Popular Video Games 1980 - 2023 🎮 (python).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c0266f93",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('games.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b42e37ac",
   "metadata": {},
   "source": [
    "# Data Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a2fe9208",
   "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>Unnamed: 0</th>\n",
       "      <th>Title</th>\n",
       "      <th>Release Date</th>\n",
       "      <th>Team</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Times Listed</th>\n",
       "      <th>Number of Reviews</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Plays</th>\n",
       "      <th>Playing</th>\n",
       "      <th>Backlogs</th>\n",
       "      <th>Wishlist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Elden Ring</td>\n",
       "      <td>Feb 25, 2022</td>\n",
       "      <td>['Bandai Namco Entertainment', 'FromSoftware']</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.9K</td>\n",
       "      <td>3.9K</td>\n",
       "      <td>['Adventure', 'RPG']</td>\n",
       "      <td>Elden Ring is a fantasy, action and open world...</td>\n",
       "      <td>[\"The first playthrough of elden ring is one o...</td>\n",
       "      <td>17K</td>\n",
       "      <td>3.8K</td>\n",
       "      <td>4.6K</td>\n",
       "      <td>4.8K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Hades</td>\n",
       "      <td>Dec 10, 2019</td>\n",
       "      <td>['Supergiant Games']</td>\n",
       "      <td>4.3</td>\n",
       "      <td>2.9K</td>\n",
       "      <td>2.9K</td>\n",
       "      <td>['Adventure', 'Brawler', 'Indie', 'RPG']</td>\n",
       "      <td>A rogue-lite hack and slash dungeon crawler in...</td>\n",
       "      <td>['convinced this is a roguelike for people who...</td>\n",
       "      <td>21K</td>\n",
       "      <td>3.2K</td>\n",
       "      <td>6.3K</td>\n",
       "      <td>3.6K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>The Legend of Zelda: Breath of the Wild</td>\n",
       "      <td>Mar 03, 2017</td>\n",
       "      <td>['Nintendo', 'Nintendo EPD Production Group No...</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.3K</td>\n",
       "      <td>4.3K</td>\n",
       "      <td>['Adventure', 'RPG']</td>\n",
       "      <td>The Legend of Zelda: Breath of the Wild is the...</td>\n",
       "      <td>['This game is the game (that is not CS:GO) th...</td>\n",
       "      <td>30K</td>\n",
       "      <td>2.5K</td>\n",
       "      <td>5K</td>\n",
       "      <td>2.6K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Undertale</td>\n",
       "      <td>Sep 15, 2015</td>\n",
       "      <td>['tobyfox', '8-4']</td>\n",
       "      <td>4.2</td>\n",
       "      <td>3.5K</td>\n",
       "      <td>3.5K</td>\n",
       "      <td>['Adventure', 'Indie', 'RPG', 'Turn Based Stra...</td>\n",
       "      <td>A small child falls into the Underground, wher...</td>\n",
       "      <td>['soundtrack is tied for #1 with nier automata...</td>\n",
       "      <td>28K</td>\n",
       "      <td>679</td>\n",
       "      <td>4.9K</td>\n",
       "      <td>1.8K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Hollow Knight</td>\n",
       "      <td>Feb 24, 2017</td>\n",
       "      <td>['Team Cherry']</td>\n",
       "      <td>4.4</td>\n",
       "      <td>3K</td>\n",
       "      <td>3K</td>\n",
       "      <td>['Adventure', 'Indie', 'Platform']</td>\n",
       "      <td>A 2D metroidvania with an emphasis on close co...</td>\n",
       "      <td>[\"this games worldbuilding is incredible, with...</td>\n",
       "      <td>21K</td>\n",
       "      <td>2.4K</td>\n",
       "      <td>8.3K</td>\n",
       "      <td>2.3K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                                    Title  Release Date  \\\n",
       "0           0                               Elden Ring  Feb 25, 2022   \n",
       "1           1                                    Hades  Dec 10, 2019   \n",
       "2           2  The Legend of Zelda: Breath of the Wild  Mar 03, 2017   \n",
       "3           3                                Undertale  Sep 15, 2015   \n",
       "4           4                            Hollow Knight  Feb 24, 2017   \n",
       "\n",
       "                                                Team  Rating Times Listed  \\\n",
       "0     ['Bandai Namco Entertainment', 'FromSoftware']     4.5         3.9K   \n",
       "1                               ['Supergiant Games']     4.3         2.9K   \n",
       "2  ['Nintendo', 'Nintendo EPD Production Group No...     4.4         4.3K   \n",
       "3                                 ['tobyfox', '8-4']     4.2         3.5K   \n",
       "4                                    ['Team Cherry']     4.4           3K   \n",
       "\n",
       "  Number of Reviews                                             Genres  \\\n",
       "0              3.9K                               ['Adventure', 'RPG']   \n",
       "1              2.9K           ['Adventure', 'Brawler', 'Indie', 'RPG']   \n",
       "2              4.3K                               ['Adventure', 'RPG']   \n",
       "3              3.5K  ['Adventure', 'Indie', 'RPG', 'Turn Based Stra...   \n",
       "4                3K                 ['Adventure', 'Indie', 'Platform']   \n",
       "\n",
       "                                             Summary  \\\n",
       "0  Elden Ring is a fantasy, action and open world...   \n",
       "1  A rogue-lite hack and slash dungeon crawler in...   \n",
       "2  The Legend of Zelda: Breath of the Wild is the...   \n",
       "3  A small child falls into the Underground, wher...   \n",
       "4  A 2D metroidvania with an emphasis on close co...   \n",
       "\n",
       "                                             Reviews Plays Playing Backlogs  \\\n",
       "0  [\"The first playthrough of elden ring is one o...   17K    3.8K     4.6K   \n",
       "1  ['convinced this is a roguelike for people who...   21K    3.2K     6.3K   \n",
       "2  ['This game is the game (that is not CS:GO) th...   30K    2.5K       5K   \n",
       "3  ['soundtrack is tied for #1 with nier automata...   28K     679     4.9K   \n",
       "4  [\"this games worldbuilding is incredible, with...   21K    2.4K     8.3K   \n",
       "\n",
       "  Wishlist  \n",
       "0     4.8K  \n",
       "1     3.6K  \n",
       "2     2.6K  \n",
       "3     1.8K  \n",
       "4     2.3K  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5ac29237",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1512, 14)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#numbers of rows,columns in dataframe\n",
    "df.shape    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "be491158",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0             int64\n",
       "Title                 object\n",
       "Release Date          object\n",
       "Team                  object\n",
       "Rating               float64\n",
       "Times Listed          object\n",
       "Number of Reviews     object\n",
       "Genres                object\n",
       "Summary               object\n",
       "Reviews               object\n",
       "Plays                 object\n",
       "Playing               object\n",
       "Backlogs              object\n",
       "Wishlist              object\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "de0979c9",
   "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>Unnamed: 0</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1512.000000</td>\n",
       "      <td>1499.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>755.500000</td>\n",
       "      <td>3.719346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>436.621117</td>\n",
       "      <td>0.532608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>377.750000</td>\n",
       "      <td>3.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>755.500000</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1133.250000</td>\n",
       "      <td>4.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1511.000000</td>\n",
       "      <td>4.800000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0       Rating\n",
       "count  1512.000000  1499.000000\n",
       "mean    755.500000     3.719346\n",
       "std     436.621117     0.532608\n",
       "min       0.000000     0.700000\n",
       "25%     377.750000     3.400000\n",
       "50%     755.500000     3.800000\n",
       "75%    1133.250000     4.100000\n",
       "max    1511.000000     4.800000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "f99e57c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.5       , 4.3       , 4.4       , 4.2       , 3.        ,\n",
       "       3.7       , 4.1       , 3.8       , 3.3       , 4.6       ,\n",
       "       2.6       , 3.9       , 4.        , 2.7       , 3.6       ,\n",
       "       3.5       , 3.2       , 2.8       , 2.1       , 3.4       ,\n",
       "       3.1       , 2.9       , 2.5       , 1.9       , 2.4       ,\n",
       "       2.3       , 3.71934623, 1.2       , 2.2       , 1.6       ,\n",
       "       1.5       , 4.8       , 2.        , 1.4       , 0.7       ,\n",
       "       1.8       ])"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_ratings = (df[\"Rating\"].unique())\n",
    "unique_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dd2975d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unnamed: 0            0\n",
      "Title                 0\n",
      "Release Date          0\n",
      "Team                  1\n",
      "Rating               13\n",
      "Times Listed          0\n",
      "Number of Reviews     0\n",
      "Genres                0\n",
      "Summary               1\n",
      "Reviews               0\n",
      "Plays                 0\n",
      "Playing               0\n",
      "Backlogs              0\n",
      "Wishlist              0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#every missing data\n",
    "print(df.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ae7aa35a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Unnamed: 0                                              Title  \\\n",
      "587          587                                  Final Fantasy XVI   \n",
      "649          649                                  Death Stranding 2   \n",
      "713          713                          Final Fantasy VII Rebirth   \n",
      "719          719                                          Lies of P   \n",
      "726          726                                              Judas   \n",
      "746          746  Like a Dragon Gaiden: The Man Who Erased His Name   \n",
      "972          972          The Legend of Zelda: Tears of the Kingdom   \n",
      "1130        1130                           Star Wars Jedi: Survivor   \n",
      "1160        1160            We Love Katamari Reroll + Royal Reverie   \n",
      "1202        1202                                         Earthblade   \n",
      "1305        1305                                          Diablo IV   \n",
      "1341        1341                                   Pac-Man in a Tin   \n",
      "1349        1349                                       Pokémon Añil   \n",
      "\n",
      "         Release Date                                               Team  \\\n",
      "587      Jun 22, 2023  ['Square Enix', 'Square Enix Creative Business...   \n",
      "649   releases on TBD                             ['Kojima Productions']   \n",
      "713      Dec 31, 2023                                    ['Square Enix']   \n",
      "719      Aug 01, 2023                        ['NEOWIZ', 'Round8 Studio']   \n",
      "726      Mar 31, 2025                              ['Ghost Story Games']   \n",
      "746      Dec 31, 2023                  ['Ryū Ga Gotoku Studios', 'Sega']   \n",
      "972      May 12, 2023  ['Nintendo', 'Nintendo EPD Production Group No...   \n",
      "1130     Apr 28, 2023       ['Respawn Entertainment', 'Electronic Arts']   \n",
      "1160     Jun 02, 2023  ['Bandai Namco Entertainment', 'MONKEYCRAFT Co...   \n",
      "1202     Dec 31, 2024                             ['Extremely OK Games']   \n",
      "1305     Jun 06, 2023                         ['Blizzard Entertainment']   \n",
      "1341     Mar 22, 2023                                 ['Fizz Creations']   \n",
      "1349     Mar 23, 2023                                      ['Eric Lost']   \n",
      "\n",
      "      Rating Times Listed Number of Reviews                           Genres  \\\n",
      "587      NaN          422               422                          ['RPG']   \n",
      "649      NaN          105               105         ['Adventure', 'Shooter']   \n",
      "713      NaN          192               192                               []   \n",
      "719      NaN          175               175                          ['RPG']   \n",
      "726      NaN           90                90         ['Adventure', 'Shooter']   \n",
      "746      NaN          118               118  ['Adventure', 'Brawler', 'RPG']   \n",
      "972      NaN          581               581             ['Adventure', 'RPG']   \n",
      "1130     NaN          250               250                    ['Adventure']   \n",
      "1160     NaN           51                51          ['Adventure', 'Puzzle']   \n",
      "1202     NaN           83                83    ['Adventure', 'Indie', 'RPG']   \n",
      "1305     NaN          148               148               ['Brawler', 'RPG']   \n",
      "1341     NaN            0                 0                       ['Arcade']   \n",
      "1349     NaN            2                 2                          ['RPG']   \n",
      "\n",
      "                                                Summary  \\\n",
      "587   Final Fantasy XVI is an upcoming action role-p...   \n",
      "649                                                 NaN   \n",
      "713   This next standalone chapter in the FINAL FANT...   \n",
      "719   Inspired by the familiar story of Pinocchio, L...   \n",
      "726   A disintegrating starship. A desperate escape ...   \n",
      "746   This game covers Kiryu's story between Yakuza ...   \n",
      "972   The Legend of Zelda: Tears of the Kingdom is t...   \n",
      "1130  The story of Cal Kestis continues in Star Wars...   \n",
      "1160  We Love Katamari Reroll + Royal Reverie is a r...   \n",
      "1202  You are Névoa, an enigmatic child of Fate retu...   \n",
      "1305  Endless demons to slaughter. Deep customizatio...   \n",
      "1341  Pac-Man in a Tin is a pocket-sized tin contain...   \n",
      "1349  Pokémon Añil is the fourth video game created ...   \n",
      "\n",
      "                                                Reviews Plays Playing  \\\n",
      "587                                                  []    37      10   \n",
      "649                                                  []     3       0   \n",
      "713                                                  []    20       3   \n",
      "719                                                  []     5       0   \n",
      "726                                                  []     1       0   \n",
      "746                                                  []     2       1   \n",
      "972                                                  []    72       6   \n",
      "1130                                                 []    13       2   \n",
      "1160                                                 []     3       0   \n",
      "1202                                                 []     0       1   \n",
      "1305                                                 []    19      10   \n",
      "1341                                                 []     1       0   \n",
      "1349  ['pokemon HWHAT', 'Finally, after all these ye...     1       0   \n",
      "\n",
      "     Backlogs Wishlist  \n",
      "587       732     2.4K  \n",
      "649       209      644  \n",
      "713       354     1.1K  \n",
      "719       260      939  \n",
      "726        92      437  \n",
      "746       145      588  \n",
      "972      1.6K     5.4K  \n",
      "1130      367     1.4K  \n",
      "1160       74      291  \n",
      "1202      103      529  \n",
      "1305      179      677  \n",
      "1341        1        2  \n",
      "1349        1        7  \n"
     ]
    }
   ],
   "source": [
    "# locate missing values in the Rating column\n",
    "print(df.loc[df['Rating'].isnull()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "15f388c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Unnamed: 0                 Title  Release Date Team  Rating  \\\n",
      "1245        1245  NEET Girl Date Night  Oct 21, 2022  NaN     2.7   \n",
      "\n",
      "     Times Listed Number of Reviews            Genres  \\\n",
      "1245           21                21  ['Visual Novel']   \n",
      "\n",
      "                                                Summary  \\\n",
      "1245  Your friend sets you up on a date with his NEE...   \n",
      "\n",
      "                                                Reviews Plays Playing  \\\n",
      "1245  ['this sucked. \"Omg she is literally me\" is no...   106       1   \n",
      "\n",
      "     Backlogs Wishlist  \n",
      "1245       44       42  \n"
     ]
    }
   ],
   "source": [
    "# locate missing values in the Team column\n",
    "print(df.loc[df['Team'].isnull()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8a9a1de6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Unnamed: 0              Title     Release Date                    Team  \\\n",
      "649         649  Death Stranding 2  releases on TBD  ['Kojima Productions']   \n",
      "\n",
      "     Rating Times Listed Number of Reviews                    Genres Summary  \\\n",
      "649     NaN          105               105  ['Adventure', 'Shooter']     NaN   \n",
      "\n",
      "    Reviews Plays Playing Backlogs Wishlist  \n",
      "649      []     3       0      209      644  \n"
     ]
    }
   ],
   "source": [
    "print(df.loc[df['Summary'].isnull()])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b169de48",
   "metadata": {},
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5086e2e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Release Date</th>\n",
       "      <th>Team</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Times Listed</th>\n",
       "      <th>Number of Reviews</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Plays</th>\n",
       "      <th>Playing</th>\n",
       "      <th>Backlogs</th>\n",
       "      <th>Wishlist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Elden Ring</td>\n",
       "      <td>Feb 25, 2022</td>\n",
       "      <td>['Bandai Namco Entertainment', 'FromSoftware']</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.9K</td>\n",
       "      <td>3.9K</td>\n",
       "      <td>['Adventure', 'RPG']</td>\n",
       "      <td>Elden Ring is a fantasy, action and open world...</td>\n",
       "      <td>[\"The first playthrough of elden ring is one o...</td>\n",
       "      <td>17K</td>\n",
       "      <td>3.8K</td>\n",
       "      <td>4.6K</td>\n",
       "      <td>4.8K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hades</td>\n",
       "      <td>Dec 10, 2019</td>\n",
       "      <td>['Supergiant Games']</td>\n",
       "      <td>4.3</td>\n",
       "      <td>2.9K</td>\n",
       "      <td>2.9K</td>\n",
       "      <td>['Adventure', 'Brawler', 'Indie', 'RPG']</td>\n",
       "      <td>A rogue-lite hack and slash dungeon crawler in...</td>\n",
       "      <td>['convinced this is a roguelike for people who...</td>\n",
       "      <td>21K</td>\n",
       "      <td>3.2K</td>\n",
       "      <td>6.3K</td>\n",
       "      <td>3.6K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Legend of Zelda: Breath of the Wild</td>\n",
       "      <td>Mar 03, 2017</td>\n",
       "      <td>['Nintendo', 'Nintendo EPD Production Group No...</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.3K</td>\n",
       "      <td>4.3K</td>\n",
       "      <td>['Adventure', 'RPG']</td>\n",
       "      <td>The Legend of Zelda: Breath of the Wild is the...</td>\n",
       "      <td>['This game is the game (that is not CS:GO) th...</td>\n",
       "      <td>30K</td>\n",
       "      <td>2.5K</td>\n",
       "      <td>5K</td>\n",
       "      <td>2.6K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Undertale</td>\n",
       "      <td>Sep 15, 2015</td>\n",
       "      <td>['tobyfox', '8-4']</td>\n",
       "      <td>4.2</td>\n",
       "      <td>3.5K</td>\n",
       "      <td>3.5K</td>\n",
       "      <td>['Adventure', 'Indie', 'RPG', 'Turn Based Stra...</td>\n",
       "      <td>A small child falls into the Underground, wher...</td>\n",
       "      <td>['soundtrack is tied for #1 with nier automata...</td>\n",
       "      <td>28K</td>\n",
       "      <td>679</td>\n",
       "      <td>4.9K</td>\n",
       "      <td>1.8K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hollow Knight</td>\n",
       "      <td>Feb 24, 2017</td>\n",
       "      <td>['Team Cherry']</td>\n",
       "      <td>4.4</td>\n",
       "      <td>3K</td>\n",
       "      <td>3K</td>\n",
       "      <td>['Adventure', 'Indie', 'Platform']</td>\n",
       "      <td>A 2D metroidvania with an emphasis on close co...</td>\n",
       "      <td>[\"this games worldbuilding is incredible, with...</td>\n",
       "      <td>21K</td>\n",
       "      <td>2.4K</td>\n",
       "      <td>8.3K</td>\n",
       "      <td>2.3K</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1507</th>\n",
       "      <td>Back to the Future: The Game</td>\n",
       "      <td>Dec 22, 2010</td>\n",
       "      <td>['Telltale Games']</td>\n",
       "      <td>3.2</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>['Adventure', 'Point-and-Click']</td>\n",
       "      <td>Back to the Future: The Game is one of Telltal...</td>\n",
       "      <td>['Very enjoyable game. The story adds onto the...</td>\n",
       "      <td>763</td>\n",
       "      <td>5</td>\n",
       "      <td>223</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1508</th>\n",
       "      <td>Team Sonic Racing</td>\n",
       "      <td>May 21, 2019</td>\n",
       "      <td>['Sumo Digital', 'Sega']</td>\n",
       "      <td>2.9</td>\n",
       "      <td>264</td>\n",
       "      <td>264</td>\n",
       "      <td>['Arcade', 'Racing']</td>\n",
       "      <td>Team Sonic Racing combines the best elements o...</td>\n",
       "      <td>['jogo morto mas bom', 'not my cup of tea', \"C...</td>\n",
       "      <td>1.5K</td>\n",
       "      <td>49</td>\n",
       "      <td>413</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1509</th>\n",
       "      <td>Dragon's Dogma</td>\n",
       "      <td>May 22, 2012</td>\n",
       "      <td>['Capcom']</td>\n",
       "      <td>3.7</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>['Brawler', 'RPG']</td>\n",
       "      <td>Set in a huge open world, Dragon’s Dogma: Dark...</td>\n",
       "      <td>['Underrated.', 'A grandes rasgos, es como un ...</td>\n",
       "      <td>1.1K</td>\n",
       "      <td>45</td>\n",
       "      <td>487</td>\n",
       "      <td>206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1510</th>\n",
       "      <td>Baldur's Gate 3</td>\n",
       "      <td>Oct 06, 2020</td>\n",
       "      <td>['Larian Studios']</td>\n",
       "      <td>4.1</td>\n",
       "      <td>165</td>\n",
       "      <td>165</td>\n",
       "      <td>['Adventure', 'RPG', 'Strategy', 'Tactical', '...</td>\n",
       "      <td>An ancient evil has returned to Baldur's Gate,...</td>\n",
       "      <td>['Bu türe bu oyunla girmeye çalışmak hataydı s...</td>\n",
       "      <td>269</td>\n",
       "      <td>79</td>\n",
       "      <td>388</td>\n",
       "      <td>602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1511</th>\n",
       "      <td>The LEGO Movie Videogame</td>\n",
       "      <td>Feb 04, 2014</td>\n",
       "      <td>['WB Games', 'TT Fusion']</td>\n",
       "      <td>2.8</td>\n",
       "      <td>184</td>\n",
       "      <td>184</td>\n",
       "      <td>['Adventure', 'Puzzle']</td>\n",
       "      <td>Join Emmet and an unlikely group of resistance...</td>\n",
       "      <td>['Legal', 'Pretty Average Lego Game But It Was...</td>\n",
       "      <td>1.7K</td>\n",
       "      <td>11</td>\n",
       "      <td>239</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1512 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Title  Release Date  \\\n",
       "0                                  Elden Ring  Feb 25, 2022   \n",
       "1                                       Hades  Dec 10, 2019   \n",
       "2     The Legend of Zelda: Breath of the Wild  Mar 03, 2017   \n",
       "3                                   Undertale  Sep 15, 2015   \n",
       "4                               Hollow Knight  Feb 24, 2017   \n",
       "...                                       ...           ...   \n",
       "1507             Back to the Future: The Game  Dec 22, 2010   \n",
       "1508                        Team Sonic Racing  May 21, 2019   \n",
       "1509                           Dragon's Dogma  May 22, 2012   \n",
       "1510                          Baldur's Gate 3  Oct 06, 2020   \n",
       "1511                 The LEGO Movie Videogame  Feb 04, 2014   \n",
       "\n",
       "                                                   Team  Rating Times Listed  \\\n",
       "0        ['Bandai Namco Entertainment', 'FromSoftware']     4.5         3.9K   \n",
       "1                                  ['Supergiant Games']     4.3         2.9K   \n",
       "2     ['Nintendo', 'Nintendo EPD Production Group No...     4.4         4.3K   \n",
       "3                                    ['tobyfox', '8-4']     4.2         3.5K   \n",
       "4                                       ['Team Cherry']     4.4           3K   \n",
       "...                                                 ...     ...          ...   \n",
       "1507                                 ['Telltale Games']     3.2           94   \n",
       "1508                           ['Sumo Digital', 'Sega']     2.9          264   \n",
       "1509                                         ['Capcom']     3.7          210   \n",
       "1510                                 ['Larian Studios']     4.1          165   \n",
       "1511                          ['WB Games', 'TT Fusion']     2.8          184   \n",
       "\n",
       "     Number of Reviews                                             Genres  \\\n",
       "0                 3.9K                               ['Adventure', 'RPG']   \n",
       "1                 2.9K           ['Adventure', 'Brawler', 'Indie', 'RPG']   \n",
       "2                 4.3K                               ['Adventure', 'RPG']   \n",
       "3                 3.5K  ['Adventure', 'Indie', 'RPG', 'Turn Based Stra...   \n",
       "4                   3K                 ['Adventure', 'Indie', 'Platform']   \n",
       "...                ...                                                ...   \n",
       "1507                94                   ['Adventure', 'Point-and-Click']   \n",
       "1508               264                               ['Arcade', 'Racing']   \n",
       "1509               210                                 ['Brawler', 'RPG']   \n",
       "1510               165  ['Adventure', 'RPG', 'Strategy', 'Tactical', '...   \n",
       "1511               184                            ['Adventure', 'Puzzle']   \n",
       "\n",
       "                                                Summary  \\\n",
       "0     Elden Ring is a fantasy, action and open world...   \n",
       "1     A rogue-lite hack and slash dungeon crawler in...   \n",
       "2     The Legend of Zelda: Breath of the Wild is the...   \n",
       "3     A small child falls into the Underground, wher...   \n",
       "4     A 2D metroidvania with an emphasis on close co...   \n",
       "...                                                 ...   \n",
       "1507  Back to the Future: The Game is one of Telltal...   \n",
       "1508  Team Sonic Racing combines the best elements o...   \n",
       "1509  Set in a huge open world, Dragon’s Dogma: Dark...   \n",
       "1510  An ancient evil has returned to Baldur's Gate,...   \n",
       "1511  Join Emmet and an unlikely group of resistance...   \n",
       "\n",
       "                                                Reviews Plays Playing  \\\n",
       "0     [\"The first playthrough of elden ring is one o...   17K    3.8K   \n",
       "1     ['convinced this is a roguelike for people who...   21K    3.2K   \n",
       "2     ['This game is the game (that is not CS:GO) th...   30K    2.5K   \n",
       "3     ['soundtrack is tied for #1 with nier automata...   28K     679   \n",
       "4     [\"this games worldbuilding is incredible, with...   21K    2.4K   \n",
       "...                                                 ...   ...     ...   \n",
       "1507  ['Very enjoyable game. The story adds onto the...   763       5   \n",
       "1508  ['jogo morto mas bom', 'not my cup of tea', \"C...  1.5K      49   \n",
       "1509  ['Underrated.', 'A grandes rasgos, es como un ...  1.1K      45   \n",
       "1510  ['Bu türe bu oyunla girmeye çalışmak hataydı s...   269      79   \n",
       "1511  ['Legal', 'Pretty Average Lego Game But It Was...  1.7K      11   \n",
       "\n",
       "     Backlogs Wishlist  \n",
       "0        4.6K     4.8K  \n",
       "1        6.3K     3.6K  \n",
       "2          5K     2.6K  \n",
       "3        4.9K     1.8K  \n",
       "4        8.3K     2.3K  \n",
       "...       ...      ...  \n",
       "1507      223       67  \n",
       "1508      413      107  \n",
       "1509      487      206  \n",
       "1510      388      602  \n",
       "1511      239       73  \n",
       "\n",
       "[1512 rows x 13 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Drop First Column\n",
    "df.drop(['Unnamed: 0'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a909eb0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unnamed: 0           0\n",
      "Title                0\n",
      "Release Date         0\n",
      "Team                 1\n",
      "Rating               0\n",
      "Times Listed         0\n",
      "Number of Reviews    0\n",
      "Genres               0\n",
      "Summary              1\n",
      "Reviews              0\n",
      "Plays                0\n",
      "Playing              0\n",
      "Backlogs             0\n",
      "Wishlist             0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#get mean of rating column\n",
    "rating_mean = df[\"Rating\"].mean()\n",
    "\n",
    "#impute the rating column's mean to all the missing value in its column\n",
    "df.Rating = df.Rating.fillna(rating_mean)\n",
    "\n",
    "#check to see if rating column still has missing value\n",
    "print(df.isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae3ee1a5",
   "metadata": {},
   "source": [
    "# Data Summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c3db5ab5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "284 games contain the indie genre\n"
     ]
    }
   ],
   "source": [
    "indie = (df['Genres'].str.contains('Indie').sum())\n",
    "print(indie, \"games contain the indie genre\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c1802c37",
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>72</td>\n",
       "      <td>EarthBound</td>\n",
       "      <td>Aug 27, 1994</td>\n",
       "      <td>['Nintendo', 'Creatures Inc.']</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.9K</td>\n",
       "      <td>1.9K</td>\n",
       "      <td>['Adventure', 'RPG', 'Turn Based Strategy']</td>\n",
       "      <td>A turn-based JRPG and sequel to then-Japan-onl...</td>\n",
       "      <td>['i think the rolling health meter is a unique...</td>\n",
       "      <td>9K</td>\n",
       "      <td>600</td>\n",
       "      <td>4.8K</td>\n",
       "      <td>1.8K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>532</td>\n",
       "      <td>Pokémon White</td>\n",
       "      <td>Sep 18, 2010</td>\n",
       "      <td>['Nintendo', 'Game Freak']</td>\n",
       "      <td>4.1</td>\n",
       "      <td>814</td>\n",
       "      <td>814</td>\n",
       "      <td>['Adventure', 'RPG', 'Turn Based Strategy']</td>\n",
       "      <td>Pokémon White Version and Pokémon Black Versio...</td>\n",
       "      <td>['Unova has the best Pokémon designs, honestly...</td>\n",
       "      <td>9K</td>\n",
       "      <td>115</td>\n",
       "      <td>705</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>245</td>\n",
       "      <td>Pokémon White</td>\n",
       "      <td>Sep 18, 2010</td>\n",
       "      <td>['Nintendo', 'Game Freak']</td>\n",
       "      <td>4.1</td>\n",
       "      <td>814</td>\n",
       "      <td>814</td>\n",
       "      <td>['Adventure', 'RPG', 'Turn Based Strategy']</td>\n",
       "      <td>Pokémon White Version and Pokémon Black Versio...</td>\n",
       "      <td>['Unova has the best Pokémon designs, honestly...</td>\n",
       "      <td>9K</td>\n",
       "      <td>115</td>\n",
       "      <td>705</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>1217</td>\n",
       "      <td>Ninja Gaiden Black</td>\n",
       "      <td>Sep 20, 2005</td>\n",
       "      <td>['Team NINJA', 'Tecmo']</td>\n",
       "      <td>4.3</td>\n",
       "      <td>294</td>\n",
       "      <td>294</td>\n",
       "      <td>['Adventure', 'Brawler']</td>\n",
       "      <td>In Ninja Gaiden Black you can reprise the role...</td>\n",
       "      <td>[\"I've known about the NG series for a while n...</td>\n",
       "      <td>992</td>\n",
       "      <td>41</td>\n",
       "      <td>495</td>\n",
       "      <td>343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>1439</td>\n",
       "      <td>Alpha Protocol</td>\n",
       "      <td>May 28, 2010</td>\n",
       "      <td>['Obsidian Entertainment', 'Sega']</td>\n",
       "      <td>3.3</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>['RPG', 'Shooter']</td>\n",
       "      <td>A talented young agent cast out by his governm...</td>\n",
       "      <td>['I think if Alpha Protocol had good gameplay ...</td>\n",
       "      <td>987</td>\n",
       "      <td>9</td>\n",
       "      <td>511</td>\n",
       "      <td>182</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0               Title  Release Date  \\\n",
       "72            72          EarthBound  Aug 27, 1994   \n",
       "532          532       Pokémon White  Sep 18, 2010   \n",
       "245          245       Pokémon White  Sep 18, 2010   \n",
       "1217        1217  Ninja Gaiden Black  Sep 20, 2005   \n",
       "1439        1439      Alpha Protocol  May 28, 2010   \n",
       "\n",
       "                                    Team  Rating Times Listed  \\\n",
       "72        ['Nintendo', 'Creatures Inc.']     4.2         1.9K   \n",
       "532           ['Nintendo', 'Game Freak']     4.1          814   \n",
       "245           ['Nintendo', 'Game Freak']     4.1          814   \n",
       "1217             ['Team NINJA', 'Tecmo']     4.3          294   \n",
       "1439  ['Obsidian Entertainment', 'Sega']     3.3          170   \n",
       "\n",
       "     Number of Reviews                                       Genres  \\\n",
       "72                1.9K  ['Adventure', 'RPG', 'Turn Based Strategy']   \n",
       "532                814  ['Adventure', 'RPG', 'Turn Based Strategy']   \n",
       "245                814  ['Adventure', 'RPG', 'Turn Based Strategy']   \n",
       "1217               294                     ['Adventure', 'Brawler']   \n",
       "1439               170                           ['RPG', 'Shooter']   \n",
       "\n",
       "                                                Summary  \\\n",
       "72    A turn-based JRPG and sequel to then-Japan-onl...   \n",
       "532   Pokémon White Version and Pokémon Black Versio...   \n",
       "245   Pokémon White Version and Pokémon Black Versio...   \n",
       "1217  In Ninja Gaiden Black you can reprise the role...   \n",
       "1439  A talented young agent cast out by his governm...   \n",
       "\n",
       "                                                Reviews Plays Playing  \\\n",
       "72    ['i think the rolling health meter is a unique...    9K     600   \n",
       "532   ['Unova has the best Pokémon designs, honestly...    9K     115   \n",
       "245   ['Unova has the best Pokémon designs, honestly...    9K     115   \n",
       "1217  [\"I've known about the NG series for a while n...   992      41   \n",
       "1439  ['I think if Alpha Protocol had good gameplay ...   987       9   \n",
       "\n",
       "     Backlogs Wishlist  \n",
       "72       4.8K     1.8K  \n",
       "532       705      270  \n",
       "245       705      270  \n",
       "1217      495      343  \n",
       "1439      511      182  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find the most played games\n",
    "most_played_games = df.sort_values('Plays', ascending=False).head(5)\n",
    "most_played_games"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7ae4d397",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"['Adventure', 'RPG']\",\n",
       " \"['Adventure', 'Platform']\",\n",
       " \"['Adventure', 'Shooter']\",\n",
       " \"['Shooter']\",\n",
       " \"['Adventure', 'RPG', 'Turn Based Strategy']\"]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find the most popular genres\n",
    "most_popular_genres = df['Genres'].value_counts().head(5).index.tolist()\n",
    "most_popular_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7e287787",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Doom'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "most_popular_game = df['Title'].value_counts().head(1).index[0]\n",
    "most_popular_game"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "03d24e49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The LEGO Movie Videogame'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "least_popular_game = df['Title'].value_counts().index[-1]\n",
    "least_popular_game"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "dbf9f2c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Title</th>\n",
       "      <th>Release Date</th>\n",
       "      <th>Team</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Times Listed</th>\n",
       "      <th>Number of Reviews</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Plays</th>\n",
       "      <th>Playing</th>\n",
       "      <th>Backlogs</th>\n",
       "      <th>Wishlist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1252</th>\n",
       "      <td>1252</td>\n",
       "      <td>Elden Ring: Shadow of the Erdtree</td>\n",
       "      <td>releases on TBD</td>\n",
       "      <td>['FromSoftware', 'Bandai Namco Entertainment']</td>\n",
       "      <td>4.8</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>['Adventure', 'RPG']</td>\n",
       "      <td>An expansion to Elden Ring setting players on ...</td>\n",
       "      <td>['I really loved that they integrated Family G...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1090</th>\n",
       "      <td>1090</td>\n",
       "      <td>The Great Ace Attorney 2: Resolve</td>\n",
       "      <td>Aug 03, 2017</td>\n",
       "      <td>['Capcom']</td>\n",
       "      <td>4.6</td>\n",
       "      <td>386</td>\n",
       "      <td>386</td>\n",
       "      <td>['Adventure', 'Point-and-Click', 'Puzzle', 'Vi...</td>\n",
       "      <td>The Great Ace Attorney 2: Resolve is the eleve...</td>\n",
       "      <td>[\"Greatest of all time. Zenith of the medium. ...</td>\n",
       "      <td>1.1K</td>\n",
       "      <td>75</td>\n",
       "      <td>771</td>\n",
       "      <td>468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1153</th>\n",
       "      <td>1153</td>\n",
       "      <td>Dwarf Fortress</td>\n",
       "      <td>Dec 06, 2022</td>\n",
       "      <td>['Bay 12 Games', 'Kitfox Games']</td>\n",
       "      <td>4.6</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>['Indie', 'RPG', 'Simulator', 'Strategy']</td>\n",
       "      <td>In this complex construction/management/roguel...</td>\n",
       "      <td>['Both a fascinating, awe-inspiring technical ...</td>\n",
       "      <td>225</td>\n",
       "      <td>80</td>\n",
       "      <td>181</td>\n",
       "      <td>195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1104</th>\n",
       "      <td>1104</td>\n",
       "      <td>Sekiro: Shadows Die Twice - GOTY Edition</td>\n",
       "      <td>Oct 28, 2020</td>\n",
       "      <td>['Activision', 'FromSoftware']</td>\n",
       "      <td>4.6</td>\n",
       "      <td>173</td>\n",
       "      <td>173</td>\n",
       "      <td>['Adventure', 'Brawler', 'RPG']</td>\n",
       "      <td>Carve your own clever path to vengeance in the...</td>\n",
       "      <td>['Simplesmente uma perfeição. Estou completame...</td>\n",
       "      <td>1.4K</td>\n",
       "      <td>153</td>\n",
       "      <td>461</td>\n",
       "      <td>373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>Outer Wilds</td>\n",
       "      <td>May 28, 2019</td>\n",
       "      <td>['Mobius Digital', 'Annapurna Interactive']</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.8K</td>\n",
       "      <td>1.8K</td>\n",
       "      <td>['Adventure', 'Indie', 'Puzzle', 'Simulator']</td>\n",
       "      <td>Outer Wilds is a critically-acclaimed and awar...</td>\n",
       "      <td>['Replayed with my girlfriend, still the best ...</td>\n",
       "      <td>7.7K</td>\n",
       "      <td>661</td>\n",
       "      <td>4.8K</td>\n",
       "      <td>3.1K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                                     Title     Release Date  \\\n",
       "1252        1252         Elden Ring: Shadow of the Erdtree  releases on TBD   \n",
       "1090        1090         The Great Ace Attorney 2: Resolve     Aug 03, 2017   \n",
       "1153        1153                            Dwarf Fortress     Dec 06, 2022   \n",
       "1104        1104  Sekiro: Shadows Die Twice - GOTY Edition     Oct 28, 2020   \n",
       "43            43                               Outer Wilds     May 28, 2019   \n",
       "\n",
       "                                                Team  Rating Times Listed  \\\n",
       "1252  ['FromSoftware', 'Bandai Namco Entertainment']     4.8           18   \n",
       "1090                                      ['Capcom']     4.6          386   \n",
       "1153                ['Bay 12 Games', 'Kitfox Games']     4.6           48   \n",
       "1104                  ['Activision', 'FromSoftware']     4.6          173   \n",
       "43       ['Mobius Digital', 'Annapurna Interactive']     4.6         1.8K   \n",
       "\n",
       "     Number of Reviews                                             Genres  \\\n",
       "1252                18                               ['Adventure', 'RPG']   \n",
       "1090               386  ['Adventure', 'Point-and-Click', 'Puzzle', 'Vi...   \n",
       "1153                48          ['Indie', 'RPG', 'Simulator', 'Strategy']   \n",
       "1104               173                    ['Adventure', 'Brawler', 'RPG']   \n",
       "43                1.8K      ['Adventure', 'Indie', 'Puzzle', 'Simulator']   \n",
       "\n",
       "                                                Summary  \\\n",
       "1252  An expansion to Elden Ring setting players on ...   \n",
       "1090  The Great Ace Attorney 2: Resolve is the eleve...   \n",
       "1153  In this complex construction/management/roguel...   \n",
       "1104  Carve your own clever path to vengeance in the...   \n",
       "43    Outer Wilds is a critically-acclaimed and awar...   \n",
       "\n",
       "                                                Reviews Plays Playing  \\\n",
       "1252  ['I really loved that they integrated Family G...     1       0   \n",
       "1090  [\"Greatest of all time. Zenith of the medium. ...  1.1K      75   \n",
       "1153  ['Both a fascinating, awe-inspiring technical ...   225      80   \n",
       "1104  ['Simplesmente uma perfeição. Estou completame...  1.4K     153   \n",
       "43    ['Replayed with my girlfriend, still the best ...  7.7K     661   \n",
       "\n",
       "     Backlogs Wishlist  \n",
       "1252       39      146  \n",
       "1090      771      468  \n",
       "1153      181      195  \n",
       "1104      461      373  \n",
       "43       4.8K     3.1K  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find the most critically acclaimed games\n",
    "most_critically_acclaimed_games = df.sort_values('Rating', ascending=False).head(5)\n",
    "most_critically_acclaimed_games"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "33fec676",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\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>Unnamed: 0</th>\n",
       "      <th>Title</th>\n",
       "      <th>Release Date</th>\n",
       "      <th>Team</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Times Listed</th>\n",
       "      <th>Number of Reviews</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Plays</th>\n",
       "      <th>Playing</th>\n",
       "      <th>Backlogs</th>\n",
       "      <th>Wishlist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>1458</td>\n",
       "      <td>Superman: The New Superman Adventures</td>\n",
       "      <td>May 31, 1999</td>\n",
       "      <td>['Titus Software', 'WB Games']</td>\n",
       "      <td>0.7</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>['Adventure', 'Shooter']</td>\n",
       "      <td>Superman: The New Adventures, often referred t...</td>\n",
       "      <td>[\"Did you know there's a multi-player mode?  N...</td>\n",
       "      <td>859</td>\n",
       "      <td>2</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>747</td>\n",
       "      <td>Garten of Banban</td>\n",
       "      <td>Jan 06, 2023</td>\n",
       "      <td>['Euphoric Brothers']</td>\n",
       "      <td>1.2</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>['Adventure', 'Indie', 'Puzzle']</td>\n",
       "      <td>Enter Banban's Kindergarten, and you're sure t...</td>\n",
       "      <td>['Jumbo Josh BRAH! From hit indie horror game ...</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>1426</td>\n",
       "      <td>Mega Man X7</td>\n",
       "      <td>Jul 17, 2003</td>\n",
       "      <td>['Capcom Production Studio 3', 'Capcom']</td>\n",
       "      <td>1.4</td>\n",
       "      <td>231</td>\n",
       "      <td>231</td>\n",
       "      <td>['Adventure', 'Platform']</td>\n",
       "      <td>The plot of Mega Man X7 takes place in the 22n...</td>\n",
       "      <td>['Talvez um dos Mega mans mais injustiçados.\\n...</td>\n",
       "      <td>1.3K</td>\n",
       "      <td>6</td>\n",
       "      <td>385</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1249</th>\n",
       "      <td>1249</td>\n",
       "      <td>Garten of Banban 2</td>\n",
       "      <td>Mar 03, 2023</td>\n",
       "      <td>['Euphoric Brothers']</td>\n",
       "      <td>1.5</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>['Adventure', 'Indie']</td>\n",
       "      <td>Continue the story of Banban’s Kindergarten. D...</td>\n",
       "      <td>['You can beat the game and then refund it imm...</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1495</th>\n",
       "      <td>1495</td>\n",
       "      <td>Mighty No. 9</td>\n",
       "      <td>Jun 21, 2016</td>\n",
       "      <td>['Inti Creates', 'Deep Silver']</td>\n",
       "      <td>1.6</td>\n",
       "      <td>137</td>\n",
       "      <td>137</td>\n",
       "      <td>['Adventure', 'Arcade', 'Platform', 'Shooter']</td>\n",
       "      <td>Mighty No. 9 is focused on 2D platforming with...</td>\n",
       "      <td>[\"I'd rather have nothing\", 'Better than nothi...</td>\n",
       "      <td>907</td>\n",
       "      <td>5</td>\n",
       "      <td>263</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                                  Title  Release Date  \\\n",
       "1458        1458  Superman: The New Superman Adventures  May 31, 1999   \n",
       "747          747                       Garten of Banban  Jan 06, 2023   \n",
       "1426        1426                            Mega Man X7  Jul 17, 2003   \n",
       "1249        1249                     Garten of Banban 2  Mar 03, 2023   \n",
       "1495        1495                           Mighty No. 9  Jun 21, 2016   \n",
       "\n",
       "                                          Team  Rating Times Listed  \\\n",
       "1458            ['Titus Software', 'WB Games']     0.7           69   \n",
       "747                      ['Euphoric Brothers']     1.2           26   \n",
       "1426  ['Capcom Production Studio 3', 'Capcom']     1.4          231   \n",
       "1249                     ['Euphoric Brothers']     1.5           16   \n",
       "1495           ['Inti Creates', 'Deep Silver']     1.6          137   \n",
       "\n",
       "     Number of Reviews                                          Genres  \\\n",
       "1458                69                        ['Adventure', 'Shooter']   \n",
       "747                 26                ['Adventure', 'Indie', 'Puzzle']   \n",
       "1426               231                       ['Adventure', 'Platform']   \n",
       "1249                16                          ['Adventure', 'Indie']   \n",
       "1495               137  ['Adventure', 'Arcade', 'Platform', 'Shooter']   \n",
       "\n",
       "                                                Summary  \\\n",
       "1458  Superman: The New Adventures, often referred t...   \n",
       "747   Enter Banban's Kindergarten, and you're sure t...   \n",
       "1426  The plot of Mega Man X7 takes place in the 22n...   \n",
       "1249  Continue the story of Banban’s Kindergarten. D...   \n",
       "1495  Mighty No. 9 is focused on 2D platforming with...   \n",
       "\n",
       "                                                Reviews Plays Playing  \\\n",
       "1458  [\"Did you know there's a multi-player mode?  N...   859       2   \n",
       "747   ['Jumbo Josh BRAH! From hit indie horror game ...   130       1   \n",
       "1426  ['Talvez um dos Mega mans mais injustiçados.\\n...  1.3K       6   \n",
       "1249  ['You can beat the game and then refund it imm...    55       0   \n",
       "1495  [\"I'd rather have nothing\", 'Better than nothi...   907       5   \n",
       "\n",
       "     Backlogs Wishlist  \n",
       "1458       76       55  \n",
       "747         5        4  \n",
       "1426      385      113  \n",
       "1249        6        3  \n",
       "1495      263       71  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find the least critically acclaimed games\n",
    "least_critically_acclaimed_games = df.sort_values('Rating', ascending=True).head(5)\n",
    "least_critically_acclaimed_games"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de24fa88",
   "metadata": {},
   "source": [
    "# Data Visulisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fea7d0ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.register_matplotlib_converters()\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "#First 20 games rating\n",
    "games = df['Title'].iloc[0:20]\n",
    "\n",
    "rating = df['Rating'].iloc[0:20]\n",
    "\n",
    "game_rating = df.groupby(games).size().reset_index(name='Rating')\n",
    "\n",
    "# Set width and height of figure\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# Add title\n",
    "plt.title(\"Top 20 Games\")\n",
    "\n",
    "# Bar chart showing First 20 games rating\n",
    "sns.barplot(x=rating, y=games, data=game_rating)\n",
    "\n",
    "# label vertical axis\n",
    "plt.ylabel(\"Game Titles\")\n",
    "\n",
    "# label horizontal axis\n",
    "plt.xlabel(\"Rating\")\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "fc1fda64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Split the values in the \"Genres\" column into separate columns\n",
    "\n",
    "genre_columns = (df['Genres'].str.split(', ', expand=True))\n",
    "\n",
    "# Clean the genre values\n",
    "genre_columns = genre_columns.apply(lambda x: x.str.strip(\"[],\"))\n",
    "\n",
    "# Rename the columns to indicate genre\n",
    "genre_columns = genre_columns.add_prefix('Genre_')\n",
    "\n",
    "# Concatenate the cleaned genre columns with the original DataFrame\n",
    "df = pd.concat([df, genre_columns], axis=1)\n",
    "\n",
    "# Example: Bar chart of individual genres\n",
    "genre_counts = genre_columns.stack().value_counts()\n",
    "sns.barplot(x=genre_counts.index, y=genre_counts.values)\n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Individual Game Genres')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e34665a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}