpY45xGZjJS9bw+etWrjERGJuLsT0Lc/6evWGB3WJbPs34NHVF3cw6PA3Z0avQeSuTHGKY1nw6aEP/Ak8S89je1UmjGBXiDL/j141KqDR0QkuLvjH30lGRuc8+PVqCkRD07k+AuTK2x+9n+3lD+HT+fP4dM5tnQzDW+09wMLadeIvIzsStEXp6id3yznhyEz+WHITI4s2Uqzm3oAEN6+Ibnp2WSZTxdbp+ujN+Hp78Oal+YVW2aEuPmLWDXyGVaNfIaTyzdR57o+AAS2aYI1I5ucpDSn9DlJaVgzsgls0wSAOtf1IWHFP6QfOMqiq8az9IbHWHrDY1gSU1g5aopLCzkA/85fRMyoycSMmkzC8k3UdspPFjnJZ+UnOQ1rZmF+al/Xh8QV/wAQekV7Go25gc0TX7f3C6kgsvbuxavIb1FQv76cWrPu/CtWIOl79uNTJwrvqHDE3Z2wAb1JXr3RKU3y6o1EDLIXwsP69STtH/tIpd5R4QWDD3hFhOFTvzaW+ES08lWWfbRt/BQ2DLuPDcPu4/i83zj61Q9VtpDjKkqpgUqpNiV8fgESHAWYMwWZc50QtwA/KaUKnoYqpeKVXQ7wOdCt1LUdyr1GRymVLCIxjkEIdl/CJkYB74vIs4AH9qZnpTU4fk1EmmKvNVniSNe3yPLngG9FZAz2fkAnsRdYapzj+6cC67EXnNZTWLj5DvhYRB7BXrB5HZjnqLb7/RzbewF4G9guIibgMHD9OdKXXX4+//73fZq9MhPcTCT/uRDLkX+pdedoMvft59Sa9ST98TcNn3mCNl9/gi09nYMvvAKAe2AAzV6dicrPJy8pmcOzXr+soV60/Hzi3/8v9We+griZSF34Jzn/xhE25k4s+/aSvn4t3s2aU2/qc7jVqIF/9ysIG30HB+8veRQjw+XbMH/8JrWmv4mYTJxe8ju5Rw8TfNs9WA7sIWtjDKF3PIh4+xD55AsAWM0JxM8q1n+vYsi3kfjB29R57nX78NKL/yD33yOEjLoby/49ZG5YQ9hd92Py9qHW088BYDUncnzmMwYHXroTq7ZTK7odN/zxCjbH8NJn/Gf+c/w5fDoAHSYMp8F1PXD39mTw4jc4+MNKYt+veMOU/rtiB/Wi23Lrwpn24aWf+bJg2c0/PcsPQ2biFxFIpwcGkXownpt/tD+E2zlnGXu+jyltsy6VuHor4b060P+XN7FZctk248OCZX2+eYlVI+3HU+zLn9N+xn24eXtijtlGYkzF6LtyNnPMFsJ6daDvT29js+Sw/fnC/PSaM4uYUZMB2PnK57Sbfj9uXp6Y12zFvGYrAK2evBOTpwdd/2fPd1rsAXa+/Gmx73G5/HyO/fc9Gr/8on146b8WYomLI/KOMWTt28/ptevwbd6MhjOm4lbDn4AruhN5xxj2jL3P6MgL2fI58NbHtHlzOuJm4uSCJWQdPkr9sbeRvucAKas3cnLBYlpMfYyuc98j73QGe6a/AUDNdi1pPWYoympD5edz4PUPi9X0VERPPP4DGzbEkZaaRf/ot3jo4X7cPPyyP6O9dGXYR9VNBRhe+lfgDuwDl90BnOtH8jbsNTgFRCRKKRXvqDwYDOw43xdKZRiZ6lI52u7ZlFJWEbkCeP9Cm8UZSUTUxv7/MTqMctN12Z/suPZKo8MoN23+Wsr+wb2MDqPcNP05hj3XRxsdRrlpsWAlc9rcaXQY5WbUji/4oPnFNoOu2O7f+xG/dRppdBjl5obN3/BHl1uNDqPcDNr0HZsHXGN0GOWm05K/WdFzsNFhlJu+a37GqmafP2El4S6jq9T+iY75qQK9k8NZHf8ry3TTfyx9aZnyJiIhwDzsfdXjgFuUUimOUYzvV0qNdaRrgL1VVl2lVH6R9ZcCYdgrOLY61jnnS9CMec+L69TDXutiAnKBew2OR9M0TdM0TdNcLr98hoi+ZEqpZGBACfM3AWOLTB8BapeQ7qKfmleKgo6ITAGGnzV7vlLqnL0ulVL7gQpc36ppmqZpmqZp2uVQKQo6jgJNxRlKRtM0TdM0TdMqEWV8Hx2XqxQFHU3TNE3TNE3TLl2+MrbpmhF0QUfTNE3TNE3Tqjhdo6NpmqZpmqZpWpVT1heGVkaX44WhmqZpmqZpmqZphtI1OpqmaZqmaZpWxeUr3XRN0zRN0zRN07Qqpjr20RGlyvSSVO0yEBG9UzRN0zRN0yoZpZQYHUNpgnzblen+MjVre4XNW2l0jU4FtbznEKNDKDf91vzE123uMjqMcjNmx+dVbv8s7j7M6DDKzcD13/NV67uNDqPc3L7zM37sMNroMMrV0K2zWRt9vdFhlJsrVi6ocufQxy3Hnj9hJXHv7k9Y2O3sd45XXldvmM+KnoONDqPc9F3zM1Y12+gwqoX8alijowcj0DRN0zRN0zStytE1OpqmaZqmaZpWxSk9GIGmaZqmaZqmaVVNdXyPji7oaJqmaZqmaVoVVx1rdHQfHU3TNE3TNE3Tqhxdo6NpmqZpmqZpVVx1fI+OLuhomqZpmqZpWhWnlO6jU+WIyAwgQyn1ehm3EwiMVEq955iuBbyrlKqQL08I6t6RJo/djZhMxP+2mKOzf3JaLh7utJj6KP7NG5F3Kp1d094g56QZ/5ZNaPbUA2dSceSzuSSvXO/6DJxHl6dHUrtPW6yWXNY++ykpu/8tlqb9w0NpdGNPPGv6Mrf7eAOiLN2l7p+gru1peP9oxMMdlWfl0P++JG3zDpfFHdyjA80m3IWYTJz4dQlxX/9cLO7W0x+2x306nR3PvoUl3gxA/dsHU+uGAaj8fPa9+Rkp67edc5stn3kA/5aNQITsf+PZ9cL/sGVbXJbXorpOvo1afdpis+SyZspnJR5vHR4ZUnC8fdftQQOiPLd2k8YQ0as9NksO/0z/iFN74oqlCWzZgE7PjcPNy5OEmG1sf/XrgmWNbr2KRrcMROXnc3LVNna+850rw3cS0K0TDR6+FzGZSPx9ESe++d5puXi40+SZx/Fr1hjr6XT2P/cqOScTCRnYl1q3Di1I59u4AbH3PkbWgcOuzkK5n0te4SG0nv4QnsGBKKU48fNijs77w+X5KskVz9xKnei22LJzWfHM5ySfdf64eXsy4K37qFk3DJWv+HfZNja+9aNB0RZq/vhdhPbsiM2Sw84X3iN9b/HjxL9FQ1pPfRA3L0+S1mxh75ufA+Be0492MyfgUyuM7BNmtk95C2t6Jr71a9F66nhqNm/IgQ++I27Ob67OFmD/DWr82D2IycTJ3xZzdLbzv7d4uNN86qP4N29M3ql0dk97nZyT5oLlXhGhdJn9LnGfzeXYt7+4OvyLMmXyr6xYvo/gED9+XfDA+VeownQfnWpORM5V8AsECu6WlVInKmohB5OJphPvJXbiTDaOepTwgX3wbVDHKUnU9QOxpmewYcSDHJv7G43G3w5A5qF/+eeeJ/nnzonETnyBZpPuB7eKdZjU6tMW//oR/HLdZNY/9yXdnr29xHTHV2zlr9tecHF0F6AM+ycv7TQ7nnqJf26fwJ6Z/6XFtEddGnfzJ+5h64QXWXfbBCKu7oXfWXHXuvFK8k5nsHb4wxz9dgFNHrS/6NKvQR0irurFupET2PrYizR/ciyYTOfc5r63v2DDmCfZMPoJLAlJ1Bl2revyWjRPfdriXy+CXwY9w7oZX9F96pgS0x1bvo0/b53p4uguTETv9vjVi2DRTU+wZeZndHim5Bf4tn/mTra88CmLbnoCv3oRRPRqB0Bol5ZE9evE0hFTWDJsMvu/MvAG2mSi4WP3s2fSDLbd8SAhA6LxqV/XKUn4dVdjTc9g66j7iJ//C/XuuxOA5MUriB37KLFjH+XAS2+SE59gSCHncpxLymZj/7tfse62CWwa+wx1hl1TbJtGqBPdhpr1w5l/7RRWTf+aXtNHlZgu9vOFfH/9NH66+XkiOjWhTp82Lo7UWWjPjvjWjSRm2CPsfvkjWk4q+QWqLSfdy+5ZHxIz7BF860YSckUHABrePpiUTbHEDHuUlE2xNLh9MAB5pzPY+8bnHDGogAOAyUSTiePYMfEFNo16hLCBvYv9BkVePxBreiYbR4zn+NzfaDje+Xe20cN3kbJuiyujvmRDhrbno09KPu6qG0V+mT6VUcW6gy0nIjJFRPaJyGqguWPechHp4vg7VESOOP6+U0R+FZGlwBIRqSEiS0Rks4jEishNjs2+DDQWka0i8pqINBCRHY5teIvI5470W0Skf5Ft/ygif4nIfhF51RX5r9myCdnH4rGcSEBZrSQuWU1In25OaUL6dCXhj2UAmJevJahzWwDyc3LBZj+YTZ4eoJQrQr4odft35PCvawBI2n4IT39ffEIDiqVL2n6I7KRTrg7vvMqyfzL2HyY3KRWArMP/YvLyRDxcUzFbs1UTso+dxHIiEWW1krAohtDoLk5pwvp0Jf6PFQAkLltHUBf7zUpodBcSFsWg8qxY4hPJPnaSmq2anHObtqzsgu2avDwBY47Fuv07cKjI8eZRyY43gKi+nTi6YDUAqbEH8fD3xeusPHiFBuDh50Nq7EEAji5YTVS/zgA0HD6AfZ8vID/PCkBu6mkXRu+sRsumWI7HkxNvP3+Sl64kqHd3pzRBvbpj/nsJAMkrYqjZqX2x7YQOiCZ56SqXxHy2y3Eu5SanFdQ42LIsZB45jld4sGszVoL6V3Zg/y/rADCXcr22WXKJ37AXgPw8G0m74vCLCHJ5rEWFRXch/s+VAJzasR93fz88QwKd0niGBOLu58OpHfsBiP9zJeF9uzrW78qJ3+3778TvKwrm56We5vTugyircU2I/Fs2dfoNMpf4G9StyG/QGoI6t3NaZolPJOtw8ZrtiqhL1/oEBPgYHYZmkCpX0BGRzsCtQAdgEND1AlbrBAxTSvUFLMAQpVQnoD/whogI8DRwUCnVQSn15FnrPwgopVRb4DbgSxHxdizrAIwA2gIjRKQul5lnWAg5ickF0zmJyXiFOf/geYWFYDmTxpaPNTML9wB/APxbNaXL7Lfp8tVb7Hvtw4KCT0XhEx5E5smUgunMhBR8wo39UbwYZd0/Z4T2u4KMvYdQjpvPy807LLgwJiAnMQWvsBCnNF5hweQkJAGgbPlYM7LwCPDHq1ieU/AOCz7vNls+O54+f3yMX/1aHJ335+XK2jn5Rjgfb1kJqfhEBBoSy6XyCQ8iu0geshNS8DnrJtgnPJjsxLPT2M+rGvUjCenYnL5fzaDPJ1MIbNXQJXGXxDM0hNzEpILpXHMynqEhpaex5WPLzMQ9oKZTmpD+fUhasuKyx1uSy3EuOW0/Kgz/Zg0LbsCN5Ffsep2K3znOH09/H+r1a8+JdbtdEF3pvMKCsSQUHmeWxOTi/85n7UdLkWu5Z3AAuclpAOQmp+EZXPzhiFG8woLJKXIO5SQm41ns+AspTFPkN8jk403d0UOJ+2yuK0PWyolS+WX6VEZVrqAD9AF+UkplKaVOA79ewDqLlFJnrsQCvCQi24HFQG0g4jzr9wZmAyil9gBxQDPHsiVKqVNKKQuwC6hf0gZEZJyIbBKRTRcQ72WVvms/m0Y/xuaxk6g3Ziji6WF0SNpZfBvWpdH4Mex77QOjQ7msds98j1XX30fmkeNEDOxpdDjVlsnNDc8AP1bcPoMdb31Lt1cfNjqkMqnRshn5OTlkV5In0hfDzcebtrOeYN/bnzvVilYG4mai/+v3snP2EtKPJZ1/hcqkAraOuBT17x7Bsbm/km9Qf0mtbKpj07UqPxhBEVYKC3beZy3LLPL3KCAM6KyUynM0cTs7/cXIKfK3jVL+zZVSHwEfAYhIma6IueZkvMILn854hYeQY05xSpNjTsY7PIRcczK4mXD388V6Kt0pTVbccWzZFvwa1SNjz8GyhFRmzW69kiY3RwOQvOMwfpHBnOkW6RcRTHZiqnHBXaSy7h/PsBBav/QUe154F8vxBJfFbTGn4O0UdzA55mSnNDnmFLwiQskxpyBuJtxr+JJ3Kp2cYnkOxuLI8/m2SX4+CYtiqD/6JuJ/X17+GStBs1v703TYmePtiNPx5hsRRHZCmkviKIuGtwykwdB+AKTtPIRPZOHTaJ8I59obgOxE51oenyLnVXZCCieW2J/BpO48hMrPxzPIn9xU52uGK+QmJeMZHlow7RkWQm5Scolpzpw/bn5+WE8VNrcLuTKapCUrXRbz2S7XuSRubrSdNZGTf6/CvHyDazJTgpa39aPFcPv5Y461X6/P8IsIIrOU86f3c2M4HZfIzq+XuCLMYuoMu4Y6Nw0A4NSug3hHhAL2JnXe4SEF/85nnL0fvYtcy3NTTuEZEmivzQkJNLS559lyzCl4FTmHvM781jilScaryDl05jeoZutmhPXvSaPxd+Beww+l8snPzeXED8bUuGsXpzqOulYVa3RWAoNFxEdE/IEbHPOPAJ0df59rEIEAINFRyOlPYQ1MOuBfyjqrsBeQEJFmQD3OXB0NcHrPAXzqROEdFY64uxM+oDfJqzc6pUlevZGIQf0BCOt3Ban/xALgHRVeMPiAV0QYvvVrY4lPdG0GSrDvu6X8MXwGfwyfwbGlW2h4o/3pfmi7RuRmZFXYvhElKcv+cavhS9vXpnD4g685HbvHpXGn7z6Ab93CuCOu6kXSKucKyKRVm4ga1BeA8P49SN20o2B+xFW9EA93vKPC8a0bxeldB865TZ86kQXbDe3Thcy44y7KKez7bhm/D3uO34c9x9GlW2hU5HjLqyTH2+F5i1l267Msu/VZTiz7h7rX9wYgqG1j8jKyyDkrDzlJp8jLzCaobWMA6l7fm/gVmwE4sfwfwrq2BKBGvUhMHu6GFHIAMvbsx7tOLbwiIxB3d0KujCY1xvmmPjVmPWHX2G9YQ/r24vSW7YULRQjp35tkAws6l+NcAmg55QEyjxzn6LcLXJuhs+z+djk/DX2en4Y+T9ySrTS9qQcAYe0akZueXeL50/mRwXjW8GHtLOOaRB37/m/WjZnEujGTMK/cQNR/7IW1gDZNsWZkFTRFOyM3OQ1rZjYBbZoCEPWfaMwr7fvRvGoTta6z779a1/XFvNL5Gm+k9D37nX6Dws77G9STNMdv0LbxU9gw7D42DLuP4/N+4+hXP+hCTqWSX8ZP5VPlanSUUptFZC6wDUgEzpy9rwPzRGQc8Ps5NjEH+E1EYoFNwB7HdpNFJMYxAMGfwP+KrPMe8L5jHStwp1Iqx961xwC2fA689Qlt35yGuJk4uWAJWYeP0mDsraTvOUjy6o3EL1hCy6mP0m3u/8g7ncHu6W8CULNdS9qMGYKy2lD5iv2vf1Sspsdox1dtp1Z0O27642XH8NKfFSwbNN9eGALoOGE4Da7rjru3J0MWv87BH1ax/f0KMAxmGfZP7ZsH4VMnkvp33UL9u24BYPtjz5OXdvlvvJUtn72vf0rHd6aAyUT8gmVkHj5Go3tHcHrPQZJWbeLEb0tpNf1hrpj/X/JOZ7Bj6lsAZB4+RuKStfT49i3Hdj6B/HwUlLhNRGg17UHcfX1BIONAHHte+fiy57Ekx1dup3aftgz+cxbW7FzWTC083q77fjq/D3sOgE6PD6PBIPvxNnTxaxz4cRXb37uQlrOXX8LqbUT27sBVv76OzZLL5hmF/5b9v5vJslufBWDbrC/p/Nw4TF4eJMRsJ2G1fQjwuJ9X0GnGvQyYP4v8PCv/TPvIkHwAYMvnyNsf0OL15+zDS/+xmOwj/1Ln7lFk7tlP6poNJP6xiCZTHqfDnA+xpmew/7nCcWBqtm9NTqKZnHjX1Yae7XKcSwHtWxA1qC/pB+Lo9tVrABx8/xuS1xo7MtbRlbHUjW7LLX+9iNWSy8opXxQsG/LjNH4a+jy+EUF0vP860g7GM+SHqQDsmrOUvT+sNihqSIrZQmjPTvT64V1sllx2vfBewbIeX7/KujGTANjz6ie0njYek5cnSWu3krTG/u995MufafvSBGrfeCXZ8fbhpcHed6f7ly/j7ueDylfUu3UQa259HFumC5sZ2vI58NbHtHlzutNvUP2xt5G+5wApqzdycsFiWkx9jK5z3yPvdAZ7pr/huvjK2ROP/8CGDXGkpWbRP/otHnq4HzcP72h0WJqLiKoi7UarEhFRy3sOMTqMctNvzU983abk4WwrozE7Pqeq7Z/F3SvmSOmXYuD67/mq9d1Gh1Fubt/5GT92GG10GOVq6NbZrI2+3ugwys0VKxdUuXPo45YlD6dcGd27+xMWdhtudBjl5uoN81nRc7DRYZSbvmt+xqpmGx1GuXFjlEFPuc/P3S2oTDf9Vltqhc1baapcjY6maZqmaZqmac4q64ACZaELOpqmaZqmaZpW5VW/gk5VHIxA0zRN0zRN07RqTtfoaJqmaZqmaVpVV0lf+lkWuqCjaZqmaZqmaVVcdeyjo5uuaZqmaZqmaVqVZ+x7dERkuIjsFJF8EelyjnTXisheETkgIk8Xmd9QRNY75s8VEc/zfacu6GiapmmapmlaVadU2T5ltwMYCpT6xmYRccP+rsr/AK2A20SklWPxK8BbSqkmQCpwz/m+UBd0NE3TNE3TNE27rJRSu5VSe8+TrBtwQCl1SCmVC3wH3CQiAlwJfO9I9yUw+HzfqfvoaJqmaZqmaVoVpyiXWpnLrTZwtMj0MaA7EAKkKaWsRebXPt/GdEGnAlJKueTNsyIyTin10eX+HledVq7Kz2g+u9xfAej9c6mqWn7G8Onl/ooCrttHX1/urwD0MXepqlp+xvLx5f4KQO+fS1XV8lORKZVXpvtLERkHjCsy66Oz/01FZDEQWcLqU5RSv5Tl+y+FbrpWvY07f5JKReenYtP5qfiqWp50fio2nZ+KTedHc6KU+kgp1aXIp1jBUSk1UCnVpoTPhRZyjgN1i0zXccxLBgJFxP2s+eekCzqapmmapmmaplUEG4GmjhHWPIFbgV+VUgpYBgxzpLsDOG/hSRd0NE3TNE3TNE27rERkiIgcA64AfheRvx3za4nIHwCOPjgPAX8Du4F5Sqmdjk08BTwuIgew99k5b9tu3UeneqtqbVV1fio2nZ+Kr6rlSeenYtP5qdh0frRypZT6CfiphPkngEFFpv8A/igh3SHso7JdMFHlMy62pmmapmmapmlahaGbrmmapmmapmmaVuXogo6maZqmaZqmaVWOLuhomqZpmqZpmlbl6IJONSMibY2OQSudiDwsIkFGx3E5iIhJRGoaHYdWtYmIn4iYHH83E5EbRcTD6LjKg4gEiUg7o+MoCxHpLSJ3Of4OE5GGRsdUFiISISLXOz7hRsdTHkTER0SaGx1HeRCR2iLSU0Siz3yMjklzLV3QqX7eE5ENIjJeRAKMDqasROQfEXmwChUOIoCNIjJPRK4VkTK9xdhoIvKNiNQUET9gB7BLRJ40Oq5LJSKvOvLjISJLRMQsIqONjutSVbX8OKwEvEWkNrAQGAN8YWhEZSAiyx37KBjYDHwsIm8aHdelEJHp2IeHneyY5QHMNi6ishGRW4ANwHDgFmC9iAw791oVm4jcAGwF/nJMdxCRXw0N6hKJyCtADPAs8KTj84ShQWkupws61YxSqg8wCvtbZ/9x3IheZXBYZTECqIW9cPCdiFxTmQsHSqlngabYx4a/E9gvIi+JSGNDA7t0rZRSp4HBwJ9AQ+w3npXV1Y78XA8cAZpg//GsrKpafsA+mmgWMBR4Tyk1HGhtcExlEeDYR0OBr5RS3YGBBsd0qYYANwKZUDCkrL+hEZXNFKCrUuoOpdTt2Ie9nWpwTGU1A3s+0gCUUluxX7cro8FAc6XUIKXUDY7PjUYHpbmWLuhUQ0qp/difcDwF9AXeFZE9IjLU2MgunlLqgFJqCtAM+Ab4DIgTkeccT0ArHcfbf086PlYgCPheRF41NLBL4+FoNjQY+5uN84DKPKb9mXePXQfMV0qdMjKYclDV8gMgInIF9gc6vzvmuRkYT1m5i0gU9hqDBUYHU0a5juubAnszQ4PjKSuTUiqxyHQylf++Kq+E60BlvWYfwl5rqFVj+oWh1Yyjffdd2G9sFgE3KKU2i0gtYC3wo5HxXYoieRoE/ADMAXoDS4EOxkV28UTkUeB2IAn4BHhSKZXn6HOwH5hkZHyX4EPsNQXbgJUiUh84bWhEZbNARPYA2cADIhIGWAyOqSyqWn4AHsPeNOonpdROEWkELDM2pDJ5HvsbwlcrpTY68rPf4Jgu1TwR+RAIFJF7gbuBjw2OqSz+crzZ/VvH9AhKeMlhJbNTREYCbiLSFHgEWGNwTJcqC9gqIkuAnDMzlVKPGBeS5mr6haHVjIiswH4D/b1SKvusZWOUUl8bE9mlEZF/sFexfwr8oJTKKbLsR6VUpaqlEpHngM+UUnElLGuplNptQFjlSkTclVJWo+O4VI6awlNKKZuI+AI1lVInjY7rUlW1/BTleEBQw9H0S6sAHE2lrwYE+FsptcjgkMrE0RKit2NylePN75WW4xowBfs+Anshe6ZSqtI9ABGRO0qar5T60tWxaMbRBZ1qRkQeU0q9fda8R5VS7xgUUpmISCOl1KGz5jVUSh02KqayKKW5XbqjyVel46ih+hxIx17A7gg8rZRaaGhgl0hEhgN/KaXSReRZoBP2m4DNBod2SapafsA+AAZwP2ADNgI1gXeUUq8ZGtglcjRZnYm91u0voB0wQSlV6TrxO0ZYiz9z0ywiPkCEUuqIoYGVgYhEAt2BfGBjZX5IICJuwGKlVH+jYykvIuKJvWk7wN7K+luqXbrK3pZUu3i3lzDvTlcHUY6+v8B5lcVmwAzsw948xQwcEZHNItLZ0Mguzd2Op+lXY+9rNAZ42diQymSqo1DQG3uH8E+B9w2OqSyqWn5AD4BRkc3HXiA4w+aYVymJyFjso64NAYYB60TkbmOjunRKKRuQXxVGZAUQkX7Yf0f/B7wH7NPDS1c/uo9ONSEitwEjgYZnDRXpD6QYE9WlE5EW2EdSCjhrEIWagLcxUZWLRdibFf4NICJXAzdjrxV5D/uTw8rkzAh4g4CvHX0mKu2oeNhvzMDex+0jpdTvIjLTyIDKqKrlB5wHwPg/Rx+3ytx0odiAEZX4FHJXSuWemVBK5TqeuFdWTwIdlVLJACISgr0/y2eGRlU2GUCsiCzCMToeVNp+LW9gf1CwF+zv1cLen6oyPjTULpEu6FQfa4B4IBT7yX9GOrDdkIjKpjn2J5yBwA1F5qcD9xoRUDnpoZQqiF8ptVBEXldK3SciXkYGdon+EZGF2J+qTxYRf5yf6FY2xx2dqa8CXnHsk8pcM17V8gN6AIyKzCwiNyqlfgUQkZuwD7xSWSVj/805I90xrzL7kUo4KFEpPM4UcgCUUvukirw8WLtwuo+OVqmJyBVKqbVGx1FeHIWCJcB3jlkjsN+EXou9/Xcno2K7FI7O4B2AQ0qpNMcTz9pKqcpYuD7TUfdaIFYptd8x7G/bStznqErlpzRVbAAMP8C/MvYFcbwPbA72d58JcBS4XSl1wNDALpGIfAW0BX7BPgTzTdgfHG4HUEpVyhe7VhUi8hn2B2tn+rONAtyUUpW2eaF28XSNTjUhIquVUr1FJB3nMfEF+6tbahoU2iURkUlKqVeBkY5meU4qaTU72JsXTgd+xr6fYhzz3LC/R6OyUUAr7LVvzwN+VOKmhUqpLBFJxD7K0n7s7zmqrEP9Vrn8AIhIBPASUEsp9R8RaQVcgb3/UaXjKIyOB+oB47AXEppTCd+po5Q6CPQQkRqO6QyDQyqrg47PGb84/l9pX4IqIocp4b05SqlGBoRTVg8AD2IfIhtgFfYm4Fo1omt0tEpJRG5QSv1WlYaPdIx485VSapTRsZQXEXkf+xO1K5VSLUUkCFiolOpqcGiXRESmA12wv227meP9U/OVUr0MDu2SVLX8AIjIn9j7tE1RSrUXEXdgi1KqrcGhXRIRmQv8g73mo42j4LNGKdXB2MgunqNp5M1AA4o8aFVKPW9UTJozR637Gd7AcCBYKTXNoJA0rUx0jU414riR3qmUamF0LGWllPrN8f9KV6ApjaNZSn0R8SzaYbeS666U6iQiWwCUUqmVvPPxEOxDZG8GUEqdcPQ7qqyqWn4AQpVS80RkMoBSyioitvOtVIE1VkqNOFNz7aiFq6yjEfwCnMJecMs5T9oKT0S6YH/nTH2cC27tDAuqjM4MrFDE24731VWago6IzFNK3SIisZRcO1Vp94928XRBpxpx3EjvFZF6Sql/jY6nLETkN0q4gJ2hlLrRheGUp0NAjGNkvKIj3lTWtt55jgK2AnB0pK7MgxHkKqXUmVG8HP0lKrOqlh+ATMdT6TN56oH95rqyynW8b+ZMfhpTeQsJdZRS1xodRDmag33ktVgq93WtgIgU7Qdqwl7jW9nuFR91/P96Q6PQKoTKdvBqZRcE7BSRDTjfSFe2gsHrRgdwmZxp822iErfzLuJd4CcgXERexP6uiWeNDalM5jlGKQsUkXuBu4GPDY6pLKpafgAeB34FGotIDBCG/birrKZjf1FoXRGZA/Si8r77bI2ItFVKxRodSDkxnxlBrgopOiqrFThMJesfqpSKd/w5Xin1VNFlIvIK8FTxtbSqSvfRqWZEpG9J85VSK1wdi1Y6EfFVSmUZHUd5cLzzaAD2gS+WKKV2GxxSmYjIVdhfgCrA30qpRQaHVCZVLT9gEA+YywAAFulJREFUH2UNe4d9oQq8Dd1RQ9UDe37WKaUq5ZDMIrIL+wtPD2OvlTozGE6lbEokIgOA27CPlFlQy6aUqrTDM4tII6XUobPmNVRKHTYqpkslIpvPHqlURLZX1uNNuzS6oKNVSudog1vZfzjPjA5VQylVT0TaA/cppcYbHNolczRdi8C5DXulbjqpVWwi0pPiHd6/MiygMhKR2hTvB7LSuIgujeOdRsUopeJcHUt5EJHZQAtgJ4VN11RlHr64lMLBP0qpSvOSTRF5APtIhY1wHhXPH4hRSo02JDDNELrpWjXjaK/+X6Al4Il92OLMyja8NFW3De7bwDXYm96glNomItGGRlQGIvIw9qY3CYANR0EUqKwF0aHAK0A49rxUyuHZz6hq+QEQka+BxsBW7Mcc2I+5SlnQcTS1GcFZN9NApSvoKKXiRKQ30FQp9bmjz14No+Mqg65KqeZGB1EeHDXvrYEAx3XhjJpUvlcCfAP8CcwCni4yP10plWJMSJpRdEGn+vk/4FZgPv/f3p1HS1bVVxz/7kYQkTlowAEbNILIZCsyRDNgVIwBjTJonOKAIig4BKNRFJFIQIgiJgY0IYIQASdsTQAHBmWQoWlpRIiIKCLaggwdEBXY+ePc6q5+NLRd9ezzzq39WatWvXvfe2vtWv266p57zvn9yibDVwJPrJpoBIM1uN0H54bA0ykf/pe02EhvmO0bphRVarli1AGU0sWtdwsfOALYtfXld0P69nqgvK9t4f4sV3gh5f9QqwUIFhsuZ04pAb4qpZljq+XML5C0he2rageZBptRbhyuC+w6dH4RsHeNQKOyfTulAMlLASQ9kjJYW1PSmllRMFky0JlAtq+VtIrte4Hju9K/76qdaxSSXkcpe/kNyt3oYyQdYvs/6iYb2Q3dshtLWpUyUGj5IvQG2q54NdXPezYo6NvrAbgS2BC4aXk/2IjrKAOC5gc69K+c+Q7A/K7JZtN7jmyfDpwuaUfbF9bOMx0k7Qr8M6XJ7kLK8s/vUWauYkJkoDN57ur6mMyXdATlYmBW5UzjOBB4ymDGoNu0ewHQ6kBnH+Bo4NHAjcBZlM7OrboOOEfSV1h6s26r5bIv7Ro4fpF+bD7u2+sB2AC4qqssOfyaWqssOXAX5f166ob3/R/4V2asvpUz71Op7IHLJe1HGQwsXrLW6L6jQymD0a/ZfoqkPweyP2fCZKAzeV5B2ZfzJuCtwGMpnapbdQtlan1gUXeuSV01pZfVzjGNftw9VuserVubcuH5nKFzBlodGPTt9QAcXDvANPtS9+iDXpUz7+GeI4ATgaspe0UPoXwetTrr+1vbt0iaJWmW7bMlfaR2qFi5UnUtmiTpbd2X2wJbUTpuG3gBcIXtv62TbDzdB+Xe3L9iVIt30yJiGnQNQze2fU3tLOPqUznz4T1Htp8o6VHAabZb3XOEpMu72Y8rbG/dLaH+pu0damdbUZK+RtnjdhhlpnchpYDETjVzxcqVGZ0JsYwyzEtpcE3xYF33oMHmwOkVskyn04FvAl+j4SIEkuby4H9vTS0jkvQO20dIOoZlvK5GlxEh6VPAAbZv647XA45qcWAtaRHL/ptrupJct8/gSMqM6CaStgUOae3/0EA3sGl2cDNF3/YcAQx6Tt0maUvgZ5SqjC16AfAryuqVlwHrUGapYoJkoDM5elWG2fb7a2f4PVljaifnRh3ZPb+IsjH8093xSymlplszWLpxadUU02/rwSAHwPatkp5SMc/IbLd+gflADqZUlTwHwPZ8SZvWDLSi+joIpX97jgCO6254HERZMrkmpeBPU7r+bV+2/eeUsuyfqhwpKslAZ0K02pBtebqlXu/g/hsnd64WajxflvSXtv+7dpBx2D4XQNJRtp829K25kpobLNie2z337cNylqT1bN8KIGl9evK5MFRSFmi6Se1vbd8+peT8fQ/0wzNRjwehvdpzBGD7k92X51IabjbJ9r2S7pO0TlduOiZULz7Q4nc35c7aapSypS02DB04CTiFMmO1D/Aq4BdVE43nAOBdkn5DWULQ+h3Ph0va1PZ1AJI2AZq96ynpicDfcf89VK0OrI8CLpR0GuVvbXfgH+tGGo+k3Sivqy8lZb8r6W+AVST9EbA/pbJks3o0CH0E8FngDkofmvcCf1E10ZgkPZRSoGg2S7/Htbjk6/+ABZK+Ctw5ONnqUuMYTYoRTDCVW4QvAHaw/c7l/fxMJOky208dbJzszl1ie7va2UYhaRZlLfEmtg+RtDGwke1vV442Ekm7AMdRykyLctH5BttnVg02IknfAf4NuIyhPVS2L6sWakyStgAGA7VvtN78sPs32pkpJWVtv7ZytJFIWgN4N0sq450JHGr77nqpRvNAg1DbTQ5CJc2zPWfKucWfRS2SdAal99nU97ijqoUakaRXLet8D2fm40FkoBOLq6zUzjEKSRfZ3kHSmcBHgZ8Cn7X9+MrRRiLp45RlKTvbflK3VvqsVgdusPgO4ebd4dUtd3gfDKxr5xiXpLVt39EtVbsf279c2Zmmi6RLbT+tG/A8xfZ9kr5je5va2UYhaY7tebVzTIe+DEIlvRHYl7K0a7gYzlrA+bab7dUi6UrbW9bOETFdsnRtwkh60dDhLEppzObuDA45VNI6wNuBYyh9Qd5aN9JYtrc9R9LlsHhzeLP9ZyS9csqpbSRh+4QqgUY0NCCYK2lf4Ass3byxtYHByZTlnpex9CZxdcfNrs2nVItaEzgPOEnSQoaWrTToKEkbUpZInWL7ytqBxtCXviYnA/9DKVs8vBpiUYPvBVNdIGkr2wtqBxmXpB+y7CqZLb+/xQrKjM6EkXT80OE9wPXAJ2wvrJMohkn6NrATcEk34HkEZUan1Rm3Y4YOVweeBcyzvXulSCMZ+sDUMr7tfHDOHF3lq19RbuQMSsp+uuUL0G6gsyewF+Vmzim2D62basUN9TX5J+APSF+TGUfSVcATgB9SbuYM9ok2txxP0h8MHa4O7AGsb7u5KnIxugx0omnd5vCPA39oe0tJWwO7tXgRACDpZZSLmTmUcpi7A++xfVrVYNNE0rrAZ2zvUjtLgKSv237W8s61RNLhU0u0L+tciyRtRakyuZft5mZ6Jb0b+E9Kb5aXUwahJ9m+pWauWELS45Z1vi+VW/uy/Dh+d7NqB4iVS9KmkuZK+oWkhZJOb60nwxSfAN5F1+TM9hXAS6omGoPtkygXMocBNwEv7Msgp3MnsEntEKOStF83WBscr9ctZWuKpNW75XgbdK9h/e4xG3h05XjjevYyzj1vpaeYJpKeJOlglabPx1Aqrj2mcqxRPQQ4i9ITaC3KzFQGOTPLomU8flo10YgkzRl6PE3SPmTLxsTJjM6EkXQR8C/Af3WnXgK82fb29VKNblBhbbiggqT5tretHC0ASXNZskZ6FeBJwKkNV/m7399Wi8U8JB0AvIVS/epGlizJu4OylPVjlaKNrK8bxCVdSCmhf6rtJi84p+pm3veilDH+ie2mSzL3iaTrgccCt1LeF9alzMD9HNi7pQqTks5myefPYKn+kbb/t1qoWOkysp08a9g+cej405IOrJZmfDdLejzdm5mk3SkzITEzHDn09T3Aj2z/pFaYabCKJLm7Q6TSfbu5JUS2jwaOlvRm28cs9xfa0MsN4rZ3rJ3h92Ah5eL5FuCRlbPE0r5KqVx6JoCk51AGpMcD/wrM+Juikt7Wfflllt5baUoRln+ukSvqyNK1yfM/kt4pabakx0l6B/Dfg6UrtcONYD/gWGBzSTdS7lK/sWqiWMz2ucDVlLvq6wG/qZtobGcAp0h6lqRnUWZGz6icaRw/k7QWgKT3SPq8pDnL+6WZyPbttq+3/VLgJ5TlrAbWVOlH1RRJp3bPCyRdMfRYIOmK2vlGIWlfSecAX6cUI9i7xU3uPbfDcJ8z22cBO9q+CHhovVgrZK3u8VTK9cBGlNnrfSj7X2OCZOnahOmqRz2QZqtHdZWWZtleVDtLLCFpT+BDlDX5Ap4JHGj7szVzjUqloesbKNXjoNz9/KTtex/4t2Yudc0NJT0DOJTyb/XeVpeyAkh6E3AwZanNfd3p5qpGSdrI9k192hwu6TDKvpz5tbPEskk6izIQ/Ux3ai/Kvrdd6KqB1sq2oiSdBzx/cF3Q3dT5iu0/qZssVqYMdKJpkj4IHGH7tu54PeDttt9TNVgAixsEPntQvrwrl/21Vps3Akh6GLCx7WtqZxnXYH9RdwG6wPbJLe45GibpWko/qmxyj1hBkjYA3gc8ozt1PvB+4HbK+961tbKtKEnXAFsPmlSrNK++wvZmdZPFypQ9OhNG0qqUqdzBHY1zgGNt/7ZaqPE8z/Y/DA66Bpt/CWSgMzPMmtKj6RYaXjIraTfKrMdqwCaStgUOsb1b1WCju1HSsZQ7tod3FwLN/vt0bqBclDVN0iKW0eyQJX1N1l7JkWIC2L4ZePMDfLuZQU7nBOBiSV/ojl9IKW8eEyQzOhNG0ieBVSk9WgBeAdxr+3X1Uo2uW6u+3dAdm4cBl9p+ct1kASDpQ8DWLKnytxfljlqTPU0kXQbsDJwzVOVvge2t6iYbjaQ1KEtSFtj+vqSNgK26dflNkvTvwGbAVygNDwGwnQ3IEQ9A0kdsv2VKpczFWr2Z0+05fGZ3eJ7ty2vmiZUvMzqTZ7spy4a+0S0vatVJwNclHd8dv5olg7iozPaBkl4M/HF36jjbX3iw35nhfmv7dknD51q+W7QBcCnA0Ib9q+vFmRY/7h6r0WBFvIhKBtVYj3zQn2qM7XnAvNo5op7M6EwYSfOAPWz/oDvelFJKspkNhlNJeh5Dm8OHK8ZETKdutuDrlPLFLwb2B1a1vU/VYCPqmlAOyq+uTmnmek0fZkQlrWH7rto5IlrV7Xl9bNeIO6JJGehMmK4k7vHAdd2p2cCrbZ9dLVT0Tl/3F3RLvd4NPKc7dSZwqO2766WaPt0yj31bXcoKIGlH4N+BNW1vLGkb4A22960cLWLG68p/70ZZ8XMZpefR+bbf9mC/FzFTZaAzYSStDrydMgNyG3AJ8OFWL9QkvQg4nNJ0TjR+IR1t6PNsQct7jgAkfRvYHfjS0D6qK21vWTdZxMw3VInxdZTZnPcNytDXzhYxiuzRmTwnAHcAH+iO/4ayNnePaonGcwSwq+3v1Q4S/SdpJ+CTwJpA87MFQx3EoVRbmwP8tFKcaWP7hin7qJrscxRRwUO6oiR7UmavI5qWgc7k2dL2FkPHZ0u6qlqa8f08g5xYiT4MPBf4EoDt70hqufncWkNf30OpVPa5Slmmyw3dgNRdOf0DgLxHRPxuDqEsyf2W7Uu6fbzfr5wpYmQZ6EyeeZJ2sH0RgKTt6aouNepSSacAX2TpUrKfr5Yoeq1PswW23w8gac3u+P/qJpoW+wBHA48GbgTOAvarmiiiEbZPA04bOr6OUngFAEnvsn1YjWwRo8hAZ/I8FbhA0o+7442BawbVlxpch7s2cBdLNodD2QSfgU78PvRqtkDSlpSlq+t3xzcDr7J9ZdVgY+gaHr6sdo6IntoDyEAnmpFiBBNG0uMe7Pu2f7SyskS0RtIGlNmCv6DsaTkTOMD2LVWDjUjSBcC7B1UXJf0Z8EHbO9XMNQ5Jm1A6u89m6GZeqw0PI2aSQbGC2jkifleZ0ZkwfRvIdFXkXgs8mdIHBADbr6kWKnqrh7MFDx8uLW/7HEkPrxloGnyRUl56LnBf3SgRvZO749GUWbUDRIzpRGBDygbxc4HHAIuqJorekrSppLmSfiFpoaTTu826rbpO0kGSZneP97Ckx1ar7rb9Udtn2z538KgdKqIntPwfiZg5MtCJ1j3B9kHAnbY/BTwf2L5ypuivk4FTgY2AR1E27f5X1UTjeQ3wCMqets8BG3TnWna0pPdJ2lHSnMGjdqiInjht+T8SMXNkj040TdLFtp8u6TxgX+BnwMW2W77LHjPUshrnSfqO7W1qZYqlSToMeAXwA5YsXbPtneulimiDpCcCHwf+0PaWkrYGdrN9aOVoESPJQCea1nVv/hywFfCflEaOB9k+tmau6CdJhwO3Ap+hrFXfC1gP+BCA7V/WS7fiJH0V2MP2bd3xesBnbD+3arAxSLoW2ML2b2pniWiNpHOBA4FjB0UHJF1pe8u6ySJGk2IE0aQpHd1f3T3/S/fc+mbqmLn27J7fwJJNuQJe0h23NpO4wWCQA2D7VkmPrJhnOlwJrAssrJwjokVr2L54Sq+we2qFiRhXBjrRqkFH982A7eg61QO7AhdXSRST4O+BM2zfIekgYA7wAdvzKuca1X2SNrb9YwBJs2m/qtK6wNWSLmHpJsIpLx2xfDdLejzd+4Ck3YGb6kaKGF2WrkXTur05z7e9qDteC/iK7T+pmyz6aLBHR9IzgA8ARwLvtd1kAQxJuwDHUSoWCngm8HrbZ1YNNgZJf7qs86m8FrF8XRXJ44CdKMt0fwi83Pb1NXNFjCoDnWiapGuArW3/ujt+KHCF7c3qJos+GjTL6za8L7B9cusN9Lqlaq8HLgceBiy0fV7dVBFRU9dPa9bgJmJEq7J0LVp3AnCxpC90xy+kFCWI+H24UdKxwLOBw7uBdbNl+rtiHgdQ+k/NB3YALgSarVAmaRFLlt+tBqxKKT+/dr1UEW2QtC7wSmA28JDBXh3b+9dLFTG6zOhE87oeGc/sDs+zfXnNPNFfktYAdqHM5nxf0kbAVrbPqhxtJJIWUPa4XWR7W0mbAx+0/aLK0aaFylXaC4AdbL+zdp6ImU7SBcBFwAKWlGen61MX0ZwMdCIiJpSkS2xvJ2k+sL3tX0v6ru0n1842nVpfXhixskiaZzsNdqM3snQtImJy/aRbqvJF4KuSbgV+VDXRmCQNz0bNAp4G3F0pTkRrTpS0N/Bllq5a2FSPsIiBzOhERMSgWtk6lPLZzTbblHT80OE9wPXAJ2ynr07EckjaD/hH4DaW7HWz7dZ6hEUAGehERERPSFoF2N/2h2tniWiRpOuAp9u+uXaWiOnQbLWgiIiIYbbvBV5aO0dEw64F7qodImK6ZI9ORET0yfmSPgacAtw5OGl7Xr1IEc24E5gv6WyW3qOT8tLRpCxdi4iI3ugu0Kay7WZ7A0WsLJJetazzKS8drcpAJyIiekPSpravW965iIjovwx0IiKiN5bVB0TSZbafWitTxEwn6VTbe3ZNhKdeGNr2NjVyRYwre3QiIqJ5kjYHngysM6WXztrA6nVSRTTjgO75e8CBQ+cFHLHy40RMjwx0IiKiDzYD/gpYF9h16PwiYO8agSJaYfum7ssn2F6qaXB3EyGiSVm6FhERvSFpR9sX1s4R0RJJbwT2BTYFfjD0rbWA822/vEqwiDFloBMREb0h6QjgUOBXwBnA1sBbbX+6arCIGUzSOsB6wGHAO4e+tcj2L+ukihhfBjoREdEbkubb3lbSX1OWsr0NOC+bqSMiJs+s2gEiIiKm0ard8/OB02zfXjNMRETUk2IEERHRJ3MlXU1ZuvZGSY8A7q6cKSIiKsjStYiI6BVJ6wO3275X0hrA2rZ/VjtXRESsXJnRiYiIvtkcmC1p+DPuhFphIiKijgx0IiKiNySdCDwemA/c2502GehEREycLF2LiIjekPQ9YAvnwy0iYuKl6lpERPTJlcCGtUNERER9WboWERF9sgFwlaSLgV8PTtrerV6kiIioIQOdiIjok4NrB4iIiJkhe3QiIiIiIqJ3MqMTERHNk/Qt28+QtIhSZW3xtwDbXrtStIiIqCQzOhERERER0TupuhYREREREb2TgU5ERERERPROBjoREREREdE7GehERERERETvZKATERERERG98//KjbdMegYfcQAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 1008x432 with 2 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["cm = tracks.drop(['key','mode','explicit'], axis=1).corr(method = 'pearson')\n","plt.figure(figsize=(14,6))\n","map = sns.heatmap(cm, annot = True, fmt = '.1g', vmin=-1, vmax=1, center=0, cmap='inferno', linewidths=1, linecolor='Black')\n","map.set_title('Correlation Heatmap between Variable')\n","map.set_xticklabels(map.get_xticklabels(), rotation=90)"]},{"cell_type":"markdown","id":"d81b6fd1","metadata":{"papermill":{"duration":0.045883,"end_time":"2022-04-20T20:11:10.049961","exception":false,"start_time":"2022-04-20T20:11:10.004078","status":"completed"},"tags":[]},"source":["### Considering 0.4% of the total dataset to create Regression plots"]},{"cell_type":"code","execution_count":15,"id":"b71fa65c","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:10.143677Z","iopub.status.busy":"2022-04-20T20:11:10.142804Z","iopub.status.idle":"2022-04-20T20:11:10.172304Z","shell.execute_reply":"2022-04-20T20:11:10.171528Z"},"papermill":{"duration":0.078571,"end_time":"2022-04-20T20:11:10.174308","exception":false,"start_time":"2022-04-20T20:11:10.095737","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["2346"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["sam = tracks.sample(int(0.004 * len(tracks)))\n","len(sam)"]},{"cell_type":"markdown","id":"d7a4a3b9","metadata":{"papermill":{"duration":0.045819,"end_time":"2022-04-20T20:11:10.265526","exception":false,"start_time":"2022-04-20T20:11:10.219707","status":"completed"},"tags":[]},"source":["### Regression plot - Correlation between Loudness and Energy"]},{"cell_type":"code","execution_count":16,"id":"f26bf2db","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:10.361652Z","iopub.status.busy":"2022-04-20T20:11:10.36109Z","iopub.status.idle":"2022-04-20T20:11:10.818495Z","shell.execute_reply":"2022-04-20T20:11:10.817518Z"},"papermill":{"duration":0.50927,"end_time":"2022-04-20T20:11:10.820753","exception":false,"start_time":"2022-04-20T20:11:10.311483","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["[Text(0.5, 1.0, 'Loudness vs Energy Correlation')]"]},"execution_count":16,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 720x432 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(10,6))\n","sns.regplot(data=sam, y='loudness', x='energy', color='c').set(title='Loudness vs Energy Correlation')"]},{"cell_type":"markdown","id":"1640b222","metadata":{"papermill":{"duration":0.049118,"end_time":"2022-04-20T20:11:10.919754","exception":false,"start_time":"2022-04-20T20:11:10.870636","status":"completed"},"tags":[]},"source":["### Regression plot - Correlation between Popularity and Acousticness"]},{"cell_type":"code","execution_count":17,"id":"735ea505","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:11.021666Z","iopub.status.busy":"2022-04-20T20:11:11.020547Z","iopub.status.idle":"2022-04-20T20:11:11.463511Z","shell.execute_reply":"2022-04-20T20:11:11.462864Z"},"papermill":{"duration":0.496321,"end_time":"2022-04-20T20:11:11.466213","exception":false,"start_time":"2022-04-20T20:11:10.969892","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["[Text(0.5, 1.0, 'Popularity vs Acousticness Correlation')]"]},"execution_count":17,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 720x432 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize=(10,6))\n","sns.regplot(data=sam, y='popularity', x='acousticness', color='b').set(title='Popularity vs Acousticness Correlation')"]},{"cell_type":"markdown","id":"cab2ef24","metadata":{"papermill":{"duration":0.051666,"end_time":"2022-04-20T20:11:11.570373","exception":false,"start_time":"2022-04-20T20:11:11.518707","status":"completed"},"tags":[]},"source":["### Creating new column in tracks dataset (Year, Release Date)"]},{"cell_type":"code","execution_count":18,"id":"b3eedfcb","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:11.676763Z","iopub.status.busy":"2022-04-20T20:11:11.676245Z","iopub.status.idle":"2022-04-20T20:11:11.779223Z","shell.execute_reply":"2022-04-20T20:11:11.778404Z"},"papermill":{"duration":0.159302,"end_time":"2022-04-20T20:11:11.781626","exception":false,"start_time":"2022-04-20T20:11:11.622324","status":"completed"},"tags":[]},"outputs":[],"source":["tracks['dates']=tracks.index.get_level_values('release_date')\n","tracks.dates=pd.to_datetime(tracks.dates)\n","years=tracks.dates.dt.year"]},{"cell_type":"code","execution_count":19,"id":"43e6bf4c","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:11.887681Z","iopub.status.busy":"2022-04-20T20:11:11.887181Z","iopub.status.idle":"2022-04-20T20:11:11.910529Z","shell.execute_reply":"2022-04-20T20:11:11.909783Z"},"papermill":{"duration":0.079324,"end_time":"2022-04-20T20:11:11.912834","exception":false,"start_time":"2022-04-20T20:11:11.83351","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>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>1922-02-22</th>\n","      <td>35iwgR4jXetI318WEWsa1Q</td>\n","      <td>Carve</td>\n","      <td>6</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","      <td>127</td>\n","      <td>1922-02-22</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>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","      <td>98</td>\n","      <td>1922-06-01</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>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","      <td>182</td>\n","      <td>1922-03-21</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>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","      <td>177</td>\n","      <td>1922-03-21</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>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","      <td>163</td>\n","      <td>1922-01-01</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                  id                                 name  \\\n","release_date                                                                \n","1922-02-22    35iwgR4jXetI318WEWsa1Q                                Carve   \n","1922-06-01    021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista   \n","1922-03-21    07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado   \n","1922-03-21    08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado   \n","1922-01-01    08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening   \n","\n","              popularity  explicit              artists  \\\n","release_date                                              \n","1922-02-22             6         0              ['Uli']   \n","1922-06-01             0         0  ['Fernando Pessoa']   \n","1922-03-21             0         0  ['Ignacio Corsini']   \n","1922-03-21             0         0  ['Ignacio Corsini']   \n","1922-01-01             0         0      ['Dick Haymes']   \n","\n","                              id_artists  danceability  energy  key  loudness  \\\n","release_date                                                                    \n","1922-02-22    ['45tIt06XoI0Iio4LBEVpls']         0.645  0.4450    0   -13.338   \n","1922-06-01    ['14jtPCOoNZwquk5wd9DxrY']         0.695  0.2630    0   -22.136   \n","1922-03-21    ['5LiOoJbxVSAMkBS2fUm3X2']         0.434  0.1770    1   -21.180   \n","1922-03-21    ['5LiOoJbxVSAMkBS2fUm3X2']         0.321  0.0946    7   -27.961   \n","1922-01-01    ['3BiJGZsyX9sJchTqcSA7Su']         0.402  0.1580    3   -16.900   \n","\n","              mode  speechiness  acousticness  instrumentalness  liveness  \\\n","release_date                                                                \n","1922-02-22       1       0.4510         0.674            0.7440     0.151   \n","1922-06-01       1       0.9570         0.797            0.0000     0.148   \n","1922-03-21       1       0.0512         0.994            0.0218     0.212   \n","1922-03-21       1       0.0504         0.995            0.9180     0.104   \n","1922-01-01       0       0.0390         0.989            0.1300     0.311   \n","\n","              valence    tempo  time_signature  duration      dates  \n","release_date                                                         \n","1922-02-22      0.127  104.851               3       127 1922-02-22  \n","1922-06-01      0.655  102.009               1        98 1922-06-01  \n","1922-03-21      0.457  130.418               5       182 1922-03-21  \n","1922-03-21      0.397  169.980               3       177 1922-03-21  \n","1922-01-01      0.196  103.220               4       163 1922-01-01  "]},"execution_count":19,"metadata":{},"output_type":"execute_result"}],"source":["tracks.head()"]},{"cell_type":"markdown","id":"e984f1d7","metadata":{"papermill":{"duration":0.052882,"end_time":"2022-04-20T20:11:12.019275","exception":false,"start_time":"2022-04-20T20:11:11.966393","status":"completed"},"tags":[]},"source":["### Distibution plot - Visualize total number of songs on Spotify since 1992"]},{"cell_type":"code","execution_count":20,"id":"2b0de209","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:12.127513Z","iopub.status.busy":"2022-04-20T20:11:12.126966Z","iopub.status.idle":"2022-04-20T20:11:13.328084Z","shell.execute_reply":"2022-04-20T20:11:13.327103Z"},"papermill":{"duration":1.257757,"end_time":"2022-04-20T20:11:13.330271","exception":false,"start_time":"2022-04-20T20:11:12.072514","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["<seaborn.axisgrid.FacetGrid at 0x7f0c52ed6610>"]},"execution_count":20,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 720x360 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["sns.displot(years, discrete=True, aspect=2, height=5, kind='hist').set(title='Number of songs per year')"]},{"cell_type":"markdown","id":"8fe23234","metadata":{"papermill":{"duration":0.053645,"end_time":"2022-04-20T20:11:13.439961","exception":false,"start_time":"2022-04-20T20:11:13.386316","status":"completed"},"tags":[]},"source":["### Change in Duration of songs wrt Years"]},{"cell_type":"code","execution_count":21,"id":"2f758e47","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:13.549292Z","iopub.status.busy":"2022-04-20T20:11:13.548995Z","iopub.status.idle":"2022-04-20T20:11:24.551674Z","shell.execute_reply":"2022-04-20T20:11:24.55068Z"},"papermill":{"duration":11.060026,"end_time":"2022-04-20T20:11:24.554106","exception":false,"start_time":"2022-04-20T20:11:13.49408","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["(array([  0,   1,   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'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')])"]},"execution_count":21,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 1296x504 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["total_dr = tracks.duration\n","fig_dims = (18,7)\n","fig, ax = plt.subplots(figsize=fig_dims)\n","fig = sns.barplot(x = years, y = total_dr, ax = ax, errwidth = False).set(title='Years vs Duration')\n","plt.xticks(rotation=90)"]},{"cell_type":"markdown","id":"8319f841","metadata":{"papermill":{"duration":0.057652,"end_time":"2022-04-20T20:11:24.670125","exception":false,"start_time":"2022-04-20T20:11:24.612473","status":"completed"},"tags":[]},"source":["## Spotify Features Dataset Analysis"]},{"cell_type":"markdown","id":"fd9c767a","metadata":{"papermill":{"duration":0.055933,"end_time":"2022-04-20T20:11:24.782237","exception":false,"start_time":"2022-04-20T20:11:24.726304","status":"completed"},"tags":[]},"source":["### Duration of songs in different Genres"]},{"cell_type":"code","execution_count":22,"id":"c6a2230a","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:24.897066Z","iopub.status.busy":"2022-04-20T20:11:24.896711Z","iopub.status.idle":"2022-04-20T20:11:28.768442Z","shell.execute_reply":"2022-04-20T20:11:28.767525Z"},"papermill":{"duration":3.932869,"end_time":"2022-04-20T20:11:28.770709","exception":false,"start_time":"2022-04-20T20:11:24.83784","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["Text(0, 0.5, 'Genres')"]},"execution_count":22,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.title('Duration of songs in different Genres')\n","sns.color_palette('rocket', as_cmap=True)\n","sns.barplot(y='genre', x='duration_ms', data=genre)\n","plt.xlabel('Duration in milliseconds')\n","plt.ylabel('Genres')"]},{"cell_type":"markdown","id":"850689af","metadata":{"papermill":{"duration":0.057133,"end_time":"2022-04-20T20:11:28.885568","exception":false,"start_time":"2022-04-20T20:11:28.828435","status":"completed"},"tags":[]},"source":["### Top 5 Genres by Popularity"]},{"cell_type":"code","execution_count":23,"id":"aaa4e57c","metadata":{"execution":{"iopub.execute_input":"2022-04-20T20:11:29.003451Z","iopub.status.busy":"2022-04-20T20:11:29.00313Z","iopub.status.idle":"2022-04-20T20:11:29.417638Z","shell.execute_reply":"2022-04-20T20:11:29.416756Z"},"papermill":{"duration":0.476012,"end_time":"2022-04-20T20:11:29.419765","exception":false,"start_time":"2022-04-20T20:11:28.943753","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["[Text(0.5, 1.0, 'Top 5 Genres by Popularity')]"]},"execution_count":23,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 720x360 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["sns.set_style(style='darkgrid')\n","plt.figure(figsize=(10,5))\n","popular = genre.sort_values('popularity', ascending=False).head(10)\n","sns.barplot(y = 'genre', x = 'popularity', data = popular).set(title='Top 5 Genres by Popularity')"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":45.934294,"end_time":"2022-04-20T20:11:30.501934","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-04-20T20:10:44.56764","version":"2.3.4"}},"nbformat":4,"nbformat_minor":5}