a-deep-dive-into-the-video-games-dataset.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/nyagami/a-deep-dive-into-the-video-games-dataset?scriptVersionId=123233079\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"markdown","id":"fe878e57","metadata":{"papermill":{"duration":0.011494,"end_time":"2023-03-24T09:45:56.936338","exception":false,"start_time":"2023-03-24T09:45:56.924844","status":"completed"},"tags":[]},"source":["# <span style=\"font-family:monospace\">1. Introduction</span>\n","\n","<p style=\"font-size:18px\">The dataset is obtained <a href=\"https://www.kaggle.com/datasets/nyagami/video-game-ratings-from-imdb\">here</a> after webscraping the imdb website as shown in this <a href=\"https://www.kaggle.com/code/nyagami/web-scraping-video-game-ratings-on-imdb\">separate notebook.</a></p>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">\n","    \n","It contains eight variables namely:\n","    <ul>\n","        <li>Game title</li>\n","        <li>Launch year</li>\n","        <li>Game genre</li>\n","        <li>Game rating</li>\n","        <li>Number of voters</li>\n","        <li>Director</li>\n","        <li>Game description or plot</li>  \n","    </ul>\n","</div>"]},{"cell_type":"markdown","id":"3a46dccb","metadata":{"papermill":{"duration":0.009944,"end_time":"2023-03-24T09:45:56.956681","exception":false,"start_time":"2023-03-24T09:45:56.946737","status":"completed"},"tags":[]},"source":["# <span style=\"font-family:monospace\">2. Import required libraries and set default settings</span>"]},{"cell_type":"code","execution_count":1,"id":"1fd84c21","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-03-24T09:45:56.979723Z","iopub.status.busy":"2023-03-24T09:45:56.978777Z","iopub.status.idle":"2023-03-24T09:45:58.297116Z","shell.execute_reply":"2023-03-24T09:45:58.296191Z"},"papermill":{"duration":1.332846,"end_time":"2023-03-24T09:45:58.299801","exception":false,"start_time":"2023-03-24T09:45:56.966955","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["/kaggle/input/video-game-ratings-from-imdb/imdb_video_game_rating.csv\n"]}],"source":["# This Python 3 environment comes with many helpful analytics libraries installed\n","# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n","# For example, here's several helpful packages to load\n","\n","import numpy as np # linear algebra\n","import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","from statsmodels.formula.api import ols\n","from itertools import product\n","\n","import os\n","for dirname, _, filenames in os.walk('/kaggle/input'):\n","    for filename in filenames:\n","        print(os.path.join(dirname, filename))\n"]},{"cell_type":"code","execution_count":2,"id":"308a7d82","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:58.323345Z","iopub.status.busy":"2023-03-24T09:45:58.322945Z","iopub.status.idle":"2023-03-24T09:45:58.32908Z","shell.execute_reply":"2023-03-24T09:45:58.327861Z"},"papermill":{"duration":0.020043,"end_time":"2023-03-24T09:45:58.331561","exception":false,"start_time":"2023-03-24T09:45:58.311518","status":"completed"},"tags":[]},"outputs":[],"source":["# Set font size and style\n","plt.rcParams['font.size'] = 18\n","plt.rcParams[\"axes.labelweight\"] = \"bold\"\n","plt.rcParams[\"axes.titleweight\"] = \"bold\"\n","plt.rcParams['axes.titlesize'] = 20"]},{"cell_type":"markdown","id":"eff47c37","metadata":{"papermill":{"duration":0.009722,"end_time":"2023-03-24T09:45:58.351515","exception":false,"start_time":"2023-03-24T09:45:58.341793","status":"completed"},"tags":[]},"source":["# <span style=\"font-family:monospace\">3. Import dataset</span>"]},{"cell_type":"code","execution_count":3,"id":"b095d5dc","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:58.373716Z","iopub.status.busy":"2023-03-24T09:45:58.373294Z","iopub.status.idle":"2023-03-24T09:45:58.507791Z","shell.execute_reply":"2023-03-24T09:45:58.506942Z"},"papermill":{"duration":0.148273,"end_time":"2023-03-24T09:45:58.509918","exception":false,"start_time":"2023-03-24T09:45:58.361645","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Unnamed: 0</th>\n","      <th>title</th>\n","      <th>year</th>\n","      <th>genre</th>\n","      <th>rating</th>\n","      <th>votes</th>\n","      <th>directors</th>\n","      <th>plot</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>The Last of Us: Part I</td>\n","      <td>2022</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.8</td>\n","      <td>601</td>\n","      <td>Matthew Gallant, Bruce Straley</td>\n","      <td>Experience the emotional storytelling and unfo...</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>Red Dead Redemption II</td>\n","      <td>2018</td>\n","      <td>Action, Adventure, Crime</td>\n","      <td>9.7</td>\n","      <td>36,441</td>\n","      <td>Missing</td>\n","      <td>Amidst the decline of the Wild West at the tur...</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>The Witcher 3: Wild Hunt - Blood and Wine</td>\n","      <td>2016</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.7</td>\n","      <td>7,610</td>\n","      <td>Konrad Tomaszkiewicz</td>\n","      <td>Geralt is in the southern province of Toussain...</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>The Witcher 3: Wild Hunt</td>\n","      <td>2015</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.7</td>\n","      <td>26,328</td>\n","      <td>Konrad Tomaszkiewicz</td>\n","      <td>A monster hunter for hire embarks on an epic j...</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>The Last of Us</td>\n","      <td>2013</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.7</td>\n","      <td>61,103</td>\n","      <td>Neil Druckmann, Bruce Straley</td>\n","      <td>In a hostile, post-pandemic world, Joel and El...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   Unnamed: 0                                      title  year  \\\n","0           0                     The Last of Us: Part I  2022   \n","1           1                     Red Dead Redemption II  2018   \n","2           2  The Witcher 3: Wild Hunt - Blood and Wine  2016   \n","3           3                   The Witcher 3: Wild Hunt  2015   \n","4           4                             The Last of Us  2013   \n","\n","                      genre  rating   votes                       directors  \\\n","0  Action, Adventure, Drama     9.8     601  Matthew Gallant, Bruce Straley   \n","1  Action, Adventure, Crime     9.7  36,441                         Missing   \n","2  Action, Adventure, Drama     9.7   7,610            Konrad Tomaszkiewicz   \n","3  Action, Adventure, Drama     9.7  26,328            Konrad Tomaszkiewicz   \n","4  Action, Adventure, Drama     9.7  61,103   Neil Druckmann, Bruce Straley   \n","\n","                                                plot  \n","0  Experience the emotional storytelling and unfo...  \n","1  Amidst the decline of the Wild West at the tur...  \n","2  Geralt is in the southern province of Toussain...  \n","3  A monster hunter for hire embarks on an epic j...  \n","4  In a hostile, post-pandemic world, Joel and El...  "]},"metadata":{},"output_type":"display_data"}],"source":["games = pd.read_csv('../input/video-game-ratings-from-imdb/imdb_video_game_rating.csv')\n","display(games.head())"]},{"cell_type":"markdown","id":"0f16868f","metadata":{"papermill":{"duration":0.010156,"end_time":"2023-03-24T09:45:58.530755","exception":false,"start_time":"2023-03-24T09:45:58.520599","status":"completed"},"tags":[]},"source":["# <span style=\"font-family:monospace\">4. Data Cleaning and processing</span>"]},{"cell_type":"code","execution_count":4,"id":"c023b2d8","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:58.553599Z","iopub.status.busy":"2023-03-24T09:45:58.553186Z","iopub.status.idle":"2023-03-24T09:45:58.567213Z","shell.execute_reply":"2023-03-24T09:45:58.565981Z"},"papermill":{"duration":0.029011,"end_time":"2023-03-24T09:45:58.570093","exception":false,"start_time":"2023-03-24T09:45:58.541082","status":"completed"},"tags":[]},"outputs":[],"source":["# Drop the first unnamed column\n","games.drop(columns=['Unnamed: 0'],inplace=True)"]},{"cell_type":"markdown","id":"ef3acc36","metadata":{"papermill":{"duration":0.011017,"end_time":"2023-03-24T09:45:58.591974","exception":false,"start_time":"2023-03-24T09:45:58.580957","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">4.1 Cleaning the year column</span>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">\n","<ul>\n","<li>Involves replacing invalid years with np.nan</li>\n","<li>Converting year to a numeric variable</li>\n","<li>Generating a decade column to store the decade when the game was produced</li>\n","</ul>\n","</div>"]},{"cell_type":"code","execution_count":5,"id":"37a00ecf","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:58.614531Z","iopub.status.busy":"2023-03-24T09:45:58.614119Z","iopub.status.idle":"2023-03-24T09:45:58.62748Z","shell.execute_reply":"2023-03-24T09:45:58.626474Z"},"papermill":{"duration":0.027159,"end_time":"2023-03-24T09:45:58.629647","exception":false,"start_time":"2023-03-24T09:45:58.602488","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["All the years in the dataset\n"]},{"data":{"text/plain":["Index(['2017', '2015', '2016', '2013', '2018', '2005', '2019', '2003', '2002',\n","       '2012', '2006', '2014', '2004', '2010', '2000', '2001', '2009', '1999',\n","       '2011', '2007', '2008', '2020', '1994', '1996', '1998', '1993', '2021',\n","       '1997', '1995', '1992', '1991', '1990', '1989', '1987', '1988', '2022',\n","       '1986', '1984', '1983', '1982', '1985', '1981', 'I)', '1980', 'II)',\n","       '1979', '1978', '1977', '1972', '1976', '1975', 'III)', '1973', '1974',\n","       '1971', '1969', '1948', '1952', '1958', 'IV)', '1962', 'Video', '1970'],\n","      dtype='object')"]},"metadata":{},"output_type":"display_data"}],"source":["# All valid years in the dataset\n","years_list = games.year.value_counts().index\n","\n","print('All the years in the dataset')\n","display(years_list)"]},{"cell_type":"code","execution_count":6,"id":"7802cee1","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:58.653169Z","iopub.status.busy":"2023-03-24T09:45:58.652345Z","iopub.status.idle":"2023-03-24T09:45:58.664684Z","shell.execute_reply":"2023-03-24T09:45:58.663285Z"},"papermill":{"duration":0.026918,"end_time":"2023-03-24T09:45:58.667393","exception":false,"start_time":"2023-03-24T09:45:58.640475","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["'Incorrect years'"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["['I)', 'II)', 'III)', 'IV)', 'Video']"]},"metadata":{},"output_type":"display_data"}],"source":["# Extract incorrect years\n","incorrect_years = [year for year in years_list if (not year.startswith('1')) if (not year.startswith('2'))]\n","\n","#Show incorrect years\n","display('Incorrect years',incorrect_years)"]},{"cell_type":"code","execution_count":7,"id":"339f8340","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:58.692294Z","iopub.status.busy":"2023-03-24T09:45:58.691325Z","iopub.status.idle":"2023-03-24T09:45:58.70163Z","shell.execute_reply":"2023-03-24T09:45:58.700679Z"},"papermill":{"duration":0.025583,"end_time":"2023-03-24T09:45:58.70378","exception":false,"start_time":"2023-03-24T09:45:58.678197","status":"completed"},"tags":[]},"outputs":[],"source":["# Extract games with wrong years\n","games_year_incorrect = games.loc[games['year'].isin(incorrect_years)]\n","\n","# Convert incorrect values to nan\n","games.loc[games['year'].isin(incorrect_years),'year'] = np.nan"]},{"cell_type":"code","execution_count":8,"id":"ee68cfc2","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:58.726967Z","iopub.status.busy":"2023-03-24T09:45:58.726564Z","iopub.status.idle":"2023-03-24T09:45:58.742323Z","shell.execute_reply":"2023-03-24T09:45:58.741153Z"},"papermill":{"duration":0.02997,"end_time":"2023-03-24T09:45:58.744478","exception":false,"start_time":"2023-03-24T09:45:58.714508","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["0    2020.0\n","1    2010.0\n","2    2010.0\n","3    2010.0\n","4    2010.0\n","5    2020.0\n","6    2010.0\n","7    2010.0\n","8    1990.0\n","9    1990.0\n","Name: decade, dtype: float64"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["# Convert the year column to numeric. \n","# Converting to integer type outputs an error due to presence of null values\n","games['year'] = games['year'].astype('float')\n","\n","# Let's create a decade column to show the decade when the game was launched\n","games['decade'] = np.floor(games['year']//10)*10\n","games.decade.head(10)"]},{"cell_type":"markdown","id":"2b890459","metadata":{"papermill":{"duration":0.010321,"end_time":"2023-03-24T09:45:58.765619","exception":false,"start_time":"2023-03-24T09:45:58.755298","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">4.2 Votes column cleaning</span>"]},{"cell_type":"code","execution_count":9,"id":"09caacee","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:58.788653Z","iopub.status.busy":"2023-03-24T09:45:58.788258Z","iopub.status.idle":"2023-03-24T09:45:58.816435Z","shell.execute_reply":"2023-03-24T09:45:58.814852Z"},"papermill":{"duration":0.043312,"end_time":"2023-03-24T09:45:58.819691","exception":false,"start_time":"2023-03-24T09:45:58.776379","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 12635 entries, 0 to 12634\n","Data columns (total 8 columns):\n"," #   Column     Non-Null Count  Dtype  \n","---  ------     --------------  -----  \n"," 0   title      12635 non-null  object \n"," 1   year       12532 non-null  float64\n"," 2   genre      12635 non-null  object \n"," 3   rating     12635 non-null  float64\n"," 4   votes      12635 non-null  int64  \n"," 5   directors  12635 non-null  object \n"," 6   plot       12635 non-null  object \n"," 7   decade     12532 non-null  float64\n","dtypes: float64(3), int64(1), object(4)\n","memory usage: 789.8+ KB\n"]}],"source":["# Convert the votes column to integer\n","games['votes'] = games.votes.apply(lambda x: x.replace(',','')).astype('int')\n","games.info()"]},{"cell_type":"markdown","id":"f937a459","metadata":{"papermill":{"duration":0.010568,"end_time":"2023-03-24T09:45:58.841831","exception":false,"start_time":"2023-03-24T09:45:58.831263","status":"completed"},"tags":[]},"source":["# <span style=\"font-family:monospace\">5. Exploratory Data Analysis</span>\n","\n","## <span style=\"font-family:monospace; margin-left: 25px\">5.1 Game production per decade</span>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">\n","    \n","The production of games has been increasing steadily in each decade. The 1940s, 50s, and 60s had the lowest number of games with one, two and three respectively. The 2020 decade has barely started and the number of games is almost exceeding those produced in the 80s.\n","</div>"]},{"cell_type":"code","execution_count":10,"id":"5b2512a9","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:58.865084Z","iopub.status.busy":"2023-03-24T09:45:58.864678Z","iopub.status.idle":"2023-03-24T09:45:59.245783Z","shell.execute_reply":"2023-03-24T09:45:59.244414Z"},"papermill":{"duration":0.396168,"end_time":"2023-03-24T09:45:59.24877","exception":false,"start_time":"2023-03-24T09:45:58.852602","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Visualize the number of games for each decade using a countplot\n","sns.set()\n","fig, ax = plt.subplots(figsize=(8,6))\n","sns.countplot(x='decade',data=games)\n","ax.set(title='Number of games produced every decade', xlabel='Decade',ylabel='Number of games')\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","id":"f51ffc9a","metadata":{"execution":{"iopub.execute_input":"2022-09-19T17:25:28.625712Z","iopub.status.busy":"2022-09-19T17:25:28.624655Z","iopub.status.idle":"2022-09-19T17:25:28.638489Z","shell.execute_reply":"2022-09-19T17:25:28.636834Z","shell.execute_reply.started":"2022-09-19T17:25:28.625644Z"},"papermill":{"duration":0.011517,"end_time":"2023-03-24T09:45:59.272267","exception":false,"start_time":"2023-03-24T09:45:59.26075","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 26px\">5.2 Highest Rated Games</span>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">The Last of Us: Part I is the highest rated game in the dataset at 9.8. Among the top 10 highest rated games, two games with their respective sequels appear twice i.e. The Last of Us (2013 and 2022) and The Witcher 3 (2015 and 2016). In the nine decades of game production, not a single game has attained the highest possible rating of 10.</div>"]},{"cell_type":"code","execution_count":11,"id":"ece65556","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:59.297763Z","iopub.status.busy":"2023-03-24T09:45:59.297307Z","iopub.status.idle":"2023-03-24T09:45:59.319665Z","shell.execute_reply":"2023-03-24T09:45:59.318532Z"},"papermill":{"duration":0.038148,"end_time":"2023-03-24T09:45:59.322168","exception":false,"start_time":"2023-03-24T09:45:59.28402","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["10 Highest rated games\n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>title</th>\n","      <th>year</th>\n","      <th>genre</th>\n","      <th>rating</th>\n","      <th>votes</th>\n","      <th>directors</th>\n","      <th>plot</th>\n","      <th>decade</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>The Last of Us: Part I</td>\n","      <td>2022.0</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.8</td>\n","      <td>601</td>\n","      <td>Matthew Gallant, Bruce Straley</td>\n","      <td>Experience the emotional storytelling and unfo...</td>\n","      <td>2020.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Red Dead Redemption II</td>\n","      <td>2018.0</td>\n","      <td>Action, Adventure, Crime</td>\n","      <td>9.7</td>\n","      <td>36441</td>\n","      <td>Missing</td>\n","      <td>Amidst the decline of the Wild West at the tur...</td>\n","      <td>2010.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>The Witcher 3: Wild Hunt - Blood and Wine</td>\n","      <td>2016.0</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.7</td>\n","      <td>7610</td>\n","      <td>Konrad Tomaszkiewicz</td>\n","      <td>Geralt is in the southern province of Toussain...</td>\n","      <td>2010.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>The Witcher 3: Wild Hunt</td>\n","      <td>2015.0</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.7</td>\n","      <td>26328</td>\n","      <td>Konrad Tomaszkiewicz</td>\n","      <td>A monster hunter for hire embarks on an epic j...</td>\n","      <td>2010.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>The Last of Us</td>\n","      <td>2013.0</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.7</td>\n","      <td>61103</td>\n","      <td>Neil Druckmann, Bruce Straley</td>\n","      <td>In a hostile, post-pandemic world, Joel and El...</td>\n","      <td>2010.0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Mass Effect: Legendary Edition</td>\n","      <td>2021.0</td>\n","      <td>Action, Adventure, Sci-Fi</td>\n","      <td>9.7</td>\n","      <td>1628</td>\n","      <td>Casey Hudson, Mac Walters</td>\n","      <td>A compilation of the first three Mass Effect g...</td>\n","      <td>2020.0</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>God of War</td>\n","      <td>2018.0</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.6</td>\n","      <td>26507</td>\n","      <td>Cory Barlog</td>\n","      <td>After wiping out the gods of Mount Olympus, Kr...</td>\n","      <td>2010.0</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>Persona 5 Royal</td>\n","      <td>2019.0</td>\n","      <td>Action, Adventure, Fantasy</td>\n","      <td>9.6</td>\n","      <td>1214</td>\n","      <td>Daiki Itô</td>\n","      <td>A group of high school students create a vigil...</td>\n","      <td>2010.0</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>The Legend of Zelda: Ocarina of Time</td>\n","      <td>1998.0</td>\n","      <td>Action, Adventure, Fantasy</td>\n","      <td>9.6</td>\n","      <td>9576</td>\n","      <td>Eiji Aonuma, Yoichi Yamada, Yoshiaki Koizumi, ...</td>\n","      <td>A young Kokiri boy discovers that his destiny ...</td>\n","      <td>1990.0</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>Metal Gear Solid</td>\n","      <td>1998.0</td>\n","      <td>Action, Adventure, Drama</td>\n","      <td>9.6</td>\n","      <td>11809</td>\n","      <td>Hideo Kojima</td>\n","      <td>A crack government anti-terrorist squad takes ...</td>\n","      <td>1990.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                       title    year  \\\n","0                     The Last of Us: Part I  2022.0   \n","1                     Red Dead Redemption II  2018.0   \n","2  The Witcher 3: Wild Hunt - Blood and Wine  2016.0   \n","3                   The Witcher 3: Wild Hunt  2015.0   \n","4                             The Last of Us  2013.0   \n","5             Mass Effect: Legendary Edition  2021.0   \n","6                                 God of War  2018.0   \n","7                            Persona 5 Royal  2019.0   \n","8       The Legend of Zelda: Ocarina of Time  1998.0   \n","9                           Metal Gear Solid  1998.0   \n","\n","                        genre  rating  votes  \\\n","0    Action, Adventure, Drama     9.8    601   \n","1    Action, Adventure, Crime     9.7  36441   \n","2    Action, Adventure, Drama     9.7   7610   \n","3    Action, Adventure, Drama     9.7  26328   \n","4    Action, Adventure, Drama     9.7  61103   \n","5   Action, Adventure, Sci-Fi     9.7   1628   \n","6    Action, Adventure, Drama     9.6  26507   \n","7  Action, Adventure, Fantasy     9.6   1214   \n","8  Action, Adventure, Fantasy     9.6   9576   \n","9    Action, Adventure, Drama     9.6  11809   \n","\n","                                           directors  \\\n","0                     Matthew Gallant, Bruce Straley   \n","1                                            Missing   \n","2                               Konrad Tomaszkiewicz   \n","3                               Konrad Tomaszkiewicz   \n","4                      Neil Druckmann, Bruce Straley   \n","5                          Casey Hudson, Mac Walters   \n","6                                        Cory Barlog   \n","7                                          Daiki Itô   \n","8  Eiji Aonuma, Yoichi Yamada, Yoshiaki Koizumi, ...   \n","9                                       Hideo Kojima   \n","\n","                                                plot  decade  \n","0  Experience the emotional storytelling and unfo...  2020.0  \n","1  Amidst the decline of the Wild West at the tur...  2010.0  \n","2  Geralt is in the southern province of Toussain...  2010.0  \n","3  A monster hunter for hire embarks on an epic j...  2010.0  \n","4  In a hostile, post-pandemic world, Joel and El...  2010.0  \n","5  A compilation of the first three Mass Effect g...  2020.0  \n","6  After wiping out the gods of Mount Olympus, Kr...  2010.0  \n","7  A group of high school students create a vigil...  2010.0  \n","8  A young Kokiri boy discovers that his destiny ...  1990.0  \n","9  A crack government anti-terrorist squad takes ...  1990.0  "]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["print('10 Highest rated games')\n","games.nlargest(10,'rating')"]},{"cell_type":"markdown","id":"42bb1a43","metadata":{"papermill":{"duration":0.011874,"end_time":"2023-03-24T09:45:59.346005","exception":false,"start_time":"2023-03-24T09:45:59.334131","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">5.3 Distribution of ratings</span>\n","\n","<p style = \"font-family:georgia, serif; font-size:17px\">\n","The games ratings are skewed to the left with majority of ratings (1 to 6) falling to the left of the mean. The mean is also to the left of the median\n","</p>"]},{"cell_type":"code","execution_count":12,"id":"cde190c6","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:59.371983Z","iopub.status.busy":"2023-03-24T09:45:59.371573Z","iopub.status.idle":"2023-03-24T09:45:59.718786Z","shell.execute_reply":"2023-03-24T09:45:59.717574Z"},"papermill":{"duration":0.362821,"end_time":"2023-03-24T09:45:59.721302","exception":false,"start_time":"2023-03-24T09:45:59.358481","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Visualize the distribution or rating\n","plt.style.use('bmh')\n","fig, ax = plt.subplots(figsize=(8,6))\n","sns.histplot(x='rating',data=games,bins=np.arange(1,11,0.5),ax=ax,alpha=0.3)\n","plt.axvline(games.rating.mean(),color='r',ls='--',label='mean')\n","plt.axvline(games.rating.median(),color='k',ls='-',label='median')\n","plt.title('Distribution of games ratings')\n","plt.legend()\n","plt.show()"]},{"cell_type":"markdown","id":"4ef2ebbf","metadata":{"papermill":{"duration":0.012059,"end_time":"2023-03-24T09:45:59.745698","exception":false,"start_time":"2023-03-24T09:45:59.733639","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">5.4 Lowest Rated Games</span>\n","\n","<p style = \"font-family:georgia, serif; font-size:17px\">\n","CrazyBus, Animal Soccer World, Action 52 and Plumbers Dont Wear Ties are the lowest rated games at 1.0, 1.2, 1.3 and 1.3 respectively. Ride to Hell: Retribution and Superman both tie at 1.4. This is perhaps surprisingly, since we expected old games produced between 1940s and 1970s to have the lowest ratings.\n","</p>    "]},{"cell_type":"code","execution_count":13,"id":"373299c9","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:59.773195Z","iopub.status.busy":"2023-03-24T09:45:59.771869Z","iopub.status.idle":"2023-03-24T09:45:59.794574Z","shell.execute_reply":"2023-03-24T09:45:59.793303Z"},"papermill":{"duration":0.039036,"end_time":"2023-03-24T09:45:59.797283","exception":false,"start_time":"2023-03-24T09:45:59.758247","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>title</th>\n","      <th>year</th>\n","      <th>genre</th>\n","      <th>rating</th>\n","      <th>votes</th>\n","      <th>directors</th>\n","      <th>plot</th>\n","      <th>decade</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>12634</th>\n","      <td>CrazyBus</td>\n","      <td>2004.0</td>\n","      <td>Adventure, Family</td>\n","      <td>1.0</td>\n","      <td>126</td>\n","      <td>Tom Maneiro</td>\n","      <td>You get to select your bus and drive it across...</td>\n","      <td>2000.0</td>\n","    </tr>\n","    <tr>\n","      <th>12633</th>\n","      <td>Animal Soccer World</td>\n","      <td>2005.0</td>\n","      <td>Animation, Sport</td>\n","      <td>1.2</td>\n","      <td>125</td>\n","      <td>Roswitha Haas</td>\n","      <td>Everybody is busy with the preparations for th...</td>\n","      <td>2000.0</td>\n","    </tr>\n","    <tr>\n","      <th>12631</th>\n","      <td>Action 52</td>\n","      <td>1991.0</td>\n","      <td>Action, Family, Fantasy</td>\n","      <td>1.3</td>\n","      <td>135</td>\n","      <td>Raul Gomila, Vince Perri</td>\n","      <td>Play the action at your fingertips with 52 gam...</td>\n","      <td>1990.0</td>\n","    </tr>\n","    <tr>\n","      <th>12632</th>\n","      <td>Plumbers Don't Wear Ties</td>\n","      <td>1994.0</td>\n","      <td>Comedy, Romance</td>\n","      <td>1.3</td>\n","      <td>338</td>\n","      <td>Michael Anderson</td>\n","      <td>John, an unattached plumber, meets and falls i...</td>\n","      <td>1990.0</td>\n","    </tr>\n","    <tr>\n","      <th>12629</th>\n","      <td>Ride to Hell: Retribution</td>\n","      <td>2013.0</td>\n","      <td>Action, Crime, Thriller</td>\n","      <td>1.4</td>\n","      <td>307</td>\n","      <td>Missing</td>\n","      <td>A Vietnam veteran, who has recently returned h...</td>\n","      <td>2010.0</td>\n","    </tr>\n","    <tr>\n","      <th>12630</th>\n","      <td>Superman</td>\n","      <td>1999.0</td>\n","      <td>Action, Adventure, Family</td>\n","      <td>1.4</td>\n","      <td>646</td>\n","      <td>Missing</td>\n","      <td>The first 3D Superman game. Your friends Lois ...</td>\n","      <td>1990.0</td>\n","    </tr>\n","    <tr>\n","      <th>12624</th>\n","      <td>Hunt Down the Freeman</td>\n","      <td>2018.0</td>\n","      <td>Action, Adventure, Sci-Fi</td>\n","      <td>1.5</td>\n","      <td>229</td>\n","      <td>Berkan Denizyaran</td>\n","      <td>This one guy tickle another dude's balls for m...</td>\n","      <td>2010.0</td>\n","    </tr>\n","    <tr>\n","      <th>12625</th>\n","      <td>E.T. Phone Home!</td>\n","      <td>1983.0</td>\n","      <td>Adventure, Family, Sci-Fi</td>\n","      <td>1.5</td>\n","      <td>28</td>\n","      <td>Missing</td>\n","      <td>The infamous Atari video game from the blockbu...</td>\n","      <td>1980.0</td>\n","    </tr>\n","    <tr>\n","      <th>12626</th>\n","      <td>Jenga World Tour</td>\n","      <td>2007.0</td>\n","      <td>Action</td>\n","      <td>1.5</td>\n","      <td>17</td>\n","      <td>Missing</td>\n","      <td>Video game based on the Jenga puzzle game, tak...</td>\n","      <td>2000.0</td>\n","    </tr>\n","    <tr>\n","      <th>12627</th>\n","      <td>Super Noah's Ark 3D</td>\n","      <td>1994.0</td>\n","      <td>Action</td>\n","      <td>1.5</td>\n","      <td>42</td>\n","      <td>Missing</td>\n","      <td>Noah has to feed the animals in his Ark.</td>\n","      <td>1990.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                           title    year                      genre  rating  \\\n","12634                   CrazyBus  2004.0          Adventure, Family     1.0   \n","12633        Animal Soccer World  2005.0           Animation, Sport     1.2   \n","12631                  Action 52  1991.0    Action, Family, Fantasy     1.3   \n","12632   Plumbers Don't Wear Ties  1994.0            Comedy, Romance     1.3   \n","12629  Ride to Hell: Retribution  2013.0    Action, Crime, Thriller     1.4   \n","12630                   Superman  1999.0  Action, Adventure, Family     1.4   \n","12624      Hunt Down the Freeman  2018.0  Action, Adventure, Sci-Fi     1.5   \n","12625           E.T. Phone Home!  1983.0  Adventure, Family, Sci-Fi     1.5   \n","12626           Jenga World Tour  2007.0                     Action     1.5   \n","12627        Super Noah's Ark 3D  1994.0                     Action     1.5   \n","\n","       votes                 directors  \\\n","12634    126               Tom Maneiro   \n","12633    125             Roswitha Haas   \n","12631    135  Raul Gomila, Vince Perri   \n","12632    338          Michael Anderson   \n","12629    307                   Missing   \n","12630    646                   Missing   \n","12624    229         Berkan Denizyaran   \n","12625     28                   Missing   \n","12626     17                   Missing   \n","12627     42                   Missing   \n","\n","                                                    plot  decade  \n","12634  You get to select your bus and drive it across...  2000.0  \n","12633  Everybody is busy with the preparations for th...  2000.0  \n","12631  Play the action at your fingertips with 52 gam...  1990.0  \n","12632  John, an unattached plumber, meets and falls i...  1990.0  \n","12629  A Vietnam veteran, who has recently returned h...  2010.0  \n","12630  The first 3D Superman game. Your friends Lois ...  1990.0  \n","12624  This one guy tickle another dude's balls for m...  2010.0  \n","12625  The infamous Atari video game from the blockbu...  1980.0  \n","12626  Video game based on the Jenga puzzle game, tak...  2000.0  \n","12627           Noah has to feed the animals in his Ark.  1990.0  "]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["games.nsmallest(10,'rating')"]},{"cell_type":"markdown","id":"8c8d83a9","metadata":{"papermill":{"duration":0.012313,"end_time":"2023-03-24T09:45:59.822853","exception":false,"start_time":"2023-03-24T09:45:59.81054","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">5.5 Lowest Rated vs Decade Produced</span>\n","\n","<p style = \"font-family:georgia, serif; font-size:17px\">\n","In the 100 lowest rated games, almost half (41) are produced between 2010 and 2019 while 20 are produced between 2000 and 2009 and another 20 between 1990 and 1999. The 1970s only account for 4 games. The 2020s decade has already produced 6 lowly rated games.\n","</p>    "]},{"cell_type":"code","execution_count":14,"id":"3967d97a","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:45:59.849814Z","iopub.status.busy":"2023-03-24T09:45:59.849386Z","iopub.status.idle":"2023-03-24T09:46:00.063618Z","shell.execute_reply":"2023-03-24T09:46:00.061917Z"},"papermill":{"duration":0.233594,"end_time":"2023-03-24T09:46:00.069013","exception":false,"start_time":"2023-03-24T09:45:59.835419","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Which decade produced majority of the lowest 100 rated games\n","lowest_rated_100 = games.loc[games.rating.nsmallest(100).index,['decade']].value_counts().reset_index()\n","lowest_rated_100['decade'] = lowest_rated_100.decade.astype('int')\n","\n","# Visualize\n","sns.set_palette('Spectral')\n","fig, ax = plt.subplots(figsize=(8,6))\n","plt.pie(lowest_rated_100[0],labels=lowest_rated_100.decade,shadow=True,autopct='%1.0f%%',\n","        explode=[0.1,0.1,0.1,0.1,0.1,0.1])\n","ax.set(title='Proportion of 100 lowest rated games per decade')\n","plt.show()"]},{"cell_type":"markdown","id":"83810a30","metadata":{"papermill":{"duration":0.01325,"end_time":"2023-03-24T09:46:00.11159","exception":false,"start_time":"2023-03-24T09:46:00.09834","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">5.6 Lowest rated games in 2020s</span>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">\n","Even with the advent of technology such as Cloud Gaming, Esports, Fantasy Sports, Virtual Reality, Online Gaming and powerful consoles, the 2020s managed to produce two games with low ratings of 1.8. These are: \n","<ul>\n","<li>Taishogun: The Rise of Emperor (2021)</li>\n","<li>Shadow the Ronin (2020)</li>\n","</ul> \n","</div>    "]},{"cell_type":"code","execution_count":15,"id":"a3f90407","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:00.140273Z","iopub.status.busy":"2023-03-24T09:46:00.139816Z","iopub.status.idle":"2023-03-24T09:46:00.157274Z","shell.execute_reply":"2023-03-24T09:46:00.15639Z"},"papermill":{"duration":0.034967,"end_time":"2023-03-24T09:46:00.159817","exception":false,"start_time":"2023-03-24T09:46:00.12485","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>title</th>\n","      <th>year</th>\n","      <th>rating</th>\n","      <th>votes</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>12611</th>\n","      <td>Taishogun: The Rise of Emperor</td>\n","      <td>2021.0</td>\n","      <td>1.8</td>\n","      <td>21</td>\n","    </tr>\n","    <tr>\n","      <th>12612</th>\n","      <td>Shadow the Ronin</td>\n","      <td>2020.0</td>\n","      <td>1.8</td>\n","      <td>37</td>\n","    </tr>\n","    <tr>\n","      <th>12592</th>\n","      <td>Chickens on the Road</td>\n","      <td>2020.0</td>\n","      <td>2.0</td>\n","      <td>17</td>\n","    </tr>\n","    <tr>\n","      <th>12577</th>\n","      <td>Fast and Furious Crossroads</td>\n","      <td>2020.0</td>\n","      <td>2.2</td>\n","      <td>368</td>\n","    </tr>\n","    <tr>\n","      <th>12552</th>\n","      <td>eFootball 2022</td>\n","      <td>2021.0</td>\n","      <td>2.4</td>\n","      <td>216</td>\n","    </tr>\n","    <tr>\n","      <th>12553</th>\n","      <td>Road Bustle</td>\n","      <td>2020.0</td>\n","      <td>2.4</td>\n","      <td>25</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                title    year  rating  votes\n","12611  Taishogun: The Rise of Emperor  2021.0     1.8     21\n","12612                Shadow the Ronin  2020.0     1.8     37\n","12592            Chickens on the Road  2020.0     2.0     17\n","12577     Fast and Furious Crossroads  2020.0     2.2    368\n","12552                  eFootball 2022  2021.0     2.4    216\n","12553                     Road Bustle  2020.0     2.4     25"]},"metadata":{},"output_type":"display_data"}],"source":["# Get the least rated games\n","lowest_rated_games = games.loc[games.rating.nsmallest(100).index,['title','year','rating','votes','decade']]\n","\n","# Get the lowest rated games in 2020s\n","lowest_rated_games_2020s = lowest_rated_games.loc[lowest_rated_games.decade==2020,['title','year','rating','votes']]\n","display(lowest_rated_games_2020s)"]},{"cell_type":"markdown","id":"39eda0fd","metadata":{"papermill":{"duration":0.013453,"end_time":"2023-03-24T09:46:00.187017","exception":false,"start_time":"2023-03-24T09:46:00.173564","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">5.6 Game Weighted Ranking</span>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">\n","    \n","Ranking of the video games is reflected by a balance between number of votes and rating. \n","\n","While the formula is not explicitly given by imdb, a number of websites including stack overflow have confirmed it's reliability. You are free to try other reliable formulae for this ranking. The formula ratings and votes to compute the weighted rating as follows:\n","\n","```Weighted rating (WR) = (v/(v + m)) * R + ( m / (v + m)) * C```\n","\n","<p>where:</p>\n","<ul>\n","    <li>R = average for the movie (mean) = (Rating)</li>\n","    <li>v = number of votes for the movie = (votes)</li>\n","    <li>m = minimum votes required to be listed in the Top 50 (currently 1000)</li>\n","    <li>C = the mean vote across the whole report (currently 6.95)</li>\n","</ul>\n","<b>As shown, the weighed rating uses both the ratings and number of votes to generate the ranking</b>\n","\n","</div>    "]},{"cell_type":"code","execution_count":16,"id":"24141fa3","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:00.216124Z","iopub.status.busy":"2023-03-24T09:46:00.215736Z","iopub.status.idle":"2023-03-24T09:46:00.250597Z","shell.execute_reply":"2023-03-24T09:46:00.249419Z"},"papermill":{"duration":0.052424,"end_time":"2023-03-24T09:46:00.25312","exception":false,"start_time":"2023-03-24T09:46:00.200696","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>title</th>\n","      <th>rating</th>\n","      <th>votes</th>\n","      <th>weighted_rating</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>The Last of Us</td>\n","      <td>9.7</td>\n","      <td>61103</td>\n","      <td>9.655640</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Red Dead Redemption II</td>\n","      <td>9.7</td>\n","      <td>36441</td>\n","      <td>9.626420</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>The Witcher 3: Wild Hunt</td>\n","      <td>9.7</td>\n","      <td>26328</td>\n","      <td>9.599191</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>God of War</td>\n","      <td>9.6</td>\n","      <td>26507</td>\n","      <td>9.503483</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Grand Theft Auto V</td>\n","      <td>9.5</td>\n","      <td>60381</td>\n","      <td>9.458376</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Uncharted 4: A Thief's End</td>\n","      <td>9.5</td>\n","      <td>28985</td>\n","      <td>9.414794</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>Red Dead Redemption</td>\n","      <td>9.5</td>\n","      <td>26767</td>\n","      <td>9.407988</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>Metal Gear Solid</td>\n","      <td>9.6</td>\n","      <td>11809</td>\n","      <td>9.392732</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>The Witcher 3: Wild Hunt - Blood and Wine</td>\n","      <td>9.7</td>\n","      <td>7610</td>\n","      <td>9.380035</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>Mass Effect 2</td>\n","      <td>9.5</td>\n","      <td>19961</td>\n","      <td>9.378112</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>The Legend of Zelda: Ocarina of Time</td>\n","      <td>9.6</td>\n","      <td>9576</td>\n","      <td>9.348970</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>Grand Theft Auto: San Andreas</td>\n","      <td>9.4</td>\n","      <td>39797</td>\n","      <td>9.339827</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>Batman: Arkham City</td>\n","      <td>9.4</td>\n","      <td>30935</td>\n","      <td>9.323128</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>The Elder Scrolls V: Skyrim</td>\n","      <td>9.4</td>\n","      <td>29526</td>\n","      <td>9.319580</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>Uncharted 2: Among Thieves</td>\n","      <td>9.4</td>\n","      <td>25191</td>\n","      <td>9.306270</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>Metal Gear Solid 3: Snake Eater</td>\n","      <td>9.5</td>\n","      <td>10477</td>\n","      <td>9.277390</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>Final Fantasy VII</td>\n","      <td>9.5</td>\n","      <td>10452</td>\n","      <td>9.276904</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>Half-Life 2</td>\n","      <td>9.4</td>\n","      <td>16160</td>\n","      <td>9.256941</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>Portal 2</td>\n","      <td>9.4</td>\n","      <td>15687</td>\n","      <td>9.252886</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>Star Wars: Knights of the Old Republic</td>\n","      <td>9.5</td>\n","      <td>8633</td>\n","      <td>9.234777</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>The Legend of Zelda: Breath of the Wild</td>\n","      <td>9.5</td>\n","      <td>7253</td>\n","      <td>9.190428</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>Metal Gear Solid 4: Guns of the Patriots</td>\n","      <td>9.4</td>\n","      <td>10635</td>\n","      <td>9.189008</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>The Witcher 3: Wild Hunt - Hearts of Stone</td>\n","      <td>9.5</td>\n","      <td>6302</td>\n","      <td>9.150110</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>Batman: Arkham Asylum</td>\n","      <td>9.2</td>\n","      <td>27733</td>\n","      <td>9.121522</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>Grand Theft Auto: Vice City</td>\n","      <td>9.2</td>\n","      <td>26495</td>\n","      <td>9.117989</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>Spider-Man</td>\n","      <td>9.2</td>\n","      <td>21197</td>\n","      <td>9.098414</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>Silent Hill 2</td>\n","      <td>9.4</td>\n","      <td>6645</td>\n","      <td>9.078889</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>Detroit: Become Human</td>\n","      <td>9.2</td>\n","      <td>17135</td>\n","      <td>9.075661</td>\n","    </tr>\n","    <tr>\n","      <th>28</th>\n","      <td>Max Payne</td>\n","      <td>9.2</td>\n","      <td>15085</td>\n","      <td>9.059814</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>Ghost of Tsushima</td>\n","      <td>9.3</td>\n","      <td>8707</td>\n","      <td>9.057402</td>\n","    </tr>\n","    <tr>\n","      <th>30</th>\n","      <td>Resident Evil 4</td>\n","      <td>9.2</td>\n","      <td>13201</td>\n","      <td>9.041216</td>\n","    </tr>\n","    <tr>\n","      <th>31</th>\n","      <td>The Walking Dead</td>\n","      <td>9.2</td>\n","      <td>12776</td>\n","      <td>9.036317</td>\n","    </tr>\n","    <tr>\n","      <th>32</th>\n","      <td>Elden Ring</td>\n","      <td>9.5</td>\n","      <td>4378</td>\n","      <td>9.024936</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>Uncharted: The Nathan Drake Collection</td>\n","      <td>9.4</td>\n","      <td>5436</td>\n","      <td>9.018568</td>\n","    </tr>\n","    <tr>\n","      <th>34</th>\n","      <td>Kingdom Hearts II</td>\n","      <td>9.3</td>\n","      <td>7177</td>\n","      <td>9.012010</td>\n","    </tr>\n","    <tr>\n","      <th>35</th>\n","      <td>Assassin's Creed II</td>\n","      <td>9.1</td>\n","      <td>23202</td>\n","      <td>9.010962</td>\n","    </tr>\n","    <tr>\n","      <th>36</th>\n","      <td>Half-Life</td>\n","      <td>9.2</td>\n","      <td>10211</td>\n","      <td>8.998868</td>\n","    </tr>\n","    <tr>\n","      <th>37</th>\n","      <td>BioShock Infinite</td>\n","      <td>9.1</td>\n","      <td>20240</td>\n","      <td>8.998545</td>\n","    </tr>\n","    <tr>\n","      <th>38</th>\n","      <td>BioShock</td>\n","      <td>9.1</td>\n","      <td>19831</td>\n","      <td>8.996553</td>\n","    </tr>\n","    <tr>\n","      <th>39</th>\n","      <td>Fallout 3</td>\n","      <td>9.1</td>\n","      <td>18944</td>\n","      <td>8.991953</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>Mass Effect</td>\n","      <td>9.1</td>\n","      <td>18211</td>\n","      <td>8.987830</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>God of War II</td>\n","      <td>9.2</td>\n","      <td>9156</td>\n","      <td>8.977974</td>\n","    </tr>\n","    <tr>\n","      <th>42</th>\n","      <td>Mass Effect 3</td>\n","      <td>9.1</td>\n","      <td>15609</td>\n","      <td>8.970257</td>\n","    </tr>\n","    <tr>\n","      <th>43</th>\n","      <td>Portal</td>\n","      <td>9.1</td>\n","      <td>12829</td>\n","      <td>8.944176</td>\n","    </tr>\n","    <tr>\n","      <th>44</th>\n","      <td>Kingdom Hearts</td>\n","      <td>9.2</td>\n","      <td>7362</td>\n","      <td>8.930340</td>\n","    </tr>\n","    <tr>\n","      <th>45</th>\n","      <td>Max Payne 2: The Fall of Max Payne</td>\n","      <td>9.1</td>\n","      <td>10741</td>\n","      <td>8.916464</td>\n","    </tr>\n","    <tr>\n","      <th>46</th>\n","      <td>Call of Duty 4: Modern Warfare</td>\n","      <td>9.0</td>\n","      <td>22571</td>\n","      <td>8.912821</td>\n","    </tr>\n","    <tr>\n","      <th>47</th>\n","      <td>God of War III</td>\n","      <td>9.1</td>\n","      <td>10421</td>\n","      <td>8.911322</td>\n","    </tr>\n","    <tr>\n","      <th>48</th>\n","      <td>Uncharted 3: Drake's Deception</td>\n","      <td>9.0</td>\n","      <td>22091</td>\n","      <td>8.911009</td>\n","    </tr>\n","    <tr>\n","      <th>49</th>\n","      <td>God of War</td>\n","      <td>9.1</td>\n","      <td>10200</td>\n","      <td>8.907599</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                         title  rating  votes  weighted_rating\n","0                               The Last of Us     9.7  61103         9.655640\n","1                       Red Dead Redemption II     9.7  36441         9.626420\n","2                     The Witcher 3: Wild Hunt     9.7  26328         9.599191\n","3                                   God of War     9.6  26507         9.503483\n","4                           Grand Theft Auto V     9.5  60381         9.458376\n","5                   Uncharted 4: A Thief's End     9.5  28985         9.414794\n","6                          Red Dead Redemption     9.5  26767         9.407988\n","7                             Metal Gear Solid     9.6  11809         9.392732\n","8    The Witcher 3: Wild Hunt - Blood and Wine     9.7   7610         9.380035\n","9                                Mass Effect 2     9.5  19961         9.378112\n","10        The Legend of Zelda: Ocarina of Time     9.6   9576         9.348970\n","11               Grand Theft Auto: San Andreas     9.4  39797         9.339827\n","12                         Batman: Arkham City     9.4  30935         9.323128\n","13                 The Elder Scrolls V: Skyrim     9.4  29526         9.319580\n","14                  Uncharted 2: Among Thieves     9.4  25191         9.306270\n","15             Metal Gear Solid 3: Snake Eater     9.5  10477         9.277390\n","16                           Final Fantasy VII     9.5  10452         9.276904\n","17                                 Half-Life 2     9.4  16160         9.256941\n","18                                    Portal 2     9.4  15687         9.252886\n","19      Star Wars: Knights of the Old Republic     9.5   8633         9.234777\n","20     The Legend of Zelda: Breath of the Wild     9.5   7253         9.190428\n","21    Metal Gear Solid 4: Guns of the Patriots     9.4  10635         9.189008\n","22  The Witcher 3: Wild Hunt - Hearts of Stone     9.5   6302         9.150110\n","23                       Batman: Arkham Asylum     9.2  27733         9.121522\n","24                 Grand Theft Auto: Vice City     9.2  26495         9.117989\n","25                                  Spider-Man     9.2  21197         9.098414\n","26                               Silent Hill 2     9.4   6645         9.078889\n","27                       Detroit: Become Human     9.2  17135         9.075661\n","28                                   Max Payne     9.2  15085         9.059814\n","29                           Ghost of Tsushima     9.3   8707         9.057402\n","30                             Resident Evil 4     9.2  13201         9.041216\n","31                            The Walking Dead     9.2  12776         9.036317\n","32                                  Elden Ring     9.5   4378         9.024936\n","33      Uncharted: The Nathan Drake Collection     9.4   5436         9.018568\n","34                           Kingdom Hearts II     9.3   7177         9.012010\n","35                         Assassin's Creed II     9.1  23202         9.010962\n","36                                   Half-Life     9.2  10211         8.998868\n","37                           BioShock Infinite     9.1  20240         8.998545\n","38                                    BioShock     9.1  19831         8.996553\n","39                                   Fallout 3     9.1  18944         8.991953\n","40                                 Mass Effect     9.1  18211         8.987830\n","41                               God of War II     9.2   9156         8.977974\n","42                               Mass Effect 3     9.1  15609         8.970257\n","43                                      Portal     9.1  12829         8.944176\n","44                              Kingdom Hearts     9.2   7362         8.930340\n","45          Max Payne 2: The Fall of Max Payne     9.1  10741         8.916464\n","46              Call of Duty 4: Modern Warfare     9.0  22571         8.912821\n","47                              God of War III     9.1  10421         8.911322\n","48              Uncharted 3: Drake's Deception     9.0  22091         8.911009\n","49                                  God of War     9.1  10200         8.907599"]},"metadata":{},"output_type":"display_data"}],"source":["v = games.votes\n","m = 1000\n","R = games.rating\n","C = games.rating.mean()\n","\n","# Create the weighted rating column\n","games['weighted_rating'] = ((v/(v + m)) * R + ( m / (v + m)) * C)\n","\n","# sorting by the weighted rating in descending order\n","games_ranking = games.sort_values('weighted_rating',ascending=False).reset_index().drop('index',axis=1)\n","\n","# Show top 50 results \n","display(games_ranking[['title','rating','votes','weighted_rating']].nlargest(50,'weighted_rating'))"]},{"cell_type":"markdown","id":"1ed53c27","metadata":{"papermill":{"duration":0.01393,"end_time":"2023-03-24T09:46:00.281267","exception":false,"start_time":"2023-03-24T09:46:00.267337","status":"completed"},"tags":[]},"source":["# <span style=\"font-family:monospace\">6. Correlation</span>\n","\n","## <span style=\"font-family:monospace; margin-left: 25px\">6.1 Has the average rating of video games changed or remained constant over the years?</span>\n","\n","<p style = \"font-family:georgia, serif; font-size:17px\">\n","There seems to be a positive correlation between the year and average rating of the video games. In addition, if the regression line is accurate, old games in the 50s and 60s would expected to have an average rating lower than 6.2. However, all games produced in that time period are rated higher than that. This actually obeys the \"Regression to the Mean\" rule. \n","</p>    "]},{"cell_type":"code","execution_count":17,"id":"6db53af8","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:00.311687Z","iopub.status.busy":"2023-03-24T09:46:00.311001Z","iopub.status.idle":"2023-03-24T09:46:00.648946Z","shell.execute_reply":"2023-03-24T09:46:00.647652Z"},"papermill":{"duration":0.3562,"end_time":"2023-03-24T09:46:00.651667","exception":false,"start_time":"2023-03-24T09:46:00.295467","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAl8AAAH0CAYAAAADjEitAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAADjzElEQVR4nOyde3wcZb3/P3vNJmnSpEnaJL1QQqCtDR4LtB5tenooYClyUeqBolZaqTfq7Ry1VMWjHDlatCoeqVylSEUrWkUBQ0XB/iigLVLQll5oQ6/ZtLlfNpvs9ffHZqczO/N8Z+bZmd3Z5Hm/Xnm1mSfPM9/5zDOzzz7znc/jSiaTSQgEAoFAIBAIcoI73wEIBAKBQCAQjCfE4EsgEAgEAoEgh4jBl0AgEAgEAkEOEYMvgUAgEAgEghwiBl8CgUAgEAgEOUQMvgQCgUAgEAhyiBh85ZDf/OY3mDVrFmbNmoX169fbtp8f/ehH0n5+9KMf2bafbEjHN2vWLEN/v379eunvf/Ob31gez9/+9jep/ZUrV1revkAgMM/KlSul6/Jvf/tbvsMR5IDxci/25jsAp/Cb3/wGX/7ylxXbXC4XiouLMWPGDCxZsgS33HILJkyYkKcIz/K3v/0Nu3btAgAsWLAA73znO/MckcAIjzzyCAYGBgAAN998M8rLy/MckUAgEOSWkydP4re//S0AYOrUqbj++uvzHFF+EIMvgmQyiaGhIRw4cAAHDhzAyy+/jJ///Odwu/M7Ybhr1y7cc889AIBPf/rTqsHX8uXL8a53vQsAUF9fn/P47OCTn/wkPvCBDwAAzj333DxHw8ejjz6KU6dOAQDe//73i8GXQCAYd5w6dUr6/FqwYIFq8PW2t70Njz32GACgrKws5/HlCjH40qCmpgZ33303IpEItm/fjq1btwIA9uzZgz179uDiiy/Oc4Q09fX1Y2bQlWbmzJmYOXNmvsMQCMYciUQC0WgURUVF+Q5lXDA0NISSkpJ8h5E1dvWbsrIyXHLJJZa26UTE4EsDv98vnfx3vetdePrpp6XHRcFgUPX3LS0t+OUvf4k33ngDQ0NDmDJlCpYsWYJPfepTmDRpku7+jhw5ggceeABvvPEGOjo6MDAwgEAggPPOOw/XXnstPvjBD0qzbZk5Uvfcc4/0LeL9738/NmzYgB/96EeKmbHPfOYz0t/39PTgJz/5CZ577jmcOnUKLpcL55xzDpYuXYrVq1ejuLhY+tv169dL08Pf/va3MTw8jC1btuDEiROora3FJz7xCfzHf/yH9PfxeBwPP/wwnnrqKRw7dgyxWAwVFRU499xzcdFFF+E///M/NY+/r68P3/ve9/DHP/4RQ0NDeMc73oGvf/3rOO+885ixpL8tZW4Ph8PSDNP06dNxyy23SDNmZjh06BDuuusuvPrqq/D7/XjPe96DL33pS6rZqn/+8594+OGHsXv3bvT29qK8vBzz58/HrbfeKp0rrUfal112mfT/Rx99FL/61a/w5JNPAgAefvhhLFy4EACwYsUK7NmzByUlJdi9eze8Xi+6urrw7ne/G0BqFvCZZ56R2nr55Zfx05/+FK+//joGBgYwadIkNDc3Y+3atZg6daoihkQigV/96lf47W9/izfffBORSARTp07FVVddhTVr1ig+IDL7VGNjIx544AEcPnwYlZWVuOmmm/CpT33KkLaDg4PYuHEjnnnmGYyMjOAd73gH1q9fjzvvvFN6nP7oo49KM7pPPPEE/vCHP+Dw4cPo7e1FJBJBRUUF5s2bh1tuuQXveMc7pLb/9re/4SMf+QiA1Lfqz3/+87jrrrtw4MAB1NbW4pOf/CSuv/56vPLKK9i4cSPeeOMNKf5PfvKTqlizubYfeeQRfPvb3waQesz8la98RSo7ffo0Fi9ejGQyidraWjz//PPSNW50n2buG0Aqfyqt74MPPoi//vWveOqpp9DR0YFHHnmEmb4QiUSwYcMG7N27F21tbejt7YXH48HUqVOxePFifOpTn1JcFzx9ZWBgABs3bsT27dsxMjKCiy66CLfddhuprxZG+8rBgwdx7bXXAgAuuOAC6dpLc8011+DQoUNSm3PmzAFg7HoHUo/W0tf41KlT8cADD2DDhg149dVXUVFRgeeeew579uzBo48+igMHDqCrqwuhUAilpaWYNWsWbrjhBlxzzTWKmJLJJDZv3ozHHnsMZ86cQUNDA2699VYcOnSIeb/v7+/HT37yE/z5z3/GiRMn4Ha70djYiJtuusnw4z69fjNv3jzD/UPeFpB6ipPWberUqXjuuedU1/CWLVsAqK/tr3zlK9i4cSNeffVVeL1eLFmyBF/72tcUqUE8muUKMfjSIZlMQr78ZW1traL8G9/4Bn7xi18otp08eRKPPvoo/vznP2Pr1q2YPHkyuY+33noLTzzxhGLb4OAgXn/9dbz++us4dOgQ/ud//ie7AwHQ3t6Om266CW1tbYrt6ceqf/zjH/Gzn/1MM6/t3nvvxfHjx6XfT5w4gdtvvx0zZ87E/PnzAQD/93//h/vuu09Rr6OjAx0dHfj73//OHHx96EMfwptvvin9/re//Q233nor/vCHP8Dj8Rg+vgcffBCtra3S762trfjqV7+K4eFhfPjDHzbczqlTp/DBD35QGnAPDQ3h8ccfx6FDh/DYY4/B601dNr///e/x5S9/GbFYTKrb1dWFZ555Bn/5y19w3333SY9/9ViwYIH0AfDqq69i4cKFGBkZwd69e6UY9u/fjwsvvBB///vfFfXSPPDAA/je976naPf06dPYtm0b/vznP2PLli244IILAKQGymvXrsXzzz+v+Pu33noLmzZtwl/+8hf87Gc/0/yG/vvf/17RF06fPo27774bdXV1eN/73kceZzwex5o1a7Bnzx5p20svvYQPfehDzMewf/zjH7Fjxw7Fto6ODvzxj3/Ec889h5/+9Kea35SPHTuGj370oxgeHpZ+//KXv4wTJ07gwQcfRDQaBZC6Ln7wgx+gtrZWEX+21/b73vc+fP/738fIyAieeuoprFu3Tuo7f/7zn6X7ytVXXy0NkszsM5v7xje/+U3FOaQYHh6WHgOliUajOHLkCI4cOYKdO3di27Zt8Pv9qrpG+ko8HsfHPvYxRZ/YuXMnXn/9ddOP5o32lVmzZuFtb3sb3njjDRw6dAhHjhyRvuwdPnxYGnjNnj1bGnjxXu/9/f348Ic/jJ6eHgBARUUFAOD111/HH/7wB8Xf9vX1YdeuXdi1axfa2trwiU98QirbuHEjHnroIen3AwcO4LOf/Sxmz56tqcWZM2fwwQ9+ECdOnFBs/8c//oF//OMfeO2110x/rmj1m2z6By9vvfUWbrrpJoTDYWnbE088AbfbLX3hAcxrlkvE244aRCIRvPLKK3jppZdwxx13YHBwEAAwZ84cXHTRRdLf/elPf5JulDU1Nbjzzjvxk5/8BNdddx2A1If4N7/5Td39TZ8+HV/60pdwzz334JFHHsGjjz6K73//+zjnnHMAAL/61a9w+vRpAMBjjz2m+MZy/fXX47HHHsNjjz2m+c1dzje+8Q1p4NXY2Igf/vCH+O53v4spU6YAAPbv34+7775bs+7x48exevVq3H///YoPfPlF96c//QkAUF5ejrvuuguPPPIINm7ciFtuuYXM0+rp6cGGDRtw1113SQO/o0ePYufOneTxZHL06FHceuuteOCBB/De975X2r5x40b09/cbbufUqVOYO3cu7r33Xnz5y19GIBAAALz22mvYtm0bgNSN7Wtf+xpisRi8Xi8++9nPYvPmzfiv//oveDweDA8PY926dRgZGcHixYvx2GOPoaamRtrHD3/4Q+m8ve1tb1No+uqrrwJIfctODxDk2+WDr/Rsxf79+/H9738fAFBSUoKvfOUrePjhh/HRj34UANDb26t4w/ZnP/uZNPCaOXMmNm7ciAcffBD/9m//BgDYt28f/u///k9Tn+PHj+N973sf7r//flx55ZXS9swbsBa//e1vpQ9Zv9+P2267Dffeey/e9ra3SflwmbznPe/BnXfeifvuuw9btmzBww8/jC984QsAgFgshnvvvVez3unTpzF//nxVnD/+8Y8xe/Zs/PjHP8YNN9ygGb8V13ZFRQWWLl0KIPUh/cILLyjaT5Nu0+w+zdw3Mjl+/DhuuukmaUYmfQ/Qwu/349Of/jR+8IMf4KGHHsKWLVvw4x//WOorhw4dwrPPPsvcj15fkfeJoqIirF+/Hvfddx+ampqYfYKFmb4iH2jLB0Hy/7///e8HYO56z2RgYADJZBJf//rX8fDDD+PjH/84AGDu3Ln4yle+gk2bNuGRRx7BT3/6U3z729+WZjfvv/9+6fo/duwYHn74YanNFStW4IEHHsBNN92EAwcOaGpxxx13SAOvRYsW4b777sMPfvADKX3jl7/8JZ577jljwo6i1W/M9I/bb78dt99+u9TenDlzpPvgD3/4Q8NxdHR04IILLsCmTZsUs1a/+93vpM9rHs1yiZj50qCjowMf+tCHFNuuu+46rF+/XjGNL//W+YEPfEAaYPzHf/wHtm/fjuHhYfzpT39Cf38/+Q3u/PPPx6uvvoqHH34Yhw8fxuDgIBKJhFSeSCSwd+9eTJkyBZdccglefvllqay+vt7Q8/G+vj7FN8If/OAH0izIhAkTpMcATz75JL761a/C5XIp6l966aXSh3dFRQVuvPFGAKkOniadHBkIBDBjxgzMmjULpaWluOaaa7Bu3TpmbF//+tfxnve8B0BqgPHLX/5S1bYRrrrqKnzuc58DACxcuBCvvvoqgsEgwuEwXnjhBcWAjKK4uBg/+tGPpHPW3d2N+++/H0Dqm/WNN96IZ555RppRaW5ulgZBF198MS688EK89tprOHPmDF588UUsWbIEVVVVim9+TU1NmDZtmvR7WVkZJk+ejDNnzuC1115DPB6XBlsXXHABDh06hFdffRU333yzYvCVnnV84oknpJmUq666CnPnzgWQery5fft2nDp1Cvv27cPBgwcxa9YsRd/9yEc+grq6OgDABz/4Qfy///f/AKQ+FG+77TZVX7jgggtw1113AUh9gKQfexo5X3/84x+l/69cuVIaHM6bNw///u//Lmkq593vfjfuv/9+7Ny5E+3t7aq/+ec//6m5r6KiInz/+99HeXk5Jk2apHg8+53vfAcNDQ2YN28eHn/8cVX8Vl3bN954I37/+98DSOl56aWXor+/X3r0Mnv2bOk6NLtPM/eNTN773vfiG9/4BjNuOYFAABdffDEeffRR7N27Fz09PYrZHyA1m6J1fRnpK/KB24c//GGsXr0aAHDRRRdh8eLFitkNPcz0lWuuuQbf/e53EY1G8Yc//EH6EE8Pvrxer/Toz+z1nsnGjRuxaNEixbZ/+Zd/wZ49e/DjH/8YR48exdDQkOIpSygUwpEjRzB79mw8++yz0rm98MILcccddwAAFi9ejH379uEf//iHou2+vj5pYFVUVIRbbrkFPp8PZWVluPbaa6UvVr/97W8142XB6jdG+8esWbPQ29srbefN7/L5fLjnnnswefJkXH755Xjqqafw1ltvIR6P4+TJk1ya5Rox+DLI66+/jqGhIUXOhfwR17333qv5DTyRSOCtt97Cv/zLvzDb/u53v6sYoWuRfgTGy7Fjx6SOWFpaKt3wAShm83p7e9Hd3Y2qqipF/X/913+V/l9ZWSn9v6+vT/r/Bz7wAezZswdnzpzBTTfdBACoq6vDRRddhJtuukkaKGQizzWRt21mtgqAIvfH6/WiqalJytEz+ogFABoaGhQfqPJzl/4mKT/3f/nLX/CXv/xFs63Dhw8bvrktWLAATz31lPSGbXrwdcstt+C2227Dq6++inA4jP379wNIzVilH0HJ4/n1r3+NX//615r7OHLkCGbNmqX4e9ajh97eXnR1daG6ulqxnXW+5H2Bhfw8yM9XZWUlGhoa8MYbbyj+PhQK4aabbsLJkyeZbbL6ifw8yuMsLy9HQ0MDACiuZ3n8Vl3bl1xyCRobG3H48GE8//zz0peg9IxGelaLZ5/Z3DfMfOA+//zz+NSnPqUYGGTCOgdG+oq8T8ybN0/6/8SJE3Huueeq+gQLs31l0qRJWLRoEZ577jm0trZKsyFvvfUWgNRsUfo+mM317vf70dzcrPrbL37xi9i+fTt5TOnzx7pugNT9O3MgIb/fj4yMYNWqVcx4zaDVb7LpH7w0NDQoHvlXVlZK5y29L7Oa5Rrx2FGDqVOn4uDBg3j22WelG+vRo0fxxS9+kau9oaEhZlkkEsHPf/5z6fePfvSjUoJgOukagOIbbT6QD0ZYeVgf+MAH8PDDD+P666/HnDlzUFxcjGAwiKeffho333wzXn/9dc16EydOlP6fzokBQF7MhQJ17jORP3r8+9//jj179sDtduPyyy/HOeecgzNnzuDpp5+WvlXK/94ooVDI1N9rxc86X0aQz6Jlzqhpne8//elP0odpTU0NvvWtb+FnP/uZlITLqgcoX1OX78vK19eNnN/0o81IJII//OEP0iNHt9uNq6++mmuf2d43MgfUFD/96U8ljf/t3/4N999/Px577DGsWbNG+hvWOcimr5iFp6/IHz22tLQoHjnq5S9qodUfqqurVX29vb1dGnh5PB7853/+J37605/iscceU3wxTp+/zPpysrlPmrk/Adr9Jpv+wYu8XwHanxt2aWYVYuaLYMaMGdiwYQOuvvpqxONx7NmzB88++yyuuOIKAKk3zY4cOQIg9RhD/i02jd5rxX19fdJ0dkVFhfSGTzwe13yzElB2KqODshkzZsDtdiORSCAUCuHNN9/E+eefDwCKRNeKigpDb2hqkUwmsXDhQunmn0gk8Mgjj+Cuu+5CPB7HH//4R3KWIFtee+01yRE5Ho9LyepA6viN0traqnicJP+GNH36dABKr7EPfOAD+N///V9VO5nnXn7etC5++czgr3/9a/T29mLWrFmYMGECLrroIhw7dgw/+clPpL+RD77OPfdc6XHh5z73Odx6661kPOeee640g/bYY49pTv3b8Ur8OeecI80i/OMf/5CupZ6eHumbqxx5ztI111yD5cuXA1DmvdmBFdd2mve973343ve+h5GREfzqV7+SjvNd73qX4tu7mX12dHSYvm/IoT6YMmlvb5f+/6UvfUnzMWk2zJgxQ+oTr732mtQn+vv7NfsEC56+cumll6KiogK9vb2KgVdFRYVilofnek+jpbVc09mzZ0v5uoODg5p5euk8PkD9mF1+/04jv99PmDABL7zwgmZsZh7pAvrHYqR/yFN37JxUMKtZrhGDLx0aGhpw5ZVX4umnnwaQSoJM3xyuu+466Vvs//7v/6KrqwuzZ8/G4OAgTp48ib/97W+IRCLYvHkzs/2qqioEAgEMDw+jt7cX9957L+bOnYtf//rXiqluOfJR/44dO3DJJZegqKgIDQ0NzIFTRUUFFi9eLCVZ/9d//Rc+/elPIxKJKN6Qu+aaa0zdmOV85jOfQXFxMebPn48pU6bA7XYrbnxayahW0tLSgpkzZ+Ltb387fv/730sfQsXFxZrT/izC4TA+97nP4SMf+QhOnDiBn/70p1JZ+txfeeWV0gfqtm3bUFpaKg06T506hX/84x/405/+hFdeeUWqO3HiROmb+datW/Hv//7vcLvdkm9cQ0MDampq0NHRgYMHDwI4+0j4oosuwm9/+1tFn5APvq699lopznvvvRfxeBzz5s3DyMgITp06hb///e948803pQ+Y6667Thp8ffGLX8THP/5xnHvuuejt7cXx48exc+dOTJs2TfHmkBVcccUVUh989NFHUV1djRkzZmDz5s2a+V5ye4zt27dLx/SDH/zA0rgyseLaTjNx4kQsW7YMTzzxBPbt2ydtT1sd8OyT577By9SpU6VB0H333SdZdaRfPsmWyy+/XHqMt2XLFtTU1OCcc87Bli1bTA0OePqK3+/HVVddhZ///OeKx1RXXXWVIkeT53o3GuuhQ4fw85//HHV1ddi8ebPm4/vLLrsM3/3ud5FIJPDaa6/hzjvvxKJFi/D8889rPj6T3+8HBwfx0Y9+FB/+8IdRVVWF06dPo7W1FX/+859xyy23ZO0wb7Z/yJ+ipJ8wVVZWSufdKsxqlmvE4MsAH/vYx6TB1z//+U+8/PLLeNe73oX3vOc9uOGGG/D444+jr69PSiyVo/doyO1248Ybb5Q+ONNvGxYXF6OpqUkxe5Pmne98J1wuF5LJJPbt2yclLbO+Laf5+te/joMHD6KtrQ2HDh3CZz/7WUX5nDlz8PnPf56Ml2JwcBDPPvuslGAsx+PxGE545+X888+XvFvk/Od//qdqmppiypQp2LNnD1566SXF9gsvvFD6Nj1lyhTccccd+OpXv4p4PI6f/vSnikGaFv/6r/8qffg+9NBDeOihh+DxeBQ5LfPnz1d8A08PvjKNfc855xxFInVTUxM+//nPS+bAWjrIb/gf/vCH8dJLL+H//b//h2AwKCWjsv7eKt73vvfhV7/6Ffbs2YPh4WF861vfApB66WPq1Kmqt9v+/d//HXV1dQgGgzh16pSUFD1//nzTb8KZwYprW86NN96omAkoLi6WBvI8++S5b/By0003SW8eP/3009K9cP78+di9e3fW7b///e/Hr3/9a7z22msYGRmRBvzFxcWYMmUK843NTHj7yvvf/37FI9z0Njk81ztFTU0NLr/8cvzpT39CNBqVrr+qqiqce+65qhm/c845B7fccgsefPBBAKlBavpx6qxZs6Qva3K+8Y1v4NChQzh16pRkEG4HZvvHeeedJ33JHBgYwKc//WkA7BlFXng0yyUi58sAc+bMUcycPPDAA9L/v/nNb+Luu+/GwoULUVFRAZ/Ph5qaGrzjHe/Apz/9aUNvFH3xi1/EJz7xCdTV1UlvFj3yyCPSY8FMLrjgAtx5552YOXOmqTyKuro6/OY3v8GaNWvQ0NCAoqIiBAIBzJo1C5/73Ofwi1/8Iqu1Kz/0oQ/h6quvxsyZMzFhwgR4PB5MmjQJixcvlsz47OTmm2/G//zP/+Dcc8+Fz+fDzJkzceedd+Lmm2821U76W/c73/lOBAIBVFRU4D/+4z/wk5/8BD6fT/q797///fjlL3+Jq6++GlOmTIHP50NFRQVmzZqFD33oQ6qb86233orrr78eFRUVzNnFzA/0tGYNDQ2SP5DW3wHApz71KWzevBmXXXYZqqur4fV6UVVVhblz5+KWW25RvMrt8/lw//3345vf/CYuueQSlJWVwefzoba2FvPnz8eXvvQlW4wHPR4PHnzwQaxYsQIVFRUoLi7Gv/7rv+Kxxx5TfCNOm/2WlpbikUcewaJFizBhwgRUVlbixhtvVPnJ2YEV13aaiy66SJHLc9lll6G0tDSrfZq9b/By+eWX46677kJjY6M0wy43Os4Wr9eLBx98EDfccAMqKioQCASwYMECPProo6ZmQnj7ytvf/nbpBQwgda29/e1vV/2d2etdj7vuugs33ngjampqUFJSgkWLFuFnP/uZwpJGzhe+8AWsW7cOU6dOhc/nwwUXXIC7775b8TJU2hYHSHlSPvHEE7j11ltxwQUXoLi4WLFW8be+9S3VFwAezPYPr9eLH/3oR5g3b57tqyqY1SyXuJJOyDwTCDhhOd8LnEsymVQNPru7u3HppZdieHgYbrcbL730kuLtuLHA97//fcmyRO6pJhAYQeu6AVJr+aZnOu+55x5LBlRjBSdrJh47CgSCnPKVr3wFjY2NmD9/PmpqanD8+HHcfffdCh+lsTLwSiaTGBoaQnt7u/Q4ua6uTvFGokBghPSyaZdddhlmzJiB7u5u/PznP5cGEZMmTRL9KgMnayYGXwKBIKecOXMGv/nNbzTL6uvrNfPPCpX0jV/O2rVrTS2bJRAAqReWWLlmgUAAGzZsGBMLdluJkzUTgy+BQJBTrrrqKkQiEbS2tqKvrw9+vx8zZ87EpZdeiptvvtn0en6FgNvtRn19PVauXKlYjF4gMMrFF1+Myy+/HPv27UN3dzeA1CzqO9/5TqxevZpcwm284mTNCibnKxaLYWBgAH6/X+ETIhAIBAKBQOA0EokEIpEIysrKVC/HFczM18DAgLTcikAgEAgEAkEhcNFFF6nyWAtm8JV+JfX8889XmN85hXA4LL0eLxB6aCE0USL0UCM0USM0USL0UONUTSKRCN58801NS42CGXylXxf1+/22e4Pw0N7ervBhGu8IPdQITZQIPdQITdQITZQIPdQ4XRMtuwuRPGURYzFJOBuEHmqEJkqEHmqEJmqEJkqEHmoKURMx+LKIeDye7xAchdBDjdBEidBDjdBEjdBEidBDTSFqIgZfFhEKhfIdgqMQeqgRmigReqgRmqgRmigReqgpRE3E4Msiamtr8x2CoxB6qBGaKBF6qBGaqBGaKBF6qClETcTgyyLa29vzHYKjEHqoEZooEXqoEZqoEZooEXqoKURNcjb4uuuuu7BkyRLMmjULhw4dkra/9dZbuPHGG7F06VLceOONOHr0aK5CshSfz5fvEByF0EON0ESJ0EON0ESN0ESJ0ENNIWqSs8HXZZddhsceewxTp05VbP/617+OD37wg9i+fTs++MEP4r//+79zFZKlTJw4Md8hOAqhhxqhiRKhhxqhiRqhiRKhh5pC1CRng69LLrkEdXV1im1dXV144403cPXVVwMArr76arzxxhvSGkyFRGdnZ75DcBRCDzVCEyVCDzVCEzVCEyVCDzWFqEleTVaDwSCmTJkCj8cDAPB4PJg8eTKCwSAmTZqkWefUqVOYMmUK+vr6EI1GUVtbi/b2dpSWlsLj8aC/vx81NTXo7u5GMplETU0NTp8+jQkTJgAABgcHMWXKFHR0dMDlcmHSpEno6OhAeXk54vE4QqGQ1KbP58PEiRPR2dmJiRMnIhKJIBwOS+V+vx9lZWXo6uqCz+fD6dOnMTw8LJUHAgEUFxejp6cHVVVVGBgYQCQSkcqLi4vh9/vR19eH6upqxx1TZWUlwuEw1zENDw8jFAqNqWPK9jwNDw9jeHh4TB1TNucpmUzi2LFjY+qYsj1P8XhcoclYOKZsz1M0GsWJEyfG1DFlc55KSkpw7NixMXVM2Z6ntCZOO6ZTp04xxz85X1h7yZIluO+++3DBBRdg7969uO222/D0009L5VdddRW++93vYu7cuYp64XAYL730EubOnetIh/szZ85g8uTJ+Q7DMQg91AhNlAg91AhN1AhNlAg91DhVk5GREezbtw/vfve7Vcsf5fVtx7q6Opw+fVoySIvH4zhz5ozq8WQhEA6H8x2CoxB6qBGaKBF6qBGaqBGaKBF6qClETfI6+KqqqsKcOXPw1FNPAQCeeuopzJkzh/nI0ckUos+InQg91AhNlAg91AhN1AhNlAg91BSiJjkbfN155534t3/7N7S3t2P16tV473vfCwD4xje+gZ/97GdYunQpfvazn+GOO+7IVUiWUog+I3Yi9FAjNFEi9FAjNFEjNFEi9FBTiJrkLOH+9ttvx+23367aft555+FXv/pVrsKwDb/fn+8QHIXQQ43QRInQQ43QRI3QRInQQ00hapLXtx3HEmVlZfkOwVEIPdQITZQIPdQITdQITZQIPdSY0aR9xw4c3rwZ4WAQxXV1aFy9GrWLF9sYnTZieSGL6OrqyncIjkLooUZookTooUZookZookToocaoJu07dmDvd76D4TNn4C4qwvCZM9j7ne+gfccOmyNUIwZfFlFZWZnvEByF0EON0ESJ0EON0ESN0ESJ0EONUU0Ob94MJJNw+3xwuVxw+3xAMpnanmPE4MsiCvFVVzsReqgRmigReqgRmqgRmigReqgxqkk4GITLq8y2cnm9CAeDdoRFIgZfFjE8PJzvEByF0EON0ESJ0EON0ESN0ESJ0EONUU2K6+qQjMUU25KxGIrz4C0qEu4tohB9RuxE6KFGaKJE6KFGaKJGaKLESj14ks+pOrzJ7NkmwWdqwmqvcfVq7P3Od5CIRuHyelMDMZcLjatXG96XVYjBl0W0t7fjnHPOyXcYjkHooUZookTooUZookZoosQqPdLJ50gmFcnnAJgDH6oOANPt8cahakOmiZH2nPC2oxh8WUQgEMh3CI5C6KFGaKJE6KFGaKJGaKLEKj3kyecA4PL5kIhGcXjzZuZghKoDwHR7vHFkItdEr730T74Rgy+LyFw0c7wj9FAjNFEi9FAjNFEjNFFilR7hYBDuoiLFNr3kc706ZtvjjSMTuSZWtJcLRMK9RfT09OQ7BEch9FAjNFEi9FAzFjXZv2kTti9ZgpbmZmxfsgT7N20yVX8sapINVunBk3xO1eFNZi+uq0NsaAiR3l6MdHcj0tuL2NCQVK99xw7sXLUKzy5dip2rVml6csk1cVJSPYUYfFlEVVVVvkNwFEIPNUITJUIPNWNNk/2bNuHo1q1IRCIAgEQkgqNbt5oagI01TbLFKj0aV68GXC4kolEkk0kkolHd5HOqDk97AFA1fz4SIyNIxuNAMolkPI7EyAiq5s83bIoq14Q3jlwjBl8WMTAwkO8QHIXQQ43QRInQQ81Y0+T4tm1AMgm4XGd/ksnUdoOMNU2yxSo9ahcvRtO6dQhMnozEyAgCkyejad06Mh+KqsPTHgB07d4NTyAAl8cDuFxweTzwBALo2r3bsCmqXBPeOHKNyPmyiMjoNztBCqGHGqGJEqGHmrGmSYJxPKztWow1TbLFSj14ks+pOjzthYNBeIqL4S0pkbYlk0lTeWSZmjglqZ5CzHxZhPCiUSL0UCM0USL0UDPWNHH7/aa2azHWNMmWsaaHFXlkhaiJmPmyCOFFo0TooUZookTooSbfmlhtkjlj+XIc3bo19egxjcuFGcuXG4/JQl8rHnPQbA1ArWL/pk04vm0bEpEI3H4/Zixfjjlr12bVZi5NVnmNT6mydJuhtjaU1tdnHX8uEYMvixCvQysReqgRmigReqjJpya8ZpdUvfTgIJtBgxWa8JqDUmW5/MBOv7iQHsSmX1wAwD0Ay6XJKlVmxPhUq0wRi9+fdfy5HoC5kkn5VxLnEg6H8dJLL2Hu3LkoyngG7AR6e3tRUVGR7zAcg9BDjdBEidBDTT412blqVeqtslFzSgBIRKMITJ6M5kcesbyeUazQhIoRAFeZFcdmlO1LlqTy5FyusxtHBx1Ln3uOq02e8+YkHeWxJJJJuEffcOSN347zOTIygn379uHd73636kuEyPmyiL6+vnyH4CiEHmqEJkqEHmryqUk4GITLq3wYYtQkk6eeUazQhIqRtyyXWPHiQiY8x+YkHeVtJhOJrOPPNeKxo0VUV1fnOwRHIfRQIzRRIvRQk09NiuvqMHzmDFyyWQGjJplUvWxzhIaCQZzIeNxkNmdHL8aBo0cBeWK314uymTMBgEsTCh493H6/5kAr/eLCK+vXo+PFFyVbj5qFC3HJhg1kHDznu7iujlsr3j5iJH632204/tDJk0hGo0gmEnC53XD5fCidNo3clx2ImS+LEN/ilQg91AhNlAg91ORTE15zSqoeZZJptAw+n1S2f9MmQ6abZmIM1NYqBxMAEIshUFtruWEnrx4zli+XPNKkn9EXF15Zvx4dO3eefakhmUTHzp14Zf16bk1Y8GrF20eMxh9PJAzFTxm65hox82UR0Wg03yE4CqGHGqGJEqGHmnxqYiTx2Wy9natWcS3ELC9LxuOpvJ5oFMe3bYMnEDC9CDMV4+t33KFZp2vXLmn2yKq343gXpk7nI2m9uNCyaJHmvjpefJGMhed8d+3axdxuRCuzfcToOQ21tSFg4G3HtKFrIhKRZr7cfj+6du9m1rELkXBvESMjI46MK18IPdQITZQIPdSMNU2eXboU7qIiuGSJ4slkEomREQAwVJYE4Boti3R3wz9pkmadK7Zv54qxpbk59Z+MZHYAWLZzJ1ebLHj1kB9bZh+R4tfA6vjt0IrSxOg5NXrdWLEvM4iE+xzQ3t6e7xAchdBDjdBEidBDzVjThNdAU16WiMelMrffb/miyVYYwRrFCkNRVR+RD4SMbM8CO7SyYiFso9eNkxbdFoMviygtLc13CI5C6KFGaKJE6HGW9h07sHPVKhz82Mewc9UqRb7L/k2bsH3JErQ0N2P7kiWmFqXON7x5QPIyAFJZOvfJykWTqXwqgF9/rXpWLEyded3ULFyouX/Wdjnpfvfs0qWKfsfarqcVqx5Vlk1eHeu6sWNfViNyvizC4/HkOwRHIfRQIzRRIvRIITd+dGUYP/bs3Wu5uWYu4TXQlJcNZZRVNjVZ6lBOGcHympsy661YgaZ167j1ANTXzbRly9D5178qZnRcXi+mLVtGHjfLcLRn716c+sMfTJvm8hqw8uYasq4bKn7efdmByPmyiGPHjomlUmQIPdQITZQIPVLIjR/j8Tg8Ho9k/Bg6ftxyc81CI5/9hNfc1A5T1DSZelhtjhsfHla81JBte7kwWZVfN7zx24HI+coBNTU1+Q7BUQg91AhNlAg9UsiNH9N+RWnjRzvMNQuNfPYTXv3tPG+ZelhtjpuIRCw327XbZFV+3fDGn2vEY0eL6O7uRklJSb7DcAxCDzVCEyVjUQ9es0jJ+DEeh8vjkYwfpZmvDLJJcLZjYWFq0eeda9Zg4MAB6W/LZs9G80MPGY4zc9Fkal+U2SjPcUvmphkPiPT0p+plu4h35nWjZ5bK0otVz+33IzY0xDQiZcWoZ2BKmbNS59TQ/mTXjdvvR6S/n7kvsbD2GKNAnt7mDKGHGqGJkrGmB++ivVXz52PgyBHpgzoZjyOZSKBq/nxUzZ+vyB0CoEhwzlWMFFReVNeePYqBFwAMHDiAnWvWkAMwRT6PzGT1ZEvL2cFVxr5CJ06kzEbTyMxGpy1bxnduFixQtinbTsGqV9rQkPUi3pnXTePq1dj7ne8gEY3C5fWmcr9Gk8ipc8OqV7VggUJjeX+k+g/Vj0MnTmDg8GGlGKPmrFSMlU1NpvcXqKvDcFub5r7EwtocOD3na3h4GIFAIN9hOAahhxqhiZKxpkc2uTdDp06pjB9Lpk5F8yOPkLMCuYqRgspvoh6zUb5Q8jjTPl+JaBTRgQFpVku1r2hUNdMEAHC5UHbeedznJnP20e33o3TGDK56AJj5SICxvCit64Y1m6OXe6ZV7/Dmzcz+SMUIgFlPbwaXFWPpjBmm9xcfHtbsB3rt5XphbTHzZRGnT58WycMyhB5qhCZKxpoe4WAQ7owvhkZzZTzFxfCWlEiJw8lkUqo3Z+1ay95s5I2Rwq5Fn9NxJkY1cXm92oMrvX2Nasl7brwTJqhMOXnrRbq74Z0wgRmHkRi1rpvaxYs1Z270zo1WvX9+61tSf5THbiRGVj0pjowBFnXeEpGI7nnTum7i4TBzX3b0f15Ewr1FTMi4oMY7Qg81QhMlY00PXgNHeb30h7Vdxo92mEzabbwp14RlHOr2+0mzUSvOjRX1KJNYo/syc93wnBsrjHEzy6g4qDKj+zPaR4TJqkAgEIwx7FiYOhu0jCYbV69GNBzGSFeX9BMNhw3ti2U2KuWfyY03R7eXzZ6t2VZ6O6vNxtWrEY9GMdLTg2hPD0Z6ehCPRs8ah2rsizIblbc30t0ttZc+bsqUk7detL9fqXN/P2YsX85sr3H1akQHB5V1BgdV+/r7TTcZNuKlzg2QekGhZdEitDQ3o2XRIryyfn1WxrisvkXFQZVRbZJ9hGEEK0xWxyCDg4OoqqrKdxiOQeihRmiiZKzpYcXC1Jlv9vHCSiyuuPBCIHPx7mgUPXv3kvujkqIpGleuxJ7//m9gdIkgAIDHg8aVK3UTrV0ZMxgulwul06ejq6hIWgsRSD0Gq2xqAgB0aMRQOn26VB+A9GGc/l3PHJSn3uEtWzT1aN+xg9neyZYWIJFQVkgkUttxNhkfshcQANqIl+KV9es1X1AAwGUEu3/TJmbfqmxqwnHivLHKevbuJdvU6iPTli1D6fTpZJ6kE952FAn3FjHWkoezReihRmiiROihxipNWIn1VMI6r2kowJcwTRnIyuvJE+4pA02j7WXWA+gkcp4y1Zt9Mnzl5dp1ZG/uKch4YUCuh95xA+xzQ72gsOyFF5jxs6D6CK/+PH0kH2aqLITJag7o6ND6zjV+EXqoEZooEXqosUoTlqklV8I6UZ6IRMgyylzTaL30wtp6Bpq8cdhRRsGsw5oHGU1a19JD77jJhHtifzzYoT9PH3GamSoL8djRIjKnP8c7Qg81QhMlQg81ZjWhDCi1TC0VuTAy0rMkrPb0zEZZZaw4ymbOPDurYaBebLSe2+9HpLtbpUNZY6Nue5QBKFVGGZgOtLYqHxW63ShraCBnvlgGptTMl8IQNeOlDOq4Afa5oWa+eIxgqT7Cq79uH5HpH5PpT8X//A03KHzAAvX1uPTxx5nnyy7EzJdFTJo0Kd8hOAqhhxqhiRKhhxozmqRzjobPnFHkHLXv2IFAba1ywAMAsRi8FRWabVUtWEC2xzIVrVqwgCxjxRGorYW7tFSznru0lFkvkZn/M0qorQ2lDQ2aZaUNDaiaPx+JkREk43EgmUQyHkdiZEQysmWVkQnaXq9mjha8XoD1NqHLxdyX3gsD6TjSj9fScfCeG1ZfcBcXM/sB1UfgZczleL3c+vurqzWb9FdXM/WPDg0xY8wceAHAcFsbnr/hBu3YbUTkfFmEWCRYidBDjdBEidBDjRlNKMNUlqklXC64fT5N01CAzm9imY1SZZS5JvWoU6/cTJ10LJRxKGVyy5pFaVm0iDlzRD268xQXM/dlZHmkzJcyKCNYgH1umDNtYOelAXx5bmWNjVz6U7OBAEzHT8VImf7yIkxWc0B5eXm+Q3AUQg81QhMlQg81ZjShDCNZppZIJknTUMqAkqrHKuMx1wTAjp+jTjo/iDIOpcpYBqa8OVPUvtIDLS3ScfT09KCyslLarmcEyywj4qRy2bI1EtaKkVnGqXEhLKwtHjtaRFz+KrVA6KGB0ESJ0EONGU14TC3hclluoMlrrknBY9BqhVlnZhkJYepKka3JZ2Yf4T42Ik6rtbI8RpeLK34nIQZfFhEKhfIdgqMQeqgRmihxgh4sk0w72jOyLzOaUPlIM5Yv1zSarFm4kDT5JA1ANUxD9erxGrCy6rFyqbyVlfpmnQwDUz3jWdZ5o3K0WMcWqK8nTVspdq5Zg5bmZux+3/vQ0tyMnWvWAKCNYKljY8VfNns2ea5ZOgbq65nHbHWMNQsX0vFzxJhrxODLImpra/MdgqMQeqgRmijJtx5k8rDF7RndlxlNahcvRtO6dQhMnozEyAgCkyejad061C5ejDlr12LmihXSbJDb78fMFSswbdkypcknlG9Yssr+uXGjZgzp7VSbLBpXrgQ8HuXGUQPWyqYm1eMtd1ERahgJ5NOuvJLcF2VgShl5Uudt2rJlmo+3pi1bhuaHHlINwMpmz8actWu5tNq5Zg0GDhxQbBs4cEAagLHapI4tbT6bSej4cc3t+zdtInVkGZWmt/PESMHSPx0TT4y5RCTcW4RIHlYi9FAjNFGSbz2ohHUek0aqPYCdqCzfl92a8Maol0ydrUkmFUt60WQ9k1iAz1BUegHBQnNQVv/h7XMtzc3MMl79AW29SFgvE2ShIxUjdd7kxrOKPtLfz4ydipEyGeZFJNznAJ+sUwmEHloITZTkWw8qYd2O9ozsy25NrIjRTJt6JpmGYhn9oOQ1iSWT+4nkf1MxapRpYXWf02uTNFnlgUiA59WRK8bRhHzNPkLUsVyPLBCDL4uYOHFivkNwFEIPNUITJfnWQ2FcOUo2ibl67RnZl5YmPIaXVIwsY1CAbXZJzXxRBpq6Jpka7ZY1NgKAokxKn9YxieUxFJVmQzjMQan4tWwj9PTnMQCl2uQxYCUxMvNl8lxTMVLnjWXES8VOxZhrRM6XRXR2duY7BEch9FAjNFGSbz1IA02L2zO6r0xNrMgjU0AYg1Jml16ZtYGiucpKsh5lpBrKMLtME2prQ3RoSDt+xkDBXVpKGnJSidtUPerYqPilRavT8Y4uWh1qa2PqTxqAUm/9EeeUMp4lByoauEtKANbMrM9HmqwOMPLIBo4fp41U3YwhitvNNOJlkkySMeYaMfNlEfn+Fu80hB5qhCZK8q1HeobIzMxRtu3p7StTk8ObN6dyUkY/9Fw+HxLRaGo7wCxjHcPAwYPs7bEYPIGAyuyya/duXPHkk3j2mmsQ6+mR6ngrK3HFk09i56pVzHryv5fD2g4AiaEhDLMGXwxiPT2I9fZqlg0Hg7j08ceZBqYtixYx63Xt3s08tgQjxsTQUGo/jDItBg4eZA4sMwdkCpJJ8py6GYOlUGur+UdtsRjAqkOtI0mdy0gEw4xHrsOUz1c8jq5du6hoTcVCxmgTYvBlEZE8PDN2MkIPNUITJU7Qg2mgaUN7RvaVqYnlOVo6izdTRphXPPmkZlW9ejlDx5CTaWCahSamY7Hq743Ulec4mTS55a7DA6eRKo8Rr5MQjx0tIhwO5zsERyH0UCM0USL0UJOpieXmoMTjKzsMNHMKp+mpHZro7jPbvzdS1+XiNrm1qo4hOM9bPvK0rEQMviwi355FTkPooUZoomQs6pGtaWumJrzmlEAq4btl0SK0NDejZdEivLJ+ve7izZQB6LPXXJNqa/Tn2WuukWJkxUEZqVJ5ZKx6LJPVstmzyWNj6SEvZ2nCMhyl4me1yapTs3AhaQDKs6+ahQtJ41nW/tzpWT4TdQL19WSZWzZzmLkvKn7quJlGvKxBm98vTFbHIu3t7fkOwVEIPdQITZSMNT2sMG3V0oTHnJKV8A0ANc3NZz+gXC7UNDdLj+RY+8rM9wJSeVbPXnMNGUeAkUwdqK5mGqNOu/JKVM2bp1nmZiRGM72dRmHp8cr69ehg5A517NqFPXfcoVm25447UDl3rmYZa7sec9auVQ8cXC7MWbuW1Iplllo6fTrTrLayqQkRRo5cgjEjHTpxgnykXsZI7i9raECCkQifiMUwzHjxZrizk5nHF+vtxVHWW6BEntiljz+uGmgZeaPUDoTJqkUEg0HUOWztqHwi9FAjNFEy1vSwwrQ1UxOqTV5zymUvvGA6fspqwu33W25uClhrAMqsz6pjBJ79EW3JTUPTZGOWqmduSp1TVozUOaPOtVNysZaNfgHJFcJkNQeUlZXlOwRHIfRQIzRRMtb0sMJAM1MTO8wpWfDGzxtHLg1ATdexa39EW1afayMmsWZjtLrPjWfE4Msiurq6MGHChHyH4RiEHmqEJkqcrgePgSllpGrELDXU1obS0YWIaxcvJtvkNafMXCewbPZsND/0EGmEaWjmy0JzU8BaA1AAjp/54jUiBdjmsrznlBUjdc4KYeYLMH9d24XI+bKISkZi4HhF6KFGaKLEyXrw5G9RRqq8ZqlUm1zmlMkkc4HmcFeXZpVwV5d6Aew0Hg8Zh7eiQrPMW1FBzqKw2mTicqFs1izNorJZsxBgPN5mbTcEMfPFOm4KSn/KLDWRmW83SiIaxcBbb2mWDbz1luk3LMtmzUIiHtfeF2O707AiL9MqxODLIsRr80qEHmqEJkqcrIfc3NQ1+o0fyeRZc1MNahcvRtO6dQhMnozEyAgCkyejad061C5eTLanKAMUZVSbpDmlyQ/DgQMHaEPUTAf1NIkEGQeVME3BapNJMgnEYqq1/VxeLxCLIcJI6mZtzxa941ORTJL6h1pbNctCra30409WP9DpHywdyfasfAxrEzzXtV2Ix44WMTw8nO8QHIXQQ43QRImT9eDNlWEZqRo1S02//yQvY5qz5vLDzup8Kr0YOY4hHAzCV15+9o1NnDVEzcpslAeLz4Et8RMxsnQsdOxY2JwXMfNlEWPRsygbhB5qhCZKnKyH1cahRs1S3aOP97Iy8szGsJNnX7xlPPsjoDS20mzUEBafA1viJ2J0hGmuDTjGEBhi8GUZY82zKFuEHmqEJkqcoAfLFJXKtdq/aRO2L1mCluZmbF+yBPs3bdLdj96i22lz00hXl8rcdOeaNQpz051r1gCgzUFZ5pSsD9yy2bNJA0pqX7xl1MCMVY9lshoYfUmBZYhKmY1SBqCkKSdr4OP3s+NnHLPevqj4qTh4YiybPZupI6UVVUblDFIxkvqz2mSg10dyjRh8WUQgEMh3CI5C6KFGaKIk33pQybesXKuevXtxdOtW6XFPIhLB0a1bdQdgVO4WAMUjHvnvmW8mAmcT5ClzTW+Gp5AEY6HlQHU1fOXl2lXKy0kjzI6XX9Ys63j5ZdLAlHqU2cHyY2I8Zov09uKfGzdqlv1z40Yc3bpVs+zo1q3kYsssI9JIby+5yDRrYW3WMVdddBGpMctQ9Ojjj5NGtjULFmiW1SxYwNQ4s7+l+efGjapHdmlY2yU4c8+GT59mbg9MmULvM4NYOIzDW7ZolrG224kwWbWI/v5+lDNuXuMRoYcaoYmSfOvBY4q6fckSpsnk0ueeyzqORDIJ9+gMWVbmpmZzgRxmBzDusEt/yg5DnG8FdhiwUiarYubLInoYb6qMV4QeaoQmSvKtRzgY1Hyri0q+tdwYNCOO5OhbhbaZm7IQH8T5xS79C+ANxPGKeNvRIqqqqvIdgqMQeqgRmijJlR6vrF+fegyUTEr5RJds2MBlikoZirLq6Bk4ZhphptOBszI3FTNfhYWY+Rp3iJkvixgYGMh3CI5C6KFGaKIkF3pQCyrzmKKyzC6rFizgNnCkzDVZifPeykpUMfJ5qhYsYCcxU1CJ2wJ7KYSZLzveos0x5EsBOUYMviwiYpdfTIEi9FAjNFGSCz1Yic8dL77IZYoaam1Vvd7v9vsx3N7ObeBImWsmQiHNskQohOH2dmYsYLieM0kmyQRygWAszJQlGMbOrO12Ih47WoSTPYvygdBDjdBESU700Pnmb9YUNRGJwD9pEtOA0moDR8pcMxwMwjthgnYsY+CDUiCwHAflwImZL4twgmeRkxB6qBGaKMmJHpwmnywzRrffb8gsNbOMF8pck9zfGHhEJBBYTi6NiXUQgy+LyHyNdLwj9FAjNFFipR4ss1TS5JNAbnw60t0tGZ/OWL6cadLIa+DIa65J7Y/H5LNs9mzNMtZ2vTbhcnHn2LA0YaFr5GkDVD6e6Tw5v5/bwJSMgxpsmIxRz4jXjoEN2SdNxu+trOS+H9iBGHxZhF8kpSoQeqgRmiixSg8q0Z0yItVDepyXXm/R5cLRbds0//b1//1fbgNH1tuQtYsXo2vPHs2yrj17mMau+zdtYpqbsh6vJGIxDLz5pmbZwJtvkh+s3ooKzSJvRQX8jDLW9jTDbW1keSaJoSFuI08S4rjJhchN5ty5vV7SwJQygo3192vH0d8PuBkf8aztBCzzVd02Ofalt8+BAwdQxnj5hRrskaa/OUYMviyir68v3yE4CqGHGqGJEqv0oBLdj6cHS+l1BkdvzMcZgyh5m26vF0WVlSiqqkJRZSXcXi8z+TwxNER+UFBQMVJtsgYow21t5pPkIxF68ELkylCDEDLGQoA3R8hkDlFiaIgezFFQ540q43iRgjyfdgx+CZjXFUP7WE+Po14qEYMvi6hmLPEwXhF6qBGaKLFKD8osldeIlNWmHdhh3CoQCJyNGHxZhJjVUCL0UCM0UWKVHlTiuZSwnpEzld7OWiSb1WY2sPLS9GIUCARjDzH4soioWV+dMY7QQ43QRIlVelBmqZQR6f5Nm5iLZLPaZOJykcnIVF6au7RUs567tJQ2Ps1xgrlAILAOMfiyCOHhpETooUZoosQqPSizVMqI9Pi2bdKSQ9JPMonj27Yx26QGYD6tN+48HvhKSsi8NDLXh8pRyXGOjUAgsA5hsmoR7e3tOOecc/IdhmMQeqgRmiixUg/KLJVlRKqXa6XZJpGAHQ4G4Z84MWcGrAKBoHARM18WUcp4dDBeEXqoEZooyYUehvLBMiBzrQjrAWpfdhiwCgSCwkUMvizCI/IsFAg91AhNlFipByuZvXH1akTDYaURaTiMxtWrSQNTVpuUSSO1r8bVqxEdHFSWDQ6icfVq0kiSt8z0QsF25ZDl0FHcSYsmm9aMMj3Ve/GC0rjQ8wJ5jo2Fx0Mb0uYYMfiyiH6G0d14ReihRmiixCo9qGT2nr171YaX0Sh69u5FZVOT6lGgu6gIlU1NzDanLVuGmubmsx8KLhdqmptxyYYN5L5OtrQAiYSyLJHAyZYWND/0kGogVTZ7NpofeggBhh1HoLoaVfPmaZZVzZuHxMgILVom0SgCU6Zo74uxPQ35gcbrk2V2cOb3k0akdkC6r5vNu0sm4WXMBLO2y+syt1uYF+guKeEfIBLMvOkm9naeY2PgLipCjLFQPWu7nbiSycJYgTUcDuOll17C3LlzUcRwAs4nQ0NDKMnHNyyHIvRQIzRRYpUeO1etSg2SfD5pWyIaRWDyZISOH0/lcGUsTO32+1E6YwazHgBmWfMjj2jGsX3JEua+EtGo9geJy4VlL7wg/ZqpScuiRcx6bp+PvT/hESYoEKT+mud+vGznTsvbHBkZwb59+/Dud79btZyamPmyiO7u7nyH4CiEHmqEJkqs0oPXZJWqR5WxIBP4Dc4AqTQh6glzVsFYYLz2Y8e87fj888/jhz/8IZLJJJLJJD796U/jPe95T77DMkyBTCDmDKGHmnxr0r5jBw5v3oxwMIjiujo0rl7NXFcwF5jVgxV/cV0dBlpblY/13G6UNTScnfnK2Jfb70dxXR1CJ08iGY0imUjA5XbD5fOhdNo0AMDA0aOAPEne60XZzJnYv2kTjm/bhkQkArffjxnLl2PO2rVnv6lr7Iua+QKAZ6+5RrKc+CdSj+yuePJJyf5Cq54086W1vzH+wSUYO5DXzRjux44YfCWTSaxbtw6PPfYYLrjgAhw4cAA33XQTLr/8crizWJQzl9TU1OQ7BEch9FCTT03SOUxIJhU5TAB7YWe7MaMHFT+8Xs18Kni9KG1o0FwDrrShAVXz5mHgyBHppp+Mx5FMJFA1fz5CJ05g4PBhZaVYDNGhIRzdulWqkzZmTbfJ2le0v19zXbxAXZ1i4CXtqqcHz15zjZj5Eox5xms/dszIxu12Y2BgAAAwMDCAyZMnF8zACwBOnz6d7xAchdBDTT41oUw+84UZPaj4Bw4e1KwzcPAgQq2tmmWh1lZ07d4NTyAAl8cDuFxweTzwBALo2r0bXbt2adYbbmtjGrNS+4p0dmqWRTo7+RdUFggEBYsjZr5cLhfuvvtu3HrrrSgpKUEoFMIDDzyg+benTp3ClClT0NfXh2g0itraWrS3t6O0tBQejwf9/f2oqalBd3c3kskkampqcPr0aUyYMAEAMDg4iClTpqCjowMulwuTJk1CR0cHysvLEY/HEQqFpDZ9Ph8mTpyIzs5OTJw4EZFIBOFwWCr3+/0oKytDV1cX3G43Tp8+jeHhYak8EAiguLgYPT09qKqqwsDAACKRiFReXFwMv9+Pvr4+VFdXO+6YKisrEQ6HuY4pHA4jFAqNqWPK9jyl95uPYwq1tcHl88EFIBGPw+VyIenxINTWlrfzFI/HcezYMUPHFGprSz2GSCaRTCTgdruRcLsRSg+GtJDPDmUk8yYikZQmfj98JSVnNUkmEWprY9ZjofiWrrEvQ2UCgSBvHDt2zPL73qlTp5j7c8TbjrFYDGvWrMFnPvMZXHzxxfj73/+OL3zhC3j66aclI0anv+3Y1dWFqqqqfIfhGIQeavKpCfVGIOvtPbsxowcVv/zRoQKdNwKptx1Zb0nK285sDwBzX1SZGIAJBPlnXL7tuH//fpw5cwYXX3wxAODiiy9GcXExjhw5kufIjDM4OJjvEByF0ENNPjWhFp/OF1p6UGap8WgUIz09GOnuxkhPD+LRKBpXryaNTykjVapNVj3J20mjPWpfVBnpk5WrhbXTj1BZZXp1rW7TLH5/Tg1ddcnC9ypnFIrRqoUE6utNbbcTRwy+0o8dWkdzJo4cOYKuri7MmDEjz5EZZ4qOEeF4Q+ihJp+aUItP54tMPSizVABn10wcHbikf5+2bJmmLcS0ZctII1WqzdCJE5oxhxl5aqETJ8h9nXzmGc16J595BsWMflE8ZQrKGho0y8oaGujBl8kPVm9Fham/V0DZaPCarJrFhJ1HTsg027UTzkFnZl/VIx8u8Jbi99PXU45xxGNHAPj973+PBx98ULr5ffazn8Xll18ulTv9seOJEycwffr0fIfhGIQeaoQmSjL1oB4tAmzTUzvKmI8yWbhcKDvvPHZ7mW9OCgSC3ENYt8jNjq2CeuzoiIR7ALj22mtx7bXX5jsMblz5mNp2MEIPNUITJZl6hINB1bdxubFpTsvMfidNJnXjFwgEecZBs6OOGXwVOpMmTcp3CI5C6KFGaJIibZY6FAziaIZZKmV6ymOIqluPYc7KM/NVXFfHjEPMfAkEDoCY+co1jsj5Ggt0dHTkOwRHIfRQIzRR5nXB61XkdVXNn4/EyAiS8TiQTCIZjyMxMoKq+fPJskBtrXLAAwCxGAK1tWQ9ypzVdA6Uz0fGQULk7DgpQVggKHhY3qF58BQVM18WUV5enu8QHIXQQ43QRGmWimQS7tE3MNNmr55AAIlIRJqlcvv96Nq9mywLHT+uua+uXbsw3N7OrDfAeJuaZdpKEokwjVlZ2yWIRyG+khIMezxAPH52u8eT2m4+SoFgfCO/joxstxEx+LKIeB5OnpMReqgRmmTkdY06xcvzojzFxfCWlEh/nxzNpaLKKCPVcDDIbtPi/A8qDl7CwSD8Eycq8uPkmggEgsJEPHa0iFAolO8QHIXQQ43QBCiuq0Ny9NFc+kXrZCyG4ro6RVkaI2VuhqdSevFsVj0ufyoCKg5eyPgFAkHBIgZfFlGrl9cxzhhverDMQeVoaWKk3liicfVqRMNhjHR1Idbbi5GuLkTDYTSuXk0awVJlekaq6f2lf9L7o8xZWWUs88xAfT0ZB2WWSpmsNq5ejWh/vzL+/n40rl4Nt2w2T467pCQ/xqLjDStNbgXmMauzy0UbGucYMfiyiPb29nyH4CjGkx565qDS32VoYrTeWKJn7161AWU0ip69e0kjWKqMZYgaOnGC3N8lGzagprn57EDF5UJNczMu2bCBadw6c/ly9cDG5cKctWu5NfFm+P/Itx/eskWz7PCWLUhkJvePkojFsjNN1YJy2reDQhg8Oih/aFzCMchNjIyY2m4njjFZ1cPpJqttbW2oF28gSYwnPYyum5ipiRPXW7Sb7UuWMNc4XPrcc1xttixaxLW2I7U/1rmJDw/DEwiYWg9SrN8oEDifcbm241hg4sSJ+Q7BUYwnPcLBoOYsSWZSdKYmRuuNJViDkKwGJ0TiPO/+WOcmEYkwz5ktxyYQCMYk4m1Hi+js7ERpaWm+w3AM40mP4ro6DJ85A5dsNkQrKTpTE716aTPScDCIYpkZqZMwG6M0C5QxYDKSlL5zzRoMHDgg/V42ezaaH3qINE6UZr4Y+2O1WVxXp2mM6vb7EenuVm0va2w8O/OlsS8xABMIBHLEzJdFjKeZHiOMJz2oZHA5mZpQ9QohH4wnxqoFC0xtT5M5SAKAgQMHsHPNGgQYb/4F6urgZnwBcJeWkm1Gh4Y06yUYCyZHh4b4Z75ynU8lEIxXHHSticGXRUTEN1sF40kPKhlcTqYmVD25GalrdAYHyaRkRuoEeGIcbm9XzXK5/X4M67ygkTlIkm+PdHZqlkU6OxHr6dEsi/X0kG0Ot7VpB8J4xMn8eyMwBnTM7QKBgIuyGTNMbbcT8djRIsLhcL5DcBTjTY/0G3kUWpqw6hXCIs08MYaDQXgnTIDL5UI8HofH48naNNQOc9Oc4qDFfgWCsUw4GIR/0iRHmBaLmS+LGG++VnoIPdSY0aQQzDV5YpTXcY++Kp7tcdlhbppTKLNXgUBgGU66r4rBl0WMJ18rIwg91JjRxGgeWT7hiVFeJx6LGT6ustmzmdspc1OqHk8ZKzekbPZs0nSTMkSlzF6pNnNqGEkNEIXZqJocDvxJs12BAsq0ONeIwZdF+AvlW3aOEHqoMaOJ0TyyfMITo7xOctQfK9vjOv673zG3N65cqR4EeDxoXLkSVfPmadarmjcPgepqzTK3l52pEZgyxdT2NAOtrezthJFnjLFcVSwUyu3AR5iNquF55M05A5pgvRwyNFQYs6o5Grx7Kyvx+v/+r2YZa7udCJNVixgcHMSECRPyHYZjEHqoEZooMaNHS3Mz1z7KGhuZRrakKWo0KnKuBIJxhDBZLVC6urryHYKjEHqoEZooyYUelJEtaQ0hBl4CgcBGxNuOFlGZh4U5nYzQQ43QRImWHvs3bcLxbduQiETg9vsxY/nyrNZNLK6rSz2+SyTObnS7UdbQQJuiipkvgUBgI2LmyyLGm7WCHkIPNUITJZl67N+0CUe3bpVmpBKRCI5u3Yr9mzbxJ3x7vcqBF5D63eulDV/dHLdG3tyVQsjLEQjGAg661sTMl0UMDw/nOwRHIfRQIzRRkqnH8W3bUrNNGTlY0nYtkkm4PR4kNJK73R4PBg4e1Kw2cPAgEIuplv6RDF95ksV5E8+Fz5dAMO4Qgy+LEL5WSoQeaoQmSjL14F2eh8tkddRYMW34enZzfgwXBQJBDnDQFx3x2NEihK+VEqGHGqGJkkw9eM1SyXrEYwYnGS4KBIIc4KDHjmLwZRGBQCDfITgKoYeaXGjSvmMHdq5ahWeXLsXOVasML8TNWy+bGA9+7GOKfVFmqZShKFWPMjClDBfNGpW6S0pI01Yq/kB9vWZZoL6eO9eNx2CTNG110IeWwKHY0EdIA1mzPmAuF21onGPE4MsiMj08xjtCDzV2a9K+Ywf2fuc7KV+roiIMnzmDvd/5ju5AirdetjG6TOxr2pVXMrd37dmjWcbanuafGzcyt3tNnqtELEaapcb6+zXLYv39GGY85hwOBsnHJJSpa8Lsyx0eD7kIOfm4xgkDs0J3088ifu6VDsyeH70YbXikRxrImszLDDhsRluYrFrEsWPHcM455+Q7DMcg9FBjtyY7V61iGoo2P/KI5fWyjTG9sLYR01MAbENUKrfL5dK++bO2CwSCsQtxP1j2wguW744yWRUJ9xZRVVWV7xAchdBDjd2ahINBuDO+mKQNRe2ol22M7lE7B0Ompwz0kvGdlGArEAhyRyyZRHc0ii75TyyGrmgUndEovC4Xbpo8GU0TJuTlfiAGXxYxMDAglo6RIfRQY7cmxXV1qcd5shksIwnkvPX0aN+xA4c3b0Y4GERxXR0aV69GcV0dQidPIhmNIhmPw+XxwOXzoXTaNNL0FNB2nhczXwLB+COZTKI/Hkf36EAqPaDqjsWk3/tiMehd4U92daUGX8Lnq3CJ8CykOoYReqixW5PG1aux9zvfQSIahcvrTb3J53KhcfVqW+pRpHO7kEwq8sgqLrwQA0eOSAOfZDyOZCKBqvnzEaitRYfG+mpVCxZgoLUVw21tqjJ/dTWGOzu1FzL2++EtLdXMZfJWVKTysLTyRjye8b0otECQZ4YTCeWMleynMxZDdzSKaJZfnnwuF949cSKA/OSDicGXRQgPJyVCDzV2a1K7eDEAqGab0tutrkdxePPm1MBrdDbN5fMhEY2ia9cueAIBJCIRJBMJuNxuuP1+dO3eDUA9k5U2PeVKSo9EEItGNYtivb3s4DMd8QUCgWXEk0n0ymaotB4LDlrw5ccFoMLrxSSfD1VeL6p9PtQUF2OSy4Uqnw+T/X6Ujr5EEOnszHp/ZhGDL4tob28XCeYyhB5qcqFJ7eLFXIMm3nosWHlkiUgE/kmT4C0pkRLu5camTNNT3twtnnricaRAwEUymURINmvVGY0qHg12RaPoicVgxdebErcbk3w+VPt8qBr9qfb5MGl0oFXp88Fr5E1cPUNmmxCDr1G08lPMfBgJawUlQg81ZjXJtk9aBRUHq6y4rg4DR48CchNTrxduvx/JWAwun08aZMnzy7TqlM2cqXhUqUAvd4vK+QJEPphAYIJIIpFKYmfNXEWjGLHg2vEA0oBK8TM6sJrk86GEw55Dmlln5JXmEjH4Ajs/BYDhDzt/Hk6ekxF6qDGjiRV90gqoOAAwywK1tRg4fFjZWCyG0tmzMRwMIhGNIjlqM5HOLzvZ0qJZJ1Bbi+jQkGbOV6CuDrFwWDuvq7ISiZERTa8gd3Ex/BUVzDa1tgsEY5lEMom+0cd+6cFVd8bsVb9FuZATPR5UjQ6iqjMGV1U+HyZ6vXDbkQTv9Wrnh3pzPxQSgy+w81MOb95s+IOur68PFRUVNkZZWAg91JjRxIo+aQVUHACYZaHjxzXbC7W24l++/vXU37S1obS+Xpote/2OOzTrdO3axYyPytVIhEJs+4qhIUQylhaSt6n7FqVZxFuXgjwzFI+rHwOmB1uj260YWhWN5lRVa8xcVft8qPR64Xfnx9+dNG3NMWLwBWt8jqqrq60Oq6AReqgxo0kuvbeyiYNVRi12nc4vC4VCKC0tlYoNLZDNW6YBz/64EX5jAhuRe1ppDay6olGELXiRxA2g0udD9egMVebsVbXPhxK3W5G3KdBGDL5gjc9RX1+f4oNkvCP0UGNGE7u8t8yiFwerTPLsykCeW5GpB2u2SeHzZbKMGoDx7I8bMfMl4CTtaaWwW8gYYBnxtDLCBI9HSlqXz1al/1/h9cIjBlaWIAZfsMbnKMp4pV0LpyRS65FNnGb0GC+Y0cQu7y2zifN6cbDKevbuxdGtW5UDC5cLM5Yvl/YVamtDq+yx44zly3H0F79QDUbSC2fzlHXt2YOBAwdUWpTNno2qefNMt+kuKdF8RBGor0ekt1c7v6ykBFUXXaTpYVazcCE6Xn6Z7Tfm8TA9zBCNsgd0brf5te/q67Vz4Bjb03grK5k5d6z1InUZR4NSLU8r6fGgRZ5WQMrXqlo+UyUbYKV/ivL0ODAn+P0IVFcz+3iuEYMvWONzZNTDySmJ1HpkG6fw+VJjRhOrvbd4E+eNxKFVli4/vm0bEpEI3H4/ZixfjsqmJmlfnkBAsa/KpiYcLypCYmREattdVITKpiacbGnRPK7QiRMonT6dedxRxoLW0f5+7gW5tShraEDp9OmpAVsGM667jrlw+EBrK9vU1eOBe9SeIxO315symLXqhQG/P2VWq8FwZycZYywU0qwXC4VQNns2c/CrtV1ijAy8cu1ppZqtGt1W7fNhgsczvh8HxuOoXbxY8xrNx2evWFjbIowumpzLRYyzIds4xcLaavKpCXU+AThiYW0qDspqwu3z8S26bSVOiUOQM9KeVizLBas9rbSS1w15WgkkpGtR4xpd+txzlu9PLKydA4zm8jglkVqPbOMU+V5q8qkJb+K8nXGkv4UbioNIWOdZkNtynBKHwDLSnladGsnrdnlaKR4Ljs5c8XpaCdQ46RoVgy+L8Bi8OJySSK1HtnEa1WM8oaVJrvL/eBPnbY1Dw2RVWnR7dOmh9KLbhma+zC66bSVOiUNgiMTo48DMR4DyH6s8rcpHk9i1Zq6qfD6Uezz2eFoJVAiT1TFIf38/Kisrdf/OjkRqO8g2TqN6jCcyNcll/h9v4rzVyONIpJOqZUn6rEW3Q21tTLNUVjJ71YIF6Hr1VWYSvLuoiJkoDsBUsnigrg6+8nLNPKbShoZUbhcrcV4MzCxnSPZ2YGc0iu6MvCurPK0C6ceBGsnr+fa0Eqhxl5Zq51Dm4amEGHxZRE1NjaG/s2MRYzvINk6jeownMjXJpZEqb+K81cjjGAoGEZDt6/DmzcxFtylzxOH2duaC3GAYqSIWQ4JRlmAkkFNEOjuZhq+h1tbUm4laiLeCTZPpaZV+K9AOT6tJjIGV8LQqPNx+P/MLFfdbuVkgEu4t4uTJk5g2bVq+w3AMQg81mZo8u3Qp3EVFqoWkEyMjuGL79nyEmFPM6MF6ow4AvKWl+vUos1SeMt72BCT58LTKXNomnXdVadcSN4LcYPI6XKYxe54tIuE+BxTIGDZnCD3UZGpSKPl/dmFGD9Wajwbr6Zm9WmWyqmv2SnlyjaNrRe5ppbXUjVWeVv7RJW60BlZpV/Yx7WklUOG03Esx+LII8ZhNiVk9CsV4NhsyNcl1/p9TNN6/aZPk//XGqP/XnLVrST0Ob9nC9ItqXLkSe776VVVZ0223pcxeLTRulfypTLYXOnGCabJK5aUlRkbYBqxUQrjZXDK/P+UplkUc8WQSPaOzUyz7hZAFjwOZnlayZW9y4WnFMtwl9RKYg/CXA0BrbNJ0OdeIwZdFnD59WvhayTCjR6EYz2ZLpia5zP9zisb7N21SON8nIpHU7wDmrF0LQFuPw1u2MNv858aNzO3TrrySK87QiROa21mmrQBw/He/Y25n5Zd17NrFHCQlhobYH/CjqRfMD/9wmBmnJpEI4GV/HExobERw3z7F47/OaBT9xcVo7+qSPK2smMMr9Xik5W20HgtqelrpDUYJeI1gyUWazb7trTMDyrv6QMFDDb5M5kse/cUv8jLIYiFyviyiq6sLVVVV+Q7DMZjRo1CMZ7Mln33EKRpvX7KEy+SwpbmZa3+UqSIAtikq6zFhmjFmpBqRL3Gj4cjebZGnldflUiSwT9IYYBULmxpBHhA5X4JxR6EYzxYyTtE41yaHPPvjicXJA69EMok++YBK9mZgetuARY/IKrxeyRhUy9tKeFoJBCnE4MsiBgcHxcyXDDN6jJfEc7N9xMocLadonGuTQ739MU1R9Wa+HGSkOhSPq3OsZAMsKz2t0svZaDmyT/J64RNJ7AKBIcTgyyKmTJmS7xAchRk9CsV4NlvMaGJ1jpZTNK5asIBpiEpBJTcD7Nyn0hkzmManoePHtfOtvF54S0tNef+wFrnOlrSnFWtw1RmNYthKTysNX6v0YEt4WuUR1gsUwqTXHJSOOUYMviyio6MD06dPz3cYjsGMHoViPJstZjSx2oDVKRqThqgErATyRDiMsvPO07SiKK2vTxmcahBqbWU/khwaMp2wPqz3+FYjoTqRTGIgkUBnJKLyteoeHWBZ5WlV5vGkcqy8XlT7/SrrhQrhaeVshEmvNbAGqmJtx8JFfCNUYlaP2sWLx9xgKxMzmtiRo+UEjcPBILwTJsDlciGeSMDjdiOZTOofF7GwdjgYhH/SJJXJajgYPDvAykiQ131EaDa5XOPvMz2tVNYLsRhiNnpayX+Ep1WBQ/R/QWEiBl8WMWnSpHyH4CiEHmrMaOKUHC2rkR9XeqbF0HGxXsV3ubhNVskBmM6r/7FkEj2yNQO1Hg1a6Wklz7OSz15V58jTSpBniP4vBmCFiRh8WURHR4fw+ZIh9FBjRhMqR8sOs1S58albZnwK0In/ZmNpXL0ae77xDUDul+XzoWk094zVXs3ChUyT0mnLlnGZrLbv2KGZp1VUVwdMnYqDL7ygWjOwO5lEZzhsmadVWVERJnm9mKQxezWluhr106cjfOiQut7s2Yj297O9n4JBUx/KZbNn04t/Ew79ZbNmMX2ywqdPMxcvp3Lq9Mo14RygkGap4TCzzUBdHVv/zk7Tj7JYx+ytrETl3LnM/q+13TY4c89IjRl+aQBony+ON3QpT7dcIwZfFlFeXp7vEByF0EONGU1YOVoALDdLpYxPK5uamPvjiaVn7151nko0mtpOtDfAyN0aaG0lTVYv/OIXcbyoKOU4PkrM50NfZSXe9PvR2tur9rQ6eBAjFlgvpD2tJk+ciEluNyoTCdUbghOqqhDr7dX+gB8exsjJk5pth44fR9VFF2l++Jc1NKCsoUH7Q5kxEAkdP44A46WBQHU1ahcvTg1iM5i5YgW69uzRjBEAc03OWChEDpa4FjomHs1RH7rR/n4MawwA/BUVGCZy/4ZPn2ZudxcVac+sMo65ZtTHTuucsQZe0t/nclaMM2eKNKSlYF2HPNeny4WqefM0+0HVvHnm28sSYbJqEZ2dnaiurs53GI5B6KHGCk3sMEuljE9LZ8xg7g+A6Vh490Wt7SgnkUyiV/YmYGjiRAS7u1MDq5ERdA4Po5/hNm+WtKdVZn5VeoBVZrenFfWhC1j6wUuZ1TrZ46xgoM6ZeLRoGVQ/pkyeeREmqzkgFAqJwYYMoYcaKzSxIxGfMiLV25/ZWLLZVzKZxJDciV3Dkb0n09Pq1ClmLBQBt1vyrlKtH+jzodIJnlY5TMLOtTnuuMOEp5yAHyf1YzH4soja2tp8h+AohB5qrNCkuK4OoZMnkYxGkUwk4HK74fL5UDptGnebrNkLt9+vm/hPlWnlkVH78k6ejBNHj6JzaChlvxCLoTseR4/bjdN9feiyyNPKA6CquBiVLpc0wFK4sfv9KU+rrPdkM/mY+XKQueyYQsx85YRcmzxTiMGXRbS3t4sEcxlCDzVWaFI1fz4GjhyRbh7JeBzJRAJV8+dztzlj+XJFzhcAwOXCjOXLpZwvljkrqywzjyw+MoLXf/YzhOvqcPzIEXSNelt1js5c9Xo86H7tNe5jkJP2tKoeHUhVeTyK5W4qvF64vV6UnX8+Mw8oUF1tPpHZSUaYPp+l+0wwcmxY2wUmETNfOaG0oYFpupxrxODLInyyb/8CoYcWVmjStXs3PIEAEpGINPPl9vvRtXs3d5vptxpZbzsCtDnr4c2b0X3yJAYnToSvuRnPvPUWXrjnHnQODyuWuYklk8DBg/wHDw1Pq/SgavTx4CSjnlbxOBCLnR00juLyeoFYDJds2IBX1q9Hx4svpj78XC79N8tybeBIPXa0ep9WJj4Lxh8OscqgTJdzjRh8WcTEiRPzHYKjEHqosUKTcDAIT3ExvKPL6gBnDUWzYc7atYrBlpyqd78b0YYGnDx5EidPnsQre/bg5JNP4uTJkzh16hROnjyJvr6+1B8//zx3DC4Ak/x+VBUVobqoCDWBAKr8fkxyu1ERj1vuaRUOBuErL9c0ZwWASzZsUNVpGX0rTSAQmMAhJrHcpss2IAZfFtHZ2YnS0tJ8h+EYhB5qrNDEavPVZDKJ7u5uaWCVHkzJ/3/69GkkLMi1KnW7Ue33Y86//zumTZuGkpISNDU1Ydq0aZg2bRqOfOUriHZ2ar/tKHvUqiCLb85j1chWIHAcDpn5onJOc40YfFmEmOlRIvRQY4UmZhfIHhoakgZRmQOr9E/Y5DqGWvhcLlSXlGDGueei4cIL4W9rg/fQIUUie8DjwcwVK6QZtt7eXlRUVEhteG+5hWnAerKlhWkyOdzZyczdooxDG1evxut33ono4KD0aNFdVCRpqfXCAGWEWTxlCpfZKFUPALMsdPw407jSX1FhbqFvjwdIJJgfkO7iYrZJ5sgI0wiTyquj4k/EYuYenerl1VFmnQCzLDBlinkjVTty/Cw2G+Wqm8VxUSbJPfv2cRnxmo0nUF+f8qtj5LfmGjH4soiIeONHgdBDjRWayM1XQ21tCFdWomjJErzU1YWT//d/0oAqPcjq7u7Oep9A6k3N+vp6TJ06FdOnT8fUqVMxoa8PQy0tqPL5MLG4GK54HHC50HTDDahdvJh0zQfUelAGrMOdnZpxDXd2IiofrMmr9vfDW1qKmIbu3tEZSJf8LTOXS/qdaTzLyCeTm7hqwTLKrJw7F12vvqpZJ3T8eGoQosFAaytzUeVEOIxhnXjUlRJsp/pZs1A1b56myeqM665jrhQQmDKF3KW7qEh78FVUZHrw6PZ6U8n/jAEKtS93UZH2h395OTOG4ba21OCA0be0tlPoDjR4c+6ol0DMLsqdxf2LMol1y1Io5CRGRuj4TeIrLzeU35orhMmqRRw7dky83SdD6KHGjCbJZBL9/f2qGSv578FgEDELDEMnTJggPfqbNm0apk6dqhhk1dXVaV5z2Rq+ZupBGbDakZNR1tjIjF9aEzIjFm4c8tiFF2GyKhgLLMvlUkwQJqs5QfhaKRF6qJFrMjw8jLa2Ns0cq/Ts1eDgYNb79Hq9qK+vVwysMv/PuxRUtoavmX0k1waIVPyW79MhCce8OMmcUiAYC4jBl0UIXysl41mPRCKBjo4O1azVoUOH0Nvbi5MnT+LMmTOW7KumpkaaqZIPqNLbpkyZAs9oXou0aPXOnSiuq8Ok1atR/ra36e6Dtdg1b8J6ur1QWxtK6+ul9nJt5FlcV4eBo0cB+eyh14uymTPPznxZNTgaKzNfwmRVILAEMfiyCH8e3pZwMmNZj4GBAc2ZqvQgq62tzZL8rpKSEtWgSv7/+vp61VQ2i/YdO7gW5KbqmU3+z2zP5fcr2qtasEAzN6RqwQIMtLayE5+p3CAiUTlQW6teMzIWQ6C2FtGhIXMJ62Dn7XgrKxHr79eOw+0mE91zOjAjtHKXlmq/JVZaikQ0mv/4C2QQK8gfrNyyfCEGXxZRVlaW7xAcRaHqEY1G0d7ermm9kP5d8rTKArfbnfK08npRXVyM6qIiVPn9qPZ6UV9Xh2sefhgVFRWWeVod3rw5NYAanaVy+XxIRKM4vHkzOfii6qXzuigDVqo9VzIJl8cjtQeoZ1Lcfj+G29vhKynBcObgwONJbacOnGWRkUiga9cuzaKuXbtSAwqTJEIh9nYqYdqOxbd5BiNEjKxkcDJJXAyGBA4iYcFb3VYiBl8W0dXVhQkTJuQ7DMfgRD1y6WlVUVGhmrEqKirCO97xDkybNg21tbV4/r3vhbuoSGXymRgaQmVlZdYxyOHNz9KrV7t4MTnYotpLJBLweDyK9rwTJjBNT/0TJzLLmBC5VlYbLnK3Z0c+2Hgb+Iy34xWYx2F9RAy+LMLqD8tCJx966HlanTx5EsPD5DyJIYqKilBfXy+9DaiVb6U18Ozv71ckt+fS5JN3X1bHKG/PNWrbYHShblaZ6tGhHCLXyu3zMQ0XmY/SCCgDR3IAZkc+2Hh7DDfejldgHjtmmLNADL4sIhwOc781NhaxWo94PC49DmTlWlnhaeVyuTBlyhTNQVX6p7q6WvU4MJ1EfjwYRAfj8VumJnomn1bCk5+VTT2qvT1f+5rycaDbjabbbgMApskqAOz56ldV7TXddhv+uXEjM9eK5a9Vs3AhSqdPZxouhk6c0PYmYvgOSQaOv/iFahAwY/lynHzmGa4YyVy306eZOVo173qX6fgBMPflKy9nmqVG+/u5YoTHw/ZwYnl2MahZuPDsOpyZuFzwVlQw9U+MjLDNXjW2y+syc/xCIdMGoABbf6psOBhkD94B82UMymbPxsDBg5Z/UeDKlSS821ix1CxcCID9AlGuEYMvi7BiRmUsYUaPZDKJvr4+8nFgMBhE3IJFfCdMmKCYsUr/Pz2wqqurM/2ygNFkdi1NWCafViM3ZzVz0+Gtx+JkS4s6DyuRwMmWFpROn840WT26datme3tuv53pnl05dy4ZC2W42LJkiXYlxgdqLBxG1549mmVde/YwTVgTIyMpw1QNBlpbSXNZ1gCr5l3vYhq3suIfbmuTPuQ1Y3nzTeb2ef/zP9hz++2qQeyctWuxf9MmpgFrpLdXe6bQ6wW8XnLgk0nHzp3sFwbc7tQqAhof8MVTpiB0/DizXd0BlgaxUChl+mpi8MUcpGJ00MW4Jw13dgI+n/Z5ZW0HpPuNGQYOHkSgrk77fNbVpc4nxyoI1LVB5Wz6KyowrNVH3G7NfQ13dnK/eGQHwmTVIkZGRhwZV76Q65H2tGINrE6dOoUQ40ZmBq/Xq5ixynwUmI2nFYVRs9HMPpKtSWkh0rJokf5jQLNGntRju9E2tMqWvfACO85CWEDbIfYVlFkt+UhYIMgxVF+1454rTFZzwHj1tUokEjhz5oxqYPXmm2+ip6cHJ0+eREdHhyX7SntayX2s5LNXkydPljytconRZPbMPpKtSWlBYiQBPgNbEtYL4zsnjUOMW8dlPxYUJE7qq2LwZRGBQCDfIdhCf38/M8cq7WkV5XgtPxOWp1X6dzOeVrnGaFJ6Zh/JZcK9YzCSAG/WyJNz5gvQXjw7H+u8ceGQmS/WSw9ljY1i5kvgKKi+mmvE4MsinDowoIhGowgGg5rrBqb/7WcsWmwGj8eD2tpa1aBKPtCy0tMq1xhNSs/sI1YnsxcC1OLNrMRtf3U1aXhKtRk6flw7D6W4mL14Ng8eD22WyshD0a1HDaJYbbK268E5mIsycrOiQ0NZDYzHxOxkLnDIINzxeDwIMe4jrO12IgZfFtHT0+Ootx2TySS6uro0B1Tp/7e3t8OKlL/KykrVYMrv9ys8rbzesdvVjCalZ/YRq5PZC4JY7OxAcxSX1wvEYqm3tjRgbTfSJitpOzE0hOPbtqkTj5PJ1HazsAZQo226PR4kNAZErO3peiSUcSsPnI8xWQNjcoUAjoRvgTZMyxTG9nFLPE7eD3LN2P1EzDFVVVU53Z/c00prgHXq1CnLPK3SA6v6+nrVG4JTp05FaWmpqt7g4KDjTFbtxIjZqFYfMWtSWuiEg0H4ysvhcrmQTCalf8Os1+UB3Q9/eZtnq+gbsFq6WLROjFYbuo4JHJKzVuiIvlWYiMGXRQwMDFg22JB7WmXmWqX/tcrTqra2FvX19ZpvB06dOhU1NTVcjwOt1GOsIDRR5rklkkl4XK6zZqlHjnA9PqFy56icI25TVC10YrR0X2MFnkeSAhWibxUmjhl8jYyM4Fvf+hZefvllaRmWb37zm/kOyzBGF1JOJpPo7e1lPgq00tOqrKxMlV+VnrlKPw60awFsKxaWHmsUqia8poRa9eR5bkmXK/XIbTTP7WRLC9NstGffPqbfUuPq1UwD1sNbtjDNQavmzWOaorbv2KH92IxhUqoX47QrrzS9Lz1z0/Dp0+bNKRnoGXnGwmHmvoqnTOEyYC1raGCebwDaJrEs/H4EGLmBgfr6lB8Ww9C1rKGBGf/Am28yc/W85eWmNWHhLilB6YwZ7DgIc9MZy5dzmfuS63JqoLeIPavcrnpmc9r0+nGucczg67vf/S6Kioqwfft2uFwudDLMBZ1KbW0tAKWnFWuZGys8rXw+H3NpGzs9rYyS1kNwlkLUhNeUkFWvad06NK1bJw3KArLB3MmWFmZ7lBHj/k2bNMv2b9qESG+vZlno+HFUzZvH3F+MtQgvYwDds28faeR5/He/06zH2g4Akd5epsnqQGsrvBqP+9OwDFhZH7plDQ0ph3gNhoNBLHvhBTx7zTWKut7KSlzx5JN4/oYbNOtF+/tx6eOP4/kbblB8iAbq63Hp44/jlfXrmfEzTWIJWOcsFg7DW1qKmMa585aWMgdJAwcOsE1Wy8uZKxNUzp2Lnn37TMXur6hIDbC04tAxN6XMfa2EdS2l8ZWXa8boKy9nD7Sbm9Hx8sua7Q2fPk0OzFgDKdagzFdejksff5zZj3ONI0xWQ6EQFi9ejB07dmjmDwHOMFlleVqdOnUKra2t6OjosNTTKnMwJZ/Bmjx5Mtyja+M5kWPHjo1L3zOKQtSE1wjWSL1MPSgDVjseQUmPZcyauhYCZjXT+ftlxCwUZUhL1svx+bYc8ZahcRyiFdUf7cDxJqsnTpxARUUF7rnnHvztb39DaWkpPve5z+GSSy5R/e2pU6cwZcoU9PX1IRqNora2Fu3t7SgtLYXH40F/fz9qamrQ3d2NZDKJmpoanD59Wsq1GRwcxJQpU9DR0QGXy4VJkyaho6MD5eXlCIfD2L9/P0ZGRrB//36cOXMG3d3dOHr0KM6cOYP29nZLPK2Ki4sVuVaVlZU4//zzMXHiRFRXV+Ptb387+vr6mMdUUVGBEydOGDqmeDyOUCgk6eTz+TBx4kR0dnZi4sSJiEQiCIfDUrnf70dZWRm6urpQWVmJcDiM4eFhqTwQCKC4uBg9PT2oqqrCwMAAIpGIVF5cXAy/349QKIRQKGTLecrXMfX19aG6upr7mEKhEIaHhwvqmEJtbfAUFSE++jaf2+NBwuXCUFsburq6mOdpqK0NLr8f8XhceqMv6XZjKBjEsWPHMHHiRESjURw7dkzaZ64TsC1NuHcaZjXT+Xv5ecrsexSDg4PMvlfwCfeFHn8ucYhWZ86cseRebvTz6dSpU8xYHDHztW/fPlx//fXYuHEjrrnmGrz++uv45Cc/iWeffVY6WLtnvk6dOoVrr70Wb731VlbteDwe1NXVqXKs5I8FC9nTyii9vb2oqKjIdxiOwsmasPK67Jz5ytQjbzNfBrcXFDbMfLEeH+rNfLH6lpj5Gkc4RKtlO3fm1FjZ8TNfdXV18Hq9uPrqqwEA//Iv/4LKykq89dZbuPDCC3MSw+7duw0NvNKeVpnrB3q9Xlx88cVj3tPKKH19fY4daOQLp2pC5XXxGsEaqZepB2uB7JqFC9GxaxczYdrNWITZXVJC+vewzFv1TF21cJeUIBEOO+IDBgAzR4iFu7iY1Cpz4AWkkvOfv+EG5ksI8PvJvsXap14sOYUaNFhtcssbB+CMfsczwMomPtZC6sTfU8bKuV7ZwhGjhEmTJuGd73wnXnzxRTQ3N+Ott95CV1dXTvNjrrzySrzvfe/Dvn37JD8rrWR2Vk5aKBRilo1Hqqur8x2C43CqJoc3b059OI7OUrl8PiSiURzevFmapTL7tqMRA9lMPS7ZsAGvrF+fSvweNeGsWbgQl2zYgJ2rVmkvCzJjBkLHj2sHITNd1YLb1FWD0vp6tq1FHmZBIiZfWNIb7JBGqqxZ/NE+xOpbjjG85B00WG1yS1EI65fm+tFiImHu7+Nx0lg514MvRzx2BFJ5X1/5ylfQ29sLr9eLz3/+81gsu1E7IeGeoq2tDfWjr2sLhB5aOFWTZ5cuhbuoSGVSmhgZwRXbt9u2XzN6UDHG0m8PZ9xQ7cI/aRIdh5PIkSYsvKWl+udNIMg1GteFHcn4lj12nDNnDrOsqKgIb3vb2/D5z38eCxYsMB3k9OnTsWXLFtP1nIIVifhjCaGHGqdqkq8Fvs3oQcUYOn6cL3eLMw8lGYuZNnTNNTnNWyN05DXAzSkOyUcSmITj/FB5nrnGlFdBMplk/gwPD+PVV1/FRz/6UfzjH/+wK17HUogeTnYi9FDjVE0aV68GXK6U8WkyiUQ0askC3+07dmDnqlV4dulS7Fy1Cu07dii2H/r4xxXbqTqNq1cjHo1ipKcHI93dGOnpQTwaRePq1ZixfHmqcjJ59gcpk8my2bM1YyubPVsy88ykZuFCyXQ0E29lJaL9/Rjp6pJ+ov39aFy9mmnU6K2sJOMA68bv9zPjCNTXk/VYmrBiLJs9m4yRioPSsXH1aqZePPtjPeIM1NeTMfLGT8VInW+zpp16fYSKn4qDpx6LQH093CUlmmXukhIyDqqv8paxzhurTqC+PnVdpAdt6Z9Ro9pcY2rw9YlPfALFxcWYPn06br75Ztx8882YMWMGiouL8eEPfxiNjY2IxWJ46KGH7IrXsbS3t+c7BEch9FDjVE1qFy9G07p1CEyejMTICAKTJ6Np3bqs1pxMJ1oPnzmjSLTev2mTtD3p9Urb23fsYNZJD8BcGcnF6d9DJ05oxsDanoZlhNmzbx98DINi1qOyw1u2YNqVV2qWTbvySoRPn9YsC58+zTRL9ZaWMo0tI729CDByCAPV1Tj5zDOaZbH+fmYdKsY5a9eqBz4uF+asXYtLNmxATXPz2XKXCzXNzbhkwwYcZjzNOLxlC7k/lv7ujEc3acoaGph1fOXlpI4sI9vhzk40rlyZSuyW4/GgceVKFE+ZolmPtZ3CW1xMnk/KQLZy7lzNssq5c1HW0KBZVtbQwDQuZhHp7YWbkfLjLiqCl3FuvMXFZB+njpuCaWTLmFH3lZdjztq1mLlihTTT5fb7MXPFipznewEmc742bNiA3/3udwoLiMHBQVx++eW49tpr8V//9V+4/PLLAQA7LX5+6vScr87OTscmVOcDoYea8aQJy2oiPjwMTyAAt8+HRCIBt9stWVAAYNpTUGW8a0JaTUGbtupoVdbYyGU5QtlQWIpN55o6bssfm/I+/iyENyEdgpNMVk3NfD3xxBOYMGGCYnHgCRMmoKysDE8++SQCgQCamprQq7MMwVjEk/ntaJwj9FAznjQJB4NwZViuuLxeJCKRs9tHPxxcXi/CwSCzjl6ZUwwcC9q0VUcrUn8nYNO5zulx8/Zjqp5Drg2BGlMJ99FoFCdPnsSXvvQlXHXVVXC5XNi+fTtOnDgh2SwMDw+PS8uF/v5+Xbfn8YTQQ02hasKzsDYr0drt9yPS3a36+7LGRgDQtpNIlx09qrSP8HpRNnOm82a+MvY5Fma+iuvqmPoDwM41axRrJJbNno3mXKaf2HSui+vqMNDaqrQ1cLtTi3GLma+ChOd+ZgemZr7e8573IJlM4qmnnsKtt96KT33qU3jiiScAAEuXLsXw8DD27duHBsZz5rFMTU1NvkNwFEIPNYWoiV4eFgtWEr+b8cUsOjSEKMPfKTo0hEBtrdq3KxZDoLaWK3E+UF+vzuVJ4/GwE30ZuEtK4Gc8UvZXV9P7sgOT8Qfq6sgYKf0zB15AalHqnWvW0EnYFuofqKujE7cJyBi9XrWfVCIBeL1k8rnp8+rxwMswYPZWVLC91FwulM2apVlUNmsW3SYP1Dnj7eOc581sH/FWVnLfz+zA1ODra1/7muRCn37LEQCuvfZa3H777ejr68MXvvAFfOELX7A+UofTrfFtfjwj9FBTiJrITTJdLlcq9yWZTG0nYCXxx3p6NP9+uK2NNPLs2rVLs6xr1y4y4dun9UHo8aS2s0waEwltx3aCRDhMm7ZS+7IBUzd2jJqyEjFS+mcOvNIMHDiABOMFhUQoZKn+kc5Odh2dtqgYBw4e1CwbOHgwtaKBVr1wmMsANMZI14n19tKPD2MxzUejiMXoNnmgzhmv6SzLckbHisZsH0+EQtz3Mzsw9dixpKQEGzduxOc//3m8+eabAIALLrgAU6dOlcpXrFhhfZQFgEO8ah2D0ENNIWoSDgZVbzgZzXmpXbzYsul86bFdRjJ7evslGzZo1gsHg/BPnKgy+bQ8V4zXadymPsHSS4KhoybycjP1iDj09qeLyTgoLI+R95xy9sdwMAhfebn9fTyLGO1ok6ePZ3M/sxqzg0cAwLRp03DppZfi0ksvlQZe451CfKRkJ0IPNYWoSXFdXWpdRhm5MGDNhGWCqGeOSMZPPMoxjctFt2flvgxg1jTS7feTMfLqT9azUJNsTDK5Y+Qpo+DUI2d9nKqXTT/mbJOnjzvlfgaYHHyFw2H83//9H1asWIErrrgCl112mfSTtpgYr5xmeNaMV4QeagpRk8bVqxENh5UmmeGwIQNWLcNUykiSKqOMVAFg/6ZN2L5kCVqam7F9yRLs37TpbPwMk08ec01Wnk/NwoVke7x5aVQZlXPE0ks6Lg0dqRh5jWypejz6S/lZJuOgdOSNkaeMdc70TH+pY+Pt46xYWHgrK7ljtMPklqeP22UozYOpwdf//M//4N5778Xrr7+OEydO4NSpU4qf8YzcfkMg9NCiEDXp2btXnXsRjaa2E7ASW6vmzWOaVkYZBqDR/n5UNjWpHhe4i4pQ2dSE/Zs24ejWrdJjiEQkgqNbt2L/pk2kySdlrlk1b55mWYKxWHfPvn2pt+I0GGhtxbRlyzTzcqYtW0aag1KwYknEYswEYlaMoRMnyBgpKCNSCmp/rDhZOYOhEyeYC6yHjh9nPv6uXbyY7Ful06dr1iudPp2rjGVSCgAdjLy6jl27mP2xat486YtGJvs3bSL7OBULT4yUaS5l9tr16quaZaztaVgmyqw4QidO2GIozYspk9V3vvOd6O/vx5w5c3DeeefBm3HhfPvb37Y8wDRON1nt6upCVVVVvsNwDEIPNYWoyfYlS5jGoUufe45Zj8dklXp1nzK7lNZ2tNDclGWYyktOzTp5cLlQdt55XBqXzphheT3TmuhYJ1AGuLzxAzBdxktBG/gC9qyfabauy4VlL7zAty9OLFtY2+VyYerUqfj1r38Nt5srXWzMMjg4WHAfrHYi9FBTiJrwGoeyElsTkQi8ozOA6e99RhJeqURZO8xNrf5Ac1KiryajCdo8GttRjyd+CjviN7uvbChoA18gt4n6Vv29zZgaQV199dUYGBhAiPFq7nhmCsd6XmMZoYeaQtREL9GatRB2cV0dYkNDiPT2YqS7G5HeXsSGhuD2+6WEV/fooyojCa+s9orr6s7GmJHjYUcSNi/FdXWIZOTlRPr785Loq4nLxa1xcV0dIt3dymPr7jZUz7LkZ6PJ2az4e3uV8ff26sbPU8aLHX08p+QyUd+qv7cZU4OvQCCAUCiE6667Dt/61rdwzz33KH7GMx0dHfkOwVEIPdQUoiYzli8/O72f/nG5MGP5ctKwsGr+fCRGRpCMx4FkEsl4HImREVQtWCAlvMZjMWXCK2G2yGxv/nyUMvJJShsaSANN3YR1jeNm4vGQ7VEmpdRxk0aeFGZNPt1uUmNy5qirS7Ms3NVFnhsrk5/1TGKpOCgj1QTDayoRjeq3aQadQVTVggXs7ZRJKa+BqRZ6gxeqHzMW3WZt192ny2XaKJbbWNYmTPWQhx56CC6XC8FgEFs0Elk//elPWxZYoeFy2Kg63wg91BSiJnPWrgUAHN+2DYlIBG6/HzOWL8ectWuxc9UqybAQAFw+HxLRqGRY6AkEkIhEkEwk4HK74fb7MdzejqZ163B482aE2toQqK8/u7wHYbbYtXu3Zntdu3ezE60ZSdtAynCR+cEaDjOP++jWrdqzGImEenCVJhYjTUq5zEFZ+0qjZ2yp8feUxhSsJPhYTw/zKUmotVVKcrZiqZdIZyfcHg8SGsft9niYfSHU2srsBwMHD5KPy8g2zT4O1Pn74fZ2VX5X+noiTUpZ8fM8rtSZvXMD0LJgdQNIMFavYG3X3WcyadoolttY1iZMDs8L0ygyF0yaNCnfITgKoYeaQtVkztq10mBEjl7Ojqe4GF7ZDE3a+DFtvjo0NIQS+QwOcaMNB4PM9gyZZHIYaGod99Ff/IJZx/I4wGkAygmlMS968XMb8fJqbKHZa67PjXfCBLhcLiSTSelfRy4snwM90m3b+vc2Y+qx44EDB8if8UwhPlKyE6GHmrGmCZWzYySfR6UH8YiBao/KS7Pc5JPTiNQWk1KLscOAMlfx62lsh9lrvs5NYvQRqW1GqpzkUg8A4yvnS8CmXMeTZ7wh9FBjVhNWMrvVdfTqUQamrJydxtWrEY9GMdLTg5Huboz09CAejaJx9WqpvTc+9CFFe5TZItUeZZLJa6AJADvXrEFLc7P0s3PNGm4jUjtMSnkMa1kfQN7KypRZ5+Cg0qxzcDB1nqlFtzkNTClYuXpSXpFJjbn7AZHHRLXJ0oSlo57JsNxINTb6ckA2ZsFls2ezNWb0kWzManni8FZWkmWs42bVSf897z3SanQfO95zzz2ora3FBz7wAd2k+vGc8xU3m2MxxhF6qDGjSTqZHcmkIpkdAPMxDU8dvXo9e/cq8pzSBqbA2XwwrZyd9h07zua4jSaru1wunGxpQceLL2q2p4dWewBQ2dSE40VFSIyMSH+bNslkmax27dmDqnnzoDUXWTp9OnauWaNaMHrgwAFE6+vh8noVM0RpY1A941kWlDlo48qVzGM7+cwzmvXCp0/jiiefVB1D2ezZCFRXo2PnTlWdyrlzcbKlRTPx/GRLC8rOP19zAe2y888HAM1F0X3l5UwjTNb2NMVTpmBAI5fMPWpXotUey5i1fccOpmFt1549aFy5Ep1//avmOR3u7NQ+7oYG8thqFy/WfETtLS9n5shRJsOUWXCgulqzDKD7lr+ighkLK46yhgbNc13W0EBeh1179jDb9RYXa8bhLS6Gr7xcsx8UT5nCNJBlUTp9Ovc90g50TVZnz56Nd7zjHdi6dStmz55NJg3v37/f8gDTON1k9dixYzjnnHPyHYZjEHqoMaMJy6Q0MHkymh95xLI6evUok0kek9XowID6zcG0WSQrQVjHABQAl1knr3Glr7zcUkNOal+85qzLNAZYANCyaBFT43RMmmW8+TKEuSZleNnS3GzNfgzAbYBLHJvb57PUZJXEDgNTjn1R12hejIRNGupS90heLDNZBUTCPYva2tp8h+AohB5qzGjCY0DJa1pph4Epq03Wh4Fe4rPesfEcN++xaS2JY5chp+XmrDzJ2dnc83OVDJ5Fe9waE8eWU/PTXCbc67wU42QjYcuNfbNEd/AlT6Qf70n1FO3t7WKmR4bQQ40ZTYrr6jB85gxcsm9oesnPenX2b9qkaRlB1ZNmczKQm6xqPXYsrqtD6ORJJKNRybbA5fMxvznrzXzpHdvA0aNK+wWvF2UzZxqb+crYp95sVKS7W7WtrLHxrFYa7QHg2ldxXV3qcZr8caDbjbKGBr7ZBGqWBMjpzBfA7pOW7ccAVN/KeuYrF5MVDpn5Yl3zpdOm5WfmS+Na47mv2oWphPsnnngCOzSS04LBIN566y3LgipEfLKTKRB6aGFGEx4DSqoOtfg0Vc9qk9WyWbOY7ZXNmqV5XGWzZpExUgamVKIvZVzJTJhmpF1Eh4bI9kiTTCKZnTIApZKRWbCMJr0VFaT+VKI1ZQRLJYNTfVLXRFYjft6XAqi+RR0bpSXLgJV64YHXLDXAGDiwtivaNYOeESxh0ktCGalymCSzsNrYN1tMDb7Wr1+Pe++9V7X985//PN773vdaFlQhMnHixHyH4CiEHmrMaFK7eDGa1q1DYPJkJEZGEJg8GU3r1pFJoVSd49u2nc21Sv8kkzi+bRtZb87atZi5YoU0e+P2+zFzxQrMWbs2ZaaaTJmsuka/7SOZxOHNmyXDTpfHk0qO93jgCQSAWIzZHmIxzUd6iMXIGCkD0+aHHlINwMpmz0bzQw9JxpVy0saVvpIS9Ye5x8OcSRhuayPbo8rcjEGD2+NJGX1qMHDwIK548knVh5O3shJXPPmkZh2AbTQZ6+0l9Wfp4SspQSIc1mwzEQ7jkg0bUNPcfPYD1uVCTXMzLtmwgeyTrDbJ42K90BKPk/FTfYs6NkpLpsEv67F7KESbpRJGvBFG4jlru6JdM1Cmrckk85rXM+klH98yTHoToZDpPpI29jV7X7UL0zlfWgwNDY37XLDOzk6UlpbmOwzHIPRQY1YTHgNKVh29fCRqX1abrKbby3wBIRwMwldernipR27yqXtsDHPH5oce0jwuuXGl1v78EyeqyrQeORptj1XGZU45er+lBlpUPa3tevpr6WHE5POSDRs0iy1dLFrn8yccDLLjB9H/OXPkWOdUwglmr2Y/sw1onGuTXhKrjX0txtDg6yMf+Yj0/8OHDyt+HxoawptvvjnufZ3ETI8SoYeafGrCyi3KxgBRL39CL7ciUw/efAzeY+OJ3+r29PLqqDw4LnRydnjiHzhyhCtG6rwxj5uFTn4Td64PZ46clPNlEN1zTRwbqSMVg9mcsCw05s35srKPOG0RckOPHXft2oXdo1OHg4OD2LVrl/Szd9Tb5qKLLrIvygIgksu3WwoAoYeafGpC5W7xomeyyip7/oYb0NLcjJevvhotzc14/oYbpPaYJp9gm73qGXlSJrGs/bHiZ+UOSUaY4bCyvXBYai9tkimVjZpkZmME+8r69WhZtChlBLtoEV5Zv176G60yPSNbMn5GGW+MPMdNGWgaNSnN1B9gG29Sx8ZjuCvFaPJc8xrxWm1SSuXAURqTi85zGrey4pfaY9wPnIKhma/5owlzu3fvxoQJEzBnzhyprLi4GI2NjbjlllvsibBACJt8/jzWEXqoyacm1ALZvBhZGDmzbP+mTSqTxuG2Njx/ww0oa2hgmnxSZq+UuWM6qVurXujECeb+0o/KMuMHgD3//d/K/CKPB40rV6ZMVjPzaKJR9OzdyzSZPLxlC2mkyqo33NmJV9avVxqmJpPo2LlTGtxolZXNnk2bxDLiT/9fq6x0+nSmWS0VY+n06ZrHBoBpmCrXKHNflOlmesDN2s4y3rxkw4bUMaSNgV0u1CxciEs2bED7jh1Mc9Z/btyoub/Q8eNwM841AKaOZg1F00y78kpNs9dpV17J7FssjQGg6qKLNE16qy66iNSYqsc61wB9bVc2NWnqz4Iyes0HuiarcuSGq7nG6SarIyMjjowrXwg91AhNdMwzOUwr9YwTKeNT6jEPywCU15DWqJFqEoBL1iav1UF631pYbRJLlVEaU+dU95EdTx0GlMkqrzkxdd549KeOjTILBvjMfTXJxo6E0w6DOjcANK8b1koBANt82C4sM1kVPl9shK+VEqGHGqGJDtRbT0RytuUmscSHgd2GtIl4HB6PJ2uTT4pcmcTqaWxlwn02pqZ2mBNTWKk/VZ6Nua8mOi8ZcNU1kMRvxFxZft0UCqYjPXToEJ555hmcOXNGsVady+XCt771LUuDKyT8DkvmyzdCDzW50MQy00oL9qdlwEpiZOYrg7RxIsuIlDI+1Utm14qflTysZ7Kqa6QqM4mNAYZMYnlnvmJDQ5pGmLwmsVJZBoZnvkzqpXVs2cx86SXjU0bCrL5AnbdIf7+mITBv/6HMggE+c19N8jDzRRm3AtC8bgoFUz5fL774Iq6//nrce++92LZtG5544gk88cQT+O1vf4vf/va3dsVYEJSVleU7BEch9FBjtyaUaWWu98cyYGUl8wbq6/UTmFkvDBBGpH7GosP+6mrSnJIVf7irS7OOnskqlVRMmcSSBpSEySfr2NwlJUwjTCp+lmloaUMDeW4ojan9MY1iGZ5oehpTJqXUyyGUkXB0aEizyejQENsA1OVinmtKDyphnTo3ZP9nGQkzcBcX04auvEawhDkuZdzKum5YWrFeWsgXpgZf9913H2KxGEpKSpBMJuH1euHz+VBcXIx6kydyrNHFuCmPV4QeauzWhDKtzPX+WAasxVVVqpt+oL4elz7+OGnISZm9Ukakw4xHQMPBIGlOyYo/1tOj3Z6OySpl8kmZxFKPayiTT9axJcJhphEmFT/LNDTU2kqeG0pjan/FVVXqgafLBbfHw6UxZWBKGW9SRsKZL46kGW5rQ6nJz8OuXbtIPSizV+rcUP2faSTMIDE0RBu6EhqT9QhzXMq4lXXdIBZjGis7CVMJ9/Pnz0c8Hsfzzz+Pd77znXjHO96BjRs34vrrr8cPfvADLGR8c7UCpyfc9/f3j3uvMzlCDzV2ayIls2sYO9qRaErtz1taCndRkcrUMjEygiu2bwdgnR5kEr8RTMRPmaxSxwyAWRZLu3izDDmzQaNN/6RJlsZI9S3ePiKPJZFMwu1ySfpnFb8GVPzPLl3K1aZu/zGpB7UvCZP9h6eP8+7L6hiz6ZO5hEq4NzXzFQ6HMXPmTEycOBFutxvRaBTTpk1DbW0t7rrrLkuDLjSEtYISoYcauzVhmQjaZS5I7a+4rk5lSpppammZHsSjOaqMJ34K6pipMu7zxnFscLlyGiNvH1GUjX6gJmMxuP1+rvjJPkJgpB+bqcfan+41w9mPqXo8fZx3X7z9x5brxiGYGnyVlZVhaPQ5d3l5OQ4fPoynn34ax44dw7Fjx2wJsFAYHh7OdwiOQuihxqwmLONHFnYYqeruD9A0MzSygK1ZPVhmqVYbYVLxZ2OyGo9GMdLTg5Huboz09CAejeouXs5jkkkdW83ChVxGqnpGtiyoY9M1dR01wI329EgGuDOWL2fqSJnm6hnBsq41qh/zmLpKcTD6HOvYePuxnqmu2T7Ouy+qHq85Lm+fdAqmBl/Tpk1DMBjE8PAw5s6di5GREXzxi19EJBLBzJkzbQqxMKitrc13CI5C6KHGjCZUoi8LKvfGDiqbmlSvgacNEI0sYGtGD96XCVhGnqXTp3PFf+njjzPzSfRMSqVHJ6MfEunfqfNWOXeuZvyVc+di2rJlmrYF05YtSxnIajDQ2sqMUddklQPq2Kj9nWxp0XyJomvPHqaOrDonW1rIfkBda1Q/bly5UjNnqnHlShzeskVzfwOtrcw+Jz+WzGOj4qeg+gjr2HycqQBUziYFpSPLrJa1vZAwlfP1u9/9Dv/4xz+wcuVKDA4O4qMf/Sj6+/tRUlKCe+65B+9+97ttC9TpOV+ZiwSPd4QeasxoQhk4UsaPuSTbGM3osX3JEsuNPClzVh6NqRiN7itTk5ZFi5jHVnbeeWyTT9Z6i7L6mTECfEaqS597jr0fAq5zCrZJKbXGpB39wGqTVQBcBr4A+9zwHBuVQ0kZulL9gPfaoHTkjSWXWGayet111+G6666Tft+xYwdaW1tRXV2NBx980NbBl9MJBAL5DsFRCD3UmNGE18Axl2Qboxk9eM1Sec1ZebBiXypNiLcdyTZNJuzbYqTKuU+9NlkmpZRWdvQDq01WATDb4zVSzWUf563HG6OVJr35wPDga+/evXjllVcwbdo0XH755QCAUCiEX//619i2bRui0Shuv/122wJ1Opmj2vGO0EONGU30jB+dgJ4BIsucUqqvoQerDssUMhsjz0xzUwCS4SWFboyMfVFasdYPpMwpqfh1Z740YgT4jFR54TqnYJuUGpr54jg3pMkqS39ixoZlcguAy8AXYJ83vfuIlkkyhZ6hK8t0We/aYMVoaOZLY3shYCjn609/+hNWrFiBu+66C5/5zGdw55134uWXX8aVV16JrVu3IlIgI0076WH4/4xXhB5qzGhiJGE931AGiEZy1jL1oOpQidtUoi9pfEqZmzKgYqT2RWklLT6d/mBKnl18mjo2Kv6yWbO0D4DxwVTa0MBtpMoLzzn1VlYyj5m3H/D2Y0p/VtI6ZXJLmbZS54Y6Nuo+wsqjZJmUBurryTiovEyqHhUjZS6b6xeMrMbQ4OsnP/kJYrEYkskkkskktm7divXr12NwcBDJZBIXXnghfvSjH9kdq6OpqqrKdwiOQuihxowmRhLW8w1lgEiZU6bJ1IOqQyVuU4m+lHElaW7KgDTdpPZFaNXx4oua++p48UXy2Mj4YzHNx1ssI8xQayu3kSovPOc0wfC76tq1i78fcPZjSn+mgWksxja5JUxbSSNV4tio+wjLJDkRDjPNaqk4KNNlqh4VI8ustrS+PucvGFmNoYT7+fPnIxwO44477kAymcTXv/51JBIJnHvuubj99ttzkuvl9IT7YDCIOgc9Eso3Qg81Y00TyoASYBtepk1WM/Wg2kvXsTJGHpNG3mOmyngNQHkMTCmTTwmHmVbK+wmvkbCt582k/iyTWF4jVSOGxlpQWurGaLL/UGW8501+bE69t2Ztsjo4OIjzzz8fy5cvxwc+8AFccMEFAID7779/XCfZyxGPXpUIPdSMNU14TUXTZOrBa2jJGyOPSSPvMdthAMplEkuYfDrVtFLeT+ww67TDHJdVjzKJpcjW0NhMm5QRLxUHbxmF0WMrxHurocFXMpmEy+VCMBhEm2xq1Ov1oq2tTfoZzwhfKyVCDzVmNTFrsmoXPAaUlIFmur1DH/+4qj1WHT1YBqxUjDw5I3rHTBqAMo5NzwD0lfXr0bJoEVqam9GyaBFeWb8egL7JrZbhKGXymQ/TSqqPa/UTvXNG9VXK0JU6p2T/IfTXqjdj+XJmHJTZqO65Jq4bs/2HMuKl4uAto2I0emxvfOhDinqs+4GTMPy24/79+7FkyRLFNvnvLpcLb7zxhnWRFRjt7e3C10qG0EONGU3Sib5IJhWJvgBymvdlJA6tN8H2b9qkaaB5sqUFvf/8ZyrZ2OtVtEeZblLHnE70Td/Q04m+AKT8D60Y021qvZ3Fgjrm9h07lCaZLpf0O3Vs05YtQ+df/6r4hp82wpSS8dPIkvFZhE6cSJmsapmUvvqqZp2uPXvQuHIljhcVSY/bAKUBqNVQfQuAVCbvJ03r1gErVmieM6o9Sn+qj6RhlbH0YvUTKo6qefMwcOCASqeqefNIHfXMas32H8qI9+Qzz2jWOfnMM5h25ZXMNiubmphaUX28dPp008f2/A03pBYUJ+4HTsBQztdsxohc0ZDLhf3791sSlBZOz/k6c+YMJo8a5QmEHlqY0cQpJqu8cbBMFeFywVdWlnr1P5GA2+02ZCTJa+CYS7NFSivq2OQmk5maUPYJ6TZMlRGUNTbmtM9RegFgasKKhVd/3j7Cc21QfRXgM7mlyigblvTfMdFqj3i8R5mekkaqnOa4lB0JK/5cm69mbbL6/ve/35bAxhL+AvEWyRVCDzVmNHGKyarVBohIJs++hTd6c8zGSJIqz7XZIqWVYZPJDE2YHy7Uh47JQVeaXPc5vf0xNeFoz44+wqMXr1mq1WU8fcQ2I1Wij1t53pxmvmpo8PXtb3/b7jgKnr6+PlRUVOQ7DMcg9FBjRhM948dcwWv2yvyW7HKdNZmMx+HyeKTjkmYnNNri2ZeRRHHKCJZlGEmZbrK0okwyFec6Q5NcznzZ1edYOur1LZaBKWl62tqqfNzqdqOsoUG3b1H9gMdklYVeX+U1uWXVy2rmS6s9IzNfen08o2/xmuPqznxpxOckTC2sLWBTXV2d7xAchdBDjRlNKOPHXMJr9spKjC6bNevscQGK4+I1TeStRxlosgwjX1m/nlmH0sqwyWeGJqTJKmMAHKirY5ap/JtGKZs925Y+RxlvUnqxDEzh9bLNe71ezTw3eL1kH6H6Aa/JKgsqDqqP8NZjme2WzZrFZcRLmZ7yGtl6GV9IvRUVXMfmrawsCPNVMfiyiL6+vnyH4CiEHmrMaEIZP+YSXrNXlgEiZTLJa5rIW48y0GQZRqaXANKqQ2nFa/JJGYdGOjs1jyvS2cksc3s8qrfqymbPRvNDD9nS5yjjTUovloHpwMGDTP0HDh5k1qH6CNUPeE1WWVBxUH2Etx7TbDcW4zLipUxPeft4rLdXs81Yby/XsRVXVRWE+aqhhHsn4PSE+2PHjom3+2QIPdSY0cQOw1EnID+ueDwOj8eTt+PiNWBlGVBS8Rs1+TSjCWWSKWGRgSzvueE1Rc3KAFQDOwxYeUx6KYzqn3kfsdpAljLipQxdefald96M7i/f9xIWWZusCvQRvlZKhB5qzGhih+GoE5Afl3v0EVi+jovHQJMyoOTdF68mVpta2tHneM01ufTnNKu1w2SVB6P6Z95HrDaQpYx4c20ybMd14xTE4Msi2tvb8x2CoxB6qDGjCW+uVa6NWc3uT25EGunqUhiRZrMvnuOmTFFZOTY1Cxcy61BxsExPJQPW0bJIRhkA7FyzJmU+Ofqzc80aAHT+EI9hKqUHwGdcqRcHSy/SAJSho55ZLe+54TFZpaAMgSlD0XT8f7nmGlMGsmbLKCNeXq14TYaNGhdHMtp0ikE1hWGTVQFNaWlpvkNwFEIPNWY0ocw8WeTamJV3f66Mb7qZv5vdFwDu42aZoqbzQzLf0qtsakJ32qg0ow4V48mWFs1k8JMtLdL/tcoOb9miMt4cOHAAO9esQfNDD2nGOGftWm5Hb5YeRoxstejas4e5Xe+caqF6mxGQtKLMannPzSUbNgAwb7LKgtIRANNQFJD1cb/fsIGsXptaZenj0DouXq1YpstSHARmjYvlRs75NKjWQ+R8WURPTw8qKyvzHYZjEHqosVuTXBuz8uxPXieRTMI9+k1ZL0ajhpxG47AifjNxcFtGELdnKq+Ix3jWDpNSKXdLA8rUlbU/Ji4Xys47z/Jzs+yFF5i7zKXJqsKIN+O6oc4N1SarDK6zRshWaUUdN2WHQZ1TZh8h4s+lQTUgcr5yQn9/f75DcBRCDzV2axIOBjXf/rHTJNPs/uR1kqPfoI3ESO2L97izjd9UHKyBg+yxjmYZJzzmlFT8dpmUmt0fk2TSnnPDGT8LSkc9k1LWdcPbpiEj5FGy1YrsP0SbXH2Eit9BiMeOFlFTU5PvEByF0EONVZrwmHzatT+zppyZxpQxQGFMSRlyUoaWVBy8Jp9a9XiNQe2Y+QLY54bHeJY6n5RJLC88+2MympxN9QOWAaveubHyeqOMSAG2WWrmscVNnBuzZQojZBOGqBTUcVMzX1x9hIgfYN8Pco2Y+bKI7vTruQIAQg8trNCEMn3kTdLn3R+PKSdlTEkZclL1qDh4TT5Z9QK1taaNQQO1taQhKmUySZlaUueGx3iW0pEyu6TI9BSTb+fZH8sk1ltRQfdHwoCVMiK1+norbWhgbqfKqGMj6xHnjVXPW1HB3JfeSw0sqBipa4OnjwTq6rjuB7lGDL4sokBS53KG0EONFZpQpo+8hqi8++Mx5aSMKSlDTqoeFQevySerXteuXaaNQbt27SINUSmTyUQ4rFmWCIfJc8NjPEvpSJpdEjQ/9BCXqStrfxhdBUBLK6o9yoCVMiK1+noLtbYyt1Nl1LFR9ajzxqoX6+3lMv2loGKkrg2ePhLp7OS6H+Qa8djRIsRjNiVCDzVWaKK3mG/t4sWWvtGjtz9PcTG8stmZ5GieBgvpUVhGkqzhBYI16oWDQWYcerlKLL2oerp1qGMzcdzkI7fR46POzZy1a009TqF0BADvhAkqs0sjeTTptzJ595cE4Boti7Bmj0frMdvTySvylZczj83K6423j8iPTa6Hoo8z6rHOG6sekknyvOgNtOw6bq1YWH3EP2kS1/0gl4iZL4s4ffp0vkNwFEIPNVZokmvzVW7jRAa8xqBUmR1GmDz1uE1PKXNQTgNKHqw+11btL5Fe8zLzka4cPT0sMPJUtcmBFX1crodeH8+lkTCFHdc2SxO3358zY9xsEIMvi5gwYUK+Q3AUQg81VmhiR16X3v4ok0MqFi0zScqYkrdM1wjTZO5Tul1WvVfWr0fLokUp09NFi/DK+vVn61DxM9qj8mj0DCjN6g/QZqPUueY1YKX2Z8SUM9bbKxlosnLI9PTQ05EyIuU9bmb/p4xxGWXyOGK9vWpDYEa/o46NMhKmzF5Z/Z8619lc20b6pFyT9HFZeT+wA/HYUSAoIHjMV7OFZXJIxcIyk6xZuJBp4GjEcFELKg7JDNPk200sk9XQiRPokPtrJZPo2LkTr6xfj2nLljFNN6k45B9emVDGoTz6h06cYBpQAuxzTZVRxqGVTU26BrhmTDmr5s1DoLpaWuA8PViQPwrTaq9n7150aOhbOn06aVJa2dTEddwANMtmrliBmStWkP1Rq6x9xw7wmBNTx8bq4wCUfVxW52RLC9n/zZrmAqk+QpnVGuqTst8rm5pQ2dRk6f3ADoTJqkWIhaSVCD3UFKImvMatLFNFuQFiejHcbM0iKZNPq2lZtEg7f0jHEJLSyo42jeif2R7ANiKlyqjzJjcHtSJ+3vNthbmpmeOm2uSJX34d2n3d5NIQVU9jwFifzNQk12aqLCiTVTHzZRFTpkzJdwiOQuihphA10UvqZmHEADG9GG42Rp45T5TVSdzm0cqONnkNKKl9scr0zEGtjJ/3fPP2LSr+XPZXeRx2Xzdc2uv01Wz6iJGyTE0KATH4soiOjg5Mnz4932E4BqHHWdImjaG2NpTW1xt+TMgyd2RttwMeI9I5a9cyTT4VBojxOFwejyVmkbya7FyzRrF2YtoGgUk6X0Rju57JJzNGnTYp/XVNVjPbHU2mZrVHxc+KgzpvevG/sn695iNEPTNSFmb1MGtuqmnymYGR/mo2frmOidFZHpX+HHFoXb+UQW/WhqgabepdN4bKMu4lhYBIuLcII8/fxxNCjxRyk0aXbEHcdCKqkXry/In9mzYxTR/tgMeIlEosLps166wBImDYyJMqo4wwKTIHXsDZRatZUIaclCEkFSNvUj3VppuxiLu7uJjZHhU/FQd1bqh6r6xfn8ofSn+Yy/KH/NXVmm2ytgM6hsCcfYvShEre5jGlNWzoChhOIqfiYF2/pQ0NzPZ4+z8ZI2WkarQMyntJISAGXxYxadKkfIfgKIQeKeQmjR63W2HSaLSe3NwxbRKoZfpoBzxGpMe3bWOafCIW4zLypMooI0yKzIGX3nYApCEnZQhJxUgZV1L6U23Geno0w08MDbFNYon4qTioc0PV63jxRc0YO158EcOMR0es7QBtCMzbtyhNKCNbHlNao4auGM1rSuvIGwfr+g21trINejn7PxUjVY+3rBAQjx0toqOjo+CSqe1E6JFCns+QSCTg8XgML/qsleuQiETgzbCssDvPgceIFNA2+Xx26VLJNDGdJGvUyJMq48q14kDPkJMyhKRiTL+tp/VSBkt/3nwqqj0qfqoedW6YRqRErhsTokxPD96+RWnCMrLV04Qn/rSOWn2EJw7q+qXa4+3/VJtUPSNlWvcSpyNmviyivLw83yE4CqFHCrkRoMudutyMGBayzAUpA8Fcw2NYSOnBa3aZS+NZu2M0c93k0mTVljhYqQnpWRgzdXTiyHXf4qmX6z6S7fWb2Z4dWhktM3NvdQpi8GURccaaY+MVoUcKRa5GImHYFJVlLkgZCGYDZRbJgjJHBLTNGBtXr0Z0cDBl3Njdnfp3cFBlrGnG7JKqR0Et+szCrhjTWv31mmsMG1dS+6OOjXWueU1b9YxIWfCay7LgNYnVO6fUeePRhGVSqqc/1UcoTXgMR6k+x6sVz3HL7xdSmxr3C+leMro/VvwA+3rKNeKxo0WEQiFUE8mg4w2hRwq5kaTZtx21zAUpA0FeKLNIXvNBKZk6zWgydc++fUAiofzjRAInW1pQOn06l9klZSRJ6dL80EOm33bkNeSk6mVjXMnaH+vYqubN0z3XZkxbAZDHTXHJhg3Mtx33b9rENEWl4DGJpc5N+v9aZT1795rW5PCWLcqcQtm5Tj961tKfdT3J62nBY0BMGePyakX1cb3jNnu/ONnSQhoJ65n+5gphsmoRIyMjjowrXwg91JjRhNfclAdeQ0suM0YWownGVptdWm3ASh0zb4y8xpUA24CS1UfsONe8RqoUPHFS1wzAZxILsE1KqTKWJtH+fu0Ddrmw7IUXmHpQRrxUPR4oHXm1ovo473Gz7hdw8RkJ22HMSpmsiseOFtFOvMUyHhF6qDGjSTgYJM0wrYTX0JKsZ/Y7XTKpa8TI0sNqQ04KW2IkEs+pNnn6iB3n2o6+yhMnr1bUvnjLWPtjone98LycwIkdWnHHT9TjMRLO5X1VD/HY0SJ8spG0QOihhRlN9MwprYQyVTRUL+MGmfXMl8Z+KD30zFkpKHNWrTLqmHlNJvWMKweOHgXkScdeL8pmzgRAG1CS8WvEQenBe9x6GrOg4qSMSCmtdPsPQxOeMlZ/ZTI6e8NjxAuwzY55yOZaM30/0IufOG7W/QIu2kg4V/dVPcTMl0VMnDgx3yE4CqGHGjOa6CXfWgmVeEtBGkmaHHwH6urIOHhNPikoU0tWGcvks7ShgdtkkkouD9TWKgcTABCLIVBby2XqWrVgAZlkzWVSymkuS8HSq2rBAmZ7lFa8iee8Zaz9uWWWCXK8FRWkVt6KCmY9yuyYB95rjSrjjZ8ydWXpX7NwIZnAn6v7qh5i5ssiOjs7UcpwlR6PCD3UmNGESpS1mvQ3ZLPfnNMGjvJvn5KRpMlHfpHOTkNxaOlxePNmdhwEclNLAKmlW6LRs+asGmUsk89Qa6tkIJuIRKQZILffj67du6V8EtaxsRLPty9Zorm/rl27MNzeztxf1+7d2vG3t2PmihWacexctYrUg6UxTxxp41AWrL5AtRc6fpypFZXUzUo8l/c73rLM/e25/XbNGGO9vWR/jPX2MuspzFLTJM+aHZuFuvfoXWusMt74S2fMgMvrVcwapk1dqfuF3mxrrpZnoxAJ9xbR29uLCsbofjwi9FAz1jR5dulSuIuKVIaLiZERxEIhunJmkiyAZfK3oSyK44rt27nqAdAsi3R3M+P3lpZyxSEns4+0NDdz7Y8VPxULjx7ZlPFoYqjPWdi3rEY6nxpQ51P3egJycty8fYQ3fqPXlFPvrSLhPgdEbEjuLWSEHmrGmiZWmnwayc+yOg4ec0eWyWc6zydbPTL7CGWEabXhpZNMSuXINbHaNDTnsCw4RvP7mFoR9XJ53NznmjN+o/2nEO+tjnvseM899+BHP/oRnnzySVxwwQX5Dscw4XA43yE4CqGHmlxowpPczFuvcfVq7P3Od5CIRs8+GnCdXXR7uK1NVcddUoLE0JAqiTadX8Ybx55vfAOQv8bv86FJZu6o9UhPr55WWc3ChcrFoGXxVzY14fU770R0cFDal7uoyFQ+SWYfmbF8ucJLCoCUV1TZ1ETGz4qF0oOKnypj9QO9ekZeeJD741Ex9uzdi6O/+AWzb7GOG1Avsq7n95aGSnTX2p/UfzKoWbgQ05YtYx6byidLVq90+nTu4zZ7XNQ1DwB7vvY1pS+X242m227jjl/vmmLFyXsfzCWOGnzt27cPr732GqZOnZrvUExTW1ub7xAchdBDjd2apBN2kTRnIMhbT8/A8fkbblAMwAL19ahdvDh1o7UwDl4DU8rUNf3/zLLhzk5mHABt8mmEzD5C5bXs37TJtOErZfI5bdkyLpNSqh+079jBrEedb+CsGaYnEJDKpl51FbO9yqYmHC8qkh6BAanHYJVNTaRJ6XBnp2ox9YEDB7BzzRpyAEYZz4ZOnNDcX01zM2qamzUHQ5RW05YtQ+df/6rKfZq2bBkAcB03awBmxHTZrCEqb/wAu9+x4gydOME0WXXSAMwxOV+RSAQrV67E9773PXzkIx/Bfffdp5j5cnrOl9Zip+MZoYcauzXhNWZ1iqErr1knl9krYdJIGUbK61sVvxwzfYRHS8rk02pDV4Df+FRell40ORGNIj48DE8gYLq9gSNHmP1Ac/soVM4Ub79jmYoa1UquRzbHzYqD14iXMkTl7VtUGcvwFS62yaodRqoUVM6XY2a+fvjDH+Laa6/FtFFvGBanTp3ClClT0NfXh2g0itraWrS3t6O0tBQejwf9/f2oqalBd3c3kskkampqcPr0aUyYMAEAMDg4iClTpqCjowMulwuTJk1CR0cHysvLEY/HEQqFpDZ9Ph8mTpyIzs5OTJw4EZFIBOFwWCr3+/0oKytDV1cXEokETp8+jeHhYak8EAiguLgYPT09qKqqwsDAACKRiFReXFwMv9+Pvr4+VFdXO+6YKisrEQ6HuY5pcHAQoVBoTB2TFedpeHjYtmMKtbXBEwggHo+nvh26XEi4XBgKBhEMBpnHNBQMAj4fkvE43B4PEvE44HZjKBjEsWPHLD1PlBFjqK0NnqKiVPxuN5BMIuFyITwaB+s8cRmHJmlTV7MkIhEMBYNwjX44pnVMynQ00vfC4TCOHTtmqO9R8Q8Fg4DXK81EJJNq48lMPcLBIJJeL5KJBNwuFxKJBODxYKitDUlA6ltwuVLlo32Luu9RfSuZTKbOdyKR+nD3eFJtpmdLfT64kkkkk8lUn/B6U7N/JSVIJBJIyuqE2tpSfd7rlWwH0sccamtjD7B05h5GRkaY9wjefjc0NKR5PQ21taWOGUjp5HLB5fGkjg2Ay++X1syNy/pWcnSGR0sT6rhPnz5t+nqS983M+x61r3R/NNu3kEwyNaFMVhMuF1zJJBKjfSHdD86cOZPTz9xTp04xu4IjZr727NmDu+++G4888ghcLheWLFlScDNfg4OD0okRCD20MKuJWePEbGa+WCaZ2XxT1Mq7eP2OO8jZGpZJpq0zXxlQBposrJr5MtNHnDTzxcqxsWLmK5lMwjXqzRQfHgbcbqaha15mvjKwa+aLMrJllenNfJm9RrOZ+RpobVXlg5U1NHAfGzXz5S4qsvx+xoPj33bcvXs3jhw5gssuuwxLlixBe3s7brnlFux0yOvBRujq6sp3CI5C6KHGjCY8xom8BoKUSSYvPCaflEkmBWV2SZk08hhGeisrmXWsMHA000esNvmk4qfKKHNQ3jblZfF4XCqrWrCA2Vep9kgj2/p6zTLW9jRU/6H2x4I0NyWuUaqM6v881ygFecyyWViJRALwermPjdX/y2bNsvx+ZgeOGHx9/OMfx86dO/Hcc8/hueeeQ21tLX7yk5+gmfBEcRqVjJvyeEXoocaMJgrjwfRPMmU8yKJ28WI0rVuHwOTJSIyMIDB5MprWrdNNMu3avRueQAAuj0ea1vcEAilDS07khpGu0VkmJJOSyWd6dsnt92PmihWYs3Ytunbt0o6PsT3NnLVrmW0iFtNeYy8Wk0xi5ciNQ7XKEqEQsw6v/nLM9BHquFmxJBhv3MZ6e8n4qTLWuU4bqfK0KS9DLCaVpQ1dtfoq1d4lGzagprn57CyJy4Wa5mZcsmEDfCUlgMejFMTjSW0noPoPtT8WVPzUNUpev0T/57lGKahjHjh4ULPOwMGD3MfG6v9ps2Mr72d24IjHjpkU4mPH06dPY8qUKfkOwzEIPdSY0YQy18ylcaJRI0yeNjP1sOOYrTYOjXR3wz9pkqVaybH7uqFMPnNtcmsUuSb56qtW1ss2xkQiAbfbnVU/tsoA1yi85rJGY7S7j/Di+MeOmTz33HMF5fEFAMPDw/kOwVEIPdSY0cQpxol2tpmphx3HbLU5qNvvt1wrObZfN/KBrZHtBrCj/8iRa5KvvmplvWxjTM+XOMEA1zBEv7MiRrv7iB04cvBViAhfKyVCDzVmNOFd7JoHvVyl9h07sHPVKjy7dCl2rlqluyiyXpv7N23C9iVL8MaHPoTtS5ZIeWzSscmPWb6d89ji0ShGenow0t2NkZ4exKNRUzlH8rL0eeHJ66J0TJcd+vjHDWsMQNKypblZoSULvVwkq881b5vyenJNqPOppwerjDd+vVisRB6jy+1W9VXePm51/CytqH5nRYzye2suz0s2OMZqotBpb28XvlYyhB5qzGjCu9g1D3ommVYasPbs3cs0cKRMMrOBxxw0jVZZZVOTafdso4aiSa/XsMZGzDAzuWTDBqbjuR1mu1YY/8o1oUxWKT0AcBmH6p23bE11jSLXWO74r2dky2uAywOlFdXv0mQTY+a9NVfnJRscmfOlhcj5KiyEHmoKUROrDVjtMFnNZfy8GLVcSOfzZGsuS1kC8MSYa/3l9eSaUCarLOsByjRXTyteqww7+1bmfcQp5sr57D9yTZxyzQMFYrJa6GQKO94ReqgpRE3CwSDcGV92XF4vwsEgV3uUgaPV+wKsj9+uOKSy0cGBkRitNIk1EmMu21TUk2mSiETgzfBBS7fHo4eeVobPm0aZXWTeRyzR2ES9XLVnpk25Jk655vUQgy+L6OnpQXl5eb7DcAxCDzWFqElxXR2Gz5yBS/YtMpvkVbffzzSmLK6rI80WnRC/XXGwzGUpKC3tiDGXbRbX1Wlqkn7hQas9aeYr42EOZZqrp5Ve/LnsW1oLjdcuXsx93Vh9vvXiMLKIemaZXoxammQTRy4RCfcWUVVVle8QHIXQQ00hamKFcagc6kUCO8xerY7fjjjsMJe1OkZeeNtkaVLa0MA2IiVMT3m14jWJtRq5Iaonw8iW97qxOn4qDsqIl9ekl6VJoLaWK45cI2a+LGJgYEAspyND6KGmEDUxkpRuBupFgp2rVsETCCARiUjfWN1+f1bmiFbHb0ccr99xh2YdI+aygHUvZdihFW+brGMPtbbiX77+dc32Dm/erJoNlJueAua14n0pw2rkhqjxRAIenw+JaDS1HeC6bqw+32lDVK04unbvluIHAFdG/KyydI4Wa+kqLU26du3iiiPX9wSRcG8Rx44dE2/3yRB6qBGaKMnUw0nmiLkkl4a6hQKPJmO5/8iPLR6Pw+Px5MUs1WiMmXFQMVJlRk1u5ZpQRsi8++Kl4ExWCxHha6VE6KFGaKIkU49CMUe0mlwa6hYKPJqM5f4jPzb36FJIeTFLNRhjZhx2mL2yNKGMkJ2iFSAeO1qG8LVSIvRQk29NeBNNrU5QZSUON65ejdfvvBPRwUEpJ8ddVKQw0OR5xOaU42YxY/lyHP3FL1SJ4tka6rLid5IerDZnLF+u8OUCoJujpdd/nHLcPO01rl6Nvd/5DhLRKBIuF9yjx5c+Nuq4rY6FVUceo8vrTQ1yZDHu+cY3gP7+sw35fGhKl33ta8qFt91uNN12m+7+pONOJAC3G+6iIsxYvhyn/vAHZhy8WlmNGHxZRCHaCNiJ0ENNPjWxwuzSTD1D7fn9hk0reQxFnXTcFHaYy7Li79m7F6f+8AdH6EG1yZvPxuo/TukHVhjZDrW1IWDQZNXqWIzU0Roo7d+0CYhGlY1Fo+jZuxehEyeUAy8ASCRwsqUFAJj7A6A6TpfLhcqmJqYRstXGstkgcr4sore3FxUVFfkOwzEIPdTkUxMnGjEmkkm4R99k0jOtpAw0eU0yc3ncFJQmVptTUialudbDaJtGrxs7DFGdaESaqUcu+zjvvihD4EQ0qpr1BQC4XCg77zxj5sQGr5tcG7CKnK8c0NfXl+8QHIXQQ00+NQkHg3B5lRPdRo0YeeoZaS85+m033R61L15DUacct9F9ZWpiRZtp0ialTtHDaJtGrxuqPaf0Ayvay9Qjl8fGuy/y+mXN/ySThs+p0esml9e1HuKxo0VUV1fnOwRHIfRQk09NsjG75DU+1crVkMfhdrtVcbBilGa+MkgnYPOaNFLHzVOPJ4dGTxMeWPFTJqU87dlpwJrWcigYxAkDOWt6fXWgtVWVV1TW0GDbcev1f7Ptpcm8j+Syjxs9Z5nnRrIA0TDApWa+WGa7aQNi+fmOG7g3OcV0GRAzX5YhZnqUCD3U5FMTXkNFXgNHlplh1fz5UhzxRMKwaSVlkslr0mi1XrwGjvJ9ZWrCCyv+tI650IM3xkwDTfh8kpb7N21iakz2Va9XM68IXnr+gfe4jfR/Xh0z7yO57ONGz5nq3BAGuDULF2qW1SxcSBoQ89ybnGK6DIiZL8uIZiYTjnOEHmryqQm32SVhnEghN4UEzpoZdu3ejaZ166S3HeWJw/K6mTGmy1nmrDwmjVbrxTpmPQNH+b5YmpiFip+VjMzbnh0xys9pMh5P5fVEozi+bZsiZy3TrJPVVweOHNGMYeDgQVuO20j/59Ux8z7CGyNPPaPnTH7M6XPDMsBtfuQRvLJ+PTpefFH6UlWzcCEu2bAB25cs0Yyja9cuDLe3m743OcV0GRAJ95YxMjLiyLjyhdBDTSFqwmtcaaSeVXo4xVzTijgKsY/YgVzLJAAXkJWBZiwUYu7LDiNbO/ukU/sIr8kqpQdltustLdXsI04y1RUJ9zmgvb093yE4CqGHmkLUxAoDRFY9q/RwinGiFXEUYh+xA7mWiXgcQJYGmiw7AZtsBuzsk07tI3YYqVJmu6w+UiimumLwZRGlpaX5DsFRCD3UWKVJ+44d2LlqFZ5duhQ7V62ydVFYO/JJ9m/ahO1LluCND30I25csSXkAZRljNBzGSFeX9BMNhxXmmiy9rNQym3ySdBwHP/YxU3HwHBtVJ31uWpqbLTk3vMi1BGAoZ43Sn8orygaWXo2rVyMejWKkpwcj3d0Y6elBPBqVcqOy6Y9a9xHefmzl+dZbhJylBwWV68nqI/nI3+JB5HxZhGd0eQNBCqGHGis0yaX5p7xNq/JJevbu5TJLpejZu5dp4AjQJo1WasmrlfycuiwyAGUdG2Wyase54UVhKmoyZ42VM8jKK+KFMv6tbGrSNPOk9AeM9cfM+wjvPYHXuJgF1f95zU2NmO1q9ZFCQOR8WYRYNFmJ0EONFZrk2iTQaiizRcoslbfN0hkzLDfetBr5OU0vEJytSSagfWyUySqvka3dOPVewtPvKP0BY/0xUw87jE+tPt9237ec2keonC8x82URNTU1+Q7BUQg91FihSTgYhDvjy0e+TAJ54DVL5W1TTy8naCmPMe3zZdQk0+yxJSIReCdM0Kxjx7mxAqfeS3j6HaU/YKw/ZurBe0/I5fm2+77l1D5CIQZfFtHd3Y2SkpJ8h+EYhB5qzGpil0mj0X3ZsegwZbbIS+Yr7PLtenrl0nDRiBFsIpmEx+WyxCSTZbIaGxrSNCLVM7K1+riNlmUuwM7bHm+MLKi+zGtya8TANFMPPXNZXeNTjePiherjlFkqT5tyCvHzRiTcW0SBPL3NGUIPNWY0sdOk0ei+9JJ2eepRZou8GE3KNZOgbTWGjWBNmKzyHFvVggVMY0pKRzuO22iZy6DJai77MUD3ZR6TW6MGpnI99MxlqWOz+nxT+6LMUnnblFOInzdi5ssiCnHa006EHmrMaGKnSaPRfemZg/LUG25vZ5ot8mI0KddMgrbVUFrJjWCHgkEELDTJzCw7vHkz05gyHQelo5XHDcBQmQspDycjJqu56scA3ZezMbnVMzCV66FnLtu1e7duv7PqfFM6ho4f16zTtWsXd5tyzQrx80Yk3FuEUxP+8oXQQ40ZTXJpHGqnkSpVJ51c7jRjRDswqpXd102uDWl5jTflZfJ+wmuyanU/zqYeD9R1AxjTMZcxZu5LMrnVMEulTG6dct3wIkxWc8CEjCTK8Y7QQ40ZTXJpHGqnkSpVJ31DLSRjRF6MamX3dZNrQ1pe401WP+E2WeWM0Y56PFDXjR3mptnGmLkvyiyVt005hfh5IwZfAoED4TUl5N0Xj0kpT4zyOtGeHluPy0lYYcCaCyNYqw18eXPurM6ZykYTql4ur1EeA9Ncnm9qX3r5ZdQ9hufcOMUsmELkfFnE4OAgqqqq8h2GYxB6qDGrCY8pIQ/ZmJTyxJj5N3Ydl5MwasCa2UesNtXVM8K02sCXJy8tsyzz7T6enKlsY2SRq2s0c/H1zLc/WXHk8nxT+0qXaeWXGYnDzHVjtXmsXYicL4sYHh5GIBDIdxiOQeihxowmuTRTzaVJqfy40ovhFpJJrN1k9pFc9gOnGvg69V6SL72s6iNOOd9WxCHXJJfmsXqInK8c0NHRke8QHIXQQ40ZTcLBIFxe5cS0XQagemaRrDh4YpTXSS+GW0gmsXaT2Udy2Q9yuS8zOPVeki+9rOojTjnfVsQh18SpZsGZiMeOFjEeHp2YQeihxowmlIEmr5Eki1yalCraG0cJ90bJ7CN6Bpr7N21iWgWw+gllhMm7r1xqQmH1tUFRXFeHgdZWIJE4u9HtRllDg60xavURHrNgvfNtNbz9jkLeJ98Y7ZN2mMfagZj5sohJkyblOwRHIfRQY0YTpknm/PlchpAUuTQplddJP3K0y9i0EMnsI5SBZjq3Jf1Bk85t2b9pE9OckjIp5d1XrjVhwWuWyo3Xqxx4Aanfvew5DStizNSDNymdOt9WQx03bxysPlna0GC5WbAdiMGXRTh1ajxfCD3UmNGkdvFiNK1bh8DkyUiMjCAweTKa1q1TmCa6XK5UnkQyedZkkoM5a9di5ooV0jdDt9+PmStWYM7atcw40km0rDIjxxU3WGc8kdlHunbvhicQgMvjSSVSezzwBALo2r0bx7dtkz5YpJ9kEse3bVOYU8r7SbqOVv/h3VeuNWHBOuZsrg2KgYMHTW23KsZMPXiuQ4DuW1ZDHTdvHKw+GWptZd7PnIR47GgR5eXl+Q7BUQg91JjVRP6WUJp/futbtixQO2ftWubNSSsOI2Us0nV6enpQWVlpOtaxTGYfCQeD8BQXwytbty6ZTOouhM27sDPPvuzG6HWT80XnWe+qEe+wWRGjlh481yHVt6xG77h54qD6JHU/cwpi5ssi4qPJw4IUQg81VmiSa5NMOxF9RE2mJrzGlax6vCalvCaZVmC0n+T82mDlohE5albEaNV14xQDVt448tknrUAMviwilF4+QQBA6KGFWU20jAdzuRi0Xbyyfj1aFi3C7ve9Dy2LFuGV9eulMieZI/IYUFLxGzm2zD6ia1wJKHNbADJXT8+klGXWacei23qk9f/7Bz9oSP9cG8jWLFxoaruRGI1g1b2VioXqqzw66uWOUibPO9esQUtzs/Szc80aACD7v9Xn2g7EY0eLqNVZnX28IfRQY0YTlvFg07p1li+snUteWb8eHfK13JJJdOzciVfWr0fp9OmOMUfkMaCkzB0BGDq2zD6iZzJ5vKhIWsMPSK3jV9nUxLWwM2XWaWTxciuR6+8JBAzpn2sD2Us2bEj15xdflPSqWbgQl2zYwKyTjaGr1IZF91ZWLD179zL7amVTE5eO1HHv37SJafJ8eMsWDBw4oCgaOHAAO9esQePKlZr9H2AbQzvpPilMVi3CqQt75guhhxozmjjFANFqWhYt0s6JGU3CdYo5Io/+lLkjAEPHls8+4qQ+J48lvZD0WDm2bLH73sprusyrI7U/KqewrLFRs4/Eh4fhCQQcca6FyWoO8MlOtEDooYUZTZxigGg5RJKyk8wRefSn4jd6bPnsI07qc4pYRj+Ux8qxZYvd91Ze02U79kfB6iOJSKQgzrV47GgREydOzHcIjkLoocaMJrzGiXZgqXFlOm9IY7s085WBnQm0lPGjWf31zB2NHJtWH7EyRgo9s8tcG5imj81tgRlvPq4nu/Sy+96qZ7rM20dYZdT+qAFYZizx0Vjcfj9iQ0M5M4/lRcx8WURnZ2e+Q3AUQg81ZjRxSmK91caVZbNmMbfnOqmbOjYe/an4jR5bZh+xOkYKyuwy1wam8mOLx+NZH1uuryc79bL73kr1Vd4+QpVR+yubPVszxrLZs5mxlDY05Mw8NhvEzJdFiJkeJUIPNWY0sSIx1wrk5ogA4PL5kIhGcXjzZr5YYjG4vF7Fq+UurxeIxXKe1E0dWzo3xIz+RuLXO7bMPmJ1jBRps8tEJCLNGLj9fnTt3q0w982Mw44+Ke//Q8EgAlkeW66vJ8uvGxl231upfrxz1SquPgJAtx+zro2da9Yoku7LZs9G80MPMWMJtbYyY3QSIuHeIs6cOYPJkyfnOwzHIPRQU4iaPLt0KdxFRYr15JLJJBIjI7hi+/as2kskEnC73Vm1lw1WH5sVZPaRXMZI7QtA3rQS142SfOrB20eoMl49WPeSSHc3/JMmOeK6Fgn3OSAcDuc7BEch9FBTiJpYbcQoby/9vS9fuWxONKzN7COFboRpBeK6UZJPPXj7iB16sO4llJGwkxCDL4sQvlZKhB5qzGriBKNAq3Nl5IaKsd5elaFiLo/ZKXl1cjL7CGV8qgdLS9b2bBZRt/O8FeK9xM6+lQs9rO4jdvQf+bUR6+uTro0Zy5eT14wT7quAyPmyjPb2duFrJUPoocaMJnaYQvJgda5Mz969TENFILfmiE7Jq5Oj1UdYxqdkO4z+07N3L0794Q+kxpQeuTIw1dPE6djZt+zWw8j5NNtHqLJs+g/r2mBtd8p9FRA5X5YRDAZR57BpzXwi9FBjRpOxZAopJ9cGjoVGZh/h7QesenYYUNrdV8W9RIndeuT63mNFH48nEvC43bp9HEBOj03kfOWAsrKyfIfgKIQeasxoMpZMIeXk2sCx0MjsI7yasOrZYUBp93kT9xIlduuR6+vQij6e9oLT6+NOuseIx44W0dXVhQkTJuQ7DMcg9FBjRhMnmaxaSTYGjrkml6ai6X2F2tpQWl///9s79xgryvuNP+ec5bAs14XdZbkI1CqIbq2RivXSErfWpRWk1TSikVatlyh4Sy1B1Fqr/gRttImu1TQEk6aRNNnWqMViG29VW8WQoliKN8DFvbA3WPZ+9pz398dyTs+cd8/szOw7M+979vkkxnqGOfOdz/nO9GXmnWdGHaSab730ZGSVfTWaXnXimOcSK259uO3jkX5PL0GqdstU9HgqlUIsFnPU47qcV3nlSxGlpaVhl6AV9CHjxomOk8FV4DXAMWiCDBX1I0g133pp/yr7ymuNTh3zXGLFjQ8vfWz3e3oNUvW7x7P/bdfjOp1XeeVLEb29vZgyZUrYZWgDfci4caLjZHAVeA1wDBo/QzLttpVKpYb+PcogVbv+Ka2qUtpXXnvVqWOeS6y48eGlj+1+z7euvtpTkKrdMhU93tPQgAlZV4xH6nEdzquccK8Iv980bxr0IUMnVnJ96BR6Gla4aTKZHLp9EnLYaxA4dczjxoobH36GJOd+HxBsyGo2uvYIJ9wHgIlZNH5CHzJ0YiXXh06hp2GFm0ZjMV+3pRNOHfO4seLGh58hybnfF2ZIr4k9wsGXIpqamsIuQSvoQ4ZOrOT60Gk+xmjmMXkJi8y8RHpw0PcAU11CJp06NvW48eLZyTpufPgRkpwvwHSkkFW74NO9tbXYUV2Nl88/Hzuqq7G3ttZVXSb2COd8KaK4uDjsErSCPmToxEquD53muXmpxWuAY+7cleKsuSuqQyF1Cpl06tjE48aLZ6fruPHhxzGVL8DUbltNb7yRd729tbU4sG3b0OcYip05sG0bAEgvns+HiT3COV+K6Ozs5KTQLOhDhk6sFJoPFeGUuU5UB16aGN5rYp948ex0nTB9qA79La6oQPcXX+QNXq559VVHdenaI5zzFQAdHR1hl6AV9CFDJ1YKzYeKAMdcJ6pDIXUKmXSKiX3ixbPTdcL0oTr0t7ex0TZ42Skm9ghvOypixowZYZegFfQhU4hORhNEqoMPr4GRw6EiGDfXieoAUxPDe3Xok3zsra0dNjbFzrNd2KiTkGGVPrz0uJcg5AmzZuHYgQNA9qT7oiJMXrDgf1e+cm7CReNxAPkdZ6Nzj+SDV74UcezYsbBL0Ar6kCk0J6MNIg3bh9dQyHyomNyc60R1gOmMs87S5qEGp4TdJ/lIz1VKX6FJz1XaW1ub93ebcdZZefvKaciwKh9eetxrEHJxZaV14AUAg4MorqzEjKVLh9/W0qW2jrPRtUfs4OBLEQMuLpGOBehDptCcZAc4RiKRofkcQvwvVHEEwvZhV7+XfatctgxV69ejuKICqf5+FFdUoGr9eleTm3OdeP3OfPW37dw56hqDJuw+yccXdXWZyeOZf4TAF3V1eX+3tp078/ZV286diBUXIxKLDU1Ij8UQKy6WQoZV+fDS405rlNZ77728n/c1NWWucqWJxuPoa2qydZyNrj1iB287KsLEnBE/oQ+ZQnPS29iIaM7DL27mD4XtY6T6vexb5bJlo0uLH8aJl++027fR1hg0YfdJPkaaqzSc5w//7/9s+yo2YQKKSkoyy4QQUs+p8uHl+O1tbHRUYy4ZVzmT6lMDA+htbETRpElSAKub+WC69ogdvPKlCBNzRvyEPmQKzclogxPD9hFmKGQ+VDnRKbB2tITdJ/nIvVoz0ueAmp4Ls0e89pWdK7vvdOpY1x6xg4MvReQ+RjrWoQ+ZQnMy2jlOYfsYKRQyjLlRqpwEXb+fwa1unHitw8t6di+Jz4eKnguzR0ZaJ5/HjJNsV8c/t/vOkRynt7fv+ust29MlSNgO3nZURNzmbztjEfqQKTQnow1wDNuHk/qDDnxV5STIwFq/g1udOvFah9f17F4Snw8VPRdmj4wUpJrPY2lVFb4YPz7znkdg6LZ+aVWV7Xemlw3nOHt7kaztdezZgy+3b9ciSNgOhqwqQtcXe4YFfcjQiRX6kDHRid/BrU6d+BEAqmPwrK49YucRgHLH2dtLv5A+lUgg2deHWHGxFr8nQ1YDoKysLOwStII+ZOjECn3ImOjE7+BWp078CADVEV17xM6jH46zvzMajWa+MzUwYMTvyduOijh69CgmTpwYdhnaQB8yYTsZTSCqyu2lP+9uaMDErPcYkmB6xElopRv8Dm516sRrHSOtF+Rx42RbbnvES5Cwl30eKYBVZVhwOpQ2/Z0pIRCLRCAGBxGNxyEGB7UPEuaVL0UkEomwS9AK+pAJ08loA1FVbW9vbW3m88i4cb7XYRp+94jT0Eo3+D2536kTr3XYrRfkceN0W256xEuQcPYx6maf7QJYVYcFN73xhvU7U6nMd6Yn6eseJMzBlyJMzBnxE/qQCdPJaANRVW0vHZoYHTcOsaIi3+swDb97xGlopRtUhMvafr9DJ17rsFsvyOPG6bbc9IiXIOHsY9TNPtsFsKoOC/5061bLd0YGBzPfuXjtWiOChHnbURFNTU1aToIMC/qQCdPJaANRVW0vNTCAokmTAACp45NkdZyPERZ+94iKlxgPh5/BrW6ceK0j33pBHjdOt+XGh5cg4exj1K6O4bZlF8CqOiw4+ztzH0IwIUiYV74UwflNVuhDJkwnQYdu5tteej4GgEyitY7zMcLC7x7xEgwaNmPluHG6LTc+vIS6Zh+jdnV4rd8NfjjRBQ6+FBGLxcIuQSvoQyZMJ0GHbubbnmU+BuCqDrvgRBNCFZ3gd494CQZNE5bjQjtu8nk86ZprkEwk0N/Rgf72dvR3dCCZSEjbcuPD7jsdHaPD7PPe2lrsqK7Gy+efjx3V1Zn5gk7rd4PTUNddV15p3HHP246K6OzsRGlpadhlaAN9yITpJMjQzZG2V1pV5fppR7sARwC+hnwGid894iUYFPA/SNWOQjpuRurjzPsNjw+Ks993mMatj3zf6eQYzf08/cBGOqE+/cAGMBSk6qR+NzgNdUXWwzvZ6+kMQ1YV0dPTg5Kse91jHfqQoRMrbnwEHeAYFrr2SJhBpLo68YKKPlZ13Hj53XZUVw/ND8x5QXY0HsfEefMC7ZHsfRNCIHL8CplOxz1DVgOgvb097BK0gj5k6MSKGx9BBziGha49EqZjXZ14QUUfqzpuvGD3wEbQPZK9vdTxa0gmHfe87agIQy4gBgZ9yLh1EnQoatC48TFSEKafIZ9BEsRx40eApp+ocqJDyLCKPlZ53LglGo8POwCLxuOj2paX4F/L9o47Mem455UvRZSXl4ddglbQh4wbJ0GHooaBGx92E2+DfpjAT/w+brz2lV2Apt+ocKJLyPCMs84adR+rOm68YPfAhtdteQ3+zd5eJBo17rjn4EsRzc3NYZegFfQh48ZJ0KGoYeDGh11Io98hn0Hi93Hjta/sAjT9RoUTXUKG23buHHUfqzpuvLB47VosWL06E00SjcexYPVqLF671vO2vAb/Zm8v2ddn3HHP246KmJQTSjfWoQ8ZN06CDkUNA7c9YhecaEKoohP8Pm689tVIAZp+osKJLiHDvY2No+5jlceNFxavXZv3lqCXbY0m+De9vba2NsyYMcPVdsNGiytfHR0duP7661FTU4OVK1di3bp1BTXJkhC3BB2KSsYGXvvK9H7UJWTYFF9BYmLwrwq0GHxFIhFcd9112LFjB1588UWccMIJ+PWvfx12Wa7o6uoKuwStoA8ZN04KaR5TPsZajzgJiX3/iit8DZD1GoQZZj/m9okXH7qEDKsIZx2uR0wg3++mIvjXRCda3HacNm0azj777Mx/n3HGGXjuuedCrMg9M2fODLsEraAPGTdOgg5FDYOx1CNOQ2JjxcW+B8h6CcIMsx+z+8Rr2KtOIcNeyN7v3B4x4Zxg97upCP410Yl2IaupVArXXnstqqur8eMf/zjzue4hq/X19TjhhBPCLkMb6EOGTqyMJR9OwzWTx1827leAbJhhqV7J7hMT61dB9n7n9ogJ++3H72aCE7uQVS2ufGXzwAMPoKSkBFddddWwy7/88kvMnDkTR48eRSKRQGVlJZqamjBx4kTEYjF0dnaivLwc7e3tEEKgvLwczc3NmUmKXV1dmDlzJlpaWhCJRDB9+nS0tLRgypQpSCaT6O7uznznuHHjMHXqVLS2tmLq1KkYGBhAb29vZnk8HsfkyZPR1taGRCKB5uZm9PX1ZZYXFxdjwoQJ6OjowIwZM3Ds2DEMDAxklk+YMAHxeBxHjx5FWVmZdvtUWlqK3t5eT/t05MgRTJ8+vaD2abS/05EjR1BeXl5Q+zSa36m7uxsHDx4sqH3K9zt1NzQgOn48UqkUhBCIxmJIRSLoaWgYuuVSVISIEBBCIJlMIlJUhO6GBkQARMaPRzKZRDQaRUoIiEgEvY2NOHjwoOt96m5oQCQeR0QIpI7ndYloFN0NDejv79ey9zo7O1FfX4/y8vIhj/G45LG7oQE9PT0Fezz1HP/dkskkACCZTEJEo+g53ge671NPYyNQVASRSiEaiSCVSgGxGHoaGiznADe/U09jIyLHB15pJ8hyosM54ssvv8w71tHqytfmzZuxb98+PP3004jnTLbT/cpXIb0CQwX0IUMnVgrRR74gT6dXvnJfk5K9LHc9r1e+8oWl6nK1IE3aZU9jI0qOu/x069Yxf+XL7at07MJlvQTPeglEHU3f5dseXy+kiMceewx79uxBbW2tNPAygZaWlrBL0Ar6kKETK4Xmwy7I02lIbDKZ9DVANsywVDdku0RRkaOQ0kLGrkfssOtJL8GzXgNRvfad3fa8OtEFLW47fvLJJ3jmmWewYMECrF69GgAwd+5c1I7wg+rElClTwi5BK+hDhk6sFJqP7GBNAIiMG4dUIoFPt27N/E3c7ipD+ipPcZ5lKiZup8NSUwMDmSsQ0Xg8kLBUN1hcCjF0qyqRyISUFvKDKMORPYE/X48Mh11PAsi7LN/3WgJR0xwPRLW7+uW175xsz60TXdBi8HXyySdj3759YZcxKtL3nckQ9CFDJ1YKzcdIQZ5OwjVbW1tRVlY27DJVNYYVluoGi8v0U5kOQkoLGbseycdIPek2eNZrIKrXvhtpe16c6II2tx1Np7u7O+wStII+ZOjESqH5UBGs6bcTU8I/s+tMT0vWsc4wcNMjdr+3l17wGojqte+cbs/EcwkHX4qorKwMuwStoA8ZOrHi1ofKsFE/UDE/S2WPDOdrpBqdBMEG4d/0lyYD/vkarkfybUv1C+lHCkT1Uofdek639/ENN1jW0/1cAWhy27EQaGpqwvz588MuQxvoQ4ZOrLjx4TVcM0hUBGuq6pF8vqrWr887Z8ppEGwQ/rNddjc0YOLs2UbN5/GzX3N7xMm2Rppr6LRf7QJRvdbhNYA1ez2R9VBGx549+HL7dq3PFYBmURN26B410dDQgNmzZ4ddhjbQhwydWHHjY6yEa6rqES++nMZhOP0+VZh43PjZr7k+dDk2vNahYr1kKoXY8Sukyb4+xIqLQ/cBGBI1YTpTp04NuwStoA8ZOrHixkdvYyMiRdYL9SNNDjYRVT3ixZfdOmH6N/G48dNXrg9djg2vdahYL3r8achIURFSAwNa+BgJDr4U0draGnYJWkEfMnRixY0PUyaKjxa3PZJvboudLy/rhOnfxOPGT1+5PnQ5NrzWMWHWLAz29GDgyBH0t7dj4MgRDPb0OFovvb1UKpXZXjQe18LHSHDwpQgT/3bmJ/QhQydW3PhQHTaqK26ceAl1nXHWWaMOgg3av4nHjZ++cn3ocmx4rcNrAGv29rL/nZ6kH7aPkeCEe0UMjJBzMtagDxk6seLGh4rJ7CbgxomXUFcVQbBB+zfxuPGzX3N96HJseK3DawCrJXi2oQETsh7KKK2qCt3HSHDCvSIOHjzIJ9myoA8ZOrFCHzJunPytpgbR8eMRyUr/FkIg1d+P7+7YoWydsGGfWCk0Hyp6UlcnnHAfAMxwskIfMnRihT5k3DjxMsdGl/lBbmCfWCk0Hyp60kQnHHwpoqmpKewStII+ZOjECn3IuHHiZY6NLvOD3KCqT0wI3nSCyuMmn5O9tbXYUV2Nl88/Hzuqq0d8cfZoOOmaa5Do6kJ/W1vmn0RXl6ueNPFcwjlfioiP8HqFsQZ9yNCJFfqQcePEyxwbXeYHuUFFn5gQ0usUVcdNPieHXn4ZLW+/PZQmj6H3KB7Ytg0AbF+e7ZVDL78MHH9aMUMqhUMvv+z4tzHxXMLBlyImT54cdglaQR8ydGKFPmTcOvHykmnTXkytok/sHjQwyQWg7rjJ5yQz8MqagwUh8EVdnS+Dr5a333b1+XCYeC7hbUdFtLW1hV2CVtCHDJ1YoQ8ZOpFR4USXIFIVqOqRfE6Q5xm8lF9PneZ75s/Fs4AmHje88qWI0tLSsEvQCvqQoRMrKn00vfGGUbfS8hFEj5jmSoWTCbNmofvQIYhEIhNnEBk3DhPnzlVQ4fD45VlVj0yYNQt9hw8jkvUaHjE4+L8XWecQ9evWXp7tWa68jYCJ51Ze+VJEb29v2CVoBX3I0IkVVT7swkZNw+8eMdGVCidegzy94qdnVT2S7+GL8vPO+9+AKP1POrzUByYvWuTq8+Ew8dzKwZci+vr6wi5BK+hDhk6sqPKRPXclEokMzWERYuhzw/C7R0x0pcJJOsgzEosBkQgisRhixcUjBnl6xU/PqnqkctkyVK1fj+KKCqT6+1FcUYGq9evxjU2bsGD16syVrmg8jgWrV/sy3wsAMDg4/O3PnPgJO0w8t/K2oyJMzBnxE/qQoRMrqnz0NjYimhO8bOp8Hr97xERXKpz0NjYiNmECikpKMp8JIXzbbz89q+yRfA9fLF671r/BVg69jY0YN2WKFLLqxpWJ51Ze+VKEiTkjfkIfMnRiRZUPE4ND8+F3j5joSoWToPfbz+0V2nlEhSsTnXDwpYji4uKwS9AK+pChEyuqfJgYHJoPv3tEN1dOgk9VOAl6v/3cnsoe0SF4VoUrE8+tvO2oiNz3No116EOGTqyo8mFicGg+/O4RnVw5DT5V4STo/fZze6p6RJfgWRWuTDy38sXaitD1xZ5hQR8ydGKFPmTGkpO3rr566GnArKiDVCKB4ooKnP/ss5nPxpITJ6jy4dS/CejaI3yxdgDMmDEj7BK0gj5k6MQKfciMJSdOg0/HkhMnqPJRSMGzJvYIB1+KOHbsWNglaAV9yNCJFfqQGc6J6nk5OszzAZxPtGafWFHlw8SHL/JhYo9w8KWIAb9evWAo9CFDJ1boQybXieqwTp1CVp1OtGafWFHlQ7eHL0aDiT3CwZciTMwZ8RP6kKETK/Qhk+tEdVinTiGr+UI+cydas0+sqPLh1L8JmNgjfNpREU1NTVpO+AsL+pChEyv0IZPrRHVYp24hq/lCPrNhn1hR6cOJfxMwsUd45UsRJj7q6if0IUMnVuhDJteJ6nk5Js7zYZ9YoQ8ZE51w8KWIuF9vfDcU+pChEyv0IZPrRPW8HBPn+YTdJ7o8oJAmbB86YqITDr4UcfTo0bBL0Ar6kKETK/Qhk+tE9bwcE+f5hNknOj2gkIbHjYyJTjjnSxFlZWVhl6AV9CFDJ1boQ2Y4J6rn5Zg2zyfMPsl+QAEAIuPGIZVI4NOtW0NzyONGxkQnvPKlCBNH3n5CHzJ0YoU+ZOhEJkwnOgaRskdkTHTCwZciEolE2CVoBX3I0IkV+pChE5kwnej4gAJ7RMZEJxx8KcLEnBE/oQ8ZOrFCHzJ0IhOmEx0fUGCPyJjohIMvRTQ1NYVdglbQhwydWKEPGTqRCdOJjg8osEdkTHTCCfeKmDhxYtglaAV9yNCJFfqQoROZsJ3o9oBC2D50xEQnvPKliFgsFnYJWkEfMnRihT5k6ESGTqzQh4yJTjj4UkRnZ2fYJWgFfcjQiRX6kKETmSCc6Bakagd7RMZEJ7ztqIjy8vKwS9AK+pChEyv0IUMnMn47SQepQghLkCoArW43pmGPyJjohFe+FNHe3h52CVpBHzJ0YoU+ZOhExm8n2UGqkUhkKFBViKHPNYQ9ImOiEw6+FCGECLsEraAPGTqxQh8ydCLjtxMdg1TtYI/ImOiEgy9FmHjZ00/oQ4ZOrNCHDJ3I+O1ExyBVO9gjMiY64eBLEc3NzWGXoBX0IUMnVuhDhk5k/HaiY5CqHewRGROdcMK9IiZNmhR2CVpBHzJ0YoU+ZOhExm8n6Un1n27dit7GRkyYNQsnXXONlpPtAfbIcJjohIMvQgghYxrdglRJ4cPbjoro6uoKuwStoA8ZOrFCHzJ0IkMnVuhDxkQnHHwpYubMmWGXoBX0IUMnVuhDhk5k6MQKfciY6ISDL0W0tLSEXYJW0IcMnVihDxk6kaETK/QhY6ITDr4UEYlEwi5BK+hDhk6s0IcMncjQiRX6kDHRCQdfipg+fXrYJWgFfcjQiRX6kKETGTqxQh8yJjrh4EsRJl729BP6kKETK/QhQycydGKFPmRMdMLBlyKmTJkSdglaQR8ydGKFPmToRIZOrNCHjIlOOPhSRDKZDLsEraAPGTqxQh8ydCJDJ1boQ8ZEJxx8KaK7uzvsErSCPmToxAp9yNCJDJ1YoQ8ZE51w8KWIysrKsEvQCvqQoRMr9CFDJzJ0YoU+ZEx0wsGXIpqamsIuQSvoQ4ZOrNCHDJ3I0IkV+pAx0QkHX4oYN25c2CVoBX3I0IkV+pChExk6sUIfMiY64eBLEVOnTg27BK2gDxk6sUIfMnQiQydW6EPGRCdFYRfgFCEEAGBgYCDkSoanubkZc+bMCbsMbaAPGTqxQh8ydCJDJ1boQ0ZXJ+nxSnr8kk1EDPephnR0dGDXrl1hl0EIIYQQ4pgzzzwTpaWlls+MGXwNDg7i2LFjiMfjiEZ5t5QQQggh+pJKpTAwMIDJkyejqMh6o9GYwRchhBBCSCHAS0iEEEIIIQHCwRchhBBCSIBw8DUMmzdvRnV1NRYtWoSPP/448/nrr7+OH/7wh1i5ciWuuuoq1NfXZ5ZVV1dj+fLlWLVqFVatWoV//OMfmWX//ve/cckll6CmpgbXXnst2traAt0fFXhx0t/fj/vuuw8XXXQRVq5ciXvvvTezbP/+/bj88stRU1ODyy+/HAcOHAhyd0aNWx+HDh3K9MaqVatQXV2NpUuXZtYz3QfgrUdee+01/OAHP8CqVatwySWX4JVXXsksM92JFx92y0z30dHRgeuvvx41NTVYuXIl1q1bh/b2dgD250ivy0zAq5Of/exnOP/887Fo0SLp1Tpj0cn+/fuxZs0aLF++HCtWrMBdd92Fvr6+zHe++uqrWL58Ob773e/i9ttvR29vbyj7ZkEQiZ07d4qGhgZxwQUXiH379gkhhDhy5IhYunSp+Pzzz4UQQjz//PPi2muvzayT/WezSSaT4sILLxQ7d+4UQghRW1srNmzYEMBeqMWLkwceeEA89NBDIpVKCSGEaGlpySxbs2aNeP755zPrrVmzJqhdUYIXH9k8+OCD4v7778/8t+k+hHDvJJVKiW984xuZP7t3715xxhlniGQyKYQw34lbHyP1j+k+Ojo6xL/+9a/Mf2/atEncddddtudIr8tMwYsTIYR45513RGtrq1i4cKHo6urKfD5WndTX14uPPvpICDHk4LbbbhNPPvmkEEKIrq4uce6554r9+/cLIYTYuHGjeOKJJwLco+Hh4MuG7JPm7t27xfe///3Mso6ODrFw4ULR1tYm/dlsdu/eLS6++OLMf7e1tYkzzjjD58r9w6mTrq4usWTJEsuJIU1ra6tYsmSJGBwcFEIIMTg4KJYsWZJxaRJueiRNf3+/OPvss8WePXuEEIXlQwjnTlKplFi6dKl4//33hRBCvPfee+Kiiy4SQhSWE6c+7JYVko80f/3rX8VPfvIT23Ok12Wm4sRJNrmDLzoZYsuWLWLjxo1CCCG2b98ubrjhhsyyDz74wHKchQVvOzrkK1/5ClpbW/HBBx8AAF588UUAQGNjY+bP3HnnnVi5ciV++ctforOzM7N89uzZmT8zffp0pFIpHDlyJLjifcLOSX19PaZNm4Ynn3wSl156KdasWYP3338/s3zmzJmIxWIAgFgshoqKCotLE3HSI8DQJfCZM2fitNNOyywvRB+AvZNIJILf/OY3uPnmm3HBBRdg7dq12Lx5c2Z5ITqx82G3rNB8pFIpPPfcc6iurrY9R3pdZiJOndhBJ0BfXx/q6upQXV0NQHYye/ZsLY4bDr4cMnnyZDz++ON4+OGHcemll6KtrQ1TpkzJnAz/8Ic/4IUXXkBdXR2EEPjVr34VcsX+Y+ckmUyivr4ep556Kv70pz/hzjvvxC233IKurq6wy/aNkXokTV1dHS677LKQqgwWOyeDg4N45pln8NRTT+G1117Db3/7W9x+++3SHJZCws6H0/4pBB544AGUlJTgqquuCrsUbaATGbdOBgcHcccdd+Cb3/wmvvOd7/hc3egw5vVCOnDuuefi3HPPBQC0trZiy5YtmDdvHgBg1qxZAIB4PI4rr7wSN910U+bzhoaGzHe0t7cjGo1i2rRpwRbvE/mc9PX1oaioCCtWrAAAfP3rX0dpaSn279+P2bNno7m5GclkMjNQO3z4cMahydj1CDD0GoydO3fikUceyXw2a9asgvUB5Heyd+9eHD58GEuWLAEALFmyBBMmTMBnn32GOXPmFKwTux7Jt6y3t7dgfGzevBkHDx7E008/jWg0anuO9LrMNNw4sWMsO0kmk7jzzjsxdepU3HPPPZk/N2vWLLz77ruZ/25oaNDiuOGVLxe0tLQAGLoU+thjj2H16tUoKSlBT08Pjh07BmDoHU7bt2/H4sWLAQBVVVXo6+vL3HLbtm0bli9fHs4O+EA+J9OnT8fZZ5+Nt99+G8DQ0yhtbW2YP38+ZsyYgcWLF+Oll14CALz00ktYvHgxpk+fHtp+qCKfjzR//vOfsWzZMsurJgrZB5DfSWVlJZqamvD5558DAD777DO0tbVh3rx5Be3ErkfyLSsUH4899hj27NmD2tpaxONxAPbnSK/LTMKtEzvGqpNUKoUNGzYgFovhoYceQiQSyXzXt771LXz44YeZp4O3bduG733ve8Hu0DAw4X4YHnzwQbzyyitobW1FaWkppk2bhr/85S+4++67sWvXLiQSCZx33nnYuHEjxo8fj/r6etxyyy1IJpNIpVL46le/invuuQcVFRUAgF27duG+++5Df38/5syZg0cffRRlZWUh76U73DoBgPr6emzcuBFHjhxBUVERbr/9dixbtgzA0P/RbtiwAZ2dnZgyZQo2b96ME088McxddIUXHwBQU1ODu+++G9/+9rct32e6D8CbkxdeeAG/+93vMifLW2+9FRdeeCEA85148WG3zHQfn3zyCVasWIEFCxaguLgYADB37lzU1tbaniO9LjMBr07WrVuHDz74AM3NzaioqMDChQuxZcsWAGPTyeuvv44bb7wRCxcuzLx+8Mwzz8R9990HAPj73/+ORx99FKlUCosXL8amTZssfykOAw6+CCGEEEIChLcdCSGEEEIChIMvQgghhJAA4eCLEEIIISRAOPgihBBCCAkQDr4IIYQQQgKEgy9CCCGEkADh4IsQYiypVApXXHEFFi1ahNNOOw0fffSRZfm6deuwaNEiLFq0CG+++WZIVRJCiBUOvgghxhKNRvHII4+gpKQEg4OD2LBhAwYGBgAMBbj+7W9/AwBceeWVUrCtatLbJYSQkWDIKiHEeP74xz/i3nvvBQDccMMNWLNmDVasWIGjR49iwYIFeP755/HWW2/h2WefxX/+8x8MDg7i5JNPxk9/+lNcfPHFme/ZsmULXnzxRTQ0NKC7uxuTJk3C6aefjltvvRVf+9rXAACHDh3KvLT35z//OT788EO8+eabOOecc/DUU08Fv/OEEOPg4IsQUhDceOONeP311xGLxXDKKafgo48+QiwWw3PPPYfdu3fjoYceAjD0ot3x48dn3vV2zz33YM2aNZnvePfdd1FZWYnx48fjs88+QyKRwMSJE/HKK6+grKzMMviKx+MoKirC3LlzcdJJJ+Hxxx8PZd8JIWbBwRchpCBoaWnBypUr0dHRkfns5ptvxo033ohzzjkHPT09uOyyyzIv3n3wwQfx+9//HpMmTcI///lPxONxfPLJJ5g/f37mZb4HDhxATU0NgKF3Nf7oRz+yDL4WLFiAbdu2obS0FMlkErFYLPgdJ4QYR1HYBRBCiArKy8vxi1/8AnfccQcA4JRTTsHNN9+MvXv3oqenBwBQV1eHuro6y3pdXV34+OOPUVVVhebmZtx///3473//i66uLmT/3fTw4cPSNi+99FKUlpYCAAdehBDHcPBFCCkYTj/99Mz/Xrx4McaNG2dZPm/evMxgKZtoNIr6+nrcdNNNGBgYQElJCU499VQUFRVh9+7dAIaerMylrKxM8R4QQsYCHHwRQgqahQsXoqSkBD09PaiqqsKjjz6KoqKhU19LSwveffddnHrqqdixY0fmicUtW7bgzDPPxK5du3DFFVfk/e5IJBLIPhBCCgsOvgghBU1xcTFuu+02PPzww9i+fTveeecdzJ49G21tbTh8+DBmz56NFStW4OSTT0YsFkMymcR1112HOXPmoL29PezyCSEFCHO+CCEFz9VXX40nnngCS5cuRSKRwKeffoqioiJUV1fjtttuAwCceOKJ2LRpE+bPn49EIoHi4mI888wzIVdOCClE+LQjIYQQQkiA8MoXIYQQQkiAcPBFCCGEEBIgHHwRQgghhAQIB1+EEEIIIQHCwRchhBBCSIBw8EUIIYQQEiAcfBFCCCGEBAgHX4QQQgghAfL/gVHUYwMy6jgAAAAASUVORK5CYII=\n","text/plain":["<Figure size 720x576 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(figsize=(10,8))\n","sns.regplot(x='year',y='rating',data=games,color='brown',line_kws={'color':'black'},ci=None,scatter_kws={'marker':'s','alpha':0.9})\n","ax.set(title='Relationship between game year and average rating',xlabel='Year',ylabel='Rating')\n","plt.show()"]},{"cell_type":"markdown","id":"a7c193f6","metadata":{"papermill":{"duration":0.015141,"end_time":"2023-03-24T09:46:00.683045","exception":false,"start_time":"2023-03-24T09:46:00.667904","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">6.2 Votes and Rating</span>\n","\n","<p style = \"font-family:georgia, serif; font-size:17px\">\n","There is a non-linear relationship between game rating and the number of votes\n","</p>"]},{"cell_type":"code","execution_count":18,"id":"cea224f0","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:00.716845Z","iopub.status.busy":"2023-03-24T09:46:00.715693Z","iopub.status.idle":"2023-03-24T09:46:01.032703Z","shell.execute_reply":"2023-03-24T09:46:01.031398Z"},"papermill":{"duration":0.336713,"end_time":"2023-03-24T09:46:01.035348","exception":false,"start_time":"2023-03-24T09:46:00.698635","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1008x432 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Relationship between the number of votes and rating\n","fig, ax = plt.subplots(figsize=(14,6),)\n","sns.scatterplot(x='votes',y='rating',data=games,color='red',alpha=0.5)\n","ax.set(xlim = [0,10000],ylim=[0,10], title='Relationship between number of votes and game rating')\n","plt.show()"]},{"cell_type":"markdown","id":"1068d67f","metadata":{"execution":{"iopub.execute_input":"2022-09-26T04:07:09.105514Z","iopub.status.busy":"2022-09-26T04:07:09.105189Z","iopub.status.idle":"2022-09-26T04:07:09.11322Z","shell.execute_reply":"2022-09-26T04:07:09.112226Z","shell.execute_reply.started":"2022-09-26T04:07:09.105483Z"},"papermill":{"duration":0.016773,"end_time":"2023-03-24T09:46:01.069448","exception":false,"start_time":"2023-03-24T09:46:01.052675","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">6.3 Transformation of variables</span>\n","\n","<p style = \"font-family:georgia, serif; font-size:17px\">\n","Since the relationship between number of votes and rating is non-linear, transform the variables using square root, square, cube and log and try them all. In our case, there was a linear relationship between the log of rating and log of votes.\n","</p>    "]},{"cell_type":"code","execution_count":19,"id":"1303ce49","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:01.105655Z","iopub.status.busy":"2023-03-24T09:46:01.105061Z","iopub.status.idle":"2023-03-24T09:46:01.423488Z","shell.execute_reply":"2023-03-24T09:46:01.422435Z"},"papermill":{"duration":0.339392,"end_time":"2023-03-24T09:46:01.425813","exception":false,"start_time":"2023-03-24T09:46:01.086421","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Transform the variables\n","games['rating_log'] = np.log(games['rating'])\n","games['votes_log'] = np.log(games['votes'])\n","\n","# Get the standard deviation of rating cubed to add noise to the scatterplot\n","games_rating_log_std = games.rating_log.std()\n","\n","# Visualize the relationship of transformed variables\n","fig, ax = plt.subplots(figsize=(10,8))\n","sns.regplot(x='votes_log',y='rating_log',data=games,color='blue',ci=None,\n","            y_jitter=games_rating_log_std,line_kws={'color':'red'},scatter_kws={'alpha':0.5})\n","ax.set(title='Relationship between log of votes and log of rating',xlabel='Log votes',ylabel='Log rating')\n","#plt.ylim([0,1100])\n","plt.show()"]},{"cell_type":"markdown","id":"26ae41ad","metadata":{"papermill":{"duration":0.019181,"end_time":"2023-03-24T09:46:01.46456","exception":false,"start_time":"2023-03-24T09:46:01.445379","status":"completed"},"tags":[]},"source":["# <span style=\"font-family:monospace\">7. Regression</span>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">\n","    \n","Since we have determined that rating is affected by the year and log of votes, we'll create a model to predict the rating of a game using the two variables.\n","\n","From our model summary results, the R-squared value is only 0.109 an indication that the independent variables account for only 10.9% of variation in the dependent variable. \n","\n","Another parameter `P>|t|` shows that our two variables year and log votes are statistically significant in explaining the dependent variable - rating.\n","\n","</div>    "]},{"cell_type":"code","execution_count":20,"id":"c6e0511c","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:01.504847Z","iopub.status.busy":"2023-03-24T09:46:01.504413Z","iopub.status.idle":"2023-03-24T09:46:01.56121Z","shell.execute_reply":"2023-03-24T09:46:01.559475Z"},"papermill":{"duration":0.082134,"end_time":"2023-03-24T09:46:01.565692","exception":false,"start_time":"2023-03-24T09:46:01.483558","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<table class=\"simpletable\">\n","<caption>OLS Regression Results</caption>\n","<tr>\n","  <th>Dep. Variable:</th>       <td>rating_log</td>    <th>  R-squared:         </th> <td>   0.109</td> \n","</tr>\n","<tr>\n","  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.109</td> \n","</tr>\n","<tr>\n","  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   764.5</td> \n","</tr>\n","<tr>\n","  <th>Date:</th>             <td>Fri, 24 Mar 2023</td> <th>  Prob (F-statistic):</th> <td>5.40e-314</td>\n","</tr>\n","<tr>\n","  <th>Time:</th>                 <td>09:46:01</td>     <th>  Log-Likelihood:    </th> <td>  1809.7</td> \n","</tr>\n","<tr>\n","  <th>No. Observations:</th>      <td> 12532</td>      <th>  AIC:               </th> <td>  -3613.</td> \n","</tr>\n","<tr>\n","  <th>Df Residuals:</th>          <td> 12529</td>      <th>  BIC:               </th> <td>  -3591.</td> \n","</tr>\n","<tr>\n","  <th>Df Model:</th>              <td>     2</td>      <th>                     </th>     <td> </td>    \n","</tr>\n","<tr>\n","  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    \n","</tr>\n","</table>\n","<table class=\"simpletable\">\n","<tr>\n","      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n","</tr>\n","<tr>\n","  <th>Intercept</th> <td>   -2.4212</td> <td>    0.348</td> <td>   -6.955</td> <td> 0.000</td> <td>   -3.104</td> <td>   -1.739</td>\n","</tr>\n","<tr>\n","  <th>votes_log</th> <td>    0.0399</td> <td>    0.001</td> <td>   35.515</td> <td> 0.000</td> <td>    0.038</td> <td>    0.042</td>\n","</tr>\n","<tr>\n","  <th>year</th>      <td>    0.0021</td> <td>    0.000</td> <td>   11.988</td> <td> 0.000</td> <td>    0.002</td> <td>    0.002</td>\n","</tr>\n","</table>\n","<table class=\"simpletable\">\n","<tr>\n","  <th>Omnibus:</th>       <td>7200.950</td> <th>  Durbin-Watson:     </th> <td>   0.183</td> \n","</tr>\n","<tr>\n","  <th>Prob(Omnibus):</th>  <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>80975.780</td>\n","</tr>\n","<tr>\n","  <th>Skew:</th>           <td>-2.575</td>  <th>  Prob(JB):          </th> <td>    0.00</td> \n","</tr>\n","<tr>\n","  <th>Kurtosis:</th>       <td>14.338</td>  <th>  Cond. No.          </th> <td>3.73e+05</td> \n","</tr>\n","</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 3.73e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."],"text/plain":["<class 'statsmodels.iolib.summary.Summary'>\n","\"\"\"\n","                            OLS Regression Results                            \n","==============================================================================\n","Dep. Variable:             rating_log   R-squared:                       0.109\n","Model:                            OLS   Adj. R-squared:                  0.109\n","Method:                 Least Squares   F-statistic:                     764.5\n","Date:                Fri, 24 Mar 2023   Prob (F-statistic):          5.40e-314\n","Time:                        09:46:01   Log-Likelihood:                 1809.7\n","No. Observations:               12532   AIC:                            -3613.\n","Df Residuals:                   12529   BIC:                            -3591.\n","Df Model:                           2                                         \n","Covariance Type:            nonrobust                                         \n","==============================================================================\n","                 coef    std err          t      P>|t|      [0.025      0.975]\n","------------------------------------------------------------------------------\n","Intercept     -2.4212      0.348     -6.955      0.000      -3.104      -1.739\n","votes_log      0.0399      0.001     35.515      0.000       0.038       0.042\n","year           0.0021      0.000     11.988      0.000       0.002       0.002\n","==============================================================================\n","Omnibus:                     7200.950   Durbin-Watson:                   0.183\n","Prob(Omnibus):                  0.000   Jarque-Bera (JB):            80975.780\n","Skew:                          -2.575   Prob(JB):                         0.00\n","Kurtosis:                      14.338   Cond. No.                     3.73e+05\n","==============================================================================\n","\n","Notes:\n","[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n","[2] The condition number is large, 3.73e+05. This might indicate that there are\n","strong multicollinearity or other numerical problems.\n","\"\"\""]},"execution_count":20,"metadata":{},"output_type":"execute_result"}],"source":["# Define model \n","model = ols('rating_log ~ votes_log + year',data=games).fit()\n","model.summary()"]},{"cell_type":"markdown","id":"988890db","metadata":{"papermill":{"duration":0.043905,"end_time":"2023-03-24T09:46:01.658204","exception":false,"start_time":"2023-03-24T09:46:01.614299","status":"completed"},"tags":[]},"source":["# <span style=\"font-family:monospace\">8. Making predictions</span>\n","\n","<p style = \"font-family:georgia, serif; font-size:17px\">We will attempt extrapolation by making predictions of values outside our data range.</p> "]},{"cell_type":"code","execution_count":21,"id":"5dccb9ef","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:01.698613Z","iopub.status.busy":"2023-03-24T09:46:01.698178Z","iopub.status.idle":"2023-03-24T09:46:01.714729Z","shell.execute_reply":"2023-03-24T09:46:01.713581Z"},"papermill":{"duration":0.039488,"end_time":"2023-03-24T09:46:01.717032","exception":false,"start_time":"2023-03-24T09:46:01.677544","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>votes_log</th>\n","      <th>year</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.000000</td>\n","      <td>1940</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.000000</td>\n","      <td>1945</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.000000</td>\n","      <td>1950</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.000000</td>\n","      <td>1955</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.000000</td>\n","      <td>1960</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>420</th>\n","      <td>6.175867</td>\n","      <td>2040</td>\n","    </tr>\n","    <tr>\n","      <th>421</th>\n","      <td>6.175867</td>\n","      <td>2045</td>\n","    </tr>\n","    <tr>\n","      <th>422</th>\n","      <td>6.175867</td>\n","      <td>2050</td>\n","    </tr>\n","    <tr>\n","      <th>423</th>\n","      <td>6.175867</td>\n","      <td>2055</td>\n","    </tr>\n","    <tr>\n","      <th>424</th>\n","      <td>6.175867</td>\n","      <td>2060</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>425 rows × 2 columns</p>\n","</div>"],"text/plain":["     votes_log  year\n","0     0.000000  1940\n","1     0.000000  1945\n","2     0.000000  1950\n","3     0.000000  1955\n","4     0.000000  1960\n","..         ...   ...\n","420   6.175867  2040\n","421   6.175867  2045\n","422   6.175867  2050\n","423   6.175867  2055\n","424   6.175867  2060\n","\n","[425 rows x 2 columns]"]},"metadata":{},"output_type":"display_data"}],"source":["# Generate sample values to predict\n","votes_log = np.log(np.arange(1,500,30))\n","year = np.arange(1940,2061,5)\n","\n","# Create different combinations for the votes_log and year\n","p= product(votes_log,year)\n","\n","# Create dataframe to hold the values to be used for prediction\n","prediction_data = pd.DataFrame(p,columns=['votes_log','year'])\n","display(prediction_data)"]},{"cell_type":"code","execution_count":22,"id":"5ec57d8b","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:01.758691Z","iopub.status.busy":"2023-03-24T09:46:01.758059Z","iopub.status.idle":"2023-03-24T09:46:01.773648Z","shell.execute_reply":"2023-03-24T09:46:01.772417Z"},"papermill":{"duration":0.039799,"end_time":"2023-03-24T09:46:01.776621","exception":false,"start_time":"2023-03-24T09:46:01.736822","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>votes_log</th>\n","      <th>year</th>\n","      <th>rating_log</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>1940</td>\n","      <td>1.623234</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.0</td>\n","      <td>1945</td>\n","      <td>1.633658</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.0</td>\n","      <td>1950</td>\n","      <td>1.644082</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.0</td>\n","      <td>1955</td>\n","      <td>1.654505</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.0</td>\n","      <td>1960</td>\n","      <td>1.664929</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   votes_log  year  rating_log\n","0        0.0  1940    1.623234\n","1        0.0  1945    1.633658\n","2        0.0  1950    1.644082\n","3        0.0  1955    1.654505\n","4        0.0  1960    1.664929"]},"metadata":{},"output_type":"display_data"}],"source":["# Generate the predictions using the model and store the result in the prediction dataset\n","prediction_data = prediction_data.assign(rating_log=model.predict(prediction_data))\n","display(prediction_data.head())"]},{"cell_type":"markdown","id":"de01347d","metadata":{"papermill":{"duration":0.018888,"end_time":"2023-03-24T09:46:01.814682","exception":false,"start_time":"2023-03-24T09:46:01.795794","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">8.1 Back-transforming the variables</span>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">\n","    \n","Since the predictions were made using the log of votes and log of rating, to convert these values to their respective antilogs, we use `np.exp`.\n","    \n","</div>"]},{"cell_type":"code","execution_count":23,"id":"a49351c1","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:01.85575Z","iopub.status.busy":"2023-03-24T09:46:01.855257Z","iopub.status.idle":"2023-03-24T09:46:01.86309Z","shell.execute_reply":"2023-03-24T09:46:01.861854Z"},"papermill":{"duration":0.031197,"end_time":"2023-03-24T09:46:01.865404","exception":false,"start_time":"2023-03-24T09:46:01.834207","status":"completed"},"tags":[]},"outputs":[],"source":["# Back transforming the log of votes to votes\n","prediction_data['votes'] = np.exp(prediction_data['votes_log'])\n","\n","# Back transforming the log of rating to rating (antilog of the log of rating)\n","prediction_data['rating'] = np.exp(prediction_data['rating_log'])"]},{"cell_type":"markdown","id":"4b8fdb5d","metadata":{"papermill":{"duration":0.018737,"end_time":"2023-03-24T09:46:01.903142","exception":false,"start_time":"2023-03-24T09:46:01.884405","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">8.2 Predictions</span>\n","\n","<p style = \"font-family:georgia, serif; font-size:17px\">\n","The linear regression equation has been used to predict the average rating of video games using the year of launch and the number of votes.\n","</p>    "]},{"cell_type":"code","execution_count":24,"id":"d96ca22c","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:01.945566Z","iopub.status.busy":"2023-03-24T09:46:01.943388Z","iopub.status.idle":"2023-03-24T09:46:01.961825Z","shell.execute_reply":"2023-03-24T09:46:01.960205Z"},"papermill":{"duration":0.04215,"end_time":"2023-03-24T09:46:01.964339","exception":false,"start_time":"2023-03-24T09:46:01.922189","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>votes_log</th>\n","      <th>year</th>\n","      <th>rating_log</th>\n","      <th>votes</th>\n","      <th>rating</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.000000</td>\n","      <td>1940</td>\n","      <td>1.623234</td>\n","      <td>1.0</td>\n","      <td>5.069458</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.000000</td>\n","      <td>1945</td>\n","      <td>1.633658</td>\n","      <td>1.0</td>\n","      <td>5.122578</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.000000</td>\n","      <td>1950</td>\n","      <td>1.644082</td>\n","      <td>1.0</td>\n","      <td>5.176254</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.000000</td>\n","      <td>1955</td>\n","      <td>1.654505</td>\n","      <td>1.0</td>\n","      <td>5.230492</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.000000</td>\n","      <td>1960</td>\n","      <td>1.664929</td>\n","      <td>1.0</td>\n","      <td>5.285299</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>420</th>\n","      <td>6.175867</td>\n","      <td>2040</td>\n","      <td>2.078238</td>\n","      <td>481.0</td>\n","      <td>7.990375</td>\n","    </tr>\n","    <tr>\n","      <th>421</th>\n","      <td>6.175867</td>\n","      <td>2045</td>\n","      <td>2.088661</td>\n","      <td>481.0</td>\n","      <td>8.074100</td>\n","    </tr>\n","    <tr>\n","      <th>422</th>\n","      <td>6.175867</td>\n","      <td>2050</td>\n","      <td>2.099085</td>\n","      <td>481.0</td>\n","      <td>8.158703</td>\n","    </tr>\n","    <tr>\n","      <th>423</th>\n","      <td>6.175867</td>\n","      <td>2055</td>\n","      <td>2.109509</td>\n","      <td>481.0</td>\n","      <td>8.244193</td>\n","    </tr>\n","    <tr>\n","      <th>424</th>\n","      <td>6.175867</td>\n","      <td>2060</td>\n","      <td>2.119933</td>\n","      <td>481.0</td>\n","      <td>8.330578</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>425 rows × 5 columns</p>\n","</div>"],"text/plain":["     votes_log  year  rating_log  votes    rating\n","0     0.000000  1940    1.623234    1.0  5.069458\n","1     0.000000  1945    1.633658    1.0  5.122578\n","2     0.000000  1950    1.644082    1.0  5.176254\n","3     0.000000  1955    1.654505    1.0  5.230492\n","4     0.000000  1960    1.664929    1.0  5.285299\n","..         ...   ...         ...    ...       ...\n","420   6.175867  2040    2.078238  481.0  7.990375\n","421   6.175867  2045    2.088661  481.0  8.074100\n","422   6.175867  2050    2.099085  481.0  8.158703\n","423   6.175867  2055    2.109509  481.0  8.244193\n","424   6.175867  2060    2.119933  481.0  8.330578\n","\n","[425 rows x 5 columns]"]},"metadata":{},"output_type":"display_data"}],"source":["display(prediction_data)"]},{"cell_type":"markdown","id":"e65efb51","metadata":{"execution":{"iopub.execute_input":"2023-01-01T16:02:34.700361Z","iopub.status.busy":"2023-01-01T16:02:34.699942Z","iopub.status.idle":"2023-01-01T16:02:34.708529Z","shell.execute_reply":"2023-01-01T16:02:34.706797Z","shell.execute_reply.started":"2023-01-01T16:02:34.700329Z"},"papermill":{"duration":0.01908,"end_time":"2023-03-24T09:46:02.003627","exception":false,"start_time":"2023-03-24T09:46:01.984547","status":"completed"},"tags":[]},"source":["## <span style=\"font-family:monospace; margin-left: 25px\">8.3 Predictions Overview</span>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">\n","    \n","Using 1950 and 2050 to show the contrast in the predictions, games produced in 1950 and have 1 vote would have likely had a rating of 5.2 while those produced in 2050 with 1 vote are likely to have a rating of 6.4.\n","\n","On the other hand, a game produced in 1950 and having 481 votes would have likely had a rating of 6.6 while those produced in 2050 with similar votes would likely have a rating of 8.2.\n","\n","</div>    "]},{"cell_type":"code","execution_count":25,"id":"2e3f9eee","metadata":{"execution":{"iopub.execute_input":"2023-03-24T09:46:02.0457Z","iopub.status.busy":"2023-03-24T09:46:02.044813Z","iopub.status.idle":"2023-03-24T09:46:02.065028Z","shell.execute_reply":"2023-03-24T09:46:02.063718Z"},"papermill":{"duration":0.043828,"end_time":"2023-03-24T09:46:02.067627","exception":false,"start_time":"2023-03-24T09:46:02.023799","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>year</th>\n","      <th>votes</th>\n","      <th>rating</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2</th>\n","      <td>1950</td>\n","      <td>1.0</td>\n","      <td>5.176254</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>2050</td>\n","      <td>1.0</td>\n","      <td>6.376107</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>1950</td>\n","      <td>31.0</td>\n","      <td>5.936734</td>\n","    </tr>\n","    <tr>\n","      <th>47</th>\n","      <td>2050</td>\n","      <td>31.0</td>\n","      <td>7.312865</td>\n","    </tr>\n","    <tr>\n","      <th>52</th>\n","      <td>1950</td>\n","      <td>61.0</td>\n","      <td>6.099330</td>\n","    </tr>\n","    <tr>\n","      <th>72</th>\n","      <td>2050</td>\n","      <td>61.0</td>\n","      <td>7.513152</td>\n","    </tr>\n","    <tr>\n","      <th>77</th>\n","      <td>1950</td>\n","      <td>91.0</td>\n","      <td>6.197497</td>\n","    </tr>\n","    <tr>\n","      <th>97</th>\n","      <td>2050</td>\n","      <td>91.0</td>\n","      <td>7.634074</td>\n","    </tr>\n","    <tr>\n","      <th>102</th>\n","      <td>1950</td>\n","      <td>121.0</td>\n","      <td>6.268389</td>\n","    </tr>\n","    <tr>\n","      <th>122</th>\n","      <td>2050</td>\n","      <td>121.0</td>\n","      <td>7.721399</td>\n","    </tr>\n","    <tr>\n","      <th>127</th>\n","      <td>1950</td>\n","      <td>151.0</td>\n","      <td>6.324056</td>\n","    </tr>\n","    <tr>\n","      <th>147</th>\n","      <td>2050</td>\n","      <td>151.0</td>\n","      <td>7.789969</td>\n","    </tr>\n","    <tr>\n","      <th>152</th>\n","      <td>1950</td>\n","      <td>181.0</td>\n","      <td>6.369969</td>\n","    </tr>\n","    <tr>\n","      <th>172</th>\n","      <td>2050</td>\n","      <td>181.0</td>\n","      <td>7.846524</td>\n","    </tr>\n","    <tr>\n","      <th>177</th>\n","      <td>1950</td>\n","      <td>211.0</td>\n","      <td>6.409085</td>\n","    </tr>\n","    <tr>\n","      <th>197</th>\n","      <td>2050</td>\n","      <td>211.0</td>\n","      <td>7.894707</td>\n","    </tr>\n","    <tr>\n","      <th>202</th>\n","      <td>1950</td>\n","      <td>241.0</td>\n","      <td>6.443186</td>\n","    </tr>\n","    <tr>\n","      <th>222</th>\n","      <td>2050</td>\n","      <td>241.0</td>\n","      <td>7.936713</td>\n","    </tr>\n","    <tr>\n","      <th>227</th>\n","      <td>1950</td>\n","      <td>271.0</td>\n","      <td>6.473431</td>\n","    </tr>\n","    <tr>\n","      <th>247</th>\n","      <td>2050</td>\n","      <td>271.0</td>\n","      <td>7.973969</td>\n","    </tr>\n","    <tr>\n","      <th>252</th>\n","      <td>1950</td>\n","      <td>301.0</td>\n","      <td>6.500619</td>\n","    </tr>\n","    <tr>\n","      <th>272</th>\n","      <td>2050</td>\n","      <td>301.0</td>\n","      <td>8.007459</td>\n","    </tr>\n","    <tr>\n","      <th>277</th>\n","      <td>1950</td>\n","      <td>331.0</td>\n","      <td>6.525319</td>\n","    </tr>\n","    <tr>\n","      <th>297</th>\n","      <td>2050</td>\n","      <td>331.0</td>\n","      <td>8.037885</td>\n","    </tr>\n","    <tr>\n","      <th>302</th>\n","      <td>1950</td>\n","      <td>361.0</td>\n","      <td>6.547957</td>\n","    </tr>\n","    <tr>\n","      <th>322</th>\n","      <td>2050</td>\n","      <td>361.0</td>\n","      <td>8.065770</td>\n","    </tr>\n","    <tr>\n","      <th>327</th>\n","      <td>1950</td>\n","      <td>391.0</td>\n","      <td>6.568857</td>\n","    </tr>\n","    <tr>\n","      <th>347</th>\n","      <td>2050</td>\n","      <td>391.0</td>\n","      <td>8.091514</td>\n","    </tr>\n","    <tr>\n","      <th>352</th>\n","      <td>1950</td>\n","      <td>421.0</td>\n","      <td>6.588269</td>\n","    </tr>\n","    <tr>\n","      <th>372</th>\n","      <td>2050</td>\n","      <td>421.0</td>\n","      <td>8.115427</td>\n","    </tr>\n","    <tr>\n","      <th>377</th>\n","      <td>1950</td>\n","      <td>451.0</td>\n","      <td>6.606397</td>\n","    </tr>\n","    <tr>\n","      <th>397</th>\n","      <td>2050</td>\n","      <td>451.0</td>\n","      <td>8.137757</td>\n","    </tr>\n","    <tr>\n","      <th>402</th>\n","      <td>1950</td>\n","      <td>481.0</td>\n","      <td>6.623402</td>\n","    </tr>\n","    <tr>\n","      <th>422</th>\n","      <td>2050</td>\n","      <td>481.0</td>\n","      <td>8.158703</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["     year  votes    rating\n","2    1950    1.0  5.176254\n","22   2050    1.0  6.376107\n","27   1950   31.0  5.936734\n","47   2050   31.0  7.312865\n","52   1950   61.0  6.099330\n","72   2050   61.0  7.513152\n","77   1950   91.0  6.197497\n","97   2050   91.0  7.634074\n","102  1950  121.0  6.268389\n","122  2050  121.0  7.721399\n","127  1950  151.0  6.324056\n","147  2050  151.0  7.789969\n","152  1950  181.0  6.369969\n","172  2050  181.0  7.846524\n","177  1950  211.0  6.409085\n","197  2050  211.0  7.894707\n","202  1950  241.0  6.443186\n","222  2050  241.0  7.936713\n","227  1950  271.0  6.473431\n","247  2050  271.0  7.973969\n","252  1950  301.0  6.500619\n","272  2050  301.0  8.007459\n","277  1950  331.0  6.525319\n","297  2050  331.0  8.037885\n","302  1950  361.0  6.547957\n","322  2050  361.0  8.065770\n","327  1950  391.0  6.568857\n","347  2050  391.0  8.091514\n","352  1950  421.0  6.588269\n","372  2050  421.0  8.115427\n","377  1950  451.0  6.606397\n","397  2050  451.0  8.137757\n","402  1950  481.0  6.623402\n","422  2050  481.0  8.158703"]},"metadata":{},"output_type":"display_data"}],"source":["# Display year, votes and rating in predicted data for years 1950 and 2050\n","display(prediction_data.loc[(prediction_data['year']==1950) | (prediction_data['year']==2050),\n","                            ['year','votes','rating']])"]},{"cell_type":"markdown","id":"e21d488c","metadata":{"execution":{"iopub.execute_input":"2023-01-01T16:13:13.467347Z","iopub.status.busy":"2023-01-01T16:13:13.46609Z","iopub.status.idle":"2023-01-01T16:13:13.474553Z","shell.execute_reply":"2023-01-01T16:13:13.473Z","shell.execute_reply.started":"2023-01-01T16:13:13.467296Z"},"papermill":{"duration":0.019512,"end_time":"2023-03-24T09:46:02.10707","exception":false,"start_time":"2023-03-24T09:46:02.087558","status":"completed"},"tags":[]},"source":["# <span style=\"font-family:monospace\">9. Conclusion</span>\n","\n","<div style = \"font-family:georgia, serif; font-size:17px\">\n","<ul>\n"," <li>On average, games seem to get better and better with time</li>\n"," <li>Games with more votes tend to have higher ratings</li>\n"," <li>The top 20 highest rated games are produced after 1998 with ratings above 9.5</li>\n"," <li>At the same time, 33 games have been produced with ratings below 2.1</li>\n","</ul>\n","</div>    "]},{"cell_type":"code","execution_count":null,"id":"3280ac3d","metadata":{"papermill":{"duration":0.019444,"end_time":"2023-03-24T09:46:02.146427","exception":false,"start_time":"2023-03-24T09:46:02.126983","status":"completed"},"tags":[]},"outputs":[],"source":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":16.078721,"end_time":"2023-03-24T09:46:02.988679","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-03-24T09:45:46.909958","version":"2.3.4"}},"nbformat":4,"nbformat_minor":5}