FinalProject_group004.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# COGS 108 - Final Project "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This project seeks to investigate whether or not a game's genre and score can be used to predict whether or not a game is going to be popular, which is measured by the number of sales for a game. By building a model with a linear SVM, we were able to correctly predict whether or not a game is popular with an accuracy of 66%. Therefore, we conclude that a game's genre and critic score is a potentially useful metric to predict a game's popularity."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Names\n",
    "\n",
    "- Kyle Huang\n",
    "- Derek Tse\n",
    "- Zhaoge Ouyang\n",
    "- Cary Wang"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Research Question"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can a game's genre and score predict the popularity of a game (based on the number of sales)?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background and Prior Work"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This question is interesting because:\n",
    "- We will be able to see the current trends in gaming.\n",
    "- Recent games such as Among Us and Genshin Impact have skyrocketed in popularity and sales, so we want to investigate what characteristics allow these games to become popular. \n",
    "- The study done by \"British Journal of Educational Technology\"(the first reference link) on twenty students suggests that genre influences the popularity of the game, as the students preferred to play strategy or 3D adventure games than game genres like shoot-em-up.\n",
    "- At the same time, Kaggle (the second reference link) has effectively provided us with an EDA that links between the genre, region, and platform together.\n",
    "\n",
    "References (include links):\n",
    "- 1) https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.549.6080&rep=rep1&type=pdf\n",
    "- 2) https://www.kaggle.com/gulsahdemiryurek/video-game-sales-exploratory-data-analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hypothesis\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our hypothesis is that games that fall into the adventure and strategy genres tend to have the highest sales (and therefore popularity) due to games in the two genres having more sales and higher critic scores. In other words, game genre and score (both user and critic) should have an effect on the popularity of a game. When we think about most popular console game series such as Pokemon or Legend of Zelda, these game series both fall into the adventure genre, and these are also usually most highly acclaimed by critics and users alike."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Dataset Name: Video Game Sales\n",
    "- Link to the dataset: https://www.kaggle.com/gregorut/videogamesales\n",
    "- Number of observations: 16598\n",
    "\n",
    "According to the dataset description, this dataset encompasses sales data for video games that had greater than 100,000 copies sold. The dataset gives us sales data for US, Europe, Japan, and then rest of the world (in millions). The dataset is sorted by total sales, in decreasing order."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Dataset Name: Metacritic Games Stats 2011-2019\n",
    "- Link to the dataset: https://www.kaggle.com/skateddu/metacritic-games-stats-20112019\n",
    "- Number of observations: 4018\n",
    "\n",
    "The dataset description tells us that this dataset contains statistics of video games from Metacritic, concerning games from 2011-2019. For this dataset, the columns that we are interested in are critic scores (aka metascore) and user scores of a video game. These are average ratings of a video game based on user and critic feedback. We will merge this dataset with the above dataset by matching them by video game name."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's begin by importing some packages for analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import classification_report, precision_recall_fscore_support\n",
    "pd.set_option('display.max_columns', 20)\n",
    "pd.set_option('display.max_rows', 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configure libraries\n",
    "# The seaborn library makes plots look nicer\n",
    "sns.set()\n",
    "sns.set_context('talk')\n",
    "\n",
    "# Don't display too many rows/cols of DataFrames\n",
    "pd.options.display.max_rows = 7\n",
    "pd.options.display.max_columns = 8\n",
    "\n",
    "# Round decimals when displaying DataFrames\n",
    "pd.set_option('precision', 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's import the dataset listed for the analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "vgsales = pd.read_csv('vgsales.csv')\n",
    "metacritic = pd.read_csv('metacritic_games.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make sure that our data is imported properly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16598, 11)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vgsales.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year</th>\n",
       "      <th>...</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.02</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.46</td>\n",
       "      <td>82.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.88</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.31</td>\n",
       "      <td>35.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11.01</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.96</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                      Name Platform    Year  ... EU_Sales JP_Sales  \\\n",
       "0     1                Wii Sports      Wii  2006.0  ...    29.02     3.77   \n",
       "1     2         Super Mario Bros.      NES  1985.0  ...     3.58     6.81   \n",
       "2     3            Mario Kart Wii      Wii  2008.0  ...    12.88     3.79   \n",
       "3     4         Wii Sports Resort      Wii  2009.0  ...    11.01     3.28   \n",
       "4     5  Pokemon Red/Pokemon Blue       GB  1996.0  ...     8.89    10.22   \n",
       "\n",
       "   Other_Sales  Global_Sales  \n",
       "0         8.46         82.74  \n",
       "1         0.77         40.24  \n",
       "2         3.31         35.82  \n",
       "3         2.96         33.00  \n",
       "4         1.00         31.37  \n",
       "\n",
       "[5 rows x 11 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vgsales.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Rank', 'Name', 'Platform', 'Year', 'Genre', 'Publisher', 'NA_Sales',\n",
       "       'EU_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vgsales.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5699, 15)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metacritic.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>game</th>\n",
       "      <th>platform</th>\n",
       "      <th>developer</th>\n",
       "      <th>genre</th>\n",
       "      <th>...</th>\n",
       "      <th>neutral_users</th>\n",
       "      <th>negative_users</th>\n",
       "      <th>metascore</th>\n",
       "      <th>user_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Portal 2</td>\n",
       "      <td>PC</td>\n",
       "      <td>Valve Software</td>\n",
       "      <td>Action</td>\n",
       "      <td>...</td>\n",
       "      <td>107</td>\n",
       "      <td>19</td>\n",
       "      <td>95</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Elder Scrolls V: Skyrim</td>\n",
       "      <td>PC</td>\n",
       "      <td>Bethesda Game Studios</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>...</td>\n",
       "      <td>322</td>\n",
       "      <td>451</td>\n",
       "      <td>94</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Legend of Zelda: Ocarina of Time 3D</td>\n",
       "      <td>3DS</td>\n",
       "      <td>GREZZO</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>94</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Batman: Arkham City</td>\n",
       "      <td>PC</td>\n",
       "      <td>Rocksteady Studios</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>...</td>\n",
       "      <td>34</td>\n",
       "      <td>27</td>\n",
       "      <td>91</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Super Mario 3D Land</td>\n",
       "      <td>3DS</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>Action</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>90</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      game platform              developer  \\\n",
       "0                                 Portal 2       PC         Valve Software   \n",
       "1              The Elder Scrolls V: Skyrim       PC  Bethesda Game Studios   \n",
       "2  The Legend of Zelda: Ocarina of Time 3D      3DS                 GREZZO   \n",
       "3                      Batman: Arkham City       PC     Rocksteady Studios   \n",
       "4                      Super Mario 3D Land      3DS               Nintendo   \n",
       "\n",
       "              genre  ... neutral_users negative_users metascore  user_score  \n",
       "0            Action  ...           107             19        95          90  \n",
       "1      Role-Playing  ...           322            451        94          82  \n",
       "2     Miscellaneous  ...            20              5        94          90  \n",
       "3  Action Adventure  ...            34             27        91          87  \n",
       "4            Action  ...            39             11        90          84  \n",
       "\n",
       "[5 rows x 15 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metacritic.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['game', 'platform', 'developer', 'genre', 'number_players', 'rating',\n",
       "       'release_date', 'positive_critics', 'neutral_critics',\n",
       "       'negative_critics', 'positive_users', 'neutral_users', 'negative_users',\n",
       "       'metascore', 'user_score'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metacritic.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge the critic scores with the sales data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "vgsales = metacritic.merge(vgsales, left_on='game', right_on='Name')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Picking out the relevant columns:</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['game', 'platform', 'developer', 'genre', 'number_players', 'rating',\n",
       "       'release_date', 'positive_critics', 'neutral_critics',\n",
       "       'negative_critics', 'positive_users', 'neutral_users', 'negative_users',\n",
       "       'metascore', 'user_score', 'Rank', 'Name', 'Platform', 'Year', 'Genre',\n",
       "       'Publisher', 'NA_Sales', 'EU_Sales', 'JP_Sales', 'Other_Sales',\n",
       "       'Global_Sales'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vgsales.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The column labels are not clear, so we'll rename some of them. In the Kaggle page, sales are in units of millions. We will also not make use of the release year and the rank (we'll create our own ranks). Since we are only interested in the critic and user scores from the Metacritic data, we will not use the rest. We might not need name, but we'll keep it for now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "vgsales = vgsales.drop(['Year', 'Rank', 'Publisher', 'release_date', 'platform', 'genre', 'rating', 'number_players', 'positive_critics', 'negative_critics', 'neutral_critics', 'positive_users', 'neutral_users', 'negative_users'], axis=1)\n",
    "vgsales = vgsales.rename(columns=str.lower)\n",
    "vgsales = vgsales.rename(columns={'na_sales' : 'na_sales_million', 'eu_sales': 'eu_sales_million', 'jp_sales': 'jp_sales_million', 'other_sales': 'other_sales_million', 'global_sales': 'global_sales_million'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at the platforms available. We won't use all of them for analysis (namely, we only use platforms that are released 2005 or later). We will store the platforms we will look at in the variable `platforms`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['X360', 'PS3', 'PC', 'WiiU', '3DS', 'PSP', 'PSV', 'PS4', 'XOne',\n",
       "       'Wii', 'DS', 'PS2', 'GEN', 'XB', 'GC', 'PS', 'SAT', 'SNES', '2600',\n",
       "       'GBA', 'N64'], dtype=object)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vgsales['platform'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "platforms = ['PC', 'DS', 'Wii', 'WiiU', '3DS', 'PS3', 'PS4', 'PSV', 'XB', 'X360', 'XOne']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will only be considering the above platforms because the rest is way too outdated, and we will drop the outdated ones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "vgsales['platform'] = vgsales['platform'].apply(lambda x: x if x in platforms else np.nan)\n",
    "vgsales.dropna(subset=['platform'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['X360', 'PS3', 'PC', 'WiiU', '3DS', 'PSV', 'PS4', 'XOne', 'Wii',\n",
       "       'DS', 'XB'], dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vgsales['platform'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's drop rows that are missing one or more data point for sales data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "vgsales = vgsales.dropna(subset=['eu_sales_million', 'jp_sales_million', 'na_sales_million', 'other_sales_million', 'global_sales_million'])\n",
    "vgsales.reset_index(inplace=True, drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2509, 12)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vgsales.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Making new data:</h3>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In addition to picking the relevant columns, we would like to prepare data for analysis. We'll start with creating a one-hot encoding matrix to encode the genres of different games, and add it to the exisiting DataFrame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "genre_unique = vgsales['genre'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "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>Action</th>\n",
       "      <th>Adventure</th>\n",
       "      <th>Fighting</th>\n",
       "      <th>Misc</th>\n",
       "      <th>...</th>\n",
       "      <th>Shooter</th>\n",
       "      <th>Simulation</th>\n",
       "      <th>Sports</th>\n",
       "      <th>Strategy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2506</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2507</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2508</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2509 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Action  Adventure  Fighting  Misc  ...  Shooter  Simulation  Sports  \\\n",
       "0          0          0         0     0  ...        1           0       0   \n",
       "1          0          0         0     0  ...        1           0       0   \n",
       "2          0          0         0     0  ...        1           0       0   \n",
       "...      ...        ...       ...   ...  ...      ...         ...     ...   \n",
       "2506       0          0         0     1  ...        0           0       0   \n",
       "2507       0          0         0     0  ...        1           0       0   \n",
       "2508       1          0         0     0  ...        0           0       0   \n",
       "\n",
       "      Strategy  \n",
       "0            0  \n",
       "1            0  \n",
       "2            0  \n",
       "...        ...  \n",
       "2506         0  \n",
       "2507         0  \n",
       "2508         0  \n",
       "\n",
       "[2509 rows x 12 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genre_encode = pd.get_dummies(vgsales['genre'])\n",
    "genre_encode.reset_index(inplace=True, drop=True)\n",
    "vgsales = vgsales.join(genre_encode)\n",
    "genre_encode"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we assign a rank relative to sales data. We'll use pandas' `rank` function. The higher the rank value, the better performance it has in sales."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = vgsales.loc[:, ['genre', 'global_sales_million']]\n",
    "vgsales['rank'] = s['global_sales_million'].rank()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we will determine that a game is popular if the rank of the game is equal or above a predefined threshold, which we will define to be the median of the ranks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold = vgsales['rank'].median()\n",
    "vgsales['popular'] = vgsales['rank'].apply(lambda x: 1 if x >= threshold else 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is ready for data analysis.\n",
    "Note: Some video games are released in multiple platforms. This dataset treats them as different observations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Analysis (EDA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have total of 2509 observations as shown."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2509, 26)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vgsales.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will be looking at variables `genre`, `user_score` and `metascore`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "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",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genre</th>\n",
       "      <th>user_score</th>\n",
       "      <th>metascore</th>\n",
       "      <th>na_sales_million</th>\n",
       "      <th>...</th>\n",
       "      <th>jp_sales_million</th>\n",
       "      <th>other_sales_million</th>\n",
       "      <th>global_sales_million</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Shooter</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>1.41</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.17</td>\n",
       "      <td>2.10</td>\n",
       "      <td>2264.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Shooter</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>0.83</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.74</td>\n",
       "      <td>2206.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Shooter</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>0.33</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1774.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2506</th>\n",
       "      <td>Misc</td>\n",
       "      <td>76</td>\n",
       "      <td>62</td>\n",
       "      <td>0.48</td>\n",
       "      <td>...</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.16</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2178.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2507</th>\n",
       "      <td>Shooter</td>\n",
       "      <td>52</td>\n",
       "      <td>51</td>\n",
       "      <td>0.07</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.10</td>\n",
       "      <td>606.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2508</th>\n",
       "      <td>Action</td>\n",
       "      <td>66</td>\n",
       "      <td>62</td>\n",
       "      <td>0.09</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>710.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2509 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        genre  user_score  metascore  na_sales_million  ...  jp_sales_million  \\\n",
       "0     Shooter          90         95              1.41  ...              0.01   \n",
       "1     Shooter          90         95              0.83  ...              0.02   \n",
       "2     Shooter          90         95              0.33  ...              0.00   \n",
       "...       ...         ...        ...               ...  ...               ...   \n",
       "2506     Misc          76         62              0.48  ...              0.33   \n",
       "2507  Shooter          52         51              0.07  ...              0.02   \n",
       "2508   Action          66         62              0.09  ...              0.00   \n",
       "\n",
       "      other_sales_million  global_sales_million    rank  \n",
       "0                    0.17                  2.10  2264.0  \n",
       "1                    0.25                  1.74  2206.5  \n",
       "2                    0.11                  0.76  1774.5  \n",
       "...                   ...                   ...     ...  \n",
       "2506                 0.16                  1.65  2178.0  \n",
       "2507                 0.01                  0.10   606.5  \n",
       "2508                 0.00                  0.12   710.0  \n",
       "\n",
       "[2509 rows x 9 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales = vgsales.loc[:, ['genre','user_score', 'metascore', 'na_sales_million', 'eu_sales_million', 'jp_sales_million','other_sales_million', 'global_sales_million', 'rank']]\n",
    "sales"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The max sale has a value that is far above the average sale across all sales columns, making the max sale an outlier as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "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>user_score</th>\n",
       "      <th>metascore</th>\n",
       "      <th>na_sales_million</th>\n",
       "      <th>eu_sales_million</th>\n",
       "      <th>jp_sales_million</th>\n",
       "      <th>other_sales_million</th>\n",
       "      <th>global_sales_million</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2509.00</td>\n",
       "      <td>2509.00</td>\n",
       "      <td>2509.00</td>\n",
       "      <td>2509.00</td>\n",
       "      <td>2509.00</td>\n",
       "      <td>2509.00</td>\n",
       "      <td>2509.00</td>\n",
       "      <td>2509.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>67.36</td>\n",
       "      <td>74.22</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.89</td>\n",
       "      <td>1255.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>13.77</td>\n",
       "      <td>11.29</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.77</td>\n",
       "      <td>724.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>69.00</td>\n",
       "      <td>76.00</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.32</td>\n",
       "      <td>1245.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>77.00</td>\n",
       "      <td>82.00</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.92</td>\n",
       "      <td>1883.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>94.00</td>\n",
       "      <td>97.00</td>\n",
       "      <td>9.63</td>\n",
       "      <td>9.27</td>\n",
       "      <td>4.36</td>\n",
       "      <td>4.14</td>\n",
       "      <td>21.40</td>\n",
       "      <td>2508.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_score  metascore  na_sales_million  eu_sales_million  \\\n",
       "count     2509.00    2509.00           2509.00           2509.00   \n",
       "mean        67.36      74.22              0.38              0.36   \n",
       "std         13.77      11.29              0.80              0.76   \n",
       "...           ...        ...               ...               ...   \n",
       "50%         69.00      76.00              0.12              0.12   \n",
       "75%         77.00      82.00              0.38              0.35   \n",
       "max         94.00      97.00              9.63              9.27   \n",
       "\n",
       "       jp_sales_million  other_sales_million  global_sales_million     rank  \n",
       "count           2509.00              2509.00               2509.00  2509.00  \n",
       "mean               0.05                 0.11                  0.89  1255.00  \n",
       "std                0.18                 0.26                  1.77   724.34  \n",
       "...                 ...                  ...                   ...      ...  \n",
       "50%                0.00                 0.04                  0.32  1245.00  \n",
       "75%                0.03                 0.10                  0.92  1883.00  \n",
       "max                4.36                 4.14                 21.40  2508.00  \n",
       "\n",
       "[8 rows x 8 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1.41\n",
       "1       0.83\n",
       "2       0.33\n",
       "        ... \n",
       "2506    0.48\n",
       "2507    0.07\n",
       "2508    0.09\n",
       "Name: na_sales_million, Length: 2509, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "na_sales_million = sales['na_sales_million']\n",
    "na_sales_million = na_sales_million[na_sales_million < 40]\n",
    "na_sales_million"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of Games by Genre')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(y ='genre', data = vgsales)\n",
    "plt.xlabel(\"Count\", size = 22)\n",
    "plt.ylabel(\"Genre\", size = 22)\n",
    "plt.title('Number of Games by Genre', size = 25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of Games by Platform')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(y ='platform', data = vgsales)\n",
    "plt.xlabel(\"Count\", size = 22)\n",
    "plt.ylabel(\"Genre\", size = 22)\n",
    "plt.title('Number of Games by Platform', size = 25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above two graphs we can see that action gaems make up a large portion of our data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of Sales Comparison Between NA, EU, JP, Other Regions')"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "salesD = sales.groupby(['genre']).sum()\n",
    "region = sales['genre'].unique()\n",
    "salesD = salesD.drop(columns = ['global_sales_million', 'user_score', 'metascore', 'rank'])\n",
    "ax = salesD.plot.bar(stacked=True, color = ['#034896', \"#dd8452\", \"#55a868\", '#800396'])\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(8,10)\n",
    "plt.xlabel(\"Genre\", size = 22)\n",
    "plt.ylabel(\"Count (millions)\", size = 22)\n",
    "plt.title('Number of Sales Comparison Between NA, EU, JP, Other Regions', size = 25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Count')"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "salesD = sales.groupby(['genre']).sum()\n",
    "na = salesD.plot.bar(y = ['na_sales_million'], color = \"#034896\")\n",
    "plt.title('Videogame Sales by Genre in North America 2000-2016', size = 25)\n",
    "plt.xlabel(\"Genre\", size = 22)\n",
    "plt.ylabel(\"Count\", size = 22)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Count')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eu = salesD.plot.bar(y = ['eu_sales_million'], color=\"#dd8452\")\n",
    "plt.title('Videogame Sales by Genre in Europe 2000-2016', size = 25)\n",
    "plt.xlabel(\"Genre\", size = 22)\n",
    "plt.ylabel(\"Count\", size = 22)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "North America and Europe produce the most sales of all the regions, and we can see that action games contribute a big portion to the total sales."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Count')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "jp = salesD.plot.bar(y = ['jp_sales_million'], color=\"#55a868\")\n",
    "plt.title('Videogame Sales by Genre in Japan 2000-2016', size = 25)\n",
    "plt.xlabel(\"Genre\", size = 22)\n",
    "plt.ylabel(\"Count\", size = 22)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Though Japan makes up a smaller portion of videogame sales globally, role playing games have the highest sales, rather than shooter, sports, and action games which have higher sales in other regions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Metascore')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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STCbTW3RMFciZOSwvL2c7p8xBKpVategMHjwYTk5OuHv3Lq5evYqoqCjcvn0b165dg729PYYOHaq3/QsvvICgoCBs2rQJZ86cQXV1NQ4ePIiDBw+Cx+OhX79++O9//9vsxUckEiExMRG7du3C/v37MXPmTKhUKhw6dAhubm5sZMYF3aK8bqrLFEwV1w2hUqmwevVq/Pzzz2zKGNAuRKGhoYiKisKBAweM9mvqXDHPm729vVXjYq7XUrcg8/wy9AFdcD1v92seHxRsi84jBk9PT9y9e9eqH66SkhIA4OwUc3Nzw5IlS7BkyRLcuHED58+fx9mzZ3Hq1Cnk5+fjjTfewG+//YaoqCg2/RAeHm6V5ltr4dVXX8WtW7fw+uuvm22XdnZ2xocffoihQ4eCoijcu3cPbdq0Yf/4uf5YTUEikaC6utrsH6Iu693aBY2ZwylTpmDRokVWj8cSRCIRhg0bht9++w07d+5EVFQUS5AdOnQo5w9gr1690KtXL8jlcqSmpiIlJQUnT57EtWvXcOzYMcycORP//PMPZ9rGGjz99NN6i86ZM2dQVVWFsWPHGrX+6oKZI0CbHtSt47UE7733HrZv3w6SJPHiiy8iOjoaHTp0QNu2bSEWi3H69GnORQdo2lwx47f2eWOeHUvdgsxLXFOfNaB15/FBwVbTecTAhOfXrl2zuC1DlAwNDdX7ASkuLsbZs2fZt76OHTti/PjxWLduHZKSkuDn5weNRoPdu3cDAIKDgwEAd+/eNSmsSdM0zp49i7t377aaFE1tbS3y8vLYXLk56KYZmGIqU7uqq6szqcuWlJSE8ePHY/ny5QC0bdqA+flNT08HoF3sdKMcc2Dm0JwuWGVlJS5cuICCggLOtnBTeO655wBoW3wpimJbqJkGAgZKpRJ37tzBlStXAGijzz59+mDevHnYvn07m5bMzMzEjRs3rD6/Ifr27QtHR0dkZGQgJycH+/btA2CZEOrk5AR3d3cAwO3bt01ud+PGDVy/ft0qyZvi4mKWw/PRRx/hww8/xMiRI9GpUyc2+i4qKjLarzlzxTxv5u7xu+++i5kzZ+L48ePss1ZfX487d+6Y3Id53phUpSXcj3l8kLAtOo8YBg8eDEBbbDb3w1BeXs5yPnRTLGq1GmPGjMHEiRNx7Ngxo/3c3d3ZNyOmdhQdHQ1HR0fIZDKTkc6uXbswceJEPP3005x/xM0BUwQ9dOgQkpOTzW7L/NCGhISw9Zt27dqxPJ+//vqLc7+///4b58+fR0VFBQCw3Vf//PMP5x+jUqnEr7/+CkD742otmOMmJyeb/IH54osv8Morr2D8+PFNWnSioqLQoUMHFBcX4+eff0Z+fj4CAwPRs2dPve1OnDiBYcOGYcaMGZwvBnFxcez/W9PIYApCoRCJiYkAgN27dyMpKQk+Pj5WNZP0798fAPDTTz9x1i5ramowYcIEjBkzBlu2bNH7jnmx0p073QWcq05HUZTeM81cd3PmiumMu3DhAmf9pby8HDt27MCxY8cgFosRHBzMvowYXguDixcvsi+PCQkJnNtwoSXz+LBhW3QeMQwfPhzdunWDWq3G1KlTcfToUaOH6tKlS5gyZQqkUimCgoL0OmP4fD5bzP3kk0+MZGMOHjyIU6dOAWh8yO3t7TFjxgx2n7/++kvvnIcPH8b7778PQJtaCQwMbJVrHTNmDLp16waKovDqq69i7dq1RmS22tpa/Pjjj/joo49AEAQWLVrEdrbxeDzMnj0bgJaA98cff7A/QBqNBt9++y0OHToEPp/PKga8/PLL8PLyQllZGWbOnInc3Fz2XOXl5XjzzTdx8+ZNSCQSvP7661ZfS8+ePdGnTx+o1WpMnz5drzamVCqxfv16/PHHHwCA6dOn63XnWQMmqmFacMeMGWOUHktISICrqyuqqqqwaNEitgYBaOfx888/B6Ct+XF1XzUFDFH0+++/h1QqxdNPP21Vum7GjBmwt7fHhQsXsGDBAvZlANAWvmfMmIGqqio4OjoaNbUwqcSCggL2s6CgIDal99133+nVOQsKCvDmm2/qtSIz3zdnrnr16oXo6GhoNBrMmTNH7+WiuLgYb775JhQKBaKiotCrVy8AwJtvvgkA+P3337FmzRq9Be7cuXN44403AGhfcHQXuvs5jw8bPLopr1w2PBAUFxdj7ty57A+Xs7Mz/Pz8wOPxkJ+fz/6BhIWFYcOGDUZFYZlMhnHjxrGtzX5+fnB1dUVJSQlbB3r55ZfxwQcfsPvQNI333nsP//vf/wBoW0r9/f1RXFzM7tOjRw/88MMPejllRgbn448/xvPPP9/ka5VKpZg/fz7LJeDxePD394erqytkMhnu3bsHtVoNe3t7vP/++5y1n88++wybNm0CoI3kvL29kZeXh6qqKpAkif/+9796Y8vIyMCMGTNQWloKgiDQvn178Pl83Lp1CyqVCi4uLvjiiy/0+CaMDI6XlxenmgOgTZ/NnDmTTdn4+/vD2dkZubm5bN5+0qRJWLx4cZPnqaysDP369YNarWZVIrgaEc6dO4epU6dCpVJBJBIhMDAQBEEgNzcXdXV1sLOzw8aNG80W/HVh6v4qlUrEx8ez1/Xnn3/qyczk5eWx7fcHDx7USx0dP34c8+bNg0wmg0AgQPv27aFSqdj0rr29PX744Qc9FQIAGDduHFJSUiAUCtGhQwe88sor+L//+z+sWLEC33//PQBt0T4oKIh9dmiaRq9evXDhwgWo1Wrs2LGD7T5rzlwVFxdj2rRpuHnzJng8Htq1aweCIJCdnQ2VSgU/Pz9s2bJFr5vym2++werVq0HTNBwcHBAcHIyKigq2uywmJgZr1qzRS+UyMjivvvqqyVbw5s7jw4Zt0XlEoVarcfjwYezduxc3btxAaWkpKIqCp6cngoODMXr0aAwePFhPv0wXtbW12LJlC5KSknD37l0oFAq4uroiKioKL7zwAhueG+LUqVP47bffcPnyZVRWVkIkEqFDhw4YMWIEXnzxRSMORksXHQZnz57FgQMHkJqairKyMtTU1EAikcDf3x/9+/fHCy+8YJL/AgBnzpzBTz/9hMuXL6O6uhrOzs6Ijo7GtGnTODW3qqqqsHXrVhw+fBg5OTnsYpeYmIhXXnnF6FzWLDqAtpNq+/bt2L17N27cuAGZTAYnJydERkbixRdfNMmDsgazZs3CkSNHEBsby6pzc+H69eusnlhxcTH4fD68vb3Rp08fTJkyxaquOQbm7u/ixYuxfft2BAUFGcn7mFt0AKCwsBCbN2/GyZMnkZ+fD41GA19fX8THx2PKlCmcLfA5OTn44IMPcOnSJQDA2LFjMX/+fABa3tDWrVuRnZ0NqVQKZ2dndOzYEc888wxGjhyJ8ePHIyUlBXPnztXTjWvOXNXX1+OXX37B3r17kZWVBbVaDX9/fzz11FOYNm0aZ2fk1atXsWXLFqSmpqK8vBxOTk4IDQ3FmDFjWA6cLqxZdJo7jw8btkXHBhtssMGGBwZbTccGG2ywwYYHhkdu0bl+/TrCw8ONOqROnTqF5557Dl26dEFiYiJ+/PFHo33T0tIwfvx4dOvWDX369MGqVaugUqke1NBtsMEGG2ywgEdq0blz5w5mzpxpxBW5ePEiXn31VYSEhODrr7/GyJEjsXz5cvzwww/sNvfu3cOkSZMgEonw5ZdfYsqUKdi0aROWLVv2oC/DBhtssMEGE3gkFAnUajV+//13fPHFF5yF8TVr1iAsLAwrVqwAoG13VKvV2LhxI8aPHw+hUIhvv/0Wjo6OWL9+PYRCIfr16wexWIyPP/4YM2fONFuEtsEGG2yw4cHgkYh0Lly4gJUrV2LKlClsNwoDhUKB1NRUPPXUU3qfDxkyBFKplG0rPn36NAYMGKDXXTV06FBoNBqWl2KDDTbYYMPDxSMR6bRr1w6HDx+Gm5ubESM+NzcXKpWKZfYyYFows7Oz0aVLFxQWFhpt06ZNGzg4OJj1dDcHmqbxqPX2Mfy7R21cjyps89U02OarabDNlzF4PJglCj8Siw6jI8QFRpjRUKlVV0zP1DbMds215wUAtbr5ciH3A3y+ln39qI3rUYVtvpoG23w1Dbb5MoZAYFr0FXhE0mvmYIlGRBCEVdvYYIMNNtjw8PFIRDrmwLB7DeXEdX1RmAiHS3K8trbWrHeKOdA0UF1db3nDBwhnZ60EzaM2rkcVtvlqGmzz1TTY5ssYbm4OMCfD98iHAIGBgSBJknXtY8D8Ozg4GBKJBF5eXpw+8jKZzKjWY4MNNthgw8PBI7/oiEQi9OzZEwcPHtRLox04cACOjo6IiIgAAMTHx+Po0aN6Kq4HDhwASZKIiYl54OO2wQYbngw4OYnh6iqBk1PL3XFb81iPKx759BqgFTqcPHky5s2bh2eeeQaXLl3CDz/8gLfffptVPJ42bRr27NmDGTNmYOLEibh79y5WrVqFF154oUkChzbYYIMNAMAX8iFXUdiTfBc5RTUI9HZEbIQvxAICaiW32eGDONbjjkdO8JNR8z1+/LieZP+hQ4ewZs0aZGdnw8vLC2PHjsWUKVP09k1NTcXy5ctx/fp1uLq6YsyYMXj99ddNKjFbAkXRKC9vfufb/YAth9w02OarabDNlzYa4fNJ1NYrMX3ZIdTLG72l+CSBxZOi0cHPGWql2qr54gv5uJVfjWWbU6DWmD7WkwI3NwcQhOmiziO36DxKsC06jz9s89U0/Jvni4lGktML9KIRmVyJeasb7Sz4JIENCxNB0pRV86XmEZi9/IjegsN1rCcFlhadR76mY4MNNthwv8FEI7OXH8GmXRlISsnFpl0ZmL38CCqkCqye12glrdZQOJNeYFVdxslJjOT0As4Fp6nHelJgW3RssMGGJx6WCvhyFWWU/gK0i8KyzSmQiIXQzdLnFteyNtnmQJIkcopqzG5j7bGaAolECCcnO0gkQssbP2DYFh0bbLDhiQVfyIeaR2BP8l2s/fMy9iTfhZpHgC9s7KGyJhpJTi/Ah9Pi2M8CvByg0VhWIdBoNAj0Ns8TtPZY1oAUaK93//kcbPj7Kvafz4GaR4AUPDo9Y4/OSGywwQYbWhGmCvjb9mbqFfCtjUbio7RdsHySQGyED6RSOVvTMQWpVI7YCF9s25tpsqbDHKulIAV83C4wfb3tfZ2hUT38hgVbpGODDTY8kbCUMlOotJ9bG42UVtSBTxJYMikaYgv6YgwkEiHEIm2XGp/U/7m1dKympsgUavPXq1Q/Gs0KtkjHBhtseOLg5CTWptIsFPCHx7a1OhpJTi/EhoWJEFnBrSEFfCjUFPafz0FOUQ1eHBSK9QsTkZxegNziWgR4OSAuwpfzWIb7Ml10Ij5hMlKRSITaVJqF6x0aEwiZTMm5zYOCbdGxwQYbnjg0tYAvFmijES4uzZJJ0bATkewCpVaajxiYNNfKn1Pw3uTeiI/yQ2mFDMt+Oov18wfDwU4ItVoDqVQOHs2DSMQHRdFQqTQmU2Q/78/EqjcT4OUqgUqlhlyuMrpejYZGQjc/VFTLcS273MhuoSkNCxKJsOGYmlZfpGyLjg022PDEoakFfLVSjQ5+ztiwMBFnOKIRlVwNldy6eohCTaGNkwhfzdNGNodTcxHo7YiVcxJRWlWPerkGfB6g4fGQfLUQ2QVSBPs6ISbMCzRFGy04E4Z1QlykH85dK0ROcQ2CvB3RO8IXQpIHSq0BjyBQJVOAJHkQ8Al0CfXA2KGdsPNkFpLTCjmv1xSaE2U1FTZyqBnYyKGPP2zz1TQ8SfNliZS5fuEA8Dl+/pycxOxbvqUCv+F8SSRCVNepkFtSa1KBoK23I/JKavHRj+eNvl80oSeOpOayi8WEYZ0Q5O2MZVu4I7B2vs7ILpTi403Gx5r7cjecvlKA5LRCs9fLwFSUxYzb2kYEGznUBhts+FeCSZk1tYAvlcpRWSlrVkeZNn3FM1nQ/2xLCjQUjBYc5vvPt6ZiVN8Q8HgAQQBxkX5GCw6z7aebU6DUUHB1EoHkU4gIcUNCNz9EhLhBQ1H48tdLGNU3BEIBgWWz4+BoJ2QN1riaFB5UI4ItvWaDDTY8kbCUMrsfemckCbOcn46BrhY5QelZ5QgPdkOwrxPOXSs03xxwtQBdOnjg67cGISWjCFkF1XrptapaBdYtSERKRhEOnM3ByL7BsBMJjNJndiICJy/kPZBGBNuiY4MNNjyxUCvVIAEMj22rlzKz1AzQfBBmGxjaOIstNjgUV9TB1UkMHw8H3MmrMrttbkktYsK9jdKIfJLAgnE94CQRYtbn2u8WjOuBsmo5lm0+ycnjCQ10NX+uVlJOsKXXbLDhX4yHKZfSmue2JHPTkpSZs7Md2rSRcBJBtWkwHpu2stTAUCGVI8TX2ez5gn2dUFOnRGFpLQK9zDdDBHo5YH/yPc6U2IqfLkAoIEHRFEgS6BDgimWbU0CDwozREfhgem/MGB0BGtr0mZuTHcytKa2lnGCLdGyw4V8IU11K9Uo17IT392ehNTuk7qdPDXPs3WeyjY6tUVNQ0zT2n72HrAIpgn203Wc1tUrznB+CQJcOHuCThMkGh6h27ujX1R9JF3LQO9wH2/aZ5g/1CvfBrOVJnONXayik3ynD6rn9UF4tR3J6Aea93A0dArQpvpOX8xHo7YgNCwfhVm4lktMLMG1UJL75O43zXLERPq3SPm3rXjMDW/fa4w/bfBnDVJeSWERg46KBcHYQQ61So6ZG0eRjW+J3tFaHFHD/fGokEiEUGgq3crmPvWRyNJzshXhn3Wmj75ZOiUGIrxNu5XHvu/KNvriWVQ5nRxG+/PUSZ8dZdY0Cg3oGAKChAZB5txKfmrhGpshvCoOiA6HWUJg0MgyFZTLUydUm50si5sPPwwGTPzpkslOuNbrXbIuOGdgWnccftvkyBlcr8cezYuHpIjHykrE2YmCiF8P9DaOX1vSWaW2fGt1riI3wNXvsj1+Nw+L1p4wImMzC4iwRQdUgFMo0MGgL9iQOp+TgZk4VRvUNQXpWOYrK6+DtZo+IEDfsPJmFTm1dMbBHICiKglxF4fTVfMRG+OJ8RiFyimsR4OmAXuE+yLxXgdp6Jb7fcc3kNU0bHY6z6UWIj/JFj05eFlrIE+HiIER1rdKo8ULYhCjU1jJtgw02sJBIhEbdUx/PioVCSXF6ydzKr9ZTZOYCE71w7X+7oJpVOOY6ty6YDilrajyt7VOjew1d23tYPHbanTKEB7txfnflVilKq+rw5uojCPV3wUuDQxHq74I3Vx/BzZwq9OzshZSMYizZcBpXbpZCqdLgys1SLNlwGikZxegV5o0pnxzErfxqkASwZc91zF6RhIqaekwdGY4KqQKzVyQh6XwOotp7GLWEM+CTBKLae4BHAzRoq5S0aYoCSVMYGhOIV8dEYmhMIEiaalWhUNuiY4MNjyAcHUVwcbGHo6OoVY9rKA/D5wOeLhKrhDFNwVp+R2t6yzT1WOYaDSQSod41uLnYWTx2Ubm2w4wLeSW12HvmLurlFBZvOINpnxzG4g1nIFdQ2HkyCy4SEd6f3gsiIYG4SB8MjA5AXKQPhA28ojNpBVA2iJVqKEAoBCgK+OdYNipq5Ijq4A4Bn8CzA9vDXszH1/P7Qywi9Hg6Ar42VXf1dhlcnMTwdXdo0nzJZEpIpfX3RafNtujYYMMjBMb/Ze/Ze1j31xXsPXvPyP+lJcdWaSi97qoFr/S0KmIwtfg1JXppTW8Za49VU68w6afDeM8UVNTpXUN5Vb3FY3u72aPSRCecv5cDyqr007mxkT74dFY8Itq5YfPeDDjaCbHmrUSoKAonL+dDRVH4+u1EtHESYeveTACN0ceK1/qxx3lt+VEE+zjh67cTkVNUg18P3sD5jCKseSsR00aHQ8AnEB3mha/fHoCSChnqFWpUSuUoKKl9oL4+5mBbdGyw4RGBOctka9Jc1hx70kcHEBvhy6ZkvJv4BmyIpkQcMplS79xGY2xChxSjDG3uWAO6+eNWrun5VFM0Zi8/gupapd41LFh33OKxI0LccC27nPO7qPYeet/FRvogvosv3v0mGT/vz0T3jp4ol8pNWmMvGNdDb+7cXBojqgXjeiC7UMq5b7lUge4dPbFpdwbmrDwKzzYSxHT2wrXscmzZl9Fqc99S2BYdG/5VsMTneJiw1v+lJcfmEZSePExRWcvegHUjDj4fWDyhJ756qz8WT+gJPt94fxHfvDSNiG89+ZC5DpGQ0OOdiEVa2RfweNh5Igsains+NRQNHkEZRQFKJaDSaEyO8z+TYyDgEyAJ4+8Wju+J4nIZaFrL4YkMccMLA0PZTjVdvoyp+9whwJXlywR6OUDAJyAUEOgS4mb1vmqNVgZHQ9Pa7rSJMRZlgZoy9y2BrXvNDGzda48/mPmS1asgVxl3V7UGn6M14Ogowt6z97BpV4bJbSaPDMOw3kFNbmVmjh0f5QuK0sq0hAa6ws3JzqpOLUtCkWoegdIqGTw4ut+0n9vr7U8K+FCqqRZ1SLHja+DSMOft2dkL7fxckHq9CHfyq+HtJmG7wnQVlwHtfIb6u2Dpt2ewYeEgozlYt3AABCTJ6YGj5ekAKdeLkF0ghWcbbfeZh7MdNKCxdc91jOgTjOLKOlRK5diy5zoAYMboCKgoyuJ9FhAEftydgXULBiCnSIogH2fUyZW4crvMqn2/3ZEOAJgyMgwJXf1Bayhtk0Arzr0pWOpes5FDbXjiIVOorLItfphozSI717ETuvgjq7Aay7elYOLTYVAoNbiQWQTvNhLW2dKUl4xYQJqcH1dXO9TUqyBv6H7jml9mf10Oj0alxqg+wSAIAhRFobKyHpomRnKkQJ+nExvpA01DyszwOt6Z0BPPDWiPm/cq8cPudGg0jRbUGg1wK7cSiydF47MtKegY6Io2zmJs+PMqckor8eOSpyHgN46TkdAhAQztHQSKBu4WSrF4/Wn89N+hyCqoRmJ0AD74PhnvTIxGOz9niPgkftidDl9PB5y8nG/2unKLa9G3iy82LBoAoYCEv5cjXv/iCBZPjLHOVruLr96/BQQaXVJVWlmgoTGBenyqps59S2CLdMzAFuk8/nB2tkO5VNGqfI77gfsd6VTWqnA7rxLt/V2NopFyaT1cHETgkwTOpFknjKkbYViKlDYsSgRNgz3vi4NCAfBaHHXq8nR4PODTWfF495tkk+NY8UZfXL1ditgIX9zKrURZdT1C/V2weMMZAMA3iweCpzOuEF9nRId5405+FVKvF3Nyj5i/R2mNAmoakNjzUV4tR25xDedcaygK5zOKzN7nL+clwF4sNNq3XqHC5VulTYp0po+JQEKkD1Sq+98gwMAW6djwrwZBmFf9NbQtflioqVFYZZncHJUAPp9AnVwJkZBvMhqpqJbj6z8u4dtFg+HkKIRKqVUk4BLG1FUCWDe/v+X5TSuAdxsJNu3KwOp5CZxeM02NOg3tmcOD3XA7r8rsOFKvF+PKzVL2XP26+mP6ZwcBaLlKeQbjSkIuNu3OwNyXu6FOrsamXRnsvobKCTRFgQQgJAlQFG12rs3d54Xje6BcqsD8Nac49+3X1d/iM8LI4jBNDY8abI0ENjzRIAjzqr9A66nnthTN9X+xBIIgYC8WWixAq9QUpnxyCOVVcnZxM2y8cHGxg7OjCP4eEpB8Ci5OllWTc4tr4eVmD4EAkFgYh0JNse3ZAgEJkYgPgYA0Egc1TEe6u4pxr5B7HDweEBHiBmeJCFHt3aGhtOdSaSgI+IRFrhLjS8PjATQolFTUwd5OAIlECILQLurMmEmSgJ1IwHksdl8xaXSfeTygW0cPRIS4m21+UKops8/IrdwqaDQNKcWJPVFdKzcbdTwM2CIdG55oUBT1yPATLKG1/V+YFFhWQTWu3i6zyEafOiIC3+5Ix7lrhegT5csppFlWLcfvh28i0NsRX781CHySZ9X8FpfJ8OG0OKuiooSu/lDzCJxNK0RWvhTBfk6Iau+OK7dKoaFoxEb4giShd97YcB8UVdYZHTM20oeVm7mRUwE/Dwd8OiseO09m4UxaAX5YMgRyhQYnrpj3kknPKsd/p/eGt5sDktMLsPHvq3rpSTshCXuxEHeLpJxzvWBcD1Zoc9PuDIzsE4z1C7V21nyCQFQHd6TdLsOWvRmIaOeGlwaHGjU/MPcpsUcAu6+uxE6dXIk9pwsxfUyE3nx5uUog4JOg1A//GQdsi44NTzgoClalrR5mak0XjP/LsN5BbKHXVJrLHHRTYEunNK0A3a2jp9nGixF9gjFv9Qmr0kXM/M5ekYSNiwbjcGqu+XETBO4VSfGxrrNmir798ra9mfj146f1zisS8VlJGGY/XX6MKWHNmzmVUFM0Olrwkolo54Y6uZozZbZ2fn/kl8kwf80pzrleMK4HxCL9dFtSSi5EQq3eWV5xLeatPsE5RgB6C09ucS1u51fjsy3nsXb+ALjEinHo/D28seoIPpwRh5cHd8RX/7uM73eks7pw2/ZmYsmkaIT4OD0SC48tvWbDEw+mO6u101aW0BJOUE2NAlVVdc2q4YjFAggEJK7eKgNFG/NQuBDg5YDCkloIBABJEGZTYBKxEAJB478tpQVLquqgVgOlFTKz4+DxgKgO7voLjs65v/z1EqaOCoeDhIJKrUGdXMmet6CkFkXlMsx9uRvL25kwrLORkrPusaI6uKOgrBZqNYUOAa5YPLEnhEJgZJ9gzHgmEiP7BIMgtG6gbk52nF40BEmB0JmvAgPekzlejlJFobRSjo9+PA8NZdpumqeTHWPuk0JJYdbnR1FZo8C5q4VQqij8vP8GSD4Bija+3k83p0CleTR6xmzda2Zg6157/KHL01GojPkJ98O22JA78qA4QQSfhFJD42x6Ae4V1SDQyxG9wn1wJi0ffbr4W+TizFqehI9nxuNmbqXFDindrq/JI8MwoJs/e826KR+RgMDUTw5DraEgEADr5hvzYRh06eCBmHAvfPdPutlz9+vqD4KnJbzqduQ18oIkuJVbiZLKOpYfw4XpYyIQH+mL45fz9O6TWqPBX0dvs/NXXStHZk4l3J3t2BSZ7vZ1ciXmrj4BQMvD6RnW6ORpjpcTEeKGLqEeyMqv1lGclulxi0L8nHHlZinSs8r17hOTDZ48MgzdO3pq+URpBcgrrUWApyM6BrkapeemjAzDoB4BkMtVJuekNWDrXrPBBjSmrQy5IebSVk5OYj2LY2tgyuPFUndWc87FQCIRgs8nUVEjx+tfHIVC55q27cvE4onRkDVEBaa4OLdyqyDgE+gU5AKvNvbwdrXHil9SoeZYIxl+i+6/hSISs784jK3vPQ2CIFAplWPWikN4/f96sOdVqSiz45g8Igy7T2WZvdacolps3pOBvt380MHPGSIhH69/cQQTnw6DgCRYvlBclA8EfPOJnLsFUtzKqUJshDe6dvBEUVkt5n55BMtfS8DYoZ3w99HbeGPVUbwzIRoxYd4oKJPpLZg8HnAxsxSTRoTh41dj8e43yfD1dEC5tJ69RnO8nDbOYtiJSLMpwKoaBVydxOx9Umko6JYf+QSB0sp6Tr8dJj13Nr0Q4cFuEIu0EfD9XnQswRbpmIEt0nn80RxFgpZEKk31eGnJuUx52NzKrcSKny7onXft/AG4k1/FvqnrRiPl0no42Qsh4JNGxyqpkmHphmS9804eGYbQQBcsXtcY6QyMDkBdvQYp14uQZaAE0KeLr955XxjYAQxPR3ccGorCqSsF+Hl/pslrHju0E67cLEXmvUqsX5iIOrmS5bTo8oWYKMLcsdYtGKB3zcE+TogJ90FWfhVSrhezkU5yegHio/wwZ+URKFWN9SLd6CTEzxnt/JxRI1OioFzGRkUyuRJXTagIRIa4YfozkXjryxMmn5fV8xKQU1SDDgGubFQ3a/lhaDTaRW/N2/2N6kG6+3/xRl/UKdTsONv5OSO6sxf4PB5oqml1Qmthi3Rs+NejKYoEzY1UAG20sif5rtWcoJacy5QDJ7PvgnE92IVHraFw7lohyqrq0cZR2zYc6O2EwtJarPv9EiaPDkdRRZ3JY308K5ZdeJjGgPIGFWU+SaBPlB/u5Enx0Q/nON+2T10pwKpfL2DqqAjMHBOJwyk52LIvDRvmD4admI/s/Gq8tvIw1GotwdOclXNEiBt+OZDJkk0HxwRi4of78e2iwThxJZ/d71p2OcYO7WTyWJ/MiuW85s17rjfycnZnsJFiWVUdhvQKwq5T2ZwNCkkpuez19onyw8zPkkCDwtQRESYbLWgekHbHfFdh2u0yuDmJ2YVm8sgwtsswqr2H2a7E6DAvlFTV4/OtqXrj/HFXBpZOjkGQp8N9W3jMwdZIYMMTD7nCeiHNlohuNlXKxuK51BQEHE0Ojo4iOEiEUKspgGde+FEgAJbNisOg6EA8O6A9vNwk2H0qG//97ix+3J2OYX2DEeDlZPZYni4S8PmNqTgNRcOjjT37b4qmjRYcZn+mGM7nA+Ft3cAneejf3Q8Ej8C94hp8tyMdizecgUoF0DSw82QW5r7cjbMpYe7L3bDzZBYIQls76d7RC3YiAWgaKJfKYSfkIyLEDXw+MH1UBOxEWq8ZiT2hJ0TqICHgYSUvR62hsGxLCtxd7BEb5QOSBEb1DTHboKBQacVCedAqAzASO0IBodek4O1mh+x8qdnnJbtAijPp2roMc83R4d4QCbXpyKz8as79eDztOHUXHN1xfrzpPNQPKcdlS6+ZgS299vjD1dUOO09lWyyMD49tCwDYk3zXqm256i5MpNOa50ro4ge1hgKfxwPJJzhTcaZSYAN6BECu0BhtD9AoqarjtKc2dayYMG+QBMGmi/p08QOloSER83H0Yh6+22G6+P/9kkGgdGRwmHMJBQSOX8ozmgPd1FVxRR3a+jghJswbMrkSBaUyvWI+I/CZklGErIJqtPVxQq9wH1a65rkB7cEnjdOGao0Gs5cfNTlmJo2XnqW1KJg8Igzt/J3h666t0Wzabfq+TRreGb0jfEAQBGdKkRlHv27+OHU5H9/vNG03PXlkGPp08YNGQxtdA03TOHE5nzOFaE16cfroCCREtb5Eji29ZsO/Gk1VJGiJegHj8WINJ8jVVWLVuTQ0jVnLj2LDwkRkmUnF6abAmH15ACevZMPCRNae2tpjDe0txrgP9oKmtNwStUqDt74+hk9fTUB2gem39XULB+BecY3JcQ/oZizrkpxWiLPphYhq74G3X+mOlb+kYsueDHz9dn89vospgc8tDSmyEX2CUVhuXdrQEIbOoLklteDzCRxOyQVpgeGfXypDcUUdPt16Fm+92BOxEb7ILTGeg5/2ZWLN2/2xec91k89LVHsPCPkEJi87xD1/3f3x+6GbRvu3cRajqFxmdpx3C6Xo39XX7Db3A7b0mg1PNJqiSKDrDWNnB2z7YAi2fz4C2z4YAju7xm0B0yk266VsrBtXaUUdwKNAA2ZTcUwKTHdftYaCnT2FTUsH489lw7Fp6WCI7Zp3rMs3SkBT2msQ8gncLZRCoaTw465rCPZz4hy/UAgISNJiCpFrvkiCwOiEEKTdKcPVW+WgaH0+DJM+MpXmWvvHJU7JHR4P6BTkipOX8+Hv7giBgHvuDZ1BAzwdUFQmQ2VlPZ6ObcvydHTfPwhCy/EZ0ScEvh4S8EDgWnY5HO0FLGdKFyo1hZ/2ZWLp5BiT6cSichlOXTFWcWDmj6LBmY6srlWirQ/3fWHQ1scJFPXgE1229JoZ2NJrjz+sUZlev3AAxAIS8oZ6DZ/kQc2RztB+TiE5vdBIbVjvmEK+SU4QAKvVmdcvHIDXViZh/ss9UVRZZzEV5+1qj2VbU9l9hXwSSoPutqG922L/WctpPcNjMdcM0KwMDpOOc5GIMXf1caPr+GpeP1y+bVkVeWR8MMqrFXrzZdiFZ8h3sZQ+WjzBeM4MO84CvR0R3dkb2/Zd1+Oz8EkCH82MxZINp0HTTPdff9zJr+bk6dzKrURxhQxxkX44d60QOcU1CPJ2RO8IX5RV1SEpNVePM8XYUTNYNKEnfN0dcD6jCEXldfB203rz7D6VjYnDO+vxcrjmL8DTEXYifsN1Ne4vEpJY+PUps8+XOZ+k5sJSes0W6djwxMMaRQLGJlosIEzaAWcXSmEvJhHq74I3Vx/B7YJqkALjDLVaqQZJUxge2xavPdcFw2Pbsm3SunbUMh1GPde4ZHIVVCrrLaW93CXsvkIBiTsFxlbNJRV1CPZx5nxTN3UsezGJ4XHBePvrI5ixLElvThRKCiTJw7tTjN/W3V3srExXEiBpCqP6hGBU3xAICAKzVxzGvjN3WYa+r6f+HFhKHxnOmaFlNHMNb3xxDPFdfBEb6cPOPdOwwCw4iydFo16phlik5QQJCAJ9u/pBQBLY+OcVtA9wRZCPM+Z+eRTebewxqm87eLna441VR1Cv0MDPQ4JNuzPw+hdHERHijv9MjkZEiBurNHAhswQZ2eWQ1irQzs8J0loF3v8uGQOjA1AulbPt0bqKBcy+ucW1cJII8e63pyER8dG3qy8kIj6WfnMafyTdwoJxPTifr6VTYiDgPRwhUFukYwa2SOfxhzWKBHKVtr4hEFL4aq5pxrz27TCRjVJkciUcxEKrvXi4ODyb3n0KKrUxk1/AJzD5I63s/n8m90RBmeVIhyn2l1XJ4O4iMTqXruikOV6P7rFYdr6JRgNmTsQCAgqV1ivmbqEUbX2cMKR3EPacsdzEwTQ8tHEUYU9yNjLvVhox9GMjfZBbXIPPt6YCaFqkY43Xzso3+iL9ThnL00nNLEGAp4M2OknPR58of5N+RADMOqe6Odljy96MxuaI8jp4NUQjO09moV83P7T3d8HpNG7vHa75YPbt1NYVvcK8tU0LaQXIKdZXovB0lcDHXYKLN0pQXFGHEF8nRHf2Bp+Hh8bTeawWnV9//RVbt25FYWEhAgICMH36dIwaNYr9/tSpU1i9ejVu374NNzc3jBs3DlOmTGn2+WyLzuMPw/kyZP7rdrdt+2AIjlzItSr1tOLni1g8KRoBng5wthdAJlNaHMdugx/g1fMSUCFVYOXPKXhvcm94tLFHaUUdPtx0FvPHRqONkwjzVp/ApqWDodIYF8wZMKmS1IxibNmXgcUTY1CvULM/0ECj6CSXEsDiSdGQK9RY8dMFdhERCnh49fMkyBXG24qEhN7Co2suJxCQIAgeKIqGSqWxSJZdv3AA5nyRBEqjPXZbbydcv1dhVKvhkwSWTo7BofM5OH21wOJCIhYRWPNWImYvP4JOQa5WdXKF+Drh/R/OYEhMMAbGBOJ6dgW+25GGaSMjEBbSBuVShdH8jU5ohyG9AzkbFpj58nGzh1ylwUIDjxw+SWDBuB5wcxLjnfWnOTlO4W3dcO1uOed8zH25GyKC3XAnvxrLtnCce2I0fN0leG3lEUS20zZl8Cjqvhu6PTHptd9//x0ffPAB+vfvj/Xr1yMuLg4LFizAvn37AAAXL17Eq6++ipCQEHz99dcYOXIkli9fjh9++OEhj/z+Qtdz5EmFWCyARCKCWGyi6tsESKVyVFbK2JZn3e42iZ3A6jQWU8gFeFZ58ZCkfhedrrdMvZzC4g1nMO2Tw1i84Qzq5frCmo4SIeoVKouimt/uSIdCSeHjH8/D203CpmDMiU7q8nok9gS+/89AeLjY4ca9KiMRSqGIQmiACyJD3LHtgyGQSLSF8xBfFwiF2jSjvb0QEokI9vZa3xtLjRUqDQWlEiD5FPw9JHCw4+NWThV4RKOw5sxnI/Dd4oGIaOeGt8d2g5MjwZq2vT+9l5HcjVBA4NPZfWAnIvHlvAS4u9pZ1cnl4WoPkgR83CTgEwTiu/hCJCTQtaOHST8iLzd78BuaJSia0uPhULR2bvkkiRt3K40XxwZeVKCPExaM667XvMFwflQaCl/9xt0sseb3S1CqKaMFh72vW1JAEDzwSW1TBt3wIvCw8dhEOi+99BKEQiG2bt3KfjZ27FgQBIFt27Zh0qRJqKurw//+9z/2+xUrVuB///sfTp8+DaFQ2ORzPsqRjtYel8b5jGJkF0gR7OuEmLD7K2/xoGEoYMkUZ4Ukz2qJdkuRYXMjnWUNUcTkkWEY1ScYlZXmI0/DSGfZrDjczKuyiqfj7CjErlPZaOfvzHJrdFNxprg1KdeKkZ5VblZ0ksH6hQM4+SwqtQbbj93GS4M6gkYj12ZgzwC4u9gb3Ru2cK4j5wPAKLUZG+ELlUaD15YfZW2imWON7BPMStuEBrrCzcmO07qZEcSM7qy1lL6QWYJB0QFo42THOa4lDQKlXJg4vDNidbg1uueS2PFxOCWHc/6YZgmNhtJrJNBNcZEkga7tPfDm6uPsfh/PirWKJ6V7Hw0xsk8w3F3tLD5DA3sEQqOhOJte7geeGJ6OQqGAq6u+54WLiwtycnKgUCiQmpqKuXPn6n0/ZMgQfP/997h48SJ69+79AEd7f6HWULhXUqtlFevWB3Y/XHmL1gTBJ5FVKDUSMtzayt4glZX1LLdmxucH8NXcQVZ5wzDILa6FNQmD6up6PQ6PRxuJRW+Z3OJauDqJUVEhYzvdwKOwbHYf9Inyw+3cSsxecZhTlDOvuBbuLtoF15zoJKD9ATTHZxk7pBOyC6Xs9xOGdUK9QmOUNtu6VysZ4+ch0bN27uDn3NAoEAylmkZRmQxzvjgMpRL4ZvFAPZvoBeMa7ZrnNcjRvLuRm0/UvaMnVvx0AZt2ZWD+2O4YGR+MMqkcSzcaj2vJpGhMHN6ZU3WaTxKIi/RFXim3jfamdwebjIB5PB68GyKjOSuP6u/bIKGjoShA5zf441mxVvOkmGeACz4eDriTV8X5HYPc4loISB6U8gez4FiDxya9NmHCBJw8eRL79u1DbW0t9u/fj2PHjmH06NHIzc2FSqVCcHCw3j5BQUEAgOzs7Icx5PuG2nq10YIDPHx5i9aEUkMbLTgAwCMo2In4cHYUN8unhgtMCkilJMAneVZ5wzBoiuuobqrJkrcMc2x1w8LKdOCBJrBl93UcuZCLZVu5VaABoK2vE4bFt2W9ZphzMVwSJgUkFDZaNRt6xdBgZHporPhJey8IAoiL9DOb0omL9AOfDzwdG4TSyjoQhHYulUoN9p+9izdXH4dSCYhEAA889odeNw1Ig2L/31TaipH6UWsorPr1IuzE3DbRao3WTyY+yg9CATcfhk8S+Hyr8b4UTSGvpBYj+gSz/joMCAKgaRptfZw454OiKVy9XYbIdu4QC0mQJCxaYxvypAK9HPT4QrooLLXskxTo5QCNCW22h4XHJr2mVCrx7rvv4p9//mE/e+aZZ/DZZ5/h0qVLeOmll7B161b06tWL/V6tViM8PBzz58/H9OnTm3xOmn40cqC64PNJ7DmTjW//TjO5zYwxERjaOwiPx501BkEAu05l40eDtMHqeQmQNKRd9BSZRQQkIu56D5+vrbeoLURFMoUKCqXWLrlfV3+W32IujcUU3d2cRFZfm+55LPN0EmEvJlEn10rZJHTxh0qjHVdUew8sWHPS5L4r3ugLVwcRex2xEb44fTUfsRG+eimg2EgflFXVo7JGYbKzray6nk0pjuwTDHcXO7MyMJNHhiGxRwCOpOZqz+PtiLhIX0jEfNTWN7pvfrMoEWczitj0kG4akPl/S2krAaHVN7Mm1TRlZBjio/xw5EKuHp+F6QIrq6zHrlONL6gThnUyeW5Au/jWK1VIu11m9Kwa7suk+TQaDc5fL7a6WWXdwgGYs+IoVGrj+ywUEFg7P9HiM9SU57M1IBCQ4Jlpx35s0muzZs3CpUuXsHjxYoSFheHKlStYv349HBwcMGzYMLP7EsRjE9BZBVMifwyyC6Tg8Xho6fsEQYD1nnmQ2Toej8A9g3QG0+m1wKAD6PfDmfhhyVPg81s2TolIAIlI329nVJ9ggEegulbO2cm1ZFI07EQECAJWn1f3PLX1KrMeN2IRgRs5Vez3m3ZlwMEB2LRkGIQCEj/+ZxBmfH5Yb1xCAYEv5/aDt7sEpRV1WLjhCH54ZzjqlSoEejtxp4AmRSPQy9FkuqdjoCvEIu1PhbUpnbySWmzZm8HOC2OZ3D7AGYsnReOzLSlo46zP49FNA/p6OkCh0lhMWzENNNaMK6e4FgElNSyfpaCkFu9+exqdAt1gJxIgvJ099pzJRlhbN4zuFwJniQivf6H/g8/Ml7+nI9b/eQUThnUyelYnDOuEIG9no3FvbZjPUAvW2LnFtejWwQNLp8TgbqEUb77UjbN77Y0Xu6Giwbvn860pGNIrCD4eDigsrcWBc/fwzoRoONg9ej/xj96IOHDx4kWcOnUKy5Ytw7PPPgsAiImJgZOTE9577z383//9HwBAJtPvUKmt1TYBODqaD0FNgaYfvdZkFxc7hPhalreorVU0O0p7WM6XDMRiAYJ00gZMp5fhgrNu4QAISBIHz+eYHKe1LebmrpkAD1+/lWhUCAdobN5zvUXz08HPGRsWJnLzhwzUsZni897ku+wY17yVCLVGg+3H7iCxh79ecT/QyxGfzxqI2/lVcHUSm03prF0wgNPmeNnmFKxfmIjs/CoADSkdLwtpQU8HaCgK6xcMZBn4TIprw8JEdPBzxroFiVBpNHr3WTcNWFBSix5hXnht+VGTaTymTZwdlxWppvZ+zsgplOLk5Xz07OyF9QsGITmtADfuVSDI2wnrFwzE7bwqnEsvhpebPT6cEavnwMnMyboFAxAd5gk3Z7HeeZn0o+GCYzifJAmTKgMBXg7wcpPAwV6Ik5fzkXmvEh/NjDVSHNh5MgudglwRH+WLtfO1/LE7eVUI9HbE2vla7pS8TommWQK2HG5uDjDHO30sFp2CggIAQPfu3fU+79mzJwDg+vXrWln5nBy975l/G9Z6HmfQNNAr3Ac/7sowGVJHh3m1aMFprsdLa0EuV6F3hC/7Y/XhtDgkpxcYLThFZorfTRmnNdfMKAzw+SRq65WYvuwQ6uUtnx/G0XR4bFs9/pBIwMfRS3l6C4654vOEYZ1wO7fa+PuGN3OKqud8XoAGv530QgyPC9ZLLzHfJacXQCzURhR7zmRj46KB2LbPdLNF70gfzPo8CQRPyxWZMKwTey+T0wvQo5MX3lx1HB+92hu9InzY737YnY4NC7WNHEWVMpxLLzQ75rPphShreJk4cO4e1s5PNNsE0jvCB1M/OQSlyrRY6Na9WrFQmVyFn/dn6jlw6i48Z9O1/kQzliVh7fwB7HmHxwXj3DXz405OL8C0UZH4hiNFzjSrTPpoP958oTvio3yxbV8m6/7p6iTGlZul+OVAJkiCwLTREbir0+TBYFsrN9y0Jh6LvBOzaFy4cEHv88uXLwMAQkJC0LNnTxw8eFAvpXTgwAE4OjoiIiLigY31QcDBjm9SJNCcvIU1nJ6W+Mm0JoQkr0HOhUCgjxNCfJ3ZQq5VQpIN4yQILUfGHMeHuWZThXTmWFKpHCWV9Zj0of6Cw3VeQBtltWkjYaMtczDkD+l681gqPn++NQVyBcXZeMGMy83ZDuayzLkltfB2l3B/V1yLuEhf8EkCPJ527hdP5G62WDwpGkKS1POiiYv0Y8+dU1zLGo95uEhwt1DKHkujAes94+vuYJS2MkROcS3Cgt0g4GtTTXySZ3JcSyZF4/TVAihV+mKhXPdc109HQ1E4dC4H08dE6MkGMfOlVFE4fbWAbRDx8XBATrFlrlefLr5mm1UUSgrX71bCTsTHl/MSIOATSM8qx8nL+UjPKgdJaOeaub+mmidUmkevsPvYNBK89tprSE5OxhtvvIHOnTsjPT0d69atQ48ePfDdd98hOTkZkydPxtChQ/HMM8/g0qVL2LhxI95+++1mNREAjwNPB3qyIzFh3PIWPIKwitPj6CjC3rP3LBY5Gfb5/QaT8tJNF/UK9wFJ8HAmvcDsOD+dFQcPV3skp5nn+Li42GHX6WzWXthUIX1kfDAoirbKA2dAD3/IFS1LT0okQuw/r+WGcIlX6sJavoZhoVzv+xFhKKvi/n7yyDA8FROEmjoV66ejW+DPLaltlIwxKPAbHlt3HAxXyfBYI+LbwquNBAfPW3gWR4Shvb8zPFy1ZN2UjCJoKONx9Y7UOp0yPB1GQsfXXWLynheUyaBUadC9oycrP8N49dzKrURZVb3efH38aiw8XOxRWlWHO3nVFhstdD1yDJtVbt6rNCkeeuRCHjvXJZUyZBdIzZ5rysgwDOoRALlcZXKb1sYTw9NZvXo11q5di82bN6O8vBx+fn6YMmUKZsyYAQCIjY3F119/jTVr1uC1116Dl5cXFi5c2CIZnEcZNEWBBJAQ5YP+XX1Z2RHDVwgeQVjN6Wmq8+X9BMEncTu/2ujtfds+bdrA2437rRzQFnLrlRrM+pybr6GbciBJAqGBrqiTq80W0smGt3xL8xMX4YtbuS1PT8pkSpbX4+3ugPPXi01ua21xv52fM+d3fJJAr3BvzF5xhPO72AgffLbpPG4VlePX/47E7lPZSErJxU/7MzE8LhjBvk4oKpNh9ookUBQwKCYQ8V0afVpyS2oR7OukTXGF+2DWci3P6b3vz2DdfK3W3U/7MzEiPhhTR4bjt0M3Ia2T46VBncymy5gxEzxthE+SPGzanWk0rguZJXrz08ZZjIh2bmbveUyYF4rK64xkdrbsuY7Fk6KR0NUfUz89yH5+9EI+lCoNXByEGNk3xGz6MTbCB7OXJ6FXuA/GJLRDlw4eKC6TYfaKw3jlKfNNCGP6tcOB5LuYvSIJ00ZHWoyqchoEVR8ltGg0JSUl2Lt3L3788UccPnwYAJCWlgaVqvVXVaFQiLfeegvHjh1DWloa9u/fjzlz5ugpDQwePBi7du1Ceno6kpKSntgFRxcqlQYKhdpkDUdN01ZzenT9ZEyhKbyUlsAUT4dJGwT7OHGmi1geiZUpB4qi4OZkZza91sbJDhoNBYqiEBflo6fyqwuhEBa9apqSnhTxtSkURobfFKwtoke2czMtR6OmQPC4vyMJAsP6BEOpBO4WSNlzUZS2tf27f9Kx61Q226kW4OWAwpLGDEGApwNKKupZ9etpI7VpKpUKrNI2wSOw82Q29iVnI6q9O6prlaiskZtN451JKwBFNTzLP55Hlw4e4PG0sj9xkT7oFe6DuEgfo+aH6mq5xXtuJxJg1a8XTH6voSn2OoBG/51dp7JRLpWb5XrRNLDstT6oqVXiwo0SzF11HMu2poKiLHCgNqdAyCew54x2rq1p6nhieDpSqRQffvgh9u3bB6rhSWO0zl566SXk5+djzZo16NatW6sP+EHiUU6vWdNVJxCQOHG10KyVsKFlrTUCjffDg0MXYrEAhy/kGnEfdDFlZBjKqxXYceKO3ufW8EimjAzDkJggVOuki8yl1wiChw4BLjiXXoTsAqmeQrCuD8tXb/XD5VuW/WNGxAVb3RVJCvhQqrXGa6bui3V8jQEQkgRUjE9QsX5KzKtNY6pJN91TJ1di16lsdj5MKVgbnovxgOGTBNYtGACC4KG0Ul8ih1G31uVf5RbX4uXBoRAJ+KislSP1ejHLLTJM4xn60kwfHYEuoe4Q8vlG91EkIDD1k8NQayjMGBMBlYaymFLt2sEDdiIB5/cllXXwdLVHhwBX3M6rhKujGEs2nAZJGHvv5BbXItDLQU8miEmZEQBebZhLa59d5rknCGD9goGcnXK69+J+/70aotXTazKZDOPHj8eNGzfg5eWFmJgY7Nq1i/1eIpGgtLQUU6ZMwT///MOqAtjw4EEQPLNWwoCxZS3DmjfJHRGQ9717jSSNeTqGyCmuxYuDQrHndLbeOP08HXArt8rivtJ6FWYvP4KlU2LMptc+nR2H2joVXv3siNF86HY18UkCAV6O2Hkyy+y5c5uY7tCotN1tfDHf5H15Z0I0CAJW3TcSwJCYIEjrVdh9KptNiQGASEhg7fwBaNPHDhXV9ZizUuuXozsfiydFW3xGbuVWsQvOkknRqJOrkHmvUq9biznWgnE9MG/1CdiJCXzzzmAANG7lVqO0sk7bbOBqjzdWHcWs56KQ4OuHlIwivTHronsnTxSUyUymNr95ZyBmfpYEXw8HiISk2fRaXIQvckpqsGzzSc7vO7Vtg72n72L1r5eweFI0NDQFktBeb5m0Hit+usDOp2uc1vtnzsojUOpEuky6d/XcBMz78oTVXKOXBjc+92fS8rF4YjSnyvSSSdEQksQj173W5Ejnyy+/xMaNG/Hiiy/iP//5D4RCITp16oRRo0Zh+fLlAIC1a9di7dq1ePbZZ/Hpp5/el4E/CPwbIx3AvPPlg+LpWBPpDIkJgrROpTfOgT0CceRCjtVR0ozREegZ5s355s7jActm98HSjWdMvkmufKMvrtwuRVyEL9ycRdh12rJ/TFMiHb3zcdwXpvjs7mTPKg8YRgXJ6QXo08UPYpLH2g2oNBoIGgQ+DUU4BSRpNpLZsDARShP718mV2H36rn5jAUFwNikwjPnjl/IQEeKGyzdLMTw+GF/8chGBXg5wd7FD5j2tl0xxZR0qpXJO7TRAy+Vi6kMmx70oESTJQ3WtAhKx0OS2IiGBr9+2zPRf9/slXMkqZ/9dXl2P3aeyMWFYZ5y4nM9Gw5NHhFucz3JpPeRKDe4VWtEY0DMQMrmabSIaGB3QKIraEFXFRvhC0ARh3NZEq1sb7Nu3D76+vnjvvfdMKjfPmTMHQUFBRi3ONjxYqFQabZeaiTdrU5wexvlyWO8gzH42CsN6B4GkqQey4ACNPB1z4+4d4QOZTAGSpjAiLhhz/q8LRsQFQylXWty3V7gPdp1qSMsRMOIAMQgPdkPanTKznIuMuxUYERcMkqZQVVXfYGtt+tyxET7NJhwz92VUn2BMHNYZ3q72mL3iMM6lFeHctUJs2XMds1ckoayqHsG+TiirqsfsFUnYsuc6zlwtQG6ZDBRBICu/Cq8tP4o5XxxG1/YemDi8M7q298CcLw4jr6jG5Hww13wmvQCO9toW9Kj27pg5JhJCPonXVh5GUkqu3rl/OXATvcK9seeMcVccw1mJCHEDADjYC7BlbwYi2rkhvosv4iJ9kZJRjCUbTiPpXA66dvA0ObcfTo+3PO60AqhUGjjYCXEnv8rkthOfDrN4rOT0AvSK8tH7d3ZBNU5fLcDZ9EJIRHws2XAa/bv7WzWf1TUKbE+6hd4RPhafe3m9EiRNISHKB5Oe7gS/NvYgaQqDegRg+shwDOoRAJKmHrkIh0GTF53CwkJERkZa7GDq2LEjioqKmj0wG1oHfB6vWZweAKipUaCqqq5Z7dEt9cBheDqmirFCnc+rq+tRUSFDdXU9BAISdkLC7L53i6RsesbXjBW0JUtkAMjOr9ZrR7XkHyM2wZGSSIRwcrKDRKJ9kXNxsYObmwQuLsYcH4IgsHlPBiv4qcsNMVXczy2pRXahFK9+fgRCAYmVb/TFpKcj8Naa4xj//gFWhFPX5pkkoVdEZ/7kOwa64lYDEXXe6hPYdeoOPF3tQVOE3rkJXmPBH9AXGmWaQPgEAYVKg3e/ScYPO68hKSUXP+/PxNKNybhbJMWns+IgFhF4ZUhHODuITN7Xdv4uVnVeMl2NBI/HWlQbwtAaWxeMbbSdSIAOga6IaKf1G6Io7X1g5prmASRBoEsHd6s9mngkAQGfwKez44w8griee8MmIrlcBZlM8UDbo5uDJtd0JBKJVYtJfn4+JBLTba02PBjQFIUgTwdsWJhoFaenpWA8cA5fyG22Bw4AUGoNQnycsKHBHtpS2oDhIiVfLUR2gRSDYgI495XY8XEopVG5Qld6xRAV1XJ0CfUwO862Pk6gqMYMtVqpNittYxgtkgI+FGoK+xukfBgvmV2ns01yfDQaSm/M1krTFJXJ2A6+FW/0hYqisGHhID276qIy7XzoWlufvJyPQG9H7bZ5lWjjZKdnH7B1byYmDOuEtfMHNKb2vBwQF+mL0so6ANqC97lrhVqZFi9HViInqoM75q0+YYL0mor1CxPx1TztfTycmquVrlmYiJTrRcjKl7KSMCVWqnYXN8zBip8u4KOZsTibXmhEMzD1TMRG+rC20UqVGmIhid4R3sgukIIgAA9nO8RG+iDA0wFB3o5YvzARKjVlcVw9OnnCXsRHTJgXfj6QiUAvR6xbkMh6BD3sdFlro8k1nddeew3Hjh3Dzz//jK5duwKAUU0nNTUV48ePR2JiItatW9fqg35QeNxrOoYwtBJubZjywGHe0porySEWC0CSBDQaivMtzhQXSSt+2R/e7vaQ16vYfXU79EgS2LCQuxZgTU3HXHeQs7MdO26u+0UK+Lhd0MjpsWQpzXB8nJ3tUC5VsGMmCGDjooGYzaFTxuy/buEAzPq8sQA/dmgnXLlZisx7lXp21WIRgY0LB+FOgTHXiBmHm5MIc1efMDoPQQDD44KRGB0AX3cJJny4DxsXPIWsAm475U9nxeF2XhW+/cd0zXHqqHCkXi/BlVul7GcCPoFPZsXB1VGEr367jGvZ5ZgxJhI9OnlZ7KqbvSKJtYNg5sDQII2rphMb6YP4Lr748tdLiA7zYv+fq7mkc5ArwONh9vIkdPZ3xewXu5kcV3yULwbHBBo9u3ySwMLxPeHv5QA3B6FFO/RHCa1e02HImDNmzMDPP/+MW7duAdDaABQXF+OPP/7AnDlzwOPxMHny5GYO24b7AUucnpbCEremuZIcltIGprhIShWFN1YdQ6VUYTIFpiu9Ypi2IQmtgrQproil9KRu2o8LCnWjhIk1ltIMx4ckCZQ3qAs3VZrG3h745aOheH5gB7w7NQZCUaM3jUhIYOG4aK0Fsplx2IuF4Mqu8/nAoOhA+Lo7QMgn8PbL0XByEGqPw9M/FkFSaOMsRpaJ7krG9yfYxxkzxkRAoJOlVakpLFl/BjTNw43ccoiEBJ7qFWiVpbeu/1BJRR1rdKe77aLx0eABevPLyOZoKIr9f675+fLXS1CoKJy/VgSFksKV7HKQBLdHk4BPYNzTnUzy6JZvS4VSqYGaw9bgcUazeDrbt2/H+++/D7UJBykej4dFixZh4sSJLR7gw8STFuncT1jbcdbakhzWdOjNGBOBvpHmO/RGxLeFxE6IM2n63Vi3citx6koBm1YprqhDiJ8Toju1LD2pK3MDwCpL6ckjwzAyPhg0Dew+0yjdY600zYBu/pxK2gI+gROX8/BUTBAEDeRDS+PQlbkBGhW/DY/NA3CmoauO8SNitmX4LoYdaaa8aGRyJebpRFiTR4ax18TMQVMsvaeOCkffLn44fjnP6J6XVdezx76VW4nSyjps3nOdldD5eb8+R8jU/DDb9+zsqcdFCvByQL+u/jh9tcDss/swZGxaivsig/Pss8+iS5cu2LJlC86fP4+ioiJoNBp4eHggOjoa48ePf+JENm0wD2u5Na0tyWENFym7QIp+OrIsQKO684i4YDYFxucTCPZxRqC3EwpLajFr+WFWfp5R+U3o5ochvYNQXi5rkUmeoeSQJUtpoJHjU17eaF9Ng8I372jtlM1J03y3eJBZJe3+3fwhaChkW1P47qszn5YUv3t21qa9Fk+KxqZ3G9Jtm1OgoSh8OisefJJg97PkRbN6XgK78HTt4MFeEw2KTZOCR2HB2J4Y2rstLt8s5bT05pME2vu7YNqyg5gyPALxXXzZe86DNhU3Y/lBqFTAu5N742KDwoI1zSV5xbVQNrzgtHEWw05EIr9UhjW/n8KQXkHsvdm6L8Os2Rkz14+JPKbVaPKic/r0aXTu3Bnt2rXDhx9+eD/GZMNjCI2G0vNG4cL9kOSgKBrBFvyFgv2cTf5x60aMrq52yC6s5nzLp2kgPasc0eFerAqHISQSIWtPYCkHbyg5ZK6hgUFAw/w5OorA5/Px/X8G4tXPk3D+WqGRNA0DkgRefS4CLo4ipGYWg0bj2Hk8oFOQK05ezkc7P2doNBqthEyUD4rL63Atu5xzYQ3wcoCvhwR8kgBBUhYVv9cvTIS9hEKIrxNUDak7iqYwIj4Y9Qo1lr/RB++s1XolcXnR6I5z0rAwiMXAkJhgeLra40hqHuzsKXz/ztPQaCiWtLpsSypbhyF4BEb20Tc4WzQhGiTJA2j9iI3tEuOTkMu186dQqtHWR/uMWdNcwjyPJ6/ko7Jajqj2HnjryxPQUBSyC6SolilRUS0HeECXDpaPpduo8iSgyem1fv36gSRJHDliLA74pMGWXmsaHpaEjobHwywzRfQVb/RFRlY5p7K2IZpzDUwHmpH0Cp+ARmWa22RtQ0PjuRMBwOg8BA+gaGOZHN0ONEMZF92UIaOg3DvCB3cLqnHuWrFJqR9WUkdAQqmiIBaROHoh12I6bnhcMOoUahy9kMtpQR0b6QuVWoPU68V65EjdjjFGgy4+0he386qQcr1YT4E5KTUXzw1oD74OaXVEfFvYc1ic38qtBABO6R+xgIBcReF2XiXa+7vq2YMz0ZmhEKju/Kx4oy+u3ipFr3AfZN6rQG29EteyKvSuw9tNgogQN4iEJBZ+feqB/83cT1hKrzV50YmMjMSAAQOwZs2aFg/uUYdt0Wka7lf3miWY6l5juolOXylgpWoMlbUNYcrQjbmG9joq0QIBCb6Aj9zSGvxnwxk9W2OmgN/e19nkwmNt95rEnsCP/xkCsZCPonIZ3lh9BAqF/nnaejvhbpHUqk64T2fHoUam4uwoM5wv3X8L+NqOM4mdADnFNfju74v48d3hWPO/y0hKyTV5fwbFBGLS8M4AeLiWXQ4+QeDzbfr2yodT72HNWwMgEvBx6nI+Nu1Nx6vPdEVYSBvsP3MPu07dYTvvnBwJbPrP0+CTBORKNWZ9fgCfz9EuhHVyNd5ecwzjngpDZAd3lFTWc3fhTYzGvaJq/HwgE1NHRCCyvTsCvBww5eO9qJBSRilDa7vXlk6OgWcbe1y+UYIt+zKwcHw07MV8lFfLObf/YEYvyOUafLY11fhYU2IQ5GH6WX1U0eqLztixY5Gfn489e/Y88Twc26LTdBB8Uk9U8kFxDLQ8nUZ/Ic82pt/UNyxMBEmb/kO2JANk6E9kLiqw5lxMcd/wzTy3uBZjn+rYOJ86b+o0aMxclsSeZ/3CRNzKrWTf3JmaT3PawD+aGYslG06DphulfgrLZWjn54Jz1wpxt1CKED9nRHf2hlhE4OiFPIuRTtf22jSSWMzHmauNcj2GfjFJqbkY2DPAyHabaYgY0CMQKo6o0lCY9FZuJdr5uZgVw1w7fwBb85o4vDN83CQI8XPB3cJqtPVxNpo/Juq6k18FgIcu7d1x5XYp7hbUIMhHO8Y7+VVIvV7MjoOJlgx11/TH0R8yuRoXb5SgqLwOQd5ajhOJ1ufRPQi0+qJz+/ZtzJkzBxqNBmPGjEGnTp3g7OwMwoQtoaHF9OME26LTfFji1tzP897Iq8ZfR26ZrElw6c1xwdXVDgRBgKIoVFZq59vaqIrB5JFhGBoTyFnjYSKd5dtSMPHpMPh4ai0BfjuSge/eGQKFSsPpzcNEN/6eDuzCM3lkGLzbSLD8pxT89tEw7DVhNmdN95Uhf2XxxGjw+QTnOOa93A2dgtpg5mdJZlNEc75IwrC4YMR09kG9QsMZZS2eGA2RiIBCQZkUsPRwscO8L09wzgfDNeKTBL6cl4CLN0rMdlMy5nL7ku+xCy1JENiwaADOpBVyzl9kiBsG9grEheslqJLKQfOACU93BngwGe26OYmQlJJr0kBv2uhwnEsvAk0D7i52mDS8M6j7RGt4EGj17rURI0aAx+OBpmmsXbvW7LY8Hg8ZGaZvug1PDgyL6PdzoTFHcqVpGqevFCA9q5yVLGnjLEZFtZxdhAyVtU2BWWh0Yc6f6MtfLxmx3M2Z3unydL41aJud8skBrH4z0WKBXiQCFArteYb0CgIPBEjSdAeaNd1XReV1cHUSA9BGRp5t7LFgzUnOcaz+9RLWLxxgVnVa1UBgfXlwZ1TVKPDaCuPoQ62h8Pm2FJMWDQzXa+2CAaAMIkeKpnD1VhleGhyKUQnB2H0qG+lZ5Ra7KXNLatEhwBnvT++F23lVCA92w7XschSWyUzPn4sYabfL2E5DkgRcHMUmx8zcJ1NW4ABwt6AGLo5iJKcVYunADqAfQYvp1kSTF53o6Oj7MQ4bHlMYyrhYW0RvDgylbrhst5luNsMCdJdQD4wd2gk7T2YZSddYC4GARPLVQrPijelZ5QgPdmOjBFOmdwxPx9SxVr3e3yrRyTVzEzHz8yMI8HKASk1h/cJEI5kcXVjTfeXtZo8rN7UKAOHBbrh6q9TsOI5fyseAHv5Y3yA7xKYkI7VNDjSANfMGoUIqx/mMIpPHGtIryOI1n0svxPC4YDZq0OX0fL8zHYHeWomdkkoZFBaihUAvB8RH+uH4pTzcLZSyz0htnZJz/iYM64T+3QNw8kpja/vUERFW3adQfxeT4/D3lMDbTYIJT3e+L9JUjxqavOhs27btfozDhscQhoVwBgw/w1wRvamw1nZbpdKgd4Q3nB1FRh1GujIlzVFlsIYTpBslMKrSnKk1C9bgLk5iq/gyQ3qL2PNM/vgACB6BVW8msFbXhj+G17LLMe7pznrcGF3wSQIRIW745YA2/ebuaodcC5bIJRVague5jHyseK0fhvZuCyGfh5o6NUDTbGPG1FHhZq/JKtvtButrwDSnZ9veTCyeGI3YCB/zdtcRPpjyyUG9WgvzjPSJ8tPblznXzM+S8OGMWHb+rOVXMS3XXOOI17GdeMwa1ZqFFjP1aJpGVVUV6urqWmM8NjxGUFiQS1G2onwHk9bisg82tN2mKJiVKWku7cEaThBjW8yklkR87tSaJWvwKqncKt5OdY1CT+JFQ1FIu1MON2cxNiwaAJGwadI+88d2x82cSoQHu0HAJzAwOgB+DerJptDW1wlSmRxKJfDm6uPYf/YuSirrUSmVw04sQElFHWhQKLBgq22N7XaApwNKKmWYMToCfbqYsXbekgIBaV7x+8zVAqPiPvOMaCgaiydFQ8AnENneDQN7BmHnySyoNRR2nszC3Je7gU8SVvOrPF3tIeBrF/SEbn6ICNHO79IpMeBDK1ElEJAQifgQmFAif1LQLBkcADh16hR++OEHXLx4EUql9k1OLBajV69eeOWVV5CQkNCqA30YsDUSmIahjAsXzBXRmwJG6sbFUWSSd1JVo0BCg79Jc4zrrIU1nKCrDaZuwibwdAwhsSew+k3LFtQAj5V4McXLYY3VTEj7FJXXoZ2fE3p29kZWvpb/otsx1rmtm1leyuq5CSgorcWyrangkwS+XzIISo4OM0sdZdbYbq9bMEBbU6YonL1WZNHwLKGbP5Q63YGMbXRplQz/MZDF0cWk4Z3Rt5s/NBoa568VIrtQynJrGHdYZv76dfO3eJ8qpHK0cbJjO/J01ddpitbrhuRKGz9OaPXuNQBYt24d1q5dC5qmQZIk2rRpA4qiUFFRAZqmwePx8Nprr2HOnDktGvzDxuOw6FhSMr5fcHKyw4a/r1rkZ8x6JrLF4xKJ+Mgtk0EmV5vs5JKI+QhoKNZu2puJwyk54PG0NQnDRoLBMYGY9HQnKBRNT/2Z6157d0oMOga5gkfTVi20ptKTLCfI3xm38kx/H+LrjGnLDkKthklejlhEYOOigXB2EEOpUmPKJwcgq9N+z+MBUe09MOu5SNTWqbB4/Wmj7qu5L3dDSYUMnm0kJlWVq2sUCG/nhgVrTuKbdwaiWqbE5t0ZuHq7lE0XMfepjZMIFdUK7u61SdEQCU13ry2eFI17hdX45cBNbFiUiN8O3eB8/khSW2uJ7OABd2cxpnxyAIsnxMDHzQG7T2ejskYOAZ8w/+xGB2Jwr0As3XgGHQNd2WfoRk4l3nxJ26XISCO9MqQj6pUas/cxq0CKj380fmY+mx2PWrmK8ztLnLJHFa2+6Jw6dQrTpk2Di4sL3nnnHQwdOhRisTaHLZPJsH//fixfvhxSqRSbN29Gr169WnYFDxGP8qIjq1dxijeKH5CltLWRTtf2HrAX81v01iYQkKhX0xbZ+nZ87YN+4moh0rPKORngO09maVMczYx0AGNOUEv8iUgBH0q1MSeoTqHCrpPZGDukE9Qag+8jfcEneJj88SHtMUyoGXw8K5YVv9R9RtQaDbYfu8MeCwBmfW56bj+aGYudJ7P0RE/9PRzQMcgVO09moVNbV8RF+IIGGnxuqvXmm2khZ/lEeZXo4O9qFH2UVdXhyIU8JPbwh7uLfWNTgo5w6da92lrT6IR2cHMWGbVEm4r2BCSB6csOQ62hrGobnzY6HLV1anTp4G70DO0+lY0RfYJZLhMAfDkvwUgwlol2lWoNZ3RsDWfKEs/rUUSrt0xv3rxZq/v0/fdGop4SiQTPPfccOnbsiBdffBFbt259rBedRxUyhcqseGMHHdb8fRuDTGmyWA00FtFnLU8CDy17axMKSRy5bLrTi+kQYlJ596uRgAFNUSABJET5oH9XX7Z1uzmJao1KKzw6NCYQJJ/UthSvPAKFUjvuwyk5kNgT2PSfoRAJSWg0WltsFU2wxWyuDqqPZ8VCoaSMFiLmGRk/tBMc7AQgCGDnqWyLHXk1MiWWbDit1RF7uRtW/nIBW/ZmgCQITBsVgdziGpPcJQBITtN2/d3Jr4KIT2LOyiN64pdvrDqCT2f3QVykD5LTCrHvbDaGx7XD1JHh+PVgJkviZLDr1B1sWDQQW3WePybaM3XN817uhhU/XcC17HKMHdrJbDNFt1BPZBdKTT5D5dVytkuRTxJauweK0t5HHeoAAR7OZxRznscaO/TzGUUtekF6FNHkRoK0tDR0797drIp0REQEevTogStXrrRocDZwQ64wX8BXcDCf7wdEfPOF2lu5VdBotOMyLPY3BZY6vQB9Psz9aiQwhCV/It3CsKEdtSFkMiUqpXK8+nnjgsN+V0fhlff2o6SiHlVV2lSl7twb2ivz+YCni8TiM0LTWutrS9bMzhIRotq7g08SGJUQgqTUHKTdLgdJaO8zZYG7NKpvCHg87fG83ST4bGsqVGqt+OWNe5XILpBCoaSwcM0p2In42H06G6AJRHVwx77kbOw8mQ3DdxWKAu4VStlif1QHN0S2c8fOE1mgaEqvYK+hGj2DSFIr3so0AwgFhJ6NtlBAYNGEnhCL+Dh0Lgcaivua/Dwd4Ook1rGR5rH3USqtZ9Or5joereFM3S2Umo0aHkc0OdKpq6uDq6urxe1cXV0hlZpvL7Wh6SAIWOQFnEkvwIi44Pte49Go1Gjva2zNzBSNGQtkZlzNfWuz1OkFNPJhrOHSnL92f98ejfhEfk6Iau+OK7dKoaFoTh6TVePWmT/dua+V6/NKFrzS0yruyMj4YFAUN6dHl+d0I6cCbX2csG5BIurkSiSn1WHyyDDENnjcnEkzfy6GuwQAV2+XIjrMyySH6sa9Cswf2wPtA1xQXlXPptO4UFgmQ+e2bbBugdaKfcveDAyOCcSsZ6OQnFaAvNJavWMnpxdg6ogIfLsjHclphejTxRdr52u5RXfyqhDo7Yi18xNRL1fhlwOZiGjnhpcGhxrJG6k1FK7eKsWQ3oGYMKwzJGI+5HXcNTxzHY/NsUN/EtDkRcfX1xdXr15tkEHnbu1Tq9W4evUqfHx8WjxAG/Rh7s2UQe598K0xBSY9NDy2LQrL65B2u0zPh0YX1ioBGMLaVJ5MpoRIxLfIpWnuOKwBZ6NBir5MDhePyRoOkOG4mbn3bWMPic78eLs74Pz1YrPHyi2uBcCDUqkxmltG3NIwtbRlz3UsnhSNZwe0R26hFLNXHEZcpB8EfPPPGsNdIkke+ATBeWzdpgSVSoPXViRh7dsDzabA4iJ9cSO3Eks2aGsisZE+AA9G3XG6x/bx1LZ/TxjWCWKhiVTcxGj4eUiwdW+mUYqQQV5JLZ7uHcT+nclNXLtKpUFMmBc27c5oFmcqOszriUqtAc1Irw0cOBBFRUVYtmwZp7kQTdNYtmwZioqKkJiY2CqDtKERpt5MdRFwH3xrAJjlEdTXq3D1dhm+3ZHOueAALXtrs5TKY/gw1nBprB2HWCyARCKCWCywuC0DSzI5o/qGsOkeXR6TuXEzaa74KF9OXyClUgOhjgV3UZm13jwaaDQUSILbmtlUaq66RoHPtqVCrda+rVs6l7ebPaQyJYbHtUVUBw/W9tkwBfblr5cQ1d4dSSm50GiAm7kVWPFGX3Tp4AHdy2buOQWaHafuuLm4XF/+eglRHdxRVCYDQQBxkeY5PnGRfiAI7hRhRIgb4rv4Wv1ix+fxsHRyDKcdOp/kYemUGM40nyU79McVTe5eq6qqwqhRo1BaWor27dtj8ODB8PPzAwDk5eXh0KFDuHPnDry8vLB9+3a0adPmvgz8QeBR7V4rlyoeqG+NoaqyKR6BJQ5LS8dlSf25tcZB8EkoNTQnp8KcUrY11tm6YpqGPCauceumuYrL6/TmHtAucnfyq1FULoOHq71FlWmuOVDzCKg0GtZCmrFmtuYaBHwC6xaY59asnpsAkZAPggecu1ZktrMwPKQNqmuV6N7Rs/GaG9KTV2+VQUNR6B3hi3q5ChdvlrBW10xHmq+7xDSXq1aB+Egf5JXW4k5etVmODyMGysjtjB3aCUqVRmdcMgQwHaMiAmq5+cYdcx2PBEk0y4/pUcV94enk5ORg7ty5rJgn8/bFHCosLAyrVq1C27ZtmzHkRweP6qIjU6hMqg8ber60FOZ4KYYdaWa3baE3CHPsZVvP6ykyb9mXgcUTWm8cTfEEMhQeFYn4LEfIFAZGB0Kp0uDk5XwMignEq2MiIZVyK1jrerhwXYeDWIB31p9GXJQPyzthOCrRYd7IKamx6hlhrnnlLylYMy8Rvx2+icPnTV/D4JhAyJUaJKcVYsmkaLT1cUJ2oVTvXAwHaPKIMMiVanzwfTI+e60vrt0ph7OjyCTnR8gnQNPAip8ucPKgvNvY4/VVx9A7wkePa5PQzQ9Px7VFnQUul1yhgZ2Ij4Pn71nkmAX7OuH7HekID3bDc4kdIBaS+OD7ZDwVY+xCam3HqOEz87A8qO4n7suiwyAlJQUpKSkoKSkBTdPw9PREdHQ0YmJimnvIRwqP6qIDaHk61rz1txSWogZDHkFrclhaYxwp14uQXWD9OCw5h25YmAg+D5yRn1hA4sSVgmZHOrrjPp9RhPAQN8znUHdmxvLxq3FYvP4UwoO5eSe6PB3dJg+CAGgKevPF8IVuNkQE3/1jRtFhTARcHLTqEDK5EhKxEKVVMni4SJCSUQQa0EYmt0uRXdDI5L9yqxR9uvhh7urjnNck4BNYu2AAXjNzn01dc5cQN7z2YjeLXK51v19CoK8T3F3sLEY6DvZC+LpL2Mimfw9/eLpKkJxWwDqe9gr3QXJ6AfpE+TWLT2PN8/av5+nool27dnqq08XFxSgtLW3JIW2wEmqltog8Ii5YT5FArWy9B7SpHVVA63JYWmMcQ3sHgcfjobZWYXEcYrEAhy/kWuz66tHJC2+u0v/hZIRHY8K8OYvGgL6YpikxUGbcA7r54djlfLNjSbtTxsrxc/FOlm5IBp8PLBgbjaG92+LyzRK8seoIFoyLho+bPZwcRZDJlOARBLILpfh0y3l8s2ggauUqs8XtqHbu8Gxjh3Ef7MPkYREIC2kDuZLC+j+v4NkB7VCv0OAtDs+b+WO7o6Cs1uQ1dQx0xbl08/fZ1DX3ivKxqmOvV5QPvt+ZjvULBmLbPvNioLfzqtiGhwnDOnHznvZpGw9Kq+oQGuACqdRUS4ExrH3eBvUIeKCeVPcbzWpxunLlCoYPH47XX39d7/Pz58/j+eefx/Dhw3Hz5s1WGaAN5lFdXY+KChnbHt2aooHWdlRxvdVY4rA8qHHQNDh9d7hAkoRFD5ac4lpcvW1M6GO4SATBXTRm0kc7T2ax/BZTYqDacdPIyje+ZqaQndDNDyRBwNVJrMc7MTwvaAIqDYUvf7uEZVtSWY4XnyTZ7lOm+UGpoiAQkLhyq5TzWMw1XL1dBooC1GrA19MB9mIhlm1OgZODEI4SkVFqjJmflT9fhIerPUzVxts4iy3OP9MJZ3jNvh4OVnV1hga6gqaBM2n5JhtTFk+KBk01NilY03jg5mxnspvXFKx93h5UJ+qDQpMjnZs3b2L8+PFQKpXo27ev3nc+Pj7o2bMnUlJS8NJLL+GPP/5Au3btWm2wNpiGNV4zTUVrdoK1BA9qHBoNhSArur4KSrlTrmoNhbPphejbxRcbFiY2phh9Gwvhndq6YsqIcItioFzXbOgRRBLAmH7ttG/EDe28H82Mxe28KtwrqoGXCctuXZ6OYRRZXlUPDUXDxVFo5I8TG+GLkioZyqvroVRp8OmseLg5i9kIw1kitOi9c/V2qZ7fkC4qquWIDvcyO/+6Xj+61yzgE1Z17AHAp7PitfI9QW2wYVFiQ7pMK7cTG+mLmjoFzl5rnJPhccE4d818BHb2WiFGxgebPb8hrHneAu9TJ+rDRJOX0LVr10KpVOKzzz7Dd999p/ddz549sW3bNnz22Weoq6vDunXrWm2gNpgGU4CetfwovtuRjsMpOfhuRzpmLT+KeyW14JmwErcEhmNg9PbcgAfFI3hQ45DLVegd4Wv2PL3DfbDnDLftMKCNuEietl6SEOWDSU93QkKkDzydxRjSK0grk0JTFruSVCoNYsK92bHocmd+3p+JpJRcbNqdgUVrTyG+iy9iG+Rjlmw4jV7h3ugQ4IIrN0uxZMNpvQWHAcPTMYwiF6w7jn5d/aFQUnhtxRGkXCuGQqlByrVivLZCq5bQr6s/pn92EO9+kwyhsFEtQipTWvTeySuuhbuLHed3N3IqEWth/iNCtKk1Bsw1/7Iv0+K+sRE+WLTuJN79JhnxXXzh4WKP1784gu4dPfH8wA4oq6rHrOWHcTGzBHkljS8WPh4OyLFwXbnFtVA1UQnEquctwueJSq0BzVh0rl69iq5du2LMmDEmtxkzZgwiIiKQnGxaOtyG1oM5bkhL5GcA0xwDpoPqQfEIHtQ4hCQPS8zwgSpr5EaSLLrQjbh0U4yG8iiW4OxsB4LgYe7L3SDgE2a5M7o8EpIgIBKQkCvVSM8qN1nDYng6hhGVRgMoG3ySVGqtmsDJy/lIzyoHRVMoqaiDxE6AScO1/Jfkq4VshFFRI0ewn7PZ6wr2dcLTsW05vWWWTIpBvUJl0utn6eQYkCQPJGHMdxmREAKxwDyXS0CSoOnGOZOr1FAoKcxdfQI8AHvOZEOjAa7cKoO3W6O9dGFpLQK97k9EYul5Ez5hqTWgGem1qqoqdOnSxeJ2fn5+uHHjRrMGZYP1aE6RvSmgKQpBng766aJW6kh7FMdBqTUI8XHChobUUk6DCrJWqZgHlYa6rwxyvpAPuYrC9XsVuJNXjcx7lVj5Rl9cvmk+bXXjXgUWje+Jdn4usBfxrVJwAIwZ86bsl3XVmzf+fRWB3o7YsHAQqxi9bW8m2no7sRptps7bOdgNcoUa6xYksjyomHAvvPFiN/AA1MpVyCmWYu38ATh3rRC5JY0q08npBUjsEcCZ9hPyCRy9mAd3FzvO72/lVuLE5TzW6lqbCi1iU31n0wsxsk877Dhxx6hJYc+ZbIuNB82NSCw9b49bu7Q1aHLL9PDhwyGTyZCUlGSycEZRFJ566inweDwcOnSoVQb6MPAot0wzjQPWcENa4h+jC0OOwcNCU8bREtM7sVjAdgYyPyiGfCFfTwcUMHyhiS3jIvGFfNzKr8aKn1Lw1bz+EPBJ3MqpxNmMQhA88/4vg2MC8WqDd5GLiz1yS2pQVi03ydNxcxYjwNMRcrkKJJ9AWbUc8748jiWTYnDycr7euUx59TBF90BPR+SU1KC0sg5qDQUXR7FRVCbgE3hvWi/IFWqIRXx8+P05I++eheN7wsVRCD6fwNKNp/Dm893h7S5BUZkMq3+/iGWz+6BCqsCKn1Iw78Xu8HZ3QFFZLb764yK+e+cp/Lj7mh5XieFy/bBbq5LBcG+YdnCGM1UplSOhuz9iwrwwY9lhhAa4oleEN9r6OrHjZOyquXx+WotPw/W8PY5odZ7OV199hQ0bNuCFF17Ae++9Bz5fP1iiKAqfffYZtm3bhkmTJmHRokXNG/kjgMdh0bGGBd8Sp8zHHffDaZWJRlrby0jNI1i+i+6x+3X1x+m0AvPcmdERrLNqG0cR9iRno52/MydPp6RKBgI8eLjaIznNQHWBz8Pxy/msT5Iprx52Lhr4L0UVtQjxcUHShRxk3q1kGx5KKurQpYMH2vu7IDmtAPmltfDi8NphjrXijb5Iu13K+uskpeay8wvQ2LLnOkb0CWabKQK9HBEb6QtZvRJXb5c1SWVg/tge8HGX4OKNEhSVy9DOzxk9O3vjTn4VUq8Xo62PE3qF++BuYTXOZxQjsYc/PBp8ftiIJNLXrODnvxGtvujU1NTg//7v/5CTkwMPDw/06dOHFfYsKipCcnIyCgsL4ePjg+3bt8PFxaVFF/Aw8TgsOsD9l595nNHai445t09DEc+mjrO4sg6F5XVGxx6d0A6DYgIwb/UJk/d49dwEHDx3D/uS72HxpGgEeDpi9vIjAI/Cgld6wstdguIyGVb8koqxQzojyNvJJAvev2FftUarYaaiKItmfQKSQGGZDCP7tsPs5UegoSiMiA9GXJQvqmsVWPnzRU4FgtNXCvQWHoY8m3mvEosnRuNeUTW27s3E6IR26NzWFWqdVmbDY3UMcMUsM4vj2vn9MXvFEVAUEB/li4HRAZxzoDsuJgILD2kDHkVDLlfpRSQikfal+2Hbxz9KsLToNLlK5ejoiC1btqBfv34oKSnB9u3bsW7dOqxbtw5//fUXCgoKEBcXh59//vmxXnAeJzyMYn9r8oFaCl1hTku+NS2FQm3ey0hXxLMpYyFJAnyS5Dy2l5u9VdwZb3cJOw5RQ1EdNIFlW1Mxd9VxLNuaCoJHID7K1+jHlrmGTzenQGDGq4cLucW18PFwgL+XA7ILq7F4YjRIgkC1TAmxiG+04DDn0m2AYMDwcHSFN0kSCAtuA38vR85mCoqmcCunCvZiPr6clwChgJt7cyatABSlTfWNHdrJ5BzojkutobB8Wyrq5Wq2UUAuV0EmUzzWKbCHiWYpEnh7e2Pjxo0oLi7G+fPnUVpaCrVaDQ8PD3Tr1u2x11x73PAgi/33gw/UXDDCnIcv5LIpol4RPrhbqE29xEb4ol6php2wRcIbLBiLbnMF/TPpBUjs4Y96BYX953OsFnCkacoko76wVNtmfPpKAT6aGduQWqqDt1sjD6dTkCvKGgze1BoKxy7lIaGLv5HX0cAegThywfw1nLich85BbbB+YSJkBl49XAjw0tZOYiN9cOJKPjQaCmvnD0BZdZ1F3g7jtcPwdnR5OGoNhezCaqx6sx9yi2uRklFkdKwJwzohLtIP564V4sfd1xDU4InDWF8zVtjl0noUltVh+pgIRId54Wya+eYb3XGpNRROXcmHt5sE7fycH8qz/iShRX+NXl5eGDlyZGuNxSJSUlKwatUqZGRkwNHREUOGDMFbb70FiUTb3njq1CmsXr0at2/fhpubG8aNG4cpU6Y8sPE9TNwP+RlDmBLSZCRgmmtH3RyYEkrc2uCHotFoJUsWT4pGx0CXVjmnNQ6mHQNdcZNDjJXLQ0cXNM0zeWzd7qmz6YUID3aDq5MYV26W4pcDmSAJAhOHdcbsFUfYfXKLa3G3WIrPt57HN4sGwVEihEat0TpuWhG5CPkkvt95ClNHRFjRCeeL1784goTu/ugd7oPXVhzFT/sz8cYL3Rr4QKZR3BDZMMdiZIIALTeJ4PHw9lcnWVFTXTDFfUP/nK0Nc/1Mv3ZwdxFjwof78FR0MNr6OqG4TAYh37InVZHOuAAgt0SGO/lSrPz54gN/1p80NLsJPD8/H1VVVey/8/Ly8MEHH2DmzJlYu3YtamrM39Sm4vLly5g8eTI8PDywYcMGvPbaa9i5cyeWLl0KALh48SJeffVVhISE4Ouvv8bIkSOxfPly/PDDD606jkcdrSk/Y4j7yQdqChwdRVBRtMn0CJOWoWhtqqleYXoumuKZY8nBlCSBNk52VqXfHB1FcHGxh6OjCADA49Emj01RjbItJEHocWdIQj91RBDAyD7BGB7fFmI+AaWKwtRPDqO8So6aGoVZFrzuvrGR3iAJAt/uSMet3Eqz/BehgMDC8dEor66HkE9g07uDMX10JI5eyEFbS0oSvo6orJGztZPaehVGxAeDJLX+OIykTkW1XI87Y1GapiFNePlGKZRKsNbYWQVS3LhbiQArPIAqdXTUmH+39FlvjkfTk4YmRzoajQZLly7FP//8g+XLl2PkyJGorq7GSy+9hPLyctA0jRMnTmD//v347bff4ODg0CoDXblyJbp27YqvvvoKPB4PcXFxoCgKmzZtQn19PdasWYOwsDCsWLECAJCQkAC1Wo2NGzdi/PjxEArvT47/34L7zQeyBkzX2I3cKtzJqzY7lnPXCllOxpm0AiM1Z67UnCXPHEsOptNGRVoUnVRpNKBJEnvP3tNLvRWW15k99i8HbuK7xQOxdsEAnEtv4K80dKOdupKHrXsz9VJNu09lI9DLEesXDMSZtHz23jAs+K0G5zHa1yBNNSK+rUlZnOOX8jCghz/kCgonruSz1zXvpR6orTcvHtqlvQfcnMR444VuyMqvQsr1YnbcpVV17H6G3BmrpGnSC+EoEeLTWfF61tjOjiKE+LuYjd50Iy7Df+s+69aiOc/bk4omRzq//vor/v77b7i4uMDRUfu28Ntvv6GsrAxdunTBN998g1GjRuH27dv4/vvvW2WQFRUVSE1Nxcsvv6znnDh27FgcPnwYBEEgNTUVTz31lN5+Q4YMgVQqxcWLF1tlHP9mNFV00/BNvqVgOCyzlx9BTnGtZVmSklp4u2vfjLX23Y0ND0xqbvbyI/hxVwaSUnLx464MzF5+BFmFUhBmhDjNOZj27eJrNm3z8axYFJbXYfbyI9jUcN5NDectLK8DoePgaXjsJZOikV9ei9nLk1BWVY9gXye0cbKDXKliFxwm1bRpdwYrkzNn5VEEeTvD09WOvTeGLHjOfRvGVa/U4IWBodqGhS+PwNvVHiP7BMPb1R5vrDqCqholunbwwK3caqPr2rw3A5dvlZhtgEi7XYZgX2e8tuIIPtuayo77tRVHoVBp+TEAjAQ+rZGmySmuRVQ7dz3poJ/3Z2LpxmRU1yiwZDL3XDPCrDRt/G8GpgRmuRpsWvK8PYlocqSza9cu2NnZYfv27Wyr9P79+8Hj8bB48WJ06dIFffv2xYULF3Dw4EHMnTu3xYO8efMmaJqGs7Mz5s6di2PHjoEkSYwYMQKLFy9GXl4eVCoVgoP1BfeCgoIAANnZ2ejdu3eLx/FvhrWimzyCgJpHGL3Jt5TDIlc1do1ZI0sS4OmAojKZ9v8bJF8YKDWmU3Ofbk7RepiYOK5GpUYHP2fOt36RgDSZIuPzAU8XCSffhUkHrV+YCJGQMBlRLN2glZVieCaTR4YhJswLX85LgJ1IgNdWGLfNM+nG9QsHsPI8hiz4Xg11GHPj+vXgTbw7WdvEcP56MbzdJHh/aix2n8pG6PAwLNts7PtTVlkPPw8HXMsy3QAREeKGDdvT9IiiuudeO38AftqfCYrSF/hUqDQWI+pALwfsPJnNeV3vrD+NbxYP1Gu0CPJ2RO8GXo7EToCxQztx8okAY4FZcw02LXnenkQ0edG5ffs2evXqxS44paWluH79OlxdXVl5HIIg0LlzZ5w8ebJVBllRUQEAeOeddzB48GBs2LABN27cwJdffgmFQoEXX3wRAIxSeUyDQW1t87g2PF4jz+NRAb/hrehhjKt3hI9Zr5iYcG9cz6k0WUQPDXCGvajpuWyCAHaeavzxsEaWpFe4N2avOMIWuvl8skHPDKwMChdYBeY+wZwaa4xr6/JtKZj4dBjiu/iisKQWr39xBAvHR5tMkS14padVfi/ervaY/d1hLBjbEyPiQ5B6vRizVxyG2mC9ZqRsJn64HytfT7Aq1cR1TSP7BFucj7PpBXhuYHssXHPKiNPy9fz+Jq+LSYn9fuimyQaIV57qiO93cpNeDdOkgHbhOZteiK7tPTDr/7pYlKZ59fMk08dOL8TQ3kEY1ScYBEGAoihQFODm7InOwW5Y8dMF/HIg06gZR+u34w17eyH4fBIqtQY5pTJ89OM5owabd6f2Qr1c1ezn7XGEJYZGk9NrNE1DIGj84WAWll69eultV1dXp5cKawlUKm0/fPfu3fH+++8jNjYWkyZNwptvvol//vkHlvitRDNVlm3Qh4MdH+9O6cWZknh3ai8QPJ7ZIrrcSoM5gtDyVpjbRhD63UZsYd2EMCRTWCd42rSUg13juxWPZ52HCY/H/cwwfjQKJYVvd6Tjv9+dxbc70qFQaj8XmhCdtNbvxctdArUaWLYlFXklNeDzCYDmTreVVNVBrqBwLbu8SdfE42nTpdr/WjcfZZX14BEUFk/oia/e6o/FE3oCPAqllXUmr4tJiS0Y14OzAeKdiT1x5Xap2Q7L3JJa+Hk66ImD8kkCIxNCICB5Zp8BU+rNDLILpODxeA3eQBT7o8/jAQ72Arz9cneIhNzPuqNd429gtUxptOAA2uf+ox/OwctNYvaH2Nzz9iSiyZFOUFAQrl27BpqmwePxcPDgQfB4PPTr14/dpqKiAhcvXmTTWy0FE7EkJCTofd6nTx989tlnSEtLAwDIZDK975kIh6k9NRU0/egxje+HrEtTEOgh4eQDOdrzccAShyWtAMN6B6GmRsG5DVNsZYQgmWKrkz3fKG3F1DF0hSG1nAwfrb1Ag9WvnZiESECy8yWRCK3inSgUKiNFaCcnscVo5filPAzsacyP8Wxjb9V5i8san+HLt0qR2MMfGxYl4kya6XSbi0Rk1bGrauRQqmmkXi9CVr42BfRUr0DL+3o6wMFOgHXzB+FOfhV2nryDQG9HrF8wCCTJM7t/clohErr5YeM7iTh3TWsdzvj85BXXQKMx/8IY6OWA+ChfKJQa5BTXILpBHFRDUXqcIENx0DNp+cgrqdGLkgzR1seJdZQFuOWN1ryVCA1FYfvR23rcN1mt9hl2cbGz6HZqzkOIuca6OuUTQzZ1c3Mwu8g2edEZOHAg1q5di8mTJ8PNzQ3Hjh2DRCLBoEGDAGhrPhs2bIBcLsewYcOaPXBdMGRTpVL/R4CJgPz9/bUcihx90Uvm34a1HhuaD1N8IKGAb9WbvCmRWHO8myWTotEnys8obbV1byZ+2p+JkX3aYerIcNAaCiTJQ/dQT2g0WjsBO6F+I4NaTaF3uI/ZzqXe4T5Qq42/s4ank1tcC4lYBGW9TOudQ5LasdTIrVJ+nr0iSeffvlDJ1XB1skNkiDu6dPBAcZnMKN1WXqOw6prqlRq8vvKY3jYkybO4L5OqJHjaonqdXI1NuzLYtKml62rn54w5K4/go5lx6NvFD1/8chG/HMgEjwerbKOnfnIISh2vmm17M/HOxJ4gCR427dI+A8PjghHs64SiMhlmr0gCRWkFPtuZsFowVARnGlVMpYbHP90JPA7uG4/HQ5aFBhtzHkJPqmeOOTQ5ppsxYwYGDx6Ms2fPYs+ePeDz+fjvf//LRhOrV69GVlYWBg8ejMmTJ7fKINu1awc/Pz/s3btX7/OjR4+Cz+ejW7du6NmzJw4ePKiXajtw4AAcHR0RERHRKuNoLu63NMvDgCEfyBKHBTAu6OvCUrGVomnOlAnBI9ClgztUKk2DPIl53xqKolFZIzebltF65hi/gTf1Gg3Hwvi9cHvJaNNlanVj+kzcIOei0WiQllXGStnoLjg8HgCKRnl1vdlrKq+ux/7ke0bzm19Sa3FfhgPEJRGzbHMKhA0dfSIhgRmjI/DB9N6YMToCIqH2Om7lVkGuoLB43Rmo1RRGJYSAJAiLadIlk6Jx5mqB3oIDaM/72ZZUdOngAR5Pm27ddSob3/2Tjl2nstk0WYCnAzq2dbVKHkq3UcXwXEw6latxgaZphFhosAn2dcLw+Lb/Ks8cc2iy4CeD1NRUlJaWolu3bvD29mY/37p1KwIDA9G/f//WGiMAYO/evXjrrbcwYsQIPPvss0hPT8eaNWswduxYLF68GMnJyZg8eTKGDh2KZ555BpcuXcLGjRvx9ttvY/r06c06Z0sFP0kBHwq1sRqxOTkUS3jY6TVzUPMIC2rE3MKjYrEAhy9o20hNYcrIMAzqGQiZXK2XtoqL8IXITGecKYHUU1cLEBvhy+nZEh/la1IgtbnXyG5jQqEaoPG/pFts+kwmVyIjq4LlPXGdV9e+OqGrH86kmb6muEhfzFqeZFSsJghttJGczr3vmbR8bN2bqbcPI8rJpIsmjwxDQhd/qDTG16XSaPDa8qPsvtNHRyDA2wHebRzYDr3EHv5wd7HH2Qb1ZnYO6pWY9+UJk3M5fXQEzmcU48qtUs57sXZ+f2zZe11P8ZpLHsrRUYS9Z+9ZFDXlSg07O9uhqlaJmZ8lmX0mhCQBlYb+V3jmtLrK9MPE4cOHsW7dOlbm5sUXX8TMmTPZRoFDhw5hzZo1yM7OhpeXF8aOHdsiGZyWLDr3U40YeDQXHVMpCuaNrr2fM+fiIJGI8O3OdLN+MYNiAjF9ZDhkMgUcHUVs2spUfYgB13wx4/x8awqG9ApiPVsOnLuHdyaYHmdLrhEwLSPE7NvWxwnF5TK89/0ZqFT6HjmGzxNjX732j0uY92J3hPi5IKekhvOaFk2IZt/YuTBhWCcE+Tjj860pmPVcFNyc7JCSUYQ9Z7I5O6oYH5qTl/MBAJ+9Fg+ZXG3yWZcr1Fj16wVMHRGByA4ecHEQYubnhzDuqTD0DPMCjwe8seooBvXUH/fbr/TAsYt5nHbbgHZ+hscHY/6ak5znvVeoVagW8Al8OisO/p6OUCuN1TpcXOyx7q8rFp+/2c9GoaqqTu9zZ2c7qDUUrt+t5LyvS6foeyw9KZ455nDfFh2NRoPKykqoVCq9lBZFUVAoFCgrK8PRo0fxzjvvNOfwjwRasuhYeiPesDARJN30HslHedEBtD/KChXVpGjE6kinR0CT/1C55kvNI7BlT4aOL0sjd2T3qWxMGh5m9t405xoByxYUH82MxZINp9mawcThneHpao8OAa4QCwjQtNZK+kx6AaLae6BOrtTz3hnYM0A/YmiIVjLvVaC0qh4/7880Oi+Dj1+NhYeLPW7nVaG0sg6b91w3ua1upGOt3w4AoyhIVq8Ej8czWjTMzYkupo+OQL9ufqhXaIwiiNIGJQVr7k1LIx0AkNYooKbxUN11HxVYWnSa3EhA0zSWL1+O3377DXK53OL2j/Oi01xYq0ZsKM3yJECtVIMEMKx3kF40ojbTLm1KmoVBaxZbXVzssOt0Nk5fLcCZtAIj7ghNA6FBLhgZH4yqKu6FnbnG4bFt2WuUSuVmr9EaGSFdZWM+SaBTUBss2XCa1Vfr4OcMkqYwrHcQyqQKVEgpvR/7pJRcCAUEVr2ZgEExQTh+MQ+zVySBpoFPZ8WblaMhCQKzVyRhWGwwhvRui5/237BKIsYa6Z/k9AII+aTejzpToHdvsDGwZk4MxxEd5gWlXAUSwKAeAXoRRGiACzq3dbPq3tTUKKxq8jAXVT8Iwd0nBU2uYP3yyy+s3pmuFI6/vz+cnJxA0zRomoa/v/9j7RraEljb5WSqk+tJQE2NAlVVdRbTXwwMpVkYtHaxlSQJdO/oiRmjI0AQ0OOOMD8Q2ntj+XxSqRyVlTJIpZZfvqyREWKUjQ2lVzQUhZ0nssDj8SAQkODxeCAJgrPwrVJT+G7HNajVFLp39IBQQGD6qAgI+ATemdCTc34XjOuBnSezwOMBESFuEAtJfLN4IMQiyxIxlqR/AO18MpJEDJh0n51YAJIEe26muYKp8ZdU1Bl1fnE2Ahh43DTl3gCNTR6mnj+xlb5R91Nw90lBkyOdf/75BzweD19//TUGDRqEv/76C0uXLsX333+PoKAgpKenY8GCBSgsLETfvn3vx5gfebS0k+vfCENpltYutjJNHf+cuMOmeDYsHIRbuZVY8dMFvW2196Z1UyLWyAgFeErg4iTGsLi2rPSKbrPAlr0ZCPZzRnRnL9zJNxY8Ndy2nZ8z1ryViDv5VdiXfBc9O3th/cJEpGQUIatACm83e3Tv6InCMhmG92mLySPCkZxegPPXi1mOilqjwfZjdxDs44ToMK2Vs8ROgMkjwxrSVqalf9jravDbMQQTBf1nUi/Yifh6opxjh3bCzpNZ8HWXoHsnT/h5OqCovA6B3g7oE+ULgm7dtJVaqZU3MuRXWZM2taFpaHJNp0ePHmjbti3++usvAMCdO3cwfPhwfPTRR3j++ecBAFlZWRgxYgRGjx6NZcuWtf6oHxDuZ02nuRbSj3pNpzXQmsVWZ2c71CvVuJFTZbbQzSw8TA2C34x6myVYqul8Oa8fvtl+FenZ2qiLaRbgsmdeME6/yG5uW137ZQGfwCez4sADsGXPdWTcLcd3iwfjbpHU5Py4OYnw/Y5ruFNQiY0LB8FJImLTVoB1z/qs5UngescaFBOIcUM7YdonhznHHeDhgHlfHUdYWze4u9hh0vDOEBA8KBT3bxFoaaPKvx2tbletUCjg7+/P/jsoSJu7v3HjBvtZSEgIunbtinPnzjX18E8MzKkRL5kUDdG/TFm2KWiqHbAlRes6ucYsB6NDgCtI0pgfYwlNsewWiwWQ2Anw7hRuW/F3p8Ygt6QGaQ1pPh5P6yfDZc+s1lBY8dMFli9jaVtdbg1FU7iTV422Ps7o280XAgGgoWiz82MvFiLY1wkKZYM3T3U96utV7ByIheaf9Vu5VZwLDqCNgpI5XDyZcWtoGjQNZN6rREI3P1TLlJwcqtZEU1PDNjQNTU6vubq66hm08fl8+Pj44NatW3rbeXh4sPI0/0ZoVGq09+UO14Ut4OnY0AiG82JO0ZogYFWhe+UbCZCIhaBB4+ilPAyPbWuyHtAUy25DH5XohhRX6nWtJIxul5OqoU6i1lB6Vsmmxs0U2QFYte1HM2Ph6artdtv491UEejti63vDsP/sXYvzMyw+GMPjQ3AmLR+nruTDx12CYF8X3M6twvlrxRjZN9joWY9teNanfXqY89hMgX7WctOinFdvlWL+2B7oEOCK23mVsBPxbfWSxxxNXnSioqJw8uRJ5OXlsRFP+/btcf78edTV1cHe3h6ANsXm5GQ+h/2kQ6PSdjnpyaHIlNCoWj9182+DJdmSDg18GUOxUC7kFtdiWGwwxv13DxQKbcrHVJNHUyy7uaR9klJyWd5I/27+0Kg1bJeTWMjH4knRWLY5BW2cxSgql3GOgQFTZKdo2qpt+3b1xWsrjujZCHQP9bRqfrp00GD+VyexeFI0HO0EuHyzFCt/vog3X+oGmVyFN1cdh0hI4Nt3BoEgeTh1uQCzlh/GWy/3YK+Ji5tUIZWbjIIAIL9UhrY+znj9iyNYPFHbPPAYUQtt4ECT02svv/wylEolXnjhBfzyyy8AgKeffhp1dXV46623cPr0aXz88ce4desWOnfu3OoDfhxhSZrFhqbDomxJw8JOUZRVhe5D5+5BoWj8t6kmj6ZYdpuS9lGpKSxefwYyuX6Xk24xu1e4NwI8zbvuBnk7YtLwMKu2bevrhMx7lfhwRixiIxsdLwvKaq0WImXm1tlBBD6fwIczYpF8tZBN3SlVFArL6zD5w0P45u80aDTAip8uQK5QY/3CREweGYZBMYGYPDIMGxYmor2fM+7kVZs9t5+HBHKlGmvfTtQjWdrw+KLJi06fPn3w9ttvQyqV4sIFbfF1xIgRCA8Px7FjxzDt/9s777Aozu2Pf7eDCyg2BFGKCWIBJCJX7BCIJWJJYrzGWH+aaNSUa6wx0RiNBnPVaKLXRCQaTNEUS9CgqDF2ATsSjYqCUoxIL8uW+f1BZtxlOyzLLpzP8/Dozrwz887Zcuac95Rp0xAfHw+RSIQ333zT4hMmCGdniVGX2elr2XB2lkClQnU/HT0h0KyLJ/bXaxqvdbnWRCIBzl/PM3jd89dzq9c5HEQ4a4Jbz8FBs7+QokoBAaNCaJe26NejvcF5Bz7dBtNXH0JIl7boG2RkbKfW6NLRFe9vOYO+QR6c4jl4IsMk+az5NoWb99lrOSgorsT7W84gLNAd+UWV6ObTCt18WuHq7Uda97wmPhUzY5Ig4vPx7yi/6hwuRgVFlQKh3doZvHbfoPbo5uUKAaMihdNIqFXyw/Tp03H06FFMmzYNQHVeSnx8PGbPno3+/fvj5Zdfxu7duxEYGGjRyRL2Q/PmjmjZUlqrZnM1C6S6uDjA1VUKFxcHAObnQUmM5GDwUN1TxVhOhjktuwUC0/rU6MsHKimRgQeewVbPjmIheOBDLBLiXFqO3rHzJ4RArlChVQtH8PgqlJRVYc7LQXhtVHe4NHcwKh+2ECkL2wqcXexv39YJri4OBl2CSiXw5d5r+OHwTVRVPbHu+DzD98jn8UxawzEnqINoWMxe02Fp27Yt2rZty712dHTE7NmzuddlZWW4efMm/Pz86jZDwq5gF/d/PZ1hdrtqNpfmt/OZyMwtQXQ/HzRzECPhzF2NcymVprnMlEolBAI+Tl3JRnMnic420H9lFeDUlQd4d3xP+HVwNZiTYWrLbpWKgVKpgpeROXY0kA/ElgZKv1ugt9VzflEFtr33HJRKFZQqBqcua7aF7ujmhLAAD9x+UIiE0xnwaueML96NxKPCcsTuS0PHds6Y+UIgDp2/h06eultwq/ft4WSr1gqcXexv4SRGRnYxgvzamCQfU+/xcVGFwfJH5gR1ELaB2UqnS5cuGDFiBD755BOD4xYtWoTz58/j7NmztZ4cYV+Yurivi5oFLee92hP5xTK8W6NFsqk9XNiyJa6uzXAnuxhJ5zMhEAD/N7w712J6ZkwSlMrqwpEj+vuisLDCYLkUuVyJ0K5uBlt2sz1a5HJlnUr7sJYS255ZV7keqaMIIgEPFeVVnDzYsSMH+qK5VKIVOLDjwJ9YNKkX2reRIm7/dfi4uyAztwRx+69DKIRJbbLZ/jos9x+WQiZXIi0jH68O7WKw3I56DxtT71GfNWhOUAdhOxh1r2VnZ2v8MQyD8vJyre3qfzdu3MCNGzdMqs1GNB5MXdyviVQqhkzx5FiBAHi6g6vBc+lrC13TRabe74R18bAtptlYAW93F5ODPIQ8HpZM0Z1rU7M0i7HSPs5SEecy1IZB30B3dPd9EhJds1wPaynJ5UqujIuAz8f1u/no0NYFizef1lA4nPy2J6NPQHsIBEBFpQJ9/rmOUlndJnvvH7eq56yjTbZ6fx0Wj9ZSPC6qhIDPh1DAwxI9uUg15aNuDTKM4XusiYuLA1Q8nslBHeZArrr6xWhFgmnTpuHUqVNmn5hhGISEhCA+Pr7Wk2to6tpPpz6w1Qzo5s0d8evpDKOVeof38eHmzrrTyiqrcOXWI+7Y10Z2h1ylMnquZ0M6oKJSabBsian9TsypDlHt0jGtojBfKNDqo9K7uwceFZbjSEqWlvuRdRclp+fhzoNiuKm5mtRL/AsFfHwxPxzNhHyN7pcyuQp5BWW4fb8Icb/ql9+CiSHwaC3F+et5yMsv17rOxGH+6BPQ3mh/HaGAjzVv9sf1O/mcDACYLB9zK3ew7tu/sgrwsKAc2w1Uw54+sjvXj8gUWNmfv55nsqvOVr+PDUmdq0wvWbIEr7/+Ohcbn5WVBUdHR7Ru3VrneB6PB7FYDG9vb8yfP7+W0ybsDYHAtHwY1lWi7k5bMjVU41iPtk5crxZD55I6iFFVUWa0orWToxBLpoTq7Xdibu6HvorCQqEAfJGQew1U15RjqyCLxELkPS7Dm2uPIqqXFzp5tkDO36WY/elRLJhY7X68k12sc55vjwsGAJy5msNZHJk5xejq5cqNY6tfd/dtjWOp9/XOPyzAHXweD3M/0+5Dw15nx4E/8f3hm1j71gD0D26PwlIZ3lx7TKOLp1DAx/tTQ9HGRcL9uLNiNLXiMlu5Q18ej0Qo4BKp1d23fQLdIRIadtTczSnGoB4eBsewkKvOehhVOt7e3khMTORe+/v7IzIyEjExMfU6McK+MH1xv/qLq+5Oy36omStS87X+c1X/sBsrVyIU8OHV1gmb50dYtN8Jq1h4fD6UPJ7BxezKSjlKZUokp+dh/dvhOJeWg9v3C9HRzRkb/hOOM9ey0aGts1530frvLuLTN/vD38uVszgkIiH8O7TQmld5eZXeIAa2ZM77W84Yvo63K/p090C5TI7vEm/g31Gd8fm72oEGDiI+qvTUQTPFwqhSKJGZW4zP3w3X2fG0Q1tnsE4udfft46JKs4IWjGEs/2rz/AiQs80ymB0yvWPHDrz++uv1MRfCjikqqjAp36OoqAJSqVgjzyb212sax9Z8re9cppatB/6xThgVBgS6Y/JQfwwIdLdI7gf7hDwz5hi+2nsNScmZ+GrvNcyMOYZ7D0vB+6errYuLAx4VlqOjmwtmf3oMcb9ex5HkLMT9eh2zPz2Gbj6tkHw912Bez9XbjyASVPe9+TbxpsaivDpsfyJd8jOlvE5aRn51ryBGhZZSMSYM9cfd3GLMWnMUyWl5kFUpkZyWh1lrjuKvB0UQimsXBMvmPW1PSMcba47gUWEFfDxc8KiwAm+sOYLtCelc3pOLi4PGZyYtIx/dfVsZ/Izok4++eZiSf0XUHbOVTmhoKDp16gQAePjwIQ4cOIBt27YhKam6vtLVq1chlzfONqyEYUztSVIzz0apBP7KKuCOrfna0LnMpS79TmrmDwH6n5CVKhV+OX4bQpEAIpEAAoEArZo7YtX2ZChVKo3eMUqVCgfO3DWaA5SZW4I/MwvA52kvytdEXxBDa1dHoyVz7mYXg/fPueVyJSqrqi0MuUKlsdgvVxgOEDGGet6TSgXsP5mBr/Zcw/6TT9pkP8l70vzMMAyw78QdvTk+xuSjbx76YOdB1J1aPaIUFxdj+fLlOHjwIFT/fDqio6MRGRmJlStX4sGDB9iwYQOCg4MtOlnCtjG1J4mufkNr4lMx79WeXK7IxZt/Y3hfb5vob1Izf0h98f/MZe2qA+p9bb7+p6/NoGc8cS4tB726unH71HvHXLr5N5o5Gv46erZ1QifP5pgwpIvRHkP6+hMNCPbESSPrZR5tpDiblounO7jCyVGAw8lZRqs/GCqQqneOZuU9aX9m2MAKNscn73E5fD1c0KuLeW5Tc+ZB1B2zlU5ZWRleffVV3Lx5E25ubggNDcX+/fu5/VKpFH///TemTp2KPXv2wMvLy6ITJmwbdjF7eB8fridOUZFm/ktZWZXOPJs18akQCKpbIL8+KgCqfwqkmtMW2tLUzB9iYfOFOnk21xjP9rVRXzM5kpwFPp8HPp+ntQ94soDv3c7FYO5R4NNtkJyWiw+PnsN7k40vbqsHMaj3J+od4I6vE9L1Xke9Tfbiyb3QrpVU++Rq1LYLrrl5T7o+M2yOT+BTbTD3lWfAU6nMbhNtzjyIumO2e+2rr77CzZs3MXbsWBw+fBhr1qzR2B8bG4vZs2ejoqICW7ZssdhECfuiqKgCjx+X6Q0l1ddviAc+3Fo2Q3mFnMudMbf1sDp8PiAU8k0ux1PThaYe8KAOmy/U0sUR7O+tvr42PB6gUjIIerqNwZ43QgEP8yfobin99rhgPHhYiiu3HkGuMC8PpWZ/IiFPf/6QejtqhVKFj79Oho+7C/gGfinq0gVXX96TSMjH6ll9IVXLl9HnvhXw+Rg5wBdgmForBnPyr4i6YXbn0MGDB0Mul+Pw4cPc042/vz9GjBihEdE2ePBgANCIfLM3KE+nfhGIhKhSqOql3xCbz3HmWrZJ5XhYF5r6+OdCvXDo/D2j+UJioQBbfrmK7r6tEOTXBjt/e5LHwrra8grKUVYux1d7r+k91/RR3VFSVoWgp9tolYT59WQGhvfzweLNp7ineHPzUNRh84fOpeXgbm4J3FrqzgcCgKnRXZFfJMPeP25rnacuXXBZauY99erqBm/35khJz8WdB5rRgAIhHzK59mfGEi5Xc/KvWBrT99FS1DlPpyY5OTkIDw83ak537twZx48fN/f0hJ0iEgnA5/M0clSMUV/9hswtx6PPhcaWiDFEVl4pJj3fBbH70rQKXqq72kzKK8kuxvB+Pnh3wwl07ujKlYTZlXQTb/37iQXCjTcjD6UmrOttSG9vHEnNwomLD/DdoT/R1bs6wOFxUSXS/mmbnZlXirGRfkg4laEzl8ZBJKjTD7563tPAHh64lV2slTCqni8jYFT14nLVl39F7Xssi9lKRyqVIjc31+i4Bw8eQCo17Asm7B9LFFy0dJ8hY+V4auZc6HOh3c8zLV9IzOdj8/wI3H5QyCmdmvkwpuaVtHSSYNO8CCSn5+LOPwU0xw/x12mBWGJxu6pKAVmVAs5SMVbO6KsV4LDvxB10dHOCi6Oo3oM65HIllDweVmwzni9TG1erOfMg6g+zlc4zzzyD33//HZcuXUKPHj10jklJScH169cRERFR1/kRNowtZnGz5XiMRVux5XikUjF+O5+pc3zsr9eweX6k0cKiZWUyCAB083LFU54tEP/bDfh7uWrkw6Rl5GP8EH/jxTD/CcToH+CO/kHt8em3F7jilzrH1/EHsrJSjr6B7dGyuaPeAIcuXq7cPdZnUIdIJMCZKzlG82Vq61IkbAOzAwlee+017t+dO3fir7/+AlBday0vLw+7d+/G7NmzwePxMGXKFMvOlrApzOmiaS3MLsdjoDePKflCEuETm0kur3ZZLZkSqpUPY25eiVyuhEKuxOiBnSDg1+/itophsP67izrzh9Z/dxHqxlRdgjqMQfkyTQOzAwkA4Oeff8bSpUuhqFn3nD0pj4cFCxZg0qRJdZ5gQ0KBBPoRiQT440qO4YXxOix01xZzC4+ylo6h8evfGQCpoxinr5rmWuLx+eAJ+Pjj0n1sq3Fe9RweU/JKarO4bQ7s+3jtTr5G/lC7VlIusKC7byurvI+2+pkyhK18H20JY4EEteoc+sILL2DPnj0YM2YMvLy8IJFIIBQK4e7ujhEjRmDXrl12r3AIw9jqU6k55XiAJzlDhsY3cxDhrXVHIeLz0TfIAyI+H7P/exR3sou5MjfqMCoVVHIFwgK0z3vmag4Wbz6Fa7fzMXFoF/QPMFyOp77K97Cw7w8b8LDztz9xJDkLO3/7k2ttzVMbV5+w+TKWKG1D2C61snSaCmTp6Kc+n0qlUrFGNJu56IteY11iT5kYvcaOr6xSIOabVO3rCKoDCASMbgWgb82LdY95tamfNS8HB5FGMmjNyEL1/UqlCkUVCry97rjetab17wxEc0ehSe9jzWubS0PJrLbYyvfRljBm6RhVOosWLar1xXk8Hj7++ONaH9/QkNIxjJLHw8yYYxbrU6MrVyasuwcktcjbYXvLmBptpTNnKMAD5ZVyvLVWf+i/McVa3+4xdfhCAaqUDM5ey8a93BJ4tXNG7+4eeFxcgaTzWYgM7YCWLo469y/8Qn/PrOmjumNAgOGHB33XFhsp16MLa8qsrtjS99FWqLPS8ff354r/mWsU8Xg8pKfrb7Jk65DSMYwln0oNWRuLJvfCUx7NOcVjTk6Qq6sj+Hw+FAqVSTJTt7IUChXiDvyJpORMveOjQjti8lB/yPSU92epTR6Tqcc7O0sgFApQVCbDjE+OoFJWQ36TekEi4UMmq+4aqku+93KKNJqzmXOPfKEAd3KK8bEeS9HX3cVsxWPsnm0FW/o+2goWUToAIBaL0b9/fwwaNAgSicTkCYwYMcLksbYGKR3jWOqp1FgHyc3zIyDkwaqdHW1hYdtQN0uBkK+z6sLDwjIs2XyGO4dYxMfn70YYlO/n74bjjTVHoEuMxu7RlPdOnwvS3rG176MtUGelc+jQIRw4cADHjx9HRUUFmjVrhoiICAwbNgz9+/eHSCSy+KRtBVI6plOXp1JTIsimRHdF3wAPzPjkqLZVZSAnqK7ysrQL0RwMWZKb50cg82GJXstQIuZziie6nw9auzoalu/wrnhUWIH9JzM0thu7RwcHEZJSs7Si9NSZGt0VkT071GqNx9ax1e9jQ1Ln6LXnnnsO69evx+nTp/Hf//4XYWFhOHToEGbNmoW+ffti8eLFOHXqFNfigLAuIpEAErWiiHXBwUEEqVQCBwfzHyTq0qfGUK4MS1ZeKR78XVrvOUE15dmQhSD15UGBpwIDGKy60LaFFMJ/Ur/d2zgZl+/DUni0cdLYZso9CgR83DNy7sx/8qIs+Vk1l4a8NqGJyRUJHB0d8fzzz+P5559HaWkpkpKScPDgQezbtw+//PILWrRogcGDB2PYsGEIDQ2tzzkTsEz5GRZ2ETgpNavOi8C1QVevlJp0cHPCg4e6rU5LZKrrlSdQL62ujWEoO3/eKyEaXTRrolBWu9zmvRKCVTtSkPO38XI+Hd2c0D+oPeQKJdd7J6y7h9G+PUqlSm9rbJYQ/7YoqZDjXFpunT+r5mLJ7wlhGeocMl1cXIxDhw7h4MGDOHfuHJRKJVq3bo3Bgwfj+eeft+tGbrbqXlMoVUi/W6B7Ad/M8jP1tQhsLsbWBTbND8fMmCPQV0Ff32K3Ke4PgwERavK05sK2RCLUG8Tw2X8GYd+J2ziSnKX3+MjQjhjezwdvrz1u0prOpvnhmPPfY3jas7rQaEFxJW5kFpjUt8fQe9c30ANRoR0t8lk1F1Pf17pA7jVt6iU5VB0XFxe89NJLiI2NxcmTJ7FixQo4Oztj586dGD9+fF1PT+igtEJhsfIzVUpGS+Gw5/r462TIldZJ49LXX4dVfhUyhU6Fw+dXr1kM7+cLoZEqzvowtZxPXVyI5mKom2XuI9MKkeY9KoNQwMeCib3wsLAMiybpl++pK9mQVWm3ozbl86SvNbZIyMerQ/0brFSSLZZpImrZrloX6enpSExMxKFDh3Dnzh0AgIODg6VOT/wDjwecS7NMUUR2EdiYm8Yai8BKuQJPeehudS0W8lGlUGoVy5w4zB99AtrjXFoO9p24XSu3oK0WmTTUzXLNtynYNM94IdKz13KweX4E8osrkJSchUHPtK9uB341G1kPS9GhrRN6d3fH34Xl2J6gO7XBlPvX2xq7hydOXzXsBqwv2drq+0rUUelcvXqVUzRZWVlgGAaOjo4YPHgwhg4dikGDBllomgQLj8fDHRPKz5jSZ8WcRWBrYKi/jpBf7RJhn1wnDvOHV7vmmP2pZmTZjgN/muUWNLWcT2371tQFNohB62md4YMHYNHkXnqrKDhIBNzDgrebM/w6tMD3h24i/V4+hoX5wMfDBbmPyrAz8U/jfX5MuH9drbEZhsGdBw0jW1t+X5s6ZiudS5cuITExEYmJicjJyQHDMHBwcEBUVBSGDh2K8PBwsnDqEYZh4KvH7cJiap8VUxaBO7o5QannabG+0FX6hlGpNBb0Q7q4YdYa7VBm1i1Ys2eOPgy5sVgs0bemNtS855pBDE+3120ZSkR8KCoVYFe35HIl5Ipq1xkAjbBottupIcy5f3WLWCQSNJhsbfl9beqY9AibkpKClStXYtCgQRg3bhzi4uLw+PFjREVFYe3atThz5gw2bNiAoUOHWk3hzJ49G1FRURrbTp48iRdffBFBQUGIiIjAtm3brDIXa8IwwL+6uVukKGJlpRy9jRS77N3d3WbyK9jil5EhnkZdjGeuZZsU+m3rRSYNFfxUVCkgYFQY1tsLb7wQiGG9vSBgVFplfgzdY1pGPgI6ta6X+29I2dr6+9qUMap0+vfvjwkTJiA+Ph4FBQWIjIzE2rVrcfr0aWzYsAHDhg2Do6OjNebKsXfvXhw+fFhj24ULFzBjxgz4+vpi48aNiI6ORkxMDGJjY606N2vg5Ci0WO6IvkVg1k0jtpJrzTx4FnULNmQujqkYCmIoKZGhsLAcJSUyvcfru0cBnw+hgIclU+vn/htStvbwvjZFTK695uLign79+qFZs2amn5zHw/Lly+s8SXXy8vIQHR0NR0dHiMViTvlMnjwZ5eXl2LVrFzd2zZo12LVrF06dOgWxWGz2tWw1ZBoAiktkFiuKyBcKIFcyGovApuRoNBTmZMFLJNUeZGMhrfZUZLK2GLpHAFAwQHJ6dS6NJe+/IWVb39emkGltLFZ7rTbUR8HP6dOnw8nJCRKJBKmpqTh8+DBkMhl69uyJt99+G9OmTePGXrlyBWPGjMH27dvRu3dvs69ly0qH/ZBbMnekrmXprYkpeT1ChjH7R8EeikzWFUP32KKFI3g8HkpLZfUSUdZQsq2va5PS0caY0jEaSLBq1SqLTqgu7N69G2lpafj1118RExPDbc/KyoJcLoePj4/GeC8vLwBARkZGrZSOPeDgIOQiver6ZbJ1RaMO6xbUl9QqFvBrZaU1VkWjjqF7ZJjqYJX6WmdpKJrC+2ovGFU6o0ePtsY8jPLgwQOsWrUKq1atQsuWLTX2lZRU+/ednDRrR0mlUgBAaWntrBUe78mTjK0gFFbHZIkchKiQqXDg7D2NCsOOEj6aSRpvEVZ1/L1csXlBdd4J5xYM8IDUQQgJWzvtH3nZ2vtoq5C8zIPkpY2xpTKLJYfWJwzDYPHixRg4cCAGDx6sc78h+DpaCtszJeUy3MzS7j3zzYE/sWhyL/h1aF4rxcPnV8tKpVLpLHFfX8fWFolIAIlIgOh+PuDx+GAY612bIIjaYRdKZ+fOnbhx4wb2798PhaI6HJRVNAqFAs7O1bkmZWVlGsexFg6731wYxvZ8tc2bO6K8UmmwwvDm+RGQV5o+77p07LRkt8/6gHzu5kHyMg+SlzatWjkZtHbsQukkJiaioKAA/fr109rXrVs3LFu2rLo8fqZmcUT2dc21HnuGz4fRCsOnr2VjWG8vgyG0LPo6drJWk3rHTkseSxBE08Qu/E4ffvghfvzxR42/8PBwtGvXDj/++COGDBmCkJAQHDp0SMPVlpiYCGdnZ3Tv3r0BZ29Z+Hy+Sb1nBALT+obIFCqDVlOVQr+/qi7HEgTRNLELS8fX11drW4sWLSAWixEQEAAAmDlzJqZMmYJ33nkHo0ePxsWLFxEbG4u5c+daPXm1PlGpVCZVGFbq6wGgBtux05jVNCS0o1ZpmrocSxBE08UuLB1TCAsLw8aNG3H79m3MmjUL+/fvx/z58zF9+vSGnppFUamAMCOla8K6u5vmWjOxY6cuq6kuxxIE0XSxC0tHF6tXr9baFhUVpVWPrTHiKOEbrjAsEmjV39KFqR07dVlNph4LUEFFgiCeYLdKpynTTCIyXGHYBIUDVFdzDuvuYbQviy73mKnHHjhz16qtrwmCsG0ajXutqWFqhWFjGOvYKRHqd48ZO/avrEJs238db8QcxZ2cYvANnIswHQcHEaRSiUlVtAnC1jBae60pYw+11yyBQCRElUKls2OnKXk6NY8N6+6Bv7IKsCY+lRsnFPCre9ww1o1oa0x5FHyhAFVKBmevZeNebkmtOqUaozHJyxqQvLSpc8HPpkxTUTosUqlYo2OnObi4OKCgVIbktDzE/noNuoLn2MrP1qzx1lh+FPhCAe7kFOutNWdqp1RjNBZ5WQuSlzbGlA651wiOsrIqFBdX1CrEWalk8P3hm/hyr26FA1i39XVjo0rJaCkc4EmnVLmSnh0J+4B+AQiLYKutrxsDDg4inDVShcLUTqkE0dCQ0iEsgr21vrYnBAK+RTulEkRDQp9SwmLoa30tEvKx6o0+cHIQQSSiCDZzISuSaExQng5hMVQKJXzdXbB5fgTX+jrEvy1827dASnouEs9mwsfDBaFd3SDk8RpNG+j6hrUidxjIiSIrkrAXKHrNALWNXnN2lnBRYKaUozEHe4mWcXAQAXwe/soqxEfbzmtFXC2ZEgqvtk46FY8lWwvbi7yMQdFrtgnJSxsKma4D5iodoViISrl2bxkHM6oEGMOePuRKHg8zY47pfTqvmbfD4/OhYBicv56HjOxii1hF9iQvY/CFAsiVDGdFdvwnJ0pEeToNBslLG2NKh9xrFkIoFuKvB/p7yzzdvrnFFI89IBIJcOZKjsGIq/PXczEg0B1yuRI8Ph/3HpZiRZymVRT363WDVlFTQqVQQgAgsmcHCAR8KJUqVFbKoWo6HyuiEUCBBBaiUm64t4xM3rR+MPl8HjKyiw2OuZtTzD0RKRhGS+EA1fJbEXceChu0x0UiASQSodWDIyor5Sgrk9EaDmGXkNKxAM7OEpO6eTo7S6w8s4ZDpWLg4+FicIy3uwtUKgYikQDnr+cZtYpsJfKNx+dDyePhjys5iDvwJ/64kgMljwcen75OBGEMcq9ZAOoto41crkRoVzfE/Xpd75pOr65ukMuVkEiEJllFg3p41Nd0TYbcgARRN+jRzALUpS9NY0bI42HJlFCdVaiXTA2FiFftWjPHKmpo7NENSBC2BFk6FqCkRGZSbxlLh0/bOoxKBa+2Ttg8PwLnr+fibk4xvN1dENq1HYQ8cBaBOVZRQ2JucARBENqQpWMhHESGe8s42Mh6hLVhVCoIGBUGBLpj8lB/DAh0h4BRabmgTLWKGhJzgyMIgtCGLB0LoahSWKSbZ2PF2JO/qVZRQ2JPbkCCsFVI6VgQRZUCAqC6i6daRQJFVcP/YNoDjEoFAYABge4Y1MODq0hgK+nL9uIGJAhbhtxr9UBJiQyFheVNbg3HUsjlSshkCpv88bYHNyBB2DJk6RCEGdiDG5AgbBlSOgRhJrbuBiQIW4aUDtEgWLKSdENhr/MmiIaElA5hVdhK0meu5FiskjRBEPYDKR1CL5a2RqiEDEEQFL1GaFFfBS2phAxBEGTpEBrUlzVCJWQIggDI0iFqUF/WCJWQIQgCIKVDqFGffW2ohAxBEAApHUKN+rRG2BIyNTP5WaiEDEE0DUjpEBz1bY1QCRmCICiQgOCo74KWVEKGIAiydAgNDFkj708NRTOxoFZrOiym9tchCKJxwmMYqhilD5WKQX5+aUNPQ4PmzR0BAEVFFfV2jeqqAeCsER8PF/Tq0g4ZOUU4n5ZnV1UErCGvxgTJyzxIXtq0auVkcN2XlI4BmqrSYRGJBOAL+Mh5XI5Fm05BrniiYIQCvl1UEaAfBfMgeZkHyUsbY0qH3GuEXuRyJcplCiz8QlPhAFRFgCCI2kFKh9BLfebtEATRNCGlQ+iFqggQBGFpSOkQeqEqAgRBWBpSOoReqIoAQRCWxm6UjkqlwnfffYfo6GgEBwcjMjISq1atQmnpk+iyq1evYsKECQgODka/fv2wdu1ayOXyBpy1/UNVBAiCsCR2U5Fg69atWL9+Pf7v//4PYWFhyMjIwIYNG3Dr1i3Exsbi3r17mDx5MoKDg7F+/Xrcvn0b69atQ2lpKT744IOGnr7dQlUECIKwJHahdBiGwdatWzF27FjMnTsXANCnTx+4urrinXfeQXp6OuLj4+Hs7IxNmzZBLBZj4MCBcHBwwIoVK/D666/Dzc2tge/CfmFUKggADAh0x6AeHlwnUcrwIgjCXOzCvVZWVoYRI0Zg+PDhGtt9fX0BAJmZmTh16hTCw8MhFou5/UOGDIFSqcTJkyetOt/GilyuhEymoDUcgiBqjV1YOk5OTliyZInW9qSkJABAp06dkJOTAx8fH439LVu2hJOTEzIyMmp1XR7vScaxrSAUVufE2Nq8bBWSl3mQvMyD5KWNsWVeu7B0dHH58mV8+eWXiIyMhItLdVivk5OT1jipVKoRbEAQBEE0HHZh6dQkNTUVM2bMgKenJ1asWIGqqiqD4/n82utW9knGVmCfImxtXrYKycs8SF7mQfIyH7tTOgcOHMDChQvh7e2NrVu3wtXVFWVlZQDA/atOaWkpnJ2da3UtHo9n1FRsKGx1XrYKycs8SF7mQfIyHbtyr8XFxeE///kPevTogZ07d6Jt27YAql1obm5uuHfvnsb4/Px8lJWVaa31EARBEA2D3Sid3bt3Y/Xq1Rg6dCi2bt2qZb307dsXx44d03C1JSYmQiAQIDQ01NrTJQiCIHRgF/108vPz8eyzz6Jly5aIiYmBUKjpFezYsSMKCgowevRoPPPMM5g0aRLu3r2LtWvX4sUXX8SyZcsaZuIEQRCEBnahdPbs2YMFCxbo3R8TE4ORI0ciJSUFMTExSE9Ph6urK0aNGoU5c+ZAJBJZcbYEQRCEPuxC6RAEQRCNA7tZ0yEIgiDsH1I6BEEQhNUgpUMQBEFYDVI6BEEQhNUgpUMQBEFYDVI6BEEQhNUgpUMQBEFYDVI6NohKpcJ3332H6OhoBAcHIzIyEqtWrdJo0XD16lVMmDABwcHB6NevH9auXQu5XN6As7YdZs+ejaioKI1tJ0+exIsvvoigoCBERERg27ZtDTQ72yE5ORnjxo1DUFAQ+vXrh48++kijaC7JTJPvvvsOQ4cORY8ePRAdHY19+/Zp7Cd5mQYpHRtk69at+OijjzBo0CB88cUXmDJlCvbs2YO33noLAHDv3j1MnjwZEokE69evx9SpUxEXF4dVq1Y18Mwbnr179+Lw4cMa2y5cuIAZM2bA19cXGzduRHR0NGJiYhAbG9tAs2x4Ll26hClTpqBNmzbYvHkzZs2ahX379nHNEklmmvzwww9YtmwZBg0ahE2bNqFPnz6YN28eDh48CIDkZRYMYVOoVCqmV69ezLJlyzS2JyQkMH5+fsz169eZxYsXMwMHDmRkMhm3f+fOnUyXLl2Y3Nxca0/ZZsjNzWV69erFDBgwgImMjOS2T5o0iRkzZozG2JiYGCYkJERDhk2J8ePHM+PHj2dUKhW3LT4+nnn22WeZ8vJyklkNxo4dy0yYMEFj2yuvvMK8+uqrDMPQZ8wcyNKxMcrKyjBixAgMHz5cY7uvry8AIDMzE6dOnUJ4eDjEYjG3f8iQIVAqlTh58qRV52tLLFmyBH379kVYWBi3TSaTISUlBc8995zG2MGDB6O4uBgXLlyw9jQbnMePHyMlJQXjxo0DT60RzPjx45GUlAQ+n08yq4FMJoNUKtXY1qJFCxQWFtJnzExI6dgYTk5OWLJkCXr27KmxPSkpCQDQqVMn5OTkaPUIatmyJZycnJCRkWG1udoSu3fvRlpaGt5//32N7VlZWZDL5Vry8vLyAoAmKa+bN2+CYRg0b94cb7/9Nnr06IGePXti6dKlqKysJJnpYOLEiThx4gQOHjyI0tJS/Pbbb/j9998xcuRIkpeZ2F3n0KbI5cuX8eWXXyIyMhIuLi4AqpVTTaRSqUawQVPhwYMHWLVqFVatWoWWLVtq7CspKQGgLS/2qbUpyuvx48cAgIULFyIqKgqbN2/GjRs3sH79eshkMowdOxYAyUyd559/HmfPnsXbb7/NbRs9ejSmTZuGixcvAiB5mQopHRsnNTUVM2bMgKenJ1asWKHRpE4XfH7TMl4ZhsHixYsxcOBADB48WOd+QzQ1eQHgohyfeeYZLF26FAAQFhYGhmHwySef4OWXXzZ4fFOU2cyZM3Hx4kUsWrQIXbt2xeXLl7Fp0yY4OTlh2LBhBo9tivIyBCkdG+bAgQNYuHAhvL29sXXrVri6unIhreqhrSylpaVaHVUbOzt37sSNGzewf/9+KBQKAE8UjUKh4ORRU17s02dTkxfw5Al8wIABGtv79euH1atX4+rVqwBIZiwXLlzAyZMnsWrVKrzwwgsAgNDQULi4uOCDDz7ASy+9BIDkZSqkdGyUuLg4fPLJJwgNDcUXX3zBfXClUinc3Nxw7949jfH5+fkoKyvT8is3dhITE1FQUIB+/fpp7evWrRuWLVsGgUCAzMxMjX3s66YmLwDw9vYGAC2rmbWAPD09SWZqZGdnA6i2DNUJCQkBAKSnp5O8zIDsPhtk9+7dWL16NYYOHYqtW7dqPSn17dsXx44d0/jRSExMhEAgQGhoqLWn26B8+OGH+PHHHzX+wsPD0a5dO/z4448YMmQIQkJCcOjQIQ1XW2JiIpydndG9e/cGnH3D0KlTJ7Rv3x4HDhzQ2H7s2DEIhUIEBweTzNRglUZqaqrG9kuXLgGojiwleZlBw0VrE7p49OgRExQUxISHhzPJycnMxYsXNf7y8/OZW7duMQEBAcykSZOYo0ePMtu2bWO6d+/OLF26tKGnbxMsWLBAI0/n9OnTTOfOnZm33nqL+f3335l169YxnTt3Zr788ssGnGXDkpCQwHTu3JmZO3cuc+rUKWbLli1Mt27dmI8//phhGJJZTd544w0mODiYiYuLY86ePcts3bqVCQ4OZqZNm8YwDMnLHKhdtY2xZ88eLFiwQO/+mJgYjBw5EikpKYiJiUF6ejpcXV0xatQozJkzByKRyIqztU0WLlyI1NRUjcoEhw8fxoYNG5CRkQE3NzeMHz8eU6dObcBZNjxJSUn44osvcOvWLbRq1Qpjx47F66+/zi18k8yeUFVVhc8//xz79u1Dfn4+2rdvj+HDh+O1117j8uVIXqZBSocgCIKwGrSmQxAEQVgNUjoEQRCE1SClQxAEQVgNUjoEQRCE1SClQxAEQVgNUjoEQRCE1aAyOESj59y5c5g4cSLat2+Po0ePGhzbuXNnAMCRI0fg6elpjenViePHj+Onn37CpUuX8PjxY0ilUnh6emLAgAGYMGGCVtVtgmhoyNIhCDuEYRgsWrQIr732Go4ePQoPDw9ERESgS5cuyM7OxqZNmzB48GBcvny5oadKEBqQpUMQdsiPP/6In3/+GYGBgfj888/h5ubG7ZPJZPjss88QGxuLWbNm4ciRI5BIJA04W4J4Alk6BGGH7Nu3DwCwaNEiDYUDABKJBPPmzUO3bt3w999/48iRIw0xRYLQCVk6BGECe/bswe7du3H79m2Ul5ejffv2iIiIwLRp0+Dq6qoxVqFQ4IcffsBPP/2EjIwM8Hg8dO3aFRMnTsRzzz2nMXbhwoX45ZdfEB8fj9jYWJw+fRpOTk6YO3cuXnzxRb3zyc/PBwDweDyd+3k8HiZOnIhz585pzQ8ATp8+jR07duDKlSuoqKhAx44d8cILL2DcuHFcLTGW48ePc2MrKyvh4eGBqKgoTJ8+Hc2bN+fGsWtnU6dORdu2bbFlyxZUVlaid+/e+N///gcAqKysxNdff42EhATcu3cPEokEQUFBeO2115pchfSmCikdgjDCjh07sHLlSkilUvTs2RMSiQSXL1/G1q1bcfToUezZs4dzX8nlcsycORMnTpxA8+bN0bNnTzAMg+TkZMyZMwczZszAO++8o3WNJUuWoLCwEAMGDEB6ejq6dOlicE7+/v64ffs2li5dihUrViAwMFBrzKhRozBq1Cit7Vu2bMG6devA5/PRs2dPuLi4IDU1FR9//DHOnz+PjRs3ckU/P/30U3z11VcQCATo2bMnXF1dcenSJXz11Vc4ePAgtm/frhVwcfToUdy7dw9hYWGQy+Xo2LEjAKC4uBiTJ09GWloaWrdujT59+qC8vBxnzpzByZMnsWzZMvz73/826T0h7JiGLHFNENbg7NmzjJ+fHxMeHm50rJ+fH+Pn58dkZWUxDMMwMpmMCQoKYkJDQ5mHDx9y42QyGfPKK68wfn5+zE8//cRtX7duHePn58dMmTKFKSgo4LZnZWUxkZGRjJ+fH3PixAlu+4IFCxg/Pz+mZ8+eTHZ2NsMwDKNUKo3O8+bNm0xwcDA334iICGbJkiXMnj17mNzcXL3HXblyhfH392dCQ0OZq1evctuLi4uZkSNHMn5+fkxCQgLDMAyTlJTE+Pn5MWFhYcz169c17v29995j/Pz8mJdffpnbzsrZz8+P2b59O7edvZ93332X8fPzY+bNm8dUVFRw+9PS0ph//etfTLdu3ZibN28avXfCvqE1HYIwQElJCSoqKuDo6IgWLVpw28ViMd577z189NFHCAoKAlBd/j4+Ph4SiQQxMTEa4z09PfHee+8BqO4KW5OoqCi4u7sDAGdlGOLpp5/Gt99+i4CAAADA/fv3sWvXLsyfPx8DBgzAyJEjsWvXLqhUKo3jfvjhB6hUKsyZM0ejuZizszPmzp0LHx8frlPm119/DQBYvHixhuUlFouxbNkyeHt749KlS0hJSdG4hlgs1rBY+Hw+8vLykJCQgLZt22L58uVwcHDg9nft2hVz5syBXC7HN998Y/TeCfuGlA5BGKBVq1bw9fVFTk4OxowZg9jYWNy6dQtA9Y/lyy+/jE6dOgEA0tLSUFJSgqeeegqtW7fWOldYWBiEQiFSU1OhVCo19rH5Qebg7+/PRbHNmTMHoaGhnJvvzz//xPvvv48pU6ZAJpNxx5w/fx4AEB4ernW+/v3747fffsO0adOgUChw8eJFCIVCREVFaY0VCoXc+hR7ThZfX1+tdaHk5GQolUr06NFDQ+GwsO3Ga56LaHzQmg7R6BEIBACg0UpYF+qKQD3EeN26dZg1axbS09ORnp6OmJgYeHh44Nlnn8Urr7wCX19fAEBOTg6AauVjSIkoFAoUFRVpJG6qW0Xm0q1bN3Tr1g2zZ89GVVUVUlNT8csvv2D//v04e/YsNmzYgHnz5gEA/v77bwBAu3btDJ6zsLAQcrkc7dq10xtuza7lPHr0SGO7enABCyubQ4cOGZRNbm6uwXkR9g8pHaLRI5VKAQDl5eUGx5WVlXH/d3Fx4f7v7++P3377DSdOnMCxY8dw5swZZGVl4ZtvvsH333+P9evXIzIyknNleXp6Ijg42Kw56otC00VRUREyMjLg7OzMWVksYrEYYWFhCAsLQ1BQEJYvX46EhARO6SgUCpOuYUxBA0+UdE2rRpd7kJWNn5+fQaVjjhwI+4SUDtHoad++PYDqH+vS0lI4OTnpHHf37l0A1S61mk/3IpEIERERiIiIAADcu3cP//vf//Dzzz/j008/RWRkJNq0aQMA6NChAz799NN6uhvgxIkTmDt3LiIiIrB582a941566SUsX74cRUVF3LY2bdrgwYMHyMvLg4eHh8Z4NtTbx8cHvXr1gkgkwqNHjyCTyXRaO1lZWQCq5WUMVjaBgYFYuXKlSfdJNE5oTYdo9Li4uODpp58GwzA4fPiw3nHHjh0DAPTq1YvblpKSgqFDh+KDDz7QGOvl5YX3338fwBPXUUBAABwcHHD16lU8fvxY6/w3btxAVFQU5syZY5IloY+goCDw+XycOHGC++HXRUZGBgDgqaee4raxFtgff/yhNf7ChQtYvnw5vv76a4hEIgQHB0OhUOiUmUKhQFJSEgDgX//6l9E5h4SEAADOnj2rscbEcvz4cQwZMgTLli0zei7CviGlQzQJpk+fDgBYvXo1zp07p7X/999/R1xcHPh8PjcWqI4Sy8rKwt69e3Hp0iWNYxISEgCAiyBr1qwZxowZg9LSUsyfPx8FBQXc2IKCAixatAiZmZlwd3evkxupQ4cOGDFiBORyOSZPnoyzZ89qjbl9+zbnUpsyZQq3fdy4ceDxeNi4cSMXEAFUW4GrV68GAIwYMQIAMGnSJADAxx9/jPT0dG6sXC7Hhx9+iMzMTAQEBOjMEapJx44dER4ejvv372Pp0qWoqKjg9t2/fx8ffvghMjIy4OPjY44oCDuEx9TlkYsg7IiVK1dix44dAKrXFry9vaFSqXDr1i3cvXsXQqEQy5Ytw5gxYzSOY5ND+Xw+evTogTZt2uD+/ftIS0tDs2bNsGPHDk7xVFRUYOrUqbhw4QKcnZ0RGBgIoVCIlJQUlJWVITg4GNu2bUOzZs0APKlIEBMTg5EjR5p8LzKZDG+++SZ+//13ANUuRD8/P4jFYmRlZXFKYtasWZgzZ47GsZ9//jk2btwIkUiE0NBQiMViXLx4EYWFhYiOjtZwDX7yySfYtm0bBAIBQkJC0KJFC1y+fBm5ubno0KEDtm3bxiV/shUJwsLCuHBrdR49eoQJEybgzp07aNmyJQICAqBUKnH+/HlUVVUhKioKn332GRf4QTROSOkQTYozZ87gp59+wuXLl/Ho0SPweDy0a9cOoaGheOWVV+Dn56fzuISEBHz//fdIT09HZWUlWrZsiT59+mDmzJnw8vLSGFtVVYVvv/0W+/btw507dyAQCNCxY0dER0dj3LhxcHR05MbWVumwHD16FAkJCbh8+TLy8/OhUCjQpk0bhIaGYty4cVwOka7jtm/fjmvXrkEmk8HHxwcvvvgiJkyYoPWjn5SUhPj4eFy7dg1yuRyenp4YPHgwJk+erBFwYUzpAEBpaSni4uKQmJiIzMxMODo6wsvLC2PGjMHo0aMhFNIyc2OHlA5BEARhNWhNhyAIgrAapHQIgiAIq0FKhyAIgrAapHQIgiAIq0FKhyAIgrAapHQIgiAIq0FKhyAIgrAapHQIgiAIq0FKhyAIgrAapHQIgiAIq/H/mFHc4/hx0vAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=vgsales, x=\"user_score\", y=\"metascore\")\n",
    "plt.title('User Score vs Metascore', size = 25)\n",
    "plt.xlabel(\"User Score\", size = 22)\n",
    "plt.ylabel(\"Metascore\", size = 22)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Metascore')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data=vgsales, x=\"user_score\", y=\"metascore\",line_kws={\"color\": \"cyan\"})\n",
    "plt.title('User Score vs Metascore', size = 25)\n",
    "plt.xlabel(\"User Score\", size = 22)\n",
    "plt.ylabel(\"Metascore\", size = 22)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to the graph, critic scores seem to be correlated with user scores, indicating that user score is correlated with metascore. User score is the average score given by users for a game, and metascore is the average critic score given by critics from metacritic.com."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Global Sales (millions)')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=vgsales, x=\"user_score\", y=\"global_sales_million\")\n",
    "plt.title('User Score vs Global Sales', size = 25)\n",
    "plt.xlabel(\"User Score\", size = 22)\n",
    "plt.ylabel(\"Global Sales (millions)\", size = 22)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Metascore')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data=vgsales, x=\"user_score\", y=\"global_sales_million\",line_kws={\"color\": \"cyan\"})\n",
    "plt.title('User Score vs Metascore', size = 25)\n",
    "plt.xlabel(\"User Score\", size = 22)\n",
    "plt.ylabel(\"Metascore\", size = 22)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, if we compare user score to total sales, there is little correlation. Some games that were given a really high user score did not have as much success as those games that have a lower score, and vice versa. The highest grossing games in this set have a score of about 82. People seem to still buy games even if they are rated poorly, and there are quit a few games that users gave high scores to, that did not sell so well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Global Sales (millions)')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=vgsales, x=\"metascore\", y=\"global_sales_million\")\n",
    "plt.title('Metascore vs Sales', size = 25)\n",
    "plt.xlabel(\"Metascore\", size = 22)\n",
    "plt.ylabel(\"Global Sales (millions)\", size = 22)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Global Sales (millions)')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data=vgsales, x=\"metascore\", y=\"global_sales_million\",line_kws={\"color\": \"cyan\"})\n",
    "plt.title('Metascore vs Sales', size = 25)\n",
    "plt.xlabel(\"Metascore\", size = 22)\n",
    "plt.ylabel(\"Global Sales (millions)\", size = 22)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case, there is a little more correlation between critic score and sales than the previous graph, which may suggest that critic score can influence how well a game sells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = sales.loc[:, ['genre', 'global_sales_million']]\n",
    "s['rank'] = s['global_sales_million'].rank()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "group = s.groupby('genre')\n",
    "df2 = pd.DataFrame({col:vals['rank'] for col,vals in group})\n",
    "meds = df2.median()\n",
    "meds.sort_values(ascending=False, inplace=True)\n",
    "df2 = df2[meds.index]\n",
    "df2.boxplot(figsize=(20,8))\n",
    "plt.title('Genre vs Rank', size = 33)\n",
    "plt.xlabel(\"Genre\", size = 28)\n",
    "plt.ylabel(\"Rank\", size = 28)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above boxplot, the higher the rank value on the y-axis, the better the sales. The above boxplot suggests that a shooter game tends to be higher ranked in terms of sales. The boxplot also shows several outliers in genres such as adventure. This suggests that while there are some adventure games that are highly ranked in sales, the genre as a whole does not do well in sales. However, because the medians of these genres are dissimilar, the boxplot suggests that genre does affect the sales of a game."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis (ML Model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We proceed to build a model based on `user_score`, `metascore`, and `genre`. We are trying to predict `popular`, which is defined by the ranking of `global_sales_million`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Action', 'Adventure', 'Fighting', 'Misc', 'Platform', 'Puzzle',\n",
       "       'Racing', 'Role-Playing', 'Shooter', 'Simulation', 'Sports',\n",
       "       'Strategy'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def train_SVM(X, y, kernel='linear'):\n",
    "    clf = SVC(kernel = kernel)\n",
    "    clf.fit(X,y)\n",
    "    return clf\n",
    "genre_encode.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train data. To avoid bias towards popular games, we will shuffle the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "vgsales_shuffled = vgsales.sample(frac=1)\n",
    "y = vgsales_shuffled['popular'].to_numpy()\n",
    "x = vgsales_shuffled[['Action', 'Adventure', 'Fighting', 'Misc', 'Platform', 'Puzzle',\n",
    "       'Racing', 'Role-Playing', 'Shooter', 'Simulation', 'Sports',\n",
    "       'Strategy', 'metascore', 'user_score']]\n",
    "train_x = x.iloc[0:2007]\n",
    "train_x = train_x.to_numpy()\n",
    "train_y = y[:2007]\n",
    "test_y = y[2007:]\n",
    "test_x = x.iloc[2007:]\n",
    "test_x = test_x.to_numpy()\n",
    "clf = train_SVM(train_x,train_y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predict on train and test datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict_train_y = clf.predict(train_x)\n",
    "predict_test_y = clf.predict(test_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.65      0.61      0.63       231\n",
      "           1       0.68      0.72      0.70       271\n",
      "\n",
      "    accuracy                           0.67       502\n",
      "   macro avg       0.66      0.66      0.66       502\n",
      "weighted avg       0.67      0.67      0.67       502\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(test_y, predict_test_y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The classification report tells us that our model is approximately 66-70% accurate, or it is correct approximately 2/3rd of the time. Scores for precision are approximately the same, however for recall, the classifiers ability to find what was designated as an unpopular game was slightly lower than for finding popular games. Though the accuracy of the model to predict a popular game based on the criteria from the data was not perfect, it is still at a significant 2/3. Base on the classification report, we can somewhat reliabily predict whether a game is popular base on genre, user score, and critic score. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ethics & Privacy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are no PII involved with the data(as we are strictly dealing with public data in the gaming industry). The data used in this project are very close to accurate. Data used in this dataset was scraped from a website called vgchartz.com. This website gets their data from Famitsu, a Japanese videogame magazine, and sales data from NPD, which is a reputable private market research company. The critic score dataset contains data scraped from metacritic.com, which are the critic scores for each game directly from their website.\n",
    "The data we used is public, however the analysis would show how the large companies have games that are more popular, and could benefit the sales of those companies. Because of this, we decided to leave out the names of the developers to not show any bias or provide any benefit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion & Discussion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Summary of our result and Discussion</h3>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our project studied the relationship between game genre, critic score and the popularity of a game (based on the number of sales). According to the prediction report, we have a precision around 66% when trying to predict/classify a game's popularity given its genre and critic score. So, the genre and critic score in some way influence a game's popularity. However, this influence is not very strong. There are other factors (maybe combined with genre and critic score) that determine a game's popularity. \n",
    "\n",
    "In addition, We hypothesize that games that fall into the adventure and strategy genres tend to have the highest sales (and therefore popularity). However, according to the EDA section, action games have the highest total (global) sales and highest sales across different regions. So, our hypothesis is not very consistent with our exploration."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Data Limitations</h3>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The limitations of this study is that we are strictly linking the success of a game on the # of sales and the ratings of the users. As a result, it fails to take into account the other predictors of success in a game, such as the nostalgia factor involved with its game franchise driving up sales, the amount of resources that are dedicated towards improving the quality of a game, the workplace conditions surrounding the development of a game, and so forth. Furthermore, it also fails to account for reviews from organizations like IGN, which is also known for posting reviews, thereby creating a bias towards Metacritic users and critics. Finally, because there are significant amounts of missing data in games before 2016, we needed to limit the study to games from 2016 onwards, thereby failing to take into account a pattern that may have existed beforehand. All of these factors mentioned here therefore reduces the predictive ability of the study."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Impacts of Work on Society</h3>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If people were to read this report, they will realize game genre, user score, and critic score matter when purchasing games. For example, action games dominate EU and NA, whcih might not be the case in other regions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Team Contributions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overview: Cary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Background: Everyone"
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    "Data Cleaning: Derek, Zhaoge"
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