Stremaing Platform EDA.ipynb

{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 5GB 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","execution_count":1,"outputs":[{"output_type":"stream","text":"/kaggle/input/movies-on-netflix-prime-video-hulu-and-disney/MoviesOnStreamingPlatforms_updated.csv\n","name":"stdout"}]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\nimport pandas_profiling\nimport warnings\nimport collections","execution_count":2,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/movies-on-netflix-prime-video-hulu-and-disney/MoviesOnStreamingPlatforms_updated.csv')","execution_count":3,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.head()","execution_count":4,"outputs":[{"output_type":"execute_result","execution_count":4,"data":{"text/plain":"   Unnamed: 0  ID                           Title  Year  Age  IMDb  \\\n0           0   1                       Inception  2010  13+   8.8   \n1           1   2                      The Matrix  1999  18+   8.7   \n2           2   3          Avengers: Infinity War  2018  13+   8.5   \n3           3   4              Back to the Future  1985   7+   8.5   \n4           4   5  The Good, the Bad and the Ugly  1966  18+   8.8   \n\n  Rotten Tomatoes  Netflix  Hulu  Prime Video  Disney+  Type  \\\n0             87%        1     0            0        0     0   \n1             87%        1     0            0        0     0   \n2             84%        1     0            0        0     0   \n3             96%        1     0            0        0     0   \n4             97%        1     0            1        0     0   \n\n                        Directors                            Genres  \\\n0               Christopher Nolan  Action,Adventure,Sci-Fi,Thriller   \n1  Lana Wachowski,Lilly Wachowski                     Action,Sci-Fi   \n2         Anthony Russo,Joe Russo           Action,Adventure,Sci-Fi   \n3                 Robert Zemeckis           Adventure,Comedy,Sci-Fi   \n4                    Sergio Leone                           Western   \n\n                        Country                 Language  Runtime  \n0  United States,United Kingdom  English,Japanese,French    148.0  \n1                 United States                  English    136.0  \n2                 United States                  English    149.0  \n3                 United States                  English    116.0  \n4      Italy,Spain,West Germany                  Italian    161.0  ","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>Unnamed: 0</th>\n      <th>ID</th>\n      <th>Title</th>\n      <th>Year</th>\n      <th>Age</th>\n      <th>IMDb</th>\n      <th>Rotten Tomatoes</th>\n      <th>Netflix</th>\n      <th>Hulu</th>\n      <th>Prime Video</th>\n      <th>Disney+</th>\n      <th>Type</th>\n      <th>Directors</th>\n      <th>Genres</th>\n      <th>Country</th>\n      <th>Language</th>\n      <th>Runtime</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>1</td>\n      <td>Inception</td>\n      <td>2010</td>\n      <td>13+</td>\n      <td>8.8</td>\n      <td>87%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Christopher Nolan</td>\n      <td>Action,Adventure,Sci-Fi,Thriller</td>\n      <td>United States,United Kingdom</td>\n      <td>English,Japanese,French</td>\n      <td>148.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>2</td>\n      <td>The Matrix</td>\n      <td>1999</td>\n      <td>18+</td>\n      <td>8.7</td>\n      <td>87%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Lana Wachowski,Lilly Wachowski</td>\n      <td>Action,Sci-Fi</td>\n      <td>United States</td>\n      <td>English</td>\n      <td>136.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>3</td>\n      <td>Avengers: Infinity War</td>\n      <td>2018</td>\n      <td>13+</td>\n      <td>8.5</td>\n      <td>84%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Anthony Russo,Joe Russo</td>\n      <td>Action,Adventure,Sci-Fi</td>\n      <td>United States</td>\n      <td>English</td>\n      <td>149.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>4</td>\n      <td>Back to the Future</td>\n      <td>1985</td>\n      <td>7+</td>\n      <td>8.5</td>\n      <td>96%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Robert Zemeckis</td>\n      <td>Adventure,Comedy,Sci-Fi</td>\n      <td>United States</td>\n      <td>English</td>\n      <td>116.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>5</td>\n      <td>The Good, the Bad and the Ugly</td>\n      <td>1966</td>\n      <td>18+</td>\n      <td>8.8</td>\n      <td>97%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Sergio Leone</td>\n      <td>Western</td>\n      <td>Italy,Spain,West Germany</td>\n      <td>Italian</td>\n      <td>161.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Dropping Useless Columns\ndf.drop(['Unnamed: 0', 'ID'], axis=1, inplace=True)","execution_count":5,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.head()","execution_count":6,"outputs":[{"output_type":"execute_result","execution_count":6,"data":{"text/plain":"                            Title  Year  Age  IMDb Rotten Tomatoes  Netflix  \\\n0                       Inception  2010  13+   8.8             87%        1   \n1                      The Matrix  1999  18+   8.7             87%        1   \n2          Avengers: Infinity War  2018  13+   8.5             84%        1   \n3              Back to the Future  1985   7+   8.5             96%        1   \n4  The Good, the Bad and the Ugly  1966  18+   8.8             97%        1   \n\n   Hulu  Prime Video  Disney+  Type                       Directors  \\\n0     0            0        0     0               Christopher Nolan   \n1     0            0        0     0  Lana Wachowski,Lilly Wachowski   \n2     0            0        0     0         Anthony Russo,Joe Russo   \n3     0            0        0     0                 Robert Zemeckis   \n4     0            1        0     0                    Sergio Leone   \n\n                             Genres                       Country  \\\n0  Action,Adventure,Sci-Fi,Thriller  United States,United Kingdom   \n1                     Action,Sci-Fi                 United States   \n2           Action,Adventure,Sci-Fi                 United States   \n3           Adventure,Comedy,Sci-Fi                 United States   \n4                           Western      Italy,Spain,West Germany   \n\n                  Language  Runtime  \n0  English,Japanese,French    148.0  \n1                  English    136.0  \n2                  English    149.0  \n3                  English    116.0  \n4                  Italian    161.0  ","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>Title</th>\n      <th>Year</th>\n      <th>Age</th>\n      <th>IMDb</th>\n      <th>Rotten Tomatoes</th>\n      <th>Netflix</th>\n      <th>Hulu</th>\n      <th>Prime Video</th>\n      <th>Disney+</th>\n      <th>Type</th>\n      <th>Directors</th>\n      <th>Genres</th>\n      <th>Country</th>\n      <th>Language</th>\n      <th>Runtime</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Inception</td>\n      <td>2010</td>\n      <td>13+</td>\n      <td>8.8</td>\n      <td>87%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Christopher Nolan</td>\n      <td>Action,Adventure,Sci-Fi,Thriller</td>\n      <td>United States,United Kingdom</td>\n      <td>English,Japanese,French</td>\n      <td>148.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>The Matrix</td>\n      <td>1999</td>\n      <td>18+</td>\n      <td>8.7</td>\n      <td>87%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Lana Wachowski,Lilly Wachowski</td>\n      <td>Action,Sci-Fi</td>\n      <td>United States</td>\n      <td>English</td>\n      <td>136.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Avengers: Infinity War</td>\n      <td>2018</td>\n      <td>13+</td>\n      <td>8.5</td>\n      <td>84%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Anthony Russo,Joe Russo</td>\n      <td>Action,Adventure,Sci-Fi</td>\n      <td>United States</td>\n      <td>English</td>\n      <td>149.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Back to the Future</td>\n      <td>1985</td>\n      <td>7+</td>\n      <td>8.5</td>\n      <td>96%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Robert Zemeckis</td>\n      <td>Adventure,Comedy,Sci-Fi</td>\n      <td>United States</td>\n      <td>English</td>\n      <td>116.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>The Good, the Bad and the Ugly</td>\n      <td>1966</td>\n      <td>18+</td>\n      <td>8.8</td>\n      <td>97%</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>Sergio Leone</td>\n      <td>Western</td>\n      <td>Italy,Spain,West Germany</td>\n      <td>Italian</td>\n      <td>161.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.shape","execution_count":7,"outputs":[{"output_type":"execute_result","execution_count":7,"data":{"text/plain":"(16744, 15)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.columns","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"Index(['Title', 'Year', 'Age', 'IMDb', 'Rotten Tomatoes', 'Netflix', 'Hulu',\n       'Prime Video', 'Disney+', 'Type', 'Directors', 'Genres', 'Country',\n       'Language', 'Runtime'],\n      dtype='object')"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Adding generes to columns\ngenres = df['Genres'].str.get_dummies(',')\ndf = pd.concat([df, genres], axis=1, sort=False)\ndf.columns","execution_count":9,"outputs":[{"output_type":"execute_result","execution_count":9,"data":{"text/plain":"Index(['Title', 'Year', 'Age', 'IMDb', 'Rotten Tomatoes', 'Netflix', 'Hulu',\n       'Prime Video', 'Disney+', 'Type', 'Directors', 'Genres', 'Country',\n       'Language', 'Runtime', 'Action', 'Adventure', 'Animation', 'Biography',\n       'Comedy', 'Crime', 'Documentary', 'Drama', 'Family', 'Fantasy',\n       'Film-Noir', 'Game-Show', 'History', 'Horror', 'Music', 'Musical',\n       'Mystery', 'News', 'Reality-TV', 'Romance', 'Sci-Fi', 'Short', 'Sport',\n       'Talk-Show', 'Thriller', 'War', 'Western'],\n      dtype='object')"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Seperating different Platform\n\nnetflix = df.loc[df['Netflix']==1]\nhulu = df.loc[df['Hulu']==1]\nprime = df.loc[df['Prime Video']==1]\ndisney = df.loc[df['Disney+']==1]","execution_count":10,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Dropping all the columns containing platform name as it will be useless\nnetflix = netflix.drop(['Netflix', 'Hulu', 'Prime Video', 'Disney+'], axis=1)\nhulu = hulu.drop(['Netflix', 'Hulu', 'Prime Video', 'Disney+'], axis=1)\nprime = prime.drop(['Netflix', 'Hulu', 'Prime Video', 'Disney+'], axis=1)\ndisney = disney.drop(['Netflix', 'Hulu', 'Prime Video', 'Disney+'], axis=1)","execution_count":11,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for name, d in zip(['Netflix', 'Hulu', 'Prime Videos', 'Disney+'], [netflix, hulu, prime, disney]):\n    print(f'Total no. of Movies in {name}: {d.shape[0]}')\nnetflix.head()","execution_count":12,"outputs":[{"output_type":"stream","text":"Total no. of Movies in Netflix: 3560\nTotal no. of Movies in Hulu: 903\nTotal no. of Movies in Prime Videos: 12354\nTotal no. of Movies in Disney+: 564\n","name":"stdout"},{"output_type":"execute_result","execution_count":12,"data":{"text/plain":"                            Title  Year  Age  IMDb Rotten Tomatoes  Type  \\\n0                       Inception  2010  13+   8.8             87%     0   \n1                      The Matrix  1999  18+   8.7             87%     0   \n2          Avengers: Infinity War  2018  13+   8.5             84%     0   \n3              Back to the Future  1985   7+   8.5             96%     0   \n4  The Good, the Bad and the Ugly  1966  18+   8.8             97%     0   \n\n                        Directors                            Genres  \\\n0               Christopher Nolan  Action,Adventure,Sci-Fi,Thriller   \n1  Lana Wachowski,Lilly Wachowski                     Action,Sci-Fi   \n2         Anthony Russo,Joe Russo           Action,Adventure,Sci-Fi   \n3                 Robert Zemeckis           Adventure,Comedy,Sci-Fi   \n4                    Sergio Leone                           Western   \n\n                        Country                 Language  ...  News  \\\n0  United States,United Kingdom  English,Japanese,French  ...     0   \n1                 United States                  English  ...     0   \n2                 United States                  English  ...     0   \n3                 United States                  English  ...     0   \n4      Italy,Spain,West Germany                  Italian  ...     0   \n\n   Reality-TV  Romance  Sci-Fi  Short  Sport  Talk-Show  Thriller  War  \\\n0           0        0       1      0      0          0         1    0   \n1           0        0       1      0      0          0         0    0   \n2           0        0       1      0      0          0         0    0   \n3           0        0       1      0      0          0         0    0   \n4           0        0       0      0      0          0         0    0   \n\n   Western  \n0        0  \n1        0  \n2        0  \n3        0  \n4        1  \n\n[5 rows x 38 columns]","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>Title</th>\n      <th>Year</th>\n      <th>Age</th>\n      <th>IMDb</th>\n      <th>Rotten Tomatoes</th>\n      <th>Type</th>\n      <th>Directors</th>\n      <th>Genres</th>\n      <th>Country</th>\n      <th>Language</th>\n      <th>...</th>\n      <th>News</th>\n      <th>Reality-TV</th>\n      <th>Romance</th>\n      <th>Sci-Fi</th>\n      <th>Short</th>\n      <th>Sport</th>\n      <th>Talk-Show</th>\n      <th>Thriller</th>\n      <th>War</th>\n      <th>Western</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Inception</td>\n      <td>2010</td>\n      <td>13+</td>\n      <td>8.8</td>\n      <td>87%</td>\n      <td>0</td>\n      <td>Christopher Nolan</td>\n      <td>Action,Adventure,Sci-Fi,Thriller</td>\n      <td>United States,United Kingdom</td>\n      <td>English,Japanese,French</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>The Matrix</td>\n      <td>1999</td>\n      <td>18+</td>\n      <td>8.7</td>\n      <td>87%</td>\n      <td>0</td>\n      <td>Lana Wachowski,Lilly Wachowski</td>\n      <td>Action,Sci-Fi</td>\n      <td>United States</td>\n      <td>English</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Avengers: Infinity War</td>\n      <td>2018</td>\n      <td>13+</td>\n      <td>8.5</td>\n      <td>84%</td>\n      <td>0</td>\n      <td>Anthony Russo,Joe Russo</td>\n      <td>Action,Adventure,Sci-Fi</td>\n      <td>United States</td>\n      <td>English</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Back to the Future</td>\n      <td>1985</td>\n      <td>7+</td>\n      <td>8.5</td>\n      <td>96%</td>\n      <td>0</td>\n      <td>Robert Zemeckis</td>\n      <td>Adventure,Comedy,Sci-Fi</td>\n      <td>United States</td>\n      <td>English</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>The Good, the Bad and the Ugly</td>\n      <td>1966</td>\n      <td>18+</td>\n      <td>8.8</td>\n      <td>97%</td>\n      <td>0</td>\n      <td>Sergio Leone</td>\n      <td>Western</td>\n      <td>Italy,Spain,West Germany</td>\n      <td>Italian</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 38 columns</p>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"total_netflix = netflix.shape[0]\ntotal_hulu = hulu.shape[0]\ntotal_disney = disney.shape[0]\ntotal_prime = prime.shape[0]","execution_count":13,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Pie chart showing platforms with most number of movies\n\nlabels = ['Netflix', 'Hulu', 'Prime Video', 'Disney+']\nsizes = [total_netflix, total_hulu, total_prime, total_disney]\nexplode = [0.1, 0.1, 0.1, 0.1]\n\nfig1, ax1 = plt.subplots()\n\nax1.pie(sizes, explode=explode, labels=labels, shadow=True, autopct='%1.1f%%')\nax1.axis('equal')\nplt.show()","execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 576x396 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Adding screenplay column which contain total runtime in hours \nfor platform in [netflix, hulu, prime, disney]:\n    platform['screenplay'] = platform['Runtime']/60","execution_count":15,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Top 30 Movies with highest screenplay on Netflix\ntop_30_screenplay = netflix.sort_values(by='screenplay', ascending=False)[:30]\nplt.figure(figsize=(15, 10))\nsns.barplot(data=top_30_screenplay, y='Title', x='screenplay', hue='Country', dodge=False)\nplt.legend(loc='lower right')\nplt.xlabel('Total Hours')\nplt.ylabel('Movie')\nplt.title('Top 30 movies by Run Time')\nplt.show()","execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABBoAAAJgCAYAAAAktQDCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdeVRV1f//8ScXwQlMcMqx0pyHQjE1p98HxExmLTXLtCwsh8xyIGdRszSnEOdZKzMFr4hoDpWWiROZE2moKKgoQcmgIJf7+8Pl/UaCA13F9PVYy7XuOWef937fjX9w3uy9j43ZbDYjIiIiIiIiImIFhsJOQEREREREREQeHio0iIiIiIiIiIjVqNAgIiIiIiIiIlajQoOIiIiIiIiIWI0KDSIiIiIiIiJiNSo0iIiIiIiIiIjVqNAgIiIiUsjmzp3LiBEjrBozODiYwYMHWzVmYXNxceHs2bOFnYaIiNxGkcJOQERERB4dLi4uls9XrlzB3t4eW1tbAMaNG4ePj8+/7mPy5MlERESQmprKY489RpcuXXj33Xct148dO8aIESOIjY2lRo0aTJw4kbp16/7rfv+Nd955p1D7vx03NzeSkpKwtbWlRIkStG7dmlGjRlGyZEmr9XHu3Dk8PT0txxkZGRQvXhwbGxsAFixYQHR0tNX6ExGRe0eFBhEREblv/v6g6ObmxoQJE3j++eet2sdLL71E//79KVGiBImJibz55pvUqFGD9u3bk5WVRd++fenZsyfdu3dn1apV9O3bl82bN2Nvb2/VPB42c+fO5fnnn+fSpUv07t2b+fPnM2jQIKvFr1SpUq7/H7Vr18ZoNPLEE09YrQ8REbk/tHRCRERECl1WVhYTJ06kVatWtGrViokTJ5KVlQVAVFQUbdq0Ye7cuTRr1gw3NzfWr1+fb6zq1atTokQJy7HBYCAuLg6APXv2kJ2dTc+ePbG3t+f111/HbDaze/fuPGMFBgYyduxY3nrrLVxcXOjWrRuXLl1i4sSJNG3alA4dOnD06FFL+9jYWHr06IGrqyuenp5s27YNgF9++YWWLVtiMpksbbds2YK3tzdw8zKHX375hW7duuHq6oqPjw9RUVGWa6Ghobi7u+Pi4nLbscjKyuL999/HxcUFf39/YmJiAFi4cCEDBgzI1Xb8+PFMnDgx31g3lCtXjlatWnHs2DHg/34+f+fm5sauXbss323gwIEMHToUFxcXPD09OXTo0G37yUvt2rUtP8u7/dkkJiYyYMAAmjdvjpubG8uXLy9QDiIicnsqNIiIiEihmzNnDgcPHsRoNLJ+/XoOHTrE7NmzLdeTkpJISUlh586dfPLJJ4wePZqTJ0/mG2/+/Pm4uLjQpk0bMjIyLA/0v//+O7Vr17ZMx4frD6+///57vrEiIyN5//332b17N/b29nTt2pX69euze/duXnjhBSZNmgTAtWvXeOedd2jZsiW7du1i5MiRDB48mJMnT/Lss89SvHjxXAWN8PBwS15/l5iYSJ8+fXj33XfZs2cPw4YN47333iM5OZmMjAwmTJhgWUawatWqWy772LZtGx06dGDPnj14eXnRt29frl27ho+PDzt37uTy5csAZGdns3HjRnx9ffONdcOFCxfYuXMn1apVu23bG7Zv346npyf79u3Dzc2N8ePH3/G9t3KnP5ucnBzeffddateuzY4dO1i2bBnLli1j586dVslDRERyU6FBRERECl14eDj9+vWjTJkyODs7069fv5v+Uj9w4EDs7e157rnnaNu2LZGRkfnGCwgI4MCBA4SFheHr64uDgwMA6enpODo65mrr4OBAenp6vrE8PDxo0KABRYsWxcPDg6JFi+Ln54etrS0dO3a0/GX/4MGDZGRkEBAQgL29PS1atOB///sfERERAHh6erJhwwYA0tLS2LFjR649CW4wGo20adOGtm3bYjAYaNmyJQ0aNOCHH34Ars/QOHHiBFevXqV8+fLUrFkz39zr169Phw4dsLOz44033iArK4uDBw9Svnx5XF1d2bRpEwA7d+7EycmJBg0a5BurX79+uLi40LZtW5ydnXnvvffybftPTZo0oW3bttja2uLr62uZWfFv3enP5tChQyQnJ9O/f3/s7e2pWrUqXbp0YePGjVbJQ0REclOhQURERArdxYsXqVSpkuW4UqVKXLx40XJcqlSpXMsh/nk9LzY2NtSrV49ixYoRHBwMQMmSJUlLS8vVLj09/ZabGpYpU8byuVixYpQtWzbXcUZGhuU7PP744xgM//frVaVKlUhMTATA29ubLVu2kJWVxZYtW6hXrx6VK1e+qb9z586xadMmXF1dLf/279/PpUuXKFGiBNOnT2fVqlW0atWKgIAAYmNj88398ccft3w2GAxUqFDBMm7+/v6WYs769etvO5shJCSE6OhoVqxYwcmTJ0lJSbll+7/755hlZmaSnZ19x/fn505/NgkJCVy8eDHXmM6dO5ekpKR/nYOIiNxMhQYREREpdOXLl+fcuXOW4/Pnz1O+fHnL8eXLly0PjXldv5Xs7GzOnDkDwNNPP81vv/2G2Wy2XP/tt994+umn/+1XoHz58ly4cIGcnJxceVaoUMHSd6VKldixYwcbNmzAy8srzzgVK1bE19eXffv2Wf798ssvBAQEANC6dWuWLFnCjz/+SPXq1Rk1alS+OV24cMHyOScnh8TERMu4tWvXjt9++43jx4/z/fff57mMIy/PPfccnTp14tNPPwWgePHiXL161XLdZDKRnJx8R7Hul4oVK1KlSpVcYxodHc2CBQsKOzURkYeSCg0iIiJS6Dw9PZkzZw7JyckkJycTEhJy04NvcHAwWVlZ7Nu3j++//54OHTrcFCcnJ4dVq1bx119/YTab+fXXX/nyyy9p0aIFcP0h2dbWluXLl5OVlcXKlSsBaN68+b/+Do0aNaJ48eIsXLiQa9euERUVxfbt2+nYsaOljZeXF8uXL2fv3r155g/g4+PDd999x86dOzGZTGRmZhIVFcWFCxdISkpi27ZtZGRkYG9vT4kSJSyvB83LkSNH+Pbbb8nOzmbZsmXY29vzzDPPAFC0aFFeeOEFPvzwQxo2bJhrRsnt9OzZk127dnHs2DGeeuopMjMz+f7777l27Rpz5syxbOT5oGjUqBEODg7Mnz+fq1evYjKZOH78OL/++mthpyYi8lBSoUFEREQKXd++fWnQoAE+Pj74+PhQv359+vbta7letmxZSpUqRevWrRk8eDBjx46lRo0aecbasmULHh4eNG7cmCFDhvDaa6/Ro0cPAOzt7QkJCcFoNOLq6sratWsJCQmxyqst7e3tmTNnDjt27KB58+aMGzeOyZMn58rTy8uLPXv20Lx5c5ydnfOMU7FiRWbPns28efNo0aIFbdu2ZdGiReTk5JCTk8OSJUto3bo1zz33HHv37mXMmDH55uTu7s7GjRtp2rQpRqOR4OBg7OzsLNf9/Pw4fvz4HW0C+XfOzs74+voye/ZsHB0dGTNmDCNHjqRNmzYUL14815KNB4GtrS1z5swhJiYGd3d3mjdvzsiRI29aRiMiItZhY/773EERERGRB0xUVBRDhgxhx44dhZ3KQ+fcuXO8+OKL/PTTT5YNM0VERP4tzWgQEREReQTdmB3RsWNHFRlERMSqihR2AiIiIiJyf2VkZNCyZUsqVarEwoULCzsdERF5yGjphIiIiIiIiIhYjZZOiIiIiIiIiIjVqNAgIiIiIiIiIlajQoOIiIiIiIiIWI0KDSIiIiIiIiJiNXrrhEgB9F+wlYTk1MJOQ0REREREHlKVnR2Z9Xa7wk6jQFRoECmAhORUziSp0CAiIiIiIvJPWjohIiIiIiIiIlZzzwoNLi4u9yq01V24cIF3332X9u3b065dOyZMmEBWVtY96y8qKoo+ffrkOhcYGMimTZvuWZ93ol+/fvj6+uLh4UGTJk3w9fXF19eXAwcO0K1bN6v3d+jQISZMmHBX97i5uZGcnHzH7ePj4/Hy8ipwfyIiIiIiInJ3HvmlE2azmf79+/PKK68wZ84cTCYTo0aNYvr06QwbNqyw07uvQkJCgOuFkMWLFzNv3jzLtVWrVlm9v4YNG9KwYUOrx31Q+hMREREREXkU3ddCw/bt25kzZw7Xrl2jdOnSfPbZZ5QtW5bk5GQ+/PBD/vzzTxo2bMjOnTtZu3Ytzs7O9O3blwsXLpCZmcnrr79O165dARgzZgyHDh0iMzOTF154gffeew+4/hdvPz8/vvvuO7Kzs5kxYwY1atTIN6fdu3dTtGhROnfuDICtrS3Dhw/H3d2d9957j8jISLZv386VK1c4e/Ys7dq1Y+jQoQDs2LGD6dOnYzKZcHJyYtmyZWRkZDB+/HiOHz+OyWSif//+tGt3dxt4uLm58eKLLxIVFQXA1KlTeeKJJ0hISGD48OEkJyfj7OzMpEmTqFSpEoGBgTg4OHD48GEuXbrEkCFD6NChw01x8xvLO+Hi4kJ0dDRRUVEEBwdTpkwZYmJi8PDwoFatWixfvpzMzExCQkKoVq0aycnJjBkzhnPnzgEwfPhwmjRpkivm3wsawcHBnDt3jvj4eM6dO0fPnj15/fXX880nPj6et99+myZNmhAdHU2FChWYPXs2xYoV4/DhwwwfPpzixYvTuHHjPPv79ddf+fjjj7l69SrFihXj448/pnr16nc8HiIiIiIiIpK3+7pHQ5MmTVi9ejXr1q3D09OThQsXAjBr1iyaN29OWFgY7dq1szycAnz88ceEhoaydu1aVqxYQUpKCgCDBg0iNDSU9evXs3fvXmJiYiz3ODk5ERYWRrdu3Vi8eDFwfdr8iBEjbsrpxIkT1K9fP9c5BwcHKlasSFxcHADHjh1jxowZhIeHExkZyfnz50lOTmbUqFF8/vnnrF+/npkzZwIwd+5cmjdvztq1a1m+fDlTpkwhIyPjrsfKwcGBNWvW8Nprr/Hxxx8DMH78ePz8/AgPD8fb2zvXMoCLFy/y5ZdfMm/ePKZOnZpnzPzG8m7FxMQwYsQIwsPDMRqNnD59mjVr1vDSSy+xYsUKACZOnEjPnj1Zu3YtwcHBjBw58rZxT506xaJFi/jmm28ICQnh2rVrt2wfFxfHq6++SkREBI6OjmzevBmAjz76iJEjR/L111/ne2/16tVZuXIl69at47333mP69Ol3MQIiIiIiIiKSn/s6o+HChQsMGjSIS5cukZWVRZUqVQDYv38/s2bNAqBNmzY89thjlntWrFjBli1bADh//jxxcXE4OTkRGRnJ6tWryc7O5tKlS8TGxlKnTh0A2rdvD0CDBg0s9+Y3bd5sNmNjY3PL8y1atMDR0RGAGjVqkJCQwOXLl3F1daVq1aoAlC5dGoAff/yR7du3WwocmZmZnD9/Ptesirz6++f5G/sKeHp6MmnSJACio6MJDg4GwNfXlylTpljat2vXDoPBwNNPP01SUlKe8fMby7vVsGFDypcvD0C1atVo2bIlALVq1bLMwti1axe///675Z60tDTS0tJwcHDIN27btm2xt7fH2dkZZ2dn/vjjDx5//PF821epUoW6desCUL9+fRISEkhNTSU1NZXnnnsOuD5OO3fuvOne1NRUhg0bRlxcHDY2NrctaoiIiIiIiMidua+FhgkTJtCrVy/c3d2JioqyFBfMZnOe7aOioti1axdff/01xYsXp0ePHmRmZnL27FkWL17MmjVreOyxxwgMDCQzM9Nyn52dHQAGgwGTyXTLnGrWrMm3336b61xaWhoXLlygWrVqHDlyBHt7e8s1W1tbTCZTvgUKgM8///yW0/BLly7NX3/9levcn3/+edcP/X/v/+855iW/sSyIv/dlMBgsx38f75ycHL7++muKFStWoLi2trZkZ2ffVfvMzMxb/lz+bubMmTRr1oyQkBDi4+NvuUxDRERERERE7tx9XTqRmppKhQoVAFi3bp3lfJMmTYiMjASuzwi48RCemprKY489RvHixYmNjeWXX34BID09neLFi+Po6EhSUhI7duwocE4tWrTgypUrlnxMJhOffPIJ/v7+FC9ePN/7XFxc2Lt3L2fPngWuFwoAWrVqxcqVKy3Fk6NHj95075NPPsnFixeJjY0FICEhgd9++83y13nAMh4bN260vMHDxcWFiIgIAMLDw2/a8+BW8hvLe+XGONxw7Nixe9rfDaVKlcLBwYF9+/YB18cpL3//vxgWFnZfchMREREREXkU3LMZDVeuXKFNmzaW4zfeeIP+/fszcOBAKlSowDPPPEN8fDwA/fv354MPPiAyMpKmTZtSrlw5HBwcaNOmDatWrcLb25unnnqKZ599FoA6depQr149PD09qVq1aq4N//Jz6NAhVq1axcSJE3Odt7GxISQkhHHjxjF79mxycnJo27YtH3zwwS3jOTs7ExQUxIABA8jJyaFMmTIsWbKEvn378vHHH+Pj44PZbKZy5cq53t4A1/8SP2XKFD766CMyMzMpUqQIEyZMsCzPAMjKyuLll18mJyeHadOmATBy5EiGDx/OokWLLJtB3qn8xvJeGTFiBEFBQXh7e2MymXB1dSUoKOie9nnDpEmTLJtBtmrVKs82b731FoGBgSxZsoTmzZvfl7xEREREREQeBTbm/NYt3EdZWVkYDAaKFClCdHQ0Y8eOxWg0FnZahcbNzY01a9bg7Oxc2KlIPvw/DeNMUmphpyEiIiIiIg+pamUdCRvmX9hpFMh93aMhP+fOneP9998nJycHOzs7xo8fX9gpiYiIiIiIiEgBPBCFhieffDLXng2Puu3btxd2CnIblZ0db99IRERERESkgP7LzxwPxNIJEREREREREXk43Ne3ToiIiIiIiIjIw02FBhERERERERGxGhUaRERERERERMRqHojNIEX+a/ov2EpCsl5vKSIiIiIi+avs7Mist9sVdhr3nQoNIgWQkJzKmSQVGkRERERERP5JSydERERERERExGpUaHiIubi45Hvt8uXLfPHFF5bj+Ph4wsPD82wbHx+Pl5eX1fO7W3Xr1sXX1xcfHx/8/f05cOCAVeJGRUXRp08fq8QSERERERF51KnQ8Ii6fPkyX331leU4ISGBDRs2FGJGt1esWDGMRiPr16/ngw8+YNq0aYWdkoiIiIiIiPyD9mh4yKWnp9O3b18uX75MdnY2AwcOpF27dkydOpUzZ87g6+vL888/z/79+4mNjcXX1xd/f3969eqVZ7z4+HiGDh3KlStXABg1ahSNGzcmKiqK4OBgypQpQ0xMDB4eHtSqVYvly5eTmZlJSEgI1apVIzk5mTFjxnDu3DkAhg8fTpMmTdizZw8TJ04EwMbGhpUrV+Lg4JDv90pLS6NUqVIAmM1mJk+ezM6dO7GxseHdd9+lY8eOREVFMWvWLJycnDh+/Dj169fns88+w8bGhh07dvDxxx/j5ORE/fr1rTjiIiIiIiIijzYVGh5yRYsWJSQkBAcHB5KTk+natSvu7u58+OGHnDhxAqPRCFxfPrB48WLmzZt3y3hlypRhyZIlFC1alNOnT/PBBx8QGhoKQExMDBs3bqR06dK4u7vz8ssvs2bNGpYtW8aKFSsYMWIEEydOpGfPnri6unLu3Dl69+5NZGQkixcvZvTo0TRp0oT09HSKFi16U99Xr17F19eXzMxMLl26xLJlywD49ttviYmJwWg0kpKSwksvvYSrqysAR48eJSIigvLly/PKK6+wf/9+GjZsyKhRo1i2bBlPPPEE77//vjWHXERERERE5JGmQsNDzmw2M23aNPbu3YvBYCAxMZGkpKQCx8vOziYoKIiYmBgMBgOnT5+2XGvYsCHly5cHoFq1arRs2RKAWrVqERUVBcCuXbv4/fffLfekpaWRlpZG48aN+eSTT/D29qZ9+/aULFnypr5vLJ0AiI6OZtiwYWzYsIH9+/fj6emJra0tZcuWpWnTphw6dAgHBwcaNWrE448/DkCdOnVISEigZMmSVKlShSeffBIAHx8fVq9eXeAxERERERERkf+jQsNDLjw8nOTkZEJDQ7Gzs8PNzY3MzMwCx1u6dClly5bFaDSSk5NDo0aNLNfs7e0tnw0Gg+XYYDBgMpkAyMnJ4euvv6ZYsWK54gYEBNC2bVt++OEHunTpwpIlS6hRo0a+ebi4uJCSkkJycjJmsznfdn/PydbW1pKHjY3NXXxrERERERERuVPaDPIhl5qaSpkyZbCzs2P37t0kJCQAULJkSdLT0y3t/nl8q3jlypXDYDBgNBotD+53qlWrVqxcudJyfOzYMQDOnDlD7dq1CQgIoEGDBpw6deqWcWJjYzGZTJQuXZqmTZsSGRmJyWQiOTmZffv25SqA/FP16tWJj4/nzJkzAERERNzVdxAREREREZH8aUbDQyo7Oxt7e3u8vb1599136dSpE3Xr1qV69eoAODk50bhxY7y8vGjdujUffPABtra2+Pj40KlTp1ybQZpMJsvMgO7duzNgwAA2bdpEs2bNKFGixF3lNWLECIKCgvD29sZkMuHq6kpQUBDLli0jKioKg8HA008/TZs2bW6698YeDXB9Scinn36Kra0tHh4eREdH4+vri42NDUOGDKFcuXKcPHkyzxyKFi1KUFAQAQEBODk50aRJE06cOHFX30NERERERETyZmO+1bxz+c+KiYlh5MiRrFmz5l/H2rp1K+Hh4cycOdMKmT0c/D8N40xSamGnISIiIiIiD7BqZR0JG+Zf2Gncd5rR8BD66quvWLFiBcOHD//XsWbOnMm2bdv45JNPrJCZiIiIiIiIPOw0o0GkAPov2EpCsmY0iIiIiIhI/io7OzLr7XaFncZ9p0KDiIiIiIiIiFiN3johIiIiIiIiIlajQoOIiIiIiIiIWI0KDSIiIiIiIiJiNXrrhEgBXPyiD9kpCYWdhoiIiIiI3CNFnCpT/tV5hZ3Gf5IKDSIFkJ2SQHZyXGGnISIiIiIi8sDR0gkRERERERERsRrNaHgApaSk0KtXLwCSkpIwGAw4OzuTkJBA+fLl2bhxY4Fj79ixg88//5y0tDSKFi3KU089xdChQ6lUqZKVss+fi4sL0dHRd9x++fLlfPXVV9SrV4+pU6dazkdFRbF48WLmzbuzaUyBgYH8v//3/+jQocNd5ywiIiIiIiJ3R4WGB5CTkxNGoxGA4OBgSpQoQe/evYmPj+edd94pcNzjx48zYcIE5syZQ40aNQDYtm0bCQkJ96XQcLe+/PJLFixYQNWqVQs7FREREREREblDWjrxH2MymRg5ciSenp68+eabXL16FYAzZ87Qu3dvOnXqRPfu3YmNjb3p3gULFtCnTx9LkQHA3d2dpk2bAnDs2DG6dOmCt7c3/fr146+//gKuzyzo2LEj3t7eDBo0CLheABkyZAivv/467du3Z/Xq1ZaYCxcupHPnznh7e/P555/f9jstWbIELy8vvLy8WLp0KQCjR48mPj6evn37Ws7djouLi+Xzpk2bCAwMvKnNjBkzCAwMJCcn567zFBERERERkdtToeE/Ji4ujldffZWIiAgcHR3ZvHkzAKNGjWLUqFGEhoYybNgwxo0bd9O9v//+O/Xr18839tChQxk8eDDh4eHUqlWLWbNmATB//nzWrVtHeHh4rri//fYb8+fPZ9WqVYSEhJCYmMiPP/5IXFwca9aswWg0cuTIEfbu3Ztvn4cPHyY0NJTVq1fz9ddf880333D06FGCgoIoX748y5Ytsywj+bcmT55McnIykyZNYteuXXeVp4iIiIiIiNwZLZ34j6lSpQp169YFoH79+iQkJJCenk50dDQDBw60tMvKyrplnBv7QFy9epUuXbrQpUsXUlNTee655wDw9/e3xKtduzaDBw/G3d2ddu3aWWK4u7tTrFgxihUrRrNmzTh06BD79+/np59+ws/PD4CMjAxOnz5tmTXxT/v376ddu3aUKFECAA8PD/bt20e9evUKOEJ5mz17Ns888wzjx48H4KeffrqrPEVEREREROTOqNDwH2Nvb2/5bGtrS2ZmJmazmVKlSln2dcjP008/zZEjR6hTp45lH4hFixaRkZFxy/vmz5/P3r172b59O7NnzyYiIgIAGxubm9qazWYCAgLo1q3bHX0fs9l8R+3uVmZmZq7jhg0bcuTIEf78809Kly5913mKiIiIiIjIndHSiYeAg4MDVapUITIyErj+8B4TE3NTu7feeou5c+fm2r/hypUrADg6OlKqVCn27dsHgNFopGnTpuTk5HD+/HmaN2/OkCFDSE1NtRQmtm3bRmZmJikpKezZs4eGDRvSqlUr1q5dS3p6OgCJiYn88ccf+ebetGlTtm7dypUrV8jIyGDr1q24uroWaBzKli1LbGwsOTk5bN26Nde11q1b8/bbb9OnTx/S0tLuOk8RERERERG5M5rR8JCYMmUKY8eOZc6cOWRnZ9OxY0fq1KmTq03t2rUZMWIEQ4cOJT09ndKlS1OpUiUGDBgAwKeffsqYMWO4cuUKVatWZdKkSZhMJoYMGUJaWhpms5levXpRqlQpABo1akRAQADnz5+nb9++VKhQgQoVKhAbG2uZKVCiRAmmTJlCmTJl8sy7fv36dOrUiZdffhmAl1566Y6WTfz888+0adPGcjxz5kw+/PBD+vTpQ8WKFalZs+ZNMzVefPFF0tPTeffdd1mwYAFeXl53nKeIiIiIiIjcGRvzvZq7Lg+1v79281F0bpYX2clxhZ2GiIiIiIjcI0Wcn6BS/w2FncZ/kpZOiIiIiIiIiIjVaOmEFMiN5RaPqiJOlQs7BRERERERuYf0O3/BaemEiIiIiIiIiFiNlk6IiIiIiIiIiNWo0CAiIiIiIiIiVqNCg4iIiIiIiIhYjTaDFCmA/gu2kpCcWthpiIiIiIhIAVV2dmTW2+0KO42HkgoNIgWQkJzKmSQVGkRERERERP5JSydERERERERExGpUaBARERERERERq1GhQSxcXFzuuG1gYCCbNm0CwM3NjeTk5HuS05YtW6hduzaxsbGWc1FRUfTp0+emtsHBwSxatOie5CEiIiIiIiJ3RoUGeaBt2LCBJk2asHHjxnvaj9lsJicn5572ISIiIiIi8ihQoUFyMZvNfPrpp3h5eeHt7W15wDebzQQFBdGxY0cCAgif0XQAACAASURBVAL4448/ct23cuVK/P398fb2tsw++PXXX+nWrRt+fn5069aNkydPAhAfH0/37t3x9/fH39+fAwcO5JlLeno6Bw4cYOLEiUREROTZ5tdff8XPz4+zZ88CEBMTw+uvv0779u1ZvXq1JU7Pnj0t+W3dutWSx4svvsjYsWPx9/fn/Pnz/3L0RERERERERG+dkFy+/fZbYmJiMBqNpKSk8NJLL+Hq6sovv/zCqVOnCA8PJykpCU9PTzp37my5z8nJibCwML744gsWL17MxIkTqV69OitXrqRIkSLs2rWL6dOnExwcTJkyZViyZAlFixbl9OnTfPDBB4SGht6Uy9atW2ndujVPPfUUpUuX5siRI9SvX99y/cCBA0yYMIHZs2dTqVIlAH777TdWr15NRkYG/v7+tG3bljJlyhASEoKDgwPJycl07doVd3d3AE6dOsWkSZMYO3bsvR1YERERERGRR4QKDZLL/v378fT0xNbWlrJly9K0aVMOHTrE3r17LecrVKhA8+bNc93Xvn17ABo0aMCWLVsASE1NZdiwYcTFxWFjY8O1a9cAyM7OJigoiJiYGAwGA6dPn84zl4iICHr27AlAx44d2bBhg6XQEBsby+jRo1m0aBEVKlSw3OPu7k6xYsUoVqwYzZo149ChQ7Rt25Zp06axd+9eDAYDiYmJJCUlAVCpUiWeffZZ6w2giIiIiIjII06FBsnFbDbne83Gxibfa3Z2dgAYDAZMJhMAM2fOpFmzZoSEhBAfH8/rr78OwNKlSylbtixGo5GcnBwaNWp0U7yUlBR2797NiRMnsLGxwWQyYWNjw9ChQwEoV64cmZmZHDt2LFehIa8cw8PDSU5OJjQ0FDs7O9zc3MjMzASgRIkStxsSERERERERuQvao0Fyadq0KZGRkZhMJpKTk9m3bx+NGjWiadOmbNy4EZPJxMWLF4mKirptrNTUVEsRICwsLNf5cuXKYTAYMBqNlsLE323evBk/Pz++++47tm/fzg8//ECVKlXYv38/AKVKlWL+/PlMmzYtVy7btm0jMzOTlJQU9uzZQ8OGDUlNTaVMmTLY2dmxe/duEhIS/u0wiYiIiIiISD5UaBDg+nIGe3t7PDw8qFWrFr6+vvTs2ZMhQ4ZQrlw5PDw8eOKJJ/D29mbs2LE0bdr0tjHfeustpk2bRrdu3XIVE7p3705YWBhdunTh9OnTec4qiIiIoF27drnOtW/fnvDwcMtx2bJlmTt3LkFBQRw8eBCARo0aERAQQNeuXenbty8VKlTA29ubw4cP06lTJ8LDw6levXpBh0lERERERERuw8Z8q7ny8siIiYlh5MiRrFmzprBT+U/w/zSMM0mphZ2GiIiIiIgUULWyjoQN8y/sNB5K2qNB+Oqrr1ixYgXDhw8v7FT+Myo7OxZ2CiIiIiIi8i/od/p7RzMaRERERERERMRqtEeDiIiIiIiIiFiNCg0iIiIiIiIiYjUqNIiIiIiIiIiI1WgzSJEC6L9gKwnJeuuEiIiIiMiDprKzI7PeblfYaTzSVGgQKYCE5FS93lJERERERCQPWjohIiIiIiIiIlajQoOIiIiIiIiIWM0jW2hwcXGxfP7hhx9o3749586dy7d9YGAgmzZtuul8aGgoQUFBed7z9ttvc/ny5ZvOu7m5kZycDMDhw4dxc3Pj6NGjBAcHs2jRorv9Kje5VZxu3brleb4wxyM/2dnZTJs2jfbt2+Pr64uvry9z5swBID4+Hi8vrzuOJSIiIiIiIvfHI79Hw88//8z48eNZvHgxlSpVsmrsBQsW3PJ6TEwM7733HjNmzKBevXps27bNqv3nZdWqVbe8Xpjj8U8zZswgKSmJ8PBwihYtSlpaGkuWLLFqTiIiIiIiImJdj+yMBoB9+/YxcuRI5s2bR7Vq1QBYvXo1nTt3xsfHhwEDBnDlyhVL+127dtG9e3deeOEFvvvuO8v5ixcv0rt3b9q3b8/kyZMt5/8+c+GfTp48Sb9+/Zg8eTKNGjWynP/999/p0aMH7u7uLF++HLj5r/eLFi0iODgYgOXLl9OxY0e8vb0ZNGjQLeNA7pkLhTkeRqORl156CV9fX0aPHo3JZMqVy5UrV/jmm28YOXIkRYsWBcDBwYEBAwZY2phMJkaOHImnpydvvvkmV69evWXOgYGBjBkzxjIue/bs4aOPPuLFF18kMDAw33ERERERERGRO/fIFhqysrLo27cvISEh1KhRw3Lew8ODtWvXsn79eqpXr86aNWss1xISEli5ciXz5s1jzJgxZGZmAnDs2DFmzJhBeHg4kZGRnD9//rb99+3bl9GjR+Pq6prr/KlTp1i0aBHffPMNISEhXLt27ZZx5s+fz7p16wgPD2fcuHEFjnM/xyM2NpbIyEi++uorjEYjBoOB8PDwXG3i4uKoWLEiDg4O+eYcFxfHq6++SkREBI6OjmzevPm2OV++fJnly5fz0Ucf8c4779CrVy8iIiI4fvw4x44du+UYiYiIiIiIyO09soWGIkWK4OLikushFODEiRN0794db29vwsPDOXHihOXaiy++iMFg4Mknn6Rq1aqcPHkSgBYtWuDo6EjRokWpUaMGCQkJt+2/RYsWfPPNNzf9Jb9t27bY29vj7OyMs7Mzf/zxxy3j1K5dm8GDB2M0GrG1tS1wnPs5Hj///DOHDx+2zGj4+eefOXv27C3zW7t2Lb6+vrRt29ZSuKhSpQp169YFoH79+pZ+bpXz//73P2xsbKhduzZly5aldu3aGAwGnn766Tv6uYmIiIiIiMitPbKFBoPBwIwZMzh8+DBz5861nA8MDGT06NGEh4fTv39/srKyLNdsbGxyxbhxbG9vbzlna2t7U/EgL6NHjwbINQshr1jZ2dkUKVKEnJwcy/kbMwfg+oyG7t27c+TIETp16kR2dna+cW7lfo6H2WzG398fo9GI0Whk8+bNuZZEADzxxBOcP3+etLQ0ADp37ozRaMTR0dESL79+bpXzjXtsbGxy3W8wGG47RiIiIiIiInJ7j2yhAaB48eLMnTuX8PBwvvnmGwDS09MpV64c165du2k6/6ZNm8jJyeHMmTOcPXuWp556qsB929jYMG3aNE6dOsXMmTNv2bZMmTL88ccfpKSkkJWVxffffw9ATk4O58+fp3nz5gwZMoTU1FQyMjIKnNP9Go8WLVqwefNmyyyLP//886bZBMWLF6dz586MHz/eUlgxmUy3XQJyu5xFRERERETk3nrk3zpRunRpFi5cyKuvvoqTkxMDBw7k5ZdfpnLlytSqVYv09HRL26eeeorXXnuNP/74g3Hjxlk2KSwoe3t7Zs+ezWuvvUbZsmXzbWdnZ0e/fv3o0qULVapUoXr16sD1B+8hQ4aQlpaG2WymV69elCpV6l/ldD/G4+mnn+b999/nzTffJCcnBzs7O0aPHk3lypVztRs0aBAzZ87Ey8uLkiVLUqxYMfz8/ChfvjwXL17MN/6tchYREREREZF7y8ZsNpsLOwmR/xr/T8M4k5Ra2GmIiIiIiMg/VCvrSNgw/8JO45H2yM9oECmIys6OhZ2CiIiIiIjkQb+rFz7NaBARERERERERq3mkN4MUEREREREREetSoUFERERERERErEaFBhERERERERGxGm0GKVIA/RdsJSFZb50QEREREXnQVHZ2ZNbb7Qo7jUeaCg0iBZCQnKrXW4qIiIiIiORBSydERERERERExGpUaBARERERERERq1GhQQrNnDlz8PT0xNvbG19fXw4ePGi12C4uLlaLJSIiIiIiIndOezRIoYiOjub7778nLCwMe3t7kpOTuXbtWmGnJSIiIiIiIv+SZjRIobh06RJOTk7Y29sD4OzsTGJiIv379wdg69atNGrUiKysLDIzM3F3dwdg9erVdO7cGR8fHwYMGMCVK1cAOHv2LF27dqVz587MmDEjV18LFy6kc+fOeHt78/nnnwOQkZFBQEAAPj4+eHl5sXHjxvv11UVERERERB5qKjRIoWjZsiXnz5/nhRdeYOzYsezZs4d69epx9OhRAPbv30/NmjU5dOgQBw8e5JlnngHAw8ODtWvXsn79eqpXr86aNWsAmDhxIq+88gpr166lXLlyln5+/PFH4uLiWLNmDUajkSNHjrB371527txJ+fLlWb9+PRs2bKB169b3fxBEREREREQeQio0SKEoWbIkoaGhBAUF4ezszKBBg1i/fj1PPPEEsbGx/Prrr7zxxhvs27ePffv20aRJEwBOnDhB9+7d8fb2Jjw8nBMnTgDXl2J4enoC4Ovra+nnp59+4qeffsLPzw9/f39OnjzJ6dOnqVWrFrt27WLKlCns27cPR0fH+z8IIiIiIiIiDyHt0SCFxtbWlmbNmtGsWTNq1arFunXraNKkCTt27KBIkSI8//zzBAYGYjKZGDZsGACBgYHMnj2bOnXqEBoayp49eyzxbGxsburDbDYTEBBAt27dbroWGhrKDz/8wNSpU2nZsqVl2YaIiIiIiIgUnGY0SKG4MbPghmPHjlGpUiWaNm3KsmXLePbZZ3F2dubPP//k1KlT1KxZE4D09HTKlSvHtWvXCA8Pt9zv4uJCREQEAOvXr7ecb9WqFWvXriU9PR2AxMRE/vjjDxITEylevDi+vr707t3bsmRDRERERERE/h3NaJBCkZGRwYQJE7h8+TK2trY88cQTBAUFUaJECZKSkmjatCkAtWvXxtnZ2TJbYeDAgbz88stUrlyZWrVqWQoII0aMYPDgwSxfvpwXXnjB0k+rVq2IjY21zGgoUaIEU6ZMIS4ujsmTJ2MwGChSpAhjx469vwMgIiIiIiLykLIxm83mwk5C5L/G/9MwziSlFnYaIiIiIiLyD9XKOhI2zL+w03ikaemEiIiIiIiIiFiNlk6IFEBlZ72lQkRERETkQaTf1Quflk6IiIiIiIiIiNVo6YSIiIiIiIiIWI0KDSIiIiIiIiJiNdqjQaQABhkHcf7y+cJOQ0RERETkkVexVEWm+04v7DTkb1RoECmA85fPc/bPs4WdhoiIiIiIyANHSydERERERERExGpUaBARERERERERq9HSCbFISUmhV69eACQlJWEwGHB2diYhIYHy5cuzcePGAsUNDQ3l8OHDjB49+qZr27ZtIzY2loCAgLu+V0RERERERB48KjSIhZOTE0ajEYDg4GBKlChB7969iY+P55133rF6f9nZ2bi7u+Pu7m712CIiIiIiIlI4VGiQO2IymRg5ciTR0dFUqFCB2bNnU6xYMc6cOcO4ceNISUmhWLFijB8/nho1auQbJzAwkMcee4yjR49Sv359atWqZZmxEBkZSUhICAaDAUdHR7744gsALl68SO/evTl79izt2rVj6NChALi4uNC9e3d+/vlnSpUqxQcffMCUKVM4d+4cw4cPx93dnfj4eIYOHcqVK1cAGDVqFI0bNyYqKopZs2bh5OTE8ePHqV+/Pp999hk2Njb3fjBFREREREQeYtqjQe5IXFwcr776KhERETg6OrJ582bg+oP7qFGjCA0NZdiwYYwbN+62sU6fPs3SpUsJDAzMdX727NksWrSI9evXM2fOHMv5Y8eOMWPGDMLDw4mMjOT8+euvlczIyOC5554jNDSUkiVLMmPGDBYvXkxISAiff/45AGXKlGHJkiWEhYUxffp0JkyYYIl79OhRhg8fzsaNG4mPj2f//v3/epxEREREREQedZrRIHekSpUq1K1bF4D69euTkJBAeno60dHRDBw40NIuKyvrtrE6dOiAra3tTeddXFwIDAzkxRdfxMPDw3K+RYsWODo6AlCjRg0SEhKoWLEidnZ2tGnTBoBatWphb2+PnZ0dtWrVIiEhAbi+PCMoKIiYmBgMBgOnT5+2xG3UqBGPP/44AHXq1CEhIQFXV9e7HBkRERERERH5OxUa5I7Y29tbPtva2pKZmYnZbKZUqVKWfR3uVPHixfM8HxQUxMGDB/n+++/x8/Nj3bp1efZtMpkAsLOzsyx1MBgMlnYGg8HSZunSpZQtWxaj0UhOTg6NGjXK9zvduEdEREREREQKTksnpMAcHByoUqUKkZGRAJjNZmJiYgoc78yZMzzzzDMMHDgQJycnLly48K9zTE1NpVy5chgMBoxGo4oJIiIiIiIi95gKDfKvTJkyhTVr1uDj44Onpydbt24tcKzJkyfj7e2Nl5cXrq6u1KlT51/n1717d8LCwujSpQunT5+mRIkS/zqmiIiIiIiI5M/GbDabCzsJkf+abiu6cfbPs4WdhoiIiIjII69q6aqs6rGqsNOQv9GMBhERERERERGxGm0GKVIAFUtVLOwUREREREQE/W7+INLSCRERERERERGxGi2dEBERERERERGrUaFBRERERERERKxGezSIFMAg4yDOXz5f2GmIiIiIiDxwKpaqyHTf6YWdhhQiFRpECuD85fN6vaWIiIiIiEgetHRCRERERERERKxGhQYRERERERERsRoVGuQ/ISkpiQ8//BB3d3c6depE165d2bJlC4cOHWLChAkFjjt37lwrZikiIiIiIiLao0EeeGazmX79+uHn58fUqVMBSEhIYPv27Xh4eNCwYcMCx543bx7vvPOOtVIVERERERF55GlGgzzwdu/ejZ2dHa+88orlXOXKlenRowdRUVH06dMHgF9//ZVu3brh5+dHt27dOHnyJAChoaH079+f3r170759eyZPngzAZ599xtWrV/H19eXDDz+8/19MRERERETkIaQZDfLAO3HiBPXq1bttu+rVq7Ny5UqKFCnCrl27mD59OsHBwQAcO3aMdevWYW9vT4cOHejRoweDBw/miy++wGg03uuvICIiIiIi8shQoUH+c8aNG8f+/fuxs7Nj6NChlvOpqakMGzaMuLg4bGxsuHbtmuVaixYtcHR0BKBGjRokJCRQsWLF+567iIiIiIjIw05LJ+SBV7NmTY4ePWo5HjNmDEuXLiUlJSVXu5kzZ9KsWTM2bNjAnDlzyMrKslyzt7e3fLa1tcVkMt37xEVERERERB5BKjTIA6958+ZkZmby5ZdfWs5dvXr1pnapqalUqFABgLCwsDuKXaRIkVwzH0REREREROTfUaFBHng2NjaEhISwd+9e3NzceOmllxg2bBiDBw/O1e6tt95i2rRpdOvW7Y5nLHTp0gUfHx9tBikiIiIiImIlNmaz2VzYSYj813Rb0Y2zf54t7DRERERERB44VUtXZVWPVYWdhhQizWgQEREREREREavRWydECqBiKb2xQkREREQkL/pdWbR0QkRERERERESsRksnRERERERERMRqVGgQEREREREREavRHg0iBdB/wVYSklMLOw0RERERkQKr7OzIrLfbFXYa8hBSoUGkABKSUzmTpEKDiIiIiIjIP2nphIiIiIiIiIhYjQoNIiIiIiIiImI1KjTcIx9//DFLly61HPfu3ZsRI0ZYjj/55BOWLFlCVFQUffr0uavYoaGhJCYmWo579OhBfHz8be/78ccf6dq1KzfeaGoymfD19eXAgQN31f+tREVF0aRJE/z8/OjQoQOffvqp1WLfiH+345Wfzz//HE9PTzw8PFi9erVVYoqIiIiIiDzqVGi4R1xcXIiOjgYgJyeHlJQUfv/9d8v16OhoGjduXKDYYWFhXLx48a7va9WqFZUqVWLNmjUArFixgoYNGxY4D4Ds7Oybzrm6urJu3TrWrVvHd999x/79+wsc/1565pln2LBhA6tXr2bq1Kl5fhcRERERERG5Oyo03CONGze2FBpOnDhBzZo1KVmyJH/99RdZWVnExsZSt25dADIyMnjvvffo0KEDH374oWXGwaxZs+jcuTNeXl6MGjUKs9nMpk2bOHz4MIMHD8bX15erV6/y2GOPYWtri8lkIjAwEC8vL7y9vXPNqLjho48+Yt68eZw4cYIvvviCwYMHs2HDBry9vfHy8mLKlCmWti4uLpbPmzZtIjAwEIDAwEAmTZpEjx49+Oyzz/Idg2LFilG3bl3L7IvVq1fTuXNnfHx8GDBgAFeuXAFg+/btvPzyy/j5+dGrVy+SkpIA2LNnD76+vvj6+uLn50daWtotx+vw4cO89tprdOrUid69e1uKMWfOnKF379506tSJ7t27ExsbC0Dbtm2xsbHBbDZjMBiwsbG5mx+xiIiIiIiI5EFvnbhHKlSoQJEiRTh37hzR0dE8++yzJCYm8ssvv+Dg4EDt2rWxt7cH4OjRo0RERFC+fHleeeUV9u/fj6urK6+99hr9+/cHYMiQIXz33Xd06NCBL774gqFDh9KwYUPgekECrj9oJyYmsmHDBgAuX758U17ly5enZ8+edO3alZEjR5KZmclnn31GaGgopUqV4s0332Tr1q20a3fr19ycPn2apUuXYmtrm2+bv/76i7i4OJo2bQqAh4cHXbp0AWD69OmsWbOGHj160KRJE1avXo2NjQ3ffPMNCxcuJDAwkMWLFzN69GiaNGlCeno6RYsWzXe8nnnmGSZMmMDs2bNxdnZm48aNTJ8+nUmTJjFq1CjGjRvHk08+ycGDBxk3bhzLly8H4Nq1awwaNIj+/fvf8ruIiIiIiIjInVGh4R66sXwiOjqaN954g8TERA4cOICjo2Ou2QKNGjXi8ccfB6BOnTokJCTg6upKVFQUCxcu5OrVq/z555/UrFkTNze3fPurWrUqZ8+eZfz48bRt25ZWrVrl2e7VV19l6tSpdOrUia1bt/Lcc8/h7OwMgLe3N3v37r1toaFDhw75Ppjv27cPb29vTp06RUBAAOXKlQOuz+yYMWMGqamppKenW/K7cOECgwYN4tKlS2RlZVGlShXg+qyQTz75BG9vb9q3b0/JkiXzHa9SpUpx/Phx3njjDeD6cpVy5cqRnp5OdHQ0AwcOtOSXlZVl+fzVV19RqVIlXn311Vt+XxEREREREbkzKjTcQzeWTxw/fpyaNWvy+OOPs3jxYhwcHOjcubOl3Y2ZDYBlCURmZibjxo1j7dq1VKxYkeDgYDIzM2/Z32OPPYbRaOTHH3/kyy+/JDIykkmTJt3UriDLBP7Zd/HixfNt6+rqyrx58zh16hTdu3fHw8ODunXrEhgYyOzZs6lTpw6hoaHs2bMHgAkTJtCrVy/c3d2JioqyzNAICAigbdu2/PDDD3Tp0oUlS5YAeY+X2WymZs2afP3117lySUtLo1SpUhiNxjxz/e2332jTps1djYWIiIiIiIjkT3s03EONGzfmu+++s+yhULp0aVJTU/nll1949tlnb3nvjQd7Jycn0tPT2bx5s+VayZIlSU9Pv+me5ORkzGYzL7zwAgMHDuTo0aO3zbFRo0bs3buX5ORkTCYTERERlqUOZcuWJTY2lpycHLZu3Xo3Xx2Ap556ij59+rBgwQIA0tPTKVeuHNeuXSM8PNzSLjU1lQoVKgCwbt06y/kzZ85Qu3ZtAgICaNCgAadOnbplX8nJyZZ9Ma5du8aJEydwcHCgSpUqREZGAmA2m4mJibHc16VLl//P3p2HVV3m/x9/AoloYgIaqeCv3BesDEybSBtcJkVkURxGMy0101yyXNBcRmVyTHPDXXGfRlEPIuIyEmUuRYLOjGiWmqKQYYhORzZZzu8PL883EhDwIKmvx3V5XZz7cy/vz8d/OG/u9/0ptLtERERERERE7o12NFSgpk2bcu3aNXr06FGoLSMjw1yqUJyaNWsSGBiIj48P9evXN5/HAODv78+0adOws7Njy5Yt2NnZAXDlyhUmTpxIQUEBAO+///5dY3zyySd5//33GTBgACaTiQ4dOpjLJj744AOGDh1K3bp1adKkCZmZmWV+BkFBQYSFhXHp0iVGjx5NYGAg9evXNz8HgBEjRjB69GicnZ157rnnzK/qXL9+PXFxcVhbW9O4cWM6dOhgTiT8lq2tLYsWLSIkJASj0Uh+fj4DBgygSZMmzJkzh7/+9a8sW7aMvLw8unfvTvPmzQH44osvaNu2rbkUQ0RERERERO6Nlen2kf0iUmr+syO4mGas7DBERERERMqtQW17Iib4V3YY8hBS6YSIiIiIiIiIWIxKJ0TKob6jfWWHICIiIiJyT/Q7rVQUlU6IiIiIiIiIiMWodEJERERERERELEaJBhERERERERGxGCUaRERERERERMRidBikSDmMWBVDSrpebykiIiIiv2/1He1ZPKRzZYchjxglGkTKISXdyMU0JRpERERERER+S6UTIiIiIiIiImIxSjSUU5s2bcw/HzhwgK5du/Ljjz8W2z84OJi9e/fe0W4wGJgxY0aRY4YMGcIvv/xS5LVTp07RrFkzDh48WGxcRTlx4gQhISFFXvPy8iI9Pb3E8b/Wv39/AgICCs3dv3//Uo8vya9jSUxMxMvLi1OnTpWqv4iIiIiIiFQeJRru0VdffcXMmTNZvXo19erVs+jcq1atombNmkVe27VrF+7u7kRHR5dpztatWzN58mRLhAdAeno6Bw4csNh8v3X69GlGjRrFggULaNmyZYWtIyIiIiIiIpahRMM9iI+PZ/LkyaxYsYIGDRoAEB4eTq9evejZsycjR44kKyvL3P/IkSP07duXP/3pT3z++efm9itXrjBo0CC6du3Kxx9/bG4v7q/0JpOJffv28fe//51Dhw6Rk5NzR5/33nuvUAIgODiYffv2ERcXx9ChQwG4du0ab731Fn5+fkydOhWTyWTuP3z4cAICAvD29mbLli3FPoNBgwaxbNmyO9qTk5Pp27cv/v7++Pv7c+zYMQAyMjIYMGAA/v7++Pj4EBMTU+zcP/zwA++++y4ff/wxzz77LACHDh3iz3/+M/7+/owaNYqMjAxz/02bNpnnPXfuHAChoaFMnDiR/v3706lTJzZs2FDmexQREREREZHSU6KhnG7evMnw4cNZsmQJjRo1Mrd36dKF7du3s3PnTho2bMi2bdvM11JSUti0aRMrVqxg2rRp5gTBt99+y4IFC4iK3CqPXAAAIABJREFUimLPnj1cvny5xLUTEhJwcXGhQYMGtGvXrsgdBd7e3uzevdsc61dffUXHjh0L9VmyZAkvvPACO3bswMvLq1Dpx0cffYTBYGD79u1s3LiRa9euFRnL888/j62tLV9//XWhdicnJ9auXUtERATz5883l2tUrVqVJUuWEBERwfr165k9e3ahBMevDR8+nKlTp+Lh4QHc2j2xbNky87xubm6sXbvW3N/BwYGIiAiCgoJYs2aNuf38+fOEhYWxdetWlixZQm5ubpnuUUREREREREpPb50op8cee4w2bdqwbdu2QqUIZ86cYcGCBRiNRjIyMvD09DRf69atG9bW1jz99NO4urryww8/APDSSy9hb28PQKNGjUhJSaFu3brFrh0dHY23tzcA3bt3JzIykq5duxbq06FDB0JCQrh58yZffvklHh4e2NnZFepz9OhRFi9eDMCrr77KE088Yb62ceNG9u/fD8Dly5dJSkrCwcGhyHiGDRvGsmXLGDt2rLktLy+PGTNmcPr0aaytrblw4QJwazfGvHnzOHr0KNbW1qSmppKWlkadOnXumPell15i69ateHp6YmNjw3/+8x/Onj3LX/7yFwByc3N5/vnnzf1vPwM3Nzdz7AAdO3bE1tYWR0dHHB0duXr1Kk899VSZ7lFERERERERKR4mGcrK2tmbBggW8+eabLF++nHfeeQe4VaKwdOlSmjdvjsFg4JtvvjGPsbKyKjTH7c+2trbmNhsbG/Lz84tdNz8/n3/961/ExsayfPlyTCYT169f58aNG9SoUcPcr2rVqrz44oscPHiQPXv2mBMTpREXF8eRI0fYsmUL1apVo3///kWWZ9z20ksvsXDhQv7zn/+Y29atW0ft2rWJjIykoKDAXPoQFRVFeno6BoOBKlWq4OXlVezcU6dOZdq0aUyfPp0ZM2ZgMpl4+eWXmTdvXpH9q1SpAtz6v/n1M/zt883LyyvzPYqIiIiIiEjpqHTiHlSrVo3ly5cTFRXF1q1bgVtnENSpU4fc3FyioqIK9d+7dy8FBQVcvHiRS5cu8cwzz5R5zSNHjtC8eXMOHDhAbGwsn3/+OV27di3yrANvb28MBgPx8fGFdlbc1rZtW3OMBw4c4H//+x8ARqORJ554gmrVqnHu3Dn+/e9/3zWuYcOGsXr1avNno9FInTp1sLa2JjIy0vzF32g04uTkRJUqVfj6669JSUkpdk4rKyvmzZvH+fPnWbhwIc8//zzHjh0jKSkJgKysLM6fP3/X2IpSnnsUERERERGRu1Oi4R7VqlWL1atXs2zZMmJiYhg9ejSBgYG89dZbNGzYsFDfZ555htdff50hQ4Ywffp0qlatWub1oqOj6dy5c6G2rl27smvXrjv6vvzyy8THx/OHP/yh0F/1b3v33XeJj4/H39+fw4cPm9+a0aFDB/Ly8vDx8TF/wb+bjh074ujoaP7ct29fIiIi6NOnDxcuXKB69eoA+Pj4kJiYSEBAAFFRUXc8o9+ytbVl6dKlxMbGsmfPHmbNmsX777+Pj48Pffr0MZeflFV57lFERERERETuzspU3El8IlIs/9kRXEwzVnYYIiIiIiIlalDbnogJ/pUdhjxitKNBRERERERERCxGh0GKlEN9R/vKDkFERERE5K70e6tUBpVOiIiIiIiIiIjFqHRCRERERERERCxGiQYRERERERERsRglGkRERERERETEYpRoEBERERERERGLUaJBRERERERERCxGiQYRERERERERsRglGizg2rVr+Pr64uvry8svv8wrr7yCr68vHh4edO/e/Z7m/vLLL+nduzevvfYavr6+vPfee/z4448Wirxkbdq0KVP/DRs20K1bNz744INC7XFxcTRr1oytW7ea206dOkWzZs0ICwsrcc6YmBjOnj1r/mwwGEhNTTV/9vLyIj09vUxxioiIiIiISMV5rLIDeBg4ODgQGRkJQGhoKNWrV2fQoEEkJyfzzjvvlHve77//npCQEJYtW0ajRo0A+Oyzz0hJSaFevXoWid2SPv30U1atWoWrq+sd15o2bcqePXsIDAwEIDo6mubNm991zpiYGF599VUaN24MQEREBE2aNMHZ2dmywYuIiIiIiIhFaEdDBcvPz2fy5Ml4e3vz1ltvkZ2dDcDFixcZNGgQAQEB9O3bl3Pnzt0xdtWqVQwdOtScZADo1KkTbdu2BeDbb7+lT58++Pj48O677/K///0PuLWzoHv37vj4+DBmzBjgVgJk3LhxvPHGG3Tt2pXw8HDznKtXr6ZXr174+PiwaNGiu97T2rVr6dGjBz169GDdunUATJ06leTkZIYPH25u+7V69eqRk5NDWloaJpOJgwcP0qFDB/P18PBwevXqRc+ePRk5ciRZWVkcO3aM2NhYPv74Y3x9fVm5ciWJiYmMHTsWX19f87PctGkT/v7++Pj4mJ9jZmYmEydOpFevXvj5+RETEwPAkCFDOH36NAB+fn4sXrwYgAULFhTacSEiIiIiIiLlo0RDBUtKSqJfv35ER0djb2/Pvn37AJgyZQpTpkzBYDAwYcIEpk+ffsfYs2fP0qpVq2LnHj9+PGPHjiUqKoqmTZuavzSvXLmSHTt2EBUVVWje7777jpUrV7J582aWLFlCamoqhw4dIikpiW3bthEZGcnJkyc5evRosWsmJiZiMBgIDw9ny5YtbN26lVOnTjFjxgyefPJJ1q9fz8CBA4sc+6c//Ym9e/dy7NgxWrVqha2trflaly5d2L59Ozt37qRhw4Zs27aNF154AS8vL8aPH09kZCRvv/02bm5uzJ07l8jISOzs7IBbO0oiIiIICgpizZo1ACxfvpz27duzfft2NmzYwJw5c8jMzKRt27YkJCRw48YNbGxsOH78OAAJCQm4u7sXe98iIiIiIiJSOiqdqGAuLi60aNECgFatWpGSkkJGRgbHjx9n9OjR5n43b94scZ5r164xcOBAsrOz6dOnD3369MFoNPLiiy8C4O/vb56vWbNmjB07lk6dOtG5c2fzHJ06dcLOzg47OzvatWvHiRMnSEhI4PDhw/j5+QG3dgJcuHDBvGvitxISEujcuTPVq1cHbiUI4uPjadmy5V2fRbdu3RgzZgw//PAD3t7e5i/5AGfOnGHBggUYjUYyMjLw9PS863y3de3aFQA3Nzf2798PwKFDh4iNjTUnHnJycrh8+TLu7u5s3LgRFxcXXn31VQ4fPkxWVhYpKSk0bNiw1GuKiIiIiIhI0ZRoqGC//qu9jY0NOTk5mEwmatasaT7XoTiNGzfm5MmTNG/e3HwORFhYGJmZmSWOW7lyJUePHiU2NpalS5cSHR0NgJWV1R19TSYTb7/9NkFBQaW6H5PJVKp+RalTpw6PPfYYhw8f5sMPPyyUaAgODmbp0qU0b94cg8HAN998U+p5q1SpAoC1tTX5+fnm9kWLFt2RPLh58yaJiYm4urryhz/8gWvXrhEeHo6bm1u570tERERERET+j0onKkGNGjVwcXFhz549wK0v77fPDfi1wYMHs3z58kLnN2RlZQFgb29PzZo1iY+PByAyMpK2bdtSUFDA5cuXad++PePGjcNoNJoTE5999hk5OTlcu3aNb775htatW+Pp6cn27dvJyMgAIDU1latXrxYbe9u2bYmJiSErK4vMzExiYmLw8PAo9b2PGjWKcePGYWNjU6g9IyODOnXqkJubS1RUlLn98ccfN8dW1OfieHp6smnTJnNi5NSpU8CtxE/dunXZs2cPzz//PB4eHqxZs0ZlEyIiIiIiIhaiHQ2VZM6cOfz1r39l2bJl5OXl0b179zvewtCsWTM+/PBDxo8fT0ZGBrVq1aJevXqMHDkSgNmzZzNt2jSysrJwdXVl1qxZ5OfnM27cOG7cuIHJZGLgwIHUrFkTgGeffZa3336by5cvM3z4cJydnXF2dubcuXPmHQ3Vq1dnzpw5ODk5FRl3q1atCAgIML89onfv3qUqm7jthRdeKLJ99OjRBAYGUr9+fZo2bWpOJnTv3p0pU6awceNGFi1ahL+/P9OmTcPOzo4tW7YUu87w4cP56KOP6NmzJyaTifr167NixQoA3N3d+frrr6lWrRru7u789NNPZUqWiIiIiIiISPGsTPeyF14eGL9+7aaIiIiIiIhIRVHphIiIiIiIiIhYjHY0iIiIiIiIiIjFaEeDiIiIiIiIiFiMEg0iIiIiIiIiYjFKNIiIiIiIiIiIxSjRICIiIiIiIiIW81hlByDyIBoTOYbLv1yu7DBERERE5CFVt2Zd5vvOr+wwRMpFiQaRcrj8y2UuXb9U2WGIiIiIiIj87qh0QkREREREREQsRokGEREREREREbEYJRqkQjVr1oxx48aZP+fl5dG+fXuGDh1632IIDQ0lLCwMgIULF3LkyJH7traIiIiIiMijRmc0SIWqXr06Z86cITs7Gzs7Ow4fPoyzs3OlxTN69OhKW1tERERERORRoB0NUuE6dOjAF198AUB0dDTe3t7ma//9738JCgrCz8+PoKAgfvjhBwCysrIYPXo0Pj4+vPfeewQGBnLixAkA2rRpw/z58+nZsyd9+vQhLS0NgJSUFAYMGICPjw8DBgzgxx9/vCOW4OBg9u7dC8DixYvp1asXPXr0YMqUKZhMpop8DCIiIiIiIo8EJRqkwnXv3p3du3eTk5PDd999x3PPPWe+1rBhQzZt2sSOHTsYNWoU8+ffeoXPp59+yhNPPEFUVBTDhw/n5MmT5jGZmZk899xz7Ny5Ew8PD8LDwwGYOXMmfn5+REVF4ePjQ0hISIlxvf7662zfvp1du3aRnZ3N559/XgF3LyIiIiIi8mhR6YRUuObNm5OcnMyuXbvo2LFjoWtGo5EJEyaQlJSElZUVubm5ACQkJPDGG28A0LRpU5o1a2YeU6VKFf74xz8C4ObmxuHDhwE4fvw4oaGhAPj6+jJnzpwS44qLi2P16tVkZ2dz/fp1mjRpgpeXl2VuWkRERERE5BGlHQ1yX3h5efHxxx8XKpuAW4cztmvXjl27drFs2TJu3rwJUGIZQ5UqVbCysgLA2tqa/Pz8Ivvd7lOUnJwcpk+fzqJFi4iKiqJPnz7k5OSU9bZERERERETkN5RokPuid+/eDB8+vNDOBLi1o+H24ZARERHmdnd3d/bs2QPA2bNn+f777++6Rps2bYiOjgYgKioKd3f3YvveTio4ODiQkZHBvn37ynZDIiIiIiIiUiQlGuS+eOqppxgwYMAd7YMHD2bevHkEBQUV2pnQt29frl27ho+PD6tWraJZs2bY29uXuMbkyZMxGAz4+PgQGRnJhx9+WGzfmjVrEhgYiI+PD++++y6tW7cu/82JiIiIiIiImZVJR+3L71B+fj55eXlUrVqVixcvMnDgQPbu3YutrW1lhwZA0MYgLl2/VNlhiIiIiMhDyrWWK5v7b67sMETKRYdByu9SVlYWb7zxBnl5eZhMJqZNm/a7STIA1K1Zt7JDEBEREZGHmH7flAeZdjSIiIiIiIiIiMXojAYRERERERERsRglGkRERERERETEYpRoEBERERERERGL0WGQIuUwYlUMKenGyg5DRERERB5g9R3tWTykc2WHIWJxSjSIlENKupGLaUo0iIiIiIiI/JZKJ0RERERERETEYpRoEBERERERERGLUaLhEdSmTRvzzwcOHKBr1678+OOPxfYPDQ0lLCysVO1eXl6kp6eXOhYvLy9Gjhxp/rx3716Cg4NLPb4kv75PAIPBwIwZMywyt4iIiIiIiBRNiYZH2FdffcXMmTNZvXo19erVq7Q4EhMTOXPmTKWtLyIiIiIiIpajRMMjKj4+nsmTJ7NixQoaNGgAQHh4OL169aJnz56MHDmSrKyse1pj7dq19OjRgx49erBu3bpi+7311lssX778jvb//ve/BAUF4efnR1BQED/88AMAycnJ9O3bF39/f/z9/Tl27FiZY0tJSWHAgAH4+PgwYMCAEnd0iIiIiIiISOnprROPoJs3bzJ8+HA2bNhAo0aNzO1dunShT58+AMyfP59t27bRv3//Eudat24dO3fuNH++cuUKcGuXgsFgIDw8HJPJRJ8+fXjxxRdp2bLlHXN069aNTz/9lKSkpELtDRs2ZNOmTTz22GMcOXKE+fPnExoaipOTE2vXrqVq1apcuHCB999/H4PBcMe82dnZ+Pr6mj//73//w8vLC4CZM2fi5+eHv78/27ZtIyQkhKVLl97t0YmIiIiIiMhdKNHwCHrsscdo06YN27ZtY/Lkyeb2M2fOsGDBAoxGIxkZGXh6et51roEDBzJo0CDz59tf5BMSEujcuTPVq1cHbiUx4uPji0w0WFtbM2jQIFasWEGHDh3M7UajkQkTJpCUlISVlRW5ubkA5OXlMWPGDE6fPo21tTUXLlwoMjY7OzsiIyPNnw0GA4mJiQAcP36c0NBQAHx9fZkzZ85d71VERERERETuTqUTjyBra2sWLFhAYmJioZKF4OBgpk6dSlRUFCNGjODmzZvlXsNkMpWpv6+vL/Hx8Vy+fNnctnDhQtq1a8euXbtYtmyZOZ5169ZRu3ZtIiMj2b59uzkBcS+srKzueQ4RERERERFRouGRVa1aNZYvX05UVBRbt24FICMjgzp16pCbm0tUVNQ9zd+2bVtiYmLIysoiMzOTmJgYPDw8iu1fpUoVBgwYwPr1681tRqMRZ2dnACIiIgq116lTB2trayIjI8nPzy9zfG3atCE6OhqAqKgo3N3dyzyHiIiIiIiI3EmlE4+wWrVqsXr1avr164eDgwOjR48mMDCQ+vXr07RpUzIyMso9d6tWrQgICCAwMBCA3r17F1k28WuBgYEsW7bM/Hnw4MEEBwezdu1a2rdvb27v27cvI0eOZO/evbRr185cnlEWkydPZtKkSYSFheHo6MisWbPKPIeIiIiIiIjcycpU1j3uIoL/7AguphkrOwwREREReYA1qG1PxAT/yg5DxOK0o0GkHOo72ld2CCIiIiLygNPvlPKw0o4GEREREREREbEYHQYpIiIiIiIiIhajRIOIiIiIiIiIWIwSDSIiIiIiIiJiMToMUqQcRqyKISVdb50QERERkfKr72jP4iGdKzsMEYtTokGkHFLSjXq9pYiIiIiISBFUOiEiIiIiIiIiFqNEg4iIiIiIiIhYjBINcl+1adOm1H1DQ0MJCwuzeF8RERERERGpOEo0iIiIiIiIiIjFKNEglS42NpbAwED8/PwYOHAgaWlpd/QJDw9n8ODBZGdns2HDBrp3746Pjw9jxowx9zl79iz9+/enU6dObNiwAYAFCxawfv16c5/58+ezYcMGMjIyGDBgAP7+/vj4+BATE1PxNyoiIiIiIvII0FsnpNK5u7sTHh6OlZUVW7duZfXq1QQHB5uvb9q0iUOHDrF06VJsbW1ZuXIlsbGx2Nra8ssvv5j7nT9/ng0bNnDjxg26devGX/7yF3r37s3IkSMZMGAABQUFREdHs3XrVqpWrcqSJUuoUaMG6enp/PnPf6ZTp05YWVlVxiMQERERERF5aCjRIJXup59+YsyYMfz888/cvHkTFxcX87XIyEieeuoplixZQpUqVQBo1qwZY8eOpVOnTnTu/H/vHe7YsSO2trY4Ojri6OjI1atXcXFxoVatWpw6dYq0tDRatmyJg4MDubm5zJs3j6NHj2JtbU1qaippaWnUqVPnvt+/iIiIiIjIw0SlE1LpQkJC6NevH1FRUcyYMYObN2+arzVp0oSUlBR++uknc9vKlSvp27cvJ0+eJCAggLy8PABsbW3NfWxsbMztgYGBGAwGDAYDvXr1AiAqKor09HQMBgORkZHUrl2bnJyc+3G7IiIiIiIiDzUlGqTSGY1GnJ2dAdixY0ehay1btmT69OkMHz6c1NRUCgoKuHz5Mu3bt2fcuHEYjUYyMzNLnL9z584cPHiQEydO4OnpaV7TycmJKlWq8PXXX5OSklIxNyciIiIiIvKIUemE3FdZWVl06NDB/PnNN99kxIgRjB49GmdnZ5577jmSk5MLjfHw8GD8+PEMHTqUNWvWMG7cOG7cuIHJZGLgwIHUrFmzxDVtbW1p164dNWvWxMbGBgAfHx+GDRtGQEAALVq0oGHDhpa/WRERERERkUeQlclkMlV2ECIVqaCgAH9/fxYuXMjTTz9tkTn9Z0dwMc1okblERERE5NHUoLY9ERP8KzsMEYtT6YQ81M6ePUuXLl146aWXLJZkEBERERERkeKpdEIeao0bN+azzz6z+Lz1He0tPqeIiIiIPFr0O6U8rFQ6ISIiIiIiIiIWo9IJEREREREREbEYJRpERERERERExGJ0RoNIOYxYFUNKut46ISIiIiJlU9/RnsVDOld2GCIVSokGkXJISTfq9ZYiIiIiIiJFUOmEiIiIiIiIiFhMmRIN6enpFRWHiIiIiIiIiDwESpVo+M9//sMf//hH/P39AThx4gRTpkyp0MDkwdaiRQt8fX3x9vamZ8+erF27loKCgsoOS0RERERERCpYqRINs2bNYtWqVTg4OADQunVrjh07VqGByYPNzs6OyMhIoqOjWbt2LQcOHGDx4sWVHZaIiIiIiIhUsFIlGnJzc2ncuHGhtipVqlRIQPLwcXJyYubMmfzjH//AZDKRn5/P7Nmz6dWrFz4+PmzevNncd/Xq1eb2RYsWAbBq1So2bNgAwEcffcQbb7wBwFdffcXYsWMBmDZtGgEBAXh7e5vHAXh5ebFo0SL8/f3x8fHh3LlzAPz3v/8lKCgIPz8/goKC+OGHH+7LsxAREREREXnYlSrRYGtrS0ZGBlZWVgCcPXuWqlWrVmhg8nBxdXWloKCAq1evsm3bNuzt7dm+fTvbt28nPDycS5cucejQIZKSkti2bRuRkZGcPHmSo0eP0rZtW+Lj4wFITEwkMzOT3NxcEhIS8PDwAGDMmDEYDAZ27tzJ0aNHOX36tHltBwcHIiIiCAoKYs2aNQA0bNiQTZs2sWPHDkaNGsX8+fPv/0MRERERERF5CJXq9ZbvvPMOgwYN4sqVKwQHB3Pw4EHmzJlT0bHJQ8ZkMgFw+PBhvvvuO/bt2weA0WgkKSmJw4cPc/jwYfz8/ADIzMzkwoUL+Pn5cfLkSW7cuIGtrS0tW7YkMTGR+Ph4Jk+eDMCePXsIDw8nLy+Pn3/+mXPnztG8eXMAunbtCoCbmxv79+83rzlhwgSSkpKwsrIiNzf3vj4LERERERGRh1WpEg0dO3akYcOGHDx4EJPJxLBhw/h//+//VXRs8hC5dOkSNjY2ODk5YTKZmDx5Mq+88kqhPocOHeLtt98mKCjojvH169fHYDDQpk0bmjVrRlxcHBcvXqRRo0ZcunSJNWvWsG3bNp544gmCg4PJyckxj71d5mNtbU1+fj4ACxcupF27dixZsoTk5GRzOYaIiIiIiIjcm1K/3tLV1ZW+ffvSr18/JRmkTNLT05k2bRr9+vXDysoKT09P/vnPf5p3EZw/f57MzEw8PT3Zvn07GRkZAKSmpnL16lUA2rZty5o1a2jbti0eHh5s3ryZFi1aYGVlRUZGBtWqVcPe3p60tDS+/PLLu8ZkNBpxdnYGICIiooLuXERERERE5NFT4o6GcePGMWfOHHr16mU+n+HXtm3bVmGByYMtOzsbX19f8vLysLGxwdfXlzfffBOAwMBAUlJSCAgIwGQy4eDgwNKlS/H09OTcuXPmHQ3Vq1dnzpw5ODk54eHhwfLly3n++eepXr06VatWNZ/P0Lx5c1q2bIm3tzeurq688MILd41v8ODBBAcHs3btWtq3b19xD0JEREREROQRY2W6XThfhMTERNzc3Pjmm2+KvP7iiy9WWGAiv2f+syO4mGas7DBERERE5AHToLY9ERP8KzsMkQpV4o4GNzc34FZt++2/HouIiIiIiIiIFKdUh0F+9NFH3LhxA39/f/z8/Khbt25FxyXyu1bf0b6yQxARERGRB5B+j5RHQYmlE7/2/fffExERwa5du2jSpAkBAQH06NGjouMTERERERERkQdIqRMNt928eZOQkBC2bt3Kt99+W1FxiYiIiIiIiMgDqFSlE1B4R0Pjxo2ZPXt2RcYlIiIiIiIiIg+gUu1o8Pf3JzMzE19fX/z9/XVGgzzyRqyKISVdb50QERERkZLVd7Rn8ZDOlR2GyH1Vqh0NH374od46IfIrKelGvd5SRERERESkCKVKNHh4eHDw4EGOHDmClZUVf/jDH/D09Kzo2ERERERERETkAWNdmk6rVq1i9uzZ1KxZE3t7e2bPnk1YWFhFxyYiIiIiIiIiD5hSJRp27tzJ5s2bGTZsGMOGDeOf//wnO3bsqOjYHmr79++nWbNmnDt37r6uu27dOlq3bo3R+H/b/g0GAzNmzLijb3BwMHv37rXo+qdOnaJZs2YcPHiwVP0NBgOpqanmz15eXqSnp1s0JhEREREREbGcUiUaAGrUqFHkz1I+u3btwt3dnd27d1fI/Hl5ecWu27p1a/bv318h696Wn59f7Pru7u5ER0eXap6IiAiuXLliydBERERERESkApXqjAY3NzcmTpxIYGAgVlZWhIeH4+bmVtGxPbQyMjI4duwYGzZsYNiwYYwcORKAuLg4QkNDcXJy4vTp03Tp0oWmTZuyYcMGcnJyWLJkCQ0aNCA2NpZly5aRm5tLrVq1mDt3LrVr1yY0NJQrV66QkpKCg4MDn3zySaF1L168SGZmJuPHj2fFihUEBATcEdsXX3zBsmXLWLZsGQBHjhxhw4YNXL16leDgYP74xz+SnJzM+PHjycrKAmDKlCm88MILxMXFsXjxYp588km+/fbbO5IoJpOJffv2sXbtWvr27UtOTg5Vq1YlOTmZIUOG4O7uzvHjx3F2dmbp0qV88cUXJCYmMnbsWOzs7NiyZQsAmzZt4vPPPycvL48FCxbQqFEjrl+/zqRJk7h06RLVqlVjxowZNG+p4egiAAAgAElEQVTenNDQUH788UeSk5P58ccfGTBgAG+88QYLFizAwcGBAQMGADB//nycnJx44403LPufLSIiIiIi8ogp1Y6GKVOm4OTkREhICDNnzqR27dpMnTq1omN7aMXExPDKK6/wzDPPUKtWLU6ePGm+dvr0aT788EOioqKIjIzkwoULbNu2jd69e7Nx40YA3N3dCQ8PZ8eOHXh7e7N69Wrz+JMnT7J06dI7kgxwazeBt7c3Hh4enD9/nqtXrxa6vn//flauXMnKlStxdHQEICUlhU2bNrFixQqmTZtGTk4OTk5OrF27loiICObPn09ISIh5jhMnTvDee+8VuVMjISEBFxcXGjRoQLt27Thw4ID5WlJSEv369SM6Ohp7e3v27dvHa6+9hpubG3PnziUyMhI7OzsAHBwciIiIICgoiDVr1gAQGhpKy5YtiYqKYsyYMUyYMME89/nz5wkLC2Pr1q0sWbKE3NxcevfubS7/KSgoIDo6Gh8fn1L+D4qIiIiIiEhxStzR8I9//MP8c926denVq5f5s8FgoF+/fhUX2UMsOjra/Jf07t27s2vXLlq1agVA69atefLJJwFo0KABL7/8MgBNmzYlLi4OgJ9++okxY8bw888/c/PmTVxcXMxze3l5mb+Q/9bu3btZvHgx1tbWdOnShb1795r/D+Pi4khMTGTNmjWFSmO6deuGtbU1Tz/9NK6urvzwww+4uLgwY8YMTp8+jbW1NRcuXDD3b926Na6ursXet7e3t/m+IyMj6dq1KwAuLi60aNECgFatWpGSklLs87s9xs3NzVwCkpCQQGhoKAAvvfQS169fN59D0bFjR2xtbXF0dMTR0ZGrV6/i4uJCrVq1OHXqFGlpabRs2RIHB4di1xQREREREZHSKTHRMHPmTNzc3GjSpMn9iuehd+3aNb7++mvOnDmDlZUV+fn5WFlZMX78eABsbW3Nfa2trc2fra2tzecehISEMHDgQDp16mQuV7itWrVqRa57+vRpLly4wFtvvQXAzZs3cXV1NScaXF1duXTpEufPn6d169bmcVZWVoXmsbKyYt26ddSuXZvIyEgKCgp49tlnzderV69e5Pr5+fn861//IjY2luXLl2Mymbh+/To3bty4475tbGzIyckp9hlWqVLljmdiMpnu6Hc79t/Offv8isDAQAwGA2lpaYWSaCIiIiIiIlJ+JZZO/O1vf6NatWqcPXsWNzc3goODmTVrlvmflN2+ffvw8/Pj888/JzY2lgMHDuDi4kJCQkKp5zAajTg7OwOU+u0f0dHRjBw5ktjYWGJjYzl06BCpqanmnQP16tUjNDSUCRMmcObMGfO4vXv3UlBQwMWLF7l06RLPPPMMRqOROnXqYG1tTWRkZLEHP/7akSNHaN68OQcOHCA2NpbPP/+crl27EhMTU+K4xx9/nIyMjLvO37ZtW3bu3Anc2p3h4OBw10NLO3fuzMGDBzlx4gSenp53XUNERERERETursREQ69evdi4cSPz588nPT2dv/zlL7z33nt899139yu+h050dDSdO3cu1Na1a1eioqJKPceIESMYPXo0ffv2pVatWuVet0uXLoXe/tCwYUPmzp3L6NGjuXjxIgDPPPMMr7/+OkOGDGH69OlUrVqVvn37EhERQZ8+fbhw4UKxuxjutn7Xrl3ZtWtXieP8/f2ZNm0avr6+ZGdnF9tvxIgRJCYm4uPjwyeffMLf//73u8Zka2tLu3bt6NatGzY2NnftLyIiIiIiIndnZSpqz3kRjEYju3btYtGiRbz//vsEBgZWdGwiFaqgoAB/f38WLlzI008/Xaax/rMjuJhmrJjAREREROSh0aC2PRET/Cs7DJH7qsQzGkwmEwcPHsRgMPD999/TrVs3wsPDiz3sT+RBcfbsWYYOHUqXLl3KnGQQERERERGR4pW4o+GVV16hTp06BAQE0K5duzsOBmzcuHGFByjyezRiVQwp6drRICIiIiIlq+9oz+Ihne/eUeQhUmKiwcvL6/86WlkVOtnfysqKzz77rGKjExEREREREZEHSqnPaBARERERERERuZsS3zohIiIiIiIiIlIWJR4GKSJF0xkNIiIiIlIcncsgjzolGkTKISXdqNdbioiIiIiIFEGlEyIiIiIiIiJiMUo0iIiIiIiIiIjFKNHwCGrRogW+vr54e3vTs2dP1q5dS0FBAQAnTpwgJCQEAIPBwIwZM4qc48CBAwQEBNCtWzdee+01Zs+eDUBwcDB79+4tdSzJycn06NGjyGsGg4HU1NSy3BqhoaGEhYUVavPy8iI9Pb3EcUOGDOGXX34p01oiIiIiIiJyJ53R8Aiys7MjMjISgKtXr/LBBx9gNBoZNWoUrVu3pnXr1iWO//7775k5cyYrVqygUaNG5OXlsWXLFovHGRERQZMmTXB2drb43L+1atWqCl9DRERERETkUaAdDY84JycnZs6cyT/+8Q9MJhNxcXEMHTq0xDGrV6/mnXfeoVGjRgA89thj9OvXz3w9Pj6eoKAgOnXqZN7dkJGRwYABA/D398fHx4eYmBhz//z8fCZPnoy3tzdvvfUW2dnZ7N27l8TERMaOHYuvry/Z2dksXryYXr160aNHD6ZMmYLJZCrz/Q4fPpyAgAC8vb0LJUdKs+tBRERERERE7k6JBsHV1ZWCggKuXr1aqv5nzpzBzc2t2OtXrlzh008/ZcWKFXzyyScAVK1alSVLlhAREcH69euZPXu2OVGQlJREv379iI6Oxt7enn379vHaa6/h5ubG3LlziYyMxM7Ojtdff53t27eza9cusrOz+fzzz4tcf926dfj6+pr/XblyxXzto48+wmAwsH37djZu3Mi1a9dK+5hERERERESkFFQ6IQDl2h1QnM6dO2NtbU3jxo1JS0szzz9v3jyOHj2KtbU1qamp5msuLi60aNECgFatWpGSklLkvHFxcaxevZrs7GyuX79OkyZN8PLyuqPfwIEDGTRokPnzr/ts3LiR/fv3A3D58mWSkpJwcHCwzI2LiIiIiIiIEg0Cly5dwsbGBicnJ86dO3fX/o0bNyYxMZHmzZsXed3W1vaOtqioKNLT0zEYDFSpUgUvLy9ycnLu6G9jY2Nu/7WcnBymT5/O9u3bqVu3LqGhoUX2K0lcXBxHjhxhy5YtVKtWjf79+5d5DhERERERESmZSicecenp6UybNo1+/fphZWVVqjGDBg1ixYoVnD9/HoCCggLWrl1b4hij0YiTkxNVqlTh66+/LnbXwq89/vjjZGRkAJgTAg4ODmRkZLBv375SxfrbGJ544gmqVavGuXPn+Pe//13mOURERERERKRk2tHwCMrOzsbX15e8vDxsbGzw9fXlzTffLPX45s2bM2nSJD744AOysrKwsrKiY8eOJY7x8fFh2LBhBAQE0KJFCxo2bHjXdfz9/Zk2bRp2dnZs2bKFwMBAfHx8qF+//l3fjFGUDh06sHnzZnx8fHjmmWd4/vnnyzyHiIiIiIiIlMzKZMnifJFHhP/sCC6mGSs7DBERERH5HWpQ256ICf6VHYZIpVHphIiIiIiIiIhYjEonRMqhvqN9ZYcgIiIiIr9T+l1RHnUqnRARERERERERi1HphIiIiIiIiIhYjBINIiIiIiIiImIxSjSIiIiIiIiIiMXoMEiRcvjvB2PJvny5ssMQERERkUpiV7cuz34yt7LDEPldUqJBpByyL18mKzm5ssMQERERERH53VHphIiIiIiIiIhYjBINFejatWv4+vri6+vLyy+/zCuvvIKvry8eHh507969yDELFy7kyJEjpZrfYDDQvn178xq+vr6cPXu2TDEuX77c/HNycjI9evQo0/hfS09PJzAwED8/P+Lj4wtd69+/P6+++iq/fpvq8OHDadOmTbnX69+/PydOnLijfciQIfzyyy+lnude71tERERERET+j0onKpCDgwORkZEAhIaGUr16dQYNGkRycjLvvPNOkWNGjx5dpjW6d+/O1KlTyxybyWTCZDKxYsWKYmMpq6+++oqGDRsye/bsIq/b29uTkJCAh4cHv/zyCz///LNF1v2tVatWVci8IiIiIiIicndKNFSS/Px8Jk+ezPHjx3F2dmbp0qXY2dkRHBzMq6++ymuvvcbcuXOJjY3FxsYGT09PJkyYUKq5MzIyGD58OL/88gt5eXmMHj2azp07k5yczJAhQ2jXrh3//ve/adGiBdnZ2fj6+tK4cWPGjBlTbFy/lpKSwqRJk0hPT8fR0ZFZs2bxv//9jzlz5pjn27Jlyx3jvL292b17Nx4eHvzrX/+iS5cu5h0Yd4vZ3d292JgKCgqYOHEiTz31FGPGjMHLy4tt27aRmZlZ7NjExEQmTZpEtWrVeOGFF+7xf1NERERERERuU+lEJUlKSqJfv35ER0djb2/Pvn37Cl2/fv06+/fvJzo6mqioKIYNG1bkPLt37y5UOpGdnU3VqlVZsmQJERERrF+/ntmzZ5tLFs6fP4+fnx87duxg1qxZ2NnZERkZySeffFKquABmzpyJn58fUVFR+Pj4EBISQosWLRg1ahTdu3cnMjLyjiQDwEsvvcTRo0fJz89n9+7dhcpHSoq5pJjy8/MZO3YsTz/9NGPGjCn1c544cSKTJ09my5YtJf4/iYiIiIiISNloR0MlcXFxoUWLFgC0atWKlJSUQtdr1KhB1apV+fDDD3n11Vd59dVXi5ynqNKJ3Nxc5s2bx9GjR7G2tiY1NZW0tDQA6tWrx/PPP1/uuACOHz9OaGgoAL6+vsyZM6dU92xtbY27uzu7d+8mOzsbFxcX8zWTyVRszCXFNHXqVLp161ZsIqaosUajEaPRyIsvvmi+h4MHD5bqHkRERERERKRk2tFQSWxtbc0/29jYkJ+fX+j6Y489xrZt2/jTn/5ETEwMgwcPLvXcUVFRpKenYzAYiIyMpHbt2uTk5ABQvXr1e4qrKFZWVqWOzdvbm5CQELp161bqmEuKqU2bNsTFxZn7luZ+TCZTmWIWERERERGR0lOi4XcqIyMDo9FIx44dmTRpEqdPny71WKPRiJOTE1WqVOHrr78uclfCbY899hi5ublliq1NmzZER0cDtxIE7u7upR7r4eHB22+/jbe3d7lj/rXevXvTsWNHRo8eTV5eXqnG1KxZkxo1apjfjBEVFVXq+EVERERERKRkKp34nbp9OOLtv9RPnDixyH67d+8mISHB/HnatGn4+PgwbNgwAgICaNGiBQ0bNix2nT59+tCzZ09atmxZ5BkHRZk8eTKTJk0iLCzMfBhkaVlZWTFo0KA72ssS82+9+eabGI1Gxo8fz9y5c0s1ZtasWebDID09PUu9loiIiIiIiJTMynT7xD0RKbVv+vYjKzm5ssMQERERkUpSzcWFFz/9R2WHIfK7pNIJEREREREREbEYlU6IlINd3bqVHYKIiIiIVCL9PihSPJVOiIiIiIiIiIjFqHRCRERERERERCxGiQYRERERERERsRglGkRERERERETEYnQYpEg57Fz5Nb9czazsMERERETkPqnpVJ2eb7ev7DBEHghKNIiUwy9XM7mellHZYYiIiIiIiPzuqHRCRERERERERCxGOxp+p65du8bAgQMBSEtLw9raGkdHR1JSUnjyySfZvXt3uef+8ssvWbRoETdu3KBq1ao888wzjB8/nnr16lko+uK1adOG48ePl7r/hg0b+Oc//0nLli355JNPzO1xcXGsWbOGFStWFDs2NDSU6tWrM2jQoHuKWUREREREREpPiYbfKQcHByIjI4HCX5iTk5N55513yj3v999/T0hICMuWLaNRo0YAfPbZZ6SkpNyXRENZffrpp6xatQpXV9fKDkVERERERERKQYmGB1B+fj6TJ0/m+PHjODs7s3TpUuzs7Lh48SLTp0/n2rVr2NnZMXPmTHMy4bZVq1YxdOjQQu2dOnUy//ztt98ybdo0srKyaNCgAR999BFPPPEEGzZsYPPmzdjY2NC4cWPmz59PaGgoFy9eJDU1lZ9++onBgwfTp08fAFavXs2ePXu4efMmXbp0YdSoUSXe09q1a9m+fTsAvXv3ZuDAgUydOpXk5GSGDx9Or169zDs8fuv69etMmjSJS5cuUa1aNWbMmEHz5s0BOHv2LP379+fHH39kwIABvPHGGyQnJzNkyBDc3d3veIYiIiIiIiJyb3RGwwMoKSmJfv36ER0djb29Pfv27QNgypQpTJkyBYPBwIQJE5g+ffodY8+ePUurVq2KnXv8+PGMHTuWqKgomjZtyuLFiwFYuXIlO3bsICoqqtC83333HStXrmTz5s0sWbKE1NRUDh06RFJSEtu2bSMyMpKTJ09y9OjRYtdMTEzEYDAQHh7Oli1b2Lp1K6dOnWLGjBk8+eSTrF+/vtgkA9za8dGyZUuioqIYM2YMEyZMMF87f/48YWFhbN26lSVLlpCbm1viMxQREREREZF7ox0NDyAXFxdatGgBQKtWrUhJSSEjI4Pjx48zevRoc7+bN2+WOM/tcyCys7Pp06cPffr0wWg08uKLLwLg7+9vnq9Zs2aMHTuWTp060blzZ/McnTp1ws7ODjs7O9q1a8eJEydISEjg8OHD+Pn5AZCZmcmFCxdo27ZtkXEkJCTQuXNnqlevDkCXLl2Ij4+nZcuWpXoeCQkJhIaGAvDSSy9x/fp1jEYjAB07dsTW1hZHR0ccHR25evVqsc9QRERERERE7p0SDQ8gW1tb8882Njbk5ORgMpmoWbOm+VyH4jRu3JiTJ0/SvHlz8zkQYWFhZGZmljhu5cqVHD16lNjYWJYuXUp0dDQAVlZWd/Q1mUy8/fbbBAUFlep+TCZTqfqVZfztuH77rPLy8opsz8nJuacYRERERERE5BaVTjwkatSogYuLC3v27AFuffk+ffr0Hf0GDx7M8uXLOXfunLktKysLAHt7e2rWrEl8fDwAkZGRtG3bloKCAi5fvkz79u0ZN24cRqPRnJj47LPPyMnJ4dq1a3zzzTe0bt0aT09Ptm/fTkZGBgCpqanmnQRFadu2LTExMWRlZZGZmUlMTAweHh6lvve2bduyc+dO4NbbKBwcHKhRo0apx4uIiIiIiIjlaEfDQ2TOnDn89a9/ZdmyZeTl5dG9e3fzoYi3NWvWjA8//JDx48eTkZFBrVq1qFevHiNHjgRg9uzZ5sMgXV1dmTVrFvn5+YwbN44bN25gMpkYOHAgNWvWBODZZ5/l7bff5vLlywwfPhxnZ2ecnZ05d+6ceUdD9erVmTNnDk5OTkXG3apVKwICAggMDARuHQZ5t7KJ/Px8866EESNGMHHiRHx8fKhWrRp///vfy/8QRURERERE5J5Yme5137o8sn792s37bf369aSmpjJ+/Pj7vjbAplmxXE/LqJS1RUREROT+q1X7cV6f6FXZYYg8ELSjQR44kyZN4syZMyxYsKCyQxEREREREZHf0I4GkXLYufJrfrla8gGaIiIiIvLwqOlUnZ5vt6/sMEQeCEo0iIiIiIiIiIjF6K0TIiIiIiIiImIxSjSIiIiIiIiIiMUo0SAiIiIiIiIiFqO3ToiUwz9nz+T6z1cqOwwRERERuU9q1XmSv0yYUtlhiDwQlGgQKYfrP18h/afLlR2GiIiIiIjI745KJ0RERERERETEYpRoEBERERERERGLUaLhN1q0aIGvry89e/bE39+fY8eOAZCcnEyPHj0sskZwcDB79+4tVd+4uDhzDGUd+1vr16/nb3/7m/nz1KlTGThwoPnzxo0bCQkJKdfclhITE8PZs2eLvb5jxw569OiBt7c33bt3JywsrMT57uV5iYiIiIiISNkp0fAbdnZ2REZGsnPnTt5//33mzZtXqfF88803HD9+3CJztWnTptBc3377LUajkfz8fACOHz/OCy+8UKq58vLyLBLTb5WUaDhw4ADr168nLCyM6OhoIiIisLe3t+j6t5+FiIiIiIiIlI8OgyzBjRs3qFmz5h3tBoOBxMREpk6dCsDQoUN56623aNeuHYcOHSI0NJSbN2/i6urKrFmzePzxx4tdY+7cucTGxmJjY4OnpycTJkwwX0tOTmbz5s1YW1uzc+dOpky5dcptfHw869at4+eff2bcuHG89tprAKxevZo9e/Zw8/+zd+/xPdf//8dv742xE9sQayNnK1HDiijMeXqbEZ8pmuyjw1okmTkloxw6kMkpiUWi2czmUMmptCY+KnOIJGzOZpnNzu/fH37e32Yb24xN7tfLZZfL+/18PQ+P18su9X4/9jxkZtKlSxeGDRuWZ6yHHnqIv/76i/T0dLKysqhcuTIPPPAAhw4d4sEHH2TPnj2MGjWKVatWsXLlSrKysnjggQeYMWMG1tbWBAcHU7VqVfbv30/Tpk1JTk6mUqVK/Pnnn5w8eZKpU6cSGRnJL7/8wiOPPMK0adMACn0m1997ly5d2Lx5Mzt37mTevHmEhoZSp04dc/wLFy4kKCiImjVrAlCpUiX69+8PXE2aTJw4kStXrlCnTh3effddqlatmuf+Y2NjmT59Ojk5OTz88MNMmjQJKysrPD096dOnDzt27GDgwIH07NmzaL8gIiIiIiIiko8SDddJT0/H29ubjIwMzp07x9KlS4vcNikpiXnz5vHZZ59hY2PDwoUL+eyzzwgMDCywfnJyMt9++y0bN27EYDBw6dKlPNddXV3x9fXFxsYGf39/AMLDwzl79ixffPEFf/75J6+88grdu3fnhx9+4NixY4SHh2MymXjllVf4+eef8fDwMPdXoUIFHnzwQfbu3Ut6ejqPPPIIDzzwAP/73/9wcnLCZDLh7OxMly5dzF/gZ86cSXh4OIMGDQLgr7/+YsmSJVhaWhIcHMylS5cICwvju+++4+WXX2bFihU0atSIZ555hgMHDlCzZs0Cn8nAgQPz3XuVKlXw9PSkQ4cO5uTJPx0+fJiHH364wGcZFBTEhAkTeOyxx/joo4+YM2cO48aNM1/PyMggODiYJUuWUK9ePYKCgvjiiy/MS0cqVarEihUrivgvLSIiIiIiIoVRouE615ZOwNWlBKNHjyYmJqZIbX/99Vf++OMPBgwYAEBWVhaPPvpoofXt7OyoVKkS48aNo0OHDnTo0KFI43Tu3BkLCwsaNmzI+fPnAdixYwc7duygd+/eAKSlpfHXX3/lSTQAtGjRgj179pCens6jjz5K3bp1mT9/Pk5OTri7uwNXv9DPmjWLlJQUUlNTadeunbl99+7dsbS0NL/v2LEjBoOBJk2aUL16dZo0aQJAw4YNSUxM5PTp0wU+k5Lee0FSUlJISUnhscceA8DHx4fhw4fnqXP06FFcXV2pV6+euc7y5cvNiQYvL68Sjy8iIiIiIiL/R4mGG3B3d+fixYskJSXlKbe0tCQ3N9f8PiMjAwCTyUTbtm2LvK9DhQoVCA8PJzY2lnXr1rFs2TLCwsJu2s7Kyipfmclk4sUXX8TX1/eGbd3d3fnyyy/JzMzkueeew8nJiSNHjuDk5GTenyE4OJi5c+fi5uZGREQEO3fuNLe3trYuMBaDwZAnLgsLC7Kzs7GwsCj0mRT33hs2bEh8fDxt2rS5Yb2CmEymG16//r5ERERERESkZLQZ5A0cOXKEnJwcHBwc8pS7uLhw8OBBcnNzOXXqFL/99hsAjz76KP/73/84duwYAFeuXOHo0aOF9p+amkpKSgrt27dn7NixHDx4MF8dW1tbUlNTbxpru3btWL16tbnumTNnuHDhQr567u7u/PrrryQlJVGtWjUMBgNOTk5899135hkNqamp1KhRg6ysLKKjo2869o0U9kwKu/cb3e9LL73Ee++9x7lz5wDIzMwkLCwMe3t7qlSpwq5duwCIiorKN5Ojfv36JCYmmuMoqI6IiIiIiIjcOs1ouM61PRrg6l/Bp0+fnmepAEDLli1xcXHBaDTSqFEjmjZtCoCTkxNTp07ljTfeIDMzE4DXX3/dPF3/eqmpqQQEBJhnRIwZMyZfnY4dOzJs2DC+++4782aQBWnXrh1Hjhwxz2iwsbHhvffeo1q1annqVa1aFScnJxo2bGguu5YMcHNzA2D48OH069cPFxcXGjduXKRER2EKeya2trYF3ruXlxcTJkzg888/Z/bs2Xk2g2zfvj3nz5/nhRdewGQyYTAY6Nu3LwDTp083bwZ5bcPJf6pUqRJTp05l+PDh5s0gry3nEBERERERkdJjMN1sTrmI5DPvzddIOn2qrMMQERERkTvEqZYzr7wfWtZhiNwVNKNBpAQcatxX1iGIiIiIyB2kz38iRacZDSIiIiIiIiJSarQZpIiIiIiIiIiUGiUaRERERERERKTUKNEgIiIiIiIiIqVGm0GKlEDgJ5tITEop6zBERERE5A5xcbJnztDOZR2GyF1BiQaREkhMSuH4eSUaRERERERErqelEyIiIiIiIiJSapRoEBEREREREZFSo0SDlHtNmjRh1KhR5vfZ2dm0bt2al156qQyjEhERERERkYIo0SDlno2NDYcPHyY9PR2AHTt2ULNmzTKOSkRERERERAqiRIPcFZ566im2bt0KwLp16+jZs6f52m+//Yavry+9e/fG19eXP//8E4CIiAgCAwPx9/ena9euzJgxw9zG3d3d/Hrjxo0EBwffmRsRERERERH5l1OiQe4KXl5erF+/noyMDH7//XceeeQR87X69euzbNky1qxZw7Bhw5g5c6b52oEDB5g1axbR0dFs2LCBU6dOlUX4IiIiIiIi9wwdbyl3BTc3NxISEoiJiaF9+/Z5rqWkpDB69GiOHTuGwWAgKyvLfK1NmzbY29sD0KBBAxITE3F2dr6jsYuIiIiIiNxLNKNB7hqenp7MmDEjz7IJgI8++ojHH3+cmJgY5s2bR2ZmpvmalZWV+bWlpSU5OTn5+s3IyLh9QYuIiIiIiNxjlGiQu8YzzzxDQEAATZo0yVOekpJi3hwyMjKySH1Vr16dI0eOkJuby3ot3YgAACAASURBVKZNm0o9VhERERERkXuVEg1y16hVqxZ+fn75yv/73//y4Ycf4uvrW+CMhYKMHDmSl156CT8/P2rUqFHaoYqIiIiIiNyzDCaTyVTWQYjcbXymR3L8fEpZhyEiIiIid0id6vZEjvYp6zBE7graDFKkBFyc7Ms6BBERERG5g/T5T6ToNKNBREREREREREqN9mgQERERERERkVKjRIOIiIiIiIiIlBolGkRERERERESk1GgzSJESCPxkE4lJOnVCRERE5F7h4mTPnKGdyzoMkbuCEg0iJZCYlKLjLUVERERERAqgpRMiIiIiIiIiUmqUaBARERERERGRUqNEQwm5u7vfch+enp4kJSXdch+vvfaa+f3GjRsJDg4uUtvvv/8eb29vvL29cXd3p1u3bnh7exMUFMSKFStYs2bNLcVWkF27dtGzZ0+8vb1JT08vUR+l8dxERERERETk9tAeDf8C8fHxHD58mEaNGhWr3ZNPPsmTTz4JwKBBgwgKCqJZs2a3I0SztWvXMmTIEPr27Vuk+jk5OVhaWt7WmERERERERKT0aEZDKRo0aBB79+4FICkpCU9PT+Dql+Xp06djNBoxGo18/vnnedqlp6fj7+/Pl19+SdeuXc1/rc/NzaVLly43/ev9kCFDmD9/fr7y5ORkAgICMBqN9O/fn4MHDxb5XkJDQ/n000/N9/Xuu+/y3HPP0aNHD3777TcCAwPp2rUrM2fONLeJiorimWeewdvbm7feeoucnJw8fX711Vds3LiRjz/+mJEjR2IymZg+fTpPP/00RqOR9evXAxAXF8egQYMYOXIkRqOxSPEmJibi5+eH0WjEz8+PkydPkpKSgqenJ7m5uQBcuXKF9u3bk5WVxfHjx/H396dPnz48++yzHDlypMjPRkRERERERAqnRMMdsHLlShISEoiMjCQ6OjrPl+e0tDRefvlljEYjvr6+9OrVi7Vr1wLw448/4ubmRlZWFkOHDi20/x49erB//36OHTuWpzw0NJSHHnqI6OhoRowYwejRo0t8DxUrVmT58uX4+voSEBDAW2+9RUxMDJGRkVy8eJEjR46wYcMGVqxYQVRUFBYWFkRHR+fpo1+/fnh6ehIUFMQHH3zAN998w8GDB4mKiuKzzz5jxowZnD17FoC9e/fy+uuvm5MPNzN58mR69+5tfr5TpkzB3t6eJk2asHPnTgC2bNlCu3btqFixIhMmTGDChAlEREQwevRoJk2aVOJnIyIiIiIiIv9HiYY7IDY2Fl9fXypUuLpSxcHBwXwtICCAPn360Lt3bwD69u1LVFQUAKtXr6ZPnz7UrFmTTz75pND+LSws8Pf3Z8GCBXnKd+/ejbe3NwBt2rQhOTmZlJSSHcl4bXZG48aNadSoEffddx9WVlbUrl2b06dPExsbS3x8vHlGQ2xsLCdOnLhhn7t376Znz55YWlpSvXp1PDw8zDNCmjVrRu3atYsc3549e3j66acB8Pb2Zvfu3QB4eXmZkxXr1q3Dy8uL1NRU9uzZw/Dhw82zL86dO1fsZyIiIiIiIiL5aY+GUmRpaYnJZAIgMzPTXG4ymTAYDAW2adGiBdu3b8doNGIwGHB2dqZatWrExsby66+/8v777xdpbG9vbxYuXJhnn4ZrsfxTYXHcjJWVFXA1qXHt9bX32dnZmEwmfHx8GDlyZJH7LCi+a2xsbEoU5zXX7tPT05MPP/yQ5ORk9u3bR+vWrbly5QpVqlQxJ3RERERERESk9GhGQylycXEhPj4euHr6wzVt27blyy+/JDs7G7i6d8I1w4YNw8HBgbfffttc1q9fP0aNGkWPHj2KvBFixYoV8fPzY+nSpeYyDw8P8zKMuLg4HB0dsbOzK/H93UibNm34+uuvuXDhAnD1HhMTE2/YxsPDgw0bNpCTk0NSUhK7du2iefPmJRrf3d2ddevWARAdHU3Lli0BsLW1pVmzZrzzzjt06NABS0tL7OzscHV1ZcOGDcDVhEdx9q8QERERERGRwinRUEJXrlzhqaeeMv989tlnDBkyhBUrVuDr68vFixfNdfv164ezszO9evWiV69exMTE5Olr3LhxZGZmMmPGDODqX+HT0tLo06cPAGfOnLnhHg3/HOdaMgMgMDCQ+Ph4jEYjH3zwAdOmTSuNWy9Qw4YNef311xkyZAhGo5EhQ4bcdDlCly5daNy4Md7e3vj5+TFq1Chq1KhRpPF69eplfvZTp05l/PjxREREYDQaiYqKYty4cea6Xl5erF27Fi8vL3PZe++9R3h4OL169aJnz55s2rSpZDcuIiIiIiIieRhMN5q/LmVi7969TJ06lS+++KKsQ5FC+EyP5Pj5ku13ISIiIiJ3nzrV7Ykc7VPWYYjcFbRHQzmzcOFCVqxYwXvvvVfWoYiIiIiIiIgUm2Y0iJRA4CebSEzSjAYRERGRe4WLkz1zhnYu6zBE7gpKNIiIiIiIiIhIqdFmkCIiIiIiIiJSapRoEBEREREREZFSo80gRUpAezSIiIiI/LtpTwaRklOiQaQEEpNSdLyliIiIiIhIAbR0QkRERERERERKjRINIiIiIiIiIlJqlGi4hzVp0oRRo0aZ32dnZ9O6dWteeumlG7bbu3cvU6ZMKdZYnp6eJCUlmd/HxcXddJxb5enpyWuvvWZ+v3HjRoKDg2/rmCIiIiIiIvc67dFwD7OxseHw4cOkp6dTuXJlduzYQc2aNW/arlmzZjRr1uwORHjr4uPjOXz4MI0aNSrrUERERERERO4JmtFwj3vqqafYunUrAOvWraNnz57ma7/99hu+vr707t0bX19f/vzzTyDvbITQ0FDGjBnDoEGD6NSpE2FhYcWOITk5mYCAAIxGI/379+fgwYM3LC/OmEOGDGH+/Pn5ygu7NxEREREREbk1SjTc47y8vFi/fj0ZGRn8/vvvPPLII+Zr9evXZ9myZaxZs4Zhw4Yxc+bMAvs4evQon376KV999RUff/wxWVlZBdbz8/PD29sbb29vxo8fby4PDQ3loYceIjo6mhEjRjB69OgblhdnzB49erB//36OHTuWp7yo9yYiIiIiIiLFo6UT9zg3NzcSEhKIiYmhffv2ea6lpKQwevRojh07hsFgKPTLfPv27bGyssLJyQknJycuXLhArVq18tVbunQpTk5OwNVZEYsXLwZg9+7dhIaGAtCmTRuSk5NJSUkptLw4Y1pYWODv78+CBQt46qmnin1vIiIiIiIiUjya0SB4enoyY8aMPMsmAD766CMef/xxYmJimDdvHpmZmQW2t7KyMr+2tLQkOzu7WOObTKZ8ZQaDodDy4o7p7e3Nrl27OHXqlLmsqPcmIiIiIiIixaNEg/DMM88QEBBAkyZN8pSnpKSYN4eMjIy8beN7eHiwdu1a4OpMB0dHR+zs7AotL66KFSvi5+fH0qVLzWV36t5ERERERETuNUo0CLVq1cLPzy9f+X//+18+/PBDfH19ycnJuW3jBwYGEh8fj9Fo5IMPPmDatGk3LC+Jfv365Zn1cKfuTURERERE5F5jMBU0P11EbshneiTHz6eUdRgiIiIicpvUqW5P5Gifsg5D5K6kGQ0iIiIiIiIiUmp06oRICbg42Zd1CCIiIiJyG+nznkjJaemEiIiIiIiIiJQaLZ0QERERERERkVKjRIOIiIiIiIiIlBrt0SBSAoGfbCIxSadOiIiIiNzNXJzsmTO0c1mHIfKvo0SDSAkkJqXoeEsREREREZECaOmEiIiIiIiIiJQaJRpEREREREREpNQo0VCOuLu7m19v27aNrl27cvLkyWL1ERcXx0svvXTTesHBwWzcuBGA5ORkevfuzerVq4sXMODp6UlSUlKxY/rn+IVZsmQJV65cKVY8BfX7z+daGF9f32KNIyIiIiIiIgVToqEcio2NZfLkySxatIj777//to6VkpKCv78//fv3p2/fvrd1rOIKCwsrdqKhpL788ss7Mo6IiIiIiMi/nRIN5cyuXbsYP348CxYsoE6dOiQkJPD000+br3/66aeEhoYCcOzYMQYPHkyvXr3w8fHh+PHjAKSlpTFs2DC6d+/OyJEjMZlMBY6VlpbG0KFDMRqNPPvsswAMGjSIvXv3ApCUlISnpycAOTk5TJ8+HaPRiNFo5PPPPzf3s2zZMnx8fDAajRw5cqTY9xwbG0vv3r0xGo2MGTOGzMxMwsLCOHv2LH5+fgwaNAiAiRMn0qdPH3r27Mns2bOLPU5qaip+fn7mWDdt2mS+VpRZDyIiIiIiInJzOnWiHMnMzCQgIICwsDAaNGhw0/pvvvkmL774Il26dCEjI4Pc3FxOnTrF/v37WbduHffddx8DBgxg9+7dtGrVKl/7adOm8cwzzzB48OCbjrVy5UoSEhKIjIykQoUKJCcnm685OjoSGRnJ8uXLWbx4Me+8806+9rt27cLb29v8/tSpU3To0IGMjAyCg4NZsmQJ9erVIygoiC+++ILBgwezZMkSli5dipOTEwAjRozAwcGBnJwcBg8ezMGDB3Fzc8s31owZM5g3b16+8kqVKvHxxx9jZ2dHUlIS//nPf+jUqRMGg+Gm9y8iIiIiIiJFoxkN5UiFChVwd3cnPDz8pnUvX77MmTNn6NKlC3D1S7S1tTUAzZs3p1atWlhYWODm5kZiYmKBfbRu3ZrvvvuOCxcu3HS82NhYfH19qVDham7KwcHBfK1r164APPzww4WO1apVK6Kiosw/12ZKHD16FFdXV+rVqweAj48Pu3btKrCPDRs24OPjQ+/evTl8+HChsyeCgoLyjHWNyWTiww8/xGg08sILL3DmzBnOnz9/03sXERERERGRolOioRyxsLBg1qxZxMfHM3/+fOBq8iE3N9dcJyMj46b9WFlZmV9bWlqSk5NTYD0vLy8GDBjA0KFDuXz5srn+taUWmZmZ5romk6nQv/xXrFjRHH9hYxWmsGUd1ztx4gSLFy9myZIlREdHm2dDFEd0dDRJSUlEREQQFRVF9erVi92HiIiIiIiI3JgSDeWMtbU18+fPJzo6mq+++opq1apx4cIFLl68SGZmJlu3bgXAzs6OWrVqmfcZyMzMLNHGiYMHD6ZNmzYEBgaSmZmJi4sL8fHxAHlOb2jbti1ffvkl2dnZAHmWTtyK+vXrk5iYyLFjxwCIiorCw8MDAFtbW1JTU4Gr+ytYW1tjb2/P+fPn2b59e7HHSklJoVq1alSsWJGffvqp0NkXIiIiIiIiUnJKNJRDDg4OLFq0iHnz5rFt2zZeffVV+vfvz0svvUT9+vXN9WbMmEFYWBhGoxFfX98SLwMYNWoUzs7OBAUF8cILL7BixQp8fX25ePGiuU6/fv1wdnamV69e9OrVi5iYmFu+T7i65GPq1KkMHz4co9GIwWBgwIABAPTv35+hQ4cyaNAg3NzceOihh+jZsydjx46lRYsWxR7LaDQSHx9Pnz59iI6OzvMsRUREREREpHQYTEWduy4iZj7TIzl+PqWswxARERGRW1Cnuj2Ro33KOgyRfx3NaBARERERERGRUqPjLUVKwMXJvqxDEBEREZFbpM90IreHlk6IiIiIiIiISKnR0gkRERERERERKTVKNIiIiIiIiIhIqdEeDSIlEPjJJhKTdOqEiIiISHnk4mTPnKGdyzoMkXuWEg0iJZCYlKLjLUVERERERAqgpRMiIiIiIiIiUmqUaBARERERERGRUqNEg5Rr8+bNo2fPnhiNRry9vfn1118LrfvRRx/x448/Fqv/TZs28ccff9xqmCIiIiIiIvL/aY8GKbf27NnD1q1biYyMxMrKiqSkJLKysgqtP3z48ALLc3JysLS0LPDapk2b6NChAw0bNiyVmEVERERERO51SjRIuXXu3DkcHR2xsrICwMnJCYA5c+awZcsWMjIycHd3JyQkBIPBQHBwMB06dKB79+54enrSp08fduzYwcCBA0lNTWXlypVkZWXxwAMPMGPGDA4cOMDmzZvZuXMn8+bNIzQ0lDp16pTlLYuIiIiIiNz1tHRCyq22bdty6tQpunXrxttvv83OnTsBGDhwIKtXryYmJob09HS2bNlSYPtKlSqxYsUKevbsSZcuXVi9ejVr166lfv36hIeH06JFCzw9PQkKCiIqKkpJBhERERERkVKgGQ1Sbtna2hIREcGuXbuIi4tjxIgRjBw5EltbWxYtWkR6ejrJyck0atQIT0/PfO29vLzMrw8fPsysWbNISUkhNTWVdu3a3clbERERERERuWco0SDlmqWlJY8//jiPP/44jRs3ZuXKlfz++++sXr0aZ2dnQkNDycjIKLCttbW1+XVwcDBz587Fzc2NiIgI8+wIERERERERKV1aOiHl1p9//slff/1lfn/gwAHq1asHgKOjI6mpqXz99ddF6is1NZUaNWqQlZVFdHS0udzW1pbU1NRSjVtERERERORephkNUm6lpaUxZcoULl26hKWlJQ888AAhISHY29tjNBpxcXGhWbNmRepr+PDh9OvXDxcXFxo3bmxOLnh5eTFhwgQ+//xzZs+erX0aREREREREbpHBZDKZyjoIkbuNz/RIjp9PKeswRERERKQAdarbEznap6zDELlnaUaDiIiIiIiUOxYGA67V7ErU9n7HkrUTkdKhGQ0iJRD4ySYSkzSjQUREROR2ud/RDoPBUGqfuVyc7JkztPNN67m7u7Nnz54i9xsXF8fixYtZsGAB3333HUeOHOHFF1+8lVBF7nqa0SBSAkX5n5SIiIiI3Jq7bblqp06d6NSpU1mHIVLmlGgQERERERG5TlxcHHPmzMHR0ZFDhw7RtGlT3n//fQwGA9u3b+fdd9/F0dGRpk2bmttEREQQHx/PW2+9xebNm5k3bx5ZWVk4ODjw/vvvU7169TK8I5E7R8dbioiIiIiIFGD//v2MHTuW9evXk5CQwO7du8nIyGDChAnMnz+fL774gnPnzhXYtmXLlqxatYo1a9bQs2dPFi1adIejFyk7mtEgIiIiIiJSgObNm1OrVi0A3NzcSExMxNbWFldXV+rWrQtAr169WLVqVb62p0+fZsSIEZw7d47MzExcXV3vZOgiZUqJBpES0GaQIiIiIrdXeTg5wsrKyvza0tKSnJwcAAwGw03bTpkyhcGDB9OpUyfzMgyRe4USDSIlkJiUcldtTCQiIiJyN3Jxsi93fdWvX5+EhASOHz9OnTp1WLduXYH1UlJSqFmzJgBr1qwplbFF7hZKNIiIiIiISLmTcOFyidve72jHxy92KcVo/k+lSpUICQnhxRdfxNHRkZYtW3L48OF89QIDAxk+fDg1a9bkkUceISEh4bbEI1IeGUwmk6msg5C717fffktgYCDr16+nQYMGZR1OoZYsWcJ//vMfrK2tgeKfj3y9u+2oJREREZF7SZ3q9kSO9inrMETuWTp1Qm5JTEwMLVu2ZP369WUdyg2FhYVx5cqVsg5DRERERETkX09LJ6TEUlNT+d///kdYWBivvPIKr732Grm5uYSEhPDzzz/j6upKbm4uffv2pXv37nh6etK7d2+2bNlCdnY2s2bNokGDBqSlpTF58mQOHTpETk4OgYGBdO7cmZycHN5//3127txJZmYmzz33HL6+vsTFxTF79mwcHBw4evQorVq14u2338bCwoKJEyeyd+9eMjIy6NatG8OGDSMsLIyzZ8/i5+eHg4MDn3/+OQAzZ85ky5YtVK5cmblz5+pcYxERERERkVKgGQ1SYps2beLJJ5+kXr16ODg4sG/fPr755hsSExOJjo5mypQp/PLLL3naODo6EhkZia+vL4sXLwZg/vz5tG7dmtWrVxMWFsZ7771HWloa4eHh2Nvbs3r1alavXs2qVas4ceIEAL/99hvBwcFER0dz4sQJvvnmGwBGjBhBREQEa9eu5eeff+bgwYM8//zz3HfffSxdutScZEhLS+ORRx5h7dq1tGrVqsAjiURERERERKT4NKNBSmzdunX4+fkB4OXlRUxMDNnZ2XTv3h0LCwtq1KjB448/nqdN165dAXj44Yf59ttvAfjhhx/YvHmzOfGQkZHBqVOn2LFjB7///jtff/01cHXn3mPHjlGxYkWaN29O7dq1AejZsye7d++me/fubNiwgVWrVpGdnc25c+c4cuQIbm5u+WKvWLEiHTt2NMeyY8eO2/CERERERERE7j1KNEiJXLx4kZ9++onDhw9jMBjIycnBYDDQuXPnG7arWLEiABYWFuZziAFmz55N/fr189Q1mUyMHz+eJ598Mk95XFxcvrOLDQYDJ06cYPHixYSHh1O1alWCg4PJyMgoNI5rfVwfi4iIiIiIiJSclk5IiXz99dfm/RY2b97Mtm3bcHV1xdHRkW+++Ybc3FzOnz/Pzp07b9pXu3btWLZsGdcOQNm/f7+5fMWKFWRlZQFw9OhR0tLSgKtLJ06cOEFubi4bNmygZcuWpKamYm1tjb29PefPn2f79u3mMWxtbUlNTS3txyAiIiIit4mFwUCd6vYl+rnf0a6swxe5p2lGg5TIunXrGDp0aJ6yrl27cuTIEWrWrMnTTz9N3bp1ad68Ofb29jfsKyAggHfffZdevXphMplwcXFhwYIF9OvXj8TERPr06YPJZMLR0ZG5c+cC8Oijj/LBBx9w6NAhWrVqRZcuXbCwsOChhx6iZ8+e1K5dmxYtWpjH6N+/P0OHDqVGjRrmfRpEREREpPxyrWbHAteNZF9MLH7jTDg556M8RRUcXbjvuQU3bJaQkMDLL79MTEyMuSw0NBQbGxv8/f0Lbbd3716ioqIYP348cXFxVKxYMc9n0aLw9PQkPDwcJyenPOXh4eEsXboUuDrj9/XXX6dz585ERETQtm1batasecN+i1rvZiIiIoiPj+ett94ylw0aNIigoCCaNWtWaLsVK1ZgbW1N7969SxRLQf8mBZWvWrWKFStWsGTJEpYsWYKHhwdPPPFEMe8yv6L8+5eEp6cntWrV4osvvjCXeXt7k5OTk+9e70ZKNEiJFPRl/fnnnweunkZha2vLxYsX6devH40bNwZg8+bN5rrNmjUz91G5cmVCQkLy9WdhYcEbb7zBG2+8ke+atbU1s2bNylc+bdq0AuMdNGgQgwYNMr/fs2eP+XX37t3p3r17ge1EREREpOxkX0wkO+lYWYdxU82aNTN/2d65cyc2NjbFTjQU5PTp08yfP5/IyEjs7e1JTU0lKSkJgMjISBo1anTTL+1FrXe7DBgw4LbHsmbNGj7//HOWLl1K1apVGT58eKn2f7ukpqZy6tQpnJ2dOXLkSLHbZ2dnU6FC+fxKXz6jkrvayy+/zKVLl8jKyiIgIIAaNWqUdUgiIiIiIrds0KBBNG/enLi4OFJSUnjnnXdo1aoVcXFxLF68mAkTJvDll19iYWHB2rVrmTBhAvXr12fixImcPHkSgLFjx9KyZUsuXrzIyJEjSUpKonnz5uZlxP904cIFbG1tsbGxAa4uB7a1tWXjxo3Ex8fz5ptvUrlyZVauXMmiRYvYsmULGRkZuLu7ExISwtdff52v3h9//MG0adNIS0vD0dGRqVOnct999xEWFsaXX36JpaUlDRs2ZObMmcV6Nu7u7jz//PP5jo+/NiPAxcWlyLHEx8czduxYrK2tb5qwWb9+PZ988glLliwxzwYJDg6mQ4cOdO/eHU9PT/OS7+zsbGbNmkWDBg1ISkpi5MiRJCcn06xZM77//ntWr16Nk5MT8+bNY82aNTg7O+Pk5ETTpk0BOHDgABMnTuTKlSvUqVOHd999l6pVqzJo0CAefPBB9u3bR1JSEtOnT2fhwoUcOnSIHj16MGLEiAJj79GjB+vXr8ff35+YmBh69uzJ2rVrgasb5L/99tvEx8djaWlJcHAwrVu3JiIigq1bt5KZmUlaWhqzZ89m7NixnDhxAmtra0JCQnBzcyM1NZUpU6YQHx8PQGBgIN26dWP79u3MnDmTnJwcHB0dWbp0KcnJyQX2cSuUaJBSd7uXJjz++OP5TrO401ycbrwcRERERERuzf2OdpBZ1lHkl5OTQ3h4ONu2bWPOnDksWbLEfM3V1RVfX988U+1HjhyJn58frVq14uTJk/j7+7NhwwY+/vhjWrRoQWBgIFu3bmXlypX5xnJzc6N69ep06tSJNm3a0KVLFzw9PenevTvLly/Ps2xh4MCBBAYGAjBq1Ci2bNmSr15WVhZTpkxh7ty5ODk5sX79embOnMnUqVNZuHAhmzdvxsrKikuXLhX7uVw7Pn7EiBHMmDGDVatWERAQYL5enFjGjBnDhAkTeOyxx5g+fXqhYyYmJjJ58mTWrFlzwz9uOjo6EhkZyfLly1m8eDHvvPMOc+bMoXXr1rz00kts377d/Pzj4+NZv349a9asIScnBx8fH3OiISgoyBzXRx99xJw5cxg3bhxwdbP55cuXs3TpUgICAoiIiMDBwYHOnTszePBgHB0d88XVrVs3xowZg7+/P1u2bOH99983JxqWL18OQHR0NEeOHMHf3998Gt8vv/zC2rVrcXBwYPLkyTz00EPMnTuX2NhYRo8eTVRUFHPnzsXOzo7o6GgA/v77b5KSkpgwYQLLli2jdu3aJCcnA1eXhxTUx61QokGkBOYMvfHpGiIiIiJy667fZ+F2u/5ks4LKu3TpAkDTpk1JTLz5/hE//vgjf/zxh/n95cuXuXz5Mj///DNz5swBoEOHDlStWjVfW0tLSxYtWsTevXuJjY1l6tSp7Nu3j9deey1f3bi4OBYtWkR6ejrJyck0atQIT0/PPHWOHj3KoUOHeOGFFwDIzc01f0Fv0qQJb775Jp06dSrwJLmbPZviHh9fWCwpKSmkpKTw2GOPAVf3Lfj+++8L7MPJyYmqVauyYcMGBg8eXOhYXbt2Ncf17bffArB7927z83/qqafMz3/Xrl107twZa2trAPMzvD4uHx+fPEs0rtVr3LgxjRo14r777gOgdu3anD59usBEQ9WqValSpQrrup+BugAAIABJREFU1q2jQYMGVK5c2Xxt9+7dDBw4EIAGDRpw//33c/ToUQDatm2Lg4ODuV5oaCgAbdq0ITk5mZSUFGJjY/nwww/zjLV582ZatWpF7dq1AW7ax8322rsRJRpERERERES4+sXr77//zlP2999/4+rqan5vZWUFFP2I9NzcXFauXJnnS2RxGAwGmjdvTvPmzXniiScYO3ZsvkRDRkYGkyZNYvXq1Tg7OxMaGlrgMe8mk4lGjRoVOHti4cKF/Pzzz2zevJm5c+eybt26POv/C3o2ycnJ5i/QxT0+vrBYLl26VGhS43rW1tYsWrSIAQMG4OTkRK9evQqsV7FixXxxFbRU5Zqijv9P//y9uPb62vvs7OxC23l5eRESEsLUqVPzlN8ovmtJkMLqGQwGTCZTvvsoqOxGfdwKHW8pIiIiIiLlUgVHFyo4PVA6P44uNx3P1taWGjVqEBsbC1z9Iv3999/TsmXLIsd8/bHq145yv+bAgQMAeHh4mKe1b9u2Ld+XeIAzZ86wb98+8/uDBw9y//335xvnWlLB0dGR1NRU8xT76+vVq1ePpKQk88boWVlZHD58mNzcXE6dOkXr1q0ZNWoUKSkppKWl8dtvvxEUFARc3fByz549nDt3Drh60kZmZibOzs4lejaFxVKlShXs7OzYtWsXgPkZFcbJyYlFixYxc+bMQmc+FKRly5Zs2LABgB9++MH8/D08PPj2229JT0/n8uXLbNmyBQB7e3uqVKlijisqKgoPD48ijwfg5+fHmTNn8pR17twZf39/2rVrl6f8n78fR48e5dSpU9SvXz9fnx4eHublFnFxcTg6OmJnZ0fbtm3z/N79/fffuLu78/PPP3PixAkA89KJwvq4FZrRICIiIiIi5dLNjqO8HWbMmMGkSZPMp5m9+uqr1KlTp8jtO3bsyLBhw/juu++YMGEC48aNIyQkBKPRSE5ODq1atSIkJIRXX32VkSNH4uPjg4eHhzmB8E/Z2dlMnz6ds2fPUqlSJZycnJg0aRJwder+xIkTzRsr9uvXD6PRiIuLS57jJq+vN3v2bKZMmUJKSgo5OTn4+flRt25dRo0axeXLlzGZTAwePJgqVapw8uRJ80yM6tWrM3bsWF588UVyc3OxsbHhww8/xMKi6H+7LkosjRo1YurUqebNIK//Al6Q2rVrM2/ePIYOHWpeDnEzgYGBvPHGG2zYsAEPDw9q1KiBnZ0dTZs2xcvLC29vb1xcXPIkmaZPn27eDLJ27dr5ZiHcSG5uLsePH8+3RMbOzo4XX3wxX/1nn32WiRMnYjQasbS0ZOrUqXlmSvzzPsaMGYPRaMTa2tr8e/vKK68QEhLC008/jYWFBYGBgXTt2pWQkBBee+01cnNzqVatGp999lmhfdwKg+lGczJEpECBn2wiMSmlrMMQEREREa5u1K09tErf9OnT8fb2vuUTCMqjzMxMLCwsqFChAnv27OHtt9++5Q0Qb+TQoUOsXr2aMWPG3LYxyhMlGkRKwGd6JMfPK9EgIiIiUh7UqW5P5Gifsg5D7iJ//fUXr7/+Orm5uVSsWJGJEyfSvHnzsg7rX0NLJ0REREREROSeUrduXdasWVPWYfxraTNIKRZ3d3fz623bttG1a1dOnjxZaP3g4GA2btyYr3zv3r1MmTLlpuPl5uYyZcoUnn76aYxGI3379jVvXjJ06NASnfELEBERQUhISInaioiIiIiISOE0o0FKJDY2lsmTJ7N48eICN665mWbNmuXZpOaa7OzsPMforF+/nrNnz7J27VosLCw4ffq0+TiXTz75pOQ3ICIiIiIiIreFEg1SbLt27WL8+PEsXLjQvAPvqlWrWLlyJVlZWTzwwAPMmDHDnBD48ccfCQsL48KFCwQHB9OxY0fi4uJYvHgxCxYsIDQ0lLNnz5KYmIijoyMffPCBeaxz585Ro0YN8262tWrVMl/z9PQkPDyctLQ0hg4dSsuWLdmzZw81a9Zk7ty5VK5cmd9++41x48ZhY2NDixYt+P7774mJiQHg7Nmz+Pv7c+LECTp37mw+ukdERERERERKTksnpFgyMzMJCAjg448/pkGDBubyLl26sHr1atauXUv9+vUJDw83X0tMTGTZsmUsWLCAiRMnms/5/ad9+/Yxd+7cPEkGgB49erBlyxa8vb2ZNm0a+/fvLzCuY8eO8dxzz7Fu3Trs7e3NZwePHTuWSZMmsXLlSiwtLfO0OXDgALNmzSI6OpoNGzZw6tSpEj8XERERESldFgYDdarbF+nnfke7sg5XRP5BMxqkWCpUqIC7uzvh4eGMHz/eXH748GFmzZpFSkoKqampec677dGjBxYWFtStW5fatWvz559/5uvX09PTfEbvP9WqVYuNGzcSGxvLTz/9xODBg/noo49o06ZNnnqurq48+OCDADRt2pTExEQuXbpEamoqLVq0AODpp59m69at5jZt2rTB3t4egAYNGpCYmIizs3PJH46IiIiIlBrXanbUddvOqUs3/2PQBcD3809vWMe5ijMzvWfesE5CQgIvv/yyeQYsQGhoKDY2Nvj7+xfabu/evURFRTF+/Hji4uKoWLGi+TNoUV2brevk5JSnPDw8nKVLlwJgMpl4/fXX6dy5MxEREbRt25aaNWvesN+i1hMpTUo0SLFYWFgwa9YsXnjhBebPn8/LL78MXN30ce7cubi5uREREcHOnTvNbQwGQ54+rn8PmJdZFMTKyor27dvTvn17qlevzqZNm/IlGqysrMyvLS0tycjI4GYnt17fJicn54b1RUREROTOOnXpFCeST5R1GDf1z/3Hdu7caV62e6tOnz7N/PnziYyMxN7entTUVJKSkgCIjIykUaNGN00gFLWeSGnS0gkpNmtra+bPn090dDRfffUVAKmpqdSoUYOsrCyio6Pz1N+4cSO5ubkcP36cEydOUK9evSKPtW/fPs6cOQNcPYHi999/L/Lmk1WrVsXW1pZffvkFuLqxpIiIiIhISQ0aNIj33nuPZ555hm7durFr1y4A4uLieOmll0hISODLL79kyZIleHt7s2vXLpKSknjttdfo27cvffv2Zffu3QBcvHiRIUOG0Lt3b956660C/0h24cIFbG1tsbGxAcDW1pbatWuzceNG4uPjefPNN/H29iY9PZ05c+bQt29fnn76aSZMmIDJZCqwXnx8PAMHDqRPnz74+/tz9uxZAMLCwvDy8sJoNDJixIg79ETl30ozGqREHBwcWLRoEc899xyOjo4MHz6cfv364eLiQuPGjUlNTTXXrVevHgMHDuTChQtMmjSJSpUqFXmcCxcuMGHCBDIzM4Gr2eKBAwcWuf0777zD+PHjsbGx4bHHHsPOTuv3RERERKTkcnJyCA8PZ9u2bcyZM4clS5aYr7m6uuLr65tnqcXIkSPx8/OjVatWnDx5En9/fzZs2MDHH39MixYtCAwMZOvWraxcuTLfWG5ublSvXp1OnTrRpk0bunTpgqenJ927d2f58uUEBQWZZ1IMHDiQwMBAAEaNGsWWLVvy1cvKymLKlCnMnTsXJycn1q9fz8yZM5k6dSoLFy5k8+bNWFlZlfgIeZFrlGiQYtmzZ4/5tbOzM5s3bza/f/bZZ/PVnzZtWoH9PP744zz++OMAvPbaa4WO99RTT/HUU08VeO3a2E5OTnnW0f1z/VzDhg3NMywWLlzIww8/DECfPn3o06ePud6CBQsKjUFERERE7g0FLfG9vrxLly7A/+0LdjM//vgjf/zxh/n95cuXuXz5Mj///DNz5swBoEOHDlStWjVfW0tLSxYtWsTevXuJjY1l6tSp7Nu3r8DPz3FxcSxatIj09HSSk5Np1KgRnp6eeeocPXqUQ4cO8cILLwBXZwzXqFEDgCZNmvDmm2/SqVMnOnfufNP7ErkRJRrkX23btm0sWLCAnJwc7r///kITHyIiIiIiDg4O/P3333nK/v77b1xdXc3vr+3zZWFhUaQ9vnJzc1m5cmWBG58XhcFgoHnz5jRv3pwnnniCsWPH5ks0ZGRkMGnSJFavXo2zszOhoaEFnvRmMplo1KhRgbMnFi5cyM8//8zmzZuZO3cu69ato0IFfV2UktFvjvyreXl54eXlVer9ujjZl3qfIiIiIvJ/7ne0w6pK6Z0I5lyEvmxtbalRowaxsbG0adOG5ORkvv/+e55//vkij2Nra8vly5fN79u1a8eyZcv473//C1w9Yv3BBx/Ew8OD6OhoAgIC2LZtW74EB8CZM2c4f/48TZs2BeDgwYPm/cpsbW3Ny5WvJRUcHR1JTU3l66+/plu3bvnq1atXj6SkJPbs2YO7uztZWVn89ddfNGjQgFOnTtG6dWtatmxJTEwMaWlpVKlSpcj3LfJPSjSIlMCcoZpOJiIiInL7dbnjI86YMYNJkyaZZ8K++uqr1KlTp8jtO3bsyLBhw/juu++YMGEC48aNIyQkBKPRSE5ODq1atSIkJIRXX32VkSNH4uPjg4eHR4EbnmdnZzN9+nTOnj1LpUqVcHJyYtKkSQD4+PgwceJEKleuzMqVK+nXrx9GoxEXFxfzvg0F1Zs9ezZTpkwhJSWFnJwc/Pz8qFu3LqNGjeLy5cuYTCYGDx6sJIPcEoPpZmcAioiIiIiIiIgUkY63FBEREREREZFSo0SDiIiIiIiIiJQa7dEgUgKBn2wiMSmlrMMQERERuWe5ONlr3yyRckqJBpESSExK4fh5JRpERERERESup6UTIiIiIiIiIlJqNKNBRERERETKHQuDAddqdoVev9+x8GsiUraUaJBypUmTJvTq1Yv33nsPuHp2cLt27XjkkUdYsGDBbRt30KBBBAUF5TlzWERERETKjms1Oyad3UH6qVOF1tm5dUmR+6vs7EzzD96/aT13d3f27NlT5H7j4uJYvHjxbf2ses1HH32Eh4cHTzzxxG0fS+RWKNEg5YqNjQ2HDx8mPT2dypUrs2PHDmrWrFmsPrKzs6lQQb/aIiIiIne79FOnuJKQUNZhlBvDhw8v6xBEikTfxqTceeqpp9i6dSvdu3dn3bp19OzZk927dwOQlpbG5MmTOXToEDk5OQQGBtK5c2ciIiLYunUrmZmZpKWl8f777zNixAguX75MTk4Ob7/9Nq1atWLixIns3buXjIwMunXrxrBhw8r4bkVERESkPIqLi2POnDk4Ojpy6NAhmjZtyvvvv4/BYGD79u28++67ODo60rRpU3Ob5ORkxo4dy4kTJ7C2tiYkJAQ3NzdCQ0M5efIkCQkJnDx5Ej8/P55//nkAoqKi+Pzzz8nKyuKRRx5h4sSJAIwbN474+HgMBgN9+/Zl8ODBBAcH06FDB7p3786cOXPYsmULGRkZuLu7ExISgsFgKJNnJXI9JRqk3PHy8mLu3Ll07NiR33//nb59+5oTDfPnz6d169ZMnTqVS5cu0a9fP/PUsV9++YW1a9fi4ODA4sWLadeuHa+88go5OTlcuXIFgBEjRuDg4EBOTg6DBw/m4MGDuLm5ldm9ioiIiEj5tX//ftatW8d9993HgAED2L17N82aNWPChAksXbqUBx54gNdff91cPzQ0lIceeoi5c+cSGxvL6NGjiYqKAuDo0aOEhYVx+fJlevTowYABAzh+/DgbNmxgxYoVVKxYkbfffpvo6GgaNmzImTNniImJAeDSpUv5Yhs4cCCBgYEAjBo1ii1btuDp6XkHnorIzSnRIOWOm5sbCQkJxMTE0L59+zzXfvjhBzZv3szixYsByMjI4NT/X7fXtm1bHBwcAGjWrBljx44lOzubzp078+CDDwKwYcMGVq1aRXZ2NufOnePIkSNKNIiIiIhIgZo3b06tWrWAq59RExMTsbW1xdXVlbp16wLQq1cvVq1aBcDu3bsJDQ0FoE2bNiQnJ5OScvVI9Pbt22NlZYWTkxNOTk5cuHCB2NhY4uPjeeaZZwBIT0+nWrVqdOzYkRMnTjB58mTat29Pu3bt8sUWFxfHokWLSE9PJzk5mUaNGinRIOWGEg1SLnl6ejJjxgzCwsJITk7Oc2327NnUr18/T9mvv/6KtbW1+b2HhwfLli1j27ZtBAUF4e/vT8uWLVm8eDHh4eFUrVqV4OBgMjIy7sj9iIiIiMjdx8rKyvza0tKSnJwcgEKXKJhMpnxl1+pe31d2djYmkwkfHx9GjhyZr11UVBQ//PADX3zxBRs2bGDq1KnmaxkZGUyaNInVq1fj7OxMaGioPtdKuWJR1gGIFOSZZ54hICCAJk2a5Clv164dy5YtM/9HfP/+/QW2T0xMpFq1avTv35++ffuyb98+UlNTsba2xt7envPnz7N9+/bbfh8iIiIiUnKVnZ2xdnUtlZ/Kzs6lElP9+vVJSEjg+PHjAKxbt858zcPDg7Vr1wJXZxw4OjpiZ1f4MZxt2rTh66+/5sKFC8DVPR4SExNJSkrCZDLRrVs3hg8fnu8z77WkgqOjI6mpqXz99delcm8ipUUzGqRcqlWrFn5+fvnKAwICePfdd+nVqxcmkwkXF5cCjxLauXMnn376KRUqVMDGxobp06dTu3ZtHnroIXr27Ent2rVp0aLFnbgVERERESmBhAuXmXhfW7iv4Ov3O9rx8Ytd7mxQQKVKlQgJCeHFF1/E0dGRli1bcvjwYQACAwMZM2YMRqMRa2trpk2bdsO+GjZsyOuvv86QIUPIzc2lYsWKvPXWW1SuXJkxY8aQm5sLwBtvvJGnXZUqVejXrx9GoxEXFxcd0S7ljsFU0PweEbkhn+mRHD+fUtZhiIiIiNyz6lS3J3K0T1mHISIF0IwGkRJwcbIv6xBERERE7mn6PCZSfmlGg4iIiIiIiIiUGm0GKSIiIiIiIiKlRokGERERERERESk1SjSIiIiIiIiISKnRZpAiJRD4ySYSk3TqhIiIiMjtYmGAWg52hV6v6WDLW/2fuIMRiUhRaTNIkRLQ8ZYiIiIit1ed6va84OjMpQtppdJflWo29Hqx9U3rnTt3jnfffZe9e/diZWWFi4sLY8eOpV69eqUSR0Hc3d3Zs2dPietHREQQHx/PW2+9VWibM2fO8M477zB79mwOHDjA2bNnad++fbHiHDRoEEFBQTRr1qzQ8oSEBIYMGcKECRNwcHAgKiqK8ePHF2ucgiQkJPDyyy8TExNzy33J7acZDSIiIiIiUi5dupBG8vnUOzaeyWQiMDCQ3r17M3PmTAAOHDjAhQsXbmui4U6oWbMms2fPBq7eU3x8fLETDTdz+vRp/P39GT16NE8++SRAvqSE3BuUaBAREREREQF++uknKlSowIABA8xlDz74IACpqakEBARw6dIlsrOzGT58OJ07dyYhIYGhQ4fSsmVL9uzZQ82aNZk7dy6VK1dm1apVrFy58v+1d+fhNV37H8ffSQwhRyWEqKltSGquUGK4t4YYYoigKFE1XvNQqiS4tKSirqkhihpa1esWiUSKVo3VW42hPMSlUY2Smm+USMh4fn/kl32lMtFDjvq8nifPc/bea6+1zl7POjn7e9Zam9TUVJ577jnmzp1LiRIluHDhAhMnTiQtLc24Ic+rjAfh7++PyWQiOjqaa9eu8fbbb+Pt7W2MCAgLCyM4OJi7d+9y5MgRhg0bRsuWLZk1axYxMTGkp6czevRo2rRpw927dwkICOCnn36iWrVq3L17N9dyr1+/zuTJk3nzzTfx8vICICoqitWrV7N8+XIWL17MxYsXiYuL4+LFi/Tv35833ngDgJCQECIjI3n22WdxcnKidu3aDB48mOjoaKZMmUKJEiVo0KCBUVZycjLvvPMO0dHR2NnZ4e/vT5MmTQgLC2Pnzp1kZGQQExPDoEGDSE1NJSIigmLFirFixQocHR0f6HrKw9FikFbMw8PDeL1v3z7atWvHxYsXrbqse/PJa39YWBgzZ87MM69du3axYsWK+/bndG6/fv04ceLEA9ZWREREROR/zpw5Q+3atXM8Vrx4cUJCQti8eTOffPIJ77//Plmz0H/55Rf69u3L1q1bKVWqFF999RUAbdu2JTQ0lC1btuDq6sqmTZsAeO+99+jTpw+hoaGUK1euQGU8iKtXr/LPf/6T5cuXM3/+/GzHihUrxtixY+nYsSMRERF07NiRZcuW0aRJE0JDQ1m7di3/+Mc/SEpKYv369djb2xMZGcnw4cM5efJkrmVOnjyZvn370qFDh1zTxMbGsmrVKjZu3EhISAipqamcOHGCHTt2EB4ezuLFi4mOjjbSBwQEMG3aND7//PNs+Xz22WcAREZGMn/+fPz9/UlOTgYy23DevHls2rSJhQsXYm9vT3h4OPXr1yc8PPyBr6U8HI1oeAIcOHCAWbNmsXr1aipWrPinKSs/Xl5eRjRURERERKQwmc1mFixYwKFDh7C1teXKlStcv34dgMqVKxsjH2rXrs2vv/4KZN70Llq0iISEBBITE/nLX/4CwNGjR1m8eDEAvr6+zJs3L88y7g1G5MbGxsZ43aZNG2xtbalevbpRx7x8++237N69m9WrVwOZIwYuXbrEoUOH6NevHwA1atTgxRdfzDWPpk2bsmXLFrp3706JEiVyTNOiRQuKFStGmTJlKFOmDP/97385cuQIXl5e2NvbA9CqVSsAEhISSEhIoHHjxkDmddq/fz8AR44c4fXXXwegWrVqVKxYkdjYWAA8PT0xmTIXES1VqhStW7cGwN3dnR9//DHfayGWoRENVu7w4cNMmzaN5cuXU7VqVfz8/Dh16pRxvHfv3pw+fZrjx4/Tu3dvunbtSu/evfn555+BzEVT/Pz86NatG926deOHH34ocFkAa9asoXPnznTu3JmPP/7YSJvb/oexe/duevbsSdeuXRkwYIDxYViQUQ85uXf0xJdffom/vz+QOYxsxowZ9OvXDy8vLw4ePEhAQAAdOnQw0oiIiIjI08vNzS3XX+0jIyOJj48nLCyMiIgInJ2djV/RixUrZqSzs7MjPT0dyPz+OX36dCIjIxk9ejQpKSlGunsDAwUp417FixfPltfNmzdxcnIytu+tT0EFBwcTERFBREQEe/fupVq1arnWMydDhgyhXr16jBs3jrS0tBzT/P465ZYOMoMuuZWd1yiPe8uwtbWlaNGixuusdpFHT4EGK5aSksLIkSMJCQkxOnrPnj0JCwsDMocepaSkUKNGDVxdXVm3bh3h4eGMHTvWWLymbNmyrFmzhs2bN7Nw4UICAwMLXFZ0dDRhYWHG3LKNGzfyn//8J9f9ebl79y6+vr7GX9ZCNAANGzZkw4YNhIeH06lTJ1auXJnvtdm2bVu2/O4dYpWXW7dusXbtWgICAhg+fDgDBgxg69atxMTEZAvgiIiIiEjhe6ZsSRydHSzy90zZkvmW16RJE1JSUtiwYYOx7/jx4xw8eJCEhATKli1L0aJF+f77741RC3lJTEykXLlypKamEhkZaez38PBg69atAGzZssXYn1cZ/fv358qVKwA0btzYOO/u3bts374dT0/PfOuTxcHBgcTE/y2y+Ze//IV169YZN/BZ3+0bNWpk1DsmJibfEQFTpkzBZDIxderUAk/5aNCgAXv27CE5OZnExET27t0LwDPPPIPJZOLw4cMA2a7fvfWKjY3l0qVLuLq6Fqg8eTw0dcKKFSlSBA8PDzZt2mQ8Esbb25ulS5cyadIkQkND6d69O5D5oTR58mR++eUXbGxsSE1NBSAtLY2ZM2dy+vRpbG1tOXfuXIHLOnLkCG3atKFkycwP5bZt23L48GHMZnOO+2vVqpXre7G3tyciIsLYznoED2SuTjt+/HiuXbtGSkoKlStXzvfadOzYMdvje7KGdOWnVatW2NjY8OKLL+Ls7GwM/6pevTq//vqrMeRNRERERApX3H9vs4ZLuf40WtHJRMjQthYt08bGhiVLljB79mxWrFhB8eLFjcdbVq9enREjRtC9e3dq1qxZoBvbcePG0bNnTypVqoS7u7txcz916lQmTpzI2rVrad++vZHex8cnxzIyMjI4f/48pUuXNs6fPn06n376KWazma5du9KoUaMCv09PT09WrFiBr68vw4YNY+TIkcyePZsuXbpgNpupVKkSy5cvp0+fPgQEBODj40PNmjWpV69evtdvzpw5DB8+nLlz59KyZct861KvXj1at25Nly5dqFSpEnXq1KFUqVIABAUFGYtBZk07AfDz82PGjBn4+PhgZ2dHUFDQQ43ikEdHgQYrZmtry6JFixg4cCDLli1j+PDhlChRgmbNmrFr1y62b99OaGgoAB988AGenp6EhIQQFxdnrOD68ccf4+zsTEREBBkZGbl+OORUVm5RyIdZkCYvgYGBDBgwAC8vL6KioliyZInF8v79ULOsDyAbG5v7hlXlNXRLRERERB6vDLOZ89cTHnu5Li4ufPDBBzke+/2ihFm++OIL4/XgwYON135+fvj5+d2XvkqVKtnyGjp0KABlypTJsYyYmBjatWtnrGPg4uLC8uXLc6zLnDlzsm0fPXoUyFxHIquejo6Oxn1ElpymLNvb2xsjpfPy6aefGq+LFStmrPUAGCMtxowZk+2ce6/ZoEGDGDNmDHfu3KFv374MGjQIgDp16mQb8ZGVR/Hixe97nwDdu3c3foiFzCnauR2TR0tTJ6xciRIlWLZsGZGRkWzcuBHInD4RGBhI3bp1jcezJCQk4OLiAsDmzZuN8xMSEihXrhy2trZERETkOS/p92U1atSInTt3cufOHZKSkti5cycvv/xyrvsf1r11t8RKsM7Ozpw9e5aMjAx27tz5h/MTERERESlM7u7uBAQEFHY1Hpnp06fj6+tLt27daN++fa5P/pAnh0Y0PAEcHR1ZuXIlffv2xcnJiTZt2mAymbJF5IYMGYK/vz9r1qyhSZMmxn4/Pz/GjBnDl19+iaenpzHdoSBlTZkyhe7du9OzZ08AevToYUyPyG3/wxg9ejTjxo3DxcWFl156ibi4uIfOC+Ctt95i2LBhPPvss7i5uZEpVDSIAAAULklEQVSUlPSH8hMRERERkUfn94/glCefjdnS4+Dlkbty5QpvvPEG27dvx9ZWg1IKQ7f3NxfKUD4RERERyVTVuRSbJ3cr7GqISA40ouEJEx4ezsKFC/H391eQoRBVKlOqsKsgIiIi8lTT9zER66URDSIiIiIiIiJiMfpJXEREREREREQsRlMnRERERETEKq1/fxa/Xbtqkbwcy5Wnz+S/55uuZs2auLu7G9shISFUrlzZInV4GP7+/hw8eJBSpUqRnJxM586dGT16dL7ntGzZEm9v71zT7Nq1i7NnzxqP1rSU69evM3XqVC5dukRaWhqVKlXio48+eqi8pk6dysCBA6levbpF6yiPngINIiIiIiJilX67dpX4y5cea5n29vZERETkeMxsNmM2mx/7WmmTJk3C29ub5ORkOnbsiK+vL1WqVPlDeXp5eeHl5WWhGv5PcHAwzZo1o3///gCcPn36ofN67733LFUtecwUaBB5CKM/2smv8XrqhIiIiMijUtHJRJ3CrgQQFxfH3/72Nzw9PTl27BghISGsWLGCEydOkJycTPv27Rk7diwArVu3pmvXruzZs4e0tDQWLVpEtWrVSExMJDAwkOjoaCDz8e7t27fn22+/ZfHixaSkpFClShWCgoJwcHDItS7JyckAxiPro6OjmTNnDklJSTg5OREUFET58uWznbNv3z6CgoJwcnKidu3aXLhwgeXLlxMWFkZ0dDTTp0+/bwSEh4cHR48eJSoqisWLF1O2bFlOnz5N27ZtcXd3Z+3atSQnJxMSEkLVqlWzlXf16lWaN29ubNeoUQOAqKgogoODcXR0JDY2lpdffpl33nkHW1tbZsyYkeP17NevH5MmTaJu3bp4eHjwxhtvsGfPHuzt7Vm6dCnOzs4P3a7yaCnQIPIQfo1P0OMtRURERB6xwgg03L17F19fXwAqV65MQEAAsbGxBAUF8c477wAwfvx4HB0dSU9PZ8CAAZw+fdq4oXZycmLz5s189tlnrF69mvfee4+lS5diMpmIjIwE4ObNm8THx/Phhx+yZs0aSpYsyYoVK1izZk2O0yLmzp3Lhx9+yPnz5+nXrx9ly5YlNTWVwMBAli5dSpkyZdi2bRsLFy4kKCjIOC85OZnp06ezbt06qlSpwoQJEx74epw+fZpt27bh6OiIl5cXPXv2ZNOmTXzyySd8+umnTJ06NVv6vn37Mn78eNatW0ezZs3o3r07Li4uABw/fpxt27ZRsWJFhgwZwo4dO/D29s7zemZJSkripZdeYvz48cydO5cNGzYwcuTIB34/8ngo0CAiIiIiIvL/fj91Ii4ujooVK1K/fn1j3/bt29mwYQNpaWlcu3aNs2fPGjfG7dq1A6BOnTp8/fXXABw4cIAFCxYY55cuXZo9e/bw008/0adPHwBSU1OzlXGvrKkTiYmJDBgwgB9++AGTyURMTAwDBw4EICMjg3LlymU77+eff6ZKlSrGNItOnTqxYcOGB7oedevWNUZJVK1a1Rit4O7uTlRU1H3p//rXv7Jz507279/PN998Q7du3fjiiy8AqFevXra6HDlyBG9v7zyvZ5aiRYvSqlUrIPPa/vvf/36g9yGPlwINIiIiIiIieciaqgBw4cIFVq9ezaZNmyhdujT+/v7GlAbIvCEGsLW1JT09Hchc28HGxiZbnmazmebNm2cLQOTHwcGBxo0bc+TIEV555RXc3Nz4/PPPc01vNpsLlK+dnR0ZGRnGOampqcaxYsWKGa9tbW2N7Xvf3+85Ojri4+ODj48Pw4YN49ChQzg6Ot53DWxsbPK9nlmKFi1qnJ9X2WId9HjLp9iLL77InDlzjO1Vq1axePHiR1pmv379OHHixAOliYuLo3PnznmeU5A0efHw8Hjoc0VERETk0XAsV54yFZ61yJ9jufL5F1gAiYmJlChRglKlSnH9+nW++eabfM9p3rw569atM7Zv3rxJ/fr1+eGHH/jll18AuHPnDrGxsQDMnz/fGA1xr7S0NI4fP07VqlV54YUXiI+P5+jRo0DmiIgzZ85kS+/q6sqFCxeIi4sDYNu2bTnWr1KlSpw8eRLIfBrFvYGGgvj666+ZP38+kDl6486dOwDcvn2b8+fP8+yzzwKZUycuXLhARkYG27dvp2HDhg91PcX6aUTDU6xYsWLs2LGDoUOHUqZMmcKujoiIiIiIIe6/t9lQtg78/2yAik4mQoa2LdxKkbm4Ya1atejUqRNVqlShQYMG+Z4zYsQIZs6cSefOnbG1tWX06NG0a9eOoKAgJkyYQEpKCgBvvvkmL7zwAjExMbRu3do4P2uNhtTUVJo2bUq7du2wsbEhODiYwMBAEhISSE9Pp3///ri5uRnn2dvbM2PGDIYMGYKTkxP16tXLsX69evVi5MiR9OjRg6ZNm2YbwVEQ58+fx2QyAXDy5ElmzZqFnZ0dZrOZnj17Uq9ePaKioqhfvz7z588nJiaGl19+mbZt22Jra/vA11Osn425oONp5E/Hw8OD4cOHk5SUxPjx41m1ahVJSUmMGTOG3bt3Gx9mjo6OzJs3D2dnZxYvXkxcXBzXrl3j3Llz+Pv7c+zYMfbv30/58uVZtmwZRYsWZcmSJezZs4fk5GQ8PDyYOXMmNjY2xsqxtWvXJiAggAoVKjB+/Phs9bp3dVnIHK0wfPhwvvjiC+Li4pg0aZIRJf373/9OgwYNCpQmMTGRkSNHcuvWLdLS0hg3bhxt2rQxrkVWNLggur2/WYtBioiIiDxGVZ1LsXlyt8KuxmMxePBgVq1aZZG8EhMTcXBwwGw28+677/L8888zYMAAi+SdZeLEiUyZMiXPHy+joqJYvXo1y5cvt2jZYp00ouEp17dvX7p06cKQIUOy7W/YsCEbNmzAxsaGjRs3snLlSvz9/YHMiOXatWs5e/Ysr732GsHBwUyaNIlRo0axb98+2rRpw+uvv26smPv222+zZ88eIyqbnp7OxIkTcXNzY8SIETnWa+LEidjb2wOZw8CynlVctmxZ1qxZQ/HixTl37hwTJkwgLCws27m5pSlevDghISGYTCbi4+N57bXX8PLyum+umIiIiIhIYbJUkAFg48aNbN68mdTUVGrWrMlrr71msbyzzJs3z+J5ypNNgYannMlkwtfXl7Vr1xo39gCXL19m/PjxXLt2jZSUFCpXrmwce+WVVyhatCju7u6kp6fzyiuvAJkrz2bN/4qKimLlypXcvXuX3377DTc3NyPQMH36dDp06JBrkAEyP6x+P6IBMuelzZw5k9OnT2Nra8u5c+fuOze3NGazmQULFnDo0CFsbW25cuUK169fv291XhERERGRP4sBAwZYfATDw/D09MTT07OwqyGPiRaDFPr3709oaKgx1QAgMDCQvn37EhkZycyZM415Y0C2lWZzWv01OTmZd999l+DgYCIjI+nVq1e2lWM9PDyIiorKcTXZ/Hz88cc4OzsTERFBaGhojgvV5JYmMjKS+Ph4wsLCiIiIwNnZ+aHqICIiIiIiIrlToEFwdHTE29ubTZs2GfsSEhJwcXEBIDw8/IHyy7p5d3JyIjExka+++irb8R49etCiRQvGjRtHWlraA+WdkJBAuXLlsLW1JSIiIsfH2uSWJiEhgbJly1K0aFG+//57fv311wcqW0RERERERPKnQIMAMGjQIG7cuGFsjx49mnHjxuHn54ejo+MD5fXMM8/Qs2dPfHx8GDVqlDEF4l4DBw6kVq1aTJo0yXhmb0H4+fmxefNmevXqxblz53JcETe3ND4+PkRHR9O9e3ciIyNxdXV9oPclIiIiIiIi+dNTJ0Qegp46ISIiIvJ4PU1PnRB50mkxSJGHUKlMqcKugoiIiMhTRd+/RJ4cGtEgIiIiIiIiIhajNRpERERERERExGIUaBARERERERERi1GgQUREREREREQsRoEGEREREREREbEYBRpERERERERExGIUaBARERERERERi1GgQUREREREREQsRoEGEREREREREbEYBRpERERERERExGIUaBARERERERERi1GgQUREREREREQsRoEGEREREREREbEYBRpE8vDNN9/Qvn172rZty4oVK+47bjabCQwMpG3btvj4+HDy5MlCqKVA/m0VFRVFw4YN8fX1xdfXlyVLlhRCLSUgIICmTZvSuXPnHI+rT1mP/NpKfco6XLp0iX79+tGhQwc6derEJ598cl8a9SvrUJC2Ur+yDsnJyfTo0YMuXbrQqVMngoOD70ujfmUdCtJW6leFxCwiOUpLSzN7eXmZz58/b05OTjb7+PiYz5w5ky3N3r17zYMHDzZnZGSYjx49au7Ro0ch1fbpVpC2+v77781Dhw4tpBpKloMHD5qjo6PNnTp1yvG4+pT1yK+t1Kesw5UrV8zR0dFms9lsTkhIMLdr107/q6xUQdpK/co6ZGRkmG/fvm02m83mlJQUc48ePcxHjx7Nlkb9yjoUpK3UrwqHRjSI5OL48eM899xzVKlShWLFitGpUyd27dqVLc2uXbvo2rUrNjY21K9fn1u3bnH16tVCqvHTqyBtJdahUaNGlC5dOtfj6lPWI7+2EutQvnx5ateuDYDJZMLV1ZUrV65kS6N+ZR0K0lZiHWxsbHBwcAAgLS2NtLQ0bGxssqVRv7IOBWkrKRwKNIjk4sqVK1SoUMHYdnFxue8Lwe/TVKhQQV8aCkFB2grg2LFjdOnShSFDhnDmzJnHWUUpIPWpJ4v6lHWJi4vj1KlTvPTSS9n2q19Zn9zaCtSvrEV6ejq+vr40a9aMZs2aqV9ZsfzaCtSvCkORwq6AiLUym8337ft9hLQgaeTRK0g71K5dm927d+Pg4MC+ffsYNWoUO3bseFxVlAJSn3pyqE9Zl8TERMaOHcuUKVMwmUzZjqlfWZe82kr9ynrY2dkRERHBrVu3GDVqFDExMbi7uxvH1a+sR35tpX5VODSiQSQXFSpU4PLly8b2lStXKF++fJ5pLl++fF8aefQK0lYmk8kYWteiRQvS0tKIj49/rPWU/KlPPTnUp6xHamoqY8eOxcfHh3bt2t13XP3KeuTXVupX1ueZZ57B09OT/fv3Z9uvfmV9cmsr9avCoUCDSC7q1q3LuXPnuHDhAikpKWzdupXWrVtnS9O6dWvCw8Mxm80cO3aMUqVK6Z9MIShIW127ds349eH48eNkZGTg5ORUGNWVPKhPPTnUp6yD2Wxm6tSpuLq6MnDgwBzTqF9Zh4K0lfqVdYiPj+fWrVsA3L17l++++w5XV9dsadSvrENB2kr9qnBo6oRILooUKcL06dMZMmQI6enpvPrqq7i5ubF+/XoA+vTpQ4sWLdi3bx9t27alRIkSzJ49u5Br/XQqSFt99dVXrF+/Hjs7O+zt7VmwYIGGOBaCCRMmcPDgQW7cuMErr7zCmDFjSEtLA9SnrE1+baU+ZR2OHDlCREQE7u7u+Pr6Apltd/HiRUD9ypoUpK3Ur6zD1atX8ff3Jz09HbPZjLe3N61atdJ3QCtUkLZSvyocNuacJhiJiIiIiIiIiDwETZ0QEREREREREYtRoEFERERERERELEaBBhERERERERGxGAUaRERERERERMRiFGgQEREREREREYvR4y1FREREHlLPnj1JSUkhNTWVc+fO4ebmBkCtWrUICgq6L/2pU6eIjY2lY8eO+eYdFRXF+++/T1hY2H3HFi9eTFJSEpMnTzb2rVu3jujoaObMmfMH3pGIiMgfp0CDiIiIyEPauHEjAHFxcbz66qtERETkmf7UqVPs3bu3QIGGwpaWlkaRIvqqKCIiD07/PUREREQsLDw8nFWrVgFQtWpVZs6cia2tLcHBwdy+fRtfX18aNWrEtGnTeOutt4iNjSU1NZWqVasye/ZsSpcu/YfrsGLFCrZs2QJA3bp1mTZtGg4ODvj7+1OnTh1ef/11gGzb/v7+ODg4cO7cOW7cuMFnn33G5MmT+emnnyhSpAgvvPACH3zwwR+um4iI/Lkp0CAiIiJiQTExMcybN4+wsDDKly/PokWLmDVrFosWLWLs2LHs3buX4OBgI/3UqVMpU6YMAAsXLuSjjz5i4sSJ+ZYTHh7Od999Z2zfuHGDZs2aAbBv3z62bNnCv/71LxwcHJg8eTJLly7l7bffzjffo0ePsm7dOkqWLMnXX3/NrVu32LZtGwA3b958oGshIiJPJwUaRERERCwoKiqKFi1aUL58eQB69+6Nr69vrukjIiKIjIwkNTWVpKQknn/++QKV07Vr1xzXaAA4cOAAHTt2xGQyAdCrVy9mz55doHy9vb0pWbIkADVq1ODnn3/m3XffpXHjxrRs2bJAeYiIyNNNT50QERERsSCz2YyNjU2B0h4+fJj169ezcuVKIiMjefPNN0lJSXmkdbCzsyMjI8PYTk5OznY8K8gAUKVKFbZt20bz5s05cOAAvr6+96UXERH5PQUaRERERCyoadOm7Nu3j2vXrgGwYcMGY0qDyWQiISHBSHvr1i1MJhOOjo6kpKQQGhpqkTo0a9aMbdu2cfv2bcxmM5s2bTLqULVqVU6cOAHA1atXiYqKyjWfy5cvY2dnR5s2bQgICCA+Pp7ffvvNInUUEZE/L02dEBEREbEgNzc33nrrLQYNGgRkjgqYOXMmkBmEWL16NV26dKFx48b4+/uzZcsWOnTogIuLC3Xq1DGCAH9EixYt+PHHH+nduzcAderUYcSIEUDmNIqxY8fSpUsXnn/+eerVq5drPj/++CPz588HICMjg6FDh+Li4vKH6yciIn9uNmaz2VzYlRARERERERGRPwdNnRARERERERERi1GgQUREREREREQsRoEGEREREREREbEYBRpERERERERExGIUaBARERERERERi1GgQUREREREREQsRoEGEREREREREbEYBRpERERERERExGL+D/0vbmGI9S6CAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Top 30 Movies with highest screenplay on Hulu\ntop_30_screenplay = hulu.sort_values(by='screenplay', ascending=False)[:30]\nplt.figure(figsize=(15, 10))\nsns.barplot(data=top_30_screenplay, y='Title', x='screenplay', hue='Country', dodge=False)\nplt.legend(loc='lower right')\nplt.xlabel('Total Hours')\nplt.ylabel('Movie')\nplt.title('Top 30 movies by Run Time')\nplt.show()","execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Top 30 Movies with highest screenplay on Prime Videos\ntop_30_screenplay = prime.sort_values(by='screenplay', ascending=False)[:30]\nplt.figure(figsize=(15, 10))\nsns.barplot(data=top_30_screenplay, y='Title', x='screenplay', hue='Country', dodge=False)\nplt.legend(loc='lower right')\nplt.xlabel('Total Hours')\nplt.ylabel('Movie')\nplt.title('Top 30 movies by Run Time')\nplt.show()","execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Top 30 Movies with highest screenplay on Disney+\ntop_30_screenplay = disney.sort_values(by='screenplay', ascending=False)[:30]\nplt.figure(figsize=(15, 10))\nsns.barplot(data=top_30_screenplay, y='Title', x='screenplay', hue='Country', dodge=False)\nplt.legend(loc='lower right')\nplt.xlabel('Total Hours')\nplt.ylabel('Movie')\nplt.title('Top 30 movies by Run Time')\nplt.show()","execution_count":19,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Streaming platforms with most movies above 8 rating b\n\ntop_rated = []\n\nfor name, d in zip(['Netflix', 'Hulu', 'Prime Videos', 'Disney+'], [netflix, hulu, prime, disney]):\n    top = d[d['IMDb']>=8]['Title']\n    top_rated.append(top.shape[0])\n    print(f'Total movies with 8+ rating(on IMDb) on {name}: {top.shape[0]}')","execution_count":20,"outputs":[{"output_type":"stream","text":"Total movies with 8+ rating(on IMDb) on Netflix: 166\nTotal movies with 8+ rating(on IMDb) on Hulu: 34\nTotal movies with 8+ rating(on IMDb) on Prime Videos: 397\nTotal movies with 8+ rating(on IMDb) on Disney+: 36\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Plotting a bargraph which shows which platform has highest movies with 8+ rating\ntop_rated_data = pd.DataFrame({\n    'platforms': ['Netflix', 'Hulu', 'Prime Videos', 'Disney+'],\n    'total_mov': top_rated\n})\n\nplt.figure(figsize=(10, 10))\nsns.barplot(data=top_rated_data, x=top_rated_data['platforms'], y=top_rated_data['total_mov'])\nplt.xlabel('Total number of 8+ Movies')\nplt.ylabel('Platforms')\nplt.title('Platform with most movies rated above 8+(IMDb)')\nplt.show()","execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"list_genre = df['Genres'].str.split(',', expand=True)","execution_count":22,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"list_genre","execution_count":23,"outputs":[{"output_type":"execute_result","execution_count":23,"data":{"text/plain":"                 0          1        2         3     4     5     6     7     8\n0           Action  Adventure   Sci-Fi  Thriller  None  None  None  None  None\n1           Action     Sci-Fi     None      None  None  None  None  None  None\n2           Action  Adventure   Sci-Fi      None  None  None  None  None  None\n3        Adventure     Comedy   Sci-Fi      None  None  None  None  None  None\n4          Western       None     None      None  None  None  None  None  None\n...            ...        ...      ...       ...   ...   ...   ...   ...   ...\n16739       Comedy     Family  Fantasy    Horror  None  None  None  None  None\n16740       Comedy     Family   Sci-Fi      None  None  None  None  None  None\n16741  Documentary       None     None      None  None  None  None  None  None\n16742  Documentary       None     None      None  None  None  None  None  None\n16743  Documentary      Short   Family      None  None  None  None  None  None\n\n[16744 rows x 9 columns]","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>0</th>\n      <th>1</th>\n      <th>2</th>\n      <th>3</th>\n      <th>4</th>\n      <th>5</th>\n      <th>6</th>\n      <th>7</th>\n      <th>8</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Action</td>\n      <td>Adventure</td>\n      <td>Sci-Fi</td>\n      <td>Thriller</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Action</td>\n      <td>Sci-Fi</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Action</td>\n      <td>Adventure</td>\n      <td>Sci-Fi</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Adventure</td>\n      <td>Comedy</td>\n      <td>Sci-Fi</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Western</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>16739</th>\n      <td>Comedy</td>\n      <td>Family</td>\n      <td>Fantasy</td>\n      <td>Horror</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>16740</th>\n      <td>Comedy</td>\n      <td>Family</td>\n      <td>Sci-Fi</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>16741</th>\n      <td>Documentary</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>16742</th>\n      <td>Documentary</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>16743</th>\n      <td>Documentary</td>\n      <td>Short</td>\n      <td>Family</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n  </tbody>\n</table>\n<p>16744 rows × 9 columns</p>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Converting all elements of dataframe into Strings\nlist_genre = list_genre.applymap(str)","execution_count":24,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# extracting Genres from the df\ngenres = []\nfor i in range(0,9):\n    list_genre[i]\n    for j in range(0, 16744) :\n        if (list_genre[i][j] not in genres) and list_genre[i][j] != 'None' and list_genre[i][j] != 'nan':\n            genres.append(list_genre[i][j])\n        else:\n            pass  ","execution_count":25,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"genres","execution_count":26,"outputs":[{"output_type":"execute_result","execution_count":26,"data":{"text/plain":"['Action',\n 'Adventure',\n 'Western',\n 'Animation',\n 'Biography',\n 'Drama',\n 'Crime',\n 'Comedy',\n 'Documentary',\n 'Family',\n 'Horror',\n 'Thriller',\n 'Mystery',\n 'Fantasy',\n 'Romance',\n 'Short',\n 'Sci-Fi',\n 'Talk-Show',\n 'Sport',\n 'Reality-TV',\n 'Musical',\n 'Music',\n 'War',\n 'News',\n 'History',\n 'Game-Show',\n 'Film-Noir']"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"#The following function is used to display top rated moves based on your favourite Genres and respective platfroms\n\ndef top_rated(genre, platform, n_top):\n    genre = platform.loc[platform[genre]==1]\n    \n    top_50 = genre.sort_values(by='IMDb', ascending=False)[:n_top]\n    \n    plt.figure(figsize=(15, 10))\n    sns.barplot(data=top_50, y='Title', x='IMDb', dodge=False)\n    plt.legend(loc = 'lower right')\n    plt.xlabel('Ratings', FontSize=25)\n    plt.ylabel('Movies', FontSize=25)\n    plt.title('Top 50 movies by your fav gengres')\n    plt.show()","execution_count":27,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"top_rated('Horror', netflix, 50)","execution_count":28,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"top_rated('Action', hulu, 50)","execution_count":29,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 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\n"},"metadata":{}}]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 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