bundesliga-full-eda-data-visualization.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/adityaramachandran27/bundesliga-full-eda-data-visualization?scriptVersionId=137265034\" 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"},{"cell_type":"code","execution_count":1,"id":"bb7139cc","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-07-19T13:42:42.034976Z","iopub.status.busy":"2023-07-19T13:42:42.034488Z","iopub.status.idle":"2023-07-19T13:42:42.051905Z","shell.execute_reply":"2023-07-19T13:42:42.050581Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.036547,"end_time":"2023-07-19T13:42:42.054919","exception":false,"start_time":"2023-07-19T13:42:42.018372","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["/kaggle/input/bundesliga-seasons/bulidata.csv\n"]}],"source":["# This Python 3 environment comes with many helpful analytics libraries installed\n","# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n","# For example, here's several helpful packages to load\n","\n","import numpy as np # linear algebra\n","import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","\n","# Input data files are available in the read-only \"../input/\" directory\n","# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n","\n","import os\n","for dirname, _, filenames in os.walk('/kaggle/input'):\n","    for filename in filenames:\n","        print(os.path.join(dirname, filename))\n","\n","# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n","# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"]},{"cell_type":"markdown","id":"9c1c0a01","metadata":{"papermill":{"duration":0.013623,"end_time":"2023-07-19T13:42:42.082573","exception":false,"start_time":"2023-07-19T13:42:42.06895","status":"completed"},"tags":[]},"source":["![](https://www.bundesliga.com/assets/share/fallback-bundesliga-2022-2023.jpg)"]},{"cell_type":"markdown","id":"7bfefdf2","metadata":{"papermill":{"duration":0.013387,"end_time":"2023-07-19T13:42:42.109631","exception":false,"start_time":"2023-07-19T13:42:42.096244","status":"completed"},"tags":[]},"source":["<br>\n","<h1 style=\"font-size: 42px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #e9f7ef; color: #8f52a4; text-align: center; border-radius: 150px 150px;\"><b> Bundesliga: </b>EDA + Data Visualization</h1>\n","<br>"]},{"cell_type":"markdown","id":"f6aee43d","metadata":{"papermill":{"duration":0.013439,"end_time":"2023-07-19T13:42:42.136878","exception":false,"start_time":"2023-07-19T13:42:42.123439","status":"completed"},"tags":[]},"source":["## <font color='#8f52a4'>Table of contents<font><a class='anchor' id='top'></a>"]},{"cell_type":"markdown","id":"e7cd2138","metadata":{"papermill":{"duration":0.015042,"end_time":"2023-07-19T13:42:42.16565","exception":false,"start_time":"2023-07-19T13:42:42.150608","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#e7c6ff solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","\n","1. [Summary of the dataset](#summary)\n","2. [Preliminary Analysis](#preliminary)\n","3. [Cleaning the Dataset ](#cleaning)\n","4. [Exploratory Data Analysis](#EDA)\n","5. [Univariate Analysis on Categorical Variables](#EDA_Cat)\n","6. [Bivariate Analysis ](#BVA)"]},{"cell_type":"markdown","id":"7abc5060","metadata":{"papermill":{"duration":0.013457,"end_time":"2023-07-19T13:42:42.193272","exception":false,"start_time":"2023-07-19T13:42:42.179815","status":"completed"},"tags":[]},"source":["# <span><h1 style=\"font-size: 36px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #e9f7ef; color: #8f52a4; text-align: center; border-radius: 150px 150px;\">Summary of the Dataset</h1></span><a class='anchor' id='summary'></a>\n","<br>\n","\n","<div style=\"border-radius:10px; border:#e7c6ff solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","    \n","#### Dataset Intro\n"," \n","This Kaggle dataset provides comprehensive data on football (soccer) matches, including results, teams, and various statistics. The dataset covers matches from multiple leagues and seasons, allowing for in-depth analysis and insights into the world of football.\n","\n","The dataset includes essential match information such as the date, league name, season, matchday number, and location where each match was played. This information enables researchers and enthusiasts to track matches chronologically and geographically.\n","\n","#### Column Summary\n","    \n","- `match_date`: The date of the match.  \n","- `month`: The month in which the match took place.  \n","- `match_time`: The time of the match.  \n","- `season`: The season of the match.  \n","- `location`: The location where the match was held.  \n","- `matchday_nr`: The number of the matchday in the season.  \n","- `home_team_name`: The name of the home team.  \n","- `away_team_name`: The name of the away team.  \n","- `goals_home`: The number of goals scored by the home team.  \n","- `goals_away`: The number of goals scored by the away team.  \n","- `winner`: The winner of the match ('home team', 'away team', or 'draw').  \n","- `total_goals`: The total number of goals scored in the match."]},{"cell_type":"markdown","id":"54144d0b","metadata":{"papermill":{"duration":0.013363,"end_time":"2023-07-19T13:42:42.220175","exception":false,"start_time":"2023-07-19T13:42:42.206812","status":"completed"},"tags":[]},"source":["<br>\n","<h1 style=\"font-size: 36px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #e9f7ef; color: #8f52a4; text-align: center; border-radius: 150px 150px;\">Reading the dataset</h1>\n","<br>"]},{"cell_type":"code","execution_count":2,"id":"b4516de6","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2023-07-19T13:42:42.249228Z","iopub.status.busy":"2023-07-19T13:42:42.248578Z","iopub.status.idle":"2023-07-19T13:42:43.685718Z","shell.execute_reply":"2023-07-19T13:42:43.684596Z"},"papermill":{"duration":1.454699,"end_time":"2023-07-19T13:42:43.688376","exception":false,"start_time":"2023-07-19T13:42:42.233677","status":"completed"},"tags":[]},"outputs":[],"source":["import matplotlib.pyplot as plt\n","import seaborn as sns\n","pd.set_option('display.max_rows', 500)\n","pd.set_option('display.max_columns', 500)\n","pd.set_option('display.width', 1000)"]},{"cell_type":"code","execution_count":3,"id":"a01167c2","metadata":{"_kg_hide-input":false,"execution":{"iopub.execute_input":"2023-07-19T13:42:43.718813Z","iopub.status.busy":"2023-07-19T13:42:43.718462Z","iopub.status.idle":"2023-07-19T13:42:43.822139Z","shell.execute_reply":"2023-07-19T13:42:43.82107Z"},"papermill":{"duration":0.121791,"end_time":"2023-07-19T13:42:43.824465","exception":false,"start_time":"2023-07-19T13:42:43.702674","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>MATCH_DATE</th>\n","      <th>LEAGUE_NAME</th>\n","      <th>SEASON</th>\n","      <th>LEAGUE</th>\n","      <th>FINISHED</th>\n","      <th>LOCATION</th>\n","      <th>VIEWER</th>\n","      <th>MATCHDAY</th>\n","      <th>MATCHDAY_NR</th>\n","      <th>HOME_TEAM_ID</th>\n","      <th>HOME_TEAM_NAME</th>\n","      <th>HOME_TEAM</th>\n","      <th>HOME_ICON</th>\n","      <th>AWAY_TEAM_ID</th>\n","      <th>AWAY_TEAM_NAME</th>\n","      <th>AWAY_TEAM</th>\n","      <th>AWAY_ICON</th>\n","      <th>GOALS_HOME</th>\n","      <th>GOALS_AWAY</th>\n","      <th>DRAW</th>\n","      <th>WIN_HOME</th>\n","      <th>WIN_AWAY</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>2005-08-05 20:30:00</td>\n","      <td>1. Fussball-Bundesliga 2005/2006</td>\n","      <td>2005</td>\n","      <td>bl1</td>\n","      <td>True</td>\n","      <td>München</td>\n","      <td>NaN</td>\n","      <td>1. Spieltag</td>\n","      <td>1</td>\n","      <td>40</td>\n","      <td>FC Bayern München</td>\n","      <td>Bayern</td>\n","      <td>https://i.imgur.com/jJEsJrj.png</td>\n","      <td>87</td>\n","      <td>Borussia Mönchengladbach</td>\n","      <td>Gladbach</td>\n","      <td>https://i.imgur.com/KSIk0Eu.png</td>\n","      <td>3</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>2005-08-06 15:30:00</td>\n","      <td>1. Fussball-Bundesliga 2005/2006</td>\n","      <td>2005</td>\n","      <td>bl1</td>\n","      <td>True</td>\n","      <td>Köln</td>\n","      <td>NaN</td>\n","      <td>1. Spieltag</td>\n","      <td>1</td>\n","      <td>65</td>\n","      <td>1. FC Köln</td>\n","      <td>Köln</td>\n","      <td>https://upload.wikimedia.org/wikipedia/en/thum...</td>\n","      <td>81</td>\n","      <td>1. FSV Mainz 05</td>\n","      <td>Mainz</td>\n","      <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>2005-08-06 15:30:00</td>\n","      <td>1. Fussball-Bundesliga 2005/2006</td>\n","      <td>2005</td>\n","      <td>bl1</td>\n","      <td>True</td>\n","      <td>Duisburg</td>\n","      <td>NaN</td>\n","      <td>1. Spieltag</td>\n","      <td>1</td>\n","      <td>107</td>\n","      <td>MSV Duisburg</td>\n","      <td>Duisburg</td>\n","      <td>https://upload.wikimedia.org/wikipedia/en/c/c8...</td>\n","      <td>16</td>\n","      <td>VfB Stuttgart</td>\n","      <td>Stuttgart</td>\n","      <td>https://i.imgur.com/v0tkpNx.png</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>2005-08-06 15:30:00</td>\n","      <td>1. Fussball-Bundesliga 2005/2006</td>\n","      <td>2005</td>\n","      <td>bl1</td>\n","      <td>True</td>\n","      <td>Hamburg</td>\n","      <td>NaN</td>\n","      <td>1. Spieltag</td>\n","      <td>1</td>\n","      <td>100</td>\n","      <td>Hamburger SV</td>\n","      <td>HSV</td>\n","      <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n","      <td>79</td>\n","      <td>1. FC Nürnberg</td>\n","      <td>Nürnberg</td>\n","      <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n","      <td>3</td>\n","      <td>0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>2005-08-06 15:30:00</td>\n","      <td>1. Fussball-Bundesliga 2005/2006</td>\n","      <td>2005</td>\n","      <td>bl1</td>\n","      <td>True</td>\n","      <td>Wolfsburg</td>\n","      <td>NaN</td>\n","      <td>1. Spieltag</td>\n","      <td>1</td>\n","      <td>131</td>\n","      <td>VfL Wolfsburg</td>\n","      <td>Wolfsburg</td>\n","      <td>https://i.imgur.com/ucqKV4B.png</td>\n","      <td>7</td>\n","      <td>Borussia Dortmund</td>\n","      <td>BVB</td>\n","      <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   Unnamed: 0           MATCH_DATE                       LEAGUE_NAME  SEASON LEAGUE  FINISHED   LOCATION  VIEWER     MATCHDAY  MATCHDAY_NR  HOME_TEAM_ID     HOME_TEAM_NAME  HOME_TEAM                                          HOME_ICON  AWAY_TEAM_ID            AWAY_TEAM_NAME  AWAY_TEAM                                          AWAY_ICON  GOALS_HOME  GOALS_AWAY  DRAW  WIN_HOME  WIN_AWAY\n","0           0  2005-08-05 20:30:00  1. Fussball-Bundesliga 2005/2006    2005    bl1      True    München     NaN  1. Spieltag            1            40  FC Bayern München     Bayern                    https://i.imgur.com/jJEsJrj.png            87  Borussia Mönchengladbach   Gladbach                    https://i.imgur.com/KSIk0Eu.png           3           0   0.0       1.0       0.0\n","1           1  2005-08-06 15:30:00  1. Fussball-Bundesliga 2005/2006    2005    bl1      True       Köln     NaN  1. Spieltag            1            65         1. FC Köln       Köln  https://upload.wikimedia.org/wikipedia/en/thum...            81           1. FSV Mainz 05      Mainz  https://upload.wikimedia.org/wikipedia/commons...           1           0   0.0       1.0       0.0\n","2           2  2005-08-06 15:30:00  1. Fussball-Bundesliga 2005/2006    2005    bl1      True   Duisburg     NaN  1. Spieltag            1           107       MSV Duisburg   Duisburg  https://upload.wikimedia.org/wikipedia/en/c/c8...            16             VfB Stuttgart  Stuttgart                    https://i.imgur.com/v0tkpNx.png           1           1   1.0       0.0       0.0\n","3           3  2005-08-06 15:30:00  1. Fussball-Bundesliga 2005/2006    2005    bl1      True    Hamburg     NaN  1. Spieltag            1           100       Hamburger SV        HSV  https://upload.wikimedia.org/wikipedia/commons...            79            1. FC Nürnberg   Nürnberg  https://upload.wikimedia.org/wikipedia/commons...           3           0   0.0       1.0       0.0\n","4           4  2005-08-06 15:30:00  1. Fussball-Bundesliga 2005/2006    2005    bl1      True  Wolfsburg     NaN  1. Spieltag            1           131      VfL Wolfsburg  Wolfsburg                    https://i.imgur.com/ucqKV4B.png             7         Borussia Dortmund        BVB  https://upload.wikimedia.org/wikipedia/commons...           2           2   1.0       0.0       0.0"]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["df = pd.read_csv('/kaggle/input/bundesliga-seasons/bulidata.csv')\n","df.head()"]},{"cell_type":"code","execution_count":4,"id":"e5063630","metadata":{"_kg_hide-input":false,"execution":{"iopub.execute_input":"2023-07-19T13:42:43.854364Z","iopub.status.busy":"2023-07-19T13:42:43.853943Z","iopub.status.idle":"2023-07-19T13:42:43.860182Z","shell.execute_reply":"2023-07-19T13:42:43.859237Z"},"papermill":{"duration":0.023643,"end_time":"2023-07-19T13:42:43.862203","exception":false,"start_time":"2023-07-19T13:42:43.83856","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["Index(['Unnamed: 0', 'MATCH_DATE', 'LEAGUE_NAME', 'SEASON', 'LEAGUE', 'FINISHED', 'LOCATION', 'VIEWER', 'MATCHDAY', 'MATCHDAY_NR', 'HOME_TEAM_ID', 'HOME_TEAM_NAME', 'HOME_TEAM', 'HOME_ICON', 'AWAY_TEAM_ID', 'AWAY_TEAM_NAME', 'AWAY_TEAM', 'AWAY_ICON', 'GOALS_HOME', 'GOALS_AWAY', 'DRAW', 'WIN_HOME', 'WIN_AWAY'], dtype='object')"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["# Selecting the necessary columns\n","df.columns"]},{"cell_type":"code","execution_count":5,"id":"5904843a","metadata":{"_kg_hide-input":false,"execution":{"iopub.execute_input":"2023-07-19T13:42:43.892428Z","iopub.status.busy":"2023-07-19T13:42:43.89207Z","iopub.status.idle":"2023-07-19T13:42:43.903645Z","shell.execute_reply":"2023-07-19T13:42:43.902856Z"},"papermill":{"duration":0.02946,"end_time":"2023-07-19T13:42:43.905791","exception":false,"start_time":"2023-07-19T13:42:43.876331","status":"completed"},"tags":[]},"outputs":[],"source":["df = df[['MATCH_DATE', 'SEASON','LOCATION','MATCHDAY_NR','HOME_TEAM_NAME','AWAY_TEAM_NAME','GOALS_HOME', 'GOALS_AWAY', 'DRAW', 'WIN_HOME', 'WIN_AWAY']]"]},{"cell_type":"markdown","id":"5ade26c6","metadata":{"papermill":{"duration":0.01395,"end_time":"2023-07-19T13:42:43.93419","exception":false,"start_time":"2023-07-19T13:42:43.92024","status":"completed"},"tags":[]},"source":["# <span><h1 style=\"font-size: 36px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #e9f7ef; color: #8f52a4; text-align: center; border-radius: 150px 150px;\">Preliminary Analysis</h1></span><a class='anchor' id='preliminary'></a>\n","<br>\n"]},{"cell_type":"code","execution_count":6,"id":"1c2bf0f0","metadata":{"_kg_hide-input":false,"execution":{"iopub.execute_input":"2023-07-19T13:42:43.96417Z","iopub.status.busy":"2023-07-19T13:42:43.963766Z","iopub.status.idle":"2023-07-19T13:42:43.988283Z","shell.execute_reply":"2023-07-19T13:42:43.986855Z"},"papermill":{"duration":0.042003,"end_time":"2023-07-19T13:42:43.990441","exception":false,"start_time":"2023-07-19T13:42:43.948438","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 5508 entries, 0 to 5507\n","Data columns (total 11 columns):\n"," #   Column          Non-Null Count  Dtype  \n","---  ------          --------------  -----  \n"," 0   MATCH_DATE      5508 non-null   object \n"," 1   SEASON          5508 non-null   int64  \n"," 2   LOCATION        5508 non-null   object \n"," 3   MATCHDAY_NR     5508 non-null   int64  \n"," 4   HOME_TEAM_NAME  5508 non-null   object \n"," 5   AWAY_TEAM_NAME  5508 non-null   object \n"," 6   GOALS_HOME      5508 non-null   int64  \n"," 7   GOALS_AWAY      5508 non-null   int64  \n"," 8   DRAW            5508 non-null   float64\n"," 9   WIN_HOME        5508 non-null   float64\n"," 10  WIN_AWAY        5508 non-null   float64\n","dtypes: float64(3), int64(4), object(4)\n","memory usage: 473.5+ KB\n"]}],"source":["df.info()"]},{"cell_type":"code","execution_count":7,"id":"df23f1a2","metadata":{"_kg_hide-input":false,"execution":{"iopub.execute_input":"2023-07-19T13:42:44.020536Z","iopub.status.busy":"2023-07-19T13:42:44.020148Z","iopub.status.idle":"2023-07-19T13:42:44.052367Z","shell.execute_reply":"2023-07-19T13:42:44.051367Z"},"papermill":{"duration":0.049862,"end_time":"2023-07-19T13:42:44.054546","exception":false,"start_time":"2023-07-19T13:42:44.004684","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>SEASON</th>\n","      <th>MATCHDAY_NR</th>\n","      <th>GOALS_HOME</th>\n","      <th>GOALS_AWAY</th>\n","      <th>DRAW</th>\n","      <th>WIN_HOME</th>\n","      <th>WIN_AWAY</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>5508.000000</td>\n","      <td>5508.000000</td>\n","      <td>5508.000000</td>\n","      <td>5508.000000</td>\n","      <td>5508.000000</td>\n","      <td>5508.000000</td>\n","      <td>5508.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>2013.500000</td>\n","      <td>17.500000</td>\n","      <td>1.394336</td>\n","      <td>1.075527</td>\n","      <td>0.290668</td>\n","      <td>0.425744</td>\n","      <td>0.283588</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>5.188598</td>\n","      <td>9.811599</td>\n","      <td>1.299628</td>\n","      <td>1.131180</td>\n","      <td>0.454112</td>\n","      <td>0.494500</td>\n","      <td>0.450780</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>2005.000000</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>2009.000000</td>\n","      <td>9.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>2013.500000</td>\n","      <td>17.500000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>2018.000000</td>\n","      <td>26.000000</td>\n","      <td>2.000000</td>\n","      <td>2.000000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>2022.000000</td>\n","      <td>34.000000</td>\n","      <td>9.000000</td>\n","      <td>8.000000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            SEASON  MATCHDAY_NR   GOALS_HOME   GOALS_AWAY         DRAW     WIN_HOME     WIN_AWAY\n","count  5508.000000  5508.000000  5508.000000  5508.000000  5508.000000  5508.000000  5508.000000\n","mean   2013.500000    17.500000     1.394336     1.075527     0.290668     0.425744     0.283588\n","std       5.188598     9.811599     1.299628     1.131180     0.454112     0.494500     0.450780\n","min    2005.000000     1.000000     0.000000     0.000000     0.000000     0.000000     0.000000\n","25%    2009.000000     9.000000     0.000000     0.000000     0.000000     0.000000     0.000000\n","50%    2013.500000    17.500000     1.000000     1.000000     0.000000     0.000000     0.000000\n","75%    2018.000000    26.000000     2.000000     2.000000     1.000000     1.000000     1.000000\n","max    2022.000000    34.000000     9.000000     8.000000     1.000000     1.000000     1.000000"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["df.describe()"]},{"cell_type":"code","execution_count":8,"id":"e6f589c1","metadata":{"_kg_hide-input":false,"execution":{"iopub.execute_input":"2023-07-19T13:42:44.08605Z","iopub.status.busy":"2023-07-19T13:42:44.085662Z","iopub.status.idle":"2023-07-19T13:42:44.097764Z","shell.execute_reply":"2023-07-19T13:42:44.096771Z"},"papermill":{"duration":0.030866,"end_time":"2023-07-19T13:42:44.099968","exception":false,"start_time":"2023-07-19T13:42:44.069102","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["MATCH_DATE        0\n","SEASON            0\n","LOCATION          0\n","MATCHDAY_NR       0\n","HOME_TEAM_NAME    0\n","AWAY_TEAM_NAME    0\n","GOALS_HOME        0\n","GOALS_AWAY        0\n","DRAW              0\n","WIN_HOME          0\n","WIN_AWAY          0\n","dtype: int64"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.isnull().sum()"]},{"cell_type":"code","execution_count":9,"id":"928a8cb3","metadata":{"_kg_hide-input":false,"execution":{"iopub.execute_input":"2023-07-19T13:42:44.130893Z","iopub.status.busy":"2023-07-19T13:42:44.130528Z","iopub.status.idle":"2023-07-19T13:42:44.144018Z","shell.execute_reply":"2023-07-19T13:42:44.142972Z"},"papermill":{"duration":0.031554,"end_time":"2023-07-19T13:42:44.146194","exception":false,"start_time":"2023-07-19T13:42:44.11464","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["0"]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["df.duplicated().sum()"]},{"cell_type":"markdown","id":"645804d4","metadata":{"papermill":{"duration":0.016151,"end_time":"2023-07-19T13:42:44.177084","exception":false,"start_time":"2023-07-19T13:42:44.160933","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>Conclusions 🔍</font></h3>\n","    \n","- No null values\n","- No missing values\n","- No duplicated rows \n","- It is possible to combine the `DRAW`, `WIN_HOME`, and `WIN_AWAY` columns into a single column named `Match Results`.\n","- Need to convert the column header to lower case for better readability\n","- Need to convert date column to proper datetime"]},{"cell_type":"markdown","id":"2f446f98","metadata":{"papermill":{"duration":0.014864,"end_time":"2023-07-19T13:42:44.207513","exception":false,"start_time":"2023-07-19T13:42:44.192649","status":"completed"},"tags":[]},"source":["# <span><h1 style=\"font-size: 36px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #e9f7ef; color: #8f52a4; text-align: center; border-radius: 150px 150px;\">Cleaning the Dataset</h1></span><a class='anchor' id='cleaning'></a>\n","<br>"]},{"cell_type":"code","execution_count":10,"id":"9e3db331","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:44.239628Z","iopub.status.busy":"2023-07-19T13:42:44.238264Z","iopub.status.idle":"2023-07-19T13:42:44.286355Z","shell.execute_reply":"2023-07-19T13:42:44.285372Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.066371,"end_time":"2023-07-19T13:42:44.288513","exception":false,"start_time":"2023-07-19T13:42:44.222142","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>match_date</th>\n","      <th>month</th>\n","      <th>match_time</th>\n","      <th>season</th>\n","      <th>location</th>\n","      <th>matchday_nr</th>\n","      <th>home_team_name</th>\n","      <th>away_team_name</th>\n","      <th>goals_home</th>\n","      <th>goals_away</th>\n","      <th>winner</th>\n","      <th>total_goals</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>2005-08-05</td>\n","      <td>August</td>\n","      <td>20:30:00</td>\n","      <td>2005</td>\n","      <td>München</td>\n","      <td>1</td>\n","      <td>FC Bayern München</td>\n","      <td>Borussia Mönchengladbach</td>\n","      <td>3</td>\n","      <td>0</td>\n","      <td>home team</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2005-08-06</td>\n","      <td>August</td>\n","      <td>15:30:00</td>\n","      <td>2005</td>\n","      <td>Köln</td>\n","      <td>1</td>\n","      <td>1. FC Köln</td>\n","      <td>1. FSV Mainz 05</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>home team</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2005-08-06</td>\n","      <td>August</td>\n","      <td>15:30:00</td>\n","      <td>2005</td>\n","      <td>Duisburg</td>\n","      <td>1</td>\n","      <td>MSV Duisburg</td>\n","      <td>VfB Stuttgart</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>draw</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>2005-08-06</td>\n","      <td>August</td>\n","      <td>15:30:00</td>\n","      <td>2005</td>\n","      <td>Hamburg</td>\n","      <td>1</td>\n","      <td>Hamburger SV</td>\n","      <td>1. FC Nürnberg</td>\n","      <td>3</td>\n","      <td>0</td>\n","      <td>home team</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2005-08-06</td>\n","      <td>August</td>\n","      <td>15:30:00</td>\n","      <td>2005</td>\n","      <td>Wolfsburg</td>\n","      <td>1</td>\n","      <td>VfL Wolfsburg</td>\n","      <td>Borussia Dortmund</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>draw</td>\n","      <td>4</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   match_date   month match_time  season   location  matchday_nr     home_team_name            away_team_name  goals_home  goals_away     winner  total_goals\n","0  2005-08-05  August   20:30:00    2005    München            1  FC Bayern München  Borussia Mönchengladbach           3           0  home team            3\n","1  2005-08-06  August   15:30:00    2005       Köln            1         1. FC Köln           1. FSV Mainz 05           1           0  home team            1\n","2  2005-08-06  August   15:30:00    2005   Duisburg            1       MSV Duisburg             VfB Stuttgart           1           1       draw            2\n","3  2005-08-06  August   15:30:00    2005    Hamburg            1       Hamburger SV            1. FC Nürnberg           3           0  home team            3\n","4  2005-08-06  August   15:30:00    2005  Wolfsburg            1      VfL Wolfsburg         Borussia Dortmund           2           2       draw            4"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["#Merging the last 3 column values into one single column \n","\n","df['match_result'] = df[['DRAW', 'WIN_HOME', 'WIN_AWAY']].idxmax(axis=1)\n","df = df.drop(['DRAW', 'WIN_HOME', 'WIN_AWAY'], axis=1)\n","\n","# Converting column names into lower case\n","df.columns = df.columns.str.lower()\n","\n","# Converting date column to datetime \n","df['match_date'] = pd.to_datetime(df['match_date'])\n","\n","# Creating a month column from the match_date column \n","df['month'] = df['match_date'].dt.month_name()\n","\n","\n","# Seperating the time from the match_date column \n","df['match_time'] = df['match_date'].dt.time\n","df['match_date'] = df['match_date'].dt.date\n","\n","\n","# Rearranging columns \n","df = df[['match_date', 'month', 'match_time', 'season', 'location',\t'matchday_nr',\t'home_team_name',\t'away_team_name',\t'goals_home',\t'goals_away',\t'match_result']]\n","\n","\n","# Changing the values in the 'match_result' column to a much cleaner format\n","def change_match_result_wording(series):\n","    if series == 'WIN_HOME':\n","        return 'home team'\n","    elif series == 'WIN_AWAY':\n","        return 'away team'\n","    else:\n","        return 'draw'\n","\n","df['winner'] = df['match_result'].apply(change_match_result_wording)\n","df.drop(columns='match_result', inplace=True)\n","\n","\n","df['total_goals'] = df['goals_home'] + df['goals_away']\n","df.head()"]},{"cell_type":"markdown","id":"be067e03","metadata":{"papermill":{"duration":0.014511,"end_time":"2023-07-19T13:42:44.317983","exception":false,"start_time":"2023-07-19T13:42:44.303472","status":"completed"},"tags":[]},"source":["# <span><h1 style=\"font-size: 36px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #e9f7ef; color: #8f52a4; text-align: center; border-radius: 150px 150px;\">Exploratory Data Analysis </h1></span><a class='anchor' id='EDA'></a>\n","<br>\n","\n","<div style=\"border-radius:10px; border:#e7c6ff solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","\n","- Univariate analysis focuses on analyzing each feature in the dataset independently.\n","- Distribution analysis:\n","    - The distribution of each feature is examined to identify its shape, central tendency, and dispersion.\n","- Identifying potential issues:\n","    - Univariate analysis helps in identifying potential problems with the data such as outliers, skewness, and missing values"]},{"cell_type":"markdown","id":"ecdd32be","metadata":{"papermill":{"duration":0.015105,"end_time":"2023-07-19T13:42:44.347861","exception":false,"start_time":"2023-07-19T13:42:44.332756","status":"completed"},"tags":[]},"source":["<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Segregating Columns into groups</h2>\n","<br>\n","\n","<div style=\"border-radius:10px; border:#e7c6ff solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","\n","- **Numerical** - `goals_home`, `goals_away`, `total_goals`\n","- **Categorical** - `month`, `match_time`, `season`, `location`, `matchday_nr`, `home_team_name`, `away_team_name`, `winner`"]},{"cell_type":"markdown","id":"c4d80bd4","metadata":{"papermill":{"duration":0.014684,"end_time":"2023-07-19T13:42:44.378023","exception":false,"start_time":"2023-07-19T13:42:44.363339","status":"completed"},"tags":[]},"source":["### \n","\n","<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on home goals</h2>\n","<br>"]},{"cell_type":"code","execution_count":11,"id":"2e535c31","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:44.409899Z","iopub.status.busy":"2023-07-19T13:42:44.40949Z","iopub.status.idle":"2023-07-19T13:42:44.420549Z","shell.execute_reply":"2023-07-19T13:42:44.419461Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.029704,"end_time":"2023-07-19T13:42:44.422753","exception":false,"start_time":"2023-07-19T13:42:44.393049","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["count    5508.000000\n","mean        1.394336\n","std         1.299628\n","min         0.000000\n","25%         0.000000\n","50%         1.000000\n","75%         2.000000\n","max         9.000000\n","Name: goals_home, dtype: float64"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["df['goals_home'].describe()"]},{"cell_type":"code","execution_count":12,"id":"44867ca3","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:44.454996Z","iopub.status.busy":"2023-07-19T13:42:44.454641Z","iopub.status.idle":"2023-07-19T13:42:44.459335Z","shell.execute_reply":"2023-07-19T13:42:44.458416Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.023203,"end_time":"2023-07-19T13:42:44.461434","exception":false,"start_time":"2023-07-19T13:42:44.438231","status":"completed"},"tags":[]},"outputs":[],"source":["sns.set_palette = 'deep'\n","sns.set_style(\"darkgrid\")"]},{"cell_type":"code","execution_count":13,"id":"193a1da3","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:44.493426Z","iopub.status.busy":"2023-07-19T13:42:44.493053Z","iopub.status.idle":"2023-07-19T13:42:45.167835Z","shell.execute_reply":"2023-07-19T13:42:45.166782Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.694016,"end_time":"2023-07-19T13:42:45.170461","exception":false,"start_time":"2023-07-19T13:42:44.476445","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(1,2, figsize=(8,4))\n","ax[0] = sns.histplot(data=df, x='goals_home', ax=ax[0], bins=5, edgecolor='black')\n","ax[0].set(title='Histogram of home goals scored', xlabel='Home Goal Count')\n","\n","ax[1] = sns.kdeplot(data=df, x='goals_home', ax=ax[1], fill=True, color='orange',edgecolor='black')\n","ax[1].set(title='KDE Plot of home goals scored', xlabel='Home Goal Count')\n","plt.show()"]},{"cell_type":"code","execution_count":14,"id":"faf904de","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:45.205562Z","iopub.status.busy":"2023-07-19T13:42:45.205191Z","iopub.status.idle":"2023-07-19T13:42:45.21137Z","shell.execute_reply":"2023-07-19T13:42:45.210484Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.025383,"end_time":"2023-07-19T13:42:45.213429","exception":false,"start_time":"2023-07-19T13:42:45.188046","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["1.107116741335191"]},"execution_count":14,"metadata":{},"output_type":"execute_result"}],"source":["df['goals_home'].skew()"]},{"cell_type":"code","execution_count":15,"id":"69bf03a6","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:45.246931Z","iopub.status.busy":"2023-07-19T13:42:45.246318Z","iopub.status.idle":"2023-07-19T13:42:45.287978Z","shell.execute_reply":"2023-07-19T13:42:45.286831Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.061244,"end_time":"2023-07-19T13:42:45.290555","exception":false,"start_time":"2023-07-19T13:42:45.229311","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Goals scored by the Home Team: \n","-------------------------------\n","between 0 and 1  -> 72.059 %\n","between 1 and 2  -> 39.07 %\n","between 2 and 3  -> 17.357 %\n","between 3 and 4  -> 7.208 %\n","between 4 and 5  -> 2.614 %\n","between 5 and 6  -> 0.799 %\n","between 6 and 7  -> 0.236 %\n","between 7 and 8  -> 0.073 %\n","between 8 and 9  -> 0.018 %\n","between 9 and 10  -> 0.0 %\n"]}],"source":["print('Goals scored by the Home Team: ')\n","print('-------------------------------')\n","for i in range(0,10):\n","    print('between {} and {} '.format(i, i+1), '->', \n","          round(len(df.query(\"goals_home > {} and goals_home <= 2{}\".format(i, i+1))) / len(df['goals_home']) * 100, 3), '%')"]},{"cell_type":"markdown","id":"15a5d38b","metadata":{"papermill":{"duration":0.016204,"end_time":"2023-07-19T13:42:45.323838","exception":false,"start_time":"2023-07-19T13:42:45.307634","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","\n","- No missing values/ null values\n","- Data is positvely skewed \n","- The majority of goals (71%) scored by the home team in a match fall within the range of 0 to 1.\n","- The goals scored percentage decreases drastically after 5\n","    "]},{"cell_type":"markdown","id":"59e6f75e","metadata":{"papermill":{"duration":0.015765,"end_time":"2023-07-19T13:42:45.355855","exception":false,"start_time":"2023-07-19T13:42:45.34009","status":"completed"},"tags":[]},"source":["\n","<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on away goals</h2>\n","<br>"]},{"cell_type":"code","execution_count":16,"id":"e6d05c1f","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:45.389975Z","iopub.status.busy":"2023-07-19T13:42:45.38959Z","iopub.status.idle":"2023-07-19T13:42:45.402345Z","shell.execute_reply":"2023-07-19T13:42:45.401269Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.032273,"end_time":"2023-07-19T13:42:45.404376","exception":false,"start_time":"2023-07-19T13:42:45.372103","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["count    5508.000000\n","mean        1.075527\n","std         1.131180\n","min         0.000000\n","25%         0.000000\n","50%         1.000000\n","75%         2.000000\n","max         8.000000\n","Name: goals_away, dtype: float64"]},"execution_count":16,"metadata":{},"output_type":"execute_result"}],"source":["df['goals_away'].describe()"]},{"cell_type":"code","execution_count":17,"id":"1ff4ecfe","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:45.438496Z","iopub.status.busy":"2023-07-19T13:42:45.438082Z","iopub.status.idle":"2023-07-19T13:42:46.125266Z","shell.execute_reply":"2023-07-19T13:42:46.124195Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.707225,"end_time":"2023-07-19T13:42:46.127832","exception":false,"start_time":"2023-07-19T13:42:45.420607","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x400 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(1,2, figsize=(8,4))\n","ax[0] = sns.histplot(data=df, x='goals_away', ax=ax[0], bins=5, color='#a8dadc', edgecolor='black')\n","ax[0].set(title='Histogram of away goals scored', xlabel='Away Goal Count')\n","\n","ax[1] = sns.kdeplot(data=df, x='goals_away', ax=ax[1], fill=True, color= '#f4a261',edgecolor='black')\n","ax[1].set(title='KDE Plot of away goals scored', xlabel='Away Goal Count')\n","plt.show()"]},{"cell_type":"code","execution_count":18,"id":"b3dc212e","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:46.164586Z","iopub.status.busy":"2023-07-19T13:42:46.164188Z","iopub.status.idle":"2023-07-19T13:42:46.205207Z","shell.execute_reply":"2023-07-19T13:42:46.203593Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.061927,"end_time":"2023-07-19T13:42:46.207561","exception":false,"start_time":"2023-07-19T13:42:46.145634","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Goals scored by the Away Team: \n","-------------------------------\n","between 0 and 1  -> 62.836 %\n","between 1 and 2  -> 28.613 %\n","between 2 and 3  -> 10.948 %\n","between 3 and 4  -> 3.649 %\n","between 4 and 5  -> 1.053 %\n","between 5 and 6  -> 0.381 %\n","between 6 and 7  -> 0.054 %\n","between 7 and 8  -> 0.018 %\n","between 8 and 9  -> 0.0 %\n","between 9 and 10  -> 0.0 %\n"]}],"source":["print('Goals scored by the Away Team: ')\n","print('-------------------------------')\n","for i in range(0,10):\n","    print('between {} and {} '.format(i, i+1), '->', \n","          round(len(df.query(\"goals_away > {} and goals_home <= 2{}\".format(i, i+1))) / len(df['goals_home']) * 100, 3), '%')"]},{"cell_type":"markdown","id":"91daa4a4","metadata":{"papermill":{"duration":0.016797,"end_time":"2023-07-19T13:42:46.241569","exception":false,"start_time":"2023-07-19T13:42:46.224772","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","    \n","- no missing values\n","- data is positively skewed\n","- The away team has significantly lesser goal score percentage\n","- **This shows us that the teams score less goals when playing away than playing at home**"]},{"cell_type":"markdown","id":"70cae4de","metadata":{"execution":{"iopub.execute_input":"2023-05-31T11:46:27.016358Z","iopub.status.busy":"2023-05-31T11:46:27.015603Z","iopub.status.idle":"2023-05-31T11:46:27.029133Z","shell.execute_reply":"2023-05-31T11:46:27.026557Z","shell.execute_reply.started":"2023-05-31T11:46:27.016121Z"},"papermill":{"duration":0.016644,"end_time":"2023-07-19T13:42:46.275096","exception":false,"start_time":"2023-07-19T13:42:46.258452","status":"completed"},"tags":[]},"source":["<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on total goals</h2>\n","<br>"]},{"cell_type":"code","execution_count":19,"id":"43a43ac5","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:46.312908Z","iopub.status.busy":"2023-07-19T13:42:46.31173Z","iopub.status.idle":"2023-07-19T13:42:46.323397Z","shell.execute_reply":"2023-07-19T13:42:46.322333Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.032003,"end_time":"2023-07-19T13:42:46.325595","exception":false,"start_time":"2023-07-19T13:42:46.293592","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["count    5508.000000\n","mean        2.469862\n","std         1.731789\n","min         0.000000\n","25%         1.000000\n","50%         2.000000\n","75%         4.000000\n","max        11.000000\n","Name: total_goals, dtype: float64"]},"execution_count":19,"metadata":{},"output_type":"execute_result"}],"source":["df['total_goals'].describe()"]},{"cell_type":"code","execution_count":20,"id":"d8371ad1","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:46.362286Z","iopub.status.busy":"2023-07-19T13:42:46.361849Z","iopub.status.idle":"2023-07-19T13:42:47.033041Z","shell.execute_reply":"2023-07-19T13:42:47.031924Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.692058,"end_time":"2023-07-19T13:42:47.035353","exception":false,"start_time":"2023-07-19T13:42:46.343295","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAs4AAAGHCAYAAACgU9QVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACdOklEQVR4nOzdd3hTZfsH8G/apjNJ011oyyaF0tKWCtjBKoiIqIwXQVmCIgVFQWTvZaksGfIDBBFkKksFfBFEfZkCWkBGoWzoblaTlrZpen5/xARCdjqSpvfnunJpz3nOyfM05fTufe7zPCyGYRgQQgghhBBCjHKydQcIIYQQQgipCyhwJoQQQgghxAwUOBNCCCGEEGIGCpwJIYQQQggxAwXOhBBCCCGEmIECZ0IIIYQQQsxAgTMhhBBCCCFmoMCZEEIIIYQQM1DgTAghhBBCiBkocK4h+/fvR3h4OP755x+9+8eMGYPk5GStbcnJyZg2bZpF7/P3339jzZo1KCoqsrqv9c2RI0fw6quvom3btggPD8eNGzf0trt9+zbWrFmDx48fW/1ef/zxB9asWWP18QAwbdo0nZ8VezNs2DAMGzbM1t2wK+prQFV+fohxhq6zIpEI/fv3R2xsLE6fPg0AWLNmDcLDwzWv6OhodO7cGe+++y6+/fZbyOVynfNPmzZN65jnX6YkJydrtY+NjcXAgQNx8OBBrXZV+fezfv16HD9+3KpjjZFIJJg4cSLi4+MRHh6OcePGGWy7Y8cO7N+/3+r3evLkCdasWYM///zT6nM8fvwY4eHhVepHTfvzzz8RHh5epXE6ImtiH1tysXUHyFNr164Fh8Ox6Jj09HSsXbsW/fr1A4/Hq6GeOQ6RSIQpU6YgKSkJc+fOhaurK5o0aaK37e3bt7F27Vp06NABoaGhVr3fH3/8gR07dmD8+PFV6DUhxFy5ubkYOXIkhEIhtmzZgpiYGK39mzZtApfLhUKhQH5+Ps6ePYulS5di8+bNWL9+PVq1aqXV3t3dHVu3brW6P+3atcPUqVM1ffv6668xdepUlJSU4O2337b6vGobNmzAyy+/jB49elT5XM9at24djh07hs8++wyNGjWCt7e3wba7du2Cj48P+vfvb9V7PXnyBGvXrsWHH36Ijh07WttlQmoFBc52JCIiwtZdsJhCoQCLxYKLS934Ubp37x4UCgVef/11dOjQwdbdIXZIqVRCqVTC1dXV1l0hFrp//z5GjhwJhUKBb7/9Vm9WuE2bNvD19dV8/eqrr2Lo0KEYOnQoxo4di6NHj2p99k5OTjrBtyV4PJ7W8QkJCejWrRu++eabagmca0pmZiYaNWqE119/3dZdIXbqyZMn8PDwsHU3ah2VatiR529XVFZWYt26dXj55ZfRtm1bvPDCC3jttdc02Y81a9bg888/BwB0795dcztQfRuosrISX331FXr16oXIyEjEx8djypQpyM3N1XpfhmGwfv16dOvWDVFRUejfvz9Onz6tc/tQfZvp4MGDWLJkCTp16oSoqCg8ePAAIpEI8+bNQ+/evREbG4v4+HgMHz4cFy9e1Hov9e20TZs2YePGjUhOTkbbtm0xbNgwTVC7bNkyJCUlIS4uDh988AGEQqFZ379ff/0VgwYNQnR0NGJjYzFy5Eikp6dr9k+bNk3zi2rixIkIDw83eHt0//79+PjjjwEAw4cP13xvn70NuHfvXrz++uuIiopChw4d8MEHH+DOnTta77djxw4A0Lpdq751v2PHDgwZMgTx8fGIiYnBa6+9hq+++goKhcKs8T7P3M8RALKzs/Hpp58iPj4ekZGReOWVV/D111+jsrJSq93atWsxcOBAdOjQAe3atUO/fv3w/fffg2EYk/3ZuXMnXn/9dcTGxiI2Nha9evXCihUrquW4vLw8zJ49G126dEFkZCSSkpLw0UcfobCw0KIxqn8ev/rqK6xbtw7JycmIiorCuXPnAAD//PMPUlJS0KFDB0RFRaFv3744cuSITp8vXbqEwYMHIyoqCklJSVi+fDkqKipMjpVUnxs3buDtt9+Gs7Mzdu3aZVYphVqrVq2QkpKC7OxsvZ9vdeLxeGjatCmys7ONtpNIJJg3bx46deqEyMhIdO/eHStXrkR5ebmmTXh4OEpKSnDgwAHN9cVUyYep86r/TZw5cwZ37tzR+b3yvOTkZGRmZuL8+fOats+Wlpn6d/j48WPEx8cDUF1v1OdQ/y588OABpk+fjp49eyI6OhqdOnVCSkoKbt68aeI7bVhmZiZGjRqF6OhovPjii5g/fz5+//13veM0dZ0HVNeJiRMnan6fJScn45NPPkFWVpbJvjx69AgTJ05EUlISIiMjkZCQgBEjRhgsIbT0uJ9++gmDBg3SXE/feOMNfP/99xaPcdq0aYiNjcXNmzcxatQoxMbG4p133gEAlJeXY926dZpY48UXX8T06dMhEom0zqFQKPD5558jMTER0dHReOutt3DlyhWT3yN7UzfShHVYZWWl3l+g5gQemzZtwtq1azF27Fi88MILqKiowN27dyGTyQAAAwcOhFQqxbfffou1a9ciICAAANCiRQsAwLx587Bnzx4MHToUXbt2RVZWFlatWoXz589j//79mqzLypUrsWHDBgwaNAgvvfQScnNzMWvWLCgUCjRt2lSnXytWrEBMTAzmz58PJycn+Pn5af6BfPjhh/D390dJSQmOHTuGYcOG4ZtvvtG5/bZz504IBALMmTMHRUVFSEtLQ0pKCqKjo+Hi4oLPPvsM2dnZSEtLw8yZM7F+/Xqj36uffvoJn376qSZoKS8vx6ZNmzTv/8ILL2DcuHGIiorCggUL8Mknn6Bjx44GS2O6du2KTz75BCtWrMCcOXPQpk0bAECjRo0AqG6PrlixAn369MGkSZMgFouxdu1aDBo0CHv37kWTJk0wbtw4lJSU4OjRo9izZ4/m3IGBgQCAhw8fok+fPggNDQWbzUZGRgbWr1+Pu3fvIjU11eh49TH3cxSJRBg8eDAUCgU+/vhjhISE4Pfff0daWhoePnyIefPmadpmZWVh0KBBaNiwIQBVgLho0SLk5eXhww8/NNiXw4cPY/78+Rg2bBimTp0KJycnPHjwALdv3zY6BnOOy8vLw4ABA1BRUYGUlBSEh4dDLBbj1KlTkEql8Pf3t2iMAPDtt9+iSZMmmDp1KjgcDho3boxz587hvffeQ3R0NObNmwcul4sjR45g4sSJKC0t1dyWvn37Nt555x2EhIRgyZIlcHd3x86dO3Ho0CFzPzpSRX/99RfWrl2LBg0aYPPmzZp/Y5ZITk7G0qVLceHCBfTt21drn75ruJOTE5ycLM89KRQKZGdnw8fHx2CbsrIyDB8+HI8ePcL48eMRHh6OixcvYuPGjbhx4wY2btwIANizZw9GjBiBjh07amqQjZX7mXPewMBA7NmzB/Pnz4dMJsOyZcsAPP298ry1a9fio48+ApfLxdy5cwFAk7E3599hYGAgNm3ahPfeew//+c9/MHDgQADQ/H7Kz88Hn8/HpEmT4OvrC6lUigMHDuDNN9/EgQMH0KxZM0u+/cjPz8fQoUPh6emJefPmwdfXF4cPH8aCBQt02ppznQdU18mmTZvi1Vdfhbe3NwoKCrBr1y785z//weHDh7XucDxv9OjRqKysxOTJk9GwYUOIxWKkp6ebfG7JnONWrVqFdevWoWfPnhg5ciS4XC4yMzO1/mgzd4yA6md37NixGDx4MEaPHg2lUonKykqMGzcOf/31F9599120a9cOWVlZWLNmDa5cuYJ9+/bB3d0dADB79mwcPHgQo0aNQmJiIjIzM/Hhhx+iuLjYnI/OfjCkRuzbt48RCARGX926ddM6plu3bszUqVM1X48ZM4Z54403jL7Ppk2bGIFAwDx69Ehr++3btxmBQMDMmzdPa/vly5cZgUDArFixgmEYhpFIJExkZCQzYcIErXbp6emMQCBghg4dqtl27tw5RiAQMEOGDDE5/oqKCkahUDAjRoxgPvjgA832R48eMQKBgHn99dcZpVKp2f7NN98wAoGASUlJ0TrP4sWLGYFAwMhkMoPvpVQqmaSkJKZPnz5a55TL5Ux8fDwzaNAgnTH8/PPPJsfw888/MwKBgDl37pzWdqlUyrRt25YZPXq01vbs7GwmMjKS+eSTTzTb5s+fzwgEApPvpVQqGYVCwRw4cIBp3bo1I5FINPumTp2q87PyPEs+x2XLljECgYC5fPmyVtu5c+cy4eHhzN27d432ce3atUyHDh2YyspKzb6hQ4dqvceCBQuYF154weS4n2fOcdOnT2fatGnD3L5922Abc8eo/nns0aMHU15ertW2V69eTN++fRmFQqG1fcyYMUxiYqLmZ23ChAlM27ZtmYKCAk2biooKplevXnr/bZLq8+x1Ni4ujhEKhQbbrl69mhEIBAbblJaWMgKBgHnvvfc026ZOnWrw+j1ixAiT/evWrRszevRoRqFQMAqFgnn06JHmnGlpaZp2z//72bVrFyMQCJgjR45onW/jxo2MQCBgTp06pdkWExOj9XvDGEvOO3ToUObVV18167yvvvqqVv/VzP13KBQKGYFAwKxevdrke1VUVDDl5eVMz549mc8++0yzXf1ved++fUaPT0tLY8LDw5nMzEyt7aNGjdK63ltyndfXx+LiYiYmJobZunWrZrv694/6PUQiESMQCJhvvvnG5LifZc5xDx8+ZFq3bs1MmjTJYBtLxqj+ud27d69W20OHDjECgYA5evSo1vYrV64wAoGA2bFjB8MwT2OSZz8zhmGYH3/8kREIBGb/DNsDKtWoYWlpadi7d6/OKy4uzuSxUVFRyMjIwLx583Dy5Em9T30bor7d1K9fP63tbdu2RfPmzXH27FkAqgxieXk5XnnlFa12MTExCAkJ0Xvunj176t2+a9cu9OvXD1FRUYiIiECbNm1w9uxZnVs+ANClSxetbE3z5s0BqDK9z1JvN3Zb8969e8jPz8cbb7yhdU4vLy/07NkTly9fxpMnTwweb6n09HSUlpbqfG8bNGiAF198UXOb35Tr168jJSUFHTt2ROvWrdGmTRtMnToVSqUS9+/ft6hPlnyO586dQ4sWLdC2bVut7f379wfDMFr9P3v2LN555x3ExcVp+rh69WpIJBKjJTRRUVEoKirCJ598guPHj+vcsqvKcf/73//QsWNHzc+GPpaMEVBlG9lstubrBw8e4O7du3jttdcAqDKO6lfnzp1RUFCAe/fuAVD9W4uPj4e/v7/meGdnZ/Tu3dusMZOqS05Ohkwmw+LFi6FUKq06B2PgLqC7u7vea7g6u2rKH3/8gTZt2qBNmzbo3r07fv75ZwwbNgwTJkwweMy5c+fg6emJXr16aW1X3+VQX78tVVPnNfZ+lvw71KeiogLr169H7969ERkZiYiICERGRuL+/ft6f7eYcuHCBbRs2VIng96nTx+try25zhcXF2Pp0qV46aWXEBERgYiICMTGxqKkpMRoH/l8Pho1aoTNmzdjy5YtuH79uk65nLXHnTlzBkqlEkOGDDF4Hmt+l7388staX//222/g8Xjo1q2b1nWydevWCAgIwPnz5wE8jUnU11S1V155pc48I6VWt3pbBzVv3hxRUVE627lcrk6t8fPGjBkDT09P/Pjjj9i9ezecnZ3xwgsv4NNPP9V7zmdJJBIA0HvLMjAwUBOIqtv5+fnptHs2EHiWuiTkWVu2bMGSJUswePBgfPzxx/Dx8YGTkxNWrVqFu3fv6rR//gltddBiaHtZWZnevgCAWCw22K/AwEBUVlaiqKio2h5iUH/PDL3fmTNnTJ4jOzsbQ4YMQdOmTTFjxgyEhITAzc0NV65cwYIFC1BaWmpVn8z5HCUSid4/itQ/K+pzXblyBe+++y46dOiAhQsXIjg4GGw2G8ePH8f69euN9rFv375QKpX4/vvv8dFHH6GyshJRUVGYMGECEhMTq3ScWCxGUFCQye+HOWNUe/6zVNdKp6WlIS0tTe97qH/uJBKJ3n8rhv79kOo3btw4tG7dGl9++SUYhsHSpUvh7Oxs0TnU9ajPXzOdnJxMXm+NiYuLw/Tp08FiseDh4YGwsDCTD56qf6ZYLJbWdj8/P7i4uOj8/Jqrps5r7P0s+Xeoz5IlS7Bjxw6MHj0a7du3h7e3N1gsFmbNmmX094KxPumbJen5a6cl1/lJkybh3LlzmnJALy8vsFgsvP/++0b7yGKx8M033+DLL7/Epk2bsGTJEvD5fLz22muYMGGCwbIbc45TJx2Cg4ONfi/MHSMAeHh46PRJKBSiqKgIkZGRet/j2eukvvdycXEBn8832Ed7RIGzHXNxccHIkSMxcuRIFBUV4cyZM1i5ciXee+89/P7770YDQfUPYn5+vs4/nPz8fE19nbqdvuxhYWGh3ove8xddAPjxxx/RoUMHzJ8/X2t7bdQuqcdSUFCgsy8/Px9OTk7VOlWf+ntm6P2M1S6qHT9+HCUlJVizZo3W9zgjI6NKfTLnc+Tz+Qb7Djz9fh4+fBguLi7YsGED3NzctPpujgEDBmDAgAEoKSnBhQsXsGbNGowZMwZHjx41eDfDnON8fHyQl5dn9L3NHaPa8z/T6v1jxozBSy+9pPc91HXjfD5f66FENX3bSM356KOPwGKxsHbtWlRWVmLZsmUWZbJOnDgBANU+2w6Xy7U48Obz+bh8+TIYhtH62RQKhaioqDDrGlOb5zX2fpb8O9Tnxx9/RN++ffHJJ59obReLxVZd183992rudV4mk+H333/Hhx9+iPfff1/Tpry8HFKp1GR/QkJC8NlnnwFQ3T39+eefsXbtWpSXl+utuzb3OHVddW5uLho0aKD3HJb+LtP3u9/Hxwd8Ph+bNm3S+x5eXl467/Vs4qOioqLa/2CraVSqUUfweDz06tULb7/9NiQSiSY7os5cPP9X7YsvvghAddF51pUrV3Dnzh3N/ujoaLi6uuo8SX7p0iWznghWY7FYOlmUjIwMXLp0yexzWKtp06YICgrCoUOHtG63lpSU4JdffkFMTIxV2Wb1eJ7PrMbGxsLd3V3ne5ubm4tz585pvrfGzqG+AD37PWMYBt99953F/QQs+xzj4+Nx+/ZtXLt2TWv7wYMHwWKxNA9yslgsODs7a5W/lJaW6ozbFE9PT3Tp0gUpKSlQKBQmHxA0dVznzp3x559/6r2TYekYDWnWrBmaNGmCjIwMREVF6X2pMy8dO3bE2bNntX7xKpXKGp+dgegaP348xo8fj59//hmTJk0ye2aTjIwMbNiwASEhITrlTrYQHx+PkpISnT9S1QunqGehAFTXEHPvUFlyXksY6oO5/w4NXScB1XXo2TIqAPj9999N/vFsSPv27ZGZmalzHTp8+LDW1+Ze51ksFhiG0fn99/3331tcNtS0aVOMGzcOAoEA169fr9JxiYmJmhlmDLHkd5khXbt2hUQi0dwdfP6lfnhT/Vn/9NNPWsf//PPPdW4GIso427GUlBS0bNkSkZGR8PX1RVZWFrZu3YqQkBA0btwYACAQCAAAW7duRb9+/eDi4oKmTZuiWbNmGDRoELZv3w4nJyd07txZM6tGgwYNNNPI8Pl8jBw5Ehs2bACPx9PMxvDll18iICBA71+Y+nTt2hXr1q3D6tWr0b59e9y7dw/r1q1DaGio1TWH5nJycsLkyZPx6aefYsyYMRg0aBDKy8uxefNmFBUVYdKkSVadt2XLlgCA7777Dl5eXnBzc0NoaCh8fHwwbtw4rFixAlOmTMGrr74KiUSCL7/8Em5ublqzTag/n6+++gqdO3eGk5MTwsPDkZCQADabjU8++QTvvfceysvLsWvXLqtXgLTkc3znnXdw8OBBjBkzBh999BEaNmyI33//HTt37sRbb72lyaR26dIFW7ZswaRJkzBo0CBIJBJs3rzZrPmNZ82aBXd3d7Rr1w4BAQEoKCjAxo0bTWbfzDnu448/xv/+9z8MHToUY8aMgUAggEwmw8mTJ/HOO++gefPmZo/RmPnz52P06NF499130a9fPwQFBUEqleLOnTu4du0aVq9eDQAYO3YsTpw4gREjRuCDDz6Au7s7duzYUa119cR8H374oaZMjGEYrFixQivzfO3aNXC5XFRUVGgWQPnhhx/g5+eH9evX6/x8V1ZWGkwARERE1Mh833379sWOHTswdepUZGVlQSAQ4K+//sKGDRvQpUsXJCQkaNoKBAKcP38eJ06cQEBAALy8vAzONGHJeS0hEAhw+PBhHDlyBKGhoXBzc0N4eLjZ/w45HA5CQkLw66+/Ij4+Ht7e3vDx8UFoaCi6du2qmT0jPDwc165dw+bNm42WIBgzYsQI7Nu3D6NHj8ZHH30EPz8/HDp0SPPMgjpRwOPxzLrOczgctG/fHps3b4aPjw9CQkJw/vx57N2712RGPCMjAwsXLkSvXr3QuHFjsNlsnDt3Djdv3tTKXltzXGhoKMaMGYN169ahtLQUffr0AZfLxe3btyEWi/HRRx+ZPUZjXn31Vfz00094//33MWzYMLRt2xZsNhu5ubn4888/0b17d7z00kto3rw5Xn/9dWzduhUuLi5ISEhAZmYmNm/ebPHCb7ZGgbMd69ixI44ePYrvv/8ecrkcAQEBSEhIwLhx4zR/gXfs2BFjxozBgQMH8P3336OyshLbtm1Dx44dMW/ePISFhWHv3r3YuXMnOBwOOnXqhEmTJmndgpk4cSI8PDywe/du7N+/H82aNcO8efOwcuVKs2+FpaSk4MmTJ9i7dy82bdqEFi1aYN68eTh+/Ljm4YCa9Nprr8HDwwMbN27ExIkT4ezsjOjoaGzbtg3t2rWz6pxhYWGYMWMGtm3bhuHDh0OpVCI1NRX9+/fHmDFj4Ovri2+//RZHjhyBu7s7OnTogE8++URr+p4+ffrg77//xs6dOzX1l7/++iuaN2+ONWvW4IsvvsD48ePB5/PRp08fvPPOOxg9erRV/TX3c/T19cXu3buxfPlyLF++HMXFxQgNDcXkyZMxcuRITbv4+Hh89tln+Oqrr5CSkoKgoCC8+eab8PX1xcyZM4325YUXXsD+/fvx888/QyqVwsfHB3FxcUhLSzM6NZM5xwUFBWHv3r1YvXo1vvrqK0gkEk079e1Ac8dozIsvvojvv/8e69evx2effYaioiLw+Xw0b95cKyspEAiwZcsWpKWlYerUqfD29sbrr7+Ol19+GbNnzzbrvUj1GjduHJycnLBy5UpMnDhRax7w9957D4Aqy+nt7Y3w8HB8+umn6N+/v95f4KWlpRg0aJDe9/nll180SYzq5Obmhm3btmHlypXYtGmTpq5/1KhROsHMzJkzMX/+fHzyySd48uQJOnTogG+//bbK57XE+PHjUVBQgFmzZqG4uBghISE4ceKERf8OFy9ejM8//xxjx45FeXk5+vXrhyVLlmDmzJlwcXHBxo0bUVJSgoiICKxZswarVq2yqq9BQUHYvn07PvvsM8ydOxceHh7o0aMHPvroI0ydOhVcLlfT1tzr/PLly7F48WIsXboUFRUVaNeuHbZs2YIxY8YY7UtAQAAaNWqEnTt3ap55CgsLw9SpU43Ox23ucR9//DEaN26M7du349NPP4WzszOaNGmi1cbcMRri7OyM//u//8O2bdvwww8/YOPGjXB2dkZwcDDat2+vSR4Bqs/Y398fBw4cwLfffovWrVtjzZo1OmU49o7FGHqUmNRrjx49wiuvvIIPP/wQKSkptu4OsRJ9joQQYtrs2bNx6NAh/Pnnn7RqKDGKMs4EGRkZOHToEGJjY8HhcHDv3j1s2rQJHA4H//nPf2zdPWIm+hwJIcS0tWvXIigoCKGhoSgpKcHvv/+O77//HmPHjqWgmZhEgTOBh4cHrl69ir1790Imk4HD4aBjx46YMGECTalVh9DnSAghprHZbGzatAl5eXmoqKhAkyZNMG3aNIwYMcLWXSN1AJVqEEIIIYQQYgaajo4QQgghhBAzUOBMCCGEEEKIGShwJoQQQgghxAwUOBNCCCGEEGIGCpwJIYQQQggxA01HZyGhUAZz5yFhsQA/P65Fx9RFNE7HQuO0HXWfHJ0tvuf2+Hlbg8ZhX2gc9kM9BpFIBl/fmruOUuBsIYaBxT9U1hxTF9E4HQuNk9QUW37PHeXzpnHYFxqH/ajp/lOpBiGEEEIIIWagwJkQQgghhBAzUOBMCCGEEEKIGShwJoQQQgghxAwUOBNCCCGEEGIGCpwJIYQQQggxAwXOhBBCCCGEmIECZ0IIIYQQQsxAgTMhhBBCCCFmoMCZEEIIIYQQM9CS2zXs4cOHyMx8YOtuVAtfXz+EhobZuhuEEEIIITZBgXMNevz4ERITX0BJyRNbd6VaeHh44PTpixQ8E0JINfv99xP44Yf9WL58NZyc6GYwIfaKAucaJBQKUVLyBB/MH4KGTYJs3Z0qybqfh3Vzd0AkElLgTAgh1ezIkZ+wY8c2dOjwIt56a6itu0MIMYAC51oQ0iQITVqF2robhBBC7NT9+/cAAPPnz0afPq+Dy+XZuEeEEH3ofhAhhBBiY/fu3UViQg+IREJcu3bN1t0hhBhAgTMhhBBiQwqFAo8fP0L7uE4AgPz8XBv3iBBiiE0D5507d+K1115Du3bt0K5dOwwaNAh//PGHZj/DMFizZg2SkpLQtm1bDBs2DJmZmVrnKC8vx8KFC9GxY0fExMQgJSUFubnaFx2pVIrJkycjLi4OcXFxmDx5MoqKimpljIQQQogxjx49hFKpRJuIdnB1dUNeHgXOhNgrmwbOwcHB+PTTT7Fv3z7s27cPL774Ij744ANNcPzVV19hy5YtmDNnDvbu3Qt/f3+MHDkScrlcc47Fixfj2LFjWLlyJXbu3ImSkhKMGTMGSqVS02bSpEnIyMjApk2bsGnTJmRkZGDKlCm1Pl5CCCHkeer65kaNmiMgIBh5eXk27hEhxBCbBs7Jycno0qULmjZtiqZNm2LixInw9PTEpUuXwDAMtm3bhpSUFPTs2RMCgQBpaWkoLS3FoUOHAAAymQz79u3DtGnTkJCQgIiICCxduhS3bt3CmTNnAAB37tzByZMnsWjRIsTGxiI2NhYLFy7Eb7/9hrt379py+IQQQgju3bsLNpuN4KBQBPgHU8aZEDtmNzXOSqUShw8fRklJCWJjY/H48WMUFBQgKSlJ08bV1RXt27dHeno6AODq1atQKBRITEzUtAkKCkLLli01bdLT08HlchEdHa1pExMTAy6Xq2ljCRbLspfmOAd4GfseWPO9qYsvGqdjvexxnKT+uX//HkJCmsDZ2Rn+fhQ4E2LPbD4d3c2bNzF48GCUlZXB09MTX375JVq0aIG///4bAODn56fV3t/fH9nZ2QCAwsJCsNlseHt767QpLCzUtHn+HOrzqttYws+Pa3ZbPt8LAODi4gQ229ni97InLi6qv7F8fLzg76//e2DJ96Yuo3E6Fkcd544dO7B582YUFBSgZcuWmDFjBl544QW9bS9evIhly5bh3r17ePLkCRo2bIjBgwfjnXfe0Wp39OhRrFq1Cg8fPkSjRo0wceJEvPTSS7UwGsd2795dhIU0BQAEBATj0pXbNu4RIcQQmwfOTZs2xcGDB1FUVIRffvkFU6dOxfbt2zX7Wc+lYBiGMXlOc9s8f25zCIUymHF6AIBEUgwAqKiohEKhNNHavlVUVAIAxOJiFBbKtPaxWKrgw5LvTV1E43Qs9jhOdZ+q6siRI0hNTcXcuXPRrl077N69G6NHj8bhw4fRsGFDnfaenp4YOnQowsPD4eHhgb/++gtz586Fh4cHBg0aBEB1927ixIn4+OOP0aNHDxw/fhwTJkzAzp07te7oEctlZ2ejdbjqjxp/vyDKOBNix2weOLu6uqJx48YAgKioKPzzzz/Ytm0bRo8eDUCVMQ4MDNS0FwqF8Pf3B6DKLCsUCkilUq2ss1AoRGxsrKaNUCjUeV+RSKQ3E20Kw8DsX7LPtrOT38tWe7b/hsZvyfemLqNxOhZHHOeWLVswYMAADBw4EAAwc+ZMnDp1Crt27cKkSZN02kdERCAiIkLzdWhoKI4dO4aLFy9qAuetW7ciISEBY8aMAQA0b94c58+fx9atW7FixYpaGJXjkkol8Pb2AQD4+wdDJBKivLwcrq6uNu4ZIeR5dlPjrMYwDMrLyxEaGoqAgACcPn1as6+8vBwXLlzQBMWRkZFgs9labfLz85GZmalpExsbC5lMhitXrmjaXL58GTKZTNOGEEIcRXl5Oa5du6b1fAgAJCYmmv1cx/Xr15Geno4OHTpotl26dEnnnJ06daqVZ0UcuaadxVIFzjweH2ABAQFBAIDCwvw6Nw5H+TxoHHX3pR5DTbJpxnnFihXo3LkzgoODUVxcjCNHjuD8+fPYtGkTWCwWhg8fjg0bNqBJkyZo3LgxNmzYAHd3d/Tp0wcAwOVyMWDAAKSlpcHHxwfe3t5IS0uDQCBAQkICAFVWpFOnTpg1axYWLFgAAJg9eza6deuGZs2a2WzshBBSE8RiMZRKpd7nQwoKCowe27lzZ4hEIiiVSnz44YeajDWg/3kRPz8/k+fUx5Z15fZW065UKlFUJEVwUBC8vT3RtGlTAEBZmczg8ySA/Y3DWjQO++II4/D1rdkx2DRwLiwsxJQpU5Cfnw8ul4vw8HBs2rRJM0vG6NGjUVZWhvnz50MqlSI6Ohpff/01OByO5hwzZsyAi4sLJkyYgNLSUsTHx2PJkiVwdn76MN6yZcuwaNEijBo1CoBqGrw5c+bU7mAJIaQW6Xs+xNRzHTt27EBJSQkuX76M5cuXo3HjxppEhbXn1McWdeUslv3VtAOASKQqJWS7ekEqLYGHu6rs8Nate2jWrLVOe3sdh6VoHPbFEcahHoNIJKvR4NmmgfNnn31mdD+LxcL48eMxfvx4g23c3Nwwe/ZszJ4922AbPp+PZcuWWd1PQgipK3x8fODs7Kwza9Czz4cYEhYWBgAIDw9HYWEh1qxZowmcn52tSE0kEpk8pz62rCu3t5p2sVgCAPDm8gEG8OEHwMnJCbm5uUb7aW/jsBaNw744wjhquv92V+NMCCHEeq6urmjTpo3Wsx8AcObMGYue62AYBgqFQvN1TEyMzjlPnTpFz4pUkVQqAQBVjTMAZ2dn+Pr4o7DQ8hIYQkjNs/msGoQQQqrXyJEjMWXKFERGRiI2NhZ79uxBTk4OBg8eDABYvnw58vLy8PnnnwNQlWg0aNBA89zHX3/9ha+//hpDhw7VnHP48OEYOnQoNm7ciO7du+PXX3/F2bNnsXPnztofoAORSCQAAB7XR7ONw/VGUVGRjXpECDGGAmdCCHEwvXv3hlgsxrp165Cfnw+BQICNGzciJCQEAFBQUICcnBxN+8rKSqxYsQKPHz+Gs7MzGjVqhEmTJmkCbQBo164dVqxYgS+++AKrV69GWFgYVq5cSXM4V5E646yejg4AOF5cyGQUOBNijyhwJoQQBzRkyBAMGTJE774lS5ZofT1s2DAMGzbM5Dl79eqFXr16VUv/iIpYLIazszM8PZ8+9M7h8CjjTIidohpnQgghxEbUczg/OzsJx8ubMs6E2CkKnAkhhBAbkUgk4PF8tLZxuJRxJsReUeBMCCGE2IhUKoH3c4Ezl0o1CLFbFDgTQgghNqLKOPO1tnl58ahUgxA7RYEzIYQQYiNisRg8Ll9rG5fDg0wms02HCCFGUeBMCCGE2Ijq4cDnapw53igulkOpVNqoV4QQQyhwJoQQQmxEItFf4wyAyjUIsUMUOBNCCCE2op6O7lkcripwpgcECbE/FDgTQgghNlBRUQG5XKYbOHupM85U50yIvaHAmRBCCLGBoiIpAID73MOBHCrVIMRuUeBMCCGE2IBcLgcAeD2z3DbwtMZZHVgTQuwHBc6EEEKIDWgCZy+u1nYOxxsA1TgTYo8ocCaEEEJswFDG2d3dAy4uLhQ4E2KHKHAmhBBCbKC4WBU4ez4XOLNYLHh58SCX08OBhNgbCpwJIYQQG1BnnD29ODr7uFweZZwJsUMUOBNCCCE2oMk4e+gGzhwOjx4OJMQOUeBMCCGE2EBxsRyurm5gs9k6+7he3pRxJsQOUeBMCCGE2IBcLoeXnjINQDXTBi2AQoj9ocCZEEIIsQFV4MzVu4/D5dECKITYIQqcCSGEEBsoLpbD08NL7z4vTy7k8uJa7hEhxBQKnAkhhBAbkMvl8DSQcfbw8ERJCQXOhNgbCpwJIYQQG5DL5TqLn6h5enJQUkyBMyH2hgJnQgghxAZUpRoGAmcPLxRTxpkQu0OBMyGEEGIDxmbV8PTkoLhYDoZharlXhBBjKHAmhBBCbEAul8PTU3+Ns6enFyorK1FaWlrLvSKEGEOBMyGEEGIDxcXF8PTUP6uGuoSjmOqcCbErFDgTQgghNiCXy4w8HKgKqNXLchNC7AMFzoQQQogV3nvvHfzf/621+vjiYjk8DQTOHv/O71xSUmL1+Qkh1Y8CZ0IIIcRC2dlZ+PHH/fjxxwNWHa9QKFBWVmbk4UDKOBNijyhwJoQQQiz0008HAQBXrlyy6gE+dUDsZfDhQKpxJsQeUeBMCCGEWOjgwf0IDW0KhUKBy5cvWXy8XK4KnA0/HKjOOFPgTIg9ocCZEEIIsYBIJMRff13A++9OhoeHJy5c+NPic6gDYsPT0akzzlSqQYg9sWngvGHDBgwYMACxsbGIj4/HuHHjcPfuXa0206ZNQ3h4uNbrzTff1GpTXl6OhQsXomPHjoiJiUFKSgpyc3O12kilUkyePBlxcXGIi4vD5MmTUVRUVONjJIQQ4liysrIAAC1btEFU5AtWBc5yuQwADNY4u7q6wdnZmTLOhNgZmwbO58+fx5AhQ/Ddd99hy5YtUCqVePfdd3WeIu7UqRNOnTqleW3cuFFr/+LFi3Hs2DGsXLkSO3fuRElJCcaMGQOlUqlpM2nSJGRkZGDTpk3YtGkTMjIyMGXKlFoZJyGEEMeRl5cDAAgIaICoNi/gypXLFp/jaamG/sCZxWL9u3ogBc6E2BMXW7755s2btb5OTU1FfHw8rl27hvbt22u2u7q6IiAgQO85ZDIZ9u3bh88//xwJCQkAgKVLl6Jr1644c+YMOnXqhDt37uDkyZP47rvvEB0dDQBYuHAhBg0ahLt376JZs2Y1NEJCCCGOJi8vDywWC36+gQgKCkFBQR4YhgGLxTL7HOqA2NA8zgDg4eGJkhIKnAmxJzYNnJ8nk6luXXl7e2ttP3/+POLj48Hj8dC+fXtMnDgRfn5+AICrV69CoVAgMTFR0z4oKAgtW7ZEeno6OnXqhPT0dHC5XE3QDAAxMTHgcrlIT0+3KHC24Lqo1daCw+zSs/1//nug/tqS701dRON0LPY4TnvqCzEsNzcHPj5+YLPZ8PcLQnl5OaRSCfh8H7PPoS7VMJRxVu+jjDMh9sVuAmeGYZCamoq4uDgIBALN9s6dO6NXr15o2LAhHj9+jFWrVmHEiBHYv38/XF1dUVhYCDabrRNs+/v7o7CwEABQWFioCbSf5efnp2ljLj8//Q9y6MPnq56KdnFxApvtbNH72BsXF1VVj4+PF/z99X8PLPne1GU0TsfiqOPcsWMHNm/ejIKCArRs2RIzZszACy+8oLftL7/8gl27duHGjRsoLy9Hy5Yt8eGHH6JTp06aNvv378f06dN1jr1y5Qrc3NxqbBz2KC8vFwEBDQAAfn6BAID8/HyLAueSkhI4OzvD1dXw987Tw4sCZ0LsjN0EzgsWLMCtW7ewc+dOre29e/fW/L9AIEBkZCSSk5Px+++/o2fPngbPxzCMyfe09NYaAAiFMphxagCARKK64FVUVEKhUJpobd8qKioBAGJxMQoLZVr7WCxV8GHJ96YuonE6Fnscp7pPVXXkyBGkpqZi7ty5aNeuHXbv3o3Ro0fj8OHDaNiwoU77CxcuICEhARMnTgSPx8P+/fsxduxYfPfdd4iIiNC043A4+O9//6t1bH0LmgFVqUaAfzAAwN8vCACQn58HgSDc7HMUFxfD05Nj9HeQKuNMs2oQYk/sInBeuHAhTpw4ge3btyM4ONho28DAQDRs2BD3798HoMosKxQKSKVSrayzUChEbGyspo1QKNQ5l0gk0puJNoZhYPYv2Wfb2cnvZas9239D47fke1OX0TgdiyOOc8uWLRgwYAAGDhwIAJg5cyZOnTqFXbt2YdKkSTrtZ86cqfX1J598gl9//RUnTpzQCpxZLJbB503qk9zcHDRupPq+qDPOBQX5Fp2jpKQYHh6eRtt4UMaZELtj01k1GIbBggUL8Msvv2Dr1q0ICwszeYxYLEZOTg4CA1UXq8jISLDZbJw+fVrTJj8/H5mZmZrAOTY2FjKZDFeuXNG0uXz5MmQymaYNIYQ4gvLycly7dg1JSUla2xMTE5Genm7WOSorK1FcXAw+n6+1vaSkBN26dUPnzp0xZswYXL9+3ao+sli2eVXXe+fl5SEwoAHAArw4XLi7eyA/P8+ic6gCZy/VAyQGXuoa55oah61fNA77ejnCONRjqEk2zTjPnz8fhw4dwrp16+Dl5YWCggIAAJfLhbu7O4qLi7F27Vr07NkTAQEByMrKwsqVK+Hj44MePXpo2g4YMABpaWnw8fGBt7c30tLSIBAINLNsNG/eHJ06dcKsWbOwYMECAMDs2bPRrVs3mlGDEOJQxGIxlEqlzt00f39/zTXWlK+//hpPnjzBK6+8otnWrFkzpKamIjw8HHK5HNu2bcNbb72FH374AU2aNLGoj7asK6/qe1dWViI/PxdhYY3g7a3KGAcEBKG4WGrw+Q/951GAy+VqzqEPn+8NyYMsved1lNp8God9cYRx+PrW7BhsGjjv2rULADBs2DCt7ampqejfvz+cnZ1x69YtHDx4EDKZDAEBAejYsSNWrlwJDufpk8gzZsyAi4sLJkyYgNLSUsTHx2PJkiVwdn76QN6yZcuwaNEijBo1CgCQnJyMOXPm1MIoCSGk9j1fO2vuMx2HDh3C2rVrsW7dOq3gOyYmBjExMZqv27Vrh379+mH79u2YNWuWRX2zRV05i1U9Ne2FhYWoqKgAl+sHqVS15oCvTyDu33+k8/yHMUKhGK5sD8059HF2dkNRkUzrvNU1DlujcdgXRxiHegwikaxGg2ebBs43b940ut/d3V1nrmd93NzcMHv2bMyePdtgGz6fj2XLllncR0IIqUt8fHzg7OysM2OQUCiEv7+/0WOPHDmCmTNnYtWqVZo7doY4OTkhKipK87yJJWxZV17V91avShvgF6x5+MPPLwgFBfkWnbe4uASenl5GH4BRz6qh77yOUptP47AvjjCOmu6/TWucCSGEVC9XV1e0adNG67kPADhz5ozRZzoOHTqEadOmYfny5ejatavJ92EYBjdu3Kh3DwtqVg30f/ogu59vIPLyLHs4sLhYDg93L6NtqjqrxqFDP+LBg/tWH08I0UWBMyGEOJiRI0di79692Lt3L+7cuYPPPvsMOTk5GDx4MABg+fLlmDJliqb9oUOHMHXqVEydOhXR0dEoKChAQUGBZlEqAFi7di1OnjyJR48e4caNG5gxYwYyMjLw1ltv1fr4bCk/XxUg+/sHabb5+wehoCDPovOUqDPORlRlHue//76Id98dhg0bvrTqeEKIfnYxHR0hhJDq07t3b4jFYqxbtw75+fkQCATYuHEjQkJCAAAFBQXIycnRtN+zZw8qKiqwYMECzQPUANCvXz8sWbIEAFBUVIQ5c+agoKAAXC4XERER2L59O9q2bVu7g7MxiUQMTw8vrYVL/HwDUVhYgMrKSjg5mZePKnlSoppVwwhPTy+Ulj6BUqnUembHFKVSialTJ4FhGPzzzxXTBxBCzEaBMyGEOKAhQ4ZgyJAhevepg2G1b7/91uT5ZsyYgRkzZlRL3+oyqVQKLu/5lWqDoFQqIRKJTNaRqxXL5SYzzurAuqSkGFwuz+w+XrlyCZcvpyP+xWRc+ee8RQE9IcQ4+pdECCGEmKmoSAouRztw9vVV1XkXFpo33R/wb8bZjBpnQDV/tiUePnwAAOjfdwSKi+W4f/+uRccTQgyjwJkQQggxk0QiAY/no7XN+9+vJRKJ2edRLbltKuPsqWlriYcPH8LLi4uO7bsAAJVrEFKNKHAmhBBCzCSVSsHlamecef9+LZVKzDoHwzBPVw40Qr3f0sD58eOHCGnYCL6+AQgKakiBMyHViAJnQgghxExFRXoCZ03GWWzWOUpLS1FZWanJKBvi6a7ab2mpxqNHD9GwYWMAQKvwaPzzz2WLjieEGEaBMyGEEGImqVQKHoevtc3NzR1ubu4oKpKadQ51IKyuYTbkaY2z5aUaDRuoAudGYc3w+PFji44nhBhGgTMhhBBiJqlUCh6Pr7Odx+ObXeOsXtTEVMbZmhpnhmHw6JGqVANQTZVXUGDZ4iyEEMMocCaEEELMJJVKdEo1AFWds7k1zpqMs4fxjPOz09GZSyQS4cmTEk2phq9vACQSMRQKhdnnIIQYRoEzIYQQYoaKigoUF8v1Bs5cng+kUvNKNczNOLu6usHJycmiGudHj1RT0akzzr6+gQAAkUho9jkIIYZR4EwIIYSYQV3DzOXydfbxuHzLM84mapxZLBY8PTkWBs4PAQANG/xbquGnCpzVS4UTQqqGAmdCCCHEDOqMsncVa5zVgbCpjLO6jTpDbY5Hjx7B08ML3t6+AAA/H8sXZyGEGEaBMyGEEGKGpxlnPTXOHMsfDjSVcQZUdc6WZJwLCwvg7x8EFosF4OmqhvSAICHVgwJnQgghxAzqwFhvqQaPb3aNszoQdnfzMNnWw8PTwocDheDz/TRfu7t7wMuLi8LCQrPPQQgxjAJnQgghxAxGM84882uci4vl8PTwgpOT6V/Bnh4ci6ajez5wBgA/3wAq1SCkmlDgTAghhJhBnVHmePF09vF4fJSUFJs17VtJSQk8PE3XNwPqjLP5pRpCoRA+zwXOvr4BVKpBSDWhwJkQQggxg1SqWm7b2dlZZ5+6fMOcOufi4mLNHM2mqGqczc84C4W6GWdf30DKOBNSTShwJoQQQsxQVKR/8RNANR2duo0pJSXF8DQ7cLYs4ywWi8D/d0YNNT/fAOTnU+BMSHWgwJkQQggxg0RiJHD+d4q66s44e3pwIJebl3FWKpWQSMTw8fHX2u7rQzXOhFQXCpwJIYQQM0ilUk1m+Xk8ns+/bSQmz1NSUmLWHM6AZbNqSCQSMAyj+3CgXyCEwgIwDGPWeQghhlHgTAghhJhBLpfpfTAQAHj/ZqLNyzjL4enJNes9LZnHWb2str6HA8vLyzWzghBCrEeBMyGEEGKGoiIZPL30L1ri6cmBs7OzWXM5y+XF8PQ0t1TD/IyzUKgKnJ/POKvLSMydZ5oQYhgFzoQQQogZ5HI5vAxkilksFrhcb7OyusXFxfD0ML1qIKAKyM0NnA1lnNUzflDgTEjVUeBMCCGEmKFYLoOXgYwzAHA53igqKjJ9nmK50fM8y8PdExUVFSgvLzfZViQSgsViaeqt1XgcVRkJlWoQUnUUOBNCCCFmkBfLDdY4AwCHwzMrq6taOdDMwPnf2TfMyTqLRELwuHy4uLhobVfPBEIZZ0KqjgJnQgghxAwymeEaZwDgcLwhk5lZqmFmjbN69g1zlt0WiUTg+/jpbFcHzpRxJqTqKHAmhBBCTKioqEBp6RN4eRor1eCZLNVgGObfWTXMr3EGYNbMGiKR7nLbAMBmu8LDw9OsqfIIIcZR4EwIIYSYUFwsBwB4eRmeRo5jRuD85MkTMAxjccbZnFINfcttq3G53lSqQUg1oMCZEEIIMUEuVwXOHKOBs+mHA9UlF5bWOJtTqqFvuW01c2f8IIQYR4EzIYQQYoJMJgMAowuX8LjmBM7yf89jbsbZ/IcDJRKJwZUNuVw+ZZwJqQYUOBNCCCEmyOWqwNnYNHIcDg8ymZkZZ7NrnM3POEulEs2czc/jcqhUg5DqQIEzIYQQYoK6VMN4jbM35HIZlEqlwTZPSzXMXTnQ/IcDi4qkmlUCn8ejGmdCqgUFzoQQQogJ5tQ4c7m8f9vKDLZ5WqphXsbZxcUFbm7uRs8JqB46LCsrMxg4c7l8FFHgTEiVUeBMCCGEmKAOXI3VOHM4qsDZWJ3z01IN8zLO6ramSjXUU809v2qgGpfrDSk9HEhIlVHgTAghhJggl8vg6uoGNpttsA1Xs7S1scDZsowzoCoPUWe8DZFIJKo+/LvYiU7faFYNQqqFTQPnDRs2YMCAAYiNjUV8fDzGjRuHu3fvarVhGAZr1qxBUlIS2rZti2HDhiEzM1OrTXl5ORYuXIiOHTsiJiYGKSkpyM3N1WojlUoxefJkxMXFIS4uDpMnTzb59DMhhBACqEo1jD0YCDzNOBt7QLC4uBhsNhtstqvZ7+3p4aUJuA1R1y97G3g4kMflQyYrQmVlpdnvSwjRZdPA+fz58xgyZAi+++47bNmyBUqlEu+++67WQxBfffUVtmzZgjlz5mDv3r3w9/fHyJEjtf76Xrx4MY4dO4aVK1di586dKCkpwZgxY7Qe0Jg0aRIyMjKwadMmbNq0CRkZGZgyZUqtjpcQQkjdJJfLwfHiGW3D1ZRqGM7sFhcXmz2Hs5qnGRlnqVQMAEZqnL3BMIzJWT8IIcbZNHDevHkz+vfvj5YtW6JVq1ZITU1FdnY2rl27BkCVbd62bRtSUlLQs2dPCAQCpKWlobS0FIcOHQKgmltz3759mDZtGhISEhAREYGlS5fi1q1bOHPmDADgzp07OHnyJBYtWoTY2FjExsZi4cKF+O2333Qy3IQQ4gh27NiB5ORkREVFoX///rh48aLBtr/88gtGjhyJF198Ee3atcOgQYNw8uRJnXZHjx5F7969ERkZid69e+PYsWM1OQS7IpMVwdNkxtm8Ug1TmevnqTLOxmucn5Zq8PXuV5dw0MwahFSNXdU4qyeY9/ZW/QN//PgxCgoKkJSUpGnj6uqK9u3bIz09HQBw9epVKBQKJCYmatoEBQWhZcuWmjbp6engcrmIjo7WtImJiQGXy9W0MReLZdlLc5wDvIx9D6z53tTFF43TsV72OM7qcOTIEaSmpmLs2LE4ePAg4uLiMHr0aGRnZ+ttf+HCBSQkJGDjxo3Yv38/OnbsiLFjx+L69euaNunp6Zg4cSLeeOMN/PDDD3jjjTcwYcIEXL58uXo6befkcjm8jDwYCADu7h5wcXExGTh7WPBgIKCaks7UrBpFRVK4urrB3d1D7351QE2BMyFV42LrDqgxDIPU1FTExcVBIBAAAAoKCgAAfn5+Wm39/f01vwAKCwvBZrM1wfazbQoLCzVtnj+H+rzqNuby8zN+4XwWn6+6OLq4OIHNdrbofeyNi4vqbywfHy/4++v/HljyvanLaJyOxRHHuWXLFgwYMAADBw4EAMycOROnTp3Crl27MGnSJJ32M2fO1Pr6k08+wa+//ooTJ04gIiICALB161YkJCRgzJgxAIDmzZvj/Pnz2Lp1K1asWFHDI7I9VeBsPFPMYrFMLoJiTamGlxcH2c89t/M8iUQCbwNlGgDA02TDKXAmpCrsJnBesGABbt26hZ07d+rsYz2XhmEYxuT5zG3z/LlNEQplMOPUAACJRHVrraKiEgqF4Qnx64KKCtUDJWJxMQoLtTMfLJYq+LDke1MX0Tgdiz2OU92nqigvL8e1a9fw/vvva21PTEw0+w5bZWUliouLwefzNdsuXbqEd955R6tdp06dsHXrVov7WF2ZdWve09r3lsvl8OL4AyaO53JUy24bep/iYrlqKjoL+uHpyUFxcbHOnZJnqVYN9DZ4Xi7vaeBsi+//86r6edgLGof9qK0x2EXgvHDhQpw4cQLbt29HcHCwZntAQAAAVcY4MDBQs10oFMLf3x+AKrOsUCgglUq1ss5CoRCxsbGaNkKhUOd9RSKR3ky0MQwDs3/JPtvOTn4vW+3Z/hsavyXfm7qMxulYHG2cYrEYSqVS75069V08U77++ms8efIEr7zyimabvjt3fn5+Zp9T+zjbZfmtfe/S0hKENuTD29vTaDtvPh8KxRODd+YUijLweN4mz/MsX18fPCkp1jrn8+MoKyuBj4+fwfN6eDQAAFRWlhnsmy04yh0fGof98PWt2THYNHBmGAYLFy7EsWPH8O233yIsLExrf2hoKAICAnD69GnN7cLy8nJcuHABn376KQAgMjISbDYbp0+fRu/evQEA+fn5yMzMxOTJkwEAsbGxkMlkuHLlCtq2bQsAuHz5MmQymSa4JoQQR6LvTp05d9gOHTqEtWvXYt26dTqBsrXnfJ4tsvxVvcMgFkvAZrtDKjW+9LWHOxf5+YU6d+bURCIpfLwbmDzPs5yc3FAkk6GwUGZwHHl5BfDy5Bk9r5ubO3JyCgz2rTbZ4x0fa9A47Id6DCKRrEaDZ5sGzvPnz8ehQ4ewbt06eHl5aTIXXC4X7u7uYLFYGD58ODZs2IAmTZqgcePG2LBhA9zd3dGnTx9N2wEDBiAtLQ0+Pj7w9vZGWloaBAIBEhISAKhq8Tp16oRZs2ZhwYIFAIDZs2ejW7duaNasmW0GTwghNcDHxwfOzs46z288e6fOkCNHjmDmzJlYtWqV5vqp9uxzI2oikcjkOfWxZZbf2veWy+WqVQNNHMvl8CCVSg2+R3GxHCENOBbdhvTy5EAul2vfxXxuHGKxBH6+oUbPy+FwIZPZV2DkKHd8aBz2o6b7b9PAedeuXQCAYcOGaW1PTU1F//79AQCjR49GWVkZ5s+fD6lUiujoaHz99dfgcJ4+XDFjxgy4uLhgwoQJKC0tRXx8PJYsWQJn56cP5C1btgyLFi3CqFGjAADJycmYM2dOTQ+REEJqlaurK9q0aYPTp0/jpZde0mw/c+YMunfvbvC4Q4cOYcaMGVixYgW6du2qsz8mJganT5/WqnM+depUvblrZ+40clyuN7Jzbxs5TzE8PSycVcPTC2VlpaioqACbrf/XtlQqQdPGkUbP4+XF08xeRQixjk0D55s3b5psw2KxMH78eIwfP95gGzc3N8yePRuzZ8822IbP52PZsmVW9ZMQQuqSkSNHYsqUKYiMjERsbCz27NmDnJwcDB48GACwfPly5OXl4fPPPwegCpqnTp2KGTNmIDo6WnP3z93dHVyu6pbn8OHDMXToUGzcuBHdu3fHr7/+irNnz+p9oNvRMAyjCpxNTEcHqBYguXHT8MwVxcXF8LBguW1AteS26li51gObz5JKpeAZmMNZjePFpcCZkCqyi4cDCSGEVJ/evXtDLBZj3bp1yM/Ph0AgwMaNGxESEgJANdVnTk6Opv2ePXtQUVGBBQsWaMrZAKBfv35YsmQJAKBdu3ZYsWIFvvjiC6xevRphYWFYuXKl1vz4jqqkpASVlZVmZpz5kEolBvdrZtWwgDpD/fxMJ8+SSiUGVw1UU2WcaeVAQqqCAmdCCHFAQ4YMwZAhQ/TuUwfDat9++61Z5+zVqxd69epV5b7VNepV+8zJOHO53gYXGamsrIRMVgQux1vvfkPUGWdDy25XVFSguFiuWR3QEMo4E1J1drVyICGEEGJv1Kv2mVpyGwB4XD5KS5+grKxMZ19xsRwMw4DD4Vn0/uoMdXGx/sBZvdw2j+dj9DxeHAqcCakqCpwJIYQQI9QBqzkr/vGMLG2tXoqba3HgbDzjLJWKAQDeJgJnjhfP5NLdhBDjKHAmhBBCjFAHrObUOKvrjPXVOauDaY6FpRpPM87Fevc/zTjzjZ7Hy4tLNc6EVBEFzoQQQogR6oyzuTXOgP7AWZNxNlGL/Dz1+xoq1VC/l6lSDapxJqTqKHAmhBA7kZ2dZesuED3UGWdzZsNQB69FRbqlGjKZapulDwe6u3vAycnJYKmGWKwu1eAbPY+XF5dKNQipIgqcCSHETgwa1A/Dhg3DDz/8oPfhMmIbTwNnc2qcVUGxunziWeqMM4drWY0zi8WCpyfHaKmGi4sLPEwsrOLlxUV5eTn9bBFSBRQ4E0KIndi6dSciIiKQlpaGxMREzJkzB1euXLF1t+q94mI5PD284ORk+lemh4cXnJ2dDT4c6OzsDA93T4v74OnpZTBbLJVK4O3tAxaLZfQc6tk8DGWuCSGmUeBMCCF2olmzFpg+fTr+97//ITU1FQUFBXj77bfx6quvYsuWLRCJRLbuYr0kl5u/aAmLxQKPp38RFPUczqYCXH28TGScTa0aCKhqnNX9IIRYhwJnQgixMy4uLnjppZewatUqfPrpp3j48CHS0tLQuXNnTJkyBfn5+bbuYr0il8vh6WX6wUA11eqBuhlnqVRqcZmGmqcnx2CmWCIRm3wwEFCtHAiAHhAkpAqsCpy7d++ueRjhWUVFRejevXuVO0UIIfXZP//8g3nz5iEpKQlbtmzBqFGjcOzYMWzduhV5eXkYN26crbtYrxQXy+FlRn2zmreBjHNRUZHFi5+ocTg8yOX6M8VmZ5w56vmgKXAmxFpWLbmdlZWFyspKne3l5eXIy8urcqcIIaQ+2r17O44ePYJ79+6hc+fOSEtLQ5cuXTS1tWFhYViwYAFeeeUVG/e0fpHL5Zplr83B4ehfdlsmk4LL4VvVBy6Hr/eBQ0AVOPv5hpruF5VqEFJlFgXOv/76q+b/T548CS736YWksrISZ8+eRUhISPX1jhBC6pEDB/bhzTcHon///ggICNDbpkGDBli8eHEt96x+k8vlJmeseBaPy4dEoluPXlRUZPGqgWpcrjcePNI/XaFUKkGzxlEmz0GlGoRUnUWB8wcffABA9fDDtGnTtE/k4oKQkBCd7YQQQszzxRdfok2bljqzNzAMg5ycHDRs2BCurq7o16+fjXpYP8nlcnA89f8how+Px0dO3j2d7UVFRQgObGZVH1QPHOpmsQHVPM6mVg0EVPNBOzs7U+BMSBVYFDhnZGQAAJKTk7F37174+vrWSKcIIaQ+evPNvjh16hT8/Py0tkskEnTv3h03btywUc/qt+JiOYICmprdnsv1RlGRRGd7UVERWjSzbPETNR5Xf900oMo4mxM4s1gscLx4FDgTUgVW1TifOHGiuvtBCCH1HsMwereXlJTAzc2tlntD1CyZjg5Ql2pIdLZXpVSDx+OjqEiq8zNSXl6OJ09KzAqcAcCLwzX4kCEhxDSrAmcAOHv2LM6ePQuhUKjzoGBqamqVO0YIIfXFmjUrAKgygqtWrYKHh4dmn1KpxJUrV9CqVStbda/ek8vl8PK0bDo6dZD77JzNRUXWT0fH5Xr/GyQ/AfD0HOoA3Ztn3h1gjheXMs6EVIFVgfPatWvx5ZdfIjIyEgEBAVZN5k4IIUTl1q2bAFQZ51u3boHNZmv2ubq6olWrVhg1apStulfvlZQUw9PL/Ono+HxfVFZWQiqVgM9Xza+sVCohl8vA5VhfqgGogm8gSLNdXb5hdsbZi6dZ+psQYjmrAufdu3cjNTUVffv2rebuEEJI/bNmzQYAwGefzcfChfPA4ZgfpJGaxTAM5HKZRRlnXx/Vg4SFhYWawFk9dzKXa13gzP03cH6+BES9poK5gTPHi0tLbhNSBVYFzgqFAu3atavuvpA6IDPzpt7tPj5eEIv1Lwdrj3x9/RAaGmbrbhCiZebMuRQ025nS0lIolUqLapz9/AIBAAUF+WjRoiUAaLK81i6Awvs34H5+Zg2pVB04m145EFBlnGWyQqv6QAixMnD+z3/+g59++kkzPR1xfBJhEVgsYOzY0bbuSrXw8PDA6dMXKXgmNjdjxmTMnDkXXl4cTJ8+GW5uhi/La9eurcWeEQCa7KwlGWc/X3XGuUCzTR04W12q8W9G+fmZNUQi1XzRfG8za5w5XOTm37WqD4QQKwPnsrIyfPfddzh79izCw8Ph4qJ9munTp1dL54j9KJY9AcMA704fgGatGmvtYwFwcXFCRUUl9M8JYF+y7udh3dwdEImEFDgTm+NwOJrnRDgcDtzd2SaOILWpuPjfwNmCGmcezwcuLi4oKHgaOIvFon/38a3qh7pU4/nAubCwEBwOD25u7madx4seDiSkSqwKnG/evKl5wvvWrVta++hBQcfWoFEAmrbSXtqVBYDNdoZCoawTgTMh9mTGjLma/585cy78/c3PbJKap844e3qaHzizWCz4+gagoCBfsy0/Pw8AEOAfbFU/3N094OrqplOqUVhYAF9f8xdnUc3jTA8HEmItqwLnb7/9trr7QQgh9V5ZWSmePHHRTEeXlZWFY8eOoUWLFkhKSrJx7+onawJnAPDzDURh4dNa4ry8PHh6eMHLy/o/jHhcbz0ZZwsDZy4tgEJIVTiZbkIIIaQ2TJ06CQcPHgSgqokdOHAgtmzZgnHjxmHnzp227Vw9VVysCjItfajv+YxzXl4u/P2DjBxhmr5ltwsLCzSzeJiD48XFkyclqKioqFJfCKmvrMo4Dxs2zGhJxrZt26zuECGE1Fe3bmVg7tzZAICjR4/C398fBw8exNGjR7F69Wq8/fbbNu5h/aPOznIszBT7+QZqPYSXn58HfyvLNNS4elYkLCgoRHjLWLPPwfFS/QEgl8s0U+URQsxnVeDcunVrra8rKipw48YNZGZm0tzOhBBipdLSUnh5qaY9O3XqFHr27AknJyfExMQgOzvbxr2rn2QyGVgsFjw8zJ+ODlBlnP+5ek7zdV5eHvz9qphx/ndFwmcVFhYgvoP5GWcvjuoPAJmMAmdCrGFV4Dxjxgy929esWYOSkpIqdYgQQuqr0NAwHD9+HC+99BJOnTqFd955BwAgFAppfmcbkclk8PLiwsnJsspGP79AFAqf1jjn5+chLra1kSNM43K9IRbnar5mGAZCoeUPBwKgOmdCrFStNc6vv/469u3bV52nJISQemPkyPfw+eefIzk5GdHR0YiNVd2CP336tM6dPlI75HKZxWUagKpUQyYrQmlpKQBVjXNAFWucuc9lnOVyGcrKyiwKnNUPJ9Ky24RYx6qMsyHp6elwdXWtzlMSQki90a1bD3TtmoSCggLNlJ8AEB8fjx49etiwZ/WXKuNsebb/2UVQAgICIZGIq/3hQPU80X6WZJw56hpnCpwJsYZVgfOHH36o9TXDMCgoKMDVq1cxbty4aukYIYTURwEBAQgI0A6E2rZta6PeELlcBi8vy5fJfnbZbTVr53BW8/XxR0FBPhhGNWO+ero7SzLOXA6VahBSFVYFzlyu9m0rFouFpk2b4qOPPqK5RgkhxEpPnjzBF19sxrlz5yAUClFZWam1/9dff7VRz+ovdY2zpfx8VYFzXl6e5nOs6qwawUGhKC19AqFQCMBNE5RbMh2dh4cXWCwWBc6EWMmqwDk1NbW6+0EIIfXekiULcflyOt544w0EBATQSqx2QCYr0jxQZwl//2DweHxcv34VrVu3+Xdb1Uo1ghuEAQAePXqEsLAWKCwsgJOTE7y9fc0+B4vFAodDi6AQYq0q1ThfvXoVd+7cAYvFQosWLRAREVFd/SKEkHrn3Lkz2LhxI+Li4mzdFfIvmUyG0JCGFh/HYrEQ0ToWly9fgq+vH5ydneHD969SXxoEhQDQDpx9fFTntgTHi2vxstu7d+/AuXNnsWLFaotnGCHEkVgVOAuFQkycOBHnz58Hj8cDwzCQyWTo2LEjVq5cCV9f8//6JYQQosLl8sDn823dDfIMmcy6WTUAoE3rWBw5ugdNmjSFv3+QxQHu83x9A8Fms/Hw4UMkJFi+aqCal4WBM8MwWLlyKe7du4tmzZrho48+sfg9CXEUVv3ZuHDhQsjlchw+fBjnz5/HhQsXcOjQIcjlcixatMjs81y4cAEpKSlISkpCeHg4jh8/rrV/2rRpCA8P13q9+eabWm3Ky8uxcOFCdOzYETExMUhJSUFubq5WG6lUismTJyMuLg5xcXGYPHkyTcVDCLE7o0enYNWqVXjy5Imtu0L+JZfLrSrVAIA2Ee2Qk5OFPXt2onPSK1Xui5OTE4KCQvDo0SMAwMOHDxH0bxbaEpaWavzzz2Xcu3cXL7RLwpIlizQPJRJSH1mVcT558iS2bNmC5s2ba7a1aNECc+fOxahRo8w+T0lJCcLDw9G/f3+MHz9eb5tOnTpp1VSz2Wyt/YsXL8Zvv/2GlStXgs/nY8mSJRgzZgz279+v+et+0qRJyMvLw6ZNmwAAc+bMwZQpU7B+/Xqz+0oIITVt167tyM7OQkJCAkJDQ+Hion2JPnDggI16Vn/J5TLNanuWatOmHQBAJBLi9T7Vs1x6g+AwTeB882YGunV53eJzWBo4Hzy4Hz4+fpg9cxXeGBCHq1evoGvXZIvflxBHYFXgXFlZqRPAAoCLi4vOU+DGdOnSBV26dDHaxtXVVWdqJjWZTIZ9+/bh888/R0JCAgBg6dKl6Nq1K86cOYNOnTrhzp07OHnyJL777jtER0cDUGXMBw0ahLt3VbedCCHEHnTu3BWenm7Vcq4dO3Zg8+bNKCgoQMuWLTFjxgy88MILetvm5+cjLS0NV69exYMHDzBs2DDMnDlTq83+/fsxffp0nWOvXLkCN7fq6bO9UZUhFsHL07rAuWGDRvD29oW3tw9iojtWS5+CgkLw8OFDFBcX4+HD+2jR3PKFcby8eJDJRGa3//nnw+je7XU0adwS7u4euHHjOgXOpN6yKnB+8cUXsXjxYixfvhxBQaqnhPPy8pCamor4+Phq7eD58+cRHx8PHo+H9u3bY+LEifDz8wOgejhRoVAgMTFR0z4oKAgtW7ZEeno6OnXqhPT0dHC5XE3QDAAxMTHgcrlIT0+3OHC25CH3Z9vW9WfjWQb+31g7e6U1Fis+T0ef6IDGaTvvvvs+/PysC9KedeTIEaSmpmLu3Llo164ddu/ejdGjR+Pw4cNo2FD3Qbfy8nL4+Phg7Nix+Oabbwyel8Ph4L///a/WtroSNJeVleHIkZPIysrDq6++oTf587ySkhJUVlZaXePMYrEwasQENGzYuNpmSAkOCsWVf87g9u1bAIAWzS1/KJ/jxUV+wX2z2paWluLevTsY9vYEODs7o0XzCNy4cc3i9yTEUVgVOM+ZMwfjxo1D9+7dERwcDBaLhZycHAgEAixdurTaOte5c2f06tULDRs2xOPHj7Fq1SqMGDEC+/fvh6urKwoLC8Fms+Ht7a11nL+/v6YGq7CwUBNoP8vPz8+qOi1Lfqnx+V4AABcXJ7DZVXsoxNacnVXl8M5GxlJXxujiohqLj48X/P2tmJ+1GgKbuoDGaRtFRUU4evQoHj58iHfffRd8Ph/Xrl2Dv7+/JlFhypYtWzBgwAAMHDgQADBz5kycOnUKu3btwqRJk3Tah4aGYtasWQCAffv2GTwvi8UyeAfQ3n377TeYPn0yAGDDhq/Rr99/TB4jl6vKGbw41tU4A8C7I3W/31XRoEEYsrKycP36dQBAs6bhFp9DNauGeaUa9+7dRWVlJZo2aQkAaNmiDa5du2LxexLiKKwKnBs0aIADBw7g9OnTuHv3LhiGQYsWLTTlEtWld+/emv8XCASIjIxEcnIyfv/9d/Ts2dPgcepVlYxhGMaqDIBQKIMZpwcASCTFAICKikooFEqL38ueKJWqEhylgbGw2c51ZowVFaqxiMXFKCw0v86PxVIFWZb8DNRFNE7buXMnExMmfAAul4usrCy8+eab4PP5OHbsGLKzs/H555+bPEd5eTmuXbuG999/X2t7YmIi0tPTq9S/kpISdOvWDUqlEq1bt8bHH39s1TSktsjynzt3Fi/EJUAsFuL06ZPo39/8wJnD4drN7bQGwaFQKpX43/9+Q8MGYVbVX3txeJDLZWZ9DnfuZAIAmjYVACxA0LINfv7vd6isVFZplhB7vONjDRqH/aitMVgUOJ89exYLFy7Ed999Bw6Hg8TERE2ZhEwmw6uvvor58+cbrKOrqsDAQDRs2BD3798HoMosKxQKSKVSrayzUChEbGyspo1qlSVtIpFIbybaFIaB2b9kn21nJ7+XrcYY+H9A+/dJXRin1lis6LAlPwN1GY2z9q1evRL9+vXDlClTNNcwQHX37dNPPzXrHGKxGEqlUuf65u/vj4KCAqv71qxZM6SmpiI8PBxyuRzbtm3DW2+9hR9++AFNmjSx6Fy2yPL/9dd59On9FkpKinH2zDGz7jbdv6/6Izs4KBDe3p413UWzxMS0g7OzM3744QCSEntY1a+AAH8UFUnN+h7k5DwEn++DJk0agcViITb2BZSWlUIiyUN4uOXZ7ufZ2x0fa9E47Ievb82OwaLAeevWrXjzzTfB4XB09nG5XAwaNAhbtmypscBZLBYjJycHgYGqpUwjIyPBZrNx+vRpTXY6Pz8fmZmZmDxZdUsuNjYWMpkMV65cQdu2bQEAly9fhkwm0/rFRAghtnbjxjWkpi7W2R4UFGRx0Pv8HTVr77KpxcTEICYmRvN1u3bt0K9fP2zfvl1T5mGu2s7yZ2U9xuPHj9GuXTzk8hJs274O//xzEw0aGF/Y5NEj1dSmDNiQSktqo6smefMCkbpoPaZMH43GjQRW9Yvt4oGSkhJkZwvh6upqtO3ly1fRuFFLFBWppkhs2EA1m9apU3/Cz8/yhWHU7PGOjzVoHPZDPQaRSFajwbNFgfPNmzc1Aak+iYmJ+Prrr80+n+qp4Iearx8/fowbN27A29sb3t7eWLt2LXr27ImAgABkZWVh5cqV8PHxQY8ePQCogvUBAwYgLS0NPj4+8Pb2RlpaGgQCgaZspHnz5ujUqRNmzZqFBQsWAABmz56Nbt260YwahBC74urqBrlcrrP93r17Zi8s5ePjA2dnZ51nOIRCIfz9q7Zy3bOcnJwQFRWluQNoidrO8l+4cB4AENcuHsXyMgDAyZP/w8CBg40eV1T0b6mGJ9dubqcxAN4a/B7YbE9ERsRZ1S8e1wcAIJUWmfyZyMy8hSaNW2nex9cnABwODw8fPqyWz9Ce7vhUBY3DftR0/y1aAKWwsFBnXtFnubi4QCQyf4qbq1evom/fvujbty8AIDU1FX379sXq1avh7OyMW7duYdy4cejVqxemTZuGJk2aYM+ePVoZ7xkzZqBHjx6YMGEC3nrrLXh4eGD9+vVatVfLli2DQCDAqFGjMGrUKISHh5tVK0gIIbWpU6cu+PLLL6FQKDTbsrOzsXz5cqPPdTzL1dUVbdq0wenTp7W2nzlzplrvsjEMgxs3btSJhwUvXjyP0NAmCAwIhq9vAJo1C8fFi+dNHqdeXc/Lylk1atJLPfqiQYMwq47lclWljVKp2Gg7hmFw585tNG0i0NoeFNQQOTlZVr03IXWdRRnnoKAg3Lp1C40bN9a7/+bNmxZdRDt27IibN28a3L9582aT53Bzc8Ps2bMxe/Zsg234fD6WLVtmdr8IIcQWPvzwY0yb9gkSEhJQVlaGYcOGobCwEDExMZg4caLZ5xk5ciSmTJmCyMhIxMbGYs+ePcjJycHgwaoM6/Lly5GXl6eVQLhx4wYA1Z1AkUiEGzdugM1mo0WLFgCAtWvXIjo6Gk2aNNHUOGdkZGDu3LnV+B2oGdevX0frVjGar5s1aYW7d++YPE4ul8HV1Q1stvFyhrqGx+MDUK2qa0xBQQGKiqRo8nzgHBiC7OzsmuoeIXbNosC5S5cuWL16NTp37qwzd2dpaSnWrFmDbt26VWsHCSGkvvDy4mDXrl04d+4crl27hsrKSrRp08biGYt69+4NsViMdevWIT8/HwKBABs3bkRIiGp55oKCAuTk5Ggdo77zBwDXrl3DoUOHEBISghMnTgBQTZM3Z84cFBQUgMvlIiIiAtu3b9c8O2LPsh4/QqdOT/vZqFEzHD9hehVGmUymmlHDwfC4fACARCIx2u7hw/sAgLDQplrbgwJDcP8hzeVM6ieLAuexY8fil19+wcsvv4whQ4agadOmYLFYuHPnDnbu3AmlUomUlJSa6ishhDisyspK/PzzTzh79iSysrLAYrEQEhKCgIAAqx7sGzJkCIYMGaJ335IlS3S2Gbv7B6jK4mbMmGFRH+wBwzDIyn6MBsFPyxoahbXA48cPUV5ebvThOJlMBo6X9XM42yt1qUZRkfGMc1bWYwBAcHCo1vagoBCcPXesZjpHiJ2zKHD29/fH7t27MW/ePKxYsUIzXzKLxUJSUhLmzp1brQ+fEEJIfcAwDKZN+wRnz55Gq1atIBAI/q0vvYNp06bhl19+wbp162zdzTqpoKAAZWVl2oFzo2aorKzEgwf30bKlwOCxEolEU9bgSLy8uHBycjJZqpGVlQVPT44mQ60WHBSCvPxcKBQKs1ZgJMSRWLwASkhICL766itIpVI8ePAAANC4cWOd1fsIIYSY58iRn3DpUjpWrfo/vPyydrnb2bNn8cEHH+DgwYNa5RTEPFlZjwAADRo8zZo2bqSq2753746JwFkMHs+nZjtoAywWCzwuH1KpxGi77OzHaBAconO3IyiwIRiGQX5+HkJCQg0cTYhjsmhWjWd5e3ujbdu2aNu2LQXNhBBSBcePH8WwYSMRF6c7B358fDzef/99/PTTTzboWd33+LGq3KBhg0aabYEBDeDu7mHyAUGJRKKZus3R8Hh8szLOQUG6gXFQkKpWPjubZtYg9Y/VgTMhhJDqcefObbz4YrzB/Z07d0ZGRkYt9shxZGU9goeHJ7y9n86DzWKx0CismcnAWSwWw9vbMQNnLtfb5MOBjx8/0ipxUVMHzjk5NLMGqX8ocCaEEBsrKpLCx8fP4H4/Pz+T2UGiX1bWYzQIDtUpN2gU1gL37t01eqxU6pg1zgDA5fJNPhyYnZ2FYD0ZZx6XDw8PT8o4k3qJAmdCCLGxyspKrUWbnufs7AylUlmLPXIcjx49QrCerGmjRs1w7949o8eqapz5NdQz2+Jx+ZBIDC+AUlZWhoKCfAQHh+jsY7FYCAqiuZxJ/WTxw4GEEEKqF8Mw+OyzeWCzXeHmpntZLi8vt0GvHMPjx4/Rsnm0zvaGDRohJycLlZWVcHLSzSFVVFRAJiuCtwM+HAioapxv331gcL86m6wv4wyo6sSpVIPURxQ4E0KIjb3ySh/N/7u765/ei2bUsE5W1iN0Tuyjsz04OAwKhQL5+XkIDm6gs19dGuOIs2oAqhrnIiPlP+rA2dCy3v5+QcjPz9G7jxBHRoEzIYTY2IwZqmWrWSzA39/xVqqzlfLycgiFhQgM1A2MG/4bED569NBA4KwqY3DUjDOXy4fEyHR06sVPggJ1SzUAwNc3AJl3rtRE1wixa1TjTAghxCGJREIAgJ9fkM4+9WwR6gDxeWKxKnB25BrnoiKpZiGz52VnZ8Hb2xceHp569/v5BqKwsKAmu0iIXaLAmRBCiEMqKFAFdr6+ATr7uFxvcDg8zTzPz1MvDuKopRo8rjcqKipQXFysd392dpbeBwPVfH0DIRaLoFAoaqqLhNglCpwJIYQ4pIKCfACAn49u4AwADYJD8fjxQ7371BlnR53HWZ1JNzQlXXZ2tsEyDQDw8wsE8DSrT0h9QYEzIYQQh6QuJfDx8de7v0GDRgYzzhKJBGw2Gx7u+ksV6joulw8ABucHNxk4/5vFz8/Pr/a+EWLPKHAmhBDikAoLC+HpyTFYp9sgOMxgjbNEIoY3z0dn4RRHoc6ki8UivftzcrIQHGQscFZlnKnOmdQ3FDgTQghxSIWFBfD/t6RAH1WpxiO9+yQSx101EHga+KrLWZ5VWloKobDQaOCszuLrO54QR0aBMyGEEIdUWFig98FAtYYNGkEqlUAmK9LZJ5GIwfP2rcnu2RSHwwOb7ao3Y5ybq5qfOchI4Ozh4QlPTw4KCwtrrI+E2CMKnAkhhDikwsIC+Bp4MBAAgjVzOetmnaVSCXj/1gE7IhaLBX+/QL0ZY/WKgMYCZwAGjyfEkVHgTAghxCEVFBjPOIc0bAwAemfWEIvFDl2qAahmxlBP2fcs9aqBQYENjR7v6xtANc6k3qHAmRBCiEMqLCw0GjgH+AeDzXbFo0e6gbNQKATfgUs1AMDHJ8BA4JwNHo8PT0+O0eN9fSnjTOofCpwJIYQ4HIZhTJZqODk5oWHDRnj4UDdwzs3NQWCA7lLcjsTPYKlGlslsM6Cakq6ggGqcSf1CgTMhhBCHI5fLUFZWajTjDKgeEHw+4yyXyyCXyxBoRvBYl/n5GirVyDZZ3wwAvj5UqkHqHwqcCSGEOBx1QOhnInAOadgYDx480NqWk6OaVcLxA+cAvRnnhw8fIjgo1OTxqhrnfDAMUxPdI8QuUeBMCCHE4ainSTOZcW7YGI8ePR84/zurRICDB85+gXjypATFxcVa2x8+vI/QkCYmj/f1DYBCodA7nR8hjooCZ0IIIQ5HKFQFzj58P6PtQho2gkQi1gr+1IGz42ecdRdBkUjEKCqSIjS0qcnjff9dBIXmcib1CQXOhBBCHI56KWlvb+OBc8MGqinpnp3LOTc3Bzwe3+BS3Y5CnY1/NnB+8OA+ACA0xHTgrF49UP1HCiH1AQXOhBBCHI5IJPp3dTy20XbquZyffUAwJyfb4WfUAFSlGoB2xlgdOIeFNjF5vK8mcBZWe98IsVcUOBNCCHE4YrEIfL7peZj9/YPg5uaO+/fvarbl5OQ4fJkGAPC9/eDk5KSVcb5//z44HB54PB+Tx6uz+ZRxJvUJBc6EEEIcjlgsMmsBEycnJzRv1go3blzXbMvJya4XgbOzszN8fPyQn5+n2fbw4QOEhjYBi8UyeTybzQbf25cCZ1KvUOBMCCHE4YhEInibufKfoGUkrl27qvk6NzfH4WfUUAsLa447d25rvn7w4B5CG5qub1bz8fHTOxc0IY6KAmdCCCEORyQyL+MMqALnjIwbUCqVUCqVyM/PqxcZZwBo0aw1bt7M0Hz94MF9hIQ0Nvt4H58AyjiTeoUCZ0IIIQ5HLBaZnFFDTdAyEmVlpbh37y6ysh6jsrISwcGmFwBxBM2btUJm5i0olUooFAo8fvwIYWZMRafm4+NPgTOpV1xs3QFCCCGkupn7cCCgCpwB4Pr1qygpKQGLxUJ0VPua7J7daN68NcrKSvHgwX2IxSJUVFQgonWs2cf7+vgj49ZD0w0JcRAUOBNCCHEoDMOY/XAgoJrPOCAgGNevX8WjR4/QKrwt+CYWTnEULZpFAABu3szA3bt34O7ugdatos0+njLOpL6hwJkQQohDKS6WQ6FQWBT8hgui8NtvJ5CTk42XXxpYg72zLwEBweDx+Lh58wb++usi2ka1B5vtavbxvv/WODMMY9ZMHITUdVTjTAghxKGIRKpVA80t1QCAUSMm4tKlv5Gbm4MXO3StoZ7ZHxaLhebNWiMj4zr+/PMs2sUmWnS8r48/yspKUVxcXEM9JMS+2DRwvnDhAlJSUpCUlITw8HAcP35caz/DMFizZg2SkpLQtm1bDBs2DJmZmVptysvLsXDhQnTs2BExMTFISUlBbm6uVhupVIrJkycjLi4OcXFxmDx5MoqKimp8fIQQQmqferltc0s1AKBD+y4YMewjeLh7Iq6dZcFjXdc28gX88MMBSCRixMUmWHQsLbtN6hubBs4lJSUIDw/HnDlz9O7/6quvsGXLFsyZMwd79+6Fv78/Ro4cCblcrmmzePFiHDt2DCtXrsTOnTtRUlKCMWPGQKlUatpMmjQJGRkZ2LRpEzZt2oSMjAxMmTKlxsdHCCG2smPHDiQnJyMqKgr9+/fHxYsXDbbNz8/HpEmT8PLLL6NVq1ZYvHix3nZHjx5F7969ERkZid69e+PYsWM11f0q0WSczZxVQ+2TjxfhyI9X4OnJqYlu2a3xH8zFB2Nn48WOXRET/aJFx6oD58JCmsuZ1A82DZy7dOmCiRMnomfPnjr7GIbBtm3bkJKSgp49e0IgECAtLQ2lpaU4dOgQAEAmk2Hfvn2YNm0aEhISEBERgaVLl+LWrVs4c+YMAODOnTs4efIkFi1ahNjYWMTGxmLhwoX47bffcPfuXZ33JYSQuu7IkSNITU3F2LFjcfDgQcTFxWH06NHIzs7W2768vBw+Pj4YO3YsWrVqpbdNeno6Jk6ciDfeeAM//PAD3njjDUyYMAGXL1+uyaFYRZNxtqBUA1CtIhgQ0KAmumTX3N098P67k7Fp/WF4eHhadKyfbwAAoLCQMs6kfrDbGufHjx+joKAASUlJmm2urq5o37490tPTAQBXr16FQqFAYuLT22pBQUFo2bKlpk16ejq4XC6io58+JRwTEwMul6tpYwkWy7KX5jgHeBkaC4zss9eXpr9WfJ6WHlMXXzRO2/apqrZs2YIBAwZg4MCBaN68OWbOnIng4GDs2rVLb/vQ0FDMmjULffv2BZfL1dtm69atSEhIwJgxY9C8eXOMGTMGL774IrZu3Vo9na5GYrEIbLYrPDy8bN0Vh+fjEwAWi4WCgnxbd4WQWmG3s2qol/D089O+1ebv76/JmhQWFoLNZsPb21unjfqv38LCQp1zqM9rzV/Ifn76f6now+erLtouLk5gs50tfi974uys+hvL2chY6soYXVxUY/Hx8YK/v/mfp5olPwN1GY2zbiovL8e1a9fw/vvva21PTEy0KlmgdunSJbzzzjta2zp16mRV4FxdfyAYop7DmeX09I2e/UOJqdm3r1H2Ng4Xtgv4fF8UFhZY9Lk+O466jMZhP2prDHYbOKs9P70Nw5i+VJjbxpqpc4RCGcw4PQBAIlE9ZVxRUQmFQmmitX1TKitV/zUwFjbbuc6MsaJCNRaxuBiFhTKzj2OxVEGWJT8DdRGN03bUfaoKsVgMpVKpN+mgTkhYQ18Sws/Pz6pz1vQfK0+eyOHn6w9vb92yAx7PslIEe2VP4wgMCIZcLqnXiQgah/3w9a3ZMdht4BwQ8LRuKjAwULNdKBTC31/1MIK/vz8UCgWkUqlW1lkoFCI2NlbTRigU6pxfJBLpzUSbwjAw+5fss+3s5Pey1RgD/w9Aq/ShLoxTayxWdNiSn4G6jMZZt+lLOlR1nt3qOmdN/7GSk5MHLtcHUmmJZhuLpQo2i4pK6vTnbY/j8Pb2w8OHj+tlIoLGYT/UYxCJZDUaPNttjXNoaCgCAgJw+vRpzbby8nJcuHBBExRHRkaCzWZrtcnPz0dmZqamTWxsLGQyGa5cuaJpc/nyZchkMk0bQghxFD4+PnB2dtYpRXs26WCNZ0vg1EQikVXnVP+xUlMvsVgMHs9H9Vfyvy91MMA8s60uvuxxHH6+gcjPL7D4c6qNn4XaeNE47Oel+bdRg2waOBcXF+PGjRu4ceMGANUDgTdu3EB2djZYLBaGDx+ODRs24NixY7h16xamT58Od3d39OnTBwDA5XIxYMAApKWl4ezZs7h+/TomT54MgUCAhATVXJTNmzdHp06dMGvWLFy6dAmXLl3CrFmz0K1bNzRr1sxmYyeEkJrg6uqKNm3aaCUUAODMmTNVShbExMTonPPUqVN2mYAQiUTw5vnYuhv1hp9fID0cSOoNm5ZqXL16FcOHD9d8nZqaCgDo168flixZgtGjR6OsrAzz58+HVCpFdHQ0vv76a3A4T+fYnDFjBlxcXDBhwgSUlpYiPj4eS5YsgbPz0wfVli1bhkWLFmHUqFEAgOTkZINzRxNCSF03cuRITJkyBZGRkYiNjcWePXuQk5ODwYMHAwCWL1+OvLw8fP7555pj1AmM4uJiiEQi3LhxA2w2Gy1atAAADB8+HEOHDsXGjRvRvXt3/Prrrzh79ix27txZ+wM0QSIWgx9t2VR0xHp+vhQ4k/rDpoFzx44dcfPmTYP7WSwWxo8fj/Hjxxts4+bmhtmzZ2P27NkG2/D5fCxbtqxKfSWEkLqid+/eEIvFWLduHfLz8yEQCLBx40aEhIQAUM1alJOTo3VM3759Nf9/7do1HDp0CCEhIThx4gQAoF27dlixYgW++OILrF69GmFhYVi5cqXWVJ/2QiwRU8a5Fvn5BUIiEUOhUIDNZptsr1Qq8c03m/Dzzz9h4sQpSEzsXAu9JKR62O3DgYQQQqw3ZMgQDBkyRO++JUuW6GwzlsRQ69WrF3r16lXlvtUkpVIJqVQCbwuW2yZV4+cXBEC17HZwsOkFZPbu3YPp0yfD19cfS5Ysxk8/UeBM6g67fTiQEEIIsVRRkRQMw1DGuRb5/rt6oLnlGt9/vwftX+iMtNSv8OefZ/H334aXgyfE3lDgTAghxGGIxWIAgLeFy20T6/n7qqaMNSdwzs3NwcmTv6PPq4PxUvfX0CisGTZv3lizHSSkGlHgTAghxGGIxSIAoIxzLVJnnPPzTQfOBw7sA5vtip49+sLZ2RnduvXBmTOnTR5HiL2gwJkQQojDkEj+zThTjXOtcXNzB5frbdYqkidP/oH2L3QCl+sNAGgb2R5ZWY+Ql5db090kpFpQ4EwIIcRhiESqjDOfAuda5e8XiPz8PKNtGIbBX39dQHTbjpptbdt2AAD89RfVOZO6gQJnQgghDkMiEcPNzR3u7h627kq9EhQUgpycbKNt7t27A7FYhOio9pptwUEhCAgIpgcESZ1BgTMhhBCHIRaL4e1N9c21LSgwBNnZWUbbXLx4AQAQGfmCZhuLxULbqA6afYTYOwqcCSGEOAyxWERlGjYQFBSC7GzjGeeLF8+jWbNwnQc320a+gMuX01FZWVmTXSSkWlDgTAghxGGIxWJ48yhwrm1BgSHIy8uBUqk02ObixYtoG9VBZ3vLFm1QXCw3mbEmxB5Q4EwIIcRhSCRi8KhUo9YFB4dCqVQafECwvLwcN29eR2REO519TZuGAwAyM2/VaB8JqQ4UOBNCCHEYIhGVathCUGBDADCYNb55MwMKhQLhgrY6+xo2aARXVzfcvk2BM7F/FDgTQghxGGKxiB4OtIHgoBAAMFjnfO3aP2CxWAgXROrsc3Z2RpPGLSjjTOoECpwJIYQ4DLFYTBlnG/D29oWbmztycvRnnP/55zIaN24BT0+O3v1Nm4QjMzOzJrtISLWgwJkQQohDqKioQFGRFN7efrbuSr3DYrEQHByKrCxDgfM/ess01Jo2EVCpBqkTKHAmhBDiEMRi1XLbPnwKnG0hKLCh3owzwzC4du0ftBJEGTy2aVMB8vJyUVQkrckuElJlFDgTQghxCGLxv8tt86lUwxaCAkP0ZpwfPLgPmawIrcKNZ5wB4PZtKtcg9o0CZ0IIIQ5BJBICUNXbktoXGtoU9+7d1dl++XI6ACAiItbgsY0btQAA3L17p2Y6R0g1ocCZEEKIQxCJKONsSy2at0ZhYQGEQqHW9vT0v9GgQRj8fAMNHuvlxYWvrz8ePLhfw70kpGoocCaEEOIQ1KUatHKgbbRo1hoAcPPmDa3tly6lI7JNnMnjw0Kb4f79ezXSN0KqCwXOhBBCHIJIJAKPx4eLi4utu1IvNWrUAmw2GxkZTwPnyspKXLlyCW1aGy7TUAsNaUKBM7F7FDgTQghxCCKRkOZwtiE2m43GjVpoZZzv3LkNuVxGGWfiMChwJoQQ4hBUqwZS4GxLzZtHICMjQ/P1339fBAC0bh1j8tiw0KbIy8tFSUlJTXWPkCqjwJkQQohDEIlElHG2sRbNWuPWraeB84kTx9GqVVt480wvgx4W1gwA6AFBYtcocCaEEOIQxGIR+LT4iU21aN4aQmEhsrOzoFAo8Ouvx9CtSx+zjg0LbQoAVK5B7BoFzoQQQhyCUCikqehsrGPHrnB398D33+/GuXNnUFQkRbcuvc061t8/GB4enhQ4E7tGjx4TQghxCGKxCHxvyjjbEo/LR88e/bB9+1bcvp2JoKCGaN0qxqxjWSzWvzNr6C6iQoi9oIwzIYSQOo9hGEgkYno40A4M6PcOHjy4jz17dmL4kPFgsVhmHxsW2oxqnIldo4wzIYSQOq+oSAqlUgkfH8o421q72ASMeW8q2sXGIzHhJYuODQttipOnj9RQzwipOgqcCSGE1HnqZZ5pVg3bY7FYGP/BHKuODQ1tikePH0KpVMLZ2bmae0ZI1VGpBiGEkDpPKCwEAPj6Bti4J6QqwkKbQqFQICvrsa27QohelHEm9VZm5k2Lj/Hx8YJYXFwDvbGer68fQkPDbN0NQmyqsFAVOPv4+Nu4J6QqwkKfzuXcqFFjG/eGEF0UOJN6RyIsAosFjB072tZdqRYeHh44ffoiBc+kXissLACLxaJZNeq4hg0bwcnJCffv30OnTl1s3R1CdFDgTOqdYtkTMAzw7vQBaNbK/IwGC4CLixMqKirB1Fz3LJJ1Pw/r5u6ASCSkwJnUa0JhIfh8X7i40K+1uozNdkVwcCjN5UzsFl1hSL3VoFEAmrYKNbs9CwCb7QyFQmk3gTMhRKWwsAC+VKbhEMJCm1LgTOwWPRxICCGkzlMFzoG27gapBmGhzXDvHgXOxD7ZdeC8Zs0ahIeHa70SExM1+xmGwZo1a5CUlIS2bdti2LBhyMzM1DpHeXk5Fi5ciI4dOyImJgYpKSnIzc2t7aEQQgipQYWFQppRw0E0atQc9+7dAcPQvT1if+w6cAaAli1b4tSpU5rXTz/9pNn31VdfYcuWLZgzZw727t0Lf39/jBw5EnK5XNNm8eLFOHbsGFauXImdO3eipKQEY8aMgVKptMVwCCGkVuzYsQPJycmIiopC//79cfHiRaPtz58/j/79+yMqKgrdu3fHrl27tPbv379fJ5ERHh6OsrKymhyG2QoLC2hGDQfRtLEAxcVy5Obm2LorhOiw+8DZ2dkZAQEBmpevr2pye4ZhsG3bNqSkpKBnz54QCARIS0tDaWkpDh06BACQyWTYt28fpk2bhoSEBERERGDp0qW4desWzpw5Y8thEUJIjTly5AhSU1MxduxYHDx4EHFxcRg9ejSys7P1tn/06BHef/99xMXF4eDBg0hJScHixYtx9OhRrXYcDkcrkXHq1Cm4ubnVxpBMEgoLKePsIJo2FQAAbt/ONNGSkNpn94HzgwcPkJSUhOTkZEycOBGPHj0CADx+/BgFBQVISkrStHV1dUX79u2Rnp4OALh69SoUCoVWeUdQUBBatmypaWMpFsuyl+Y4B3gZGguM7LPXlzX9tddxavrEqr5XdZ/PXl/2OM7qsGXLFgwYMAADBw5E8+bNMXPmTAQHB+tkkdV2796NBg0aYObMmWjevDkGDhyI/v374+uvv9Zqx2KxtBIZAQH2EahWVlaqAmcf++gPqZqQhk3g4uJCgTOxS3Y9q0bbtm2RlpaGJk2aQCgU4v/+7/8wePBgHDp0CAUFBQAAPz/tOTv9/f01WZXCwkKw2Wx4e3vrtFFPlm8pPz+u2W35fC8AqinM2Oy6vXSos7PqbyxnI2OpK2M0ZyzG2NM4XVxUY/Hx8YK/v/k/m+aw5Ge9LnO0cZaXl+PatWt4//33tbYnJiYaTBhcunRJK8EAAJ06dcK+ffugUCjAZrMBACUlJejWrRuUSiVat26Njz/+GBERERb3sbr+QFArKpKgoqICvr7+2n9N6nlPFgt1elac+jAOtisbYWFNcfv2rWr/Waluz46jLnOEcdTWGOw6cO7SRXvy85iYGLz00ks4ePAgoqOjAagyIM8y52GCqjxwIBTKYO7hEolqhbmKikooFHW7plqprFT918BY1NO01QWmxmKMvY2zokI1FrG4GIWFsmo5J4ulCiYt+Vmvi+xxnOo+VYVYLIZSqdSbVFAnHJ5XWFgIf3/t+mA/Pz9UVFRALBYjMDAQzZo1Q2pqKsLDwyGXy7Ft2za89dZb+OGHH9CkSROL+ljdf6wIhapkSVhYGLy9PY225fGM768rHH0cghYRePjwXrUnBGqKo/wB7gjj8PWt2THYdeD8PE9PTwgEAty/fx89evQAoLrgBwY+nYJIKBRqfgH4+/tDoVBAKpVqZZ2FQiFiY2Ot6gPDwOxfss+2s5Pfy1ZjDPw/oJ3gqQvjNDYWY+xxnFpjqeZOWfKzXpc56jj1JRWe32aq/bPbY2JiEBMTo9nfrl079OvXD9u3b8esWbMs6lt1/7Fy69Z9AICbGxdSaYneNiyWKkgrKiqp0593fRlHSEgzHPt1f7UlBGqKPf4Bbg1HGId6DCKRrEaDZ7uvcX5WeXk57ty5g4CAAISGhiIgIACnT5/W2n/hwgVNUBwZGQk2m63VJj8/H5mZmVYHzoQQYs98fHzg7OysU472bFLhefqy0SKRCC4uLuDz+XqPcXJyQlRUFO7fv29xH9V/rFTXS913X76/6q9JPS91MMAY2F9XXvVlHE0at8Tjxw9RUvKk2n9eqvtVEz/TNI6qjaEm2XXgnJaWhvPnz+PRo0e4fPkyPvroI8jlcvTr1w8sFgvDhw/Hhg0bcOzYMdy6dQvTp0+Hu7s7+vTpAwDgcrkYMGAA0tLScPbsWVy/fh2TJ0+GQCBAQkKCjUdHCCHVz9XVFW3atNFKGADAmTNnDCYMYmJidGYaOnXqlCb5oA/DMLhx44ZdPCBYWFgAZ2dn8Hg+tu4KqSbNm7UGwzDIzLxpVvvS0lIUFxfXcK8IsfNSjdzcXHzyySeQSCTw8fFBTEwMvvvuO4SEhAAARo8ejbKyMsyfPx9SqRTR0dH4+uuvweFwNOeYMWMGXFxcMGHCBJSWliI+Ph5LliyBs7P9POBFCCHVaeTIkZgyZQoiIyMRGxuLPXv2ICcnB4MHDwYALF++HHl5efj8888BAIMHD8aOHTuQmpqKN998E+np6di3bx+WL1+uOefatWsRHR2NJk2aaGqcMzIyMHfuXJuM8Vl5ebnw9w+Ck5Nd54KIBQQtI+Hk5ITLly+hbdsYo21PnDiGjz4ah5KSEkyYMAnjx080WpZESFXYdeC8cuVKo/tZLBbGjx+P8ePHG2zj5uaG2bNnY/bs2dXdPUIIsUu9e/eGWCzGunXrkJ+fD4FAgI0bN2qSDgUFBcjJebq4RFhYGDZu3IjU1FTs2LEDgYGBmDlzJl5++WVNm6KiIsyZMwcFBQXgcrmIiIjA9u3b0bZt21of3/Py8nIRGNDA1t0g1cjDwxPNmobjypXLRtvdunUTQ4cOQscOXdE4rAUWLZqH1q0j8NJLvWqpp6S+sevAmRBCiHWGDBmCIUOG6N23ZMkSnW0dOnTAgQMHDJ5vxowZmDFjRrX1rzrl5uYgwJ8CZ0cT0ToWly+nG9zPMAymTfsUDRs2xpqV34HNdsXd+xmYM2cGunRJhquray32ltQXdF+LEEJInZabm4vAwIa27gapZhGtY3HjxjUoFAq9+48d+y9OnfoDM6Ysg6urG1gsFqZ++jnu3LmNgwf31XJvSX1BgTMhhJA6LTc3BwFUquFwIlrHoKysDDdvZujdv3btasREd0RSYk/NtpYt2qB9XCd8993u2uomqWcocCaEEFJnlZeXQygsRGBAsK27QqpZq/C2YLFYSE//S2dfevpfOHfuNEYM+1hnX59X38LJk78jJye75jtJ6h0KnAkhhNRZ+fl5AEAPBzogT08Oott2wPHjv+js+/LLNQgLa4bkrn109vXs0Reurm7Yt+/72ugmqWcocCaEEFJn5eaqZgehUg3HlNy1D3777VeUlDxdEfLBg/s4dOggRgwdr3dqWS7XG4kJL+Hnnw/VZldJPUGBMyGEkDorNzcXAGWcHVW3rn1QWvoE//vf75ptGzZ8CW9vH7zx2lCDx3VO6oW//roAkUhYC70k9QkFzoQQQuqsvLwcsNmu8Pb2tXVXSA1o2kSApk1aYv/+7wAAN25cx9atX2Po2x/Cw8PT4HGdk15GZWUlTpw4XltdJfUEBc6EEELqLNVUdA1opTgHNmLYxzh4cD82bPgSH300FmFhzTByuO5Dgc8KDGyA1q2icfz40VrqJakvaAEUQgghdRZNRef4BvR7B2f//A2zZ0+Ht7cv/m/Nfri6upk8rnNSL+zZuxFKpVJvLTQh1qCMMyGEkDorKysLgbRqoENjsVhYPH8Dtm7+Bb8fu4O2Ue3NOi4xoQckEjH++cf4st2EWIICZ0IIIXXWw4cPEBraxNbdIDXM3d0Dce0SwWabv4x2VGR7eHlx8fvvJ2qwZ6S+ocCZEEJInVRRUYGsrEcIadjE1l0hdojNZqNj+y747TcKnEn1ocCZEEJInZSdnQWlUonQkMa27gqxUwnx3XHhwjnI5TJbd4U4CAqcCSGE1EkPHz4AAISENLFtR4jdSojvgYqKCpw6ddLWXSEOggJnQgghddKDB/fBYrHQsEEjW3eF2KlGYc3QuHELvct2E2INCpwJIYTUSQ8f3kdQYEOzpiYj9VenxJ44fvwXMAxj664QB0CBMyGEkDrpwYMHVKZBTOqU9DKysx8jI+OGrbtCHAAFzoQQQuqkhw8fIKQhPRhIjHuhXRI8PDxx9OgRW3eFOAAKnAkhhNRJDx7cp4wzMcnNzR1dOvfGDz8csHVXiAOgwJkQQkidU1QkRUFBPhqFNbN1V0gd0KvnAFy79g8yM2/ZuiukjqPAmRBCSJ1z44aqXrVliwgb94TUBZ0Se8LLi4uDB/fZuiukjqPAmRBCSJ2TkXEdzs7OaNa0la27QuoANzd3vNSjL3bu3A6FQmG07cOHD7B580Zs3rwB2dlZtdRDUldQ4EwIIaTOuXHjGho3bkFT0RGzDR/yIbKyHuHAgb1695eXl2PmzCno2DEGs2dPw5w5M9ChQzTWrPmidjtK7BoFzoQQQuqc69evo2WLSFt3g9QhgpaR6JT0Mtas+UIn61xYWIh+/V7FN99sxsfj5+PM/7Jx8sRDvD14LBYunIPly9Ns1GtibyhwJoQQUqcwDIOMG9cgaNHG1l0hdcy4lJm4cycTCxbM0Wy7du0qXn21B+7euYtvNv2CUSMmwtPDCxwOD59O/Awfjp2NtLTF+O9/aTo7ArjYugOEEEKIJXJzcyCRStCSAmdioag2cZj8yRKkfv4pHj58AB6PhwMH9qJJ45bYvvVHhIU21TlmzOipuHbjb3w0PgV//O8cGjRoaIOeE3tBGWdCCCF1ytWrVwAALVtS4Ews9/bgFCyc93+4f+8RLl36B++Nmoxd3/5Pb9AMACwWC4vmrYcL2w1Tp06ipbvrOco4E0IIqVPOnj2DgIBghNLiJ8QKLBYL/d4Yjn5vDDf7GG9vX8ycugITJw/Bjz8ewBtv9K/BHhJ7RoEzIQ4gM/NmtZ7Px8cLYnFxtZ7TXL6+fggNDbPJe5O64fTpk2gf1wksFsvWXSH1yEs9+qJ78uuYMWMKunTpBj7fx9ZdIjZAgTMhdZhEWAQWCxg7drStu1JtPDw8cPr0RQqeiV5yuQxXrlzC69PfsXVXSD00c+oKvD6gHebOnYVVq760dXeIDVDgTEgdVix7AoYB3p0+AM1aNa6Wc7IAuLg4oaKiErVdyZd1Pw/r5u6ASCSkwJnodf78OSiVSrR/oZOtu0LqocDABvh0YirmLfwAvXr1Ru/er9q6S6SWUeBMiANo0CgATVuFVsu5WADYbGcoFMpaD5wJMeWPP35HQEAwGjdqYeuukHpqQL8R+OPkEUyc+CEiIyPh70/zidcnNKsGIYSQOkGpVOLAgb3okfwG1TcTm2GxWFgwZx28PHl4662BEIlEtu4SqUWUcSaEEFIn/PHHCeTm5uCN14bauiuknvPx8ce6NfsxbGR3dOzYERs3foPIyLZabUpLS/HPP5dx/fo1CIWFYLNd0bhxY8THJyEgIMBGPSdVRYEzIYSQOmHnzh1o0bw12kTE2rorhKBpEwF2bf8fJk4ajOTkJCQldUHr1q1RWlqKGzeu459/LqOsrAzOzs7w4fuhXFGOoiIJWCwWunZNxpgxH6Bbt+5096SOocCZEEKI3bt69R8cOnQQUz/9nAINYjfCQpviyE9/Y8fOzTj26w/49fgJeHh4oUnjluj+0X/QLiYBLVtEwNXVDQBQUJCDP04exff7N2Pw4P5o1+4FTJ8+G507d6Wf6zqiXtU479ixA8nJyYiKikL//v1x8eJFW3eJEEJqhKXXu/Pnz6N///6IiopC9+7dsWvXLp02R48eRe/evREZGYnevXvj2LFjNdV9LZWVlZgxYzKaNGmJN//zXq28JyHmYrPZ6Nd3ONat3ocf96djz45TSPtsC4a9/QHaRMRqgmYACAhogP/0fwe7v/0fNqz7AYpyYODAN/D6673w88+HoVQqbTgSYo56k3E+cuQIUlNTMXfuXLRr1w67d+/G6NGjcfjwYTRsSOvOE0Ich6XXu0ePHuH999/HwIEDsXTpUvz999+YP38+fH198fLLLwMA0tPTMXHiRHz88cfo0aMHjh8/jgkTJmDnzp2Ijo6usbEwDINp0ybhzz/P4qv/+wlsNrvG3ouQ2sJisZAY3wMJL3bHHyf/i682f44RI96Cv38Aund/CdHRMQgObgg3N1c8efIEIpEIeXm5KCwshEQiRmnpEzg5OYPH46FBg4Zo1qw52rSJRKtWEfRvpIbVm8B5y5YtGDBgAAYOHAgAmDlzJk6dOoVdu3Zh0qRJNu4dIeRZ1b0SoiE1vUKirVZBtPR6t3v3bjRo0AAzZ84EADRv3hz//PMPvv76a03gvHXrViQkJGDMmDGaNufPn8fWrVuxYsWKGhvLjz8ewDffbMb8OevwYsduNfY+hNgCi8VC186voGvnV3Dtejp+Pvo9/jz/O/bv/x4KhULTztnZGX5+gfD3CwKPx4ebmwcqleXIyb6DP37/A7l5WQAANzc3REa2Rbt2cYiOjkWbNlFo3rwF3N3dbTVEh1MvAufy8nJcu3YN77//vtb2xMREpKenW3QuJyeAMXNyWxcXZ3C5XAizi+DKLrDofexNsegJuFwuxHlyZN/RHYuLsxMqlJU26JnlTI3FGHsbZ1XGYoytxvngRg54PC6mTPmk1t+7Jnh4eODYsT8QEhJiVvvqKHG05np36dIlJCYmam3r1KkT9u3bB4VCATabjUuXLuGdd97RabN161aL+2jJdVQqlYDP56P4iQTbdq6y+L3UWADc3FxRVlZep+cnp3HYl+oeR2BQEF57bRCYSgZFRRIolRVwdXWDlxcPLCPFtSXFxbhz9wau37iEW7cycOtWBnbv3mG6/ywWXFxc4OzsrFVjzTAMGIZBZWUllEolKitr5/eBk5MTnJ2d4eTkBCcnJ7BYLAwfPhKTJ0+Dk5Px6mJ192u6VLxeBM5isRhKpRJ+fn5a2/39/VFQYFmw4evLNbttly4JKCoqsuj8dust4JsvbN2JakJjsV9vARtSbd2Jus2a611hYSH8/f21tvn5+aGiogJisRiBgYEoLCzUOaefn5/F11DAsuvopEkfY9Kkjy1+D0JI/WTJ9cUa9erhwOefWGUYhp5iJYQ4JEuvd/raP7+drqGEkPquXgTOPj4+cHZ2RmFhodZ2oVCok2UhhJC6zJrrnb5stEgkgouLC/h8vqbN8+cUiUR0DSWE1Cv1InB2dXVFmzZtcPr0aa3tZ86cQWwsTaRPCHEc1lzvYmJicObMGa1tp06dQmRkpOYJ/ZiYGJ1znjp1iq6hhJB6pV4EzgAwcuRI7N27F3v37sWdO3fw2WefIScnB4MHD7Z11wghpFqZut4tX74cU6ZM0bQfPHgwsrOzkZqaijt37mDv3r3Yt28fRo0apWkzfPhwnD59Ghs3bsSdO3ewceNGnD17FiNGjKj18RFCiK2wGMbcZ5vrvh07dmDz5s3Iz8+HQCDA9OnT0b59e1t3ixBCqp2x6920adOQlZWFb7/9VtP+/PnzSE1NRWZmJgIDAzF69Gi89dZbWuf873//iy+++AKPHz9GWFgYJk6ciJ49e9bquAghxJbqVeBMCCGEEEKItepNqQYhhBBCCCFVQYEzIYQQQgghZqDAmRBCCCGEEDNQ4EwIIYQQQogZKHCugh07diA5ORlRUVHo378/Ll68aLT9+fPn0b9/f0RFRaF79+7YtWtXLfXUehs2bMCAAQMQGxuL+Ph4jBs3Dnfv3jV6zJ9//onw8HCd1507d2qp15Zbs2aNTn8TExONHlMXP8/k5GS9n838+fP1tq9Ln+WFCxeQkpKCpKQkhIeH4/jx41r7GYbBmjVrkJSUhLZt22LYsGHIzMw0ed6jR4+id+/eiIyMRO/evXHs2LGaGgKporp+TXaU662jXE/r6vXSEa6FxsagUCiwdOlSvPbaa4iJiUFSUhKmTJmCvLw8o+fcv3+/3s+nrKzMss4xxCqHDx9m2rRpw3z33XfM7du3mUWLFjExMTFMVlaW3vYPHz5koqOjmUWLFjG3b99mvvvuO6ZNmzbMf//731ruuWVGjRrF7Nu3j7l16xZz48YN5v3332e6du3KFBcXGzzm3LlzjEAgYO7evcvk5+drXhUVFbXYc8usXr2aefXVV7X6KxQKDbavq5+nUCjUGuPp06cZgUDAnDt3Tm/7uvRZ/v7778yKFSuYo0ePMgKBgDl27JjW/g0bNjCxsbHM0aNHmZs3bzITJkxgEhMTGZlMZvCcf//9N9O6dWtm/fr1zO3bt5n169czERERzKVLl2p6OMRCjnBNdpTrraNcT+vq9dIRroXGxlBUVMS88847zOHDh5k7d+4w6enpzMCBA5l+/foZPee+ffuYdu3aaX02+fn5FveNAmcr/ec//2HmzJmjta1Xr17MsmXL9Lb//PPPmV69emltmz17NvPmm2/WWB9rglAoZAQCAXP+/HmDbdQXD6lUWos9q5rVq1czr7/+utntHeXzXLRoEdOjRw+msrJS7/66+FkyDKNzoa2srGQSExOZDRs2aLaVlZUxcXFxzK5duwye5+OPP2beffddrW2jRo1iJk6cWP2dJlXiiNfkunq9ddTraV28XjrCtVBf8P+8y5cvMwKBwOAfygyjCpzj4uKq3B8q1bBCeXk5rl27hqSkJK3tiYmJSE9P13vMpUuXdG5VderUCVevXoVCoaixvlY3mUwGAPD29jbZtm/fvkhKSsKIESNw7ty5mu5alT148ABJSUlITk7GxIkT8ejRI4NtHeHzLC8vx48//ogBAwaAxfr/9u4+KKrqDwP4I7oGpuaKQIUokC0IBstCYzm+EdqLmQ6mhBmlosk0lWKhhmElwiIy1phloLxoWuYbOTCWrjKNs2KOkTJjiA4oi/gKAioQ7Irn9wfj+lth8a4hsuvzmXGGe+85e7/3Hu/jYfd6t1u7ba1tLO9WUVGByspKk2u2Z8+eeP75581es0DLON99nY8aNardPtT5bDWTrTlvbS1PbSUvbTUL6+rq0K1bN/Tt27fddg0NDQgODsbo0aMxb948FBUVWbyvHvdb5KOspqYGzc3NcHR0NFk/YMAAVFZWttmnqqoKAwYMMFnn6OiImzdvoqamBs7Ozg+s3o4ihIBarUZgYCAUCoXZdk5OToiPj4evry/0ej12796NmTNn4scff+yy39To5+eHlStXwt3dHVevXsW6desQHh6O3NxcyOXyVu1tYTz379+PGzduIDQ01GwbaxzLtty+Ltu6Zi9cuGC2X1VVVas+jo6OZq9zejhsMZOtOW9tMU9tJS9tMQubmpqQkpKCiRMnonfv3mbbeXp6Qq1Ww8vLC3V1ddi0aROmT5+O3bt3w93dXfL+OHH+D+7+rVMI0e5vom21b2t9V7V8+XKcPn0aP/30U7vtPD094enpaVwOCAjApUuXkJ6e3mXC425jxowxWVYqlRg/fjx+/fVXzJo1q80+1j6eO3fuxOjRo+Hi4mK2jTWOZXvMjZmlfaxljB81tpTJ1py3tpintpaXtpKFBoMB0dHREELgyy+/bLetUqmEUqk0LqtUKoSGhmLz5s34/PPPJe+Tt2rcB7lcju7du6Oqqspk/dWrV1v91nxbW+98VFdXo0ePHujXr9+DKrXDxMfHIy8vDxs3bsSTTz5pcX9/f3/odLoHUNmD0atXLygUCpSVlbW53drH8/z588jPz8fUqVMt7mttYwm0vBMEwKJrFmgZ57v7VFdXt9uHOp+tZbKt5a2156kt5aUtZaHBYMCCBQtQUVGBjIyMdt9tboudnR2ee+45s38vzfazqDUBaLkfyNfXF4cOHTJZn5+fj4CAgDb7KJVK5Ofnm6zTarUYNmwYZDLZA6v1vxJCYPny5di3bx82btwINze3+3qdkydPGi9Ya6DX61FaWmq2Zmsdz9t27doFR0dHjB071uK+1jaWADBw4EA4OTmZXLN6vR5Hjx41e80CLeN893Wu1Wrb7UOdz1Yy2Vbz1trz1Jby0lay8PakWafTISsrq81bgO5FCHF/4/Of/3vhI+r2o4+2b98uSkpKREJCglAqlaKiokIIIURKSoqIiYkxtr/9uJ3ExERRUlIitm/f3iUet3MvX3zxhQgMDBRHjhwxeXzLv//+a2xz97FmZmYKjUYjzp49K06fPi1SUlKEQqEQe/fufRiHIElSUpI4cuSIKC8vF8ePHxfz5s0TAQEBNjeeQgjR3Nwsxo4dK1atWtVqmzWPZV1dnSgqKhJFRUVCoVCIzMxMUVRUZPxf1qmpqSIwMFDs27dPnDp1SixcuLDVI5hiYmJMnsJQUFAghg4dKlJTU0VJSYlITU3l4+i6KFvIZFvJW1vKU2vMS1vIwvaOwWAwiKioKDF69Ghx8uRJk2ulqanJ7DF8++234uDBg6K8vFwUFRWJJUuWCB8fH1FYWGhRbbzH+T5NmDABNTU1+P7773HlyhUoFAqkpaXB1dUVQMsN+BcvXjS2d3NzQ1paGtRqNbZs2QJnZ2csXboUr7zyysM6BEluP4Q+IiLCZL1arcaUKVMAtD5Wg8GAlStX4vLly7C3t8eQIUOQlpbW6r63ruTSpUtYuHAhamtrIZfLoVQqsW3bNpsbT6DlXbgLFy7gzTffbLXNmsfyxIkTePfdd43LarUaABAaGoqkpCTMnTsXTU1N+Oqrr3Dt2jX4+/u3+njv4sWLsLO780GcSqXC6tWr8c0332DNmjVwc3PD119/DX9//847MJLEFjLZVvLWlvLUGvPSFrKwvWP48MMPkZeXBwCYPHmySb9NmzZh+PDhbR7D9evXsWzZMlRWVqJPnz7w8fHB5s2b4efnZ1Ft3YSQcEc4EREREdEjjvc4ExERERFJwIkzEREREZEEnDgTEREREUnAiTMRERERkQScOBMRERERScCJMxERERGRBJw4ExERERFJwIkzEREREZEEnDjTI+Wll15CVlbWwy7DKCIiAgkJCQ+7DCIiizBL6VHFr9ymh8LLy6vd7be/GrS9/t999x3GjRvX0aWhrq4OGzZsgEajwblz5+Dg4ICBAwfi1VdfRVhYGJ544okO32d79Ho9Nm7ciJycHOh0Otjb28PDwwPTpk3DpEmTIJPJOq2WiIgIeHt7Y+nSpZ22TyIyj1kqHbOUOgInzvRQaLVa48979uzBmjVr8PvvvxvX2dvbP4yyUFtbi7fffht1dXWYP38+fH19IZPJUF5ejtzcXOTm5mLGjBmdVo9er0dkZCROnTqF+fPnQ6VSoXfv3jh+/DgyMjLg4+ODoUOHdlo9RNS1MEulYZZShxFED9nOnTtFYGCgybotW7aIkJAQ4evrK15++WWRnZ1t3BYcHCwUCoXxT3BwsBBCCJ1OJ6KiosSLL74olEqlmDJlijh06JDJ6wYHB4vMzEyztcTFxQmlUikuXbrU5vZbt24Zf66trRUxMTEiKChI+Pn5icjISHH27Fnj9urqahEdHS1GjRol/Pz8xMSJE0VOTo7J673zzjtixYoVZutJS0sT3t7e4p9//mm1Ta/Xi/r6eiGEEE1NTSI+Pl688MILYtiwYSI8PFwUFhYa27Z1jjUajVAoFMblNWvWiEmTJons7GwRHBwsVCqVWLBggbhx44YQQojFixebnHeFQiHOnTtntnYi6lzMUmYpPXi8x5m6HI1Gg8TERMyaNQs5OTkIDw9HbGws/vzzTwDAjh07AABqtRparda43NDQgDFjxiAzMxPZ2dkYOXIkoqKicOHCBUn7vXXrFn777Te88cYbcHFxabNNt27djD8vWbIEJ06cwLp16/DLL79ACIH3338fBoMBQMs7HL6+vkhNTUVubi7CwsKwaNEiFBYWSj4XOTk5GDFiBHx8fFptk8lk6NWrFwAgOTkZe/fuRVJSErKzszF48GDMmTMHtbW1kvcFAOXl5Thw4AB++OEHpKam4ujRo1i/fj0AYOnSpQgICEBYWBi0Wi20Wi2eeuopi16fiDoPs/QOZil1FE6cqctJT09HaGgoZsyYAQ8PD8yaNQvjx49HRkYGAKB///4AgL59+8LJycm47O3tjfDwcHh5ecHd3R3R0dFwc3NDXl6epP1WV1fj+vXr8PT0NFk/ZcoUBAQEICAgAAsXLgQAlJWVIS8vDytWrEBQUBC8vb2RkpKCy5cvY//+/QAAFxcXREZGYujQoXBzc0NERARGjhxp8jHqveh0Onh4eLTbpqGhAVu3bsWiRYswZswYDBkyBPHx8XjssceM/xBKJYSAWq2GQqFAUFAQJk2ahMOHDwMA+vTpA5lMBnt7ezg5OcHJyQndu3e36PWJqPMwS+9gllJH4T3O1OWcOXMGb731lsk6lUqFTZs2tduvoaEBa9euxR9//IErV66gubkZjY2Nkt8lMWft2rUwGAxISUlBY2MjAKC0tBQ9evSAv7+/sZ1cLoeHhwdKS0sBAM3NzUhLS8OePXtw5coV6PV66PV6ODg4SN63EMLknZm2lJeXw2AwQKVSGdfJZDL4+fkZa5HK1dUVvXv3Ni47Ozvj6tWrFr0GEXUNzNI7mKXUUThxpi7p7oCTEnrJycnQarVYvHgxBg0aBHt7e3z88cfGj/vupX///ujbty/OnDljsv7pp58GADz++OO4fv26sZ62/H+dGRkZyMrKQmxsLLy8vODg4IDExETJ9QCAu7t7q3rMae+c2dnZtaq5rTp69GgdCeaOlYi6PmZpC2YpdRTeqkFdjqenJwoKCkzWHTt2DM8884xxWSaTobm52aRNQUEBQkNDMX78eHh5eWHAgAE4f/685P3a2dnhtddeQ05ODi5fvtxu2yFDhuDmzZsm99jV1NSgrKzMWGdBQQFCQkIwefJkeHt7w83NDWVlZZLrAYCJEyciPz8fRUVFrbbdvHkTDQ0NGDRoEGQymck5MxgMOHHihLEWuVyO+vp6NDQ0GNsUFxdbVAvQct5v3bplcT8i6nzM0juYpdRROHGmLmfOnDnIzs7Gzz//jLKyMmRmZkKj0WD27NnGNq6urjh8+DAqKytx7do1AMCgQYOg0Whw8uRJFBcX45NPPrE4mKKjo+Hs7Ixp06Zhx44dKC4uRnl5OTQaDY4dO2a8D83d3R0hISGIi4vDX3/9heLiYsTExMDFxQUhISHGevLz8/H333+jtLQUy5YtQ1VVlUX1zJw5EyqVCjNnzsSWLVtQXFyMc+fOYc+ePQgLC4NOp0OvXr0wffp0JCcn4+DBgygpKUFcXBwaGxsxdepUAIC/vz8cHBywevVq6HQ65OTkYNeuXRbVArSc98LCQlRUVKC6uprBT9SFMUvvYJZSR+GtGtTljBs3DrGxsUhPT0dCQgJcXV2RmJiI4cOHG9ssXrwYSUlJ2L59O1xcXJCXl4fPPvsMsbGxCA8Ph1wux9y5c1FfX2/RvuVyOXbs2IH169cjPT0dFRUVsLOzw+DBgzFhwgS89957xrZqtRoJCQmIioqCwWBAUFAQ0tLSjA/R/+CDD1BRUYHIyEg4ODggLCwM48aNw40bNyTX07NnT2RmZiIrKwtbt27FypUr4eDgAE9PT0RERODZZ58FAHz66acQQmDRokWor6/HsGHDsGHDBuMXDPTr1w+rVq1CcnIytm3bhhEjRuCjjz5CXFycRedn9uzZWLJkCV5//XU0NjbiwIEDGDhwoEWvQUSdg1l6B7OUOko3wZtuiIiIiIjuibdqEBERERFJwIkzEREREZEEnDgTEREREUnAiTMRERERkQScOBMRERERScCJMxERERGRBJw4ExERERFJwIkzEREREZEEnDgTEREREUnAiTMRERERkQScOBMRERERSfA/LsX4qF5oeZoAAAAASUVORK5CYII=","text/plain":["<Figure size 800x400 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(1,2, figsize=(8,4))\n","ax[0] = sns.histplot(data=df, x='total_goals', ax=ax[0], bins=5, color='#90be6d', edgecolor='black')\n","ax[0].set(title='Histogram of total goals scored', xlabel='Total Goal Count')\n","\n","ax[1] = sns.kdeplot(data=df, x='total_goals', ax=ax[1], fill=True, color= '#9381ff', edgecolor='black')\n","ax[1].set(title='KDE Plot of total goals scored', xlabel='Total Goal Count')\n","plt.show()"]},{"cell_type":"code","execution_count":21,"id":"9d973901","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:47.075506Z","iopub.status.busy":"2023-07-19T13:42:47.075132Z","iopub.status.idle":"2023-07-19T13:42:47.080818Z","shell.execute_reply":"2023-07-19T13:42:47.08015Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.028852,"end_time":"2023-07-19T13:42:47.08263","exception":false,"start_time":"2023-07-19T13:42:47.053778","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["0.7046743102770833"]},"execution_count":21,"metadata":{},"output_type":"execute_result"}],"source":["df['total_goals'].skew()"]},{"cell_type":"code","execution_count":22,"id":"f484aef2","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:47.120926Z","iopub.status.busy":"2023-07-19T13:42:47.120235Z","iopub.status.idle":"2023-07-19T13:42:47.1643Z","shell.execute_reply":"2023-07-19T13:42:47.163432Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.065699,"end_time":"2023-07-19T13:42:47.166501","exception":false,"start_time":"2023-07-19T13:42:47.100802","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Total goals scored in a match: \n","-------------------------------\n","No goal scored   -> 11.765 %\n","between 0 and 1  -> 88.235 %\n","between 1 and 2  -> 68.028 %\n","between 2 and 3  -> 43.918 %\n","between 3 and 4  -> 25.054 %\n","between 4 and 5  -> 12.908 %\n","between 5 and 6  -> 5.664 %\n","between 6 and 7  -> 2.179 %\n","between 7 and 8  -> 0.708 %\n","between 8 and 9  -> 0.218 %\n","between 9 and 10  -> 0.036 %\n","between 10 and 11  -> 0.036 %\n"]}],"source":["print('Total goals scored in a match: ')\n","print('-------------------------------')\n","print('No goal scored'.format(i, i+1), '  ->', \n","          round(len(df.query(\"total_goals == 0\".format(i, i+1))) / len(df['goals_home']) * 100, 3), '%')\n","\n","for i in range(0,11):\n","    print('between {} and {} '.format(i, i+1), '->', \n","          round(len(df.query(\"total_goals > {} and goals_home <= 2{}\".format(i, i+1))) / len(df['goals_home']) * 100, 3), '%')"]},{"cell_type":"markdown","id":"78fbcf02","metadata":{"papermill":{"duration":0.018866,"end_time":"2023-07-19T13:42:47.20375","exception":false,"start_time":"2023-07-19T13:42:47.184884","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","    \n","- No missing values\n","- Data is somewhat skewed to the right (a lot lesser than home goals and away goals column)\n","- In about 12% of the matches no goals were scored (no-score draw)\n","- There is a very less probability that more than 7 total goals will be scored in a match"]},{"cell_type":"markdown","id":"efb1b181","metadata":{"papermill":{"duration":0.01791,"end_time":"2023-07-19T13:42:47.239822","exception":false,"start_time":"2023-07-19T13:42:47.221912","status":"completed"},"tags":[]},"source":["<span><h1 style=\"font-size: 36px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #e9f7ef; color: #8f52a4; text-align: center; border-radius: 150px 150px;\">Univariate Analysis on Categorical Variables</h1></span><a class='anchor' id='EDA_Cat'></a>\n","<br>"]},{"cell_type":"markdown","id":"2fc864f0","metadata":{"papermill":{"duration":0.017717,"end_time":"2023-07-19T13:42:47.275839","exception":false,"start_time":"2023-07-19T13:42:47.258122","status":"completed"},"tags":[]},"source":["<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on month</h2>\n","<br>"]},{"cell_type":"code","execution_count":23,"id":"46fe4f41","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:47.313829Z","iopub.status.busy":"2023-07-19T13:42:47.313422Z","iopub.status.idle":"2023-07-19T13:42:47.324799Z","shell.execute_reply":"2023-07-19T13:42:47.324088Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.032693,"end_time":"2023-07-19T13:42:47.326633","exception":false,"start_time":"2023-07-19T13:42:47.29394","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>index</th>\n","      <th>month</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>April</td>\n","      <td>683</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>February</td>\n","      <td>669</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>March</td>\n","      <td>596</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>September</td>\n","      <td>592</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>October</td>\n","      <td>583</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>November</td>\n","      <td>577</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>December</td>\n","      <td>525</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>May</td>\n","      <td>473</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>August</td>\n","      <td>413</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>January</td>\n","      <td>350</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>June</td>\n","      <td>47</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        index  month\n","0       April    683\n","1    February    669\n","2       March    596\n","3   September    592\n","4     October    583\n","5    November    577\n","6    December    525\n","7         May    473\n","8      August    413\n","9     January    350\n","10       June     47"]},"execution_count":23,"metadata":{},"output_type":"execute_result"}],"source":["df['month'].value_counts().reset_index()\n"]},{"cell_type":"code","execution_count":24,"id":"b0c1b948","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:47.365313Z","iopub.status.busy":"2023-07-19T13:42:47.364517Z","iopub.status.idle":"2023-07-19T13:42:48.250661Z","shell.execute_reply":"2023-07-19T13:42:48.249248Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.908896,"end_time":"2023-07-19T13:42:48.253893","exception":false,"start_time":"2023-07-19T13:42:47.344997","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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size 1300x500 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(1,2, figsize=(13,5))\n","ax[0] = sns.barplot(data=df, y=df['month'].value_counts().reset_index()['index'], \n","                    x=df['month'].value_counts().reset_index()['month'], ax=ax[0], linewidth=1, edgecolor='black', palette='deep')\n","ax[0].set(title='Matches Played by Month',ylabel='Month', xlabel='Match Count')\n","\n","ax[1] = sns.lineplot(data=df, y=df['month'].value_counts().reset_index()['index'], \n","                    x=df['month'].value_counts().reset_index()['month'], ax=ax[1], marker='o', color='#9d4edd')\n","ax[1].set(ylabel='Month', xlabel='Match Count')\n","# plt.xticks(rotation=30)\n","\n","plt.title('Matches Played by Month')\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":25,"id":"efdd0eb1","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:48.307809Z","iopub.status.busy":"2023-07-19T13:42:48.307315Z","iopub.status.idle":"2023-07-19T13:42:48.505574Z","shell.execute_reply":"2023-07-19T13:42:48.504369Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.229665,"end_time":"2023-07-19T13:42:48.508118","exception":false,"start_time":"2023-07-19T13:42:48.278453","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<style type=\"text/css\">\n","#T_3ada4_row0_col0 {\n","  background-color: #440154;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col1 {\n","  background-color: #46085c;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col2 {\n","  background-color: #46307e;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col3 {\n","  background-color: #46327e;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col4 {\n","  background-color: #453781;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col5 {\n","  background-color: #443983;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col6 {\n","  background-color: #3b518b;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col7 {\n","  background-color: #31678e;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col8 {\n","  background-color: #277e8e;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col9 {\n","  background-color: #1f968b;\n","  color: #f1f1f1;\n","}\n","#T_3ada4_row0_col10 {\n","  background-color: #fde725;\n","  color: #000000;\n","}\n","</style>\n","<table id=\"T_3ada4\">\n","  <thead>\n","    <tr>\n","      <th class=\"index_name level0\" >Month</th>\n","      <th id=\"T_3ada4_level0_col0\" class=\"col_heading level0 col0\" >April</th>\n","      <th id=\"T_3ada4_level0_col1\" class=\"col_heading level0 col1\" >February</th>\n","      <th id=\"T_3ada4_level0_col2\" class=\"col_heading level0 col2\" >March</th>\n","      <th id=\"T_3ada4_level0_col3\" class=\"col_heading level0 col3\" >September</th>\n","      <th id=\"T_3ada4_level0_col4\" class=\"col_heading level0 col4\" >October</th>\n","      <th id=\"T_3ada4_level0_col5\" class=\"col_heading level0 col5\" >November</th>\n","      <th id=\"T_3ada4_level0_col6\" class=\"col_heading level0 col6\" >December</th>\n","      <th id=\"T_3ada4_level0_col7\" class=\"col_heading level0 col7\" >May</th>\n","      <th id=\"T_3ada4_level0_col8\" class=\"col_heading level0 col8\" >August</th>\n","      <th id=\"T_3ada4_level0_col9\" class=\"col_heading level0 col9\" >January</th>\n","      <th id=\"T_3ada4_level0_col10\" class=\"col_heading level0 col10\" >June</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_3ada4_level0_row0\" class=\"row_heading level0 row0\" >Percentage</th>\n","      <td id=\"T_3ada4_row0_col0\" class=\"data row0 col0\" >12.400145</td>\n","      <td id=\"T_3ada4_row0_col1\" class=\"data row0 col1\" >12.145969</td>\n","      <td id=\"T_3ada4_row0_col2\" class=\"data row0 col2\" >10.820625</td>\n","      <td id=\"T_3ada4_row0_col3\" class=\"data row0 col3\" >10.748003</td>\n","      <td id=\"T_3ada4_row0_col4\" class=\"data row0 col4\" >10.584604</td>\n","      <td id=\"T_3ada4_row0_col5\" class=\"data row0 col5\" >10.475672</td>\n","      <td id=\"T_3ada4_row0_col6\" class=\"data row0 col6\" >9.531590</td>\n","      <td id=\"T_3ada4_row0_col7\" class=\"data row0 col7\" >8.587509</td>\n","      <td id=\"T_3ada4_row0_col8\" class=\"data row0 col8\" >7.498184</td>\n","      <td id=\"T_3ada4_row0_col9\" class=\"data row0 col9\" >6.354394</td>\n","      <td id=\"T_3ada4_row0_col10\" class=\"data row0 col10\" >0.853304</td>\n","    </tr>\n","  </tbody>\n","</table>\n"],"text/plain":["<pandas.io.formats.style.Styler at 0x7af3b52122c0>"]},"execution_count":25,"metadata":{},"output_type":"execute_result"}],"source":["months_list = []\n","value = []\n","for month in df['month'].unique():\n","    percentage = len(df.query('month == \"{}\"'.format(month))) / len(df['month']) * 100\n","    months_list.append(month)\n","    value.append(percentage)\n","    df1 = pd.DataFrame({'Month':months_list, 'Percentage':value})\n","\n","df1.set_index('Month').sort_values(by='Percentage',ascending=False).T.style.background_gradient(axis=None, cmap='viridis_r')  "]},{"cell_type":"markdown","id":"8941d89a","metadata":{"papermill":{"duration":0.019173,"end_time":"2023-07-19T13:42:48.54738","exception":false,"start_time":"2023-07-19T13:42:48.528207","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","    \n","- Most of the matches are played in April and February \n","- No matches are played in July "]},{"cell_type":"markdown","id":"e0ef6aa6","metadata":{"papermill":{"duration":0.020054,"end_time":"2023-07-19T13:42:48.587241","exception":false,"start_time":"2023-07-19T13:42:48.567187","status":"completed"},"tags":[]},"source":["### \n","<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on year</h2>\n","<br>"]},{"cell_type":"code","execution_count":26,"id":"6407bef7","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:48.62916Z","iopub.status.busy":"2023-07-19T13:42:48.627964Z","iopub.status.idle":"2023-07-19T13:42:48.644307Z","shell.execute_reply":"2023-07-19T13:42:48.64326Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.039374,"end_time":"2023-07-19T13:42:48.646517","exception":false,"start_time":"2023-07-19T13:42:48.607143","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>index</th>\n","      <th>2005</th>\n","      <th>2006</th>\n","      <th>2021</th>\n","      <th>2020</th>\n","      <th>2019</th>\n","      <th>2018</th>\n","      <th>2017</th>\n","      <th>2016</th>\n","      <th>2015</th>\n","      <th>2014</th>\n","      <th>2013</th>\n","      <th>2012</th>\n","      <th>2011</th>\n","      <th>2010</th>\n","      <th>2009</th>\n","      <th>2008</th>\n","      <th>2007</th>\n","      <th>2022</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>season</th>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","      <td>306</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["index   2005  2006  2021  2020  2019  2018  2017  2016  2015  2014  2013  2012  2011  2010  2009  2008  2007  2022\n","season   306   306   306   306   306   306   306   306   306   306   306   306   306   306   306   306   306   306"]},"execution_count":26,"metadata":{},"output_type":"execute_result"}],"source":["df['season'].value_counts().reset_index().set_index('index').T"]},{"cell_type":"markdown","id":"a176a176","metadata":{"papermill":{"duration":0.01942,"end_time":"2023-07-19T13:42:48.685952","exception":false,"start_time":"2023-07-19T13:42:48.666532","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","    \n","- Equal Number of matches are played every year"]},{"cell_type":"markdown","id":"fe5dd122","metadata":{"papermill":{"duration":0.019906,"end_time":"2023-07-19T13:42:48.725576","exception":false,"start_time":"2023-07-19T13:42:48.70567","status":"completed"},"tags":[]},"source":["\n","<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on location</h2>\n","<br>"]},{"cell_type":"code","execution_count":27,"id":"607293b5","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:48.766819Z","iopub.status.busy":"2023-07-19T13:42:48.766418Z","iopub.status.idle":"2023-07-19T13:42:49.400171Z","shell.execute_reply":"2023-07-19T13:42:49.399161Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.657227,"end_time":"2023-07-19T13:42:49.402589","exception":false,"start_time":"2023-07-19T13:42:48.745362","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 900x800 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["fig, ax = plt.subplots(figsize=(9,8))\n","ax = sns.barplot(data=df, y=df['location'].value_counts().reset_index()['index'], \n","                x=df['location'].value_counts().reset_index()['location'], ax=ax, \n","                linewidth=1, edgecolor='black', palette='pastel')\n","\n","ax.set(title='Matches Played by Location',ylabel='Location', xlabel='Match Count')\n","\n","plt.show()"]},{"cell_type":"markdown","id":"999036a7","metadata":{"papermill":{"duration":0.020543,"end_time":"2023-07-19T13:42:49.444051","exception":false,"start_time":"2023-07-19T13:42:49.423508","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","    \n","- Most of the matches are played in German cities\n","- This comes as no surprise because Bundesliga is a German Football League and these cities are \"home\" to various German football clubs\n"]},{"cell_type":"markdown","id":"5af25d18","metadata":{"papermill":{"duration":0.020185,"end_time":"2023-07-19T13:42:49.484746","exception":false,"start_time":"2023-07-19T13:42:49.464561","status":"completed"},"tags":[]},"source":["<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on home team name and away team name</h2>\n","<br>"]},{"cell_type":"markdown","id":"fc287cff","metadata":{"papermill":{"duration":0.020348,"end_time":"2023-07-19T13:42:49.52587","exception":false,"start_time":"2023-07-19T13:42:49.505522","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#a7c957 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🤔 Observations:</font></h3>\n"," \n","    \n","```python \n","    total_list = []\n","    team_list = []\n","    for team in df['away_team_name'].unique():\n","        total = df['away_team_name'].str.contains(team).sum() + df['home_team_name'].str.contains(team).sum()\n","        team_list.append(team)\n","        total_list.append(total)\n","\n","    [True for x in total_list if x%2 == 0]\n","```\n","- Used the above script to notice that equal number of matches are played at home and away from home \n","- So we can analyze one column and double the number to get the total matches played by a team "]},{"cell_type":"code","execution_count":28,"id":"2ea139a3","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:49.57029Z","iopub.status.busy":"2023-07-19T13:42:49.569895Z","iopub.status.idle":"2023-07-19T13:42:50.214597Z","shell.execute_reply":"2023-07-19T13:42:50.213703Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.669587,"end_time":"2023-07-19T13:42:50.217068","exception":false,"start_time":"2023-07-19T13:42:49.547481","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x500 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["(df['away_team_name'].value_counts()*2).reset_index()\n","\n","\n","fig, ax = plt.subplots(figsize=(8,5))\n","ax = sns.barplot(data=df, y=(df['away_team_name'].value_counts()*2).reset_index().head(20)['index'], \n","                x=(df['away_team_name'].value_counts()*2).reset_index().head(20)['away_team_name'], ax=ax, \n","                linewidth=1, edgecolor='black', palette='Set3')\n","\n","ax.set(title='Top 20 Teams with most matches played',ylabel='Team Name', xlabel='Match Count')\n","\n","plt.show()"]},{"cell_type":"markdown","id":"60dcb8c4","metadata":{"papermill":{"duration":0.021486,"end_time":"2023-07-19T13:42:50.260232","exception":false,"start_time":"2023-07-19T13:42:50.238746","status":"completed"},"tags":[]},"source":["### \n","<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis of winner</h2>\n","<br>"]},{"cell_type":"code","execution_count":29,"id":"0ab8c05f","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:50.305451Z","iopub.status.busy":"2023-07-19T13:42:50.305058Z","iopub.status.idle":"2023-07-19T13:42:50.758621Z","shell.execute_reply":"2023-07-19T13:42:50.757509Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.478989,"end_time":"2023-07-19T13:42:50.760863","exception":false,"start_time":"2023-07-19T13:42:50.281874","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x400 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["df['winner'].value_counts().reset_index()\n","\n","fig, ax = plt.subplots(1,2,figsize=(12,4))\n","ax[0] = sns.barplot(data=df, y=df['winner'].value_counts().reset_index()['winner'], \n","                x=df['winner'].value_counts().reset_index()['index'], ax=ax[0], \n","                linewidth=1, edgecolor='black', palette='Set1')\n","\n","ax[1] = sns.pointplot(data=df, y=df['winner'].value_counts().reset_index()['winner'], \n","                x=df['winner'].value_counts().reset_index()['index'], ax=ax[1], color='#222725')\n","\n","ax[0].set(title='Winner Column Analysis',ylabel='Count', xlabel='Winner Category')\n","ax[1].set(title='Winner Column Analysis - Point Plot',ylabel='Count', xlabel='Winner Category')\n","\n","plt.show()"]},{"cell_type":"markdown","id":"31aeb36f","metadata":{"papermill":{"duration":0.022179,"end_time":"2023-07-19T13:42:50.80543","exception":false,"start_time":"2023-07-19T13:42:50.783251","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n"," \n","- The home team has a clear advantage of winning the match\n","- This can be attributed to a number of factors, such as familiarity with the field and the support of the home crowd."]},{"cell_type":"markdown","id":"19e622a6","metadata":{"papermill":{"duration":0.021941,"end_time":"2023-07-19T13:42:50.849933","exception":false,"start_time":"2023-07-19T13:42:50.827992","status":"completed"},"tags":[]},"source":["# <span><h1 style=\"font-size: 36px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #e9f7ef; color: #8f52a4; text-align: center; border-radius: 150px 150px;\">Bivariate Analysis </h1></span><a class='anchor' id='BVA'></a>\n","<br>\n","<div style=\"border-radius:10px; border:#e7c6ff solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","    \n","Bivariate analysis is the examination of the relationship between two variables. Here are three key points about bivariate analysis:\n","- Relationship Exploration: Bivariate analysis helps uncover patterns, associations, or connections between two variables. It allows us to understand how changes in one variable correspond to changes in another variable.\n","\n","- Correlation Assessment: Bivariate analysis helps us assess the strength and direction of the relationship between two variables. It enables us to determine if the variables are positively, negatively, or not correlated at all.\n","\n","- Visual Representation: Bivariate analysis often involves the use of visualizations such as scatter plots, line graphs, or heatmaps. These visual representations provide a clear and concise way to understand the relationship between the two variabl"]},{"cell_type":"markdown","id":"83709d13","metadata":{"papermill":{"duration":0.022242,"end_time":"2023-07-19T13:42:50.894333","exception":false,"start_time":"2023-07-19T13:42:50.872091","status":"completed"},"tags":[]},"source":["<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysing winner and season</h2>\n","<br>"]},{"cell_type":"code","execution_count":30,"id":"483df46d","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:50.941125Z","iopub.status.busy":"2023-07-19T13:42:50.940164Z","iopub.status.idle":"2023-07-19T13:42:51.532674Z","shell.execute_reply":"2023-07-19T13:42:51.531796Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.618439,"end_time":"2023-07-19T13:42:51.535075","exception":false,"start_time":"2023-07-19T13:42:50.916636","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 700x600 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["pd.crosstab(index=df['season'], columns=df['winner'])\n","fig, ax = plt.subplots(figsize=(7,6))\n","ax = sns.heatmap(pd.crosstab(index=df['season'], columns=df['winner']), ax=ax, annot=True, fmt='.0f',  cmap='mako_r', \n","                linewidths=0.005,linecolor='#98f5e1')\n","ax.set(title='Winner Categories by Season', xlabel='Winner Category', ylabel='Season')\n","plt.show()"]},{"cell_type":"markdown","id":"eeb1acc7","metadata":{"papermill":{"duration":0.024391,"end_time":"2023-07-19T13:42:51.583157","exception":false,"start_time":"2023-07-19T13:42:51.558766","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","    \n","- Most of the matches are won by the home team\n","- The away team has **never** won more matches than the home team in a season\n","- This shows that the home support is crucial and very much a real thing\n","- 2015 - 2019, significant number of matches ended in a draw"]},{"cell_type":"markdown","id":"0cbede83","metadata":{"papermill":{"duration":0.023666,"end_time":"2023-07-19T13:42:51.631496","exception":false,"start_time":"2023-07-19T13:42:51.60783","status":"completed"},"tags":[]},"source":["### \n","<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on location and total goals</h2>\n","<br>"]},{"cell_type":"code","execution_count":31,"id":"3fcdbd20","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:51.681585Z","iopub.status.busy":"2023-07-19T13:42:51.680902Z","iopub.status.idle":"2023-07-19T13:42:53.082447Z","shell.execute_reply":"2023-07-19T13:42:53.081353Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":1.430837,"end_time":"2023-07-19T13:42:53.086362","exception":false,"start_time":"2023-07-19T13:42:51.655525","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1000x800 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["pd.crosstab(index=df['location'], columns=df['total_goals'], margins=True)\n","fig, ax = plt.subplots(figsize=(10,8))\n","ax = sns.heatmap(pd.crosstab(index=df['location'], columns=df['total_goals']),annot=True,fmt='.0f', cmap='mako_r', ax=ax, \n","                 linewidths=0.005,linecolor='#98f5e1')\n","ax.set(title='Goals scored per location', ylabel='Location', xlabel='Goals')\n","plt.show()"]},{"cell_type":"markdown","id":"f67ae061","metadata":{"papermill":{"duration":0.028624,"end_time":"2023-07-19T13:42:53.141609","exception":false,"start_time":"2023-07-19T13:42:53.112985","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","\n","- Goals scored depends a lot on the location \n","- This may be becuase more matches are played at certain location\n","- If we scroll to the `Matches played by location EDA`, we can see that the locations where more goals are scored, host more matches too"]},{"cell_type":"markdown","id":"0d23585e","metadata":{"papermill":{"duration":0.026,"end_time":"2023-07-19T13:42:53.19398","exception":false,"start_time":"2023-07-19T13:42:53.16798","status":"completed"},"tags":[]},"source":["### \n","<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on season and away goals, home goals</h2>\n","<br>"]},{"cell_type":"code","execution_count":32,"id":"74e6efa3","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:42:53.249109Z","iopub.status.busy":"2023-07-19T13:42:53.248511Z","iopub.status.idle":"2023-07-19T13:43:00.341461Z","shell.execute_reply":"2023-07-19T13:43:00.340311Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":7.12322,"end_time":"2023-07-19T13:43:00.343902","exception":false,"start_time":"2023-07-19T13:42:53.220682","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x400 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["fig,ax = plt.subplots(1,2, figsize=(12,4))\n","\n","ax[0] = sns.kdeplot(data=df, y='season', x='goals_away', fill=True, ax = ax[0])\n","ax[0].set(title='KDE Plot of Away Goals', xlabel='Away Goals', ylabel='Season')\n","ax[1] = sns.kdeplot(data=df, y='season', x='goals_home', fill=True, ax = ax[1], color='orange')\n","ax[1].set(title='KDE Plot of Home Goals', xlabel='Home Goals', ylabel='Season')\n","plt.show()"]},{"cell_type":"markdown","id":"7a1fb35f","metadata":{"execution":{"iopub.execute_input":"2023-05-31T11:51:44.798086Z","iopub.status.busy":"2023-05-31T11:51:44.797573Z","iopub.status.idle":"2023-05-31T11:51:44.808472Z","shell.execute_reply":"2023-05-31T11:51:44.806746Z","shell.execute_reply.started":"2023-05-31T11:51:44.798047Z"},"papermill":{"duration":0.029406,"end_time":"2023-07-19T13:43:00.40394","exception":false,"start_time":"2023-07-19T13:43:00.374534","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","    \n","- The goals scored when playing at home is more as compared to when playing away \n","- This is shown by the closeness of the contour lines in both the 2D KDE Plots\n","- This again proves, home games are very much important and home support also playes a vital role in the teams performance "]},{"cell_type":"markdown","id":"ccf6e05f","metadata":{"papermill":{"duration":0.028858,"end_time":"2023-07-19T13:43:00.462344","exception":false,"start_time":"2023-07-19T13:43:00.433486","status":"completed"},"tags":[]},"source":["### \n","<br>\n","<h2 style=\"font-size: 28px; font-family: 'Roboto Mono', monospace; font-weight: normal; background-color: #c7f9cc; color: #ef476f; text-align: center; border-radius: 150px 150px;\">Analysis on season and total goals</h2>\n","<br>"]},{"cell_type":"code","execution_count":33,"id":"247f6481","metadata":{"execution":{"iopub.execute_input":"2023-07-19T13:43:00.523272Z","iopub.status.busy":"2023-07-19T13:43:00.522484Z","iopub.status.idle":"2023-07-19T13:43:01.457952Z","shell.execute_reply":"2023-07-19T13:43:01.456828Z"},"jupyter":{"source_hidden":true},"papermill":{"duration":0.969367,"end_time":"2023-07-19T13:43:01.461007","exception":false,"start_time":"2023-07-19T13:43:00.49164","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 800x600 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["pd.crosstab(index=df['season'], columns=df['total_goals'])\n","fig, ax = plt.subplots(figsize=(8,6))\n","ax = sns.heatmap(pd.crosstab(index=df['season'], columns=df['total_goals']),annot=True,fmt='.0f', cmap='mako_r', ax=ax, \n","                 linewidths=0.005,linecolor='#98f5e1')\n","ax.set(title='Goals scored per Season', ylabel='Season', xlabel='Goals')\n","plt.show()"]},{"cell_type":"markdown","id":"5365e1e9","metadata":{"papermill":{"duration":0.030657,"end_time":"2023-07-19T13:43:01.523933","exception":false,"start_time":"2023-07-19T13:43:01.493276","status":"completed"},"tags":[]},"source":["<div style=\"border-radius:10px; border:#DEB887 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>🔍 Conclusions:</font></h3>\n","    \n","- We can see a that a lot of matches ended with no goals scored bwteen 2015 - 2019. \n","- Now, if you take a look at the winner category vs season EDA, you can see that a lot of matches ended in a draw in this same period. So, that tells us that a lot of matches ended in a no-score draw\n","- In this same period, hardly any matche had a total goal score of more than 3, competition was very fierce\n","- Weirdly enough, this stopped after 2019 and it is back to being 'normal' in recent years"]},{"cell_type":"markdown","id":"401164b4","metadata":{"papermill":{"duration":0.031357,"end_time":"2023-07-19T13:43:01.586015","exception":false,"start_time":"2023-07-19T13:43:01.554658","status":"completed"},"tags":[]},"source":["\n","<div style=\"border-radius:10px; border:#2ec4b6 solid; padding: 15px; background-color: #f6f5f5; font-size:100%; text-align:left\">\n","<h3 align=\"left\"><font color='#DEB887'>End of EDA</font></h3>\n","    Thank you so much for goinf through my notebook! If you have any suggestions, please feel free to put them in the comments"]},{"cell_type":"code","execution_count":null,"id":"9d500ecd","metadata":{"jupyter":{"source_hidden":true},"papermill":{"duration":0.030782,"end_time":"2023-07-19T13:43:01.64801","exception":false,"start_time":"2023-07-19T13:43:01.617228","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":"3.10.10"},"papermill":{"default_parameters":{},"duration":31.998874,"end_time":"2023-07-19T13:43:02.701043","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-07-19T13:42:30.702169","version":"2.4.0"}},"nbformat":4,"nbformat_minor":5}