diff --git "a/notebook/01_test_110323.ipynb" "b/notebook/01_test_110323.ipynb"
new file mode 100644--- /dev/null
+++ "b/notebook/01_test_110323.ipynb"
@@ -0,0 +1,2773 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "61ecb1f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "sns.set()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 376,
+   "id": "a822aac7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load the dataset\n",
+    "df = pd.read_csv('../data/SteamCharts.csv', encoding='unicode_escape')\n",
+    "df_st = pd.read_csv('../data/games.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 340,
+   "id": "43062e92",
+   "metadata": {
+    "collapsed": true
+   },
+   "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>gamename</th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>avg</th>\n",
+       "      <th>gain</th>\n",
+       "      <th>peak</th>\n",
+       "      <th>avg_peak_perc</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>February</td>\n",
+       "      <td>741013.24</td>\n",
+       "      <td>-2196.42</td>\n",
+       "      <td>1123485</td>\n",
+       "      <td>65.9567%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>January</td>\n",
+       "      <td>743209.66</td>\n",
+       "      <td>25405.91</td>\n",
+       "      <td>1124553</td>\n",
+       "      <td>66.0893%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>December</td>\n",
+       "      <td>717803.75</td>\n",
+       "      <td>49049.17</td>\n",
+       "      <td>1164396</td>\n",
+       "      <td>61.646%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>November</td>\n",
+       "      <td>668754.58</td>\n",
+       "      <td>55087.89</td>\n",
+       "      <td>1037464</td>\n",
+       "      <td>64.4605%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>October</td>\n",
+       "      <td>613666.69</td>\n",
+       "      <td>6816.37</td>\n",
+       "      <td>943876</td>\n",
+       "      <td>65.0156%</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           gamename  year      month        avg      gain  \\\n",
+       "0  Counter-Strike: Global Offensive  2021  February   741013.24  -2196.42   \n",
+       "1  Counter-Strike: Global Offensive  2021   January   743209.66  25405.91   \n",
+       "2  Counter-Strike: Global Offensive  2020  December   717803.75  49049.17   \n",
+       "3  Counter-Strike: Global Offensive  2020  November   668754.58  55087.89   \n",
+       "4  Counter-Strike: Global Offensive  2020   October   613666.69   6816.37   \n",
+       "\n",
+       "      peak avg_peak_perc  \n",
+       "0  1123485      65.9567%  \n",
+       "1  1124553      66.0893%  \n",
+       "2  1164396       61.646%  \n",
+       "3  1037464      64.4605%  \n",
+       "4   943876      65.0156%  "
+      ]
+     },
+     "execution_count": 340,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 341,
+   "id": "5be927c0",
+   "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>AppID</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Release date</th>\n",
+       "      <th>Estimated owners</th>\n",
+       "      <th>Peak CCU</th>\n",
+       "      <th>Required age</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>DLC count</th>\n",
+       "      <th>About the game</th>\n",
+       "      <th>Supported languages</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Average playtime two weeks</th>\n",
+       "      <th>Median playtime forever</th>\n",
+       "      <th>Median playtime two weeks</th>\n",
+       "      <th>Developers</th>\n",
+       "      <th>Publishers</th>\n",
+       "      <th>Categories</th>\n",
+       "      <th>Genres</th>\n",
+       "      <th>Tags</th>\n",
+       "      <th>Screenshots</th>\n",
+       "      <th>Movies</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20200</td>\n",
+       "      <td>Galactic Bowling</td>\n",
+       "      <td>Oct 21, 2008</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Galactic Bowling is an exaggerated and stylize...</td>\n",
+       "      <td>['English']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Perpetual FX Creative</td>\n",
+       "      <td>Perpetual FX Creative</td>\n",
+       "      <td>Single-player,Multi-player,Steam Achievements,...</td>\n",
+       "      <td>Casual,Indie,Sports</td>\n",
+       "      <td>Indie,Casual,Sports,Bowling</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>655370</td>\n",
+       "      <td>Train Bandit</td>\n",
+       "      <td>Oct 12, 2017</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>THE LAW!! Looks to be a showdown atop a train....</td>\n",
+       "      <td>['English', 'French', 'Italian', 'German', 'Sp...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Rusty Moyher</td>\n",
+       "      <td>Wild Rooster</td>\n",
+       "      <td>Single-player,Steam Achievements,Full controll...</td>\n",
+       "      <td>Action,Indie</td>\n",
+       "      <td>Indie,Action,Pixel Graphics,2D,Retro,Arcade,Sc...</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1732930</td>\n",
+       "      <td>Jolt Project</td>\n",
+       "      <td>Nov 17, 2021</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Jolt Project: The army now has a new robotics ...</td>\n",
+       "      <td>['English', 'Portuguese - Brazil']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Campião Games</td>\n",
+       "      <td>Campião Games</td>\n",
+       "      <td>Single-player</td>\n",
+       "      <td>Action,Adventure,Indie,Strategy</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1355720</td>\n",
+       "      <td>Henosis™</td>\n",
+       "      <td>Jul 23, 2020</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>HENOSIS™ is a mysterious 2D Platform Puzzler w...</td>\n",
+       "      <td>['English', 'French', 'Italian', 'German', 'Sp...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Odd Critter Games</td>\n",
+       "      <td>Odd Critter Games</td>\n",
+       "      <td>Single-player,Full controller support</td>\n",
+       "      <td>Adventure,Casual,Indie</td>\n",
+       "      <td>2D Platformer,Atmospheric,Surreal,Mystery,Puzz...</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1139950</td>\n",
+       "      <td>Two Weeks in Painland</td>\n",
+       "      <td>Feb 3, 2020</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>ABOUT THE GAME Play as a hacker who has arrang...</td>\n",
+       "      <td>['English', 'Spanish - Spain']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Unusual Games</td>\n",
+       "      <td>Unusual Games</td>\n",
+       "      <td>Single-player,Steam Achievements</td>\n",
+       "      <td>Adventure,Indie</td>\n",
+       "      <td>Indie,Adventure,Nudity,Violent,Sexual Content,...</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 39 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     AppID                   Name  Release date Estimated owners  Peak CCU  \\\n",
+       "0    20200       Galactic Bowling  Oct 21, 2008        0 - 20000         0   \n",
+       "1   655370           Train Bandit  Oct 12, 2017        0 - 20000         0   \n",
+       "2  1732930           Jolt Project  Nov 17, 2021        0 - 20000         0   \n",
+       "3  1355720               Henosis™  Jul 23, 2020        0 - 20000         0   \n",
+       "4  1139950  Two Weeks in Painland   Feb 3, 2020        0 - 20000         0   \n",
+       "\n",
+       "   Required age  Price  DLC count  \\\n",
+       "0             0  19.99          0   \n",
+       "1             0   0.99          0   \n",
+       "2             0   4.99          0   \n",
+       "3             0   5.99          0   \n",
+       "4             0   0.00          0   \n",
+       "\n",
+       "                                      About the game  \\\n",
+       "0  Galactic Bowling is an exaggerated and stylize...   \n",
+       "1  THE LAW!! Looks to be a showdown atop a train....   \n",
+       "2  Jolt Project: The army now has a new robotics ...   \n",
+       "3  HENOSIS™ is a mysterious 2D Platform Puzzler w...   \n",
+       "4  ABOUT THE GAME Play as a hacker who has arrang...   \n",
+       "\n",
+       "                                 Supported languages  ...  \\\n",
+       "0                                        ['English']  ...   \n",
+       "1  ['English', 'French', 'Italian', 'German', 'Sp...  ...   \n",
+       "2                 ['English', 'Portuguese - Brazil']  ...   \n",
+       "3  ['English', 'French', 'Italian', 'German', 'Sp...  ...   \n",
+       "4                     ['English', 'Spanish - Spain']  ...   \n",
+       "\n",
+       "  Average playtime two weeks Median playtime forever  \\\n",
+       "0                          0                       0   \n",
+       "1                          0                       0   \n",
+       "2                          0                       0   \n",
+       "3                          0                       0   \n",
+       "4                          0                       0   \n",
+       "\n",
+       "  Median playtime two weeks             Developers             Publishers  \\\n",
+       "0                         0  Perpetual FX Creative  Perpetual FX Creative   \n",
+       "1                         0           Rusty Moyher           Wild Rooster   \n",
+       "2                         0          Campião Games          Campião Games   \n",
+       "3                         0      Odd Critter Games      Odd Critter Games   \n",
+       "4                         0          Unusual Games          Unusual Games   \n",
+       "\n",
+       "                                          Categories  \\\n",
+       "0  Single-player,Multi-player,Steam Achievements,...   \n",
+       "1  Single-player,Steam Achievements,Full controll...   \n",
+       "2                                      Single-player   \n",
+       "3              Single-player,Full controller support   \n",
+       "4                   Single-player,Steam Achievements   \n",
+       "\n",
+       "                            Genres  \\\n",
+       "0              Casual,Indie,Sports   \n",
+       "1                     Action,Indie   \n",
+       "2  Action,Adventure,Indie,Strategy   \n",
+       "3           Adventure,Casual,Indie   \n",
+       "4                  Adventure,Indie   \n",
+       "\n",
+       "                                                Tags  \\\n",
+       "0                        Indie,Casual,Sports,Bowling   \n",
+       "1  Indie,Action,Pixel Graphics,2D,Retro,Arcade,Sc...   \n",
+       "2                                                NaN   \n",
+       "3  2D Platformer,Atmospheric,Surreal,Mystery,Puzz...   \n",
+       "4  Indie,Adventure,Nudity,Violent,Sexual Content,...   \n",
+       "\n",
+       "                                         Screenshots  \\\n",
+       "0  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "1  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "2  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "3  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "4  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "\n",
+       "                                              Movies  \n",
+       "0  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "1  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "2  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "3  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "4  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "\n",
+       "[5 rows x 39 columns]"
+      ]
+     },
+     "execution_count": 341,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_st.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 378,
+   "id": "02c9c574",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(83789, 8)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>gamename</th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>avg</th>\n",
+       "      <th>gain</th>\n",
+       "      <th>peak</th>\n",
+       "      <th>avg_peak_perc</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>February</td>\n",
+       "      <td>741013.24</td>\n",
+       "      <td>-2196.42</td>\n",
+       "      <td>1123485</td>\n",
+       "      <td>65.9567%</td>\n",
+       "      <td>2021-02-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>January</td>\n",
+       "      <td>743209.66</td>\n",
+       "      <td>25405.91</td>\n",
+       "      <td>1124553</td>\n",
+       "      <td>66.0893%</td>\n",
+       "      <td>2021-01-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>December</td>\n",
+       "      <td>717803.75</td>\n",
+       "      <td>49049.17</td>\n",
+       "      <td>1164396</td>\n",
+       "      <td>61.646%</td>\n",
+       "      <td>2020-12-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>November</td>\n",
+       "      <td>668754.58</td>\n",
+       "      <td>55087.89</td>\n",
+       "      <td>1037464</td>\n",
+       "      <td>64.4605%</td>\n",
+       "      <td>2020-11-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>October</td>\n",
+       "      <td>613666.69</td>\n",
+       "      <td>6816.37</td>\n",
+       "      <td>943876</td>\n",
+       "      <td>65.0156%</td>\n",
+       "      <td>2020-10-01</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           gamename  year     month        avg      gain  \\\n",
+       "0  Counter-Strike: Global Offensive  2021  February  741013.24  -2196.42   \n",
+       "1  Counter-Strike: Global Offensive  2021   January  743209.66  25405.91   \n",
+       "2  Counter-Strike: Global Offensive  2020  December  717803.75  49049.17   \n",
+       "3  Counter-Strike: Global Offensive  2020  November  668754.58  55087.89   \n",
+       "4  Counter-Strike: Global Offensive  2020   October  613666.69   6816.37   \n",
+       "\n",
+       "      peak avg_peak_perc       date  \n",
+       "0  1123485      65.9567% 2021-02-01  \n",
+       "1  1124553      66.0893% 2021-01-01  \n",
+       "2  1164396       61.646% 2020-12-01  \n",
+       "3  1037464      64.4605% 2020-11-01  \n",
+       "4   943876      65.0156% 2020-10-01  "
+      ]
+     },
+     "execution_count": 378,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Popularity - Clean and format the data\n",
+    "df['year'] = df['year'].astype(str).str.strip()\n",
+    "df['month'] = df['month'].astype(str).str.strip()\n",
+    "df['date'] = pd.to_datetime(df['year'] + \" \" + df['month'], format=\"%Y %B\", errors='coerce')\n",
+    "df.columns = df.columns.str.replace(' ', '_')\n",
+    "df.columns = df.columns.str.lower()\n",
+    "print(df.shape)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 343,
+   "id": "0955a9bd",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "AppID                             0\n",
+       "Name                              2\n",
+       "Release date                      0\n",
+       "Estimated owners                  0\n",
+       "Peak CCU                          0\n",
+       "Required age                      0\n",
+       "Price                             0\n",
+       "DLC count                         0\n",
+       "About the game                 2917\n",
+       "Supported languages               0\n",
+       "Full audio languages              0\n",
+       "Reviews                       67625\n",
+       "Header image                      0\n",
+       "Website                       40308\n",
+       "Support url                   38759\n",
+       "Support email                 12090\n",
+       "Windows                           0\n",
+       "Mac                               0\n",
+       "Linux                             0\n",
+       "Metacritic score                  0\n",
+       "Metacritic url                73195\n",
+       "User score                        0\n",
+       "Positive                          0\n",
+       "Negative                          0\n",
+       "Score rank                    76945\n",
+       "Achievements                      0\n",
+       "Recommendations                   0\n",
+       "Notes                         65484\n",
+       "Average playtime forever          0\n",
+       "Average playtime two weeks        0\n",
+       "Median playtime forever           0\n",
+       "Median playtime two weeks         0\n",
+       "Developers                     2940\n",
+       "Publishers                     3176\n",
+       "Categories                     3916\n",
+       "Genres                         2918\n",
+       "Tags                          17465\n",
+       "Screenshots                    1618\n",
+       "Movies                         5618\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 343,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_st.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 379,
+   "id": "0e246b32",
+   "metadata": {
+    "collapsed": true
+   },
+   "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>AppID</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Release date</th>\n",
+       "      <th>Estimated owners</th>\n",
+       "      <th>Peak CCU</th>\n",
+       "      <th>Required age</th>\n",
+       "      <th>Price</th>\n",
+       "      <th>DLC count</th>\n",
+       "      <th>About the game</th>\n",
+       "      <th>Supported languages</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Average playtime two weeks</th>\n",
+       "      <th>Median playtime forever</th>\n",
+       "      <th>Median playtime two weeks</th>\n",
+       "      <th>Developers</th>\n",
+       "      <th>Publishers</th>\n",
+       "      <th>Categories</th>\n",
+       "      <th>Genres</th>\n",
+       "      <th>Tags</th>\n",
+       "      <th>Screenshots</th>\n",
+       "      <th>Movies</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20200</td>\n",
+       "      <td>Galactic Bowling</td>\n",
+       "      <td>Oct 21, 2008</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Galactic Bowling is an exaggerated and stylize...</td>\n",
+       "      <td>['English']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Perpetual FX Creative</td>\n",
+       "      <td>Perpetual FX Creative</td>\n",
+       "      <td>Single-player,Multi-player,Steam Achievements,...</td>\n",
+       "      <td>Casual,Indie,Sports</td>\n",
+       "      <td>Indie,Casual,Sports,Bowling</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>655370</td>\n",
+       "      <td>Train Bandit</td>\n",
+       "      <td>Oct 12, 2017</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>THE LAW!! Looks to be a showdown atop a train....</td>\n",
+       "      <td>['English', 'French', 'Italian', 'German', 'Sp...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Rusty Moyher</td>\n",
+       "      <td>Wild Rooster</td>\n",
+       "      <td>Single-player,Steam Achievements,Full controll...</td>\n",
+       "      <td>Action,Indie</td>\n",
+       "      <td>Indie,Action,Pixel Graphics,2D,Retro,Arcade,Sc...</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1732930</td>\n",
+       "      <td>Jolt Project</td>\n",
+       "      <td>Nov 17, 2021</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Jolt Project: The army now has a new robotics ...</td>\n",
+       "      <td>['English', 'Portuguese - Brazil']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Campião Games</td>\n",
+       "      <td>Campião Games</td>\n",
+       "      <td>Single-player</td>\n",
+       "      <td>Action,Adventure,Indie,Strategy</td>\n",
+       "      <td>N/A</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1355720</td>\n",
+       "      <td>Henosis™</td>\n",
+       "      <td>Jul 23, 2020</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>HENOSIS™ is a mysterious 2D Platform Puzzler w...</td>\n",
+       "      <td>['English', 'French', 'Italian', 'German', 'Sp...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Odd Critter Games</td>\n",
+       "      <td>Odd Critter Games</td>\n",
+       "      <td>Single-player,Full controller support</td>\n",
+       "      <td>Adventure,Casual,Indie</td>\n",
+       "      <td>2D Platformer,Atmospheric,Surreal,Mystery,Puzz...</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1139950</td>\n",
+       "      <td>Two Weeks in Painland</td>\n",
+       "      <td>Feb 3, 2020</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>ABOUT THE GAME Play as a hacker who has arrang...</td>\n",
+       "      <td>['English', 'Spanish - Spain']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Unusual Games</td>\n",
+       "      <td>Unusual Games</td>\n",
+       "      <td>Single-player,Steam Achievements</td>\n",
+       "      <td>Adventure,Indie</td>\n",
+       "      <td>Indie,Adventure,Nudity,Violent,Sexual Content,...</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 39 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     AppID                   Name  Release date Estimated owners  Peak CCU  \\\n",
+       "0    20200       Galactic Bowling  Oct 21, 2008        0 - 20000         0   \n",
+       "1   655370           Train Bandit  Oct 12, 2017        0 - 20000         0   \n",
+       "2  1732930           Jolt Project  Nov 17, 2021        0 - 20000         0   \n",
+       "3  1355720               Henosis™  Jul 23, 2020        0 - 20000         0   \n",
+       "4  1139950  Two Weeks in Painland   Feb 3, 2020        0 - 20000         0   \n",
+       "\n",
+       "   Required age  Price  DLC count  \\\n",
+       "0             0  19.99          0   \n",
+       "1             0   0.99          0   \n",
+       "2             0   4.99          0   \n",
+       "3             0   5.99          0   \n",
+       "4             0   0.00          0   \n",
+       "\n",
+       "                                      About the game  \\\n",
+       "0  Galactic Bowling is an exaggerated and stylize...   \n",
+       "1  THE LAW!! Looks to be a showdown atop a train....   \n",
+       "2  Jolt Project: The army now has a new robotics ...   \n",
+       "3  HENOSIS™ is a mysterious 2D Platform Puzzler w...   \n",
+       "4  ABOUT THE GAME Play as a hacker who has arrang...   \n",
+       "\n",
+       "                                 Supported languages  ...  \\\n",
+       "0                                        ['English']  ...   \n",
+       "1  ['English', 'French', 'Italian', 'German', 'Sp...  ...   \n",
+       "2                 ['English', 'Portuguese - Brazil']  ...   \n",
+       "3  ['English', 'French', 'Italian', 'German', 'Sp...  ...   \n",
+       "4                     ['English', 'Spanish - Spain']  ...   \n",
+       "\n",
+       "  Average playtime two weeks Median playtime forever  \\\n",
+       "0                          0                       0   \n",
+       "1                          0                       0   \n",
+       "2                          0                       0   \n",
+       "3                          0                       0   \n",
+       "4                          0                       0   \n",
+       "\n",
+       "  Median playtime two weeks             Developers             Publishers  \\\n",
+       "0                         0  Perpetual FX Creative  Perpetual FX Creative   \n",
+       "1                         0           Rusty Moyher           Wild Rooster   \n",
+       "2                         0          Campião Games          Campião Games   \n",
+       "3                         0      Odd Critter Games      Odd Critter Games   \n",
+       "4                         0          Unusual Games          Unusual Games   \n",
+       "\n",
+       "                                          Categories  \\\n",
+       "0  Single-player,Multi-player,Steam Achievements,...   \n",
+       "1  Single-player,Steam Achievements,Full controll...   \n",
+       "2                                      Single-player   \n",
+       "3              Single-player,Full controller support   \n",
+       "4                   Single-player,Steam Achievements   \n",
+       "\n",
+       "                            Genres  \\\n",
+       "0              Casual,Indie,Sports   \n",
+       "1                     Action,Indie   \n",
+       "2  Action,Adventure,Indie,Strategy   \n",
+       "3           Adventure,Casual,Indie   \n",
+       "4                  Adventure,Indie   \n",
+       "\n",
+       "                                                Tags  \\\n",
+       "0                        Indie,Casual,Sports,Bowling   \n",
+       "1  Indie,Action,Pixel Graphics,2D,Retro,Arcade,Sc...   \n",
+       "2                                                N/A   \n",
+       "3  2D Platformer,Atmospheric,Surreal,Mystery,Puzz...   \n",
+       "4  Indie,Adventure,Nudity,Violent,Sexual Content,...   \n",
+       "\n",
+       "                                         Screenshots  \\\n",
+       "0  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "1  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "2  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "3  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "4  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "\n",
+       "                                              Movies  \n",
+       "0  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "1  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "2  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "3  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "4  http://cdn.akamai.steamstatic.com/steam/apps/2...  \n",
+       "\n",
+       "[5 rows x 39 columns]"
+      ]
+     },
+     "execution_count": 379,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Steam games - Filling up Null values\n",
+    "df_st = df_st.dropna(subset = ['Name'])\n",
+    "values = {\n",
+    "    \"About the game\": \"N/A\", \n",
+    "#     \"Full audio languages\": [\"N/A\"], \n",
+    "    \"Reviews\": \"N/A\", \n",
+    "    \"Website\": \"N/A\", \n",
+    "    \"Support url\": \"N/A\", \n",
+    "    \"Support email\": \"N/A\", \n",
+    "    \"Metacritic url\": \"N/A\", \n",
+    "    \"Notes\": \"N/A\", \n",
+    "    \"Developers\": \"N/A\", \n",
+    "    \"Publishers\": \"N/A\", \n",
+    "    \"Categories\": \"Undefined\", \n",
+    "    \"Genres\": \"Undefined\", \n",
+    "    \"Tags\": \"N/A\", \n",
+    "    \"Screenshots\": \"N/A\", \n",
+    "    \"Movies\": \"N/A\", \n",
+    "}\n",
+    "df_st = df_st.fillna(value=values)\n",
+    "df_st.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 380,
+   "id": "c1648689",
+   "metadata": {
+    "collapsed": true
+   },
+   "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>appid</th>\n",
+       "      <th>gamename</th>\n",
+       "      <th>release_date</th>\n",
+       "      <th>estimated_owners</th>\n",
+       "      <th>peak_ccu</th>\n",
+       "      <th>required_age</th>\n",
+       "      <th>price</th>\n",
+       "      <th>dlc_count</th>\n",
+       "      <th>about_the_game</th>\n",
+       "      <th>supported_languages</th>\n",
+       "      <th>...</th>\n",
+       "      <th>median_playtime_forever</th>\n",
+       "      <th>median_playtime_two_weeks</th>\n",
+       "      <th>developers</th>\n",
+       "      <th>publishers</th>\n",
+       "      <th>categories</th>\n",
+       "      <th>genres</th>\n",
+       "      <th>tags</th>\n",
+       "      <th>screenshots</th>\n",
+       "      <th>movies</th>\n",
+       "      <th>release_year</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20200</td>\n",
+       "      <td>Galactic Bowling</td>\n",
+       "      <td>2008-10-21</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Galactic Bowling is an exaggerated and stylize...</td>\n",
+       "      <td>['English']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Perpetual FX Creative</td>\n",
+       "      <td>Perpetual FX Creative</td>\n",
+       "      <td>Single-player,Multi-player,Steam Achievements,...</td>\n",
+       "      <td>Casual,Indie,Sports</td>\n",
+       "      <td>Indie,Casual,Sports,Bowling</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "      <td>2008</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>655370</td>\n",
+       "      <td>Train Bandit</td>\n",
+       "      <td>2017-10-12</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>THE LAW!! Looks to be a showdown atop a train....</td>\n",
+       "      <td>['English', 'French', 'Italian', 'German', 'Sp...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Rusty Moyher</td>\n",
+       "      <td>Wild Rooster</td>\n",
+       "      <td>Single-player,Steam Achievements,Full controll...</td>\n",
+       "      <td>Action,Indie</td>\n",
+       "      <td>Indie,Action,Pixel Graphics,2D,Retro,Arcade,Sc...</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "      <td>2017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1732930</td>\n",
+       "      <td>Jolt Project</td>\n",
+       "      <td>2021-11-17</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Jolt Project: The army now has a new robotics ...</td>\n",
+       "      <td>['English', 'Portuguese - Brazil']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Campião Games</td>\n",
+       "      <td>Campião Games</td>\n",
+       "      <td>Single-player</td>\n",
+       "      <td>Action,Adventure,Indie,Strategy</td>\n",
+       "      <td>N/A</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "      <td>2021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1355720</td>\n",
+       "      <td>Henosis™</td>\n",
+       "      <td>2020-07-23</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>HENOSIS™ is a mysterious 2D Platform Puzzler w...</td>\n",
+       "      <td>['English', 'French', 'Italian', 'German', 'Sp...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Odd Critter Games</td>\n",
+       "      <td>Odd Critter Games</td>\n",
+       "      <td>Single-player,Full controller support</td>\n",
+       "      <td>Adventure,Casual,Indie</td>\n",
+       "      <td>2D Platformer,Atmospheric,Surreal,Mystery,Puzz...</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "      <td>2020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1139950</td>\n",
+       "      <td>Two Weeks in Painland</td>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>ABOUT THE GAME Play as a hacker who has arrang...</td>\n",
+       "      <td>['English', 'Spanish - Spain']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Unusual Games</td>\n",
+       "      <td>Unusual Games</td>\n",
+       "      <td>Single-player,Steam Achievements</td>\n",
+       "      <td>Adventure,Indie</td>\n",
+       "      <td>Indie,Adventure,Nudity,Violent,Sexual Content,...</td>\n",
+       "      <td>https://cdn.akamai.steamstatic.com/steam/apps/...</td>\n",
+       "      <td>http://cdn.akamai.steamstatic.com/steam/apps/2...</td>\n",
+       "      <td>2020</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 40 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     appid               gamename release_date estimated_owners  peak_ccu  \\\n",
+       "0    20200       Galactic Bowling   2008-10-21        0 - 20000         0   \n",
+       "1   655370           Train Bandit   2017-10-12        0 - 20000         0   \n",
+       "2  1732930           Jolt Project   2021-11-17        0 - 20000         0   \n",
+       "3  1355720               Henosis™   2020-07-23        0 - 20000         0   \n",
+       "4  1139950  Two Weeks in Painland   2020-02-03        0 - 20000         0   \n",
+       "\n",
+       "   required_age  price  dlc_count  \\\n",
+       "0             0  19.99          0   \n",
+       "1             0   0.99          0   \n",
+       "2             0   4.99          0   \n",
+       "3             0   5.99          0   \n",
+       "4             0   0.00          0   \n",
+       "\n",
+       "                                      about_the_game  \\\n",
+       "0  Galactic Bowling is an exaggerated and stylize...   \n",
+       "1  THE LAW!! Looks to be a showdown atop a train....   \n",
+       "2  Jolt Project: The army now has a new robotics ...   \n",
+       "3  HENOSIS™ is a mysterious 2D Platform Puzzler w...   \n",
+       "4  ABOUT THE GAME Play as a hacker who has arrang...   \n",
+       "\n",
+       "                                 supported_languages  ...  \\\n",
+       "0                                        ['English']  ...   \n",
+       "1  ['English', 'French', 'Italian', 'German', 'Sp...  ...   \n",
+       "2                 ['English', 'Portuguese - Brazil']  ...   \n",
+       "3  ['English', 'French', 'Italian', 'German', 'Sp...  ...   \n",
+       "4                     ['English', 'Spanish - Spain']  ...   \n",
+       "\n",
+       "  median_playtime_forever median_playtime_two_weeks             developers  \\\n",
+       "0                       0                         0  Perpetual FX Creative   \n",
+       "1                       0                         0           Rusty Moyher   \n",
+       "2                       0                         0          Campião Games   \n",
+       "3                       0                         0      Odd Critter Games   \n",
+       "4                       0                         0          Unusual Games   \n",
+       "\n",
+       "              publishers                                         categories  \\\n",
+       "0  Perpetual FX Creative  Single-player,Multi-player,Steam Achievements,...   \n",
+       "1           Wild Rooster  Single-player,Steam Achievements,Full controll...   \n",
+       "2          Campião Games                                      Single-player   \n",
+       "3      Odd Critter Games              Single-player,Full controller support   \n",
+       "4          Unusual Games                   Single-player,Steam Achievements   \n",
+       "\n",
+       "                            genres  \\\n",
+       "0              Casual,Indie,Sports   \n",
+       "1                     Action,Indie   \n",
+       "2  Action,Adventure,Indie,Strategy   \n",
+       "3           Adventure,Casual,Indie   \n",
+       "4                  Adventure,Indie   \n",
+       "\n",
+       "                                                tags  \\\n",
+       "0                        Indie,Casual,Sports,Bowling   \n",
+       "1  Indie,Action,Pixel Graphics,2D,Retro,Arcade,Sc...   \n",
+       "2                                                N/A   \n",
+       "3  2D Platformer,Atmospheric,Surreal,Mystery,Puzz...   \n",
+       "4  Indie,Adventure,Nudity,Violent,Sexual Content,...   \n",
+       "\n",
+       "                                         screenshots  \\\n",
+       "0  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "1  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "2  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "3  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "4  https://cdn.akamai.steamstatic.com/steam/apps/...   \n",
+       "\n",
+       "                                              movies  release_year  \n",
+       "0  http://cdn.akamai.steamstatic.com/steam/apps/2...          2008  \n",
+       "1  http://cdn.akamai.steamstatic.com/steam/apps/2...          2017  \n",
+       "2  http://cdn.akamai.steamstatic.com/steam/apps/2...          2021  \n",
+       "3  http://cdn.akamai.steamstatic.com/steam/apps/2...          2020  \n",
+       "4  http://cdn.akamai.steamstatic.com/steam/apps/2...          2020  \n",
+       "\n",
+       "[5 rows x 40 columns]"
+      ]
+     },
+     "execution_count": 380,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Steam games - Clean and format the data\n",
+    "df_st.columns = df_st.columns.str.replace(' ', '_')\n",
+    "df_st.columns = df_st.columns.str.lower()\n",
+    "df_st = df_st.rename(columns = {\"name\": \"gamename\"})\n",
+    "df_st['release_date'] = pd.to_datetime(df_st['release_date'])\n",
+    "df_st['release_year'] = df_st['release_date'].dt.strftime('%Y')\n",
+    "df_st.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 381,
+   "id": "55921926",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# Adding is multiplayer\n",
+    "# df_st['multi-player']*=1\n",
+    "\n",
+    "# Category - multi/single player\n",
+    "df_st['multi_player'] = (df_st.categories.str.contains('Multi-player')==True)*1\n",
+    "df_st['pvp'] = (df_st.categories.str.contains('PvP')==True)*1\n",
+    "df_st['co-op'] = (df_st.categories.str.contains('Co-op')==True)*1\n",
+    "\n",
+    "# Genres\n",
+    "df_st['genre_action'] = (df_st.genres.str.contains('Action')==True)*1\n",
+    "df_st['genre_adventure'] = (df_st.genres.str.contains('Adventure')==True)*1\n",
+    "df_st['genre_casual'] = (df_st.genres.str.contains('Casual')==True)*1\n",
+    "df_st['genre_sexual_content'] = (df_st.genres.str.contains('Sexual Content')==True)*1\n",
+    "df_st['genre_strategy'] = (df_st.genres.str.contains('Strategy')==True)*1\n",
+    "df_st['genre_sports'] = (df_st.genres.str.contains('Sports')==True)*1\n",
+    "df_st['genre_racing'] = (df_st.genres.str.contains('Racing')==True)*1\n",
+    "df_st['genre_rpg'] = (df_st.genres.str.contains('RPG')==True)*1\n",
+    "df_st['genre_simulation'] = (df_st.genres.str.contains('Simulation')==True)*1\n",
+    "df_st['indie'] = (df_st.genres.str.contains('Indie')==True)*1\n",
+    "\n",
+    "# Setting option\n",
+    "df_st['full_audio'] = (df_st['full_audio_languages'] != '[]')*1\n",
+    "df_st['full_controller_support'] = (df_st.categories.str.contains('Full controller support')==True)*1\n",
+    "df_st['windows'] = df_st.windows*1\n",
+    "df_st['linux'] = df_st.linux*1\n",
+    "df_st['mac'] = df_st.mac*1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 382,
+   "id": "49914517",
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 0 17 18 10 13 16  6 14 12 15  3 21  7  5 20  1 19  9]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>appid</th>\n",
+       "      <th>gamename</th>\n",
+       "      <th>release_date</th>\n",
+       "      <th>estimated_owners</th>\n",
+       "      <th>peak_ccu</th>\n",
+       "      <th>required_age</th>\n",
+       "      <th>price</th>\n",
+       "      <th>dlc_count</th>\n",
+       "      <th>about_the_game</th>\n",
+       "      <th>supported_languages</th>\n",
+       "      <th>...</th>\n",
+       "      <th>genre_sports</th>\n",
+       "      <th>genre_racing</th>\n",
+       "      <th>genre_rpg</th>\n",
+       "      <th>genre_simulation</th>\n",
+       "      <th>indie</th>\n",
+       "      <th>full_audio</th>\n",
+       "      <th>full_controller_support</th>\n",
+       "      <th>age_0_plus</th>\n",
+       "      <th>age_13_plus</th>\n",
+       "      <th>age_18_plus</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20200</td>\n",
+       "      <td>Galactic Bowling</td>\n",
+       "      <td>2008-10-21</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Galactic Bowling is an exaggerated and stylize...</td>\n",
+       "      <td>['English']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>655370</td>\n",
+       "      <td>Train Bandit</td>\n",
+       "      <td>2017-10-12</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>THE LAW!! Looks to be a showdown atop a train....</td>\n",
+       "      <td>['English', 'French', 'Italian', 'German', 'Sp...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1732930</td>\n",
+       "      <td>Jolt Project</td>\n",
+       "      <td>2021-11-17</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Jolt Project: The army now has a new robotics ...</td>\n",
+       "      <td>['English', 'Portuguese - Brazil']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1355720</td>\n",
+       "      <td>Henosis™</td>\n",
+       "      <td>2020-07-23</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>HENOSIS™ is a mysterious 2D Platform Puzzler w...</td>\n",
+       "      <td>['English', 'French', 'Italian', 'German', 'Sp...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1139950</td>\n",
+       "      <td>Two Weeks in Painland</td>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>0 - 20000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>ABOUT THE GAME Play as a hacker who has arrang...</td>\n",
+       "      <td>['English', 'Spanish - Spain']</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 58 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     appid               gamename release_date estimated_owners  peak_ccu  \\\n",
+       "0    20200       Galactic Bowling   2008-10-21        0 - 20000         0   \n",
+       "1   655370           Train Bandit   2017-10-12        0 - 20000         0   \n",
+       "2  1732930           Jolt Project   2021-11-17        0 - 20000         0   \n",
+       "3  1355720               Henosis™   2020-07-23        0 - 20000         0   \n",
+       "4  1139950  Two Weeks in Painland   2020-02-03        0 - 20000         0   \n",
+       "\n",
+       "   required_age  price  dlc_count  \\\n",
+       "0             0  19.99          0   \n",
+       "1             0   0.99          0   \n",
+       "2             0   4.99          0   \n",
+       "3             0   5.99          0   \n",
+       "4             0   0.00          0   \n",
+       "\n",
+       "                                      about_the_game  \\\n",
+       "0  Galactic Bowling is an exaggerated and stylize...   \n",
+       "1  THE LAW!! Looks to be a showdown atop a train....   \n",
+       "2  Jolt Project: The army now has a new robotics ...   \n",
+       "3  HENOSIS™ is a mysterious 2D Platform Puzzler w...   \n",
+       "4  ABOUT THE GAME Play as a hacker who has arrang...   \n",
+       "\n",
+       "                                 supported_languages  ... genre_sports  \\\n",
+       "0                                        ['English']  ...            1   \n",
+       "1  ['English', 'French', 'Italian', 'German', 'Sp...  ...            0   \n",
+       "2                 ['English', 'Portuguese - Brazil']  ...            0   \n",
+       "3  ['English', 'French', 'Italian', 'German', 'Sp...  ...            0   \n",
+       "4                     ['English', 'Spanish - Spain']  ...            0   \n",
+       "\n",
+       "  genre_racing genre_rpg genre_simulation indie full_audio  \\\n",
+       "0            0         0                0     1          0   \n",
+       "1            0         0                0     1          0   \n",
+       "2            0         0                0     1          0   \n",
+       "3            0         0                0     1          0   \n",
+       "4            0         0                0     1          0   \n",
+       "\n",
+       "   full_controller_support  age_0_plus  age_13_plus  age_18_plus  \n",
+       "0                        0           1            0            0  \n",
+       "1                        1           1            0            0  \n",
+       "2                        0           1            0            0  \n",
+       "3                        1           1            0            0  \n",
+       "4                        0           1            0            0  \n",
+       "\n",
+       "[5 rows x 58 columns]"
+      ]
+     },
+     "execution_count": 382,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Entertainment Software Rating Board (ESRB) ['0+', '10+', '13+', '18+']\n",
+    "print(df_st.required_age.unique())\n",
+    "lower = 0; upper = 13\n",
+    "condition = (df_st['required_age']>=lower) & (df_st['required_age']<upper)\n",
+    "\n",
+    "df_st['age_0_plus'] = condition*1\n",
+    "lower = 13; upper = 18\n",
+    "condition = (df_st['required_age']>=lower) & (df_st['required_age']<upper)\n",
+    "df_st['age_13_plus'] = condition*1\n",
+    "lower = 18; upper = 999\n",
+    "condition = (df_st['required_age']>=lower) & (df_st['required_age']<upper)\n",
+    "df_st['age_18_plus'] = condition*1\n",
+    "\n",
+    "df_st.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 348,
+   "id": "e5333044",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Index(['appid', 'gamename', 'release_date', 'estimated_owners', 'peak_ccu',\n",
+      "       'required_age', 'price', 'dlc_count', 'about_the_game',\n",
+      "       'supported_languages', 'full_audio_languages', 'reviews',\n",
+      "       'header_image', 'website', 'support_url', 'support_email', 'windows',\n",
+      "       'mac', 'linux', 'metacritic_score', 'metacritic_url', 'user_score',\n",
+      "       'positive', 'negative', 'score_rank', 'achievements', 'recommendations',\n",
+      "       'notes', 'average_playtime_forever', 'average_playtime_two_weeks',\n",
+      "       'median_playtime_forever', 'median_playtime_two_weeks', 'developers',\n",
+      "       'publishers', 'categories', 'genres', 'tags', 'screenshots', 'movies',\n",
+      "       'release_year', 'multi_player', 'pvp', 'co-op', 'genre_action',\n",
+      "       'genre_adventure', 'genre_casual', 'genre_sexual_content',\n",
+      "       'genre_strategy', 'genre_sports', 'genre_racing', 'genre_rpg',\n",
+      "       'genre_simulation', 'indie', 'full_audio', 'full_controller_support',\n",
+      "       'age_0_plus', 'age_13_plus', 'age_18_plus'],\n",
+      "      dtype='object')\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_st.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 441,
+   "id": "b3f194cc",
+   "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>gamename</th>\n",
+       "      <th>release_date</th>\n",
+       "      <th>required_age</th>\n",
+       "      <th>price</th>\n",
+       "      <th>dlc_count</th>\n",
+       "      <th>windows</th>\n",
+       "      <th>mac</th>\n",
+       "      <th>linux</th>\n",
+       "      <th>metacritic_score</th>\n",
+       "      <th>positive</th>\n",
+       "      <th>...</th>\n",
+       "      <th>genre_sports</th>\n",
+       "      <th>genre_racing</th>\n",
+       "      <th>genre_rpg</th>\n",
+       "      <th>genre_simulation</th>\n",
+       "      <th>indie</th>\n",
+       "      <th>full_audio</th>\n",
+       "      <th>full_controller_support</th>\n",
+       "      <th>age_0_plus</th>\n",
+       "      <th>age_13_plus</th>\n",
+       "      <th>age_18_plus</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Galactic Bowling</td>\n",
+       "      <td>2008-10-21</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Train Bandit</td>\n",
+       "      <td>2017-10-12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>53</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Jolt Project</td>\n",
+       "      <td>2021-11-17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Henosis™</td>\n",
+       "      <td>2020-07-23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5.99</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Two Weeks in Painland</td>\n",
+       "      <td>2020-02-03</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 35 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                gamename release_date  required_age  price  dlc_count  \\\n",
+       "0       Galactic Bowling   2008-10-21             0  19.99          0   \n",
+       "1           Train Bandit   2017-10-12             0   0.99          0   \n",
+       "2           Jolt Project   2021-11-17             0   4.99          0   \n",
+       "3               Henosis™   2020-07-23             0   5.99          0   \n",
+       "4  Two Weeks in Painland   2020-02-03             0   0.00          0   \n",
+       "\n",
+       "   windows  mac  linux  metacritic_score  positive  ...  genre_sports  \\\n",
+       "0        1    0      0                 0         6  ...             1   \n",
+       "1        1    1      0                 0        53  ...             0   \n",
+       "2        1    0      0                 0         0  ...             0   \n",
+       "3        1    1      1                 0         3  ...             0   \n",
+       "4        1    1      0                 0        50  ...             0   \n",
+       "\n",
+       "  genre_racing genre_rpg  genre_simulation  indie  full_audio  \\\n",
+       "0            0         0                 0      1           0   \n",
+       "1            0         0                 0      1           0   \n",
+       "2            0         0                 0      1           0   \n",
+       "3            0         0                 0      1           0   \n",
+       "4            0         0                 0      1           0   \n",
+       "\n",
+       "   full_controller_support  age_0_plus  age_13_plus  age_18_plus  \n",
+       "0                        0           1            0            0  \n",
+       "1                        1           1            0            0  \n",
+       "2                        0           1            0            0  \n",
+       "3                        1           1            0            0  \n",
+       "4                        0           1            0            0  \n",
+       "\n",
+       "[5 rows x 35 columns]"
+      ]
+     },
+     "execution_count": 441,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "values = ['gamename', 'release_date', \n",
+    "          'required_age', 'price', 'dlc_count', \n",
+    "          'windows', 'mac', 'linux', \n",
+    "          'metacritic_score', 'positive', 'negative',\n",
+    "          'developers', 'publishers', \n",
+    "          'average_playtime_forever', 'average_playtime_two_weeks',\n",
+    "          'median_playtime_forever', 'median_playtime_two_weeks', \n",
+    "          'multi_player', 'pvp', 'co-op', \n",
+    "          'genre_action', 'genre_adventure', 'genre_casual', \n",
+    "          'genre_sexual_content', 'genre_strategy', 'genre_sports', \n",
+    "          'genre_racing','genre_rpg', 'genre_simulation', \n",
+    "          'indie', 'full_audio', 'full_controller_support',\n",
+    "          'age_0_plus', 'age_13_plus', 'age_18_plus'\n",
+    "         ]\n",
+    "st = df_st[values]\n",
+    "st.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 442,
+   "id": "7f04377b",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>gamename</th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>avg</th>\n",
+       "      <th>gain</th>\n",
+       "      <th>peak</th>\n",
+       "      <th>avg_peak_perc</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>February</td>\n",
+       "      <td>741013.24</td>\n",
+       "      <td>-2196.42</td>\n",
+       "      <td>1123485</td>\n",
+       "      <td>65.9567%</td>\n",
+       "      <td>2021-02-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>January</td>\n",
+       "      <td>743209.66</td>\n",
+       "      <td>25405.91</td>\n",
+       "      <td>1124553</td>\n",
+       "      <td>66.0893%</td>\n",
+       "      <td>2021-01-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>December</td>\n",
+       "      <td>717803.75</td>\n",
+       "      <td>49049.17</td>\n",
+       "      <td>1164396</td>\n",
+       "      <td>61.646%</td>\n",
+       "      <td>2020-12-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>November</td>\n",
+       "      <td>668754.58</td>\n",
+       "      <td>55087.89</td>\n",
+       "      <td>1037464</td>\n",
+       "      <td>64.4605%</td>\n",
+       "      <td>2020-11-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Counter-Strike: Global Offensive</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>October</td>\n",
+       "      <td>613666.69</td>\n",
+       "      <td>6816.37</td>\n",
+       "      <td>943876</td>\n",
+       "      <td>65.0156%</td>\n",
+       "      <td>2020-10-01</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           gamename  year     month        avg      gain  \\\n",
+       "0  Counter-Strike: Global Offensive  2021  February  741013.24  -2196.42   \n",
+       "1  Counter-Strike: Global Offensive  2021   January  743209.66  25405.91   \n",
+       "2  Counter-Strike: Global Offensive  2020  December  717803.75  49049.17   \n",
+       "3  Counter-Strike: Global Offensive  2020  November  668754.58  55087.89   \n",
+       "4  Counter-Strike: Global Offensive  2020   October  613666.69   6816.37   \n",
+       "\n",
+       "      peak avg_peak_perc       date  \n",
+       "0  1123485      65.9567% 2021-02-01  \n",
+       "1  1124553      66.0893% 2021-01-01  \n",
+       "2  1164396       61.646% 2020-12-01  \n",
+       "3  1037464      64.4605% 2020-11-01  \n",
+       "4   943876      65.0156% 2020-10-01  "
+      ]
+     },
+     "execution_count": 442,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 443,
+   "id": "b06f4605",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(83789, 8)\n",
+      "(62109, 7)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>avg</th>\n",
+       "      <th>gain</th>\n",
+       "      <th>peak</th>\n",
+       "      <th>avg_peak_perc</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>gamename</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Counter-Strike: Global Offensive</th>\n",
+       "      <td>2021</td>\n",
+       "      <td>February</td>\n",
+       "      <td>741013.24</td>\n",
+       "      <td>-2196.42</td>\n",
+       "      <td>1123485</td>\n",
+       "      <td>65.9567%</td>\n",
+       "      <td>2021-02-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Counter-Strike: Global Offensive</th>\n",
+       "      <td>2021</td>\n",
+       "      <td>January</td>\n",
+       "      <td>743209.66</td>\n",
+       "      <td>25405.91</td>\n",
+       "      <td>1124553</td>\n",
+       "      <td>66.0893%</td>\n",
+       "      <td>2021-01-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Counter-Strike: Global Offensive</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>December</td>\n",
+       "      <td>717803.75</td>\n",
+       "      <td>49049.17</td>\n",
+       "      <td>1164396</td>\n",
+       "      <td>61.646%</td>\n",
+       "      <td>2020-12-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Counter-Strike: Global Offensive</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>November</td>\n",
+       "      <td>668754.58</td>\n",
+       "      <td>55087.89</td>\n",
+       "      <td>1037464</td>\n",
+       "      <td>64.4605%</td>\n",
+       "      <td>2020-11-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Counter-Strike: Global Offensive</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>October</td>\n",
+       "      <td>613666.69</td>\n",
+       "      <td>6816.37</td>\n",
+       "      <td>943876</td>\n",
+       "      <td>65.0156%</td>\n",
+       "      <td>2020-10-01</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  year     month        avg      gain  \\\n",
+       "gamename                                                                \n",
+       "Counter-Strike: Global Offensive  2021  February  741013.24  -2196.42   \n",
+       "Counter-Strike: Global Offensive  2021   January  743209.66  25405.91   \n",
+       "Counter-Strike: Global Offensive  2020  December  717803.75  49049.17   \n",
+       "Counter-Strike: Global Offensive  2020  November  668754.58  55087.89   \n",
+       "Counter-Strike: Global Offensive  2020   October  613666.69   6816.37   \n",
+       "\n",
+       "                                     peak avg_peak_perc       date  \n",
+       "gamename                                                            \n",
+       "Counter-Strike: Global Offensive  1123485      65.9567% 2021-02-01  \n",
+       "Counter-Strike: Global Offensive  1124553      66.0893% 2021-01-01  \n",
+       "Counter-Strike: Global Offensive  1164396       61.646% 2020-12-01  \n",
+       "Counter-Strike: Global Offensive  1037464      64.4605% 2020-11-01  \n",
+       "Counter-Strike: Global Offensive   943876      65.0156% 2020-10-01  "
+      ]
+     },
+     "execution_count": 443,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "condition1 = df['gamename'].isin(st['gamename'])\n",
+    "df_extract = df[condition1].set_index('gamename')\n",
+    "# df_extract = df[condition1]\n",
+    "print(df.shape)\n",
+    "print(df_extract.shape)\n",
+    "df_extract.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 444,
+   "id": "bd8e66c1",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(76985, 35)\n",
+      "(966, 34)\n"
+     ]
+    },
+    {
+     "data": {
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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>release_date</th>\n",
+       "      <th>required_age</th>\n",
+       "      <th>price</th>\n",
+       "      <th>dlc_count</th>\n",
+       "      <th>windows</th>\n",
+       "      <th>mac</th>\n",
+       "      <th>linux</th>\n",
+       "      <th>metacritic_score</th>\n",
+       "      <th>positive</th>\n",
+       "      <th>negative</th>\n",
+       "      <th>...</th>\n",
+       "      <th>genre_sports</th>\n",
+       "      <th>genre_racing</th>\n",
+       "      <th>genre_rpg</th>\n",
+       "      <th>genre_simulation</th>\n",
+       "      <th>indie</th>\n",
+       "      <th>full_audio</th>\n",
+       "      <th>full_controller_support</th>\n",
+       "      <th>age_0_plus</th>\n",
+       "      <th>age_13_plus</th>\n",
+       "      <th>age_18_plus</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>gamename</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Max Payne</th>\n",
+       "      <td>2011-01-06</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3.49</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>89</td>\n",
+       "      <td>9516</td>\n",
+       "      <td>1114</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Oxygen Not Included</th>\n",
+       "      <td>2019-07-30</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24.99</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>82902</td>\n",
+       "      <td>3014</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Borderless Gaming</th>\n",
+       "      <td>2015-07-23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3.99</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2461</td>\n",
+       "      <td>336</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Russian Fishing 4</th>\n",
+       "      <td>2021-11-10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19370</td>\n",
+       "      <td>5757</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mafia: Definitive Edition</th>\n",
+       "      <td>2020-09-24</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39.99</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37900</td>\n",
+       "      <td>5785</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 34 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          release_date  required_age  price  dlc_count  \\\n",
+       "gamename                                                                 \n",
+       "Max Payne                   2011-01-06            17   3.49          0   \n",
+       "Oxygen Not Included         2019-07-30             0  24.99          2   \n",
+       "Borderless Gaming           2015-07-23             0   3.99          1   \n",
+       "Russian Fishing 4           2021-11-10             0   0.00          1   \n",
+       "Mafia: Definitive Edition   2020-09-24            17  39.99          1   \n",
+       "\n",
+       "                           windows  mac  linux  metacritic_score  positive  \\\n",
+       "gamename                                                                     \n",
+       "Max Payne                        1    0      0                89      9516   \n",
+       "Oxygen Not Included              1    1      1                86     82902   \n",
+       "Borderless Gaming                1    0      0                 0      2461   \n",
+       "Russian Fishing 4                1    0      0                 0     19370   \n",
+       "Mafia: Definitive Edition        1    0      0                 0     37900   \n",
+       "\n",
+       "                           negative  ... genre_sports genre_racing  genre_rpg  \\\n",
+       "gamename                             ...                                        \n",
+       "Max Payne                      1114  ...            0            0          0   \n",
+       "Oxygen Not Included            3014  ...            0            0          0   \n",
+       "Borderless Gaming               336  ...            0            0          0   \n",
+       "Russian Fishing 4              5757  ...            1            0          1   \n",
+       "Mafia: Definitive Edition      5785  ...            0            0          0   \n",
+       "\n",
+       "                           genre_simulation  indie  full_audio  \\\n",
+       "gamename                                                         \n",
+       "Max Payne                                 0      0           1   \n",
+       "Oxygen Not Included                       1      1           1   \n",
+       "Borderless Gaming                         0      0           0   \n",
+       "Russian Fishing 4                         1      0           0   \n",
+       "Mafia: Definitive Edition                 0      0           1   \n",
+       "\n",
+       "                           full_controller_support  age_0_plus  age_13_plus  \\\n",
+       "gamename                                                                      \n",
+       "Max Payne                                        0           0            1   \n",
+       "Oxygen Not Included                              0           1            0   \n",
+       "Borderless Gaming                                0           1            0   \n",
+       "Russian Fishing 4                                0           1            0   \n",
+       "Mafia: Definitive Edition                        1           0            1   \n",
+       "\n",
+       "                           age_18_plus  \n",
+       "gamename                                \n",
+       "Max Payne                            0  \n",
+       "Oxygen Not Included                  0  \n",
+       "Borderless Gaming                    0  \n",
+       "Russian Fishing 4                    0  \n",
+       "Mafia: Definitive Edition            0  \n",
+       "\n",
+       "[5 rows x 34 columns]"
+      ]
+     },
+     "execution_count": 444,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "condition2 = st['gamename'].isin(df['gamename'])\n",
+    "st_extract = st[condition2].set_index('gamename')\n",
+    "# st_extract = st[condition2]\n",
+    "print(st.shape)\n",
+    "print(st_extract.shape)\n",
+    "st_extract.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 445,
+   "id": "1d5f176c",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>gamename</th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>avg</th>\n",
+       "      <th>gain</th>\n",
+       "      <th>peak</th>\n",
+       "      <th>avg_peak_perc</th>\n",
+       "      <th>date</th>\n",
+       "      <th>release_date</th>\n",
+       "      <th>required_age</th>\n",
+       "      <th>...</th>\n",
+       "      <th>genre_sports</th>\n",
+       "      <th>genre_racing</th>\n",
+       "      <th>genre_rpg</th>\n",
+       "      <th>genre_simulation</th>\n",
+       "      <th>indie</th>\n",
+       "      <th>full_audio</th>\n",
+       "      <th>full_controller_support</th>\n",
+       "      <th>age_0_plus</th>\n",
+       "      <th>age_13_plus</th>\n",
+       "      <th>age_18_plus</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>100% Orange Juice</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>February</td>\n",
+       "      <td>278.67</td>\n",
+       "      <td>-25.23</td>\n",
+       "      <td>645</td>\n",
+       "      <td>43.2047%</td>\n",
+       "      <td>2021-02-01</td>\n",
+       "      <td>2014-05-16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>100% Orange Juice</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>January</td>\n",
+       "      <td>303.89</td>\n",
+       "      <td>-4.16</td>\n",
+       "      <td>614</td>\n",
+       "      <td>49.4935%</td>\n",
+       "      <td>2021-01-01</td>\n",
+       "      <td>2014-05-16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>100% Orange Juice</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>December</td>\n",
+       "      <td>308.05</td>\n",
+       "      <td>23.02</td>\n",
+       "      <td>743</td>\n",
+       "      <td>41.4603%</td>\n",
+       "      <td>2020-12-01</td>\n",
+       "      <td>2014-05-16</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",
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+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>100% Orange Juice</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>November</td>\n",
+       "      <td>285.03</td>\n",
+       "      <td>-7.41</td>\n",
+       "      <td>621</td>\n",
+       "      <td>45.8986%</td>\n",
+       "      <td>2020-11-01</td>\n",
+       "      <td>2014-05-16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>100% Orange Juice</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>October</td>\n",
+       "      <td>292.45</td>\n",
+       "      <td>46.68</td>\n",
+       "      <td>900</td>\n",
+       "      <td>32.4944%</td>\n",
+       "      <td>2020-10-01</td>\n",
+       "      <td>2014-05-16</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",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</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",
+       "      <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>63849</th>\n",
+       "      <td>theHunter Classic</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>October</td>\n",
+       "      <td>909.46</td>\n",
+       "      <td>258.77</td>\n",
+       "      <td>2293</td>\n",
+       "      <td>39.6625%</td>\n",
+       "      <td>2014-10-01</td>\n",
+       "      <td>2014-06-03</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63850</th>\n",
+       "      <td>theHunter Classic</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>September</td>\n",
+       "      <td>650.69</td>\n",
+       "      <td>-63.60</td>\n",
+       "      <td>1717</td>\n",
+       "      <td>37.8969%</td>\n",
+       "      <td>2014-09-01</td>\n",
+       "      <td>2014-06-03</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63851</th>\n",
+       "      <td>theHunter Classic</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>August</td>\n",
+       "      <td>714.29</td>\n",
+       "      <td>-337.67</td>\n",
+       "      <td>1181</td>\n",
+       "      <td>60.4818%</td>\n",
+       "      <td>2014-08-01</td>\n",
+       "      <td>2014-06-03</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63852</th>\n",
+       "      <td>theHunter Classic</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>July</td>\n",
+       "      <td>1051.96</td>\n",
+       "      <td>-110.53</td>\n",
+       "      <td>2059</td>\n",
+       "      <td>51.0908%</td>\n",
+       "      <td>2014-07-01</td>\n",
+       "      <td>2014-06-03</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63853</th>\n",
+       "      <td>theHunter Classic</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>June</td>\n",
+       "      <td>1162.48</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2648</td>\n",
+       "      <td>43.9003%</td>\n",
+       "      <td>2014-06-01</td>\n",
+       "      <td>2014-06-03</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>63854 rows × 42 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                gamename  year      month      avg    gain  peak  \\\n",
+       "0      100% Orange Juice  2021   February   278.67  -25.23   645   \n",
+       "1      100% Orange Juice  2021    January   303.89   -4.16   614   \n",
+       "2      100% Orange Juice  2020   December   308.05   23.02   743   \n",
+       "3      100% Orange Juice  2020   November   285.03   -7.41   621   \n",
+       "4      100% Orange Juice  2020    October   292.45   46.68   900   \n",
+       "...                  ...   ...        ...      ...     ...   ...   \n",
+       "63849  theHunter Classic  2014    October   909.46  258.77  2293   \n",
+       "63850  theHunter Classic  2014  September   650.69  -63.60  1717   \n",
+       "63851  theHunter Classic  2014     August   714.29 -337.67  1181   \n",
+       "63852  theHunter Classic  2014       July  1051.96 -110.53  2059   \n",
+       "63853  theHunter Classic  2014       June  1162.48     NaN  2648   \n",
+       "\n",
+       "      avg_peak_perc       date release_date  required_age  ...  genre_sports  \\\n",
+       "0          43.2047% 2021-02-01   2014-05-16             0  ...             0   \n",
+       "1          49.4935% 2021-01-01   2014-05-16             0  ...             0   \n",
+       "2          41.4603% 2020-12-01   2014-05-16             0  ...             0   \n",
+       "3          45.8986% 2020-11-01   2014-05-16             0  ...             0   \n",
+       "4          32.4944% 2020-10-01   2014-05-16             0  ...             0   \n",
+       "...             ...        ...          ...           ...  ...           ...   \n",
+       "63849      39.6625% 2014-10-01   2014-06-03             0  ...             1   \n",
+       "63850      37.8969% 2014-09-01   2014-06-03             0  ...             1   \n",
+       "63851      60.4818% 2014-08-01   2014-06-03             0  ...             1   \n",
+       "63852      51.0908% 2014-07-01   2014-06-03             0  ...             1   \n",
+       "63853      43.9003% 2014-06-01   2014-06-03             0  ...             1   \n",
+       "\n",
+       "       genre_racing  genre_rpg  genre_simulation  indie  full_audio  \\\n",
+       "0                 0          0                 0      1           1   \n",
+       "1                 0          0                 0      1           1   \n",
+       "2                 0          0                 0      1           1   \n",
+       "3                 0          0                 0      1           1   \n",
+       "4                 0          0                 0      1           1   \n",
+       "...             ...        ...               ...    ...         ...   \n",
+       "63849             0          0                 1      0           1   \n",
+       "63850             0          0                 1      0           1   \n",
+       "63851             0          0                 1      0           1   \n",
+       "63852             0          0                 1      0           1   \n",
+       "63853             0          0                 1      0           1   \n",
+       "\n",
+       "       full_controller_support  age_0_plus age_13_plus age_18_plus  \n",
+       "0                            0           1           0           0  \n",
+       "1                            0           1           0           0  \n",
+       "2                            0           1           0           0  \n",
+       "3                            0           1           0           0  \n",
+       "4                            0           1           0           0  \n",
+       "...                        ...         ...         ...         ...  \n",
+       "63849                        0           1           0           0  \n",
+       "63850                        0           1           0           0  \n",
+       "63851                        0           1           0           0  \n",
+       "63852                        0           1           0           0  \n",
+       "63853                        0           1           0           0  \n",
+       "\n",
+       "[63854 rows x 42 columns]"
+      ]
+     },
+     "execution_count": 445,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_join = df_extract.join(st_extract, how='inner')\n",
+    "df_join = df_join.reset_index()\n",
+    "df_join"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 447,
+   "id": "e5cec592",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "63854\n",
+      "966\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Index(['gamename', 'year', 'month', 'avg', 'gain', 'peak', 'avg_peak_perc',\n",
+       "       'date', 'release_date', 'required_age', 'price', 'dlc_count', 'windows',\n",
+       "       'mac', 'linux', 'metacritic_score', 'positive', 'negative',\n",
+       "       'developers', 'publishers', 'average_playtime_forever',\n",
+       "       'average_playtime_two_weeks', 'median_playtime_forever',\n",
+       "       'median_playtime_two_weeks', 'multi_player', 'pvp', 'co-op',\n",
+       "       'genre_action', 'genre_adventure', 'genre_casual',\n",
+       "       'genre_sexual_content', 'genre_strategy', 'genre_sports',\n",
+       "       'genre_racing', 'genre_rpg', 'genre_simulation', 'indie', 'full_audio',\n",
+       "       'full_controller_support', 'age_0_plus', 'age_13_plus', 'age_18_plus'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 447,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print(df_join.index.unique().value_counts().sum())\n",
+    "print(st_extract.index.value_counts().sum())\n",
+    "df_join.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 448,
+   "id": "2c8a9376",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pathlib import Path  \n",
+    "filepath = Path('./join_02.csv')  \n",
+    "filepath.parent.mkdir(parents=True, exist_ok=True)\n",
+    "df_join.to_csv(filepath, index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 354,
+   "id": "f7bf5e2f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# df_st = df_st.drop(['age-0plus'], axis=1)\n",
+    "# print(df_st['age_18_plus'].value_counts().sum())\n",
+    "# print(df_st.required_age.unique())\n",
+    "# df_st.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "afd5c0b8",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e8803211",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6780cc78",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aa453583",
+   "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": "3.11.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}