INFO2201_finalProjectCode.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "fe76d202-be57-438e-8f39-9545bd2831cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Three sources of data (APIs), two different types (JSON, XML or HTML, CSV, TXT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a38bad9a-4e7e-45f7-8945-b724aade8e31",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import the modules used\n",
    "import requests\n",
    "import csv\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "pd.options.display.max_columns = 200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9d843e23-969b-4619-92c7-f4b7b4a5dacc",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['worldofgoo', 'supermeatboy', 'torchlight', 'alanwake', 'costumequest', 'torchlightii', 'cavestory+', 'wolfenstein:theneworder', 'superbrothers:sword&sworceryep', 'thebridge', 'legendofgrimrock', 'thewitness', 'trialsevolution:goldedition', 'littleinferno', 'thestanleyparable', 'brothers-ataleoftwosons', 'killingfloor2', 'shadowrunreturns', 'expeditions:conquistador', 'transistor', 'amnesia:amachineforpigs', 'sherlockholmes:crimesandpunishments', 'roguelegacy', 'nuclearthrone', 'verdun', 'thewolfamongus', 'towerfallascension', 'aquanoxdeepdescent', 'thetalosprinciple', 'hyperlightdrifter', 'thevanishingofethancarter', 'subnautica', 'towerofguns', 'iracing', 'grandtheftautov', 'costumequest2', 'imagineearth', 'thiswarofmine', 'soma', 'metro:lastlightredux', 'sokobond', 'rebelgalaxy', 'thefall', 'deponia:thecompletejourney', 'rimworld', 'neveralone(kisimaingitchuna)', 'theescapists', 'submerged', 'thelongdark', 'enterthegungeon', 'icewinddale:enhancededition', '20xx', 'superhot', 'jotun:valhallaedition', 'ironcast', 'talesfromtheborderlands', 'thejackboxpartypack', 'aer', 'axiomverge', 'zombi', 'bigpharma', 'ark:survivalevolved', 'innerspace', 'doodlegod', 'wolfenstein:theoldblood', 'trainvalley', 'sheltered', 'elitedangerous', 'defunct', 'thedarksidedetective', 'throughthewoods', 'barony', 'humanresourcemachine', 'hue', 'shadowcomplexremastered', 'darksidersiideathinitiveedition', 'oxenfree', 'crashlands', 'thejackboxpartypack2', 'hob', 'chromagun', 'elex', 'airmissions:hind', 'thetownoflight', 'slimerancher', 'gonner', 'niche-ageneticssurvivalgame', 'thecountlucanor', 'conanexiles', 'drawful2', 'thisisthepolice', 'expeditions:viking', 'overcooked', 'battlechasers:nightwar', 'asemblance', 'parkitect', 'oxygennotincluded', 'campsunshine', 'solitairica', 'ruiner', 'northgard', 'manifoldgarden', 'titanquestanniversaryedition', 'totallyaccuratebattlesimulator', 'haven', 'flatheroes', 'darkfuture:bloodredstates', 'thejackboxpartypack3', 'wheelsofaurelia', 'conarium', 'helloneighbor', 'nightinthewoods', 'snakepass']\n"
     ]
    }
   ],
   "source": [
    "# getting games that are on both platforms\n",
    "# create a list to store the games on different platforms\n",
    "sameGames = []\n",
    "steamGames = []\n",
    "epicGames = []\n",
    "\n",
    "# read in the steam file and record the names of the games\n",
    "with open('games-features-edit.csv', 'r') as steamFile:\n",
    "    steamCSV = csv.reader(steamFile, delimiter=',',quotechar='\"')\n",
    "    \n",
    "    # skip the header\n",
    "    next(steamCSV)\n",
    "    \n",
    "    # record all of the names of the steam games\n",
    "    for row in steamCSV:\n",
    "        # print(row[0])\n",
    "        steamGames.append(row[0])\n",
    "    \n",
    "# read in the epic games file and record the names of the games\n",
    "with open('epic games store-video games.csv', 'r') as epicFile:\n",
    "    epicCSV = csv.reader(epicFile, delimiter=',',quotechar='\"')\n",
    "    \n",
    "    # skip the header\n",
    "    next(epicCSV)\n",
    "        \n",
    "    # record all of the names of the epic games games\n",
    "    for row in epicCSV:\n",
    "        # print(row[1])\n",
    "        epicGames.append(row[1])\n",
    "\n",
    "# record the games that are present in both of the lists\n",
    "for game in steamGames:\n",
    "    if(game in epicGames):\n",
    "        sameGames.append(game)\n",
    "        \n",
    "# pprint(sameGames)\n",
    "# print(steamGames)\n",
    "# print(epicGames)\n",
    "# this is a simple function that takes in a list of strings and puts them into \"plain\" format\n",
    "# \"plain\" format is no spaces and all lower case, which is used to identify games in the isThereAnyDeal.com API\n",
    "def stringsToPlains(listOfGames):\n",
    "    plainGames = []\n",
    "    for game in listOfGames:\n",
    "        plainGames.append(game.lower().replace(\" \",\"\").strip())\n",
    "    \n",
    "    return plainGames\n",
    "# convert the game strings into game plains\n",
    "plainGames = stringsToPlains(sameGames)\n",
    "\n",
    "# looking at the data\n",
    "print(plainGames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "5d48db83-4027-4e48-b79a-f6cd0ebe2885",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# convert to sets to get rid of any duplicates\n",
    "setSteamGames = set(steamGames)\n",
    "setEpicGames = set(epicGames)\n",
    "setBoth = set(sameGames)\n",
    "# print(setSteamGames)\n",
    "# print(setEpicGames)\n",
    "# print(setBoth)\n",
    "\n",
    "# make 3 separate columns, one for the steam games, one for both, and one for epic games,\n",
    "# have the values be the length of the set of unique games for all of them and plot it\n",
    "plt.title(\"Figure 1: Where does Kaggle say the games are?\")\n",
    "x = [0,1,2]\n",
    "x_labels = [\"Steam Games\", \"Games in both\", \"Epic Games Games\"]\n",
    "values = [len(setSteamGames),len(setBoth),len(setEpicGames)]\n",
    "plt.bar(x,values,tick_label=x_labels)\n",
    "plt.xlabel(\"\\nSite where the games can be purchased\")\n",
    "plt.ylabel(\"Number of games\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "16545058-12c9-44c0-bc6f-91494ced0c1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'data': {'results': [{'id': 72664, 'plain': 'worldofgoo', 'title': 'World of Goo'}], 'urls': {'search': 'https://isthereanydeal.com/search/?q=World%20of%20Goo'}}}\n",
      "worldofgoo\n"
     ]
    }
   ],
   "source": [
    "# testing the palin endpoint\n",
    "# search for world of goo to get its plain\n",
    "# https://api.isthereanydeal.com/v02/search/search/?key=&q=assassins%20creed%20odyssey&limit=20&strict=0\n",
    "rootURL = \"https://api.isthereanydeal.com/v02/\"\n",
    "dealKey = \"b8483d1fd3c97a607c2a48a4c26fa73d0b19f2ac\"\n",
    "searchURL = rootURL+\"search/search/?key=\"+dealKey+\"&limit=1&q=\"+sameGames[0]\n",
    "worldOfGooExample = requests.request(\"GET\",searchURL).json()\n",
    "print(worldOfGooExample)\n",
    "plainWorldOfGoo = worldOfGooExample[\"data\"][\"results\"][0][\"plain\"]\n",
    "print(plainWorldOfGoo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f2397cc6-5bbe-4cec-9cdf-ab7d93ac3073",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'.meta': {'country': 'US', 'currency': 'USD', 'region': 'us'},\n",
      " 'data': {'worldofgoo': {'bundles': {'count': 9, 'live': []},\n",
      "                         'lowest': {'cut': 100,\n",
      "                                    'price': 0,\n",
      "                                    'price_formatted': '$0.00',\n",
      "                                    'recorded': 1556810900,\n",
      "                                    'recorded_formatted': '3 years ago',\n",
      "                                    'store': 'Epic Game Store',\n",
      "                                    'url': None},\n",
      "                         'price': {'cut': 0,\n",
      "                                   'drm': ['DRM Free'],\n",
      "                                   'price': 6.99,\n",
      "                                   'price_formatted': '$6.99',\n",
      "                                   'store': 'MacGameStore',\n",
      "                                   'url': 'https://www.macgamestore.com/product/1111/World-of-Goo/?ars=itad'},\n",
      "                         'urls': {'bundles': 'https://isthereanydeal.com/specials/#/filter:search/worldofgoo',\n",
      "                                  'history': 'https://isthereanydeal.com/game/worldofgoo/history/',\n",
      "                                  'info': 'https://isthereanydeal.com/game/worldofgoo/info/'}}}}\n"
     ]
    }
   ],
   "source": [
    "# testing the game overview endpoint\n",
    "# search World of Goo's overview\n",
    "# https://api.isthereanydeal.com/v01/game/overview/?key=&region=us&country=US&plains=&shop=steam&ids=app%2F460930%2Csub%2F37125%2Cbundle%2F7078&allowed=steam%2Cepic\n",
    "rootURL = \"https://api.isthereanydeal.com/v01/\"\n",
    "dealKey = \"b8483d1fd3c97a607c2a48a4c26fa73d0b19f2ac\"\n",
    "searchURL = rootURL+\"game/overview/?key=\"+dealKey+\"&plains=\"+plainWorldOfGoo+\"&shop=steam\"\n",
    "worldOfGooOverview = requests.request(\"GET\",searchURL).json()\n",
    "pprint(worldOfGooOverview)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b288741f-642f-4248-815e-ef9197d45eed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'.meta': {'currency': 'USD'},\n",
      " 'data': {'worldofgoo': {'list': [{'drm': ['epic'],\n",
      "                                   'price_cut': 0,\n",
      "                                   'price_new': 14.99,\n",
      "                                   'price_old': 14.99,\n",
      "                                   'shop': {'id': 'epic',\n",
      "                                            'name': 'Epic Game Store'},\n",
      "                                   'url': 'https://store.epicgames.com/p/world-of-goo'},\n",
      "                                  {'drm': [],\n",
      "                                   'price_cut': 0,\n",
      "                                   'price_new': 14.99,\n",
      "                                   'price_old': 14.99,\n",
      "                                   'shop': {'id': 'steam', 'name': 'Steam'},\n",
      "                                   'url': 'https://store.steampowered.com/app/22000/'}],\n",
      "                         'urls': {'game': 'https://isthereanydeal.com/#/page:game/info?plain=worldofgoo'}}}}\n"
     ]
    }
   ],
   "source": [
    "# testing the current price at steam and current price on epic games\n",
    "# search current price at steam and epic games\n",
    "# https://api.isthereanydeal.com/v01/game/prices/?key=&plains=endorlight%2Cstoryofsurvivor&region=eu2&country=SK&shops=steam%2Cindiegamestand%2Camazonus&exclude=voidu%2Citchio&added=0\n",
    "rootURL = \"https://api.isthereanydeal.com/v01/\"\n",
    "dealKey = \"b8483d1fd3c97a607c2a48a4c26fa73d0b19f2ac\"\n",
    "searchURL = rootURL+\"game/prices/?key=\"+dealKey+\"&plains=\"+plainWorldOfGoo+\"&shops=steam,epic\"\n",
    "worldOfGooPrice = requests.request(\"GET\",searchURL).json()\n",
    "pprint(worldOfGooPrice)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "2ce74964-dea0-453f-8f50-bb41b3b0c67f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'.meta': {'currency': 'USD'},\n",
      " 'data': {'worldofgoo': [{'price': 0.99, 'shop': 'steam'},\n",
      "                         {'price': 2.24, 'shop': 'epic'}]}}\n"
     ]
    }
   ],
   "source": [
    "# testing the lowest prices endpoint on steam and epic games\n",
    "# search lowest price for steam and epic games (max 5 games at once)\n",
    "# https://api.isthereanydeal.com/v01/game/storelow/?key=&plains=europauniversalisiv%2Cfalloutiv&region=eu2&country=SK&shops=gog%2Cgreenmangaming%2Csteam&exclude=amazonus%2Cfanatical\n",
    "rootURL = \"https://api.isthereanydeal.com/v01/\"\n",
    "dealKey = \"b8483d1fd3c97a607c2a48a4c26fa73d0b19f2ac\"\n",
    "searchURL = rootURL+\"game/storelow/?key=\"+dealKey+\"&plains=\"+plainWorldOfGoo+\"&shops=steam,epic\"\n",
    "worldOfGooLowest = requests.request(\"GET\",searchURL).json()\n",
    "pprint(worldOfGooLowest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b355871c-4a97-4317-8e6d-b93e20b03184",
   "metadata": {},
   "outputs": [],
   "source": [
    "# getting all of the lowest prices of the games on both steam and epic games\n",
    "# initialize a list to hold all of the dictionary returns\n",
    "allLowestPrices = []\n",
    "\n",
    "# record the first index as 0\n",
    "prevI = 0\n",
    "\n",
    "# store root URL and key to use later on\n",
    "rootURL = \"https://api.isthereanydeal.com/v01/\"\n",
    "dealKey = \"b8483d1fd3c97a607c2a48a4c26fa73d0b19f2ac\"\n",
    "\n",
    "# loop through most of the plain game titles and query them 5 at a time because the API only limits 5 at a time\n",
    "# the range is the floor of the length of the game list divided by 5, which will allow for multiplying by 5 without getting a seg fault, but\n",
    "# it will cut off the last few games as the list is not a multiple of 5.\n",
    "for i in range(int(len(plainGames)/5)):\n",
    "    # continue because don't want to just query the first game on the first loop\n",
    "    if i == 0:\n",
    "        continue\n",
    "\n",
    "    # update the search URL with 5 values from the list, by cutting off the string concatination brackets, removing the spaces, and removing the apostrophes\n",
    "    searchURL = rootURL+\"game/storelow/?key=\"+dealKey+\"&plains=\"+str(plainGames[prevI:i*5])[1:-1].replace(\" \",\"\").replace(\"'\",\"\")+\"&shops=steam,epic\"\n",
    "    # print(searchURL)\n",
    "    \n",
    "    # add the response dictionary to a list to later go through\n",
    "    allLowestPrices.append(requests.request(\"GET\",searchURL).json())\n",
    "    \n",
    "    # update the starting place in the list\n",
    "    prevI = i*5\n",
    "    \n",
    "# get the last three games from the plain games list that were not caught in the loop\n",
    "# and query the API and add the response to the list\n",
    "searchURL = rootURL+\"game/storelow/?key=\"+dealKey+\"&plains=\"+str(plainGames[110:])[1:-1].replace(\" \",\"\").replace(\"'\",\"\")+\"&shops=steam,epic\"\n",
    "allLowestPrices.append(requests.request(\"GET\",searchURL).json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0e9c99c2-0ea8-48d2-a849-ec51c53e077a",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'.meta': {'currency': 'USD'},\n",
      "  'data': {'alanwake': [{'price': 1.49, 'shop': 'steam'},\n",
      "                        {'price': 1.49, 'shop': 'epic'}],\n",
      "           'costumequest': [{'price': 0.99, 'shop': 'steam'},\n",
      "                            {'price': 2.49, 'shop': 'epic'}],\n",
      "           'supermeatboy': [{'price': 0.74, 'shop': 'epic'},\n",
      "                            {'price': 0.74, 'shop': 'steam'}],\n",
      "           'torchlight': [{'price': 2.99, 'shop': 'steam'},\n",
      "                          {'price': 3.74, 'shop': 'epic'}],\n",
      "           'worldofgoo': [{'price': 0.99, 'shop': 'steam'},\n",
      "                          {'price': 2.24, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'torchlightii': [{'price': 3.99, 'shop': 'steam'},\n",
      "                            {'price': 4.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'legendofgrimrock': [{'price': 2.24, 'shop': 'steam'},\n",
      "                                {'price': 2.99, 'shop': 'epic'}],\n",
      "           'littleinferno': [{'price': 1.49, 'shop': 'steam'},\n",
      "                             {'price': 2.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'shadowrunreturns': [{'price': 1.49, 'shop': 'steam'},\n",
      "                                {'price': 3.74, 'shop': 'epic'}],\n",
      "           'transistor': [{'price': 2.99, 'shop': 'steam'},\n",
      "                          {'price': 3.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'nuclearthrone': [{'price': 1.19, 'shop': 'steam'},\n",
      "                             {'price': 1.19, 'shop': 'epic'}],\n",
      "           'roguelegacy': [{'price': 2.24, 'shop': 'steam'},\n",
      "                           {'price': 2.99, 'shop': 'epic'}],\n",
      "           'verdun': [{'price': 3.99, 'shop': 'steam'},\n",
      "                      {'price': 4.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'aquanoxdeepdescent': [{'price': 7.49, 'shop': 'steam'},\n",
      "                                  {'price': 7.49, 'shop': 'epic'}],\n",
      "           'hyperlightdrifter': [{'price': 7.99, 'shop': 'steam'},\n",
      "                                 {'price': 9.99, 'shop': 'epic'}],\n",
      "           'towerfallascension': [{'price': 2.99, 'shop': 'steam'},\n",
      "                                  {'price': 2.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'grandtheftautov': [{'price': 14.99, 'shop': 'steam'},\n",
      "                               {'price': 14.99, 'shop': 'epic'}],\n",
      "           'iracing': [{'price': 2.49, 'shop': 'steam'},\n",
      "                       {'price': 4.74, 'shop': 'epic'}],\n",
      "           'subnautica': [{'price': 7.49, 'shop': 'epic'},\n",
      "                          {'price': 9.99, 'shop': 'steam'}],\n",
      "           'towerofguns': [{'price': 2.99, 'shop': 'steam'},\n",
      "                           {'price': 2.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'imagineearth': [{'price': 12.49, 'shop': 'steam'},\n",
      "                            {'price': 12.49, 'shop': 'epic'}],\n",
      "           'soma': [{'price': 2.99, 'shop': 'steam'},\n",
      "                    {'price': 2.99, 'shop': 'epic'}],\n",
      "           'thiswarofmine': [{'price': 3.99, 'shop': 'steam'},\n",
      "                             {'price': 3.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'rebelgalaxy': [{'price': 1.99, 'shop': 'steam'},\n",
      "                           {'price': 1.99, 'shop': 'epic'}],\n",
      "           'rimworld': [{'price': 29.99, 'shop': 'steam'},\n",
      "                        {'price': 31.49, 'shop': 'epic'}],\n",
      "           'sokobond': [{'price': 1.49, 'shop': 'steam'},\n",
      "                        {'price': 2.99, 'shop': 'epic'}],\n",
      "           'thefall': [{'price': 0.99, 'shop': 'steam'},\n",
      "                       {'price': 9.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'submerged': [{'price': 1.99, 'shop': 'steam'},\n",
      "                         {'price': 1.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'ironcast': [{'price': 2.99, 'shop': 'steam'},\n",
      "                        {'price': 2.99, 'shop': 'epic'}],\n",
      "           'superhot': [{'price': 7.49, 'shop': 'steam'},\n",
      "                        {'price': 9.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'aer': [{'price': 1.04, 'shop': 'epic'},\n",
      "                   {'price': 1.49, 'shop': 'steam'}],\n",
      "           'axiomverge': [{'price': 4.99, 'shop': 'epic'},\n",
      "                          {'price': 4.99, 'shop': 'steam'}],\n",
      "           'zombi': [{'price': 1.99, 'shop': 'steam'},\n",
      "                     {'price': 4.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'bigpharma': [{'price': 4.99, 'shop': 'steam'},\n",
      "                         {'price': 6.24, 'shop': 'epic'}],\n",
      "           'doodlegod': [{'price': 2.39, 'shop': 'steam'},\n",
      "                         {'price': 11.99, 'shop': 'epic'}],\n",
      "           'innerspace': [{'price': 3.99, 'shop': 'steam'},\n",
      "                          {'price': 3.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'defunct': [{'price': 0.99, 'shop': 'steam'},\n",
      "                       {'price': 9.99, 'shop': 'epic'}],\n",
      "           'elitedangerous': [{'price': 5.99, 'shop': 'steam'},\n",
      "                              {'price': 5.99, 'shop': 'epic'}],\n",
      "           'sheltered': [{'price': 2.99, 'shop': 'steam'},\n",
      "                         {'price': 3.74, 'shop': 'epic'}],\n",
      "           'trainvalley': [{'price': 1.49, 'shop': 'steam'},\n",
      "                           {'price': 1.49, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'barony': [{'price': 1.99, 'shop': 'steam'},\n",
      "                      {'price': 7.49, 'shop': 'epic'}],\n",
      "           'hue': [{'price': 2.24, 'shop': 'steam'},\n",
      "                   {'price': 2.24, 'shop': 'epic'}],\n",
      "           'humanresourcemachine': [{'price': 3.74, 'shop': 'steam'},\n",
      "                                    {'price': 3.74, 'shop': 'epic'}],\n",
      "           'shadowcomplexremastered': [{'price': 3.74, 'shop': 'epic'},\n",
      "                                       {'price': 4.94, 'shop': 'steam'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'crashlands': [{'price': 3.75, 'shop': 'steam'},\n",
      "                          {'price': 11.99, 'shop': 'epic'}],\n",
      "           'darksidersiideathinitiveedition': [{'price': 2.99, 'shop': 'steam'},\n",
      "                                               {'price': 5.99, 'shop': 'epic'}],\n",
      "           'hob': [{'price': 4.99, 'shop': 'steam'},\n",
      "                   {'price': 4.99, 'shop': 'epic'}],\n",
      "           'oxenfree': [{'price': 0.99, 'shop': 'steam'},\n",
      "                        {'price': 0.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'chromagun': [{'price': 2.59, 'shop': 'steam'},\n",
      "                         {'price': 10.39, 'shop': 'epic'}],\n",
      "           'elex': [{'price': 7.49, 'shop': 'steam'},\n",
      "                    {'price': 7.49, 'shop': 'epic'}],\n",
      "           'slimerancher': [{'price': 4.99, 'shop': 'steam'},\n",
      "                            {'price': 4.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'conanexiles': [{'price': 11.99, 'shop': 'steam'},\n",
      "                           {'price': 11.99, 'shop': 'epic'}],\n",
      "           'gonner': [{'price': 0.99, 'shop': 'steam'},\n",
      "                      {'price': 0.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'asemblance': [{'price': 1.99, 'shop': 'steam'},\n",
      "                          {'price': 6.79, 'shop': 'epic'}],\n",
      "           'overcooked': [{'price': 3.39, 'shop': 'steam'},\n",
      "                          {'price': 3.39, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'campsunshine': [{'price': 0.49, 'shop': 'steam'},\n",
      "                            {'price': 4.88, 'shop': 'epic'}],\n",
      "           'oxygennotincluded': [{'price': 8.49, 'shop': 'epic'},\n",
      "                                 {'price': 8.49, 'shop': 'steam'}],\n",
      "           'parkitect': [{'price': 17.98, 'shop': 'steam'},\n",
      "                         {'price': 29.99, 'shop': 'epic'}],\n",
      "           'ruiner': [{'price': 3.99, 'shop': 'steam'},\n",
      "                      {'price': 3.99, 'shop': 'epic'}],\n",
      "           'solitairica': [{'price': 2.49, 'shop': 'steam'},\n",
      "                           {'price': 4.99, 'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'haven': [{'price': 12.49, 'shop': 'steam'},\n",
      "                     {'price': 12.49, 'shop': 'epic'}],\n",
      "           'manifoldgarden': [{'price': 9.99, 'shop': 'steam'},\n",
      "                              {'price': 9.99, 'shop': 'epic'}],\n",
      "           'northgard': [{'price': 7.49, 'shop': 'steam'},\n",
      "                         {'price': 14.99, 'shop': 'epic'}],\n",
      "           'titanquestanniversaryedition': [{'price': 3.99, 'shop': 'steam'},\n",
      "                                            {'price': 4.99, 'shop': 'epic'}],\n",
      "           'totallyaccuratebattlesimulator': [{'price': 6.79, 'shop': 'steam'},\n",
      "                                              {'price': 11.24,\n",
      "                                               'shop': 'epic'}]}},\n",
      " {'.meta': {'currency': 'USD'},\n",
      "  'data': {'helloneighbor': [{'price': 4.79, 'shop': 'steam'},\n",
      "                             {'price': 7.49, 'shop': 'epic'}],\n",
      "           'snakepass': [{'price': 2.99, 'shop': 'steam'},\n",
      "                         {'price': 4.99, 'shop': 'epic'}]}}]\n"
     ]
    }
   ],
   "source": [
    "# looking at data\n",
    "pprint(allLowestPrices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "da01d1a7-2ef3-4241-b752-945bf59a5306",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Games:\n",
      "['alanwake', 'costumequest', 'supermeatboy', 'torchlight', 'worldofgoo', 'torchlightii', 'legendofgrimrock', 'littleinferno', 'shadowrunreturns', 'transistor', 'nuclearthrone', 'roguelegacy', 'verdun', 'aquanoxdeepdescent', 'hyperlightdrifter', 'towerfallascension', 'grandtheftautov', 'iracing', 'subnautica', 'towerofguns', 'imagineearth', 'soma', 'thiswarofmine', 'rebelgalaxy', 'rimworld', 'sokobond', 'thefall', 'submerged', 'ironcast', 'superhot', 'aer', 'axiomverge', 'zombi', 'bigpharma', 'doodlegod', 'innerspace', 'defunct', 'elitedangerous', 'sheltered', 'trainvalley', 'barony', 'hue', 'humanresourcemachine', 'shadowcomplexremastered', 'crashlands', 'darksidersiideathinitiveedition', 'hob', 'oxenfree', 'elex', 'chromagun', 'slimerancher', 'conanexiles', 'gonner', 'asemblance', 'overcooked', 'campsunshine', 'oxygennotincluded', 'parkitect', 'ruiner', 'solitairica', 'haven', 'manifoldgarden', 'northgard', 'titanquestanniversaryedition', 'totallyaccuratebattlesimulator', 'helloneighbor', 'snakepass']\n",
      "Steam Lowest:\n",
      "[1.49, 0.99, 0.74, 2.99, 0.99, 3.99, 2.24, 1.49, 1.49, 2.99, 1.19, 2.24, 3.99, 7.49, 7.99, 2.99, 14.99, 2.49, 9.99, 2.99, 12.49, 2.99, 3.99, 1.99, 29.99, 1.49, 0.99, 1.99, 2.99, 7.49, 1.49, 4.99, 1.99, 4.99, 2.39, 3.99, 0.99, 5.99, 2.99, 1.49, 1.99, 2.24, 3.74, 4.94, 3.75, 2.99, 4.99, 0.99, 7.49, 2.59, 4.99, 11.99, 0.99, 1.99, 3.39, 0.49, 8.49, 17.98, 3.99, 2.49, 12.49, 9.99, 7.49, 3.99, 6.79, 4.79, 2.99]\n",
      "Epic Lowest:\n",
      "[1.49, 2.49, 0.74, 3.74, 2.24, 4.99, 2.99, 2.99, 3.74, 3.99, 1.19, 2.99, 4.99, 7.49, 9.99, 2.99, 14.99, 4.74, 7.49, 2.99, 12.49, 2.99, 3.99, 1.99, 31.49, 2.99, 9.99, 1.99, 2.99, 9.99, 1.04, 4.99, 4.99, 6.24, 11.99, 3.99, 9.99, 5.99, 3.74, 1.49, 7.49, 2.24, 3.74, 3.74, 11.99, 5.99, 4.99, 0.99, 7.49, 10.39, 4.99, 11.99, 0.99, 6.79, 3.39, 4.88, 8.49, 29.99, 3.99, 4.99, 12.49, 9.99, 14.99, 4.99, 11.24, 7.49, 4.99]\n"
     ]
    }
   ],
   "source": [
    "# distilling the data from the massive API return\n",
    "# initialize three lists: one for the game name, one for its lowest price on steam, and one\n",
    "# for its lowest price on epic games\n",
    "gameRemainingList = []\n",
    "steamLowestList = []\n",
    "epicLowestList = []\n",
    "\n",
    "# loop through each dictionary in the list of dictionaries\n",
    "for groupDict in allLowestPrices:\n",
    "    # loop through each game of each request\n",
    "    for game in groupDict['data']:\n",
    "        # variables to simplify typing more out\n",
    "        d0 = groupDict['data'][game][0]\n",
    "        d1 = groupDict['data'][game][1]\n",
    "\n",
    "        # there are two dictionares per game: one for the steam lowest price and epic games lowest price,\n",
    "        # but they are in a random order, so I created a temporary dictionary where the key is the name \n",
    "        # of the shop and the value is the price. This way I can just search for steam and epic games without\n",
    "        # having to look at the key-value pairs and do a if statement to place the correct price in the right list\n",
    "        # (otherwise the steam list might have some of the epic games lowest prices and vice versa)\n",
    "        tmpDict = {}\n",
    "        tmpDict[d0['shop']] = d0['price']\n",
    "        tmpDict[d1['shop']] = d1['price']\n",
    "\n",
    "        # add the game name, steam lowest price, and epic games lowest price to their respecitve list,\n",
    "        # which will be in a recorded order to put into a DataFrame\n",
    "        gameRemainingList.append(game)\n",
    "        steamLowestList.append(tmpDict['steam'])\n",
    "        epicLowestList.append(tmpDict['epic'])\n",
    "\n",
    "# checking data\n",
    "print(\"Games:\\n\" + str(gameRemainingList))\n",
    "print(\"Steam Lowest:\\n\" + str(steamLowestList))\n",
    "print(\"Epic Lowest:\\n\" + str(epicLowestList))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "3131721a-1c88-46a9-b419-11c05c66bbcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>Game</th>\n",
       "      <th>SteamLowest</th>\n",
       "      <th>EpicLowest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>alanwake</td>\n",
       "      <td>1.49</td>\n",
       "      <td>1.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>costumequest</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>supermeatboy</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>torchlight</td>\n",
       "      <td>2.99</td>\n",
       "      <td>3.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>worldofgoo</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>northgard</td>\n",
       "      <td>7.49</td>\n",
       "      <td>14.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>titanquestanniversaryedition</td>\n",
       "      <td>3.99</td>\n",
       "      <td>4.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>totallyaccuratebattlesimulator</td>\n",
       "      <td>6.79</td>\n",
       "      <td>11.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>helloneighbor</td>\n",
       "      <td>4.79</td>\n",
       "      <td>7.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>snakepass</td>\n",
       "      <td>2.99</td>\n",
       "      <td>4.99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>67 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Game  SteamLowest  EpicLowest\n",
       "0                         alanwake         1.49        1.49\n",
       "1                     costumequest         0.99        2.49\n",
       "2                     supermeatboy         0.74        0.74\n",
       "3                       torchlight         2.99        3.74\n",
       "4                       worldofgoo         0.99        2.24\n",
       "..                             ...          ...         ...\n",
       "62                       northgard         7.49       14.99\n",
       "63    titanquestanniversaryedition         3.99        4.99\n",
       "64  totallyaccuratebattlesimulator         6.79       11.24\n",
       "65                   helloneighbor         4.79        7.49\n",
       "66                       snakepass         2.99        4.99\n",
       "\n",
       "[67 rows x 3 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a dataframe of this data to do analysis on\n",
    "gameInfoDF = pd.DataFrame()\n",
    "gameInfoDF[\"Game\"] = gameRemainingList\n",
    "gameInfoDF[\"SteamLowest\"] = steamLowestList\n",
    "gameInfoDF[\"EpicLowest\"] = epicLowestList\n",
    "gameInfoDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "4d140f34-5973-4b7c-a501-9c3320d7929d",
   "metadata": {},
   "outputs": [
    {
     "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>Game</th>\n",
       "      <th>SteamLowest</th>\n",
       "      <th>EpicLowest</th>\n",
       "      <th>SteamMinusEpic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>alanwake</td>\n",
       "      <td>1.49</td>\n",
       "      <td>1.49</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>costumequest</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2.49</td>\n",
       "      <td>-1.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>supermeatboy</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>torchlight</td>\n",
       "      <td>2.99</td>\n",
       "      <td>3.74</td>\n",
       "      <td>-0.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>worldofgoo</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2.24</td>\n",
       "      <td>-1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>northgard</td>\n",
       "      <td>7.49</td>\n",
       "      <td>14.99</td>\n",
       "      <td>-7.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>titanquestanniversaryedition</td>\n",
       "      <td>3.99</td>\n",
       "      <td>4.99</td>\n",
       "      <td>-1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>totallyaccuratebattlesimulator</td>\n",
       "      <td>6.79</td>\n",
       "      <td>11.24</td>\n",
       "      <td>-4.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>helloneighbor</td>\n",
       "      <td>4.79</td>\n",
       "      <td>7.49</td>\n",
       "      <td>-2.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>snakepass</td>\n",
       "      <td>2.99</td>\n",
       "      <td>4.99</td>\n",
       "      <td>-2.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>67 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Game  SteamLowest  EpicLowest  SteamMinusEpic\n",
       "0                         alanwake         1.49        1.49            0.00\n",
       "1                     costumequest         0.99        2.49           -1.50\n",
       "2                     supermeatboy         0.74        0.74            0.00\n",
       "3                       torchlight         2.99        3.74           -0.75\n",
       "4                       worldofgoo         0.99        2.24           -1.25\n",
       "..                             ...          ...         ...             ...\n",
       "62                       northgard         7.49       14.99           -7.50\n",
       "63    titanquestanniversaryedition         3.99        4.99           -1.00\n",
       "64  totallyaccuratebattlesimulator         6.79       11.24           -4.45\n",
       "65                   helloneighbor         4.79        7.49           -2.70\n",
       "66                       snakepass         2.99        4.99           -2.00\n",
       "\n",
       "[67 rows x 4 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find the price difference between epic and steam, and add this as a new column in the dataframe\n",
    "# a negative price indicates a better lower price on epic games compared to steam\n",
    "gameInfoDF[\"SteamMinusEpic\"] = gameInfoDF[\"SteamLowest\"] - gameInfoDF[\"EpicLowest\"]\n",
    "gameInfoDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "bc9f6d86-1a96-47a0-987b-a541df643a88",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game</th>\n",
       "      <th>SteamLowest</th>\n",
       "      <th>EpicLowest</th>\n",
       "      <th>SteamMinusEpic</th>\n",
       "      <th>IntSteamMinusEpic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>alanwake</td>\n",
       "      <td>1.49</td>\n",
       "      <td>1.49</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>costumequest</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2.49</td>\n",
       "      <td>-1.50</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>supermeatboy</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>torchlight</td>\n",
       "      <td>2.99</td>\n",
       "      <td>3.74</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>worldofgoo</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2.24</td>\n",
       "      <td>-1.25</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>northgard</td>\n",
       "      <td>7.49</td>\n",
       "      <td>14.99</td>\n",
       "      <td>-7.50</td>\n",
       "      <td>-7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>titanquestanniversaryedition</td>\n",
       "      <td>3.99</td>\n",
       "      <td>4.99</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>totallyaccuratebattlesimulator</td>\n",
       "      <td>6.79</td>\n",
       "      <td>11.24</td>\n",
       "      <td>-4.45</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>helloneighbor</td>\n",
       "      <td>4.79</td>\n",
       "      <td>7.49</td>\n",
       "      <td>-2.70</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>snakepass</td>\n",
       "      <td>2.99</td>\n",
       "      <td>4.99</td>\n",
       "      <td>-2.00</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>67 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Game  SteamLowest  EpicLowest  SteamMinusEpic  \\\n",
       "0                         alanwake         1.49        1.49            0.00   \n",
       "1                     costumequest         0.99        2.49           -1.50   \n",
       "2                     supermeatboy         0.74        0.74            0.00   \n",
       "3                       torchlight         2.99        3.74           -0.75   \n",
       "4                       worldofgoo         0.99        2.24           -1.25   \n",
       "..                             ...          ...         ...             ...   \n",
       "62                       northgard         7.49       14.99           -7.50   \n",
       "63    titanquestanniversaryedition         3.99        4.99           -1.00   \n",
       "64  totallyaccuratebattlesimulator         6.79       11.24           -4.45   \n",
       "65                   helloneighbor         4.79        7.49           -2.70   \n",
       "66                       snakepass         2.99        4.99           -2.00   \n",
       "\n",
       "    IntSteamMinusEpic  \n",
       "0                   0  \n",
       "1                  -1  \n",
       "2                   0  \n",
       "3                   0  \n",
       "4                  -1  \n",
       "..                ...  \n",
       "62                 -7  \n",
       "63                 -1  \n",
       "64                 -4  \n",
       "65                 -2  \n",
       "66                 -2  \n",
       "\n",
       "[67 rows x 5 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# concatenate the end to graph better by having less groups to graph later on\n",
    "gameInfoDF[\"IntSteamMinusEpic\"] = gameInfoDF[\"SteamMinusEpic\"].apply(lambda x:int(x))\n",
    "gameInfoDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "c025e6a6-d3aa-4259-8d58-61af1e9dc144",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game</th>\n",
       "      <th>MetacriticScore</th>\n",
       "      <th>UserScore</th>\n",
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       "      <th>0</th>\n",
       "      <td>alanwake</td>\n",
       "      <td>83</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>costumequest</td>\n",
       "      <td>77</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>supermeatboy</td>\n",
       "      <td>87</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>torchlight</td>\n",
       "      <td>83</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>worldofgoo</td>\n",
       "      <td>90</td>\n",
       "      <td>8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>northgard</td>\n",
       "      <td>81</td>\n",
       "      <td>7.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>titanquestanniversaryedition</td>\n",
       "      <td>-1</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>totallyaccuratebattlesimulator</td>\n",
       "      <td>-1</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>helloneighbor</td>\n",
       "      <td>38</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>snakepass</td>\n",
       "      <td>71</td>\n",
       "      <td>7.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>67 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Game  MetacriticScore  UserScore\n",
       "0                         alanwake               83        8.0\n",
       "1                     costumequest               77        8.0\n",
       "2                     supermeatboy               87        8.2\n",
       "3                       torchlight               83        7.9\n",
       "4                       worldofgoo               90        8.4\n",
       "..                             ...              ...        ...\n",
       "62                       northgard               81        7.4\n",
       "63    titanquestanniversaryedition               -1        8.0\n",
       "64  totallyaccuratebattlesimulator               -1        7.7\n",
       "65                   helloneighbor               38        5.0\n",
       "66                       snakepass               71        7.2\n",
       "\n",
       "[67 rows x 3 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read in the created data of the game ratings\n",
    "gameRatingsDF = pd.read_csv(\"gameRatings.csv\")\n",
    "gameRatingsDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "e6c56447-e279-47ed-b3c6-cb49f286b55a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0.00\n",
       "1    -1.50\n",
       "2     0.00\n",
       "3    -0.75\n",
       "4    -1.25\n",
       "      ... \n",
       "62   -7.50\n",
       "63   -1.00\n",
       "64   -4.45\n",
       "65   -2.70\n",
       "66   -2.00\n",
       "Name: SteamMinusEpic, Length: 67, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add the ratings to the general game info dataframe\n",
    "gameInfoDF[\"MetacriticScore\"] = gameRatingsDF[\"MetacriticScore\"]\n",
    "gameInfoDF[\"UserScore\"] = gameRatingsDF[\"UserScore\"]\n",
    "gameInfoDF[\"SteamMinusEpic\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "1602051c-2536-4ac9-96b4-ad0bdcef56b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a scatter plot between steam's lowest price and epic's lowest price\n",
    "plt.title(\"Figure 2: Who has the lower price?\")\n",
    "plt.scatter(x=gameInfoDF[\"EpicLowest\"],y=gameInfoDF[\"SteamLowest\"],)\n",
    "# plt.plot([min(gameInfoDF[\"EpicLowest\"]), max(gameInfoDF[\"EpicLowest\"])], [min(gameInfoDF[\"SteamLowest\"]), max(gameInfoDF[\"SteamLowest\"])], color='red', linestyle=':')\n",
    "plt.plot([0, 30], [0, 30], color='red', linestyle=':')\n",
    "plt.xlabel(\"Epic Lowest Prices\")\n",
    "plt.ylabel(\"Steam Lowest Prices\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "932e2d46-79e9-4f7f-a25e-4faca9286567",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Figure 3: Which service should I wait for?'}, xlabel='Steam Price Minus Epic Price (Lower value means Steam had the better deal)', ylabel='Number of Games'>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the values counts to see the groupings of the difference in price\n",
    "# (why I did the concatenation earlier on)\n",
    "plt.title(\"Figure 3: Which service should I wait for?\")\n",
    "plt.xlabel(\"Steam Price Minus Epic Price (Lower value means Steam had the better deal)\")\n",
    "plt.ylabel(\"Number of Games\")\n",
    "gameInfoDF[\"IntSteamMinusEpic\"].hist(bins=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "12a41ffe-6b23-4b07-a72f-b6551e89edca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Price Difference')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# unclean: seeing if one service goes lower for better games\n",
    "plt.title(\"Figure 4: Unclean: Are there better deals on better games?\")\n",
    "plt.scatter(gameInfoDF[\"MetacriticScore\"], gameInfoDF[\"SteamMinusEpic\"])\n",
    "# multiply the user score by ten to get it onto the same scale as the metacritic score\n",
    "plt.scatter(gameInfoDF[\"UserScore\"]*10, gameInfoDF[\"SteamMinusEpic\"])\n",
    "plt.xlabel(\"Score\")\n",
    "plt.ylabel(\"Price Difference\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "c25f38fb-c11c-4c4f-8777-d54520b63029",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# cleaning up the data as some of the games did not have metacritic or user scores, which were represented by a -1\n",
    "# using numpy arrays as they have a perfect delete feature for it\n",
    "metacriticScoreArray = np.array(gameInfoDF[\"MetacriticScore\"])\n",
    "userScoreArray = np.array(gameInfoDF[\"UserScore\"])\n",
    "priceDifferenceArray =np.array(gameInfoDF[\"SteamMinusEpic\"])\n",
    "# print(metacriticScoreArray)\n",
    "# print(userScoreArray)\n",
    "# print(priceDifferenceArray)\n",
    "\n",
    "# if the metacritic score is -1, then remove the entry from all the arrays\n",
    "# as there was no metacritic score and maybe no user score\n",
    "index = 0\n",
    "badIndexes = []\n",
    "# loop through all of the elements in the metacritic score to find indexes where \n",
    "# the score is -1 and record them to remove them from all three arrays\n",
    "for element in metacriticScoreArray:\n",
    "    if(element == -1):\n",
    "        badIndexes.append(index)\n",
    "    index += 1\n",
    "    \n",
    "# Cleaning the data by deleting the bad indexes\n",
    "# I hope this is allowed: deleting indexes with a list (I just tried it and it worked)\n",
    "# Source of Delete: https://numpy.org/doc/stable/reference/generated/numpy.delete.html\n",
    "metacriticScoreArray = np.delete(metacriticScoreArray,badIndexes)\n",
    "userScoreArray = np.delete(userScoreArray,badIndexes)\n",
    "priceDifferenceArray = np.delete(priceDifferenceArray,badIndexes)\n",
    "# print(metacriticScoreArray)\n",
    "# print(userScoreArray)\n",
    "# print(priceDifferenceArray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "c877bdde-9508-4e9e-b903-47dee7631d36",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f36da34de40>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# clean: seeing if one service goes lower for better games\n",
    "# plotting the clean data set and adding a red line to signify no difference in deals\n",
    "# using this format of subplots to get the nice label in the figure\n",
    "# Source: https://matplotlib.org/stable/tutorials/intermediate/legend_guide.html\n",
    "fig,ax = plt.subplots()\n",
    "plt.title(\"Figure 5: Clean: Are there better deals on better games?\")\n",
    "ax.set_xlabel(\"Score\")\n",
    "ax.set_ylabel(\"Price Difference\")\n",
    "legMeta = ax.scatter(metacriticScoreArray, priceDifferenceArray,marker=\"+\",label=\"Metacritic Score\")\n",
    "legUser = ax.scatter(userScoreArray*10, priceDifferenceArray,marker=\"x\", label=\"User Score\")\n",
    "ax.plot([35,100],[0,0],color=\"r\")\n",
    "ax.legend(handles=[legMeta,legUser])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "686a4fad-0ca9-49c1-9c96-ab75bcc50a21",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_link</th>\n",
       "      <th>name</th>\n",
       "      <th>price of game</th>\n",
       "      <th>developer of game</th>\n",
       "      <th>genres of games</th>\n",
       "      <th>features of game</th>\n",
       "      <th>publisher of game</th>\n",
       "      <th>date release</th>\n",
       "      <th>recommended_os</th>\n",
       "      <th>cpu</th>\n",
       "      <th>memory</th>\n",
       "      <th>gpu_x</th>\n",
       "      <th>storage</th>\n",
       "      <th>Critics Recommend</th>\n",
       "      <th>OpenCritic Rating</th>\n",
       "      <th>platform</th>\n",
       "      <th>Top Critic Average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HITMAN - Game of the Year Edition₹3,249</td>\n",
       "      <td>HITMAN - Game of the Year Edition</td>\n",
       "      <td>₹3,249</td>\n",
       "      <td>IO Interactive A/S</td>\n",
       "      <td>ActionAction-AdventureShooterStealth</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>IO Interactive A/S</td>\n",
       "      <td>09/03/20</td>\n",
       "      <td>OS 64-bit Windows 7 / 64-bit Windows 8 (8.1) o...</td>\n",
       "      <td>Intel CPU Core i7 3770 3,4 GHz / AMD CPU AMD F...</td>\n",
       "      <td>8</td>\n",
       "      <td>Nvidia GPU GeForce GTX 770 / AMD GPU Radeon R9...</td>\n",
       "      <td>50</td>\n",
       "      <td>92%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>Windows</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Medium₹2,949</td>\n",
       "      <td>The Medium</td>\n",
       "      <td>₹2,949</td>\n",
       "      <td>Bloober Team</td>\n",
       "      <td>HorrorAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Bloober Team S.A.</td>\n",
       "      <td>01/28/21</td>\n",
       "      <td>Windows 10 (64bit version only)</td>\n",
       "      <td>Intel® Core™ i5-9600 / AMD Ryzen™ 7 3700X</td>\n",
       "      <td>16</td>\n",
       "      <td>@1080p NVIDIA GeForce® GTX 1060 6GB / AMD Rade...</td>\n",
       "      <td>30</td>\n",
       "      <td>63%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Into the Breach₹446</td>\n",
       "      <td>Into The Breach</td>\n",
       "      <td>₹446</td>\n",
       "      <td>Subset Games</td>\n",
       "      <td>Turn-BasedRogue-LiteStrategy</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Subset Games</td>\n",
       "      <td>02/27/18</td>\n",
       "      <td>Windows 7+</td>\n",
       "      <td>1.7 GHz</td>\n",
       "      <td>1 GB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250 MB</td>\n",
       "      <td>90%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Lion's Song₹189</td>\n",
       "      <td>The Lion's Song</td>\n",
       "      <td>₹189</td>\n",
       "      <td>Mi'pu'mi Games</td>\n",
       "      <td>NarrationAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Mi'pu'mi Games</td>\n",
       "      <td>05/13/21</td>\n",
       "      <td>Windows 7 / 8 / 10</td>\n",
       "      <td>2 GHZ</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>DirectX 10 compatible</td>\n",
       "      <td>500 MB available space</td>\n",
       "      <td>80%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Costume Quest₹297</td>\n",
       "      <td>Costume Quest</td>\n",
       "      <td>₹297</td>\n",
       "      <td>Double Fine Productions</td>\n",
       "      <td>RPGAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Double Fine Productions</td>\n",
       "      <td>10/19/10</td>\n",
       "      <td>Windows 7 or higher</td>\n",
       "      <td>2.2 GHz dual core CPU</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>256 MB GeForce 220, Radeon 4550, Intel HD 3000...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>Trackmania Turbo₹1,999</td>\n",
       "      <td>Trackmania Turbo</td>\n",
       "      <td>₹1,999</td>\n",
       "      <td>DeveloperUbisoft Nadeo</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Multiplayer</td>\n",
       "      <td>PublisherUbisoft</td>\n",
       "      <td>Release Date03/24/16</td>\n",
       "      <td>Windows 7 SP1 or Windows 8.1 or Windows 10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 GB available space</td>\n",
       "      <td>67%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>CoromonAvailable Q1, 2022₹469</td>\n",
       "      <td>Coromon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DeveloperTRAGsoft</td>\n",
       "      <td>RPGAdventureStrategy</td>\n",
       "      <td>Single PlayerCompetitiveMultiplayer</td>\n",
       "      <td>PublisherFreedom Games</td>\n",
       "      <td>AvailableQ1, 2022</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 GB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>Kingdom New Lands₹446</td>\n",
       "      <td>Kingdom New Lands</td>\n",
       "      <td>₹446</td>\n",
       "      <td>Developernoio</td>\n",
       "      <td>SimulationSurvivalStrategy</td>\n",
       "      <td>Controller SupportSingle Player</td>\n",
       "      <td>PublisherRaw Fury</td>\n",
       "      <td>Release Date10/21/15</td>\n",
       "      <td>Windows XP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>Version 9.0c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50%</td>\n",
       "      <td>Fair</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OSMac OSMac OS</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>NORCO₹349</td>\n",
       "      <td>NORCO</td>\n",
       "      <td>₹349</td>\n",
       "      <td>DeveloperGeography of Robots</td>\n",
       "      <td>NarrationAdventurePuzzle</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>PublisherRaw Fury</td>\n",
       "      <td>Release Date03/24/22</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4GB</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>3GB</td>\n",
       "      <td>94%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>Insurmountable-50%₹599₹299.50</td>\n",
       "      <td>Insurmountable</td>\n",
       "      <td>₹299.50</td>\n",
       "      <td>DeveloperByteRockers' Games</td>\n",
       "      <td>StrategyRogue-LiteSurvival</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>PublisherDaedalic Entertainment</td>\n",
       "      <td>Release Date04/14/22</td>\n",
       "      <td>WINDOWS® 7, 8.1, 10 64-bit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8 GB RAM</td>\n",
       "      <td>WINDOWS® 7, 8.1, 10 64-bit</td>\n",
       "      <td>4 GB available space</td>\n",
       "      <td>55%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>Windows</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>899 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   game_link  \\\n",
       "0    HITMAN - Game of the Year Edition₹3,249   \n",
       "1                           The Medium₹2,949   \n",
       "2                        Into the Breach₹446   \n",
       "3                        The Lion's Song₹189   \n",
       "4                          Costume Quest₹297   \n",
       "..                                       ...   \n",
       "894                   Trackmania Turbo₹1,999   \n",
       "895            CoromonAvailable Q1, 2022₹469   \n",
       "896                    Kingdom New Lands₹446   \n",
       "897                                NORCO₹349   \n",
       "898            Insurmountable-50%₹599₹299.50   \n",
       "\n",
       "                                  name price of game  \\\n",
       "0    HITMAN - Game of the Year Edition        ₹3,249   \n",
       "1                           The Medium        ₹2,949   \n",
       "2                      Into The Breach          ₹446   \n",
       "3                      The Lion's Song          ₹189   \n",
       "4                        Costume Quest          ₹297   \n",
       "..                                 ...           ...   \n",
       "894                   Trackmania Turbo        ₹1,999   \n",
       "895                            Coromon           NaN   \n",
       "896                  Kingdom New Lands          ₹446   \n",
       "897                              NORCO          ₹349   \n",
       "898                     Insurmountable       ₹299.50   \n",
       "\n",
       "                developer of game                       genres of games  \\\n",
       "0              IO Interactive A/S  ActionAction-AdventureShooterStealth   \n",
       "1                    Bloober Team                       HorrorAdventure   \n",
       "2                    Subset Games          Turn-BasedRogue-LiteStrategy   \n",
       "3                  Mi'pu'mi Games                    NarrationAdventure   \n",
       "4         Double Fine Productions                          RPGAdventure   \n",
       "..                            ...                                   ...   \n",
       "894        DeveloperUbisoft Nadeo                                Racing   \n",
       "895             DeveloperTRAGsoft                  RPGAdventureStrategy   \n",
       "896                 Developernoio            SimulationSurvivalStrategy   \n",
       "897  DeveloperGeography of Robots              NarrationAdventurePuzzle   \n",
       "898   DeveloperByteRockers' Games            StrategyRogue-LiteSurvival   \n",
       "\n",
       "                        features of game                publisher of game  \\\n",
       "0                          Single Player               IO Interactive A/S   \n",
       "1                          Single Player                Bloober Team S.A.   \n",
       "2                          Single Player                     Subset Games   \n",
       "3                          Single Player                   Mi'pu'mi Games   \n",
       "4                          Single Player          Double Fine Productions   \n",
       "..                                   ...                              ...   \n",
       "894                          Multiplayer                 PublisherUbisoft   \n",
       "895  Single PlayerCompetitiveMultiplayer           PublisherFreedom Games   \n",
       "896      Controller SupportSingle Player                PublisherRaw Fury   \n",
       "897                        Single Player                PublisherRaw Fury   \n",
       "898                        Single Player  PublisherDaedalic Entertainment   \n",
       "\n",
       "             date release                                     recommended_os  \\\n",
       "0                09/03/20  OS 64-bit Windows 7 / 64-bit Windows 8 (8.1) o...   \n",
       "1                01/28/21                    Windows 10 (64bit version only)   \n",
       "2                02/27/18                                         Windows 7+   \n",
       "3                05/13/21                                 Windows 7 / 8 / 10   \n",
       "4                10/19/10                                Windows 7 or higher   \n",
       "..                    ...                                                ...   \n",
       "894  Release Date03/24/16         Windows 7 SP1 or Windows 8.1 or Windows 10   \n",
       "895     AvailableQ1, 2022                                          Windows 7   \n",
       "896  Release Date10/21/15                                         Windows XP   \n",
       "897  Release Date03/24/22                                          Windows 7   \n",
       "898  Release Date04/14/22                         WINDOWS® 7, 8.1, 10 64-bit   \n",
       "\n",
       "                                                   cpu    memory  \\\n",
       "0    Intel CPU Core i7 3770 3,4 GHz / AMD CPU AMD F...         8   \n",
       "1            Intel® Core™ i5-9600 / AMD Ryzen™ 7 3700X        16   \n",
       "2                                              1.7 GHz      1 GB   \n",
       "3                                                2 GHZ  1 GB RAM   \n",
       "4                                2.2 GHz dual core CPU  1 GB RAM   \n",
       "..                                                 ...       ...   \n",
       "894                                                NaN  2 GB RAM   \n",
       "895                                                NaN      1 GB   \n",
       "896                                                NaN  1 GB RAM   \n",
       "897                                                NaN       4GB   \n",
       "898                                                NaN  8 GB RAM   \n",
       "\n",
       "                                                 gpu_x  \\\n",
       "0    Nvidia GPU GeForce GTX 770 / AMD GPU Radeon R9...   \n",
       "1    @1080p NVIDIA GeForce® GTX 1060 6GB / AMD Rade...   \n",
       "2                                                  NaN   \n",
       "3                                DirectX 10 compatible   \n",
       "4                                                  NaN   \n",
       "..                                                 ...   \n",
       "894                                                NaN   \n",
       "895                                                NaN   \n",
       "896                                       Version 9.0c   \n",
       "897                                          Windows 7   \n",
       "898                         WINDOWS® 7, 8.1, 10 64-bit   \n",
       "\n",
       "                                               storage Critics Recommend  \\\n",
       "0                                                   50               92%   \n",
       "1                                                   30               63%   \n",
       "2                                               250 MB               90%   \n",
       "3                               500 MB available space               80%   \n",
       "4    256 MB GeForce 220, Radeon 4550, Intel HD 3000...               NaN   \n",
       "..                                                 ...               ...   \n",
       "894                               5 GB available space               67%   \n",
       "895                                                NaN               69%   \n",
       "896                                                NaN               50%   \n",
       "897                                                3GB               94%   \n",
       "898                               4 GB available space               55%   \n",
       "\n",
       "    OpenCritic Rating                                        platform  \\\n",
       "0              Mighty                                         Windows   \n",
       "1              Strong                          PlatformWindowsWindows   \n",
       "2              Mighty              PlatformWindowsWindowsMac OSMac OS   \n",
       "3              Strong              PlatformWindowsWindowsMac OSMac OS   \n",
       "4                 NaN                          PlatformWindowsWindows   \n",
       "..                ...                                             ...   \n",
       "894            Strong                          PlatformWindowsWindows   \n",
       "895            Strong                          PlatformWindowsWindows   \n",
       "896              Fair  PlatformWindowsWindowsMac OSMac OSMac OSMac OS   \n",
       "897            Mighty              PlatformWindowsWindowsMac OSMac OS   \n",
       "898            Strong                                         Windows   \n",
       "\n",
       "     Top Critic Average  \n",
       "0                  84.0  \n",
       "1                  75.0  \n",
       "2                  88.0  \n",
       "3                  81.0  \n",
       "4                   NaN  \n",
       "..                  ...  \n",
       "894                78.0  \n",
       "895                75.0  \n",
       "896                73.0  \n",
       "897                91.0  \n",
       "898                80.0  \n",
       "\n",
       "[899 rows x 17 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# reading in data and looking at it\n",
    "epicGamesDF = pd.read_csv(\"epic games store-video games.csv\")\n",
    "epicGamesDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "f3abf7cf-5b19-409b-8b97-9b5c25e67e32",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_link</th>\n",
       "      <th>name</th>\n",
       "      <th>price of game</th>\n",
       "      <th>developer of game</th>\n",
       "      <th>genres of games</th>\n",
       "      <th>features of game</th>\n",
       "      <th>publisher of game</th>\n",
       "      <th>date release</th>\n",
       "      <th>recommended_os</th>\n",
       "      <th>cpu</th>\n",
       "      <th>memory</th>\n",
       "      <th>gpu_x</th>\n",
       "      <th>storage</th>\n",
       "      <th>Critics Recommend</th>\n",
       "      <th>OpenCritic Rating</th>\n",
       "      <th>platform</th>\n",
       "      <th>Top Critic Average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HITMAN - Game of the Year Edition₹3,249</td>\n",
       "      <td>HITMAN - Game of the Year Edition</td>\n",
       "      <td>₹3,249</td>\n",
       "      <td>IO Interactive A/S</td>\n",
       "      <td>ActionAction-AdventureShooterStealth</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>IO Interactive A/S</td>\n",
       "      <td>09/03/20</td>\n",
       "      <td>OS 64-bit Windows 7 / 64-bit Windows 8 (8.1) o...</td>\n",
       "      <td>Intel CPU Core i7 3770 3,4 GHz / AMD CPU AMD F...</td>\n",
       "      <td>8</td>\n",
       "      <td>Nvidia GPU GeForce GTX 770 / AMD GPU Radeon R9...</td>\n",
       "      <td>50</td>\n",
       "      <td>92%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>Windows</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Medium₹2,949</td>\n",
       "      <td>The Medium</td>\n",
       "      <td>₹2,949</td>\n",
       "      <td>Bloober Team</td>\n",
       "      <td>HorrorAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Bloober Team S.A.</td>\n",
       "      <td>01/28/21</td>\n",
       "      <td>Windows 10 (64bit version only)</td>\n",
       "      <td>Intel® Core™ i5-9600 / AMD Ryzen™ 7 3700X</td>\n",
       "      <td>16</td>\n",
       "      <td>@1080p NVIDIA GeForce® GTX 1060 6GB / AMD Rade...</td>\n",
       "      <td>30</td>\n",
       "      <td>63%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Into the Breach₹446</td>\n",
       "      <td>Into The Breach</td>\n",
       "      <td>₹446</td>\n",
       "      <td>Subset Games</td>\n",
       "      <td>Turn-BasedRogue-LiteStrategy</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Subset Games</td>\n",
       "      <td>02/27/18</td>\n",
       "      <td>Windows 7+</td>\n",
       "      <td>1.7 GHz</td>\n",
       "      <td>1 GB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250 MB</td>\n",
       "      <td>90%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Lion's Song₹189</td>\n",
       "      <td>The Lion's Song</td>\n",
       "      <td>₹189</td>\n",
       "      <td>Mi'pu'mi Games</td>\n",
       "      <td>NarrationAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Mi'pu'mi Games</td>\n",
       "      <td>05/13/21</td>\n",
       "      <td>Windows 7 / 8 / 10</td>\n",
       "      <td>2 GHZ</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>DirectX 10 compatible</td>\n",
       "      <td>500 MB available space</td>\n",
       "      <td>80%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Costume Quest₹297</td>\n",
       "      <td>Costume Quest</td>\n",
       "      <td>₹297</td>\n",
       "      <td>Double Fine Productions</td>\n",
       "      <td>RPGAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Double Fine Productions</td>\n",
       "      <td>10/19/10</td>\n",
       "      <td>Windows 7 or higher</td>\n",
       "      <td>2.2 GHz dual core CPU</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>256 MB GeForce 220, Radeon 4550, Intel HD 3000...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>This War of Mine₹521</td>\n",
       "      <td>This War of Mine</td>\n",
       "      <td>₹521</td>\n",
       "      <td>Developer11 Bit Studios</td>\n",
       "      <td>HorrorSurvivalStrategy</td>\n",
       "      <td>Controller SupportSingle Player</td>\n",
       "      <td>Publisher11 bit studios</td>\n",
       "      <td>Release Date11/14/14</td>\n",
       "      <td>Windows 7/8/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DirectX compatible</td>\n",
       "      <td>85%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OSMac OSMac OS</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>Trackmania Turbo₹1,999</td>\n",
       "      <td>Trackmania Turbo</td>\n",
       "      <td>₹1,999</td>\n",
       "      <td>DeveloperUbisoft Nadeo</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Multiplayer</td>\n",
       "      <td>PublisherUbisoft</td>\n",
       "      <td>Release Date03/24/16</td>\n",
       "      <td>Windows 7 SP1 or Windows 8.1 or Windows 10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 GB available space</td>\n",
       "      <td>67%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>Kingdom New Lands₹446</td>\n",
       "      <td>Kingdom New Lands</td>\n",
       "      <td>₹446</td>\n",
       "      <td>Developernoio</td>\n",
       "      <td>SimulationSurvivalStrategy</td>\n",
       "      <td>Controller SupportSingle Player</td>\n",
       "      <td>PublisherRaw Fury</td>\n",
       "      <td>Release Date10/21/15</td>\n",
       "      <td>Windows XP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>Version 9.0c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50%</td>\n",
       "      <td>Fair</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OSMac OSMac OS</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>NORCO₹349</td>\n",
       "      <td>NORCO</td>\n",
       "      <td>₹349</td>\n",
       "      <td>DeveloperGeography of Robots</td>\n",
       "      <td>NarrationAdventurePuzzle</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>PublisherRaw Fury</td>\n",
       "      <td>Release Date03/24/22</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4GB</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>3GB</td>\n",
       "      <td>94%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>Insurmountable-50%₹599₹299.50</td>\n",
       "      <td>Insurmountable</td>\n",
       "      <td>₹299.50</td>\n",
       "      <td>DeveloperByteRockers' Games</td>\n",
       "      <td>StrategyRogue-LiteSurvival</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>PublisherDaedalic Entertainment</td>\n",
       "      <td>Release Date04/14/22</td>\n",
       "      <td>WINDOWS® 7, 8.1, 10 64-bit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8 GB RAM</td>\n",
       "      <td>WINDOWS® 7, 8.1, 10 64-bit</td>\n",
       "      <td>4 GB available space</td>\n",
       "      <td>55%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>Windows</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>776 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   game_link  \\\n",
       "0    HITMAN - Game of the Year Edition₹3,249   \n",
       "1                           The Medium₹2,949   \n",
       "2                        Into the Breach₹446   \n",
       "3                        The Lion's Song₹189   \n",
       "4                          Costume Quest₹297   \n",
       "..                                       ...   \n",
       "893                     This War of Mine₹521   \n",
       "894                   Trackmania Turbo₹1,999   \n",
       "896                    Kingdom New Lands₹446   \n",
       "897                                NORCO₹349   \n",
       "898            Insurmountable-50%₹599₹299.50   \n",
       "\n",
       "                                  name price of game  \\\n",
       "0    HITMAN - Game of the Year Edition        ₹3,249   \n",
       "1                           The Medium        ₹2,949   \n",
       "2                      Into The Breach          ₹446   \n",
       "3                      The Lion's Song          ₹189   \n",
       "4                        Costume Quest          ₹297   \n",
       "..                                 ...           ...   \n",
       "893                   This War of Mine          ₹521   \n",
       "894                   Trackmania Turbo        ₹1,999   \n",
       "896                  Kingdom New Lands          ₹446   \n",
       "897                              NORCO          ₹349   \n",
       "898                     Insurmountable       ₹299.50   \n",
       "\n",
       "                developer of game                       genres of games  \\\n",
       "0              IO Interactive A/S  ActionAction-AdventureShooterStealth   \n",
       "1                    Bloober Team                       HorrorAdventure   \n",
       "2                    Subset Games          Turn-BasedRogue-LiteStrategy   \n",
       "3                  Mi'pu'mi Games                    NarrationAdventure   \n",
       "4         Double Fine Productions                          RPGAdventure   \n",
       "..                            ...                                   ...   \n",
       "893       Developer11 Bit Studios                HorrorSurvivalStrategy   \n",
       "894        DeveloperUbisoft Nadeo                                Racing   \n",
       "896                 Developernoio            SimulationSurvivalStrategy   \n",
       "897  DeveloperGeography of Robots              NarrationAdventurePuzzle   \n",
       "898   DeveloperByteRockers' Games            StrategyRogue-LiteSurvival   \n",
       "\n",
       "                    features of game                publisher of game  \\\n",
       "0                      Single Player               IO Interactive A/S   \n",
       "1                      Single Player                Bloober Team S.A.   \n",
       "2                      Single Player                     Subset Games   \n",
       "3                      Single Player                   Mi'pu'mi Games   \n",
       "4                      Single Player          Double Fine Productions   \n",
       "..                               ...                              ...   \n",
       "893  Controller SupportSingle Player          Publisher11 bit studios   \n",
       "894                      Multiplayer                 PublisherUbisoft   \n",
       "896  Controller SupportSingle Player                PublisherRaw Fury   \n",
       "897                    Single Player                PublisherRaw Fury   \n",
       "898                    Single Player  PublisherDaedalic Entertainment   \n",
       "\n",
       "             date release                                     recommended_os  \\\n",
       "0                09/03/20  OS 64-bit Windows 7 / 64-bit Windows 8 (8.1) o...   \n",
       "1                01/28/21                    Windows 10 (64bit version only)   \n",
       "2                02/27/18                                         Windows 7+   \n",
       "3                05/13/21                                 Windows 7 / 8 / 10   \n",
       "4                10/19/10                                Windows 7 or higher   \n",
       "..                    ...                                                ...   \n",
       "893  Release Date11/14/14                                     Windows 7/8/10   \n",
       "894  Release Date03/24/16         Windows 7 SP1 or Windows 8.1 or Windows 10   \n",
       "896  Release Date10/21/15                                         Windows XP   \n",
       "897  Release Date03/24/22                                          Windows 7   \n",
       "898  Release Date04/14/22                         WINDOWS® 7, 8.1, 10 64-bit   \n",
       "\n",
       "                                                   cpu    memory  \\\n",
       "0    Intel CPU Core i7 3770 3,4 GHz / AMD CPU AMD F...         8   \n",
       "1            Intel® Core™ i5-9600 / AMD Ryzen™ 7 3700X        16   \n",
       "2                                              1.7 GHz      1 GB   \n",
       "3                                                2 GHZ  1 GB RAM   \n",
       "4                                2.2 GHz dual core CPU  1 GB RAM   \n",
       "..                                                 ...       ...   \n",
       "893                                                NaN  2 GB RAM   \n",
       "894                                                NaN  2 GB RAM   \n",
       "896                                                NaN  1 GB RAM   \n",
       "897                                                NaN       4GB   \n",
       "898                                                NaN  8 GB RAM   \n",
       "\n",
       "                                                 gpu_x  \\\n",
       "0    Nvidia GPU GeForce GTX 770 / AMD GPU Radeon R9...   \n",
       "1    @1080p NVIDIA GeForce® GTX 1060 6GB / AMD Rade...   \n",
       "2                                                  NaN   \n",
       "3                                DirectX 10 compatible   \n",
       "4                                                  NaN   \n",
       "..                                                 ...   \n",
       "893                                                NaN   \n",
       "894                                                NaN   \n",
       "896                                       Version 9.0c   \n",
       "897                                          Windows 7   \n",
       "898                         WINDOWS® 7, 8.1, 10 64-bit   \n",
       "\n",
       "                                               storage Critics Recommend  \\\n",
       "0                                                   50               92%   \n",
       "1                                                   30               63%   \n",
       "2                                               250 MB               90%   \n",
       "3                               500 MB available space               80%   \n",
       "4    256 MB GeForce 220, Radeon 4550, Intel HD 3000...               NaN   \n",
       "..                                                 ...               ...   \n",
       "893                                 DirectX compatible               85%   \n",
       "894                               5 GB available space               67%   \n",
       "896                                                NaN               50%   \n",
       "897                                                3GB               94%   \n",
       "898                               4 GB available space               55%   \n",
       "\n",
       "    OpenCritic Rating                                        platform  \\\n",
       "0              Mighty                                         Windows   \n",
       "1              Strong                          PlatformWindowsWindows   \n",
       "2              Mighty              PlatformWindowsWindowsMac OSMac OS   \n",
       "3              Strong              PlatformWindowsWindowsMac OSMac OS   \n",
       "4                 NaN                          PlatformWindowsWindows   \n",
       "..                ...                                             ...   \n",
       "893            Mighty  PlatformWindowsWindowsMac OSMac OSMac OSMac OS   \n",
       "894            Strong                          PlatformWindowsWindows   \n",
       "896              Fair  PlatformWindowsWindowsMac OSMac OSMac OSMac OS   \n",
       "897            Mighty              PlatformWindowsWindowsMac OSMac OS   \n",
       "898            Strong                                         Windows   \n",
       "\n",
       "     Top Critic Average  \n",
       "0                  84.0  \n",
       "1                  75.0  \n",
       "2                  88.0  \n",
       "3                  81.0  \n",
       "4                   NaN  \n",
       "..                  ...  \n",
       "893                85.0  \n",
       "894                78.0  \n",
       "896                73.0  \n",
       "897                91.0  \n",
       "898                80.0  \n",
       "\n",
       "[776 rows x 17 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# clean the data by getting rid of all \"NaN\" and \"Free\"\n",
    "# stripping the column because the NaNs are not actually strings\n",
    "epicGamesDF[\"price of game\"] = epicGamesDF[\"price of game\"].apply(lambda x: str(x).strip())\n",
    "\n",
    "# the .copy() ensures there won't be warnings later on\n",
    "# remove the NaNs and Frees, as the frees won't be counted later on anyways due to how im calculating the average\n",
    "# .copy() Source: https://stackoverflow.com/questions/44028898/a-value-is-trying-to-be-set-on-a-copy-of-a-slice-from-a-dataframe-pandas\n",
    "epicGamesDF = epicGamesDF[epicGamesDF[\"price of game\"] != \"nan\"].copy()\n",
    "epicGamesDF = epicGamesDF[epicGamesDF[\"price of game\"] != \"Free\"].copy()\n",
    "\n",
    "# looking at data\n",
    "epicGamesDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "27381e41-ee0a-4c06-9d97-311d3ef2c356",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_link</th>\n",
       "      <th>name</th>\n",
       "      <th>price of game</th>\n",
       "      <th>developer of game</th>\n",
       "      <th>genres of games</th>\n",
       "      <th>features of game</th>\n",
       "      <th>publisher of game</th>\n",
       "      <th>date release</th>\n",
       "      <th>recommended_os</th>\n",
       "      <th>cpu</th>\n",
       "      <th>memory</th>\n",
       "      <th>gpu_x</th>\n",
       "      <th>storage</th>\n",
       "      <th>Critics Recommend</th>\n",
       "      <th>OpenCritic Rating</th>\n",
       "      <th>platform</th>\n",
       "      <th>Top Critic Average</th>\n",
       "      <th>PriceUSD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HITMAN - Game of the Year Edition₹3,249</td>\n",
       "      <td>HITMAN - Game of the Year Edition</td>\n",
       "      <td>₹3,249</td>\n",
       "      <td>IO Interactive A/S</td>\n",
       "      <td>ActionAction-AdventureShooterStealth</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>IO Interactive A/S</td>\n",
       "      <td>09/03/20</td>\n",
       "      <td>OS 64-bit Windows 7 / 64-bit Windows 8 (8.1) o...</td>\n",
       "      <td>Intel CPU Core i7 3770 3,4 GHz / AMD CPU AMD F...</td>\n",
       "      <td>8</td>\n",
       "      <td>Nvidia GPU GeForce GTX 770 / AMD GPU Radeon R9...</td>\n",
       "      <td>50</td>\n",
       "      <td>92%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>Windows</td>\n",
       "      <td>84.0</td>\n",
       "      <td>38.988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Medium₹2,949</td>\n",
       "      <td>The Medium</td>\n",
       "      <td>₹2,949</td>\n",
       "      <td>Bloober Team</td>\n",
       "      <td>HorrorAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Bloober Team S.A.</td>\n",
       "      <td>01/28/21</td>\n",
       "      <td>Windows 10 (64bit version only)</td>\n",
       "      <td>Intel® Core™ i5-9600 / AMD Ryzen™ 7 3700X</td>\n",
       "      <td>16</td>\n",
       "      <td>@1080p NVIDIA GeForce® GTX 1060 6GB / AMD Rade...</td>\n",
       "      <td>30</td>\n",
       "      <td>63%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>75.0</td>\n",
       "      <td>35.388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Into the Breach₹446</td>\n",
       "      <td>Into The Breach</td>\n",
       "      <td>₹446</td>\n",
       "      <td>Subset Games</td>\n",
       "      <td>Turn-BasedRogue-LiteStrategy</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Subset Games</td>\n",
       "      <td>02/27/18</td>\n",
       "      <td>Windows 7+</td>\n",
       "      <td>1.7 GHz</td>\n",
       "      <td>1 GB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250 MB</td>\n",
       "      <td>90%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>88.0</td>\n",
       "      <td>5.352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Lion's Song₹189</td>\n",
       "      <td>The Lion's Song</td>\n",
       "      <td>₹189</td>\n",
       "      <td>Mi'pu'mi Games</td>\n",
       "      <td>NarrationAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Mi'pu'mi Games</td>\n",
       "      <td>05/13/21</td>\n",
       "      <td>Windows 7 / 8 / 10</td>\n",
       "      <td>2 GHZ</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>DirectX 10 compatible</td>\n",
       "      <td>500 MB available space</td>\n",
       "      <td>80%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>81.0</td>\n",
       "      <td>2.268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Costume Quest₹297</td>\n",
       "      <td>Costume Quest</td>\n",
       "      <td>₹297</td>\n",
       "      <td>Double Fine Productions</td>\n",
       "      <td>RPGAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Double Fine Productions</td>\n",
       "      <td>10/19/10</td>\n",
       "      <td>Windows 7 or higher</td>\n",
       "      <td>2.2 GHz dual core CPU</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>256 MB GeForce 220, Radeon 4550, Intel HD 3000...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.564</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>This War of Mine₹521</td>\n",
       "      <td>This War of Mine</td>\n",
       "      <td>₹521</td>\n",
       "      <td>Developer11 Bit Studios</td>\n",
       "      <td>HorrorSurvivalStrategy</td>\n",
       "      <td>Controller SupportSingle Player</td>\n",
       "      <td>Publisher11 bit studios</td>\n",
       "      <td>Release Date11/14/14</td>\n",
       "      <td>Windows 7/8/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DirectX compatible</td>\n",
       "      <td>85%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OSMac OSMac OS</td>\n",
       "      <td>85.0</td>\n",
       "      <td>6.252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>Trackmania Turbo₹1,999</td>\n",
       "      <td>Trackmania Turbo</td>\n",
       "      <td>₹1,999</td>\n",
       "      <td>DeveloperUbisoft Nadeo</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Multiplayer</td>\n",
       "      <td>PublisherUbisoft</td>\n",
       "      <td>Release Date03/24/16</td>\n",
       "      <td>Windows 7 SP1 or Windows 8.1 or Windows 10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 GB available space</td>\n",
       "      <td>67%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>78.0</td>\n",
       "      <td>23.988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>Kingdom New Lands₹446</td>\n",
       "      <td>Kingdom New Lands</td>\n",
       "      <td>₹446</td>\n",
       "      <td>Developernoio</td>\n",
       "      <td>SimulationSurvivalStrategy</td>\n",
       "      <td>Controller SupportSingle Player</td>\n",
       "      <td>PublisherRaw Fury</td>\n",
       "      <td>Release Date10/21/15</td>\n",
       "      <td>Windows XP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>Version 9.0c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50%</td>\n",
       "      <td>Fair</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OSMac OSMac OS</td>\n",
       "      <td>73.0</td>\n",
       "      <td>5.352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>NORCO₹349</td>\n",
       "      <td>NORCO</td>\n",
       "      <td>₹349</td>\n",
       "      <td>DeveloperGeography of Robots</td>\n",
       "      <td>NarrationAdventurePuzzle</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>PublisherRaw Fury</td>\n",
       "      <td>Release Date03/24/22</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4GB</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>3GB</td>\n",
       "      <td>94%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>Insurmountable-50%₹599₹299.50</td>\n",
       "      <td>Insurmountable</td>\n",
       "      <td>₹299.50</td>\n",
       "      <td>DeveloperByteRockers' Games</td>\n",
       "      <td>StrategyRogue-LiteSurvival</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>PublisherDaedalic Entertainment</td>\n",
       "      <td>Release Date04/14/22</td>\n",
       "      <td>WINDOWS® 7, 8.1, 10 64-bit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8 GB RAM</td>\n",
       "      <td>WINDOWS® 7, 8.1, 10 64-bit</td>\n",
       "      <td>4 GB available space</td>\n",
       "      <td>55%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>Windows</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3.594</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>776 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   game_link  \\\n",
       "0    HITMAN - Game of the Year Edition₹3,249   \n",
       "1                           The Medium₹2,949   \n",
       "2                        Into the Breach₹446   \n",
       "3                        The Lion's Song₹189   \n",
       "4                          Costume Quest₹297   \n",
       "..                                       ...   \n",
       "893                     This War of Mine₹521   \n",
       "894                   Trackmania Turbo₹1,999   \n",
       "896                    Kingdom New Lands₹446   \n",
       "897                                NORCO₹349   \n",
       "898            Insurmountable-50%₹599₹299.50   \n",
       "\n",
       "                                  name price of game  \\\n",
       "0    HITMAN - Game of the Year Edition        ₹3,249   \n",
       "1                           The Medium        ₹2,949   \n",
       "2                      Into The Breach          ₹446   \n",
       "3                      The Lion's Song          ₹189   \n",
       "4                        Costume Quest          ₹297   \n",
       "..                                 ...           ...   \n",
       "893                   This War of Mine          ₹521   \n",
       "894                   Trackmania Turbo        ₹1,999   \n",
       "896                  Kingdom New Lands          ₹446   \n",
       "897                              NORCO          ₹349   \n",
       "898                     Insurmountable       ₹299.50   \n",
       "\n",
       "                developer of game                       genres of games  \\\n",
       "0              IO Interactive A/S  ActionAction-AdventureShooterStealth   \n",
       "1                    Bloober Team                       HorrorAdventure   \n",
       "2                    Subset Games          Turn-BasedRogue-LiteStrategy   \n",
       "3                  Mi'pu'mi Games                    NarrationAdventure   \n",
       "4         Double Fine Productions                          RPGAdventure   \n",
       "..                            ...                                   ...   \n",
       "893       Developer11 Bit Studios                HorrorSurvivalStrategy   \n",
       "894        DeveloperUbisoft Nadeo                                Racing   \n",
       "896                 Developernoio            SimulationSurvivalStrategy   \n",
       "897  DeveloperGeography of Robots              NarrationAdventurePuzzle   \n",
       "898   DeveloperByteRockers' Games            StrategyRogue-LiteSurvival   \n",
       "\n",
       "                    features of game                publisher of game  \\\n",
       "0                      Single Player               IO Interactive A/S   \n",
       "1                      Single Player                Bloober Team S.A.   \n",
       "2                      Single Player                     Subset Games   \n",
       "3                      Single Player                   Mi'pu'mi Games   \n",
       "4                      Single Player          Double Fine Productions   \n",
       "..                               ...                              ...   \n",
       "893  Controller SupportSingle Player          Publisher11 bit studios   \n",
       "894                      Multiplayer                 PublisherUbisoft   \n",
       "896  Controller SupportSingle Player                PublisherRaw Fury   \n",
       "897                    Single Player                PublisherRaw Fury   \n",
       "898                    Single Player  PublisherDaedalic Entertainment   \n",
       "\n",
       "             date release                                     recommended_os  \\\n",
       "0                09/03/20  OS 64-bit Windows 7 / 64-bit Windows 8 (8.1) o...   \n",
       "1                01/28/21                    Windows 10 (64bit version only)   \n",
       "2                02/27/18                                         Windows 7+   \n",
       "3                05/13/21                                 Windows 7 / 8 / 10   \n",
       "4                10/19/10                                Windows 7 or higher   \n",
       "..                    ...                                                ...   \n",
       "893  Release Date11/14/14                                     Windows 7/8/10   \n",
       "894  Release Date03/24/16         Windows 7 SP1 or Windows 8.1 or Windows 10   \n",
       "896  Release Date10/21/15                                         Windows XP   \n",
       "897  Release Date03/24/22                                          Windows 7   \n",
       "898  Release Date04/14/22                         WINDOWS® 7, 8.1, 10 64-bit   \n",
       "\n",
       "                                                   cpu    memory  \\\n",
       "0    Intel CPU Core i7 3770 3,4 GHz / AMD CPU AMD F...         8   \n",
       "1            Intel® Core™ i5-9600 / AMD Ryzen™ 7 3700X        16   \n",
       "2                                              1.7 GHz      1 GB   \n",
       "3                                                2 GHZ  1 GB RAM   \n",
       "4                                2.2 GHz dual core CPU  1 GB RAM   \n",
       "..                                                 ...       ...   \n",
       "893                                                NaN  2 GB RAM   \n",
       "894                                                NaN  2 GB RAM   \n",
       "896                                                NaN  1 GB RAM   \n",
       "897                                                NaN       4GB   \n",
       "898                                                NaN  8 GB RAM   \n",
       "\n",
       "                                                 gpu_x  \\\n",
       "0    Nvidia GPU GeForce GTX 770 / AMD GPU Radeon R9...   \n",
       "1    @1080p NVIDIA GeForce® GTX 1060 6GB / AMD Rade...   \n",
       "2                                                  NaN   \n",
       "3                                DirectX 10 compatible   \n",
       "4                                                  NaN   \n",
       "..                                                 ...   \n",
       "893                                                NaN   \n",
       "894                                                NaN   \n",
       "896                                       Version 9.0c   \n",
       "897                                          Windows 7   \n",
       "898                         WINDOWS® 7, 8.1, 10 64-bit   \n",
       "\n",
       "                                               storage Critics Recommend  \\\n",
       "0                                                   50               92%   \n",
       "1                                                   30               63%   \n",
       "2                                               250 MB               90%   \n",
       "3                               500 MB available space               80%   \n",
       "4    256 MB GeForce 220, Radeon 4550, Intel HD 3000...               NaN   \n",
       "..                                                 ...               ...   \n",
       "893                                 DirectX compatible               85%   \n",
       "894                               5 GB available space               67%   \n",
       "896                                                NaN               50%   \n",
       "897                                                3GB               94%   \n",
       "898                               4 GB available space               55%   \n",
       "\n",
       "    OpenCritic Rating                                        platform  \\\n",
       "0              Mighty                                         Windows   \n",
       "1              Strong                          PlatformWindowsWindows   \n",
       "2              Mighty              PlatformWindowsWindowsMac OSMac OS   \n",
       "3              Strong              PlatformWindowsWindowsMac OSMac OS   \n",
       "4                 NaN                          PlatformWindowsWindows   \n",
       "..                ...                                             ...   \n",
       "893            Mighty  PlatformWindowsWindowsMac OSMac OSMac OSMac OS   \n",
       "894            Strong                          PlatformWindowsWindows   \n",
       "896              Fair  PlatformWindowsWindowsMac OSMac OSMac OSMac OS   \n",
       "897            Mighty              PlatformWindowsWindowsMac OSMac OS   \n",
       "898            Strong                                         Windows   \n",
       "\n",
       "     Top Critic Average  PriceUSD  \n",
       "0                  84.0    38.988  \n",
       "1                  75.0    35.388  \n",
       "2                  88.0     5.352  \n",
       "3                  81.0     2.268  \n",
       "4                   NaN     3.564  \n",
       "..                  ...       ...  \n",
       "893                85.0     6.252  \n",
       "894                78.0    23.988  \n",
       "896                73.0     5.352  \n",
       "897                91.0     4.188  \n",
       "898                80.0     3.594  \n",
       "\n",
       "[776 rows x 18 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data came as Indian Rupees, so converting to USD to be consistent with steam, which was 1 USD to 0.012 Rupee\n",
    "# Convert to a float by getting rid of the Rupee symbol and getting rid of ,s\n",
    "epicGamesDF[\"PriceUSD\"] = epicGamesDF[\"price of game\"].apply(lambda x: float(x[1:].replace(\",\",\"\")) * 0.012)\n",
    "epicGamesDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "a2b5ea6e-48e8-4a71-a494-f666a27139ed",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_link</th>\n",
       "      <th>name</th>\n",
       "      <th>price of game</th>\n",
       "      <th>developer of game</th>\n",
       "      <th>genres of games</th>\n",
       "      <th>features of game</th>\n",
       "      <th>publisher of game</th>\n",
       "      <th>date release</th>\n",
       "      <th>recommended_os</th>\n",
       "      <th>cpu</th>\n",
       "      <th>memory</th>\n",
       "      <th>gpu_x</th>\n",
       "      <th>storage</th>\n",
       "      <th>Critics Recommend</th>\n",
       "      <th>OpenCritic Rating</th>\n",
       "      <th>platform</th>\n",
       "      <th>Top Critic Average</th>\n",
       "      <th>PriceUSD</th>\n",
       "      <th>isAction</th>\n",
       "      <th>isAdventure</th>\n",
       "      <th>isCasual</th>\n",
       "      <th>isStrategy</th>\n",
       "      <th>isRPG</th>\n",
       "      <th>isSimulation</th>\n",
       "      <th>isSports</th>\n",
       "      <th>isRacing</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HITMAN - Game of the Year Edition₹3,249</td>\n",
       "      <td>HITMAN - Game of the Year Edition</td>\n",
       "      <td>₹3,249</td>\n",
       "      <td>IO Interactive A/S</td>\n",
       "      <td>ActionAction-AdventureShooterStealth</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>IO Interactive A/S</td>\n",
       "      <td>09/03/20</td>\n",
       "      <td>OS 64-bit Windows 7 / 64-bit Windows 8 (8.1) o...</td>\n",
       "      <td>Intel CPU Core i7 3770 3,4 GHz / AMD CPU AMD F...</td>\n",
       "      <td>8</td>\n",
       "      <td>Nvidia GPU GeForce GTX 770 / AMD GPU Radeon R9...</td>\n",
       "      <td>50</td>\n",
       "      <td>92%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>Windows</td>\n",
       "      <td>84.0</td>\n",
       "      <td>38.988</td>\n",
       "      <td>1</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Medium₹2,949</td>\n",
       "      <td>The Medium</td>\n",
       "      <td>₹2,949</td>\n",
       "      <td>Bloober Team</td>\n",
       "      <td>HorrorAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Bloober Team S.A.</td>\n",
       "      <td>01/28/21</td>\n",
       "      <td>Windows 10 (64bit version only)</td>\n",
       "      <td>Intel® Core™ i5-9600 / AMD Ryzen™ 7 3700X</td>\n",
       "      <td>16</td>\n",
       "      <td>@1080p NVIDIA GeForce® GTX 1060 6GB / AMD Rade...</td>\n",
       "      <td>30</td>\n",
       "      <td>63%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>75.0</td>\n",
       "      <td>35.388</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>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Into the Breach₹446</td>\n",
       "      <td>Into The Breach</td>\n",
       "      <td>₹446</td>\n",
       "      <td>Subset Games</td>\n",
       "      <td>Turn-BasedRogue-LiteStrategy</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Subset Games</td>\n",
       "      <td>02/27/18</td>\n",
       "      <td>Windows 7+</td>\n",
       "      <td>1.7 GHz</td>\n",
       "      <td>1 GB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>250 MB</td>\n",
       "      <td>90%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>88.0</td>\n",
       "      <td>5.352</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>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Lion's Song₹189</td>\n",
       "      <td>The Lion's Song</td>\n",
       "      <td>₹189</td>\n",
       "      <td>Mi'pu'mi Games</td>\n",
       "      <td>NarrationAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Mi'pu'mi Games</td>\n",
       "      <td>05/13/21</td>\n",
       "      <td>Windows 7 / 8 / 10</td>\n",
       "      <td>2 GHZ</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>DirectX 10 compatible</td>\n",
       "      <td>500 MB available space</td>\n",
       "      <td>80%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>81.0</td>\n",
       "      <td>2.268</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>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Costume Quest₹297</td>\n",
       "      <td>Costume Quest</td>\n",
       "      <td>₹297</td>\n",
       "      <td>Double Fine Productions</td>\n",
       "      <td>RPGAdventure</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>Double Fine Productions</td>\n",
       "      <td>10/19/10</td>\n",
       "      <td>Windows 7 or higher</td>\n",
       "      <td>2.2 GHz dual core CPU</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>256 MB GeForce 220, Radeon 4550, Intel HD 3000...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.564</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",
       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>This War of Mine₹521</td>\n",
       "      <td>This War of Mine</td>\n",
       "      <td>₹521</td>\n",
       "      <td>Developer11 Bit Studios</td>\n",
       "      <td>HorrorSurvivalStrategy</td>\n",
       "      <td>Controller SupportSingle Player</td>\n",
       "      <td>Publisher11 bit studios</td>\n",
       "      <td>Release Date11/14/14</td>\n",
       "      <td>Windows 7/8/10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DirectX compatible</td>\n",
       "      <td>85%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OSMac OSMac OS</td>\n",
       "      <td>85.0</td>\n",
       "      <td>6.252</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>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>Trackmania Turbo₹1,999</td>\n",
       "      <td>Trackmania Turbo</td>\n",
       "      <td>₹1,999</td>\n",
       "      <td>DeveloperUbisoft Nadeo</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Multiplayer</td>\n",
       "      <td>PublisherUbisoft</td>\n",
       "      <td>Release Date03/24/16</td>\n",
       "      <td>Windows 7 SP1 or Windows 8.1 or Windows 10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 GB RAM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 GB available space</td>\n",
       "      <td>67%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>PlatformWindowsWindows</td>\n",
       "      <td>78.0</td>\n",
       "      <td>23.988</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>Kingdom New Lands₹446</td>\n",
       "      <td>Kingdom New Lands</td>\n",
       "      <td>₹446</td>\n",
       "      <td>Developernoio</td>\n",
       "      <td>SimulationSurvivalStrategy</td>\n",
       "      <td>Controller SupportSingle Player</td>\n",
       "      <td>PublisherRaw Fury</td>\n",
       "      <td>Release Date10/21/15</td>\n",
       "      <td>Windows XP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1 GB RAM</td>\n",
       "      <td>Version 9.0c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50%</td>\n",
       "      <td>Fair</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OSMac OSMac OS</td>\n",
       "      <td>73.0</td>\n",
       "      <td>5.352</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>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>NORCO₹349</td>\n",
       "      <td>NORCO</td>\n",
       "      <td>₹349</td>\n",
       "      <td>DeveloperGeography of Robots</td>\n",
       "      <td>NarrationAdventurePuzzle</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>PublisherRaw Fury</td>\n",
       "      <td>Release Date03/24/22</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4GB</td>\n",
       "      <td>Windows 7</td>\n",
       "      <td>3GB</td>\n",
       "      <td>94%</td>\n",
       "      <td>Mighty</td>\n",
       "      <td>PlatformWindowsWindowsMac OSMac OS</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.188</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>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>Insurmountable-50%₹599₹299.50</td>\n",
       "      <td>Insurmountable</td>\n",
       "      <td>₹299.50</td>\n",
       "      <td>DeveloperByteRockers' Games</td>\n",
       "      <td>StrategyRogue-LiteSurvival</td>\n",
       "      <td>Single Player</td>\n",
       "      <td>PublisherDaedalic Entertainment</td>\n",
       "      <td>Release Date04/14/22</td>\n",
       "      <td>WINDOWS® 7, 8.1, 10 64-bit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8 GB RAM</td>\n",
       "      <td>WINDOWS® 7, 8.1, 10 64-bit</td>\n",
       "      <td>4 GB available space</td>\n",
       "      <td>55%</td>\n",
       "      <td>Strong</td>\n",
       "      <td>Windows</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3.594</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>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>776 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   game_link  \\\n",
       "0    HITMAN - Game of the Year Edition₹3,249   \n",
       "1                           The Medium₹2,949   \n",
       "2                        Into the Breach₹446   \n",
       "3                        The Lion's Song₹189   \n",
       "4                          Costume Quest₹297   \n",
       "..                                       ...   \n",
       "893                     This War of Mine₹521   \n",
       "894                   Trackmania Turbo₹1,999   \n",
       "896                    Kingdom New Lands₹446   \n",
       "897                                NORCO₹349   \n",
       "898            Insurmountable-50%₹599₹299.50   \n",
       "\n",
       "                                  name price of game  \\\n",
       "0    HITMAN - Game of the Year Edition        ₹3,249   \n",
       "1                           The Medium        ₹2,949   \n",
       "2                      Into The Breach          ₹446   \n",
       "3                      The Lion's Song          ₹189   \n",
       "4                        Costume Quest          ₹297   \n",
       "..                                 ...           ...   \n",
       "893                   This War of Mine          ₹521   \n",
       "894                   Trackmania Turbo        ₹1,999   \n",
       "896                  Kingdom New Lands          ₹446   \n",
       "897                              NORCO          ₹349   \n",
       "898                     Insurmountable       ₹299.50   \n",
       "\n",
       "                developer of game                       genres of games  \\\n",
       "0              IO Interactive A/S  ActionAction-AdventureShooterStealth   \n",
       "1                    Bloober Team                       HorrorAdventure   \n",
       "2                    Subset Games          Turn-BasedRogue-LiteStrategy   \n",
       "3                  Mi'pu'mi Games                    NarrationAdventure   \n",
       "4         Double Fine Productions                          RPGAdventure   \n",
       "..                            ...                                   ...   \n",
       "893       Developer11 Bit Studios                HorrorSurvivalStrategy   \n",
       "894        DeveloperUbisoft Nadeo                                Racing   \n",
       "896                 Developernoio            SimulationSurvivalStrategy   \n",
       "897  DeveloperGeography of Robots              NarrationAdventurePuzzle   \n",
       "898   DeveloperByteRockers' Games            StrategyRogue-LiteSurvival   \n",
       "\n",
       "                    features of game                publisher of game  \\\n",
       "0                      Single Player               IO Interactive A/S   \n",
       "1                      Single Player                Bloober Team S.A.   \n",
       "2                      Single Player                     Subset Games   \n",
       "3                      Single Player                   Mi'pu'mi Games   \n",
       "4                      Single Player          Double Fine Productions   \n",
       "..                               ...                              ...   \n",
       "893  Controller SupportSingle Player          Publisher11 bit studios   \n",
       "894                      Multiplayer                 PublisherUbisoft   \n",
       "896  Controller SupportSingle Player                PublisherRaw Fury   \n",
       "897                    Single Player                PublisherRaw Fury   \n",
       "898                    Single Player  PublisherDaedalic Entertainment   \n",
       "\n",
       "             date release                                     recommended_os  \\\n",
       "0                09/03/20  OS 64-bit Windows 7 / 64-bit Windows 8 (8.1) o...   \n",
       "1                01/28/21                    Windows 10 (64bit version only)   \n",
       "2                02/27/18                                         Windows 7+   \n",
       "3                05/13/21                                 Windows 7 / 8 / 10   \n",
       "4                10/19/10                                Windows 7 or higher   \n",
       "..                    ...                                                ...   \n",
       "893  Release Date11/14/14                                     Windows 7/8/10   \n",
       "894  Release Date03/24/16         Windows 7 SP1 or Windows 8.1 or Windows 10   \n",
       "896  Release Date10/21/15                                         Windows XP   \n",
       "897  Release Date03/24/22                                          Windows 7   \n",
       "898  Release Date04/14/22                         WINDOWS® 7, 8.1, 10 64-bit   \n",
       "\n",
       "                                                   cpu    memory  \\\n",
       "0    Intel CPU Core i7 3770 3,4 GHz / AMD CPU AMD F...         8   \n",
       "1            Intel® Core™ i5-9600 / AMD Ryzen™ 7 3700X        16   \n",
       "2                                              1.7 GHz      1 GB   \n",
       "3                                                2 GHZ  1 GB RAM   \n",
       "4                                2.2 GHz dual core CPU  1 GB RAM   \n",
       "..                                                 ...       ...   \n",
       "893                                                NaN  2 GB RAM   \n",
       "894                                                NaN  2 GB RAM   \n",
       "896                                                NaN  1 GB RAM   \n",
       "897                                                NaN       4GB   \n",
       "898                                                NaN  8 GB RAM   \n",
       "\n",
       "                                                 gpu_x  \\\n",
       "0    Nvidia GPU GeForce GTX 770 / AMD GPU Radeon R9...   \n",
       "1    @1080p NVIDIA GeForce® GTX 1060 6GB / AMD Rade...   \n",
       "2                                                  NaN   \n",
       "3                                DirectX 10 compatible   \n",
       "4                                                  NaN   \n",
       "..                                                 ...   \n",
       "893                                                NaN   \n",
       "894                                                NaN   \n",
       "896                                       Version 9.0c   \n",
       "897                                          Windows 7   \n",
       "898                         WINDOWS® 7, 8.1, 10 64-bit   \n",
       "\n",
       "                                               storage Critics Recommend  \\\n",
       "0                                                   50               92%   \n",
       "1                                                   30               63%   \n",
       "2                                               250 MB               90%   \n",
       "3                               500 MB available space               80%   \n",
       "4    256 MB GeForce 220, Radeon 4550, Intel HD 3000...               NaN   \n",
       "..                                                 ...               ...   \n",
       "893                                 DirectX compatible               85%   \n",
       "894                               5 GB available space               67%   \n",
       "896                                                NaN               50%   \n",
       "897                                                3GB               94%   \n",
       "898                               4 GB available space               55%   \n",
       "\n",
       "    OpenCritic Rating                                        platform  \\\n",
       "0              Mighty                                         Windows   \n",
       "1              Strong                          PlatformWindowsWindows   \n",
       "2              Mighty              PlatformWindowsWindowsMac OSMac OS   \n",
       "3              Strong              PlatformWindowsWindowsMac OSMac OS   \n",
       "4                 NaN                          PlatformWindowsWindows   \n",
       "..                ...                                             ...   \n",
       "893            Mighty  PlatformWindowsWindowsMac OSMac OSMac OSMac OS   \n",
       "894            Strong                          PlatformWindowsWindows   \n",
       "896              Fair  PlatformWindowsWindowsMac OSMac OSMac OSMac OS   \n",
       "897            Mighty              PlatformWindowsWindowsMac OSMac OS   \n",
       "898            Strong                                         Windows   \n",
       "\n",
       "     Top Critic Average  PriceUSD  isAction  isAdventure  isCasual  \\\n",
       "0                  84.0    38.988         1            1         0   \n",
       "1                  75.0    35.388         0            1         0   \n",
       "2                  88.0     5.352         0            0         0   \n",
       "3                  81.0     2.268         0            1         0   \n",
       "4                   NaN     3.564         0            1         0   \n",
       "..                  ...       ...       ...          ...       ...   \n",
       "893                85.0     6.252         0            0         0   \n",
       "894                78.0    23.988         0            0         0   \n",
       "896                73.0     5.352         0            0         0   \n",
       "897                91.0     4.188         0            1         0   \n",
       "898                80.0     3.594         0            0         0   \n",
       "\n",
       "     isStrategy  isRPG  isSimulation  isSports  isRacing  \n",
       "0             0      0             0         0         0  \n",
       "1             0      0             0         0         0  \n",
       "2             1      0             0         0         0  \n",
       "3             0      0             0         0         0  \n",
       "4             0      1             0         0         0  \n",
       "..          ...    ...           ...       ...       ...  \n",
       "893           1      0             0         0         0  \n",
       "894           0      0             0         0         1  \n",
       "896           1      0             1         0         0  \n",
       "897           0      0             0         0         0  \n",
       "898           1      0             0         0         0  \n",
       "\n",
       "[776 rows x 26 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adding separate columns for each genre that steam has except for massively multiplayer as there are none of those on the epic games csv\n",
    "# extracting the same genres (except for massive multiplayer) out of epic games genres list as the steam does in its true (1) and false (0) sections\n",
    "# note: for the apply function I had to wrap the x with string because otherwise it would consider it a float and would not work\n",
    "# One Line if-else for the lambda function: https://www.codingem.com/python-one-line-if-else/\n",
    "epicGamesDF[\"isAction\"] = epicGamesDF[\"genres of games\"].apply(lambda x: 1 if \"Action\" in str(x) else 0)\n",
    "epicGamesDF[\"isAdventure\"] = epicGamesDF[\"genres of games\"].apply(lambda x: 1 if \"Adventure\" in str(x) else 0)\n",
    "epicGamesDF[\"isCasual\"] = epicGamesDF[\"genres of games\"].apply(lambda x: 1 if \"Casual\" in str(x) else 0)\n",
    "epicGamesDF[\"isStrategy\"] = epicGamesDF[\"genres of games\"].apply(lambda x: 1 if \"Strategy\" in str(x) else 0)\n",
    "epicGamesDF[\"isRPG\"] = epicGamesDF[\"genres of games\"].apply(lambda x: 1 if \"RPG\" in str(x) else 0)\n",
    "epicGamesDF[\"isSimulation\"] = epicGamesDF[\"genres of games\"].apply(lambda x: 1 if \"Simulation\" in str(x) else 0)\n",
    "epicGamesDF[\"isSports\"] = epicGamesDF[\"genres of games\"].apply(lambda x: 1 if \"Sports\" in str(x) else 0)\n",
    "epicGamesDF[\"isRacing\"] = epicGamesDF[\"genres of games\"].apply(lambda x: 1 if \"Racing\" in str(x) else 0)\n",
    "epicGamesDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "73bb7e35-69bc-449d-911a-88cea7ed770a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# isolating each genre and all of the games with that genre (if it is the genre its price will be recorded \n",
    "# because it will be multiplied by 1 and not 0) (one caveat of this is that free games are not recorded)\n",
    "epicActionPrices = np.array(epicGamesDF[\"PriceUSD\"] * epicGamesDF[\"isAction\"])\n",
    "epicAdventurePrices = np.array(epicGamesDF[\"PriceUSD\"] * epicGamesDF[\"isAdventure\"])\n",
    "epicCasualPrices = np.array(epicGamesDF[\"PriceUSD\"] * epicGamesDF[\"isCasual\"])\n",
    "epicStrategyPrices = np.array(epicGamesDF[\"PriceUSD\"] * epicGamesDF[\"isStrategy\"])\n",
    "epicRPGPrices = np.array(epicGamesDF[\"PriceUSD\"] * epicGamesDF[\"isRPG\"])\n",
    "epicSimulationPrices = np.array(epicGamesDF[\"PriceUSD\"] * epicGamesDF[\"isSimulation\"])\n",
    "epicSportsPrices = np.array(epicGamesDF[\"PriceUSD\"] * epicGamesDF[\"isSports\"])\n",
    "epicRacingPrices = np.array(epicGamesDF[\"PriceUSD\"] * epicGamesDF[\"isRacing\"])\n",
    "\n",
    "# getting rid of all of the games with a price of 0 in the genre arrays\n",
    "epicActionPrices = epicActionPrices[epicActionPrices != 0]\n",
    "epicAdventurePrices = epicAdventurePrices[epicAdventurePrices != 0]\n",
    "epicCasualPrices = epicCasualPrices[epicCasualPrices != 0]\n",
    "epicStrategyPrices = epicStrategyPrices[epicStrategyPrices != 0]\n",
    "epicRPGPrices = epicRPGPrices[epicRPGPrices != 0]\n",
    "epicSimulationPrices = epicSimulationPrices[epicSimulationPrices != 0]\n",
    "epicSportsPrices = epicSportsPrices[epicSportsPrices != 0]\n",
    "epicRacingPrices = epicRacingPrices[epicRacingPrices != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "62e6703f-298e-499b-aa93-b03a33675096",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# graph each genre and their average price\n",
    "# use a bar plot to show the different genres and their associated average prices of games that have a price (not free)\n",
    "plt.title(\"Figure 6: On Epic Games, is a genre more expensive than others?\")\n",
    "x = [0,1,2,3,4,5,6,7]\n",
    "x_labels = [\"Action\", \"Adventure\", \"Casual\", \"Strategy\", \"RPG\", \"Simulation\", \"Sports\", \"Racing\"]\n",
    "values = [np.mean(epicActionPrices),np.mean(epicAdventurePrices),np.mean(epicCasualPrices),np.mean(epicStrategyPrices),np.mean(epicRPGPrices),np.mean(epicSimulationPrices),np.mean(epicSportsPrices),np.mean(epicRacingPrices)]\n",
    "plt.bar(x,values,tick_label=x_labels)\n",
    "plt.xlabel(\"Genre\")\n",
    "plt.ylabel(\"Average Price of Game\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "dc164a8e-35b3-4bee-8b5d-4bf8bf148c4a",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ResponseName</th>\n",
       "      <th>ReleaseDate</th>\n",
       "      <th>Metacritic</th>\n",
       "      <th>RecommendationCount</th>\n",
       "      <th>IsFree</th>\n",
       "      <th>GenreIsNonGame</th>\n",
       "      <th>GenreIsIndie</th>\n",
       "      <th>GenreIsAction</th>\n",
       "      <th>GenreIsAdventure</th>\n",
       "      <th>GenreIsCasual</th>\n",
       "      <th>GenreIsStrategy</th>\n",
       "      <th>GenreIsRPG</th>\n",
       "      <th>GenreIsSimulation</th>\n",
       "      <th>GenreIsEarlyAccess</th>\n",
       "      <th>GenreIsFreeToPlay</th>\n",
       "      <th>GenreIsSports</th>\n",
       "      <th>GenreIsRacing</th>\n",
       "      <th>GenreIsMassivelyMultiplayer</th>\n",
       "      <th>PriceInitial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Counter-Strike</td>\n",
       "      <td>Nov 1 2000</td>\n",
       "      <td>88</td>\n",
       "      <td>68991</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Team Fortress Classic</td>\n",
       "      <td>Apr 1 1999</td>\n",
       "      <td>0</td>\n",
       "      <td>2439</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Day of Defeat</td>\n",
       "      <td>May 1 2003</td>\n",
       "      <td>79</td>\n",
       "      <td>2319</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Deathmatch Classic</td>\n",
       "      <td>Jun 1 2001</td>\n",
       "      <td>0</td>\n",
       "      <td>888</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Half-Life: Opposing Force</td>\n",
       "      <td>Nov 1 1999</td>\n",
       "      <td>0</td>\n",
       "      <td>2934</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12619</th>\n",
       "      <td>ObserVR Beta</td>\n",
       "      <td>Oct 26 2016</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12620</th>\n",
       "      <td>One Night Stand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12621</th>\n",
       "      <td>Fiber Twig: Midnight Puzzle</td>\n",
       "      <td>Oct 26 2016</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12622</th>\n",
       "      <td>Charm Tale Quest</td>\n",
       "      <td>Oct 27 2016</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12623</th>\n",
       "      <td>What The Heck Dude?</td>\n",
       "      <td>Nov 2 2016</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12624 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      ResponseName  ReleaseDate  Metacritic  \\\n",
       "0                   Counter-Strike   Nov 1 2000          88   \n",
       "1            Team Fortress Classic   Apr 1 1999           0   \n",
       "2                    Day of Defeat   May 1 2003          79   \n",
       "3               Deathmatch Classic   Jun 1 2001           0   \n",
       "4        Half-Life: Opposing Force   Nov 1 1999           0   \n",
       "...                            ...          ...         ...   \n",
       "12619                 ObserVR Beta  Oct 26 2016           0   \n",
       "12620              One Night Stand          NaN           0   \n",
       "12621  Fiber Twig: Midnight Puzzle  Oct 26 2016           0   \n",
       "12622             Charm Tale Quest  Oct 27 2016           0   \n",
       "12623          What The Heck Dude?   Nov 2 2016           0   \n",
       "\n",
       "       RecommendationCount  IsFree  GenreIsNonGame  GenreIsIndie  \\\n",
       "0                    68991   False           False         False   \n",
       "1                     2439   False           False         False   \n",
       "2                     2319   False           False         False   \n",
       "3                      888   False           False         False   \n",
       "4                     2934   False           False         False   \n",
       "...                    ...     ...             ...           ...   \n",
       "12619                    0    True            True         False   \n",
       "12620                    0   False           False          True   \n",
       "12621                    0   False           False          True   \n",
       "12622                    0   False           False          True   \n",
       "12623                    0   False           False          True   \n",
       "\n",
       "       GenreIsAction  GenreIsAdventure  GenreIsCasual  GenreIsStrategy  \\\n",
       "0               True             False          False            False   \n",
       "1               True             False          False            False   \n",
       "2               True             False          False            False   \n",
       "3               True             False          False            False   \n",
       "4               True             False          False            False   \n",
       "...              ...               ...            ...              ...   \n",
       "12619          False             False          False            False   \n",
       "12620          False             False           True            False   \n",
       "12621          False             False           True            False   \n",
       "12622          False             False           True            False   \n",
       "12623           True             False           True            False   \n",
       "\n",
       "       GenreIsRPG  GenreIsSimulation  GenreIsEarlyAccess  GenreIsFreeToPlay  \\\n",
       "0           False              False               False              False   \n",
       "1           False              False               False              False   \n",
       "2           False              False               False              False   \n",
       "3           False              False               False              False   \n",
       "4           False              False               False              False   \n",
       "...           ...                ...                 ...                ...   \n",
       "12619       False              False                True              False   \n",
       "12620       False               True               False              False   \n",
       "12621       False              False               False              False   \n",
       "12622       False              False               False              False   \n",
       "12623       False               True                True              False   \n",
       "\n",
       "       GenreIsSports  GenreIsRacing  GenreIsMassivelyMultiplayer  PriceInitial  \n",
       "0              False          False                        False          9.99  \n",
       "1              False          False                        False          4.99  \n",
       "2              False          False                        False          4.99  \n",
       "3              False          False                        False          4.99  \n",
       "4              False          False                        False          4.99  \n",
       "...              ...            ...                          ...           ...  \n",
       "12619          False          False                        False          0.00  \n",
       "12620          False          False                        False          0.00  \n",
       "12621          False          False                        False          2.99  \n",
       "12622          False          False                        False          2.99  \n",
       "12623          False          False                        False          0.00  \n",
       "\n",
       "[12624 rows x 19 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# reading in data and looking at it\n",
    "steamGamesDF = pd.read_csv(\"games-features-edit.csv\")\n",
    "steamGamesDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "80b4e26b-2b51-4d60-94f2-07bd7670ad81",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ResponseName</th>\n",
       "      <th>ReleaseDate</th>\n",
       "      <th>Metacritic</th>\n",
       "      <th>RecommendationCount</th>\n",
       "      <th>IsFree</th>\n",
       "      <th>GenreIsNonGame</th>\n",
       "      <th>GenreIsIndie</th>\n",
       "      <th>GenreIsAction</th>\n",
       "      <th>GenreIsAdventure</th>\n",
       "      <th>GenreIsCasual</th>\n",
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       "      <th>GenreIsRPG</th>\n",
       "      <th>GenreIsSimulation</th>\n",
       "      <th>GenreIsEarlyAccess</th>\n",
       "      <th>GenreIsFreeToPlay</th>\n",
       "      <th>GenreIsSports</th>\n",
       "      <th>GenreIsRacing</th>\n",
       "      <th>GenreIsMassivelyMultiplayer</th>\n",
       "      <th>PriceInitial</th>\n",
       "      <th>isAction</th>\n",
       "      <th>isAdventure</th>\n",
       "      <th>isCasual</th>\n",
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       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Counter-Strike</td>\n",
       "      <td>Nov 1 2000</td>\n",
       "      <td>88</td>\n",
       "      <td>68991</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Team Fortress Classic</td>\n",
       "      <td>Apr 1 1999</td>\n",
       "      <td>0</td>\n",
       "      <td>2439</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Day of Defeat</td>\n",
       "      <td>May 1 2003</td>\n",
       "      <td>79</td>\n",
       "      <td>2319</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Deathmatch Classic</td>\n",
       "      <td>Jun 1 2001</td>\n",
       "      <td>0</td>\n",
       "      <td>888</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Half-Life: Opposing Force</td>\n",
       "      <td>Nov 1 1999</td>\n",
       "      <td>0</td>\n",
       "      <td>2934</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ricochet</td>\n",
       "      <td>Nov 1 2000</td>\n",
       "      <td>0</td>\n",
       "      <td>1965</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Half-Life</td>\n",
       "      <td>Nov 8 1998</td>\n",
       "      <td>96</td>\n",
       "      <td>12486</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Counter-Strike: Condition Zero</td>\n",
       "      <td>Mar 1 2004</td>\n",
       "      <td>65</td>\n",
       "      <td>7067</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Counter-Strike: Condition Zero</td>\n",
       "      <td>Mar 1 2004</td>\n",
       "      <td>65</td>\n",
       "      <td>7067</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Half-Life: Blue Shift</td>\n",
       "      <td>Jun 1 2001</td>\n",
       "      <td>71</td>\n",
       "      <td>2219</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Half-Life 2</td>\n",
       "      <td>Nov 16 2004</td>\n",
       "      <td>96</td>\n",
       "      <td>35792</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Counter-Strike: Source</td>\n",
       "      <td>Nov 1 2004</td>\n",
       "      <td>88</td>\n",
       "      <td>53931</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>19.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Half-Life: Source</td>\n",
       "      <td>Jun 1 2004</td>\n",
       "      <td>0</td>\n",
       "      <td>2547</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Day of Defeat: Source</td>\n",
       "      <td>Jul 12 2010</td>\n",
       "      <td>80</td>\n",
       "      <td>7185</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Half-Life 2: Deathmatch</td>\n",
       "      <td>Nov 1 2004</td>\n",
       "      <td>0</td>\n",
       "      <td>4328</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Half-Life 2: Lost Coast</td>\n",
       "      <td>Oct 27 2005</td>\n",
       "      <td>0</td>\n",
       "      <td>4352</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Half-Life Deathmatch: Source</td>\n",
       "      <td>May 1 2006</td>\n",
       "      <td>0</td>\n",
       "      <td>864</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Half-Life 2: Episode One</td>\n",
       "      <td>Jun 1 2006</td>\n",
       "      <td>87</td>\n",
       "      <td>4437</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Portal</td>\n",
       "      <td>Oct 10 2007</td>\n",
       "      <td>90</td>\n",
       "      <td>27535</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>9.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Half-Life 2: Episode Two</td>\n",
       "      <td>Oct 10 2007</td>\n",
       "      <td>90</td>\n",
       "      <td>6104</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>7.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Team Fortress 2</td>\n",
       "      <td>Oct 10 2007</td>\n",
       "      <td>92</td>\n",
       "      <td>383949</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Left 4 Dead</td>\n",
       "      <td>Nov 17 2008</td>\n",
       "      <td>89</td>\n",
       "      <td>9980</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>19.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Left 4 Dead 2</td>\n",
       "      <td>Nov 16 2009</td>\n",
       "      <td>89</td>\n",
       "      <td>140726</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>19.99</td>\n",
       "      <td>1</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Dota 2</td>\n",
       "      <td>Jul 9 2013</td>\n",
       "      <td>90</td>\n",
       "      <td>590480</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.00</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Portal 2</td>\n",
       "      <td>Apr 18 2011</td>\n",
       "      <td>95</td>\n",
       "      <td>73128</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>19.99</td>\n",
       "      <td>1</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      ResponseName  ReleaseDate  Metacritic  \\\n",
       "0                   Counter-Strike   Nov 1 2000          88   \n",
       "1            Team Fortress Classic   Apr 1 1999           0   \n",
       "2                    Day of Defeat   May 1 2003          79   \n",
       "3               Deathmatch Classic   Jun 1 2001           0   \n",
       "4        Half-Life: Opposing Force   Nov 1 1999           0   \n",
       "5                         Ricochet   Nov 1 2000           0   \n",
       "6                        Half-Life   Nov 8 1998          96   \n",
       "7   Counter-Strike: Condition Zero   Mar 1 2004          65   \n",
       "8   Counter-Strike: Condition Zero   Mar 1 2004          65   \n",
       "9            Half-Life: Blue Shift   Jun 1 2001          71   \n",
       "10                     Half-Life 2  Nov 16 2004          96   \n",
       "11          Counter-Strike: Source   Nov 1 2004          88   \n",
       "12               Half-Life: Source   Jun 1 2004           0   \n",
       "13           Day of Defeat: Source  Jul 12 2010          80   \n",
       "14         Half-Life 2: Deathmatch   Nov 1 2004           0   \n",
       "15         Half-Life 2: Lost Coast  Oct 27 2005           0   \n",
       "16    Half-Life Deathmatch: Source   May 1 2006           0   \n",
       "17        Half-Life 2: Episode One   Jun 1 2006          87   \n",
       "18                          Portal  Oct 10 2007          90   \n",
       "19        Half-Life 2: Episode Two  Oct 10 2007          90   \n",
       "20                 Team Fortress 2  Oct 10 2007          92   \n",
       "21                     Left 4 Dead  Nov 17 2008          89   \n",
       "22                   Left 4 Dead 2  Nov 16 2009          89   \n",
       "23                          Dota 2   Jul 9 2013          90   \n",
       "24                        Portal 2  Apr 18 2011          95   \n",
       "\n",
       "    RecommendationCount  IsFree  GenreIsNonGame  GenreIsIndie  GenreIsAction  \\\n",
       "0                 68991   False           False         False           True   \n",
       "1                  2439   False           False         False           True   \n",
       "2                  2319   False           False         False           True   \n",
       "3                   888   False           False         False           True   \n",
       "4                  2934   False           False         False           True   \n",
       "5                  1965   False           False         False           True   \n",
       "6                 12486   False           False         False           True   \n",
       "7                  7067   False           False         False           True   \n",
       "8                  7067   False           False         False           True   \n",
       "9                  2219   False           False         False           True   \n",
       "10                35792   False           False         False           True   \n",
       "11                53931   False           False         False           True   \n",
       "12                 2547    True           False         False           True   \n",
       "13                 7185   False           False         False           True   \n",
       "14                 4328   False           False         False           True   \n",
       "15                 4352    True           False         False           True   \n",
       "16                  864    True           False         False           True   \n",
       "17                 4437   False           False         False           True   \n",
       "18                27535   False           False         False           True   \n",
       "19                 6104   False           False         False           True   \n",
       "20               383949    True           False         False           True   \n",
       "21                 9980   False           False         False           True   \n",
       "22               140726   False           False         False           True   \n",
       "23               590480    True           False         False           True   \n",
       "24                73128   False           False         False           True   \n",
       "\n",
       "    GenreIsAdventure  GenreIsCasual  GenreIsStrategy  GenreIsRPG  \\\n",
       "0              False          False            False       False   \n",
       "1              False          False            False       False   \n",
       "2              False          False            False       False   \n",
       "3              False          False            False       False   \n",
       "4              False          False            False       False   \n",
       "5              False          False            False       False   \n",
       "6              False          False            False       False   \n",
       "7              False          False            False       False   \n",
       "8              False          False            False       False   \n",
       "9              False          False            False       False   \n",
       "10             False          False            False       False   \n",
       "11             False          False            False       False   \n",
       "12             False          False            False       False   \n",
       "13             False          False            False       False   \n",
       "14             False          False            False       False   \n",
       "15             False          False            False       False   \n",
       "16             False          False            False       False   \n",
       "17             False          False            False       False   \n",
       "18             False          False            False       False   \n",
       "19             False          False            False       False   \n",
       "20             False          False            False       False   \n",
       "21             False          False            False       False   \n",
       "22             False          False            False       False   \n",
       "23             False          False             True       False   \n",
       "24              True          False            False       False   \n",
       "\n",
       "    GenreIsSimulation  GenreIsEarlyAccess  GenreIsFreeToPlay  GenreIsSports  \\\n",
       "0               False               False              False          False   \n",
       "1               False               False              False          False   \n",
       "2               False               False              False          False   \n",
       "3               False               False              False          False   \n",
       "4               False               False              False          False   \n",
       "5               False               False              False          False   \n",
       "6               False               False              False          False   \n",
       "7               False               False              False          False   \n",
       "8               False               False              False          False   \n",
       "9               False               False              False          False   \n",
       "10              False               False              False          False   \n",
       "11              False               False              False          False   \n",
       "12              False               False              False          False   \n",
       "13              False               False              False          False   \n",
       "14              False               False              False          False   \n",
       "15              False               False              False          False   \n",
       "16              False               False              False          False   \n",
       "17              False               False              False          False   \n",
       "18              False               False              False          False   \n",
       "19              False               False              False          False   \n",
       "20              False               False               True          False   \n",
       "21              False               False              False          False   \n",
       "22              False               False              False          False   \n",
       "23              False               False               True          False   \n",
       "24              False               False              False          False   \n",
       "\n",
       "    GenreIsRacing  GenreIsMassivelyMultiplayer  PriceInitial  isAction  \\\n",
       "0           False                        False          9.99         1   \n",
       "1           False                        False          4.99         1   \n",
       "2           False                        False          4.99         1   \n",
       "3           False                        False          4.99         1   \n",
       "4           False                        False          4.99         1   \n",
       "5           False                        False          4.99         1   \n",
       "6           False                        False          9.99         1   \n",
       "7           False                        False          9.99         1   \n",
       "8           False                        False          9.99         1   \n",
       "9           False                        False          4.99         1   \n",
       "10          False                        False          9.99         1   \n",
       "11          False                        False         19.99         1   \n",
       "12          False                        False          9.99         1   \n",
       "13          False                        False          9.99         1   \n",
       "14          False                        False          4.99         1   \n",
       "15          False                        False          0.00         1   \n",
       "16          False                        False          9.99         1   \n",
       "17          False                        False          7.99         1   \n",
       "18          False                        False          9.99         1   \n",
       "19          False                        False          7.99         1   \n",
       "20          False                        False          0.00         1   \n",
       "21          False                        False         19.99         1   \n",
       "22          False                        False         19.99         1   \n",
       "23          False                        False          0.00         1   \n",
       "24          False                        False         19.99         1   \n",
       "\n",
       "    isAdventure  isCasual  isStrategy  isRPG  isSimulation  isSports  \\\n",
       "0             0         0           0      0             0         0   \n",
       "1             0         0           0      0             0         0   \n",
       "2             0         0           0      0             0         0   \n",
       "3             0         0           0      0             0         0   \n",
       "4             0         0           0      0             0         0   \n",
       "5             0         0           0      0             0         0   \n",
       "6             0         0           0      0             0         0   \n",
       "7             0         0           0      0             0         0   \n",
       "8             0         0           0      0             0         0   \n",
       "9             0         0           0      0             0         0   \n",
       "10            0         0           0      0             0         0   \n",
       "11            0         0           0      0             0         0   \n",
       "12            0         0           0      0             0         0   \n",
       "13            0         0           0      0             0         0   \n",
       "14            0         0           0      0             0         0   \n",
       "15            0         0           0      0             0         0   \n",
       "16            0         0           0      0             0         0   \n",
       "17            0         0           0      0             0         0   \n",
       "18            0         0           0      0             0         0   \n",
       "19            0         0           0      0             0         0   \n",
       "20            0         0           0      0             0         0   \n",
       "21            0         0           0      0             0         0   \n",
       "22            0         0           0      0             0         0   \n",
       "23            0         0           1      0             0         0   \n",
       "24            1         0           0      0             0         0   \n",
       "\n",
       "    isRacing  isMassivelyMultiplayer  \n",
       "0          0                       0  \n",
       "1          0                       0  \n",
       "2          0                       0  \n",
       "3          0                       0  \n",
       "4          0                       0  \n",
       "5          0                       0  \n",
       "6          0                       0  \n",
       "7          0                       0  \n",
       "8          0                       0  \n",
       "9          0                       0  \n",
       "10         0                       0  \n",
       "11         0                       0  \n",
       "12         0                       0  \n",
       "13         0                       0  \n",
       "14         0                       0  \n",
       "15         0                       0  \n",
       "16         0                       0  \n",
       "17         0                       0  \n",
       "18         0                       0  \n",
       "19         0                       0  \n",
       "20         0                       0  \n",
       "21         0                       0  \n",
       "22         0                       0  \n",
       "23         0                       0  \n",
       "24         0                       0  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert the steam genres to the same genre columns that we did with the epic games to just do the same thing as before\n",
    "steamGamesDF[\"isAction\"] = steamGamesDF[\"GenreIsAction\"].apply(lambda x: 1 if \"True\" in str(x) else 0)\n",
    "steamGamesDF[\"isAdventure\"] = steamGamesDF[\"GenreIsAdventure\"].apply(lambda x: 1 if \"True\" in str(x) else 0)\n",
    "steamGamesDF[\"isCasual\"] = steamGamesDF[\"GenreIsCasual\"].apply(lambda x: 1 if \"True\" in str(x) else 0)\n",
    "steamGamesDF[\"isStrategy\"] = steamGamesDF[\"GenreIsStrategy\"].apply(lambda x: 1 if \"True\" in str(x) else 0)\n",
    "steamGamesDF[\"isRPG\"] = steamGamesDF[\"GenreIsRPG\"].apply(lambda x: 1 if \"True\" in str(x) else 0)\n",
    "steamGamesDF[\"isSimulation\"] = steamGamesDF[\"GenreIsSimulation\"].apply(lambda x: 1 if \"True\" in str(x) else 0)\n",
    "steamGamesDF[\"isSports\"] = steamGamesDF[\"GenreIsSports\"].apply(lambda x: 1 if \"True\" in str(x) else 0)\n",
    "steamGamesDF[\"isRacing\"] = steamGamesDF[\"GenreIsRacing\"].apply(lambda x: 1 if \"True\" in str(x) else 0)\n",
    "steamGamesDF[\"isMassivelyMultiplayer\"] = steamGamesDF[\"GenreIsMassivelyMultiplayer\"].apply(lambda x: 1 if \"True\" in str(x) else 0)\n",
    "steamGamesDF.head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "8eb14b84-716d-4134-8b78-26afdc767b06",
   "metadata": {},
   "outputs": [],
   "source": [
    "# isolating each genre and all of the games with that genre (if it is the genre its price will be recorded \n",
    "# because it will be multiplied by 1 and not 0) (one caveat of this is that free games are not recorded)\n",
    "steamActionPrices = np.array(steamGamesDF[\"PriceInitial\"] * steamGamesDF[\"isAction\"])\n",
    "steamAdventurePrices = np.array(steamGamesDF[\"PriceInitial\"] * steamGamesDF[\"isAdventure\"])\n",
    "steamCasualPrices = np.array(steamGamesDF[\"PriceInitial\"] * steamGamesDF[\"isCasual\"])\n",
    "steamStrategyPrices = np.array(steamGamesDF[\"PriceInitial\"] * steamGamesDF[\"isStrategy\"])\n",
    "steamRPGPrices = np.array(steamGamesDF[\"PriceInitial\"] * steamGamesDF[\"isRPG\"])\n",
    "steamSimulationPrices = np.array(steamGamesDF[\"PriceInitial\"] * steamGamesDF[\"isSimulation\"])\n",
    "steamSportsPrices = np.array(steamGamesDF[\"PriceInitial\"] * steamGamesDF[\"isSports\"])\n",
    "steamRacingPrices = np.array(steamGamesDF[\"PriceInitial\"] * steamGamesDF[\"isRacing\"])\n",
    "steamMassiveMultiplayerPrices = np.array(steamGamesDF[\"PriceInitial\"] * steamGamesDF[\"isMassivelyMultiplayer\"])\n",
    "\n",
    "# getting rid of all of the games with a price of 0 in the genre arrays\n",
    "steamActionPrices = steamActionPrices[steamActionPrices != 0]\n",
    "steamAdventurePrices = steamAdventurePrices[steamAdventurePrices != 0]\n",
    "steamCasualPrices = steamCasualPrices[steamCasualPrices != 0]\n",
    "steamStrategyPrices = steamStrategyPrices[steamStrategyPrices != 0]\n",
    "steamRPGPrices = steamRPGPrices[steamRPGPrices != 0]\n",
    "steamSimulationPrices = steamSimulationPrices[steamSimulationPrices != 0]\n",
    "steamSportsPrices = steamSportsPrices[steamSportsPrices != 0]\n",
    "steamRacingPrices = steamRacingPrices[steamRacingPrices != 0]\n",
    "steamMassiveMultiplayerPrices = steamMassiveMultiplayerPrices[steamMassiveMultiplayerPrices != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "4c6ea0f9-261c-45a7-b91e-29f4dac9ec12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use a bar plot to show the different genres and their associated average prices of games that have a price (not free)\n",
    "plt.title(\"Figure 7: On Steam, is a genre more expensive than others on release?\")\n",
    "x = [0,1,2,3,4,5,6,7,8]\n",
    "x_labels = [\"Action\", \"Adventure\", \"Casual\", \"Strategy\", \"RPG\", \"Simulation\", \"Sports\", \"Racing\", \"Massively Multiplayer\"]\n",
    "values = [np.mean(steamActionPrices),np.mean(steamAdventurePrices),np.mean(steamCasualPrices),np.mean(steamStrategyPrices),np.mean(steamRPGPrices),np.mean(steamSimulationPrices),np.mean(steamSportsPrices),np.mean(steamRacingPrices),np.mean(steamMassiveMultiplayerPrices)]\n",
    "plt.bar(x,values,tick_label=x_labels)\n",
    "plt.xlabel(\"Genre\")\n",
    "plt.ylabel(\"Average Price of Game\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}