IMDb_Videogame_Webscrapper.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ea76f513",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "# pd.options.mode.chained_assignment = None  # default='warn'\n",
    "import re\n",
    "\n",
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import time\n",
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.by import By\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "from urllib import request,response"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b964d731",
   "metadata": {},
   "source": [
    "# ***********************************PLEASE READ***********************************\n",
    "#### This will open an extra chrome tab just used to parse some of the data that I couldnt get normally from the website directly because it parsed back \"None\" Values for some elements even though it existed, therefor I couldn't get all the data I wanted to collect for this project. the chrome tab allows me read those without restrictions and it solves the \"None\" Value problem\n",
    "\n",
    "## IMPORTANT: \n",
    "### 1) Please dont close the tab or the project will break, you can close the tab when you stop running the code.\n",
    "### 2) If you wish, you can rerun the code and it will go scrap the website again and update the dataframe incase new games have been added since the creation of this project."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4086f986",
   "metadata": {},
   "source": [
    "--------------------------------------------------------------------------\n",
    "<h3> 1. Web scrapping to collect the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "e53f2dc2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:948: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  element = np.asarray(element)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=51&ref_=adv_nxt\n",
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=101&ref_=adv_nxt\n",
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=151&ref_=adv_nxt\n",
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=201&ref_=adv_nxt\n",
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=251&ref_=adv_nxt\n",
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=301&ref_=adv_nxt\n",
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=351&ref_=adv_nxt\n",
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=401&ref_=adv_nxt\n",
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=451&ref_=adv_nxt\n",
      "https://www.imdb.com//search/title/?title_type=video_game&sort=user_rating,desc&start=501&ref_=adv_nxt\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_10188/1040790090.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m    168\u001b[0m         \u001b[1;31m#replaces old url to completed_next_page_url\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    169\u001b[0m         \u001b[0murl\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompleted_next_page_url\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 170\u001b[1;33m         \u001b[0mdriver\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    171\u001b[0m         \u001b[0mcontent\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdriver\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpage_source\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'utf-8'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    172\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, url)\u001b[0m\n\u001b[0;32m    447\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    448\u001b[0m         \u001b[1;34m\"\"\"Loads a web page in the current browser session.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCommand\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGET\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;34m\"url\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    450\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    451\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\u001b[0m in \u001b[0;36mexecute\u001b[1;34m(self, driver_command, params)\u001b[0m\n\u001b[0;32m    436\u001b[0m                 \u001b[0mparams\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"sessionId\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msession_id\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    437\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 438\u001b[1;33m         \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcommand_executor\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdriver_command\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    439\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    440\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merror_handler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcheck_response\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\remote_connection.py\u001b[0m in \u001b[0;36mexecute\u001b[1;34m(self, command, params)\u001b[0m\n\u001b[0;32m    288\u001b[0m         \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mutils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdump_json\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    289\u001b[0m         \u001b[0murl\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34mf\"{self._url}{path}\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 290\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_request\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcommand_info\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    291\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    292\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_request\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\remote_connection.py\u001b[0m in \u001b[0;36m_request\u001b[1;34m(self, method, url, body)\u001b[0m\n\u001b[0;32m    309\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    310\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkeep_alive\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 311\u001b[1;33m             \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_conn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    312\u001b[0m             \u001b[0mstatuscode\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstatus\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    313\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\request.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(self, method, url, fields, headers, **urlopen_kw)\u001b[0m\n\u001b[0;32m     76\u001b[0m             )\n\u001b[0;32m     77\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 78\u001b[1;33m             return self.request_encode_body(\n\u001b[0m\u001b[0;32m     79\u001b[0m                 \u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0murlopen_kw\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     80\u001b[0m             )\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\request.py\u001b[0m in \u001b[0;36mrequest_encode_body\u001b[1;34m(self, method, url, fields, headers, encode_multipart, multipart_boundary, **urlopen_kw)\u001b[0m\n\u001b[0;32m    168\u001b[0m         \u001b[0mextra_kw\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murlopen_kw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    169\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 170\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0murlopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mextra_kw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\poolmanager.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(self, method, url, redirect, **kw)\u001b[0m\n\u001b[0;32m    374\u001b[0m             \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0murlopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    375\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 376\u001b[1;33m             \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0murlopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mu\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequest_uri\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    377\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    378\u001b[0m         \u001b[0mredirect_location\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mredirect\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_redirect_location\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[0;32m    701\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    702\u001b[0m             \u001b[1;31m# Make the request on the httplib connection object.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 703\u001b[1;33m             httplib_response = self._make_request(\n\u001b[0m\u001b[0;32m    704\u001b[0m                 \u001b[0mconn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    705\u001b[0m                 \u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    447\u001b[0m                     \u001b[1;31m# Python 3 (including for exceptions like SystemExit).\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    448\u001b[0m                     \u001b[1;31m# Otherwise it looks like a bug in the code.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m                     \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_from\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    450\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mSocketTimeout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mBaseSSLError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSocketError\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    451\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_raise_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout_value\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mread_timeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\packages\\six.py\u001b[0m in \u001b[0;36mraise_from\u001b[1;34m(value, from_value)\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    442\u001b[0m                 \u001b[1;31m# Python 3\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    443\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 444\u001b[1;33m                     \u001b[0mhttplib_response\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetresponse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    445\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0mBaseException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    446\u001b[0m                     \u001b[1;31m# Remove the TypeError from the exception chain in\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\http\\client.py\u001b[0m in \u001b[0;36mgetresponse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1369\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1370\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1371\u001b[1;33m                 \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbegin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1372\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mConnectionError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1373\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\http\\client.py\u001b[0m in \u001b[0;36mbegin\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    317\u001b[0m         \u001b[1;31m# read until we get a non-100 response\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    318\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 319\u001b[1;33m             \u001b[0mversion\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstatus\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreason\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_read_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    320\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mstatus\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mCONTINUE\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    321\u001b[0m                 \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\http\\client.py\u001b[0m in \u001b[0;36m_read_status\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    278\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    279\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_read_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 280\u001b[1;33m         \u001b[0mline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreadline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_MAXLINE\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"iso-8859-1\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    281\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mline\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0m_MAXLINE\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    282\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mLineTooLong\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"status line\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\socket.py\u001b[0m in \u001b[0;36mreadinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m    702\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    703\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 704\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    705\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    706\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_timeout_occurred\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "*****************************************************INSTRUCTIONS*****************************************************\n",
    "This will open an extra chrome tab just used to parse some of the data that I couldnt get normally from the website \n",
    "directly because it parsed back \"None\" Values for some elements even though it existed, therefor I couldn't get all the data \n",
    "I wanted to collect for this project. the chrome tab allows me read those without restrictions and it solves \n",
    "the \"None\" Value problem\n",
    "\n",
    "IMPORTANT: Please dont close the tab or the project will break, you can close the tab when the console displays \n",
    "\"Scrapping Complete.\".\n",
    "\"\"\"\n",
    "driver = webdriver.Chrome()\n",
    "url = 'https://www.imdb.com/search/title/?title_type=video_game&sort=user_rating,desc'\n",
    "# driver.maximize_window()\n",
    "driver.get(url)\n",
    "content = driver.page_source.encode('utf-8').strip()\n",
    "\"\"\"\"\"\"\n",
    "soup = BeautifulSoup(content,\"html.parser\")\n",
    "#creates pandas dataframe \n",
    "def data_create():\n",
    "    data = {\n",
    "        'title': [],\n",
    "        'release_date': [],\n",
    "        'maturity_rating': [],\n",
    "        'genre': [],\n",
    "        'rating': [],\n",
    "        'directors': [],\n",
    "        'stars': [],\n",
    "        'votes': []\n",
    "    }\n",
    "    global df\n",
    "    df = pd.DataFrame(data= data)\n",
    "data_create()\n",
    "\n",
    "\n",
    "#func used to extract data by inputting the soup, the thing you want to find => \"selector\", and class => \"class_selector\"\n",
    "def extract_data(soup, selector, class_selector):\n",
    "    try:\n",
    "        return soup.find(selector, class_= class_selector).text.strip()\n",
    "    except AttributeError:\n",
    "        return None\n",
    "\n",
    "#continues looping till its done with finding a \"next\" link\n",
    "try: \n",
    "    while True:\n",
    "        #a big section that contains all the data of the videogame title\n",
    "        game_info = soup.find_all(\"div\", class_=\"lister-item-content\")\n",
    "\n",
    "        for i in game_info:\n",
    "            #gets game name\n",
    "            try:\n",
    "                game_name = (i.find(\"h3\", class_=\"lister-item-header\")).a.text.strip()\n",
    "            except AttributeError:\n",
    "                game_name = None\n",
    "\n",
    "            #gets release date\n",
    "            try:\n",
    "                game_release_date = extract_data(i, \"span\", \"lister-item-year text-muted unbold\")\n",
    "                game_release_date = game_release_date.replace(\"(\", \"\")\n",
    "                game_release_date = game_release_date.replace(\")\", \"\")\n",
    "                game_release_date = game_release_date.replace(\"I\", \"\")\n",
    "                game_release_date = int(game_release_date.replace(\"Video Game\", \"\").strip())\n",
    "            except:\n",
    "                game_release_date = 0\n",
    "            \n",
    "            #gets maturity rating\n",
    "            game_maturity = extract_data(i, \"span\", \"certificate\")\n",
    "\n",
    "            #gets genre and split it into an array\n",
    "            try:\n",
    "                game_genre = extract_data(i, \"span\", \"genre\")\n",
    "                if game_genre.find(\",\")!=-1:\n",
    "                    game_genre = np.array(list(game_genre.split(\",\")))\n",
    "                else:\n",
    "                    game_genre = np.array(game_genre)\n",
    "            except AttributeError:\n",
    "                game_genre = None\n",
    "\n",
    "            #get rating\n",
    "            try:\n",
    "                game_rating = float(i.find(\"div\", class_=\"inline-block ratings-imdb-rating\").strong.text.strip())\n",
    "            except AttributeError:\n",
    "                game_rating = 0\n",
    "\n",
    "            #get Director & Stars and will split them, and will put \"None\" in values that dont exist\n",
    "            #get both\n",
    "            game_director_and_stars = extract_data(i, \"p\", \"\")\n",
    "            game_director = None\n",
    "            game_stars = None\n",
    "            #if both director and star data exist for the title\n",
    "            if game_director_and_stars.find(\"|\")!=-1:\n",
    "                game_director_full_text, separator, game_stars_full_text = game_director_and_stars.partition(\"|\")\n",
    "\n",
    "                game_director_full_text = game_director_full_text.strip()\n",
    "                game_director_full_text = ''.join(game_director_full_text.splitlines())\n",
    "                game_stars_full_text = game_stars_full_text.strip()\n",
    "                game_stars_full_text = ''.join(game_stars_full_text.splitlines())\n",
    "\n",
    "                director_text, separator, game_director = game_director_full_text.partition(\":\")\n",
    "                star_text, separator, game_stars = game_stars_full_text.partition(\":\")\n",
    "\n",
    "                #finds if there are many Directors/Stars or just one\n",
    "                #there are multiple Directors\n",
    "                if game_director.find(\",\")!=1:\n",
    "                    game_director = np.array(list(game_director.split(\",\")))\n",
    "                #there is only 1 Director\n",
    "                else:\n",
    "                    game_director = np.array(list(game_director))\n",
    "                #there are multiple Stars\n",
    "                if game_stars.find(\",\")!=1:\n",
    "                    game_stars = np.array(list(game_stars.split(\",\")))\n",
    "                #there is only 1 Star\n",
    "                else:\n",
    "                    game_stars = np.array(list(game_stars))\n",
    "\n",
    "            #didnt both Director and Star together, will try to find if only one of them exists        \n",
    "            #if found Director\n",
    "            elif game_director_and_stars.find(\"Director\")!=-1:\n",
    "                game_director_and_stars = ''.join(game_director_and_stars.splitlines())\n",
    "                director_text, separator, game_director = game_director_and_stars.partition(\":\")\n",
    "                game_director = game_director.replace(\"\\n\", \"\")\n",
    "                #finds if there are many Directors or just one\n",
    "                #there are multiple Directors\n",
    "                if game_director.find(\",\")!=1:\n",
    "                    game_director = np.array(list(game_director.split(\",\")))\n",
    "                #there is only 1 Director\n",
    "                else:\n",
    "                    game_director = np.array(list(game_director))\n",
    "                game_stars = None\n",
    "\n",
    "            #if found Star\n",
    "            elif game_director_and_stars.find(\"Star\")!=-1:\n",
    "                star_text, separator, game_stars = game_director_and_stars.partition(\":\")\n",
    "                game_stars = game_stars.replace(\"\\n\", \"\")\n",
    "                #finds if there are many Stars or just one\n",
    "                #there are multiple Stars\n",
    "                if game_stars.find(\",\")!=1:\n",
    "                    game_stars = np.array(list(game_stars.split(\",\")))\n",
    "                #there is only 1 Star\n",
    "                else:\n",
    "                    game_stars = np.array(list(game_stars))\n",
    "                game_director = None\n",
    "            else:\n",
    "                game_director = None\n",
    "                game_stars = None\n",
    "\n",
    "\n",
    "            #get votes\n",
    "            try: \n",
    "                game_votes = extract_data(i, \"p\", \"sort-num_votes-visible\")\n",
    "                game_votes = ''.join(game_votes.splitlines())\n",
    "                deleted_text, separator, game_votes = game_votes.partition(\":\")\n",
    "                game_votes = game_votes.replace(\",\", \"\").strip()\n",
    "                game_votes = int(game_votes)\n",
    "            except:\n",
    "                game_votes = 0\n",
    "\n",
    "            #adds game details to dataframe\n",
    "            df.loc[len(df.index)] = [game_name, game_release_date, game_maturity, game_genre, game_rating, game_director, game_stars, game_votes]\n",
    "    #         display(df)\n",
    "\n",
    "\n",
    "        #find button to click on next page \n",
    "        uncompleted_next_page_url = soup.find(\"a\", class_=\"lister-page-next next-page\").get(\"href\")\n",
    "        completed_next_page_url = \"https://www.imdb.com/\" + uncompleted_next_page_url\n",
    "\n",
    "        print(completed_next_page_url)\n",
    "\n",
    "        #replaces old url to completed_next_page_url\n",
    "        url = completed_next_page_url\n",
    "        driver.get(url)\n",
    "        content = driver.page_source.encode('utf-8').strip()\n",
    "\n",
    "        soup = BeautifulSoup(content, \"html.parser\")\n",
    "\n",
    "    driver.quit()\n",
    "except Exception as e:\n",
    "    print(e)\n",
    "    print(\"Scrapping Complete.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "623277f1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>title</th>\n",
       "      <th>release_date</th>\n",
       "      <th>maturity_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>rating</th>\n",
       "      <th>directors</th>\n",
       "      <th>stars</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Last of Us: Part I</td>\n",
       "      <td>2022</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Drama']</td>\n",
       "      <td>9.8</td>\n",
       "      <td>['Matthew Gallant' ' Bruce Straley']</td>\n",
       "      <td>['Ashley Johnson' ' Troy Baker' ' Hana Hayes' ...</td>\n",
       "      <td>3525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Witcher 3: Wild Hunt - Blood and Wine</td>\n",
       "      <td>2016</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Drama']</td>\n",
       "      <td>9.8</td>\n",
       "      <td>['Konrad Tomaszkiewicz']</td>\n",
       "      <td>['Doug Cockle' ' MyAnna Buring' ' Antonia Bern...</td>\n",
       "      <td>8795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Last of Us</td>\n",
       "      <td>2013</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Drama']</td>\n",
       "      <td>9.7</td>\n",
       "      <td>['Neil Druckmann' ' Bruce Straley']</td>\n",
       "      <td>['Troy Baker' ' Ashley Johnson' ' Hana Hayes' ...</td>\n",
       "      <td>69017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>God of War: Ragnarök</td>\n",
       "      <td>2022</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Drama']</td>\n",
       "      <td>9.7</td>\n",
       "      <td>['Eric Williams']</td>\n",
       "      <td>['Christopher Judge' ' Sunny Suljic' ' Daniell...</td>\n",
       "      <td>11569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Red Dead Redemption II</td>\n",
       "      <td>2018</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Crime']</td>\n",
       "      <td>9.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Benjamin Byron Davis' ' Roger Clark' ' Rob W...</td>\n",
       "      <td>42853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33519</th>\n",
       "      <td>Through the Winter</td>\n",
       "      <td>2023</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Michael Smith']</td>\n",
       "      <td>['Rita Amparita' ' Hannah Beard' ' Xander M Gr...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33520</th>\n",
       "      <td>Atari 50: The Anniversary Celebration</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Documentary' ' Action' ' Adventure']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Al Alcorn' ' Nolan Bushnell' ' David Crane']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33521</th>\n",
       "      <td>Yars Revenge Enhanced</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Action' ' Fantasy' ' Sci-Fi']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33522</th>\n",
       "      <td>Our Summers</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Romance</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Wavi']</td>\n",
       "      <td>['Reece Bridger']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33523</th>\n",
       "      <td>The Banana Splits: Serial Silliness</td>\n",
       "      <td>2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Fazie Funbear']</td>\n",
       "      <td>['Addy T. Baddy' ' Ross K. Foad' ' Peachy Prin...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>33524 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           title  release_date  \\\n",
       "0                         The Last of Us: Part I          2022   \n",
       "1      The Witcher 3: Wild Hunt - Blood and Wine          2016   \n",
       "2                                 The Last of Us          2013   \n",
       "3                           God of War: Ragnarök          2022   \n",
       "4                         Red Dead Redemption II          2018   \n",
       "...                                          ...           ...   \n",
       "33519                         Through the Winter          2023   \n",
       "33520      Atari 50: The Anniversary Celebration          2022   \n",
       "33521                      Yars Revenge Enhanced          2022   \n",
       "33522                                Our Summers          2022   \n",
       "33523        The Banana Splits: Serial Silliness          2021   \n",
       "\n",
       "      maturity_rating                                   genre  rating  \\\n",
       "0                   M        ['Action' ' Adventure' ' Drama']     9.8   \n",
       "1                   M        ['Action' ' Adventure' ' Drama']     9.8   \n",
       "2                   M        ['Action' ' Adventure' ' Drama']     9.7   \n",
       "3                   M        ['Action' ' Adventure' ' Drama']     9.7   \n",
       "4                   M        ['Action' ' Adventure' ' Crime']     9.7   \n",
       "...               ...                                     ...     ...   \n",
       "33519             NaN                                     NaN     0.0   \n",
       "33520             NaN  ['Documentary' ' Action' ' Adventure']     0.0   \n",
       "33521             NaN         ['Action' ' Fantasy' ' Sci-Fi']     0.0   \n",
       "33522             NaN                                 Romance     0.0   \n",
       "33523             NaN                                  Horror     0.0   \n",
       "\n",
       "                                  directors  \\\n",
       "0      ['Matthew Gallant' ' Bruce Straley']   \n",
       "1                  ['Konrad Tomaszkiewicz']   \n",
       "2       ['Neil Druckmann' ' Bruce Straley']   \n",
       "3                         ['Eric Williams']   \n",
       "4                                       NaN   \n",
       "...                                     ...   \n",
       "33519                     ['Michael Smith']   \n",
       "33520                                   NaN   \n",
       "33521                                   NaN   \n",
       "33522                              ['Wavi']   \n",
       "33523                     ['Fazie Funbear']   \n",
       "\n",
       "                                                   stars  votes  \n",
       "0      ['Ashley Johnson' ' Troy Baker' ' Hana Hayes' ...   3525  \n",
       "1      ['Doug Cockle' ' MyAnna Buring' ' Antonia Bern...   8795  \n",
       "2      ['Troy Baker' ' Ashley Johnson' ' Hana Hayes' ...  69017  \n",
       "3      ['Christopher Judge' ' Sunny Suljic' ' Daniell...  11569  \n",
       "4      ['Benjamin Byron Davis' ' Roger Clark' ' Rob W...  42853  \n",
       "...                                                  ...    ...  \n",
       "33519  ['Rita Amparita' ' Hannah Beard' ' Xander M Gr...      0  \n",
       "33520     ['Al Alcorn' ' Nolan Bushnell' ' David Crane']      0  \n",
       "33521                                                NaN      0  \n",
       "33522                                  ['Reece Bridger']      0  \n",
       "33523  ['Addy T. Baddy' ' Ross K. Foad' ' Peachy Prin...      0  \n",
       "\n",
       "[33524 rows x 8 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fd1c2536",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_7392/404022420.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m#Save CSV\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'ToCSV.csv'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
     ]
    }
   ],
   "source": [
    "#Save CSV (still has errors)\n",
    "df.to_csv('CSVs/1) beforeCleaningCSV.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39d7143c",
   "metadata": {},
   "source": [
    "<b>---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------<b>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa16dffb",
   "metadata": {},
   "source": [
    "<h3> 2. Analysis and Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "3f7df06e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>release_date</th>\n",
       "      <th>maturity_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>rating</th>\n",
       "      <th>directors</th>\n",
       "      <th>stars</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Witcher 3: Wild Hunt - Blood and Wine</td>\n",
       "      <td>2016</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Drama']</td>\n",
       "      <td>9.8</td>\n",
       "      <td>['Konrad Tomaszkiewicz']</td>\n",
       "      <td>['Doug Cockle' ' MyAnna Buring' ' Antonia Bern...</td>\n",
       "      <td>8795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Last of Us</td>\n",
       "      <td>2013</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Drama']</td>\n",
       "      <td>9.7</td>\n",
       "      <td>['Neil Druckmann' ' Bruce Straley']</td>\n",
       "      <td>['Troy Baker' ' Ashley Johnson' ' Hana Hayes' ...</td>\n",
       "      <td>69017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>God of War: Ragnarök</td>\n",
       "      <td>2022</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Drama']</td>\n",
       "      <td>9.7</td>\n",
       "      <td>['Eric Williams']</td>\n",
       "      <td>['Christopher Judge' ' Sunny Suljic' ' Daniell...</td>\n",
       "      <td>11569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Red Dead Redemption II</td>\n",
       "      <td>2018</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Crime']</td>\n",
       "      <td>9.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Benjamin Byron Davis' ' Roger Clark' ' Rob W...</td>\n",
       "      <td>42853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Witcher 3: Wild Hunt</td>\n",
       "      <td>2015</td>\n",
       "      <td>M</td>\n",
       "      <td>['Action' ' Adventure' ' Drama']</td>\n",
       "      <td>9.7</td>\n",
       "      <td>['Konrad Tomaszkiewicz']</td>\n",
       "      <td>['Doug Cockle' ' Denise Gough' ' Jo Wyatt' ' J...</td>\n",
       "      <td>29120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33518</th>\n",
       "      <td>Through the Winter</td>\n",
       "      <td>2023</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Michael Smith']</td>\n",
       "      <td>['Rita Amparita' ' Hannah Beard' ' Xander M Gr...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33519</th>\n",
       "      <td>Atari 50: The Anniversary Celebration</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Documentary' ' Action' ' Adventure']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Al Alcorn' ' Nolan Bushnell' ' David Crane']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33520</th>\n",
       "      <td>Yars Revenge Enhanced</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Action' ' Fantasy' ' Sci-Fi']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33521</th>\n",
       "      <td>Our Summers</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Romance</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Wavi']</td>\n",
       "      <td>['Reece Bridger']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33522</th>\n",
       "      <td>The Banana Splits: Serial Silliness</td>\n",
       "      <td>2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Fazie Funbear']</td>\n",
       "      <td>['Addy T. Baddy' ' Ross K. Foad' ' Peachy Prin...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>33523 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           title  release_date  \\\n",
       "0      The Witcher 3: Wild Hunt - Blood and Wine          2016   \n",
       "1                                 The Last of Us          2013   \n",
       "2                           God of War: Ragnarök          2022   \n",
       "3                         Red Dead Redemption II          2018   \n",
       "4                       The Witcher 3: Wild Hunt          2015   \n",
       "...                                          ...           ...   \n",
       "33518                         Through the Winter          2023   \n",
       "33519      Atari 50: The Anniversary Celebration          2022   \n",
       "33520                      Yars Revenge Enhanced          2022   \n",
       "33521                                Our Summers          2022   \n",
       "33522        The Banana Splits: Serial Silliness          2021   \n",
       "\n",
       "      maturity_rating                                   genre  rating  \\\n",
       "0                   M        ['Action' ' Adventure' ' Drama']     9.8   \n",
       "1                   M        ['Action' ' Adventure' ' Drama']     9.7   \n",
       "2                   M        ['Action' ' Adventure' ' Drama']     9.7   \n",
       "3                   M        ['Action' ' Adventure' ' Crime']     9.7   \n",
       "4                   M        ['Action' ' Adventure' ' Drama']     9.7   \n",
       "...               ...                                     ...     ...   \n",
       "33518             NaN                                     NaN     0.0   \n",
       "33519             NaN  ['Documentary' ' Action' ' Adventure']     0.0   \n",
       "33520             NaN         ['Action' ' Fantasy' ' Sci-Fi']     0.0   \n",
       "33521             NaN                                 Romance     0.0   \n",
       "33522             NaN                                  Horror     0.0   \n",
       "\n",
       "                                 directors  \\\n",
       "0                 ['Konrad Tomaszkiewicz']   \n",
       "1      ['Neil Druckmann' ' Bruce Straley']   \n",
       "2                        ['Eric Williams']   \n",
       "3                                      NaN   \n",
       "4                 ['Konrad Tomaszkiewicz']   \n",
       "...                                    ...   \n",
       "33518                    ['Michael Smith']   \n",
       "33519                                  NaN   \n",
       "33520                                  NaN   \n",
       "33521                             ['Wavi']   \n",
       "33522                    ['Fazie Funbear']   \n",
       "\n",
       "                                                   stars  votes  \n",
       "0      ['Doug Cockle' ' MyAnna Buring' ' Antonia Bern...   8795  \n",
       "1      ['Troy Baker' ' Ashley Johnson' ' Hana Hayes' ...  69017  \n",
       "2      ['Christopher Judge' ' Sunny Suljic' ' Daniell...  11569  \n",
       "3      ['Benjamin Byron Davis' ' Roger Clark' ' Rob W...  42853  \n",
       "4      ['Doug Cockle' ' Denise Gough' ' Jo Wyatt' ' J...  29120  \n",
       "...                                                  ...    ...  \n",
       "33518  ['Rita Amparita' ' Hannah Beard' ' Xander M Gr...      0  \n",
       "33519     ['Al Alcorn' ' Nolan Bushnell' ' David Crane']      0  \n",
       "33520                                                NaN      0  \n",
       "33521                                  ['Reece Bridger']      0  \n",
       "33522  ['Addy T. Baddy' ' Ross K. Foad' ' Peachy Prin...      0  \n",
       "\n",
       "[33523 rows x 8 columns]"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import the CSV with errors still\n",
    "df1 = pd.read_csv(\"CSVs/1) beforeCleaningCSV.csv\")\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "5fb549c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['title', 'release_date', 'maturity_rating', 'genre', 'rating',\n",
       "       'directors', 'stars', 'votes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "4cca1f1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "title               object\n",
       "release_date         int64\n",
       "maturity_rating     object\n",
       "genre               object\n",
       "rating             float64\n",
       "directors           object\n",
       "stars               object\n",
       "votes                int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd969e7a",
   "metadata": {},
   "source": [
    "<b> Looking for Wrong Data<br>\n",
    "    a: remove untitled upcoming games"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "bf9f158c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4639] Untitled Goose Game\n",
      "The goose lives forever.\n",
      "[14542] Untitled Iron Man game\n",
      "removed\n",
      "[15205] Untitled Indiana Jones Video Game\n",
      "removed\n",
      "[15614] Untitled Yakuza: Like A Dragon Sequel\n",
      "removed\n",
      "[17646] Untitled Haven PlayStation Game\n",
      "removed\n",
      "[19431] Untitled Pokèmon Videogame\n",
      "removed\n",
      "[19818] Untitled Tintin game\n",
      "removed\n",
      "[20618] Untitled Kaikan Phrase Game App\n",
      "removed\n",
      "[20811] Untitled Microsoft IP\n",
      "removed\n",
      "[23040] Untitled Mistwalker-Silicion Studio Game\n",
      "removed\n",
      "[24352] Untitled Hangman Game\n",
      "removed\n",
      "[24646] Untitled the X Collective Project\n",
      "removed\n",
      "[25042] Untitled Gaint Camel Game\n",
      "removed\n",
      "[28258] Untitled Clam Game\n",
      "removed\n",
      "[31458] Untitled Gun Game\n",
      "removed\n",
      "Done\n"
     ]
    }
   ],
   "source": [
    "for i in df1[\"title\"]:\n",
    "    get_letter_index = i.find(\"Untitled\")\n",
    "    if get_letter_index != -1:\n",
    "        untitled_game_to_be_deleted = i\n",
    "        \n",
    "        #gets index of games with \"untitled\" in them\n",
    "        get_title_index = df1.index[df1['title']== untitled_game_to_be_deleted].tolist()\n",
    "        print(get_title_index, i)\n",
    "        \n",
    "        #if the game is not called Untitled Goose Game, delete it (we wont delete this one because its the name of an actual game)\n",
    "        if i != \"Untitled Goose Game\":\n",
    "            df1 = df1.drop(get_title_index)\n",
    "            print(\"removed\")\n",
    "        else:\n",
    "            print(\"The goose lives forever.\")\n",
    "print(\"Done\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "da02d389",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Untitled Goose Game\n"
     ]
    }
   ],
   "source": [
    "#checks that the games are indeed deleted (only Untitled Goose Game will be there)\n",
    "for i in df1[\"title\"]:\n",
    "    title_index = i.find(\"Untitled\")\n",
    "    if title_index != -1:\n",
    "        untitled_game_to_be_deleted = i\n",
    "        print(untitled_game_to_be_deleted)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "11d0ffe6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save CSV after Title date cleaning \n",
    "df1.to_csv('CSVs/2) titleCleaned.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc5921f1",
   "metadata": {},
   "source": [
    "<b> b: replace release_date that is 0 with the actual date from google"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "f7060534",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2016, 2013, 2022, 2018, 2015, 2021, 1998, 2023, 2010, 2019, 2004,\n",
       "       2003, 1997, 1995, 2005, 2011, 2009, 2017, 2001, 2008, 2020, 2000,\n",
       "       1999, 2002, 2014, 1991, 2007, 1990, 2012, 1988, 1994, 1996, 2006,\n",
       "       1993, 1992, 1985, 1980, 1989, 1987, 1986, 1984, 1969, 1974, 1982,\n",
       "       1983, 1975, 1981, 1971, 1972,    0, 1978, 1973, 1948, 1968, 1977,\n",
       "       1979, 1976, 1952, 1958, 1962, 1970, 2024, 2027, 1950, 2030, 1964,\n",
       "       1967, 2025, 2026], dtype=int64)"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[\"release_date\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "a01e6c21",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length: 612\n",
      "\n",
      "[['4169' 'Total War: Three Kingdoms']\n",
      " ['5151' 'Deliver Us the Moon']\n",
      " ['5638' 'Super Street Fighter IV: 3D Edition']\n",
      " ...\n",
      " ['33433' 'Ion']\n",
      " ['33451' 'Never Say Die']\n",
      " ['33512' \"Devil's Liminal\"]]\n"
     ]
    }
   ],
   "source": [
    "#gets index of wrong date data\n",
    "wrong_date_index = np.array(list(df1.index[df1[\"release_date\"] == 0]))\n",
    "#gets title of wrong date data\n",
    "wrong_date_title = np.array(list(df1[\"title\"].loc[df1[\"release_date\"] == 0]))\n",
    "\n",
    "#puts index besides the name of game\n",
    "wrong_data_combined = np.stack((wrong_date_index, wrong_date_title), axis=1)\n",
    "\n",
    "print(f\"Length: {len(wrong_data_combined)}\")\n",
    "print()\n",
    "print(wrong_data_combined)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e1baa19",
   "metadata": {},
   "source": [
    "<b> Cleans the release_date data using Google Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "24a33448",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_4396/4186907427.py:40: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df1[\"release_date\"][game_index] = game_year\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.google.com/search?q=video game Total War: Three Kingdoms release date\n",
      "2019\n",
      "https://www.google.com/search?q=video game Deliver Us the Moon release date\n",
      "2018\n",
      "https://www.google.com/search?q=video game Super Street Fighter IV: 3D Edition release date\n",
      "2008\n",
      "https://www.google.com/search?q=video game Jurassic Park release date\n",
      "2011\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored in: <function Service.__del__ at 0x0000017A1F0F20D0>\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\common\\service.py\", line 183, in __del__\n",
      "    self.stop()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\common\\service.py\", line 149, in stop\n",
      "    self.send_remote_shutdown_command()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\common\\service.py\", line 133, in send_remote_shutdown_command\n",
      "    if not self.is_connectable():\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\common\\service.py\", line 122, in is_connectable\n",
      "    return utils.is_connectable(self.port)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\common\\utils.py\", line 102, in is_connectable\n",
      "    socket_ = socket.create_connection((host, port), 1)\n",
      "  File \"D:\\Anaconda\\lib\\socket.py\", line 832, in create_connection\n",
      "    sock.connect(sa)\n",
      "KeyboardInterrupt: \n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_4396/4186907427.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      7\u001b[0m     \u001b[0murl\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34mr\"https://www.google.com/search?q=\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0msearchterm\u001b[0m \u001b[1;31m#will put what I want to search after q=\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m     \u001b[0mdriver\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwebdriver\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mChrome\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m     \u001b[0mdriver\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     10\u001b[0m     \u001b[0mcontent\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdriver\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpage_source\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'utf-8'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m     \u001b[0msoup\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mBeautifulSoup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcontent\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"html.parser\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, url)\u001b[0m\n\u001b[0;32m    447\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    448\u001b[0m         \u001b[1;34m\"\"\"Loads a web page in the current browser session.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCommand\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGET\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;34m\"url\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    450\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    451\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\u001b[0m in \u001b[0;36mexecute\u001b[1;34m(self, driver_command, params)\u001b[0m\n\u001b[0;32m    436\u001b[0m                 \u001b[0mparams\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"sessionId\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msession_id\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    437\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 438\u001b[1;33m         \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcommand_executor\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdriver_command\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    439\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    440\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merror_handler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcheck_response\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\remote_connection.py\u001b[0m in \u001b[0;36mexecute\u001b[1;34m(self, command, params)\u001b[0m\n\u001b[0;32m    288\u001b[0m         \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mutils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdump_json\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    289\u001b[0m         \u001b[0murl\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34mf\"{self._url}{path}\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 290\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_request\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcommand_info\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    291\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    292\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_request\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\remote_connection.py\u001b[0m in \u001b[0;36m_request\u001b[1;34m(self, method, url, body)\u001b[0m\n\u001b[0;32m    309\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    310\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkeep_alive\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 311\u001b[1;33m             \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_conn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    312\u001b[0m             \u001b[0mstatuscode\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstatus\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    313\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\request.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(self, method, url, fields, headers, **urlopen_kw)\u001b[0m\n\u001b[0;32m     76\u001b[0m             )\n\u001b[0;32m     77\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 78\u001b[1;33m             return self.request_encode_body(\n\u001b[0m\u001b[0;32m     79\u001b[0m                 \u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0murlopen_kw\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     80\u001b[0m             )\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\request.py\u001b[0m in \u001b[0;36mrequest_encode_body\u001b[1;34m(self, method, url, fields, headers, encode_multipart, multipart_boundary, **urlopen_kw)\u001b[0m\n\u001b[0;32m    168\u001b[0m         \u001b[0mextra_kw\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murlopen_kw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    169\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 170\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0murlopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mextra_kw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\poolmanager.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(self, method, url, redirect, **kw)\u001b[0m\n\u001b[0;32m    374\u001b[0m             \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0murlopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    375\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 376\u001b[1;33m             \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0murlopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mu\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequest_uri\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    377\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    378\u001b[0m         \u001b[0mredirect_location\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mredirect\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_redirect_location\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[0;32m    701\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    702\u001b[0m             \u001b[1;31m# Make the request on the httplib connection object.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 703\u001b[1;33m             httplib_response = self._make_request(\n\u001b[0m\u001b[0;32m    704\u001b[0m                 \u001b[0mconn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    705\u001b[0m                 \u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    447\u001b[0m                     \u001b[1;31m# Python 3 (including for exceptions like SystemExit).\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    448\u001b[0m                     \u001b[1;31m# Otherwise it looks like a bug in the code.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m                     \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_from\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    450\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mSocketTimeout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mBaseSSLError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSocketError\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    451\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_raise_timeout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0merr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout_value\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mread_timeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\packages\\six.py\u001b[0m in \u001b[0;36mraise_from\u001b[1;34m(value, from_value)\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    442\u001b[0m                 \u001b[1;31m# Python 3\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    443\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 444\u001b[1;33m                     \u001b[0mhttplib_response\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgetresponse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    445\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0mBaseException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    446\u001b[0m                     \u001b[1;31m# Remove the TypeError from the exception chain in\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\http\\client.py\u001b[0m in \u001b[0;36mgetresponse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1369\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1370\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1371\u001b[1;33m                 \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbegin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1372\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mConnectionError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1373\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\http\\client.py\u001b[0m in \u001b[0;36mbegin\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    317\u001b[0m         \u001b[1;31m# read until we get a non-100 response\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    318\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 319\u001b[1;33m             \u001b[0mversion\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstatus\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreason\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_read_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    320\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mstatus\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mCONTINUE\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    321\u001b[0m                 \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\http\\client.py\u001b[0m in \u001b[0;36m_read_status\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    278\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    279\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_read_status\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 280\u001b[1;33m         \u001b[0mline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreadline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_MAXLINE\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"iso-8859-1\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    281\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mline\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0m_MAXLINE\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    282\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mLineTooLong\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"status line\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Anaconda\\lib\\socket.py\u001b[0m in \u001b[0;36mreadinto\u001b[1;34m(self, b)\u001b[0m\n\u001b[0;32m    702\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    703\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 704\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    705\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    706\u001b[0m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_timeout_occurred\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "d = {}\n",
    "\n",
    "for i in range(len(df1[\"title\"].loc[df1[\"release_date\"] == 0])):\n",
    "    game_name = wrong_data_combined[i][1]\n",
    "    searchterm = f\"video game {game_name} release date\" # edit me\n",
    "\n",
    "    url = r\"https://www.google.com/search?q=\" + searchterm #will put what I want to search after q=\n",
    "    driver = webdriver.Chrome()\n",
    "    driver.get(url)\n",
    "    content = driver.page_source.encode('utf-8').strip()\n",
    "    soup = BeautifulSoup(content,\"html.parser\")\n",
    "    \n",
    "    #will explain its use downwards \n",
    "    game_index = wrong_data_combined[i][0]\n",
    "    \n",
    "    try:\n",
    "        # 1) if full date is available as Big Header, need to separate year from the rest\n",
    "        unfiltered_game_year = soup.find(\"div\", class_=\"Z0LcW\").text.strip()\n",
    "        unfiltered_years_list = re.findall('\\d+', unfiltered_game_year)\n",
    "\n",
    "        #changes the values inside list into integers\n",
    "        for i in range(len(unfiltered_years_list)):\n",
    "            unfiltered_years_list[i] = int(unfiltered_years_list[i])\n",
    "\n",
    "        #filters numbers between 1930 and 2025\n",
    "        for i in range(10):\n",
    "            for j in unfiltered_years_list:\n",
    "                if j < 1930 or j >= 2025:\n",
    "                    unfiltered_years_list.remove(j)\n",
    "        game_year = max(unfiltered_years_list)\n",
    "        \n",
    "        #use game index to put in dictionary with the date found from scraping, this is so we can replace the new date in df1\n",
    "        #for whatever reason it seems that i can only replace the data of the row if i do it manually or if it is in a dictionary, having it in an array doesn't work\n",
    "        d[game_index] = game_year\n",
    "        \n",
    "        #gets last key in dictionary (which is the index of the game in our case)\n",
    "        game_index = next(reversed(d.keys()))\n",
    "        game_index = int(game_index)\n",
    "        \n",
    "        df1[\"release_date\"][game_index] = game_year\n",
    "        \n",
    "        print(url)\n",
    "        print(game_year)\n",
    "    \n",
    "    except:\n",
    "        # 2) if there is alot of text in Big Header\n",
    "        try:\n",
    "            unfiltered_game_year = soup.find(\"div\", class_=\"wDYxhc\").text.strip()\n",
    "            unfiltered_years_list = re.findall('\\d+', unfiltered_game_year)\n",
    "\n",
    "            #changes the values inside list into integers\n",
    "            for i in range(len(unfiltered_years_list)):\n",
    "                unfiltered_years_list[i] = int(unfiltered_years_list[i])\n",
    "\n",
    "            #filters numbers between 1930 and 2025\n",
    "            for i in range(10):\n",
    "                for j in unfiltered_years_list:\n",
    "                    if j < 1930 or j >= 2025:\n",
    "                        unfiltered_years_list.remove(j)\n",
    "            game_year = max(unfiltered_years_list)\n",
    "            \n",
    "            #use game index to put in dictionary with the date found from scraping, this is so we can replace the new date in df\n",
    "            #for whatever reason it seems that i can only replace the data of the row if i do it manually or if it is in a dictionary, having it in an array doesn't work\n",
    "            d[game_index] = game_year\n",
    "\n",
    "            #gets last key in dictionary (which is the index of the game in our case)\n",
    "            game_index = next(reversed(d.keys()))\n",
    "            game_index = int(game_index)\n",
    "            \n",
    "\n",
    "            df1[\"release_date\"][game_index] = game_year\n",
    "            \n",
    "            \n",
    "            print(url)\n",
    "            print(game_year)\n",
    "        \n",
    "        except:  \n",
    "            # 3) if there is text and then a table under it, select both and search for date in both\n",
    "            try:\n",
    "                all_text = soup.find(\"div\", class_=\"Crs1tb\").text.strip()\n",
    "                unfiltered_years_list = re.findall('\\d+', all_text)\n",
    "                for i in range(len(unfiltered_years_list)):\n",
    "                    unfiltered_years_list[i] = int(unfiltered_years_list[i])\n",
    "\n",
    "                # filters numbers between 1930 and 2025\n",
    "                for i in range(10):\n",
    "                    for j in unfiltered_years_list:\n",
    "                        if j < 1930 or j >= 2025:\n",
    "                            unfiltered_years_list.remove(j)\n",
    "                game_year = max(unfiltered_years_list)\n",
    "                \n",
    "                #use game index to put in dictionary with the date found from scraping, this is so we can replace the new date in df\n",
    "                #for whatever reason it seems that i can only replace the data of the row if i do it manually or if it is in a dictionary, having it in an array doesn't work\n",
    "                d[game_index] = game_year\n",
    "\n",
    "                #gets last key in dictionary (which is the index of the game in our case)\n",
    "                game_index = next(reversed(d.keys()))\n",
    "                game_index = int(game_index)\n",
    "\n",
    "                df1[\"release_date\"][game_index] = game_year                \n",
    "\n",
    "                print(url)\n",
    "                print(game_year)\n",
    "\n",
    "            except:\n",
    "                try:\n",
    "                    # 4) if there is a big table different style from top \n",
    "                    all_text = soup.find(\"div\", class_=\"EDblX\").text.strip()\n",
    "                    unfiltered_years_list = re.findall('\\d+', all_text)\n",
    "                    for i in range(len(unfiltered_years_list)):\n",
    "                        unfiltered_years_list[i] = int(unfiltered_years_list[i])\n",
    "\n",
    "                    for i in range(10):\n",
    "                        for j in unfiltered_years_list:\n",
    "                            if j < 1930 or j >= 2025:\n",
    "                                unfiltered_years_list.remove(j)\n",
    "                    game_year = max(unfiltered_years_list)\n",
    "                    \n",
    "                    #use game index to put in dictionary with the date found from scraping, this is so we can replace the new date in df\n",
    "                    #for whatever reason it seems that i can only replace the data of the row if i do it manually or if it is in a dictionary, having it in an array doesn't work\n",
    "                    d[game_index] = game_year\n",
    "\n",
    "                    #gets last key in dictionary (which is the index of the game in our case)\n",
    "                    game_index = next(reversed(d.keys()))\n",
    "                    game_index = int(game_index)\n",
    "\n",
    "                    df1[\"release_date\"][game_index] = game_year  \n",
    "                    \n",
    "                    print(url)\n",
    "                    print(game_year)\n",
    "\n",
    "                except:\n",
    "                    #last resort, sets unfound data as 0\n",
    "                    df1[\"release_date\"][wrong_data_combined[i][0]] = 0\n",
    "                    \n",
    "                    print(url)\n",
    "                    print(\"couldnt find it loser\")\n",
    "\n",
    "        \n",
    "print(\"DONE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "e5ae6c12",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save CSV after release date cleaning \n",
    "df1.to_csv('CSVs/3) releaseDateCleaned.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "8a63ddc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>release_date</th>\n",
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       "      <td>The Witcher 3: Wild Hunt - Blood and Wine</td>\n",
       "      <td>2016</td>\n",
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       "      <td>2022</td>\n",
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       "      <td>2018</td>\n",
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       "      <td>42853</td>\n",
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       "      <td>2023</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>['Michael Smith']</td>\n",
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       "      <th>33505</th>\n",
       "      <td>Atari 50: The Anniversary Celebration</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Documentary' ' Action' ' Adventure']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Al Alcorn' ' Nolan Bushnell' ' David Crane']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33506</th>\n",
       "      <td>Yars Revenge Enhanced</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Action' ' Fantasy' ' Sci-Fi']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33507</th>\n",
       "      <td>Our Summers</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Romance</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Wavi']</td>\n",
       "      <td>['Reece Bridger']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33508</th>\n",
       "      <td>The Banana Splits: Serial Silliness</td>\n",
       "      <td>2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Fazie Funbear']</td>\n",
       "      <td>['Addy T. Baddy' ' Ross K. Foad' ' Peachy Prin...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>33509 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           title  release_date  \\\n",
       "0      The Witcher 3: Wild Hunt - Blood and Wine          2016   \n",
       "1                                 The Last of Us          2013   \n",
       "2                           God of War: Ragnarök          2022   \n",
       "3                         Red Dead Redemption II          2018   \n",
       "4                       The Witcher 3: Wild Hunt          2015   \n",
       "...                                          ...           ...   \n",
       "33504                         Through the Winter          2023   \n",
       "33505      Atari 50: The Anniversary Celebration          2022   \n",
       "33506                      Yars Revenge Enhanced          2022   \n",
       "33507                                Our Summers          2022   \n",
       "33508        The Banana Splits: Serial Silliness          2021   \n",
       "\n",
       "      maturity_rating                                   genre  rating  \\\n",
       "0                   M        ['Action' ' Adventure' ' Drama']     9.8   \n",
       "1                   M        ['Action' ' Adventure' ' Drama']     9.7   \n",
       "2                   M        ['Action' ' Adventure' ' Drama']     9.7   \n",
       "3                   M        ['Action' ' Adventure' ' Crime']     9.7   \n",
       "4                   M        ['Action' ' Adventure' ' Drama']     9.7   \n",
       "...               ...                                     ...     ...   \n",
       "33504             NaN                                     NaN     0.0   \n",
       "33505             NaN  ['Documentary' ' Action' ' Adventure']     0.0   \n",
       "33506             NaN         ['Action' ' Fantasy' ' Sci-Fi']     0.0   \n",
       "33507             NaN                                 Romance     0.0   \n",
       "33508             NaN                                  Horror     0.0   \n",
       "\n",
       "                                 directors  \\\n",
       "0                 ['Konrad Tomaszkiewicz']   \n",
       "1      ['Neil Druckmann' ' Bruce Straley']   \n",
       "2                        ['Eric Williams']   \n",
       "3                                      NaN   \n",
       "4                 ['Konrad Tomaszkiewicz']   \n",
       "...                                    ...   \n",
       "33504                    ['Michael Smith']   \n",
       "33505                                  NaN   \n",
       "33506                                  NaN   \n",
       "33507                             ['Wavi']   \n",
       "33508                    ['Fazie Funbear']   \n",
       "\n",
       "                                                   stars  votes  \n",
       "0      ['Doug Cockle' ' MyAnna Buring' ' Antonia Bern...   8795  \n",
       "1      ['Troy Baker' ' Ashley Johnson' ' Hana Hayes' ...  69017  \n",
       "2      ['Christopher Judge' ' Sunny Suljic' ' Daniell...  11569  \n",
       "3      ['Benjamin Byron Davis' ' Roger Clark' ' Rob W...  42853  \n",
       "4      ['Doug Cockle' ' Denise Gough' ' Jo Wyatt' ' J...  29120  \n",
       "...                                                  ...    ...  \n",
       "33504  ['Rita Amparita' ' Hannah Beard' ' Xander M Gr...      0  \n",
       "33505     ['Al Alcorn' ' Nolan Bushnell' ' David Crane']      0  \n",
       "33506                                                NaN      0  \n",
       "33507                                  ['Reece Bridger']      0  \n",
       "33508  ['Addy T. Baddy' ' Ross K. Foad' ' Peachy Prin...      0  \n",
       "\n",
       "[33509 rows x 8 columns]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#after cleaning releaseDate\n",
    "df1 = pd.read_csv(\"CSVs/3) releaseDateCleaned.csv\")\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "9114d703",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length: 282\n",
      "\n",
      "[['14427' 'Beyond Good & Evil 2']\n",
      " ['14466' 'Hellraid']\n",
      " ['14483' 'Prince of Persia: The Sands of Time Remake']\n",
      " ['14504' 'Judas']\n",
      " ['14511' 'Ascension Chronicles: Spheres of Influence']\n",
      " ['14533' 'MegaRace: DeathMatch']\n",
      " ['14748' 'I Married a Monster on a Hill']\n",
      " ['14756' \"Assassin's Creed: Codename Red\"]\n",
      " ['14783' 'EXP: War Trauma']\n",
      " ['14826' \"Camp's Not Dead\"]\n",
      " ['14848' 'The Witcher Remake']\n",
      " ['14939' 'Little Devil Inside']\n",
      " ['15176' 'EyesOnly - TopSecret']\n",
      " ['15380' 'Doragonbôru Z: Sparking! 4']\n",
      " ['15414' 'Avowed']\n",
      " ['15488' 'Text Me Back']\n",
      " ['15519' 'Echoes of the End']\n",
      " ['15603' 'Doomsday Paradise']\n",
      " ['15635' 'Fiona Frightening and the Wicked Wardrobe']\n",
      " ['15763' 'Fuzzy Gets a House']\n",
      " ['15787' 'Enenra']\n",
      " ['15820' 'Where Winds Meet']\n",
      " ['15853' 'PixelWave Island']\n",
      " ['15874' 'Quest Failed - Chapter Two']\n",
      " ['15890' 'Midautumn']\n",
      " ['15933' 'My Eyes on You']\n",
      " ['15945' 'Rat Race']\n",
      " ['15953' 'Last Days of Snow']\n",
      " ['16256' 'Brassheart']\n",
      " ['16348'\n",
      "  \"Jamjam'n Jelly - The nonsensical, high tactical, 110% cute em up.\"]\n",
      " ['16515' 'Liquidation - Echoes of the Past']\n",
      " ['16518' 'LunHour']\n",
      " ['16584' 'Off the Grid: Bad Dream']\n",
      " ['16618' 'Faceless']\n",
      " ['16627' 'Synduality']\n",
      " ['16816' 'Crimson Sunrise']\n",
      " ['16875' 'Thirsty Suitors']\n",
      " ['16947' 'Sky of Tides']\n",
      " ['16969' 'VanillaBeast: Retro Knock-Out!']\n",
      " ['17125' 'Atrocity: Field of Hands']\n",
      " ['17159' \"Norse Noir: Loki's Exile, Chapter I\"]\n",
      " ['17267' 'Fable Hills: Guardian Adventures']\n",
      " ['17336' 'WinterOver']\n",
      " ['17500' 'Spring Breeze']\n",
      " ['17529' 'Different Galaxy']\n",
      " ['17593' 'Midli']\n",
      " ['17911' 'Danger Track']\n",
      " ['18348' 'Word Builder']\n",
      " ['18460' 'Half-Life: Remnants']\n",
      " ['18513' 'Skullstone']\n",
      " ['18523' 'Pigeon Simulator']\n",
      " ['18525' 'Bingo Time']\n",
      " ['18578' 'Hearts of Violet']\n",
      " ['18629' 'Fear Interactive: Deadwood']\n",
      " ['18822' 'Where Winter Crows Go']\n",
      " ['18874' 'Blight: The Stillman Legacy']\n",
      " ['18968' 'Meister High']\n",
      " ['19141' 'Ivy Likes Stories']\n",
      " ['19370' 'Astral Hound']\n",
      " ['19482' 'Adventure Thru 8-Bit Land']\n",
      " ['19501' 'Tangible Utopias']\n",
      " ['19536' 'Super Quadruple Dominos']\n",
      " ['19545' 'Wheetago War VR']\n",
      " ['19920' 'Death Cycle: Xbox 360']\n",
      " ['19935' 'PsychoDive']\n",
      " ['20116' 'My Dear Delirium']\n",
      " ['20235' 'Scuffle Royale']\n",
      " ['20277' 'Ondadaad']\n",
      " ['20333' 'Project Tingler']\n",
      " ['20386' 'Wayholm']\n",
      " ['20423' \"An Otaku's Guide to Santa's Reindeer\"]\n",
      " ['20453' 'The Silver Lining: Episode 5 - A Thousand Times Goodnight']\n",
      " ['20634' 'Microcandy']\n",
      " ['20711' 'Tornuktu']\n",
      " ['20723' 'Live on: The Astray Message']\n",
      " ['20736' 'Noraut Deluxe Poker']\n",
      " ['20796' 'The Trillium Horrors: Frostbitten']\n",
      " ['20818' 'Malzak']\n",
      " ['20825' 'Aeryn: Nightmares of Fau']\n",
      " ['20833' 'Deception of My Mind']\n",
      " ['20978' 'Billy Saves the World']\n",
      " ['20991' 'The Vortex Adventures']\n",
      " ['21009' 'The Alone']\n",
      " ['21052' 'Death Cycle: Xbox 360']\n",
      " ['21055' 'Samurai Unicorn']\n",
      " ['21061' 'Draw Poker Superstar']\n",
      " ['21072' 'Glory']\n",
      " ['21095' 'Atmorria: The Book of Dev']\n",
      " ['21100' 'Sinister Within']\n",
      " ['21112' 'Masternever and the Flow of Death']\n",
      " ['21129' 'WordTrap Dungeon']\n",
      " ['21259' 'Umboo']\n",
      " ['21349' 'Justice in Unity: Redux']\n",
      " ['21415' 'Renovatio']\n",
      " ['21429' 'Bearwood Park']\n",
      " ['21434' 'Kingdom Kitty']\n",
      " ['21600' 'Orbisia']\n",
      " ['21710' '3-4-5 Bingo']\n",
      " ['21754' 'Cherry Bonus II']\n",
      " ['22007' 'UBI Cocktail Table']\n",
      " ['22031' 'Double Joker Poker']\n",
      " ['22039' 'Nasal & Co.']\n",
      " ['22050' 'Hi-Lo 8 Lines']\n",
      " ['22167' 'Badge']\n",
      " ['22304' 'High Score']\n",
      " ['22311' 'Total Rendition']\n",
      " ['22474' 'Fruity Pebbles Beach Break']\n",
      " ['22508' 'Hank Drowning on Dry Land']\n",
      " ['22565' 'Planetaria Concursus']\n",
      " ['22596' 'Math Flashcards']\n",
      " ['22714' 'Cherry Chance']\n",
      " ['23101' 'Joker Poker']\n",
      " ['23129' 'Fun World Quiz']\n",
      " ['23158' '7 e mezzo']\n",
      " ['23191' 'Pro Soccer - Pro Tennis']\n",
      " ['23202' 'The Great Outdoors']\n",
      " ['23209' 'Gates of Mirnah']\n",
      " ['23404' 'NarKarma EngineA']\n",
      " ['23523' 'The Shadow Clubs']\n",
      " ['23561' 'Pilgrimage-Shinshin Dojo']\n",
      " ['23722' 'Treasurenauts']\n",
      " ['23799' 'Fourcourt - TV Halgame']\n",
      " ['23874' 'Truco-Tron']\n",
      " ['23875' 'Frozen Colony']\n",
      " ['23888' 'Brink Universe Unlimited: Supernovaman']\n",
      " ['23923' 'Sirius']\n",
      " ['24016' 'Ready to Run']\n",
      " ['24031' 'Istrebiteli']\n",
      " ['24106' 'Mahjong Club']\n",
      " ['24155' 'Hexian X']\n",
      " ['24167' 'Brain Quest: Multimedia - Grades 2 & 3']\n",
      " ['24219' 'Draw Poker Hi-Lo']\n",
      " ['24294' 'Perxor']\n",
      " ['24309' 'Dillingham']\n",
      " ['24337' 'Sacred Earth - Reverie']\n",
      " ['24417' 'Crosscraft and the Overcraft']\n",
      " ['24441' 'House Flipper - Farm DLC']\n",
      " ['24499' 'Eclipse: Both Sides of the Moon']\n",
      " ['24510' 'Koisuru ryuuousama']\n",
      " ['24555' 'Retro Rockets']\n",
      " ['24619' 'Fun Casino II']\n",
      " ['24666' \"Mira's Tale\"]\n",
      " ['24740' 'Mamma VR']\n",
      " ['24744' 'Project Roo']\n",
      " ['24788' \"Waluigi's Warehouse\"]\n",
      " ['24821' 'Fragile Fighter']\n",
      " ['24830' 'Odonis Orphane']\n",
      " ['25153' 'Lorne']\n",
      " ['25172' 'Quiz Me on Drugs']\n",
      " ['25321' 'Gorebreaker']\n",
      " ['25358' 'Hiboka']\n",
      " ['25484' \"A Rocket's Intensity\"]\n",
      " ['25633' \"Drew's Deuces Wild\"]\n",
      " ['25894' 'Samer Hills']\n",
      " ['26192' 'Glowood']\n",
      " ['26217' 'Powerful the Game Episode 1']\n",
      " ['26279' 'Theme Park & Resorts Inspiration Series']\n",
      " ['26384' 'Vex-Ward (Mod)']\n",
      " ['26403' 'Amnesia: Fear in Hands']\n",
      " ['26440' 'Nasal']\n",
      " ['26513' 'Royal Derby']\n",
      " ['26519' \"She's (Kuntilanak)\"]\n",
      " ['26638' 'A Piano Tale']\n",
      " ['26659' 'AceSpeeder!']\n",
      " ['26688' 'Love, Ghostie']\n",
      " ['26701' 'Long Ago in the Near Future']\n",
      " ['26771' 'Joker Poker 54']\n",
      " ['26804' 'The Black Wedding']\n",
      " ['26941' 'Paddle Derby']\n",
      " ['27019' 'Tri-City RP']\n",
      " ['27077' 'Age of Aincrad']\n",
      " ['27099' 'Fighting Boxer']\n",
      " ['27189' 'Apophis (Corrupt Yourself)']\n",
      " ['27229' 'Skill Stop']\n",
      " ['27314' 'The Yakyuuken Part 3']\n",
      " ['27362' 'Eeekk!']\n",
      " ['27492' 'DropCore']\n",
      " ['27524' 'The Night He Came Home']\n",
      " ['27558' 'Once Human']\n",
      " ['27608' 'Kot-rybolov']\n",
      " ['27625' 'Katyusha']\n",
      " ['27686' 'Farhangeirani']\n",
      " ['27718' 'Ombudsman']\n",
      " ['27736' 'Fruity Pebbles Spy Caper']\n",
      " ['27804' 'Sebring']\n",
      " ['27883' 'Starship Simulator']\n",
      " ['27890' 'S.T.A.R.S. Delta Lift Off']\n",
      " ['27978' 'M']\n",
      " ['28004' 'Contraband']\n",
      " ['28165' 'Robot: Colony 25']\n",
      " ['28298' 'Camera 6']\n",
      " ['28356' 'EverQuest Next']\n",
      " ['28442' 'Recovered Operations']\n",
      " ['28472' 'Without Memory']\n",
      " ['28549' 'Planet Michael']\n",
      " ['28597' 'Sensiz Olamam']\n",
      " ['28621' 'Picalette']\n",
      " ['28721' 'Wild Double Up II']\n",
      " ['28794' 'Flipped - The Game']\n",
      " ['28965' 'Kotigoroshko']\n",
      " ['28976' 'Fun-Joke']\n",
      " ['29035' 'Marooned']\n",
      " ['29109' 'Starlite: Defender of Justice']\n",
      " ['29138' 'Major Poker']\n",
      " ['29159' \"Little Magic Books: Knock, Knock! Who's on My Block?\"]\n",
      " ['29215' 'T.V. 5-Card Poker']\n",
      " ['29217' 'Into Sominia: A Project']\n",
      " ['29228' 'AceSpeeder3']\n",
      " ['29246' 'Ostrov drakona']\n",
      " ['29269' 'The Projects']\n",
      " ['29423' 'Fish Cymophis']\n",
      " ['29439' 'Exava']\n",
      " ['29539' 'Dynamic-Dice']\n",
      " ['29583' 'VHi Draw Poker']\n",
      " ['29767' 'Operation Stabilization: Revived']\n",
      " ['30022' 'Astropal']\n",
      " ['30054' 'Vidar: The RPG Where Everyone Dies']\n",
      " ['30101' 'Super Bonus Deluxe']\n",
      " ['30205' 'Penny Blood']\n",
      " ['30248' 'Tennis']\n",
      " ['30284' 'Romar Triv']\n",
      " ['30306' 'Snapped']\n",
      " ['30312' 'Lucky 8']\n",
      " ['30315' 'Asterion']\n",
      " ['30337' 'Telekick']\n",
      " ['30342' 'Wham Bam + 2']\n",
      " ['30389' 'AceSpeeder2']\n",
      " ['30457' 'Reading']\n",
      " ['30539' 'Squidy and Em Roblox Adventures']\n",
      " ['30542' 'Viking HIIT VR Experience']\n",
      " ['30608' 'A Little Less Desperation']\n",
      " ['30690' 'Special Break']\n",
      " ['30744' 'Zvezdnyi rytsar']\n",
      " ['30800' 'Natsu Shojo']\n",
      " ['30906' 'Exanimate Sea']\n",
      " ['30934' 'Iris Burning']\n",
      " ['31134' 'Bank Robbers by Impostered Legends']\n",
      " ['31277' 'Death of Rose']\n",
      " ['31283' 'Royal Poker']\n",
      " ['31338' 'Le Grand Champs']\n",
      " ['31347' 'Spell It 2']\n",
      " ['31406' 'Jacks a Pair']\n",
      " ['31428' 'Avtogonki']\n",
      " ['31505' 'Bao-Diversity']\n",
      " ['31512' 'U55: End of the Line']\n",
      " ['31516' 'Lucky 8 Lines']\n",
      " ['31584' 'Dead Life Necrodevils']\n",
      " ['31633' 'Video Gold']\n",
      " ['31648' \"Kyle Rittenhouse's Turkey Shoot\"]\n",
      " ['31683' 'Bust My Balloons']\n",
      " ['31910' 'Coreborn: Nations of the Ultracore']\n",
      " ['31935' 'White Heaven']\n",
      " ['31967' 'The Princess and the Paintbrush']\n",
      " ['32012' 'Table Tennis II']\n",
      " ['32015' 'Neolithic']\n",
      " ['32036' 'The Baptized']\n",
      " ['32049' 'Young Johnathon']\n",
      " ['32088' 'Wayward Rose']\n",
      " ['32128' 'Bump']\n",
      " ['32155' 'Triagat']\n",
      " ['32222' 'Adventure']\n",
      " ['32355' \"Peblo's Pixel Paradise\"]\n",
      " ['32383' 'Cairo: Building Humanity']\n",
      " ['32509' 'Shadow Dreams: The Last Thought of Hope']\n",
      " ['32555' 'Swapette']\n",
      " ['32588' 'Uta no purinsusama: Dolce Vita']\n",
      " ['32672' 'Neon Sword']\n",
      " ['32696' 'Black 21 Jack']\n",
      " ['32757' 'Androcks: Virtual Start Back']\n",
      " ['32774' 'Agents of S.H.E.L.L.']\n",
      " ['32860' 'Speak Easy Draw Poker']\n",
      " ['32928' 'The Alters']\n",
      " ['32951' 'June Funkin']\n",
      " ['33004' 'Knock-Ball']\n",
      " ['33055' 'Jayanta Ghadei']\n",
      " ['33086' 'In Lukewarm Blood']\n",
      " ['33170'\n",
      "  'The Louisa Williamson Hutchison Collection: ULV Cultural & Natural History Collections']\n",
      " ['33203' 'Prisionero de Oubliette (Realidad Virtual)']\n",
      " ['33330' 'Dead on Arrival']\n",
      " ['33332' 'Jacks or Better']\n",
      " ['33364' 'The Chase']\n",
      " ['33437' 'Never Say Die']]\n"
     ]
    }
   ],
   "source": [
    "#Check what data is still wrong\n",
    "\n",
    "#gets index of wrong date data\n",
    "wrong_date_index = np.array(list(df1.index[df1[\"release_date\"] == 0]))\n",
    "#gets title of wrong date data\n",
    "wrong_date_title = np.array(list(df1[\"title\"].loc[df1[\"release_date\"] == 0]))\n",
    "\n",
    "#puts index besides the name of game\n",
    "wrong_data_combined = np.stack((wrong_date_index, wrong_date_title), axis=1)\n",
    "\n",
    "print(f\"Length: {len(wrong_data_combined)}\")\n",
    "print()\n",
    "print(wrong_data_combined)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc61cc68",
   "metadata": {},
   "source": [
    "<b> Cleans the release_date data using Steam and validates it compare it to the data collected from google"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "dbefacce",
   "metadata": {},
   "outputs": [],
   "source": [
    "#going to open the unclean date CSV file to find all the data that was wrong again\n",
    "df1 = pd.read_csv(\"CSVs/2) titleCleaned.csv\")\n",
    "#going to open the mostly cleaned CSV file, and going to compare the Google collected data with the Steam collected data\n",
    "googled_df = pd.read_csv(\"CSVs/3) releaseDateCleaned.csv\")\n",
    "\n",
    "#this will be the dataframe that has the compared data of the Steam and Google Dataframes\n",
    "final_df = googled_df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d645f901",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length: 612\n",
      "\n",
      "[['4169' 'Total War: Three Kingdoms']\n",
      " ['5151' 'Deliver Us the Moon']\n",
      " ['5638' 'Super Street Fighter IV: 3D Edition']\n",
      " ...\n",
      " ['33419' 'Ion']\n",
      " ['33437' 'Never Say Die']\n",
      " ['33498' \"Devil's Liminal\"]]\n"
     ]
    }
   ],
   "source": [
    "#gets index of wrong date data\n",
    "wrong_date_index = np.array(list(df1.index[df1[\"release_date\"] == 0]))\n",
    "#gets title of wrong date data\n",
    "wrong_date_title = np.array(list(df1[\"title\"].loc[df1[\"release_date\"] == 0]))\n",
    "\n",
    "#puts index besides the name of game\n",
    "wrong_data_combined = np.stack((wrong_date_index, wrong_date_title), axis=1)\n",
    "\n",
    "print(f\"Length: {len(wrong_data_combined)}\")\n",
    "print()\n",
    "print(wrong_data_combined)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "a8a6a4af",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Same Year\n",
      "Steam: 2019\n",
      "Google: 2019\n",
      "STEAM: Total War: THREE KINGDOMS\n",
      "Google: Total War: Three Kingdoms\n",
      "https://store.steampowered.com/search/?term=Total War: Three Kingdoms\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2019\n",
      "Google: 2018\n",
      "STEAM: Deliver Us The Moon\n",
      "Google: Deliver Us the Moon\n",
      "https://store.steampowered.com/search/?term=Deliver Us the Moon\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_20788/1684921153.py:50: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  final_df[\"release_date\"].iloc[int_index] = game_year[0]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "not same game\n",
      "STEAM: Ultra Street Fighter IV\n",
      "Google: Super Street Fighter IV: 3D Edition\n",
      "https://store.steampowered.com/search/?term=Super Street Fighter IV: 3D Edition\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Jurassic World Evolution: Jurassic Park Edition\n",
      "Google: Jurassic Park\n",
      "https://store.steampowered.com/search/?term=Jurassic Park\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: War Thunder - British Starter Pack\n",
      "Google: Squadron 42\n",
      "https://store.steampowered.com/search/?term=Squadron 42\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: War Thunder - British Starter Pack\n",
      "Google: Cyberpunk 2077 - Phantom Liberty\n",
      "https://store.steampowered.com/search/?term=Cyberpunk 2077 - Phantom Liberty\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: The Lord of the Rings: Gollum\n",
      "Google: The Lord of the Rings: Gollum\n",
      "https://store.steampowered.com/search/?term=The Lord of the Rings: Gollum\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Citizen Sleeper\n",
      "Google: Star Citizen\n",
      "https://store.steampowered.com/search/?term=Star Citizen\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Two Point Hospital: Off the Grid\n",
      "Google: Off the Grid\n",
      "https://store.steampowered.com/search/?term=Off the Grid\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Nickelodeon All-Star Brawl - Jenny Brawler Pack\n",
      "Google: Joyride Universe\n",
      "https://store.steampowered.com/search/?term=Joyride Universe\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: SILENT HILL 2\n",
      "Google: Silent Hill 2\n",
      "https://store.steampowered.com/search/?term=Silent Hill 2\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Hearts of Iron IV: Ultimate Bundle\n",
      "Google: Kingdom Hearts IV\n",
      "https://store.steampowered.com/search/?term=Kingdom Hearts IV\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: STAR WARS: The Force Unleashed II\n",
      "Google: Star Wars: Eclipse\n",
      "https://store.steampowered.com/search/?term=Star Wars: Eclipse\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Beyond Good and Evil\n",
      "Google: Beyond Good & Evil 2\n",
      "https://store.steampowered.com/search/?term=Beyond Good & Evil 2\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2021\n",
      "Google: 2022\n",
      "STEAM: Godkiller\n",
      "Google: Godkiller\n",
      "https://store.steampowered.com/search/?term=Godkiller\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: STAR WARS: The Old Republic\n",
      "Google: Star Wars: Knights of the Old Republic Remake\n",
      "https://store.steampowered.com/search/?term=Star Wars: Knights of the Old Republic Remake\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Delude - Succubus Prison\n",
      "Google: Hellblade 2: Senua's Saga\n",
      "https://store.steampowered.com/search/?term=Hellblade 2: Senua's Saga\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Delude - Succubus Prison\n",
      "Google: Sugary Spire\n",
      "https://store.steampowered.com/search/?term=Sugary Spire\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: HOT WHEELS - Wonder Woman\n",
      "Google: Wonder Woman\n",
      "https://store.steampowered.com/search/?term=Wonder Woman\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: My Friendly Neighborhood\n",
      "Google: My Friendly Neighborhood\n",
      "https://store.steampowered.com/search/?term=My Friendly Neighborhood\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Dying Light - Hellraid\n",
      "Google: Hellraid\n",
      "https://store.steampowered.com/search/?term=Hellraid\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Stray Gods: The Roleplaying Musical\n",
      "Google: Stray Gods\n",
      "https://store.steampowered.com/search/?term=Stray Gods\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Prince of Persia: The Sands of Time\n",
      "Google: Prince of Persia: The Sands of Time Remake\n",
      "https://store.steampowered.com/search/?term=Prince of Persia: The Sands of Time Remake\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Billie Bust Up\n",
      "Google: Billie Bust Up\n",
      "https://store.steampowered.com/search/?term=Billie Bust Up\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Judas\n",
      "Google: Judas\n",
      "https://store.steampowered.com/search/?term=Judas\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Axis Unseen\n",
      "Google: Metroid Prime 4\n",
      "https://store.steampowered.com/search/?term=Metroid Prime 4\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Night Stalkers\n",
      "Google: Shadow Stalkers\n",
      "https://store.steampowered.com/search/?term=Shadow Stalkers\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Death Rally\n",
      "Google: Max Payne Remake\n",
      "https://store.steampowered.com/search/?term=Max Payne Remake\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: RPG Maker MV - MADO\n",
      "Google: Project 007\n",
      "https://store.steampowered.com/search/?term=Project 007\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: NOBUNAGA'S AMBITION: Sphere of Influence\n",
      "Google: Ascension Chronicles: Spheres of Influence\n",
      "https://store.steampowered.com/search/?term=Ascension Chronicles: Spheres of Influence\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: BioShock Remastered\n",
      "Google: BioShock 4\n",
      "https://store.steampowered.com/search/?term=BioShock 4\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: ENA: Dream BBQ\n",
      "Google: ENA: Dream BBQ\n",
      "https://store.steampowered.com/search/?term=ENA: Dream BBQ\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: ENA: Dream BBQ\n",
      "Google: MegaRace: DeathMatch\n",
      "https://store.steampowered.com/search/?term=MegaRace: DeathMatch\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Hades II\n",
      "Google: Hades II\n",
      "https://store.steampowered.com/search/?term=Hades II\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Hades II\n",
      "Google: Polladha Ulagil Bayangara Game\n",
      "https://store.steampowered.com/search/?term=Polladha Ulagil Bayangara Game\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: MARVEL Puzzle Quest\n",
      "Google: Captain America and Black Panther\n",
      "https://store.steampowered.com/search/?term=Captain America and Black Panther\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Cities: Skylines II\n",
      "Google: Cities: Skylines 2\n",
      "https://store.steampowered.com/search/?term=Cities: Skylines 2\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Spells & Secrets\n",
      "Google: DokeV\n",
      "https://store.steampowered.com/search/?term=DokeV\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fallout 4\n",
      "Google: Fallout 4: Capital Wasteland\n",
      "https://store.steampowered.com/search/?term=Fallout 4: Capital Wasteland\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Hellboy Web of Wyrd\n",
      "Google: Hellboy: Web of Wyrd\n",
      "https://store.steampowered.com/search/?term=Hellboy: Web of Wyrd\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Operation: Black Mesa\n",
      "Google: Black Mesa: Blue Shift\n",
      "https://store.steampowered.com/search/?term=Black Mesa: Blue Shift\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fable Anniversary\n",
      "Google: Fable\n",
      "https://store.steampowered.com/search/?term=Fable\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Dead Dreams\n",
      "Google: Silent Hill f\n",
      "https://store.steampowered.com/search/?term=Silent Hill f\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: DomiCard\n",
      "Google: Domi Online\n",
      "https://store.steampowered.com/search/?term=Domi Online\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Destiny 2\n",
      "Google: Star Guardians\n",
      "https://store.steampowered.com/search/?term=Star Guardians\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Ratten Reich\n",
      "Google: Ratten Reich\n",
      "https://store.steampowered.com/search/?term=Ratten Reich\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Ratten Reich\n",
      "Google: Scalebound\n",
      "https://store.steampowered.com/search/?term=Scalebound\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No Game Found\n",
      "STEAM: Ratten Reich\n",
      "Google: DNF2001 Restoration Project\n",
      "https://store.steampowered.com/search/?term=DNF2001 Restoration Project\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Ratten Reich\n",
      "Google: I Married a Monster on a Hill\n",
      "https://store.steampowered.com/search/?term=I Married a Monster on a Hill\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Assassin’s Creed Chronicles: China\n",
      "Google: Assassin's Creed: Codename Red\n",
      "https://store.steampowered.com/search/?term=Assassin's Creed: Codename Red\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: EXP: War Trauma\n",
      "Google: EXP: War Trauma\n",
      "https://store.steampowered.com/search/?term=EXP: War Trauma\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Interfectorem\n",
      "Google: Camp's Not Dead\n",
      "https://store.steampowered.com/search/?term=Camp's Not Dead\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Orchard of Stray Sheep\n",
      "Google: Project: Eden's Garden\n",
      "https://store.steampowered.com/search/?term=Project: Eden's Garden\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Orchard of Stray Sheep\n",
      "Google: The Witcher Remake\n",
      "https://store.steampowered.com/search/?term=The Witcher Remake\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Horror Story: Hallowseed\n",
      "Google: Horror Seducer\n",
      "https://store.steampowered.com/search/?term=Horror Seducer\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Horror Story: Hallowseed\n",
      "Google: Fallout 4: London\n",
      "https://store.steampowered.com/search/?term=Fallout 4: London\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Creativerse\n",
      "Google: Transformers: Reactivate\n",
      "https://store.steampowered.com/search/?term=Transformers: Reactivate\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Pamali: Indonesian Folklore Horror - The Little Devil\n",
      "Google: Little Devil Inside\n",
      "https://store.steampowered.com/search/?term=Little Devil Inside\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Total War: WARHAMMER II - Rise of the Tomb Kings\n",
      "Google: Black Sands: Legends of the Rift\n",
      "https://store.steampowered.com/search/?term=Black Sands: Legends of the Rift\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Total War: WARHAMMER II - Rise of the Tomb Kings\n",
      "Google: John Carter, Warlord of Mars\n",
      "https://store.steampowered.com/search/?term=John Carter, Warlord of Mars\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Edge of Twilight – Return To Glory\n",
      "Google: Edge of Twilight\n",
      "https://store.steampowered.com/search/?term=Edge of Twilight\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Vertigo 2\n",
      "\n",
      "VR Only\n",
      "Google: Vertigo 2\n",
      "https://store.steampowered.com/search/?term=Vertigo 2\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Vertigo 2\n",
      "\n",
      "VR Only\n",
      "Google: EyesOnly - TopSecret\n",
      "https://store.steampowered.com/search/?term=EyesOnly - TopSecret\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Vertigo 2\n",
      "\n",
      "VR Only\n",
      "Google: Demon Slayer: Blood-Stench Blade Royale\n",
      "https://store.steampowered.com/search/?term=Demon Slayer: Blood-Stench Blade Royale\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Project Three\n",
      "Google: Project Borealis\n",
      "https://store.steampowered.com/search/?term=Project Borealis\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Fallen Tear: The Ascension\n",
      "Google: Fallen Tear: The Ascension\n",
      "https://store.steampowered.com/search/?term=Fallen Tear: The Ascension\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: Shattered Heaven\n",
      "Google: Shattered Heaven\n",
      "https://store.steampowered.com/search/?term=Shattered Heaven\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fantasy Quest Solitaire\n",
      "Google: Assassin's Creed Codename Hexe\n",
      "https://store.steampowered.com/search/?term=Assassin's Creed Codename Hexe\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fantasy Quest Solitaire\n",
      "Google: Doragonbôru Z: Sparking! 4\n",
      "https://store.steampowered.com/search/?term=Doragonbôru Z: Sparking! 4\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: Kingsblood\n",
      "Google: Kingsblood\n",
      "https://store.steampowered.com/search/?term=Kingsblood\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Elden Gunfire 2\n",
      "Google: Avowed\n",
      "https://store.steampowered.com/search/?term=Avowed\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Visual Novel Maker - Japanese School Girls Vol.2\n",
      "Google: Bye Sweet Carole 2\n",
      "https://store.steampowered.com/search/?term=Bye Sweet Carole 2\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Visual Novel Maker - Japanese School Girls Vol.2\n",
      "Google: Granblue Fantasy: Relink\n",
      "https://store.steampowered.com/search/?term=Granblue Fantasy: Relink\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: [I] doesn't exist - a modern text adventure\n",
      "Google: Text Me Back\n",
      "https://store.steampowered.com/search/?term=Text Me Back\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Echoes of the Living\n",
      "Google: Echoes of the End\n",
      "https://store.steampowered.com/search/?term=Echoes of the End\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Ember Knights\n",
      "Google: Ember Sword\n",
      "https://store.steampowered.com/search/?term=Ember Sword\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: STORY OF SEASONS: A Wonderful Life\n",
      "Google: A life of consequence\n",
      "https://store.steampowered.com/search/?term=A life of consequence\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 0\n",
      "STEAM: Doomsday Paradise\n",
      "Google: Doomsday Paradise\n",
      "https://store.steampowered.com/search/?term=Doomsday Paradise\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Doomsday Paradise\n",
      "Google: Fiona Frightening and the Wicked Wardrobe\n",
      "https://store.steampowered.com/search/?term=Fiona Frightening and the Wicked Wardrobe\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: House Flipper\n",
      "Google: Fuzzy Gets a House\n",
      "https://store.steampowered.com/search/?term=Fuzzy Gets a House\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 2014\n",
      "STEAM: The Lords of the Fallen\n",
      "Google: The Lords of the Fallen\n",
      "https://store.steampowered.com/search/?term=The Lords of the Fallen\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: ENENRA\n",
      "Google: Enenra\n",
      "https://store.steampowered.com/search/?term=Enenra\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Breathless Winds Demo\n",
      "Google: Where Winds Meet\n",
      "https://store.steampowered.com/search/?term=Where Winds Meet\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Slave Zero X\n",
      "Google: Slave Zero X\n",
      "https://store.steampowered.com/search/?term=Slave Zero X\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: It Is A Good Knight To Die\n",
      "Google: Is it to late?\n",
      "https://store.steampowered.com/search/?term=Is it to late?\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: It Is A Good Knight To Die\n",
      "Google: PixelWave Island\n",
      "https://store.steampowered.com/search/?term=PixelWave Island\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Hi-Fi RUSH\n",
      "Google: Rush Attack\n",
      "https://store.steampowered.com/search/?term=Rush Attack\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Hell Dungeons - The Lost Soul\n",
      "Google: Watch the Hell\n",
      "https://store.steampowered.com/search/?term=Watch the Hell\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Millennium 5 - The Battle of the Millennium\n",
      "Google: Quest Failed - Chapter Two\n",
      "https://store.steampowered.com/search/?term=Quest Failed - Chapter Two\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 0\n",
      "STEAM: Midautumn\n",
      "Google: Midautumn\n",
      "https://store.steampowered.com/search/?term=Midautumn\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2021\n",
      "Google: 2021\n",
      "STEAM: Sands of Aura\n",
      "Google: Sands of Aura\n",
      "https://store.steampowered.com/search/?term=Sands of Aura\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "not same game\n",
      "STEAM: My Eyes\n",
      "Google: My Eyes on You\n",
      "https://store.steampowered.com/search/?term=My Eyes on You\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Rat Racer\n",
      "Google: Rat Race\n",
      "https://store.steampowered.com/search/?term=Rat Race\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Six Days of Snow\n",
      "Google: Last Days of Snow\n",
      "https://store.steampowered.com/search/?term=Last Days of Snow\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Remothered: Tormented Fathers\n",
      "Google: Remothered: Chapter 3\n",
      "https://store.steampowered.com/search/?term=Remothered: Chapter 3\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2018\n",
      "Google: 2018\n",
      "STEAM: Crimson Keep\n",
      "Google: Crimson Keep\n",
      "https://store.steampowered.com/search/?term=Crimson Keep\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Eternights\n",
      "Google: Eternights\n",
      "https://store.steampowered.com/search/?term=Eternights\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Saints Row: Gat out of Hell\n",
      "Google: Syndicate of Souls\n",
      "https://store.steampowered.com/search/?term=Syndicate of Souls\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Lords of the Fallen\n",
      "Google: Assault Knights 2: Fallen Knight\n",
      "https://store.steampowered.com/search/?term=Assault Knights 2: Fallen Knight\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Stern Pinball Arcade: Last Action Hero\n",
      "Google: Last Action Hero\n",
      "https://store.steampowered.com/search/?term=Last Action Hero\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: King's Quest - Chapter 4: Snow Place Like Home\n",
      "Google: Fortnite: Chapter 4 Season 1\n",
      "https://store.steampowered.com/search/?term=Fortnite: Chapter 4 Season 1\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Heart of the House\n",
      "Google: The Haunting of Flavel House\n",
      "https://store.steampowered.com/search/?term=The Haunting of Flavel House\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fallout 76\n",
      "Google: Apocalyptic Dream\n",
      "https://store.steampowered.com/search/?term=Apocalyptic Dream\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Brassheart\n",
      "Google: Brassheart\n",
      "https://store.steampowered.com/search/?term=Brassheart\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: ROUTINE\n",
      "Google: Routine\n",
      "https://store.steampowered.com/search/?term=Routine\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Synth Riders: League of Legends - \"Legends Never Die\"\n",
      "Google: Legends Never Die\n",
      "https://store.steampowered.com/search/?term=Legends Never Die\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Synth Riders: League of Legends - \"Legends Never Die\"\n",
      "Google: Jamjam'n Jelly - The nonsensical, high tactical, 110% cute em up.\n",
      "https://store.steampowered.com/search/?term=Jamjam'n Jelly - The nonsensical, high tactical, 110% cute em up.\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Yakuza: Like a Dragon\n",
      "Google: Ryû ga gotoku 8\n",
      "https://store.steampowered.com/search/?term=Ryû ga gotoku 8\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2024\n",
      "Google: 2024\n",
      "STEAM: I Just Want to be Single!!\n",
      "Google: I Just Want to be Single!!\n",
      "https://store.steampowered.com/search/?term=I Just Want to be Single!!\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Infected: Zombie Apocalypse Survival Story\n",
      "Google: The Shelter: A Survival Story\n",
      "https://store.steampowered.com/search/?term=The Shelter: A Survival Story\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Infected: Zombie Apocalypse Survival Story\n",
      "Google: Infinity Nikki\n",
      "https://store.steampowered.com/search/?term=Infinity Nikki\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Infected: Zombie Apocalypse Survival Story\n",
      "Google: Silent Hill: Townfall\n",
      "https://store.steampowered.com/search/?term=Silent Hill: Townfall\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Infected: Zombie Apocalypse Survival Story\n",
      "Google: Liquidation - Echoes of the Past\n",
      "https://store.steampowered.com/search/?term=Liquidation - Echoes of the Past\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Infected: Zombie Apocalypse Survival Story\n",
      "Google: LunHour\n",
      "https://store.steampowered.com/search/?term=LunHour\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Detour Bus\n",
      "\n",
      "VR Only\n",
      "Google: Detour Bus\n",
      "https://store.steampowered.com/search/?term=Detour Bus\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Tales of the Elements - Complete\n",
      "Google: Tales of the Rays: Recollection\n",
      "https://store.steampowered.com/search/?term=Tales of the Rays: Recollection\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Solomon Division\n",
      "Google: Solomon's Demons\n",
      "https://store.steampowered.com/search/?term=Solomon's Demons\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Alien Cube\n",
      "Google: Off the Grid: Bad Dream\n",
      "https://store.steampowered.com/search/?term=Off the Grid: Bad Dream\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Faceless\n",
      "Google: Faceless\n",
      "https://store.steampowered.com/search/?term=Faceless\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: REPLACED\n",
      "Google: Replaced\n",
      "https://store.steampowered.com/search/?term=Replaced\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: REPLACED\n",
      "Google: Synduality\n",
      "https://store.steampowered.com/search/?term=Synduality\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Armored Firestorm\n",
      "Google: Firestorm\n",
      "https://store.steampowered.com/search/?term=Firestorm\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 1994\n",
      "STEAM: Dracula\n",
      "Google: Dracula\n",
      "https://store.steampowered.com/search/?term=Dracula\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: NeuroNet: Mendax Proxy\n",
      "Google: NeuroNet: Mendax Proxy\n",
      "https://store.steampowered.com/search/?term=NeuroNet: Mendax Proxy\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: NeuroNet: Mendax Proxy\n",
      "Google: Fear Effect Reinvented\n",
      "https://store.steampowered.com/search/?term=Fear Effect Reinvented\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Session: Skate Sim\n",
      "Google: Skate\n",
      "https://store.steampowered.com/search/?term=Skate\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Primal Carnage: Extinction - Prehistoric Legacy DLC\n",
      "Google: Crimson Sunrise\n",
      "https://store.steampowered.com/search/?term=Crimson Sunrise\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Primordials Legends: Hollow Hero\n",
      "Google: Primordials Legends: Hollow Hero\n",
      "https://store.steampowered.com/search/?term=Primordials Legends: Hollow Hero\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: ANTONBLAST\n",
      "Google: Antonblast\n",
      "https://store.steampowered.com/search/?term=Antonblast\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: ANTONBLAST\n",
      "Google: Allison Road\n",
      "https://store.steampowered.com/search/?term=Allison Road\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Thirsty Suitors\n",
      "Google: Thirsty Suitors\n",
      "https://store.steampowered.com/search/?term=Thirsty Suitors\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Sons Of The Forest\n",
      "Google: Wonderbox: The Adventure Maker\n",
      "https://store.steampowered.com/search/?term=Wonderbox: The Adventure Maker\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: Level Zero\n",
      "Google: Level Zero\n",
      "https://store.steampowered.com/search/?term=Level Zero\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 0\n",
      "STEAM: Sky of Tides\n",
      "Google: Sky of Tides\n",
      "https://store.steampowered.com/search/?term=Sky of Tides\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 0\n",
      "STEAM: VanillaBeast: Retro Knock-Out!\n",
      "Google: VanillaBeast: Retro Knock-Out!\n",
      "https://store.steampowered.com/search/?term=VanillaBeast: Retro Knock-Out!\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Same Year\n",
      "Steam: 2021\n",
      "Google: 2021\n",
      "STEAM: Giants Uprising\n",
      "Google: Giants Uprising\n",
      "https://store.steampowered.com/search/?term=Giants Uprising\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Deep Rock Galactic\n",
      "Google: Deep Down\n",
      "https://store.steampowered.com/search/?term=Deep Down\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Disgaea 4 Complete+\n",
      "Google: Hades 9\n",
      "https://store.steampowered.com/search/?term=Hades 9\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Stormrite\n",
      "Google: Stormrite\n",
      "https://store.steampowered.com/search/?term=Stormrite\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Company of Heroes 3\n",
      "Google: Atrocity: Field of Hands\n",
      "https://store.steampowered.com/search/?term=Atrocity: Field of Hands\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: OneShot\n",
      "Google: Shot One\n",
      "https://store.steampowered.com/search/?term=Shot One\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: OneShot\n",
      "Google: Norse Noir: Loki's Exile, Chapter I\n",
      "https://store.steampowered.com/search/?term=Norse Noir: Loki's Exile, Chapter I\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Christmas Fables: Holiday Guardians DLC\n",
      "Google: Fable Hills: Guardian Adventures\n",
      "https://store.steampowered.com/search/?term=Fable Hills: Guardian Adventures\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: HIVESWAP: ACT 1\n",
      "Google: Hauntswitch\n",
      "https://store.steampowered.com/search/?term=Hauntswitch\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: WILD HEARTS\n",
      "Google: Wild\n",
      "https://store.steampowered.com/search/?term=Wild\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: WILD HEARTS\n",
      "Google: WinterOver\n",
      "https://store.steampowered.com/search/?term=WinterOver\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Exogenesis ~Perils of Rebirth~\n",
      "Google: Exogenesis: Perils of Rebirth\n",
      "https://store.steampowered.com/search/?term=Exogenesis: Perils of Rebirth\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Annie and the AI\n",
      "Google: Annie and the AI\n",
      "https://store.steampowered.com/search/?term=Annie and the AI\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Annie and the AI\n",
      "Google: SNAGGEMON - A Grunt Dating Sim\n",
      "https://store.steampowered.com/search/?term=SNAGGEMON - A Grunt Dating Sim\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Annie and the AI\n",
      "Google: Nimloth\n",
      "https://store.steampowered.com/search/?term=Nimloth\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Project: Gorgon\n",
      "Google: Project Re Fantasy\n",
      "https://store.steampowered.com/search/?term=Project Re Fantasy\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: World Turtles\n",
      "Google: World Turtles\n",
      "https://store.steampowered.com/search/?term=World Turtles\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: 春风 | Spring Breeze\n",
      "Google: Spring Breeze\n",
      "https://store.steampowered.com/search/?term=Spring Breeze\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Garden Galaxy\n",
      "Google: Different Galaxy\n",
      "https://store.steampowered.com/search/?term=Different Galaxy\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: Last Christmas\n",
      "Google: Last Christmas\n",
      "https://store.steampowered.com/search/?term=Last Christmas\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Peculiar Tales of Mid-Lake Pavilion\n",
      "Google: Midli\n",
      "https://store.steampowered.com/search/?term=Midli\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: SpongeBob SquarePants: Battle for Bikini Bottom - Rehydrated\n",
      "Google: 4 Square\n",
      "https://store.steampowered.com/search/?term=4 Square\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: SpongeBob SquarePants: Battle for Bikini Bottom - Rehydrated\n",
      "Google: Assassin's Creed Codename Jade\n",
      "https://store.steampowered.com/search/?term=Assassin's Creed Codename Jade\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Warriors of the North Supporter Edition\n",
      "Google: Beyond Skyrim: The New North\n",
      "https://store.steampowered.com/search/?term=Beyond Skyrim: The New North\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Warriors of the North Supporter Edition\n",
      "Google: Everwild\n",
      "https://store.steampowered.com/search/?term=Everwild\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Total War: WARHAMMER - Norsca\n",
      "Google: Just Cause: Mobile\n",
      "https://store.steampowered.com/search/?term=Just Cause: Mobile\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Total War: WARHAMMER - Norsca\n",
      "Google: Kingdom Hearts Missing-Link\n",
      "https://store.steampowered.com/search/?term=Kingdom Hearts Missing-Link\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Tom Clancy's Rainbow Six Siege\n",
      "Google: Danger Track\n",
      "https://store.steampowered.com/search/?term=Danger Track\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: KEEP OUT : Black Protein\n",
      "Google: Keep Out: Black Protein\n",
      "https://store.steampowered.com/search/?term=Keep Out: Black Protein\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: KEEP OUT : Black Protein\n",
      "Google: Portal SK\n",
      "https://store.steampowered.com/search/?term=Portal SK\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: BIONICLE: Masks of Power\n",
      "Google: Bionicle: Masks of Power\n",
      "https://store.steampowered.com/search/?term=Bionicle: Masks of Power\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Shape of America: Episode One\n",
      "Google: Miss America\n",
      "https://store.steampowered.com/search/?term=Miss America\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Shape of America: Episode One\n",
      "Google: Star Wars: Battlefront III - Legacy (Mod)\n",
      "https://store.steampowered.com/search/?term=Star Wars: Battlefront III - Legacy (Mod)\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Secret of the Rendrasha Blade CH1&2\n",
      "Google: Dragon Quest XII: The Flames of Fate\n",
      "https://store.steampowered.com/search/?term=Dragon Quest XII: The Flames of Fate\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2024\n",
      "Google: 2024\n",
      "STEAM: Earthblade\n",
      "Google: Earthblade\n",
      "https://store.steampowered.com/search/?term=Earthblade\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Earthblade\n",
      "Google: Ketsugou Danshi: Elements with Emotions\n",
      "https://store.steampowered.com/search/?term=Ketsugou Danshi: Elements with Emotions\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Earthblade\n",
      "Google: Fist of the North Star: 10 Big Brawls for the King of the Universe\n",
      "https://store.steampowered.com/search/?term=Fist of the North Star: 10 Big Brawls for the King of the Universe\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Cards of the Dreaming Dragons\n",
      "Google: Cards of the Dragons\n",
      "https://store.steampowered.com/search/?term=Cards of the Dragons\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Unicorn Tails\n",
      "Google: Unicorn Game\n",
      "https://store.steampowered.com/search/?term=Unicorn Game\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Chuckle Phrase Builder\n",
      "Google: Word Builder\n",
      "https://store.steampowered.com/search/?term=Word Builder\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Half-Life: A Place in the West\n",
      "Google: Half-Life: Remnants\n",
      "https://store.steampowered.com/search/?term=Half-Life: Remnants\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Valhall 2000\n",
      "Google: VALHALL\n",
      "https://store.steampowered.com/search/?term=VALHALL\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Valhall 2000\n",
      "Google: Beyond Skyrim: Iliac Bay\n",
      "https://store.steampowered.com/search/?term=Beyond Skyrim: Iliac Bay\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Skullstone\n",
      "Google: Skullstone\n",
      "https://store.steampowered.com/search/?term=Skullstone\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Pigeon Simulator\n",
      "Google: Pigeon Simulator\n",
      "https://store.steampowered.com/search/?term=Pigeon Simulator\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "not same game\n",
      "STEAM: Bingo on Stream\n",
      "Google: Bingo Time\n",
      "https://store.steampowered.com/search/?term=Bingo Time\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Bingo on Stream\n",
      "Google: V.Next\n",
      "https://store.steampowered.com/search/?term=V.Next\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: //N.P.P.D. RUSH//- The milk of Ultraviolet\n",
      "Google: Hearts of Violet\n",
      "https://store.steampowered.com/search/?term=Hearts of Violet\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Counter-Strike: Global Offensive\n",
      "Google: #Sohvr\n",
      "https://store.steampowered.com/search/?term=#Sohvr\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Museum of Other Realities - VIFF Immersed 2021\n",
      "Google: Fear Interactive: Deadwood\n",
      "https://store.steampowered.com/search/?term=Fear Interactive: Deadwood\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Museum of Other Realities - VIFF Immersed 2021\n",
      "Google: Grand Poo World\n",
      "https://store.steampowered.com/search/?term=Grand Poo World\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fishing Planet: Lucky Start Pack\n",
      "Google: Lucky 77\n",
      "https://store.steampowered.com/search/?term=Lucky 77\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Hex Commander: Fantasy Heroes\n",
      "Google: Hex Heroes\n",
      "https://store.steampowered.com/search/?term=Hex Heroes\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Sons Of The Forest\n",
      "Google: Where Winter Crows Go\n",
      "https://store.steampowered.com/search/?term=Where Winter Crows Go\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Sons Of The Forest\n",
      "Google: Blight: The Stillman Legacy\n",
      "https://store.steampowered.com/search/?term=Blight: The Stillman Legacy\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: New Gundam Breaker\n",
      "Google: Meister High\n",
      "https://store.steampowered.com/search/?term=Meister High\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fantasy Quest Solitaire\n",
      "Google: Isekai Tales\n",
      "https://store.steampowered.com/search/?term=Isekai Tales\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Rogue Legacy 2\n",
      "Google: Ivy Likes Stories\n",
      "https://store.steampowered.com/search/?term=Ivy Likes Stories\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Dying Light 2 Stay Human\n",
      "Google: GreedFall 2: The Dying World\n",
      "https://store.steampowered.com/search/?term=GreedFall 2: The Dying World\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2020\n",
      "Google: 2012\n",
      "STEAM: Crushed\n",
      "Google: Crushed\n",
      "https://store.steampowered.com/search/?term=Crushed\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Among Us\n",
      "Google: Among Us 2\n",
      "https://store.steampowered.com/search/?term=Among Us 2\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Stargate: Timekeepers\n",
      "Google: Stargate Timekeepers\n",
      "https://store.steampowered.com/search/?term=Stargate Timekeepers\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Celestial Project\n",
      "Google: Project G.G.\n",
      "https://store.steampowered.com/search/?term=Project G.G.\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: It Takes Two\n",
      "Google: Spell It\n",
      "https://store.steampowered.com/search/?term=Spell It\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2022\n",
      "Google: 2022\n",
      "STEAM: Conan Chop Chop\n",
      "Google: Conan Chop Chop\n",
      "https://store.steampowered.com/search/?term=Conan Chop Chop\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Conan Chop Chop\n",
      "Google: Bebylon Battle Royale\n",
      "https://store.steampowered.com/search/?term=Bebylon Battle Royale\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fantasy Grounds - Summoned Helpers (Token Pack)\n",
      "Google: Astral Hound\n",
      "https://store.steampowered.com/search/?term=Astral Hound\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: RPGolf\n",
      "Google: Armed Fantasia\n",
      "https://store.steampowered.com/search/?term=Armed Fantasia\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Alwa's Awakening The 8-Bit Edition\n",
      "Google: Adventure Thru 8-Bit Land\n",
      "https://store.steampowered.com/search/?term=Adventure Thru 8-Bit Land\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Alwa's Awakening The 8-Bit Edition\n",
      "Google: Tangible Utopias\n",
      "https://store.steampowered.com/search/?term=Tangible Utopias\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Alwa's Awakening The 8-Bit Edition\n",
      "Google: Super Quadruple Dominos\n",
      "https://store.steampowered.com/search/?term=Super Quadruple Dominos\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Alwa's Awakening The 8-Bit Edition\n",
      "Google: Wheetago War VR\n",
      "https://store.steampowered.com/search/?term=Wheetago War VR\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: A Plague Tale: Requiem\n",
      "Google: Requiem\n",
      "https://store.steampowered.com/search/?term=Requiem\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Gunfire Reborn\n",
      "Google: Reborn\n",
      "https://store.steampowered.com/search/?term=Reborn\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Exile Squadron\n",
      "Google: Fighter Squadron\n",
      "https://store.steampowered.com/search/?term=Fighter Squadron\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Long Live the King!\n",
      "Google: Long Live the King\n",
      "https://store.steampowered.com/search/?term=Long Live the King\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2022\n",
      "Google: 2022\n",
      "STEAM: Skeleton Crew\n",
      "Google: Skeleton Crew\n",
      "https://store.steampowered.com/search/?term=Skeleton Crew\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Worse Than Death\n",
      "Google: Death Cycle: Xbox 360\n",
      "https://store.steampowered.com/search/?term=Death Cycle: Xbox 360\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Worse Than Death\n",
      "Google: PsychoDive\n",
      "https://store.steampowered.com/search/?term=PsychoDive\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: Kiss/OFF\n",
      "Google: Kiss/OFF\n",
      "https://store.steampowered.com/search/?term=Kiss/OFF\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Prodigy Tactics\n",
      "Google: Prodigy\n",
      "https://store.steampowered.com/search/?term=Prodigy\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Prodigy Tactics\n",
      "Google: My Dear Delirium\n",
      "https://store.steampowered.com/search/?term=My Dear Delirium\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Inked: A Tale of Love\n",
      "Google: We're Back! A Dinosaur's Tale\n",
      "https://store.steampowered.com/search/?term=We're Back! A Dinosaur's Tale\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Inked: A Tale of Love\n",
      "Google: Fate/Extra Record\n",
      "https://store.steampowered.com/search/?term=Fate/Extra Record\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Inked: A Tale of Love\n",
      "Google: Scuffle Royale\n",
      "https://store.steampowered.com/search/?term=Scuffle Royale\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Inked: A Tale of Love\n",
      "Google: Ondadaad\n",
      "https://store.steampowered.com/search/?term=Ondadaad\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: In Blood\n",
      "Google: In Blood\n",
      "https://store.steampowered.com/search/?term=In Blood\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: In Blood\n",
      "Google: Project Tingler\n",
      "https://store.steampowered.com/search/?term=Project Tingler\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: In Blood\n",
      "Google: Wayholm\n",
      "https://store.steampowered.com/search/?term=Wayholm\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: In Blood\n",
      "Google: An Otaku's Guide to Santa's Reindeer\n",
      "https://store.steampowered.com/search/?term=An Otaku's Guide to Santa's Reindeer\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: In Blood\n",
      "Google: The Silver Lining: Episode 5 - A Thousand Times Goodnight\n",
      "https://store.steampowered.com/search/?term=The Silver Lining: Episode 5 - A Thousand Times Goodnight\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Spelling Quest Online\n",
      "Google: Spelling\n",
      "https://store.steampowered.com/search/?term=Spelling\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "not same game\n",
      "STEAM: Endlanders : First Encounter\n",
      "Google: First Encounter\n",
      "https://store.steampowered.com/search/?term=First Encounter\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Astro Colony\n",
      "Google: Astro\n",
      "https://store.steampowered.com/search/?term=Astro\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Astro Colony\n",
      "Google: Microcandy\n",
      "https://store.steampowered.com/search/?term=Microcandy\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Resume: The Video Game\n",
      "Google: 2nd Generation: The Video Game\n",
      "https://store.steampowered.com/search/?term=2nd Generation: The Video Game\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Resume: The Video Game\n",
      "Google: Tornuktu\n",
      "https://store.steampowered.com/search/?term=Tornuktu\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Resume: The Video Game\n",
      "Google: Live on: The Astray Message\n",
      "https://store.steampowered.com/search/?term=Live on: The Astray Message\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Resume: The Video Game\n",
      "Google: Noraut Deluxe Poker\n",
      "https://store.steampowered.com/search/?term=Noraut Deluxe Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Perdition Man: Interval\n",
      "Google: The Trillium Horrors: Frostbitten\n",
      "https://store.steampowered.com/search/?term=The Trillium Horrors: Frostbitten\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Perdition Man: Interval\n",
      "Google: Malzak\n",
      "https://store.steampowered.com/search/?term=Malzak\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Perdition Man: Interval\n",
      "Google: Aeryn: Nightmares of Fau\n",
      "https://store.steampowered.com/search/?term=Aeryn: Nightmares of Fau\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Rocksmith 2014 – Philip Sayce - “Out of My Mind”\n",
      "Google: Deception of My Mind\n",
      "https://store.steampowered.com/search/?term=Deception of My Mind\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Giants Uprising\n",
      "Google: Uprising\n",
      "https://store.steampowered.com/search/?term=Uprising\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: 12 Labours of Hercules\n",
      "Google: Magic 12\n",
      "https://store.steampowered.com/search/?term=Magic 12\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Billy Saves the World\n",
      "Google: Billy Saves the World\n",
      "https://store.steampowered.com/search/?term=Billy Saves the World\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Vortex: The Gateway\n",
      "Google: The Vortex Adventures\n",
      "https://store.steampowered.com/search/?term=The Vortex Adventures\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Sons Of The Forest\n",
      "Google: The Alone\n",
      "https://store.steampowered.com/search/?term=The Alone\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Tokyo 42\n",
      "Google: Tokyo42\n",
      "https://store.steampowered.com/search/?term=Tokyo42\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Worse Than Death\n",
      "Google: Death Cycle: Xbox 360\n",
      "https://store.steampowered.com/search/?term=Death Cycle: Xbox 360\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Everpixel Tactics\n",
      "Google: Samurai Unicorn\n",
      "https://store.steampowered.com/search/?term=Samurai Unicorn\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Everpixel Tactics\n",
      "Google: Draw Poker Superstar\n",
      "https://store.steampowered.com/search/?term=Draw Poker Superstar\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fabled Lands\n",
      "Google: Troubadour\n",
      "https://store.steampowered.com/search/?term=Troubadour\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Mortal Glory\n",
      "Google: Glory\n",
      "https://store.steampowered.com/search/?term=Glory\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Showgunners Demo\n",
      "Google: Homicidal Allstars\n",
      "https://store.steampowered.com/search/?term=Homicidal Allstars\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Stories: The Path Of Destinies Artbook\n",
      "Google: Atmorria: The Book of Dev\n",
      "https://store.steampowered.com/search/?term=Atmorria: The Book of Dev\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: PHOTON CUBE\n",
      "Google: Photon\n",
      "https://store.steampowered.com/search/?term=Photon\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Sinister Night\n",
      "Google: Sinister Within\n",
      "https://store.steampowered.com/search/?term=Sinister Within\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Sinister Night\n",
      "Google: Masternever and the Flow of Death\n",
      "https://store.steampowered.com/search/?term=Masternever and the Flow of Death\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Sinister Night\n",
      "Google: WordTrap Dungeon\n",
      "https://store.steampowered.com/search/?term=WordTrap Dungeon\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Sinister Night\n",
      "Google: Umboo\n",
      "https://store.steampowered.com/search/?term=Umboo\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Wasteland 2: Director's Cut\n",
      "Google: Justice in Unity: Redux\n",
      "https://store.steampowered.com/search/?term=Justice in Unity: Redux\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: ENDLESS Dungeon\n",
      "Google: Space Dungeon\n",
      "https://store.steampowered.com/search/?term=Space Dungeon\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: ENDLESS Dungeon\n",
      "Google: Renovatio\n",
      "https://store.steampowered.com/search/?term=Renovatio\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Mindbytes: Learn to Read Japanese\n",
      "Google: Read, Write & Type\n",
      "https://store.steampowered.com/search/?term=Read, Write & Type\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Mindbytes: Learn to Read Japanese\n",
      "Google: Bearwood Park\n",
      "https://store.steampowered.com/search/?term=Bearwood Park\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Existential Kitty Cat RPG\n",
      "Google: Kingdom Kitty\n",
      "https://store.steampowered.com/search/?term=Kingdom Kitty\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: The Safe Place\n",
      "Google: The Safe Place\n",
      "https://store.steampowered.com/search/?term=The Safe Place\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: Farewell North\n",
      "Google: Farewell North\n",
      "https://store.steampowered.com/search/?term=Farewell North\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: AstroCleaners\n",
      "Google: Astro Killer\n",
      "https://store.steampowered.com/search/?term=Astro Killer\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Incredible Dracula: Witches' Curse\n",
      "Google: Incredible Journey\n",
      "https://store.steampowered.com/search/?term=Incredible Journey\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: What The Dub?!\n",
      "Google: España\n",
      "https://store.steampowered.com/search/?term=España\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Orbisia\n",
      "Google: Orbisia\n",
      "https://store.steampowered.com/search/?term=Orbisia\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Gloria Victis: Medieval MMORPG\n",
      "Google: Skill Mmorpg\n",
      "https://store.steampowered.com/search/?term=Skill Mmorpg\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2024\n",
      "Google: 2024\n",
      "STEAM: The Doomed Knight\n",
      "Google: The Doomed Knight\n",
      "https://store.steampowered.com/search/?term=The Doomed Knight\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Doomed Knight\n",
      "Google: 3-4-5 Bingo\n",
      "https://store.steampowered.com/search/?term=3-4-5 Bingo\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: 花妖物语/Flower girl - 5个新角色大礼包/5 new characters bonus\n",
      "Google: Cherry Bonus II\n",
      "https://store.steampowered.com/search/?term=Cherry Bonus II\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2022\n",
      "Google: 2022\n",
      "STEAM: The Anacrusis\n",
      "Google: The Anacrusis\n",
      "https://store.steampowered.com/search/?term=The Anacrusis\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Foolish Mortals\n",
      "Google: Foolish Mortals\n",
      "https://store.steampowered.com/search/?term=Foolish Mortals\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Changed Date successfully\n",
      "Steam: 2013\n",
      "Google: 2022\n",
      "STEAM: Darkout\n",
      "Google: Darkout\n",
      "https://store.steampowered.com/search/?term=Darkout\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Darkout\n",
      "Google: UBI Cocktail Table\n",
      "https://store.steampowered.com/search/?term=UBI Cocktail Table\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Red Black Poker\n",
      "Google: Double Joker Poker\n",
      "https://store.steampowered.com/search/?term=Double Joker Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Jurassic World Evolution: Carnivore Dinosaur Pack\n",
      "Google: Nasal & Co.\n",
      "https://store.steampowered.com/search/?term=Nasal & Co.\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Jurassic World Evolution: Carnivore Dinosaur Pack\n",
      "Google: Hi-Lo 8 Lines\n",
      "https://store.steampowered.com/search/?term=Hi-Lo 8 Lines\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2020\n",
      "Google: 2020\n",
      "STEAM: SUPER DRINK BROS.\n",
      "Google: Super Drink Bros.\n",
      "https://store.steampowered.com/search/?term=Super Drink Bros.\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Meteor World Actor: Badge & Dagger\n",
      "Google: Badge\n",
      "https://store.steampowered.com/search/?term=Badge\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fidget Spinner Editor\n",
      "Google: Wolverine High Score\n",
      "https://store.steampowered.com/search/?term=Wolverine High Score\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Heroes of Might & Magic III - HD Edition\n",
      "Google: Dragon Quest III HD-2D Remake\n",
      "https://store.steampowered.com/search/?term=Dragon Quest III HD-2D Remake\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Legends of the Brawl\n",
      "Google: Legends of the Brawl\n",
      "https://store.steampowered.com/search/?term=Legends of the Brawl\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: HIGhSCORE\n",
      "Google: High Score\n",
      "https://store.steampowered.com/search/?term=High Score\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2022\n",
      "Google: 0\n",
      "STEAM: Total Rendition\n",
      "Google: Total Rendition\n",
      "https://store.steampowered.com/search/?term=Total Rendition\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Last Defender\n",
      "Google: The Last Defender\n",
      "https://store.steampowered.com/search/?term=The Last Defender\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: After Us\n",
      "Google: After Us\n",
      "https://store.steampowered.com/search/?term=After Us\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Line Hold\n",
      "Google: Hold & Draw\n",
      "https://store.steampowered.com/search/?term=Hold & Draw\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Blind Descent\n",
      "Google: Descent: Underground\n",
      "https://store.steampowered.com/search/?term=Descent: Underground\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Black Noir\n",
      "Google: Borderline Detective\n",
      "https://store.steampowered.com/search/?term=Borderline Detective\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Black Noir\n",
      "Google: Galactica - Batalha Espacial\n",
      "https://store.steampowered.com/search/?term=Galactica - Batalha Espacial\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Black Noir\n",
      "Google: Fruity Pebbles Beach Break\n",
      "https://store.steampowered.com/search/?term=Fruity Pebbles Beach Break\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Black Noir\n",
      "Google: Amnesia: Rebirth SK\n",
      "https://store.steampowered.com/search/?term=Amnesia: Rebirth SK\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Hank: Drowning On Dry Land\n",
      "Google: Hank Drowning on Dry Land\n",
      "https://store.steampowered.com/search/?term=Hank Drowning on Dry Land\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Hank: Drowning On Dry Land\n",
      "Google: Planetaria Concursus\n",
      "https://store.steampowered.com/search/?term=Planetaria Concursus\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Hank: Drowning On Dry Land\n",
      "Google: Math Flashcards\n",
      "https://store.steampowered.com/search/?term=Math Flashcards\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: One Deck Dungeon\n",
      "Google: Double Deck\n",
      "https://store.steampowered.com/search/?term=Double Deck\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Wander Hero\n",
      "Google: Wandering Knight\n",
      "https://store.steampowered.com/search/?term=Wandering Knight\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Wander Hero\n",
      "Google: Judge Dredd 'halls of Justice'\n",
      "https://store.steampowered.com/search/?term=Judge Dredd 'halls of Justice'\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Beneath The Cherry Trees\n",
      "Google: Cherry Chance\n",
      "https://store.steampowered.com/search/?term=Cherry Chance\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Killer Gin\n",
      "Google: Gin!\n",
      "https://store.steampowered.com/search/?term=Gin!\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Jackbox Party Pack 3\n",
      "Google: The Three Stooges Trivia\n",
      "https://store.steampowered.com/search/?term=The Three Stooges Trivia\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Infernal Racket\n",
      "Google: Infernal Challenge\n",
      "https://store.steampowered.com/search/?term=Infernal Challenge\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Infernal Racket\n",
      "Google: LucusK\n",
      "https://store.steampowered.com/search/?term=LucusK\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2021\n",
      "Google: 2021\n",
      "STEAM: Zombie Watch\n",
      "Google: Zombie Watch\n",
      "https://store.steampowered.com/search/?term=Zombie Watch\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: FSX Steam Edition: Airbus A320/A321 Add-On\n",
      "Google: Model 320\n",
      "https://store.steampowered.com/search/?term=Model 320\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Joker Poker - Video Poker\n",
      "Google: Joker Poker\n",
      "https://store.steampowered.com/search/?term=Joker Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Geography Quiz\n",
      "Google: Fun World Quiz\n",
      "https://store.steampowered.com/search/?term=Fun World Quiz\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Geography Quiz\n",
      "Google: 7 e mezzo\n",
      "https://store.steampowered.com/search/?term=7 e mezzo\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: FunnyPizzaLand 2\n",
      "Google: Horror Land 2\n",
      "https://store.steampowered.com/search/?term=Horror Land 2\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Tennis Manager 2021\n",
      "Google: Pro Soccer - Pro Tennis\n",
      "https://store.steampowered.com/search/?term=Pro Soccer - Pro Tennis\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Crux: The Great Outdoors\n",
      "Google: The Great Outdoors\n",
      "https://store.steampowered.com/search/?term=The Great Outdoors\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Gates of Mirnah\n",
      "Google: Gates of Mirnah\n",
      "https://store.steampowered.com/search/?term=Gates of Mirnah\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Gates of Mirnah\n",
      "Google: Shingeki no kyojin: Team Battle\n",
      "https://store.steampowered.com/search/?term=Shingeki no kyojin: Team Battle\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Indie Game: The Movie\n",
      "Google: Super Leaf Productions the Video Game\n",
      "https://store.steampowered.com/search/?term=Super Leaf Productions the Video Game\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Escape Academy Deluxe Edition\n",
      "Google: Escape Academy: Escape from the Past\n",
      "https://store.steampowered.com/search/?term=Escape Academy: Escape from the Past\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 1990\n",
      "STEAM: GENIE\n",
      "Google: Genie\n",
      "https://store.steampowered.com/search/?term=Genie\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Operation Flashpoint: Dragon Rising\n",
      "Google: Dragon Rising\n",
      "https://store.steampowered.com/search/?term=Dragon Rising\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Operation Flashpoint: Dragon Rising\n",
      "Google: NarKarma EngineA\n",
      "https://store.steampowered.com/search/?term=NarKarma EngineA\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Changed Date successfully\n",
      "Steam: 2017\n",
      "Google: 2009\n",
      "STEAM: Collision Course\n",
      "Google: Collision Course\n",
      "https://store.steampowered.com/search/?term=Collision Course\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Dishonored: Death of the Outsider\n",
      "Google: The Shadow Clubs\n",
      "https://store.steampowered.com/search/?term=The Shadow Clubs\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Dishonored: Death of the Outsider\n",
      "Google: Pilgrimage-Shinshin Dojo\n",
      "https://store.steampowered.com/search/?term=Pilgrimage-Shinshin Dojo\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Knuckle Sandwich\n",
      "Google: Knuckle Sandwich\n",
      "https://store.steampowered.com/search/?term=Knuckle Sandwich\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Garage Flipper\n",
      "Google: Flipper Jack\n",
      "https://store.steampowered.com/search/?term=Flipper Jack\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Garage Flipper\n",
      "Google: Treasurenauts\n",
      "https://store.steampowered.com/search/?term=Treasurenauts\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Tower Unite\n",
      "\n",
      "VR Supported\n",
      "Google: Quick Draw Poker\n",
      "https://store.steampowered.com/search/?term=Quick Draw Poker\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Tower Unite\n",
      "\n",
      "VR Supported\n",
      "Google: Fourcourt - TV Halgame\n",
      "https://store.steampowered.com/search/?term=Fourcourt - TV Halgame\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Tower Unite\n",
      "\n",
      "VR Supported\n",
      "Google: Truco-Tron\n",
      "https://store.steampowered.com/search/?term=Truco-Tron\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: RimWorld\n",
      "Google: Frozen Colony\n",
      "https://store.steampowered.com/search/?term=Frozen Colony\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Forgotten Realms: The Archives - Collection Two\n",
      "Google: Brink Universe Unlimited: Supernovaman\n",
      "https://store.steampowered.com/search/?term=Brink Universe Unlimited: Supernovaman\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2016\n",
      "Google: 2015\n",
      "STEAM: MechRunner\n",
      "Google: MechRunner\n",
      "https://store.steampowered.com/search/?term=MechRunner\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2015\n",
      "Google: 0\n",
      "STEAM: Sirius\n",
      "Google: Sirius\n",
      "https://store.steampowered.com/search/?term=Sirius\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Zup! [6-10]\n",
      "Google: 610\n",
      "https://store.steampowered.com/search/?term=610\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Zup! [6-10]\n",
      "Google: Terraknown\n",
      "https://store.steampowered.com/search/?term=Terraknown\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Battle Commanders\n",
      "Google: Battle Commanders\n",
      "https://store.steampowered.com/search/?term=Battle Commanders\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Don't Give Up: Not Ready to Die\n",
      "Google: Ready to Run\n",
      "https://store.steampowered.com/search/?term=Ready to Run\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Don't Give Up: Not Ready to Die\n",
      "Google: Istrebiteli\n",
      "https://store.steampowered.com/search/?term=Istrebiteli\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2018\n",
      "Google: 0\n",
      "STEAM: Mahjong Club\n",
      "Google: Mahjong Club\n",
      "https://store.steampowered.com/search/?term=Mahjong Club\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Mahjong Club\n",
      "Google: Alice in Darknet\n",
      "https://store.steampowered.com/search/?term=Alice in Darknet\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Galactoids - Galactic Invaders\n",
      "Google: Galactic Invaders\n",
      "https://store.steampowered.com/search/?term=Galactic Invaders\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Galactoids - Galactic Invaders\n",
      "Google: Hexian X\n",
      "https://store.steampowered.com/search/?term=Hexian X\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: Ashfall\n",
      "Google: Ashfall\n",
      "https://store.steampowered.com/search/?term=Ashfall\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Ashfall\n",
      "Google: Brain Quest: Multimedia - Grades 2 & 3\n",
      "https://store.steampowered.com/search/?term=Brain Quest: Multimedia - Grades 2 & 3\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Univers 11: Under the Sky\n",
      "Google: Univers 2\n",
      "https://store.steampowered.com/search/?term=Univers 2\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Encore Casino Games Collection\n",
      "Google: Draw Poker Hi-Lo\n",
      "https://store.steampowered.com/search/?term=Draw Poker Hi-Lo\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: BADA Space Station\n",
      "Google: BADA Space Station\n",
      "https://store.steampowered.com/search/?term=BADA Space Station\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: BADA Space Station\n",
      "Google: Perxor\n",
      "https://store.steampowered.com/search/?term=Perxor\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: BADA Space Station\n",
      "Google: Dillingham\n",
      "https://store.steampowered.com/search/?term=Dillingham\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fantasy Quest Solitaire\n",
      "Google: Sacred Earth - Reverie\n",
      "https://store.steampowered.com/search/?term=Sacred Earth - Reverie\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Strike Force: Desert Thunder\n",
      "Google: Desert Strike Tactics\n",
      "https://store.steampowered.com/search/?term=Desert Strike Tactics\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Strike Force: Desert Thunder\n",
      "Google: Crosscraft and the Overcraft\n",
      "https://store.steampowered.com/search/?term=Crosscraft and the Overcraft\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Deep Rock Galactic: Survivor\n",
      "Google: Deep Within\n",
      "https://store.steampowered.com/search/?term=Deep Within\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Solasta: Crown of the Magister\n",
      "Google: Valley of Heroes\n",
      "https://store.steampowered.com/search/?term=Valley of Heroes\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 0\n",
      "STEAM: House Flipper - Farm DLC\n",
      "Google: House Flipper - Farm DLC\n",
      "https://store.steampowered.com/search/?term=House Flipper - Farm DLC\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Night of the Blood Moon\n",
      "Google: Eclipse: Both Sides of the Moon\n",
      "https://store.steampowered.com/search/?term=Eclipse: Both Sides of the Moon\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Night of the Blood Moon\n",
      "Google: Tele-Ball\n",
      "https://store.steampowered.com/search/?term=Tele-Ball\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Night of the Blood Moon\n",
      "Google: Koisuru ryuuousama\n",
      "https://store.steampowered.com/search/?term=Koisuru ryuuousama\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2019\n",
      "Google: 0\n",
      "STEAM: Retro Rockets\n",
      "Google: Retro Rockets\n",
      "https://store.steampowered.com/search/?term=Retro Rockets\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Casino Inc.\n",
      "Google: Fun Casino II\n",
      "https://store.steampowered.com/search/?term=Fun Casino II\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2020\n",
      "Google: 2022\n",
      "STEAM: Star Island\n",
      "Google: Star Island\n",
      "https://store.steampowered.com/search/?term=Star Island\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Mira's Tale\n",
      "Google: Mira's Tale\n",
      "https://store.steampowered.com/search/?term=Mira's Tale\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Night in the Woods\n",
      "Google: Slide in the Woods\n",
      "https://store.steampowered.com/search/?term=Slide in the Woods\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Night in the Woods\n",
      "Google: Mamma VR\n",
      "https://store.steampowered.com/search/?term=Mamma VR\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: rooMaze\n",
      "Google: Project Roo\n",
      "https://store.steampowered.com/search/?term=Project Roo\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: rooMaze\n",
      "Google: Waluigi's Warehouse\n",
      "https://store.steampowered.com/search/?term=Waluigi's Warehouse\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Changed Date successfully\n",
      "Steam: 2019\n",
      "Google: 0\n",
      "STEAM: Fragile Fighter\n",
      "Google: Fragile Fighter\n",
      "https://store.steampowered.com/search/?term=Fragile Fighter\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Fragile Fighter\n",
      "Google: Odonis Orphane\n",
      "https://store.steampowered.com/search/?term=Odonis Orphane\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Fragile Fighter\n",
      "Google: Gyangureivu\n",
      "https://store.steampowered.com/search/?term=Gyangureivu\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2024\n",
      "Google: 0\n",
      "STEAM: Lorne\n",
      "Google: Lorne\n",
      "https://store.steampowered.com/search/?term=Lorne\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Lorne\n",
      "Google: Quiz Me on Drugs\n",
      "https://store.steampowered.com/search/?term=Quiz Me on Drugs\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Poker Squadrons\n",
      "Google: Draw Poker\n",
      "https://store.steampowered.com/search/?term=Draw Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Naviros Beginner pack\n",
      "Google: GT Revival\n",
      "https://store.steampowered.com/search/?term=GT Revival\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: CAN ANDROIDS SURVIVE\n",
      "Google: Androids\n",
      "https://store.steampowered.com/search/?term=Androids\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Riptide GP: Renegade\n",
      "Google: GP Racer\n",
      "https://store.steampowered.com/search/?term=GP Racer\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Riptide GP: Renegade\n",
      "Google: Gorebreaker\n",
      "https://store.steampowered.com/search/?term=Gorebreaker\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Hiboka\n",
      "Google: Hiboka\n",
      "https://store.steampowered.com/search/?term=Hiboka\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: War Thunder - A-5C Pack\n",
      "Google: A Rocket's Intensity\n",
      "https://store.steampowered.com/search/?term=A Rocket's Intensity\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: War Thunder - A-5C Pack\n",
      "Google: Piratehunter\n",
      "https://store.steampowered.com/search/?term=Piratehunter\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Age of Fear: Pirates! Expansion\n",
      "Google: Age of Pirates: Captain Blood\n",
      "https://store.steampowered.com/search/?term=Age of Pirates: Captain Blood\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Age of Fear: Pirates! Expansion\n",
      "Google: Drew's Deuces Wild\n",
      "https://store.steampowered.com/search/?term=Drew's Deuces Wild\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Grand Theft Auto V\n",
      "Google: Scoring\n",
      "https://store.steampowered.com/search/?term=Scoring\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Twilight's Final Judgement\n",
      "Google: Twilight's Final Judgement\n",
      "https://store.steampowered.com/search/?term=Twilight's Final Judgement\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Al Emmo and the Lost Dutchman's Mine\n",
      "Google: Talking Dogs: Into the Wilds\n",
      "https://store.steampowered.com/search/?term=Talking Dogs: Into the Wilds\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Debug\n",
      "Google: Samer Hills\n",
      "https://store.steampowered.com/search/?term=Samer Hills\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: No Body\n",
      "Google: No Body\n",
      "https://store.steampowered.com/search/?term=No Body\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: No Body\n",
      "Google: Roul-ette\n",
      "https://store.steampowered.com/search/?term=Roul-ette\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 2021\n",
      "STEAM: Truck Mechanic: Dangerous Paths\n",
      "Google: Truck Mechanic: Dangerous Paths\n",
      "https://store.steampowered.com/search/?term=Truck Mechanic: Dangerous Paths\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Truck Mechanic: Dangerous Paths\n",
      "Google: AR3NA\n",
      "https://store.steampowered.com/search/?term=AR3NA\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Governor of Poker 3\n",
      "Google: Poker & Black Jack\n",
      "https://store.steampowered.com/search/?term=Poker & Black Jack\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Governor of Poker 3\n",
      "Google: Glowood\n",
      "https://store.steampowered.com/search/?term=Glowood\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Escape the Game: Episode 1\n",
      "Google: Powerful the Game Episode 1\n",
      "https://store.steampowered.com/search/?term=Powerful the Game Episode 1\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Theme Park Studio\n",
      "\n",
      "VR Supported\n",
      "Google: Theme Park & Resorts Inspiration Series\n",
      "https://store.steampowered.com/search/?term=Theme Park & Resorts Inspiration Series\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Theme Park Studio\n",
      "\n",
      "VR Supported\n",
      "Google: Vex-Ward (Mod)\n",
      "https://store.steampowered.com/search/?term=Vex-Ward (Mod)\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: In Fear I Trust\n",
      "Google: Amnesia: Fear in Hands\n",
      "https://store.steampowered.com/search/?term=Amnesia: Fear in Hands\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Jurassic World Evolution: Carnivore Dinosaur Pack\n",
      "Google: Nasal\n",
      "https://store.steampowered.com/search/?term=Nasal\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Double the Meat\n",
      "Google: The Double\n",
      "https://store.steampowered.com/search/?term=The Double\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Train Simulator: LMS Rebuilt Royal Scot Steam Loco Add-On\n",
      "Google: Royal Derby\n",
      "https://store.steampowered.com/search/?term=Royal Derby\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Train Simulator: LMS Rebuilt Royal Scot Steam Loco Add-On\n",
      "Google: Bonus-21\n",
      "https://store.steampowered.com/search/?term=Bonus-21\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Pamali: Indonesian Folklore Horror - The Hungry Witch\n",
      "Google: She's (Kuntilanak)\n",
      "https://store.steampowered.com/search/?term=She's (Kuntilanak)\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: The Siege and the Sandfox\n",
      "Google: The Siege and the Sandfox\n",
      "https://store.steampowered.com/search/?term=The Siege and the Sandfox\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: A Piano Tale\n",
      "Google: A Piano Tale\n",
      "https://store.steampowered.com/search/?term=A Piano Tale\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: AceSpeeder3\n",
      "Google: AceSpeeder!\n",
      "https://store.steampowered.com/search/?term=AceSpeeder!\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Cycle of The Moon\n",
      "Google: Cycle of Souls\n",
      "https://store.steampowered.com/search/?term=Cycle of Souls\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Love, Ghostie\n",
      "Google: Love, Ghostie\n",
      "https://store.steampowered.com/search/?term=Love, Ghostie\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Zombies In The Dark\n",
      "Google: Long Ago in the Near Future\n",
      "https://store.steampowered.com/search/?term=Long Ago in the Near Future\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Last Oasis\n",
      "Google: Oasis\n",
      "https://store.steampowered.com/search/?term=Oasis\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Last Oasis\n",
      "Google: Joker Poker 54\n",
      "https://store.steampowered.com/search/?term=Joker Poker 54\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Survive the Nights\n",
      "Google: The Black Wedding\n",
      "https://store.steampowered.com/search/?term=The Black Wedding\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Dead World Heroes\n",
      "Google: Dead World Heroes\n",
      "https://store.steampowered.com/search/?term=Dead World Heroes\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: In The Black\n",
      "Google: In the Black\n",
      "https://store.steampowered.com/search/?term=In the Black\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: In The Black\n",
      "Google: Paddle Derby\n",
      "https://store.steampowered.com/search/?term=Paddle Derby\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fenix Rage\n",
      "Google: Fenix\n",
      "https://store.steampowered.com/search/?term=Fenix\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "not same game\n",
      "STEAM: Masks Of Deception\n",
      "Google: Demon's Deception\n",
      "https://store.steampowered.com/search/?term=Demon's Deception\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Lovely Plains\n",
      "Google: Lovely Plains\n",
      "https://store.steampowered.com/search/?term=Lovely Plains\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2018\n",
      "Google: 2018\n",
      "STEAM: POSTWORLD\n",
      "Google: Postworld\n",
      "https://store.steampowered.com/search/?term=Postworld\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: POSTWORLD\n",
      "Google: Tri-City RP\n",
      "https://store.steampowered.com/search/?term=Tri-City RP\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: POSTWORLD\n",
      "Google: Wuchang: Fallen Feathers\n",
      "https://store.steampowered.com/search/?term=Wuchang: Fallen Feathers\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: POSTWORLD\n",
      "Google: Age of Aincrad\n",
      "https://store.steampowered.com/search/?term=Age of Aincrad\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: POSTWORLD\n",
      "Google: NSM Poker\n",
      "https://store.steampowered.com/search/?term=NSM Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Geometry Boxer\n",
      "Google: Fighting Boxer\n",
      "https://store.steampowered.com/search/?term=Fighting Boxer\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Geometry Boxer\n",
      "Google: WorldAlpha\n",
      "https://store.steampowered.com/search/?term=WorldAlpha\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Orb The Ball\n",
      "Google: The Orb\n",
      "https://store.steampowered.com/search/?term=The Orb\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2017\n",
      "Google: 2023\n",
      "STEAM: Resurgence\n",
      "Google: Resurgence\n",
      "https://store.steampowered.com/search/?term=Resurgence\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Resurgence\n",
      "Google: Apophis (Corrupt Yourself)\n",
      "https://store.steampowered.com/search/?term=Apophis (Corrupt Yourself)\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Horizon Zero Dawn Complete Edition\n",
      "Google: Skill Stop\n",
      "https://store.steampowered.com/search/?term=Skill Stop\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Improbable Soccer\n",
      "Google: Improbable\n",
      "https://store.steampowered.com/search/?term=Improbable\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Last of Us Part I\n",
      "Google: The Yakyuuken Part 3\n",
      "https://store.steampowered.com/search/?term=The Yakyuuken Part 3\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Last of Us Part I\n",
      "Google: Foreverse\n",
      "https://store.steampowered.com/search/?term=Foreverse\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Last of Us Part I\n",
      "Google: Eeekk!\n",
      "https://store.steampowered.com/search/?term=Eeekk!\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Dread X Collection 2\n",
      "Google: Coffin Lake 2\n",
      "https://store.steampowered.com/search/?term=Coffin Lake 2\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Super Dangerous Dungeons\n",
      "Google: Super Pit Boss\n",
      "https://store.steampowered.com/search/?term=Super Pit Boss\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: ADT Pilot 01\n",
      "Google: 01\n",
      "https://store.steampowered.com/search/?term=01\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Street Fighter V - Champion Edition Upgrade Kit\n",
      "Google: Champion Skill\n",
      "https://store.steampowered.com/search/?term=Champion Skill\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Street Fighter V - Champion Edition Upgrade Kit\n",
      "Google: DropCore\n",
      "https://store.steampowered.com/search/?term=DropCore\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2014\n",
      "Google: 2022\n",
      "STEAM: Descent\n",
      "Google: Descent\n",
      "https://store.steampowered.com/search/?term=Descent\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Night The Carsons Disappeared\n",
      "\n",
      "VR Only\n",
      "Google: The Night He Came Home\n",
      "https://store.steampowered.com/search/?term=The Night He Came Home\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 0\n",
      "STEAM: Once Human\n",
      "Google: Once Human\n",
      "https://store.steampowered.com/search/?term=Once Human\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Mortal Kombat 11 4K Cinematic Pack\n",
      "Google: Mortal Kombat 4\n",
      "https://store.steampowered.com/search/?term=Mortal Kombat 4\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Shape History Bundle\n",
      "Google: U.S. History & Geography\n",
      "https://store.steampowered.com/search/?term=U.S. History & Geography\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Shape History Bundle\n",
      "Google: Kot-rybolov\n",
      "https://store.steampowered.com/search/?term=Kot-rybolov\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Lacuna: Prologue\n",
      "Google: Lacuna\n",
      "https://store.steampowered.com/search/?term=Lacuna\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Katyusha\n",
      "Google: Katyusha\n",
      "https://store.steampowered.com/search/?term=Katyusha\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Neverending True Romance Bundle\n",
      "Google: True Messiah\n",
      "https://store.steampowered.com/search/?term=True Messiah\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Neverending True Romance Bundle\n",
      "Google: Farhangeirani\n",
      "https://store.steampowered.com/search/?term=Farhangeirani\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Lunar Flight\n",
      "\n",
      "VR Supported\n",
      "Google: Lunar Module\n",
      "https://store.steampowered.com/search/?term=Lunar Module\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Assassin's Vol.\n",
      "Google: Ombudsman\n",
      "https://store.steampowered.com/search/?term=Ombudsman\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Assassin's Vol.\n",
      "Google: Fruity Pebbles Spy Caper\n",
      "https://store.steampowered.com/search/?term=Fruity Pebbles Spy Caper\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Crystal Story: Dawn of Dusk\n",
      "Google: Dusk of D.A.W.N.\n",
      "https://store.steampowered.com/search/?term=Dusk of D.A.W.N.\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Assetto Corsa - Porsche Pack II\n",
      "Google: Sebring\n",
      "https://store.steampowered.com/search/?term=Sebring\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: Mask of the Rose\n",
      "Google: Mask of the Rose\n",
      "https://store.steampowered.com/search/?term=Mask of the Rose\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Starship Simulator\n",
      "Google: Starship Simulator\n",
      "https://store.steampowered.com/search/?term=Starship Simulator\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: RimWorld - Ideology\n",
      "Google: S.T.A.R.S. Delta Lift Off\n",
      "https://store.steampowered.com/search/?term=S.T.A.R.S. Delta Lift Off\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Eyes of Darkness\n",
      "Google: Dream of Darkness\n",
      "https://store.steampowered.com/search/?term=Dream of Darkness\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Worms W.M.D\n",
      "Google: M\n",
      "https://store.steampowered.com/search/?term=M\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Contraband Police\n",
      "Google: Contraband\n",
      "https://store.steampowered.com/search/?term=Contraband\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Katana-Ra: Shinobi Rising\n",
      "Google: Katana-Ra\n",
      "https://store.steampowered.com/search/?term=Katana-Ra\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Miegakure\n",
      "Google: Miegakure\n",
      "https://store.steampowered.com/search/?term=Miegakure\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Super Star Path\n",
      "Google: Super Star\n",
      "https://store.steampowered.com/search/?term=Super Star\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Alien Robot Monsters\n",
      "Google: Robot: Colony 25\n",
      "https://store.steampowered.com/search/?term=Robot: Colony 25\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Stories from Sol: The Gun-Dog\n",
      "Google: Talking Dogs New Horizons\n",
      "https://store.steampowered.com/search/?term=Talking Dogs New Horizons\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No Game Found\n",
      "STEAM: The Store is Closed\n",
      "Google: The Store Is Closed\n",
      "https://store.steampowered.com/search/?term=The Store Is Closed\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Desolation Seed\n",
      "Google: Desolation Seed\n",
      "https://store.steampowered.com/search/?term=Desolation Seed\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Maggie's Movies - Camera, Action!\n",
      "Google: Camera 6\n",
      "https://store.steampowered.com/search/?term=Camera 6\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Maggie's Movies - Camera, Action!\n",
      "Google: EverQuest Next\n",
      "https://store.steampowered.com/search/?term=EverQuest Next\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: The Orphanage\n",
      "Google: The Orphanage\n",
      "https://store.steampowered.com/search/?term=The Orphanage\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Orphanage\n",
      "Google: Pithon\n",
      "https://store.steampowered.com/search/?term=Pithon\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Infinite Gateway\n",
      "Google: Gateway\n",
      "https://store.steampowered.com/search/?term=Gateway\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Miracle Fly\n",
      "Google: Magic Fly\n",
      "https://store.steampowered.com/search/?term=Magic Fly\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Panzer Corps 2: Axis Operations - 1942\n",
      "Google: Recovered Operations\n",
      "https://store.steampowered.com/search/?term=Recovered Operations\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Three Twenty One\n",
      "Google: Challenger Twenty One\n",
      "https://store.steampowered.com/search/?term=Challenger Twenty One\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: ARK: Survival Evolved\n",
      "Google: Without Memory\n",
      "https://store.steampowered.com/search/?term=Without Memory\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Addition Edition\n",
      "Google: Addition & Subtraction\n",
      "https://store.steampowered.com/search/?term=Addition & Subtraction\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Loren The Amazon Princess\n",
      "Google: Planet Michael\n",
      "https://store.steampowered.com/search/?term=Planet Michael\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Loren The Amazon Princess\n",
      "Google: Sensiz Olamam\n",
      "https://store.steampowered.com/search/?term=Sensiz Olamam\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Loren The Amazon Princess\n",
      "Google: Picalette\n",
      "https://store.steampowered.com/search/?term=Picalette\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: RRRR3\n",
      "Google: Pisces\n",
      "https://store.steampowered.com/search/?term=Pisces\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: WWE 2K23\n",
      "Google: Wild Double Up II\n",
      "https://store.steampowered.com/search/?term=Wild Double Up II\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Events at Unity Farm\n",
      "\n",
      "VR Only\n",
      "Google: The Events at Unity Farm\n",
      "https://store.steampowered.com/search/?term=The Events at Unity Farm\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Puppet Master: The Game\n",
      "Google: Flipped - The Game\n",
      "https://store.steampowered.com/search/?term=Flipped - The Game\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Poker Squadrons\n",
      "Google: Challenger Draw Poker\n",
      "https://store.steampowered.com/search/?term=Challenger Draw Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Taya's Alphabet\n",
      "Google: Alphabet\n",
      "https://store.steampowered.com/search/?term=Alphabet\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Cult of the Lamb\n",
      "Google: The Lands Pt.1: Destroyer of Worlds\n",
      "https://store.steampowered.com/search/?term=The Lands Pt.1: Destroyer of Worlds\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Cult of the Lamb\n",
      "Google: Kotigoroshko\n",
      "https://store.steampowered.com/search/?term=Kotigoroshko\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Cult of the Lamb\n",
      "Google: Fun-Joke\n",
      "https://store.steampowered.com/search/?term=Fun-Joke\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Gin Rummy 3D Premium\n",
      "Google: Gin Rummy\n",
      "https://store.steampowered.com/search/?term=Gin Rummy\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2021\n",
      "Google: 0\n",
      "STEAM: Marooned\n",
      "Google: Marooned\n",
      "https://store.steampowered.com/search/?term=Marooned\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: STARLITE: Defender of Justice Ultimate HD Edition\n",
      "Google: Starlite: Defender of Justice\n",
      "https://store.steampowered.com/search/?term=Starlite: Defender of Justice\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Royal Casino: Video Poker\n",
      "Google: Major Poker\n",
      "https://store.steampowered.com/search/?term=Major Poker\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Royal Casino: Video Poker\n",
      "Google: Little Magic Books: Knock, Knock! Who's on My Block?\n",
      "https://store.steampowered.com/search/?term=Little Magic Books: Knock, Knock! Who's on My Block?\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: It Takes Two\n",
      "Google: Spell It 3\n",
      "https://store.steampowered.com/search/?term=Spell It 3\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: It Takes Two\n",
      "Google: T.V. 5-Card Poker\n",
      "https://store.steampowered.com/search/?term=T.V. 5-Card Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: A look into...\n",
      "Google: Into Sominia: A Project\n",
      "https://store.steampowered.com/search/?term=Into Sominia: A Project\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: A look into...\n",
      "Google: AceSpeeder3\n",
      "https://store.steampowered.com/search/?term=AceSpeeder3\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: A look into...\n",
      "Google: Ostrov drakona\n",
      "https://store.steampowered.com/search/?term=Ostrov drakona\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Project Zomboid\n",
      "Google: The Projects\n",
      "https://store.steampowered.com/search/?term=The Projects\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Monster Prom 3: Monster Roadtrip\n",
      "Google: Monster Zero\n",
      "https://store.steampowered.com/search/?term=Monster Zero\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Fish Cymophis\n",
      "Google: Fish Cymophis\n",
      "https://store.steampowered.com/search/?term=Fish Cymophis\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Fish Cymophis\n",
      "Google: Exava\n",
      "https://store.steampowered.com/search/?term=Exava\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Reknum Fantasy of Dreams\n",
      "Google: Reknum Fantasy of Dreams\n",
      "https://store.steampowered.com/search/?term=Reknum Fantasy of Dreams\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Reknum Fantasy of Dreams\n",
      "Google: Dynamic-Dice\n",
      "https://store.steampowered.com/search/?term=Dynamic-Dice\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Missile Command: Recharged\n",
      "Google: Missile Command\n",
      "https://store.steampowered.com/search/?term=Missile Command\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Castle of no Escape\n",
      "Google: Fruity Pebbles Fruity Pool\n",
      "https://store.steampowered.com/search/?term=Fruity Pebbles Fruity Pool\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Castle of no Escape\n",
      "Google: VHi Draw Poker\n",
      "https://store.steampowered.com/search/?term=VHi Draw Poker\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2010\n",
      "Google: 2010\n",
      "STEAM: Prince of Persia: The Forgotten Sands\n",
      "Google: Prince of Persia: The Forgotten Sands\n",
      "https://store.steampowered.com/search/?term=Prince of Persia: The Forgotten Sands\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Classic Card Game Poker Pack\n",
      "Google: Computer-Poker\n",
      "https://store.steampowered.com/search/?term=Computer-Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: RPG Maker MZ - Fantasy Generator - Armor Parts Set\n",
      "Google: RPG Maker 95\n",
      "https://store.steampowered.com/search/?term=RPG Maker 95\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "not same game\n",
      "STEAM: Reversed Front\n",
      "Google: Operation Stabilization: Revived\n",
      "https://store.steampowered.com/search/?term=Operation Stabilization: Revived\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Sekiro: Shadows Die Twice - GOTY Edition\n",
      "Google: Softwar\n",
      "https://store.steampowered.com/search/?term=Softwar\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Sekiro: Shadows Die Twice - GOTY Edition\n",
      "Google: FNAF World DX\n",
      "https://store.steampowered.com/search/?term=FNAF World DX\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Sekiro: Shadows Die Twice - GOTY Edition\n",
      "Google: Astropal\n",
      "https://store.steampowered.com/search/?term=Astropal\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Vidar\n",
      "Google: Vidar: The RPG Where Everyone Dies\n",
      "https://store.steampowered.com/search/?term=Vidar: The RPG Where Everyone Dies\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Quarry – Deluxe Bonus Content Pack\n",
      "Google: Super Bonus Deluxe\n",
      "https://store.steampowered.com/search/?term=Super Bonus Deluxe\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Tideshell Keeper\n",
      "Google: The Tideshell Keeper\n",
      "https://store.steampowered.com/search/?term=The Tideshell Keeper\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Penny RPG: Shadows of the Lost - A Blood City Tale\n",
      "Google: Penny Blood\n",
      "https://store.steampowered.com/search/?term=Penny Blood\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Rocket Bot Royale\n",
      "Google: Blast Royale\n",
      "https://store.steampowered.com/search/?term=Blast Royale\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Tennis Fighters\n",
      "Google: Tennis\n",
      "https://store.steampowered.com/search/?term=Tennis\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Tennis Fighters\n",
      "Google: Romar Triv\n",
      "https://store.steampowered.com/search/?term=Romar Triv\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: ARK: Survival Evolved\n",
      "Google: Snapped\n",
      "https://store.steampowered.com/search/?term=Snapped\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Lucky Player\n",
      "Google: Lucky 8\n",
      "https://store.steampowered.com/search/?term=Lucky 8\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Asterion\n",
      "Google: Asterion\n",
      "https://store.steampowered.com/search/?term=Asterion\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Asterion\n",
      "Google: Telekick\n",
      "https://store.steampowered.com/search/?term=Telekick\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: TankYou! Soundtrack\n",
      "Google: Wham Bam + 2\n",
      "https://store.steampowered.com/search/?term=Wham Bam + 2\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: SnowRunner - High Roller Pack\n",
      "Google: High Roller\n",
      "https://store.steampowered.com/search/?term=High Roller\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: SnowRunner - High Roller Pack\n",
      "Google: 5-aces Poker\n",
      "https://store.steampowered.com/search/?term=5-aces Poker\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: SnowRunner - High Roller Pack\n",
      "Google: AceSpeeder2\n",
      "https://store.steampowered.com/search/?term=AceSpeeder2\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Reading Simulator\n",
      "Google: Reading\n",
      "https://store.steampowered.com/search/?term=Reading\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Blackbeard the Cursed Jungle\n",
      "Google: Squidy and Em Roblox Adventures\n",
      "https://store.steampowered.com/search/?term=Squidy and Em Roblox Adventures\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Space Viking Raiders VR\n",
      "\n",
      "VR Only\n",
      "Google: Viking HIIT VR Experience\n",
      "https://store.steampowered.com/search/?term=Viking HIIT VR Experience\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Space Viking Raiders VR\n",
      "\n",
      "VR Only\n",
      "Google: Ostrov sokrovishch\n",
      "https://store.steampowered.com/search/?term=Ostrov sokrovishch\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Flip-Out!\n",
      "Google: Flip-Out\n",
      "https://store.steampowered.com/search/?term=Flip-Out\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Sackboy: A Big Adventure\n",
      "Google: A Little Less Desperation\n",
      "https://store.steampowered.com/search/?term=A Little Less Desperation\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2023\n",
      "Google: 2020\n",
      "STEAM: Space Mechanic Simulator\n",
      "Google: Space Mechanic Simulator\n",
      "https://store.steampowered.com/search/?term=Space Mechanic Simulator\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Total War: WARHAMMER III - Forge of the Chaos Dwarfs\n",
      "Google: Special Break\n",
      "https://store.steampowered.com/search/?term=Special Break\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Total War: WARHAMMER III - Forge of the Chaos Dwarfs\n",
      "Google: Zvezdnyi rytsar\n",
      "https://store.steampowered.com/search/?term=Zvezdnyi rytsar\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Total War: WARHAMMER III - Forge of the Chaos Dwarfs\n",
      "Google: Natsu Shojo\n",
      "https://store.steampowered.com/search/?term=Natsu Shojo\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Pixel Heroes: Byte & Magic - Soundtrack\n",
      "Google: The Pharao\n",
      "https://store.steampowered.com/search/?term=The Pharao\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Last of Us Part I\n",
      "Google: The Yakyuuken Part 2\n",
      "https://store.steampowered.com/search/?term=The Yakyuuken Part 2\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Last of Us Part I\n",
      "Google: Exanimate Sea\n",
      "https://store.steampowered.com/search/?term=Exanimate Sea\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Rosenkreuzstilette\n",
      "Google: Iris Burning\n",
      "https://store.steampowered.com/search/?term=Iris Burning\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Rosenkreuzstilette\n",
      "Google: Bank Robbers by Impostered Legends\n",
      "https://store.steampowered.com/search/?term=Bank Robbers by Impostered Legends\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Mask of the Rose\n",
      "Google: Death of Rose\n",
      "https://store.steampowered.com/search/?term=Death of Rose\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Royal Casino: Video Poker\n",
      "Google: Royal Poker\n",
      "https://store.steampowered.com/search/?term=Royal Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Poker Squadrons\n",
      "Google: Draw Poker\n",
      "https://store.steampowered.com/search/?term=Draw Poker\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Poker Squadrons\n",
      "Google: Le Grand Champs\n",
      "https://store.steampowered.com/search/?term=Le Grand Champs\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: It Takes Two\n",
      "Google: Spell It 2\n",
      "https://store.steampowered.com/search/?term=Spell It 2\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Murder Miners\n",
      "Google: Murder Miners X\n",
      "https://store.steampowered.com/search/?term=Murder Miners X\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Martian Invaders\n",
      "Google: Mars Invaders\n",
      "https://store.steampowered.com/search/?term=Mars Invaders\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: A Museum of Self & Space\n",
      "Google: Jacks a Pair\n",
      "https://store.steampowered.com/search/?term=Jacks a Pair\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: A Museum of Self & Space\n",
      "Google: Avtogonki\n",
      "https://store.steampowered.com/search/?term=Avtogonki\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: A Museum of Self & Space\n",
      "Google: Bao-Diversity\n",
      "https://store.steampowered.com/search/?term=Bao-Diversity\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: End of the Line\n",
      "Google: U55: End of the Line\n",
      "https://store.steampowered.com/search/?term=U55: End of the Line\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Fishing Planet: Golden Dragon Pack\n",
      "Google: Lucky 8 Lines\n",
      "https://store.steampowered.com/search/?term=Lucky 8 Lines\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "not same game\n",
      "STEAM: Hoser Hockey\n",
      "Google: Hockey\n",
      "https://store.steampowered.com/search/?term=Hockey\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Hoser Hockey\n",
      "Google: Dead Life Necrodevils\n",
      "https://store.steampowered.com/search/?term=Dead Life Necrodevils\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Falcon Gold\n",
      "Google: Video Gold\n",
      "https://store.steampowered.com/search/?term=Video Gold\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Falcon Gold\n",
      "Google: Kyle Rittenhouse's Turkey Shoot\n",
      "https://store.steampowered.com/search/?term=Kyle Rittenhouse's Turkey Shoot\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Knights of the Sky\n",
      "Google: Bust My Balloons\n",
      "https://store.steampowered.com/search/?term=Bust My Balloons\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Lost in Play\n",
      "Google: Challenger in Between\n",
      "https://store.steampowered.com/search/?term=Challenger in Between\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Forever Home\n",
      "Google: Xero\n",
      "https://store.steampowered.com/search/?term=Xero\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: LEGO Star Wars: The Skywalker Saga\n",
      "Google: Star Attack\n",
      "https://store.steampowered.com/search/?term=Star Attack\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Coreborn: Nations of the Ultracore\n",
      "Google: Coreborn: Nations of the Ultracore\n",
      "https://store.steampowered.com/search/?term=Coreborn: Nations of the Ultracore\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: 8-Bit Adventures 2\n",
      "Google: 3 Super 8\n",
      "https://store.steampowered.com/search/?term=3 Super 8\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Neon White\n",
      "Google: White Heaven\n",
      "https://store.steampowered.com/search/?term=White Heaven\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: ALTAIR BREAKER\n",
      "\n",
      "VR Only\n",
      "Google: Altair II\n",
      "https://store.steampowered.com/search/?term=Altair II\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Disney The Princess and the Frog\n",
      "Google: The Princess and the Paintbrush\n",
      "https://store.steampowered.com/search/?term=The Princess and the Paintbrush\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Table Tennis Pro\n",
      "Google: Table Tennis II\n",
      "https://store.steampowered.com/search/?term=Table Tennis II\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Neolithic Dawn\n",
      "\n",
      "VR Only\n",
      "Google: Neolithic\n",
      "https://store.steampowered.com/search/?term=Neolithic\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: The Treehouse Man\n",
      "Google: The Baptized\n",
      "https://store.steampowered.com/search/?term=The Baptized\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Treehouse Man\n",
      "Google: Young Johnathon\n",
      "https://store.steampowered.com/search/?term=Young Johnathon\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Dread X Collection: The Hunt\n",
      "Google: Wayward Rose\n",
      "https://store.steampowered.com/search/?term=Wayward Rose\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Bump Bump Bump\n",
      "Google: Bump\n",
      "https://store.steampowered.com/search/?term=Bump\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Bump Bump Bump\n",
      "Google: Triagat\n",
      "https://store.steampowered.com/search/?term=Triagat\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Miniland Adventure\n",
      "Google: Adventure\n",
      "https://store.steampowered.com/search/?term=Adventure\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Pathfinder: Kingmaker - The Wildcards\n",
      "Google: The Conduit\n",
      "https://store.steampowered.com/search/?term=The Conduit\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Destiny 2\n",
      "Google: Variety\n",
      "https://store.steampowered.com/search/?term=Variety\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Destiny 2\n",
      "Google: Peblo's Pixel Paradise\n",
      "https://store.steampowered.com/search/?term=Peblo's Pixel Paradise\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: FOR HONOR\n",
      "Google: Connect 4\n",
      "https://store.steampowered.com/search/?term=Connect 4\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: FOR HONOR\n",
      "Google: Cairo: Building Humanity\n",
      "https://store.steampowered.com/search/?term=Cairo: Building Humanity\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Crash Bandicoot N. Sane Trilogy\n",
      "Google: Crash\n",
      "https://store.steampowered.com/search/?term=Crash\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Shadow Dreams: The Last Thought of Hope\n",
      "Google: Shadow Dreams: The Last Thought of Hope\n",
      "https://store.steampowered.com/search/?term=Shadow Dreams: The Last Thought of Hope\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Scarlet and Blank\n",
      "Google: Blink and Die\n",
      "https://store.steampowered.com/search/?term=Blink and Die\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Swapette Showdown\n",
      "Google: Swapette\n",
      "https://store.steampowered.com/search/?term=Swapette\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: ARC Raiders\n",
      "Google: Raiders\n",
      "https://store.steampowered.com/search/?term=Raiders\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: ARC Raiders\n",
      "Google: Uta no purinsusama: Dolce Vita\n",
      "https://store.steampowered.com/search/?term=Uta no purinsusama: Dolce Vita\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Mina the Hollower\n",
      "Google: Mina the Hollower\n",
      "https://store.steampowered.com/search/?term=Mina the Hollower\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Neon Sword\n",
      "Google: Neon Sword\n",
      "https://store.steampowered.com/search/?term=Neon Sword\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: BlackJack Math\n",
      "Google: Black 21 Jack\n",
      "https://store.steampowered.com/search/?term=Black 21 Jack\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: One Way Road\n",
      "Google: One Way Road\n",
      "https://store.steampowered.com/search/?term=One Way Road\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Salsa-Virtual\n",
      "\n",
      "VR Only\n",
      "Google: Androcks: Virtual Start Back\n",
      "https://store.steampowered.com/search/?term=Androcks: Virtual Start Back\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: STAR WARS: Squadrons\n",
      "\n",
      "VR Supported\n",
      "Google: Moon Wars\n",
      "https://store.steampowered.com/search/?term=Moon Wars\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Wraiths of SENTINEL\n",
      "Google: Agents of S.H.E.L.L.\n",
      "https://store.steampowered.com/search/?term=Agents of S.H.E.L.L.\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Summum Aeterna\n",
      "Google: Speak Easy Draw Poker\n",
      "https://store.steampowered.com/search/?term=Speak Easy Draw Poker\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Stellaris\n",
      "Google: Engine Defender\n",
      "https://store.steampowered.com/search/?term=Engine Defender\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Alters\n",
      "Google: The Alters\n",
      "https://store.steampowered.com/search/?term=The Alters\n",
      "-----------------------------------------------\n",
      "Changed Date successfully\n",
      "Steam: 2020\n",
      "Google: 1962\n",
      "STEAM: Space Wars\n",
      "Google: Space Wars\n",
      "https://store.steampowered.com/search/?term=Space Wars\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Space Wars\n",
      "Google: June Funkin\n",
      "https://store.steampowered.com/search/?term=June Funkin\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: #SelfieTennis\n",
      "\n",
      "VR Only\n",
      "Google: Knock-Ball\n",
      "https://store.steampowered.com/search/?term=Knock-Ball\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Anxious Suffering in the Forest\n",
      "Google: Anxious\n",
      "https://store.steampowered.com/search/?term=Anxious\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: Anxious Suffering in the Forest\n",
      "Google: Jayanta Ghadei\n",
      "https://store.steampowered.com/search/?term=Jayanta Ghadei\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: Dirty Wars: September 11\n",
      "Google: Dirty Wars: September 11\n",
      "https://store.steampowered.com/search/?term=Dirty Wars: September 11\n",
      "-----------------------------------------------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "not same game\n",
      "STEAM: The Ditzy Demons Are in Love With Me\n",
      "Google: In Lukewarm Blood\n",
      "https://store.steampowered.com/search/?term=In Lukewarm Blood\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Ditzy Demons Are in Love With Me\n",
      "Google: The Louisa Williamson Hutchison Collection: ULV Cultural & Natural History Collections\n",
      "https://store.steampowered.com/search/?term=The Louisa Williamson Hutchison Collection: ULV Cultural & Natural History Collections\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Ditzy Demons Are in Love With Me\n",
      "Google: Prisionero de Oubliette (Realidad Virtual)\n",
      "https://store.steampowered.com/search/?term=Prisionero de Oubliette (Realidad Virtual)\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Ditzy Demons Are in Love With Me\n",
      "Google: SimpliZoo\n",
      "https://store.steampowered.com/search/?term=SimpliZoo\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: DOA\n",
      "Google: Dead on Arrival\n",
      "https://store.steampowered.com/search/?term=Dead on Arrival\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Jacks or Better - Video Poker\n",
      "Google: Jacks or Better\n",
      "https://store.steampowered.com/search/?term=Jacks or Better\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Vampire: The Masquerade - Shadows of New York\n",
      "Google: The Crimes of New York City\n",
      "https://store.steampowered.com/search/?term=The Crimes of New York City\n",
      "-----------------------------------------------\n",
      "No Game Found\n",
      "STEAM: The Chase\n",
      "Google: The Chase\n",
      "https://store.steampowered.com/search/?term=The Chase\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Ion Fury\n",
      "Google: Ion\n",
      "https://store.steampowered.com/search/?term=Ion\n",
      "-----------------------------------------------\n",
      "not same game\n",
      "STEAM: Dead by Daylight - The Saw Chapter\n",
      "Google: Never Say Die\n",
      "https://store.steampowered.com/search/?term=Never Say Die\n",
      "-----------------------------------------------\n",
      "Same Year\n",
      "Steam: 2023\n",
      "Google: 2023\n",
      "STEAM: DEVIL'S LIMINAL\n",
      "Google: Devil's Liminal\n",
      "https://store.steampowered.com/search/?term=Devil's Liminal\n",
      "-----------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "d = {}\n",
    "\n",
    "for i in range(len(df1[\"title\"].loc[df1[\"release_date\"] == 0])):\n",
    "    game_name = wrong_data_combined[i][1]\n",
    "    searchterm = game_name # edit me\n",
    "\n",
    "    url = r\"https://store.steampowered.com/search/?term=\" + searchterm #will put what I want to search after q=\n",
    "    driver = webdriver.Chrome()\n",
    "    driver.get(url)\n",
    "    content = driver.page_source.encode('utf-8').strip()\n",
    "    soup = BeautifulSoup(content,\"html.parser\")\n",
    "    \n",
    "    #will be used downwards to find if the year that steam  souped is equal to year found by google\n",
    "    int_index = int(wrong_data_combined[i][0])\n",
    "    \n",
    "    \n",
    "    try:\n",
    "        #special characters that need to be removed from the game title\n",
    "        special_characters = [\"™\", \"®\"]\n",
    "        \n",
    "        #going to soup the name of the first title that pops to see if the souped game is the same game from the dataframe or not\n",
    "        game_souped_name = soup.find(\"div\", class_=\"col search_name ellipsis\").text.strip()\n",
    "        \n",
    "        #removes any special characters if needed\n",
    "        for character in special_characters:\n",
    "            game_souped_name = game_souped_name.replace(character, \"\")\n",
    "        \n",
    "        if game_souped_name.lower() == (wrong_date_title[i]).lower():\n",
    "            unfiltered_game_year = soup.find(\"div\", class_=\"search_released\").text.strip()\n",
    "            unfiltered_years_list = re.findall('\\d+', unfiltered_game_year)\n",
    "\n",
    "            #changes the values inside list into integers\n",
    "            for i in range(len(unfiltered_years_list)):\n",
    "                unfiltered_years_list[i] = int(unfiltered_years_list[i])\n",
    "\n",
    "            #filters numbers between 1930\n",
    "            for k in range(10):\n",
    "                for j in unfiltered_years_list:\n",
    "                    if j < 1930:\n",
    "                        unfiltered_years_list.remove(j)\n",
    "            game_year = unfiltered_years_list\n",
    "\n",
    "            #if year found by steam is equal to year found by google, do nothing\n",
    "            if game_year[0] == googled_df[\"release_date\"][int_index]:\n",
    "                print(\"Same Year\")\n",
    "\n",
    "            #if year found by steam isnt the same found by google, replace the google one with the \n",
    "            else:\n",
    "                print(\"Changed Date successfully\")\n",
    "                final_df[\"release_date\"].iloc[int_index] = game_year[0]\n",
    "\n",
    "            print(f\"Steam: {game_year[0]}\")\n",
    "            print(f\"Google: {googled_df['release_date'][int_index]}\")\n",
    "\n",
    "        #if it does not share the same title, it isnt the same game\n",
    "        else:\n",
    "            print(\"not same game\")\n",
    "\n",
    "        print(f\"STEAM: {game_souped_name}\")\n",
    "        print(f\"Google: {googled_df['title'][int_index]}\")\n",
    "        print(url)\n",
    "    \n",
    "    except:\n",
    "        print(\"No Game Found\")\n",
    "        print(f\"STEAM: {game_souped_name}\")\n",
    "        print(f\"Google: {googled_df['title'][int_index]}\")\n",
    "        print(url)\n",
    "\n",
    "        \n",
    "        \n",
    "    print(\"-----------------------------------------------\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7bf7087e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save CSV after using Steam for cleaning the release_date\n",
    "final_df.to_csv('CSVs/4) finalReleaseDateCleaned.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fdf5ed2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = pd.read_csv(\"CSVs/4) finalReleaseDateCleaned.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "53509cf7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length: 269\n",
      "\n",
      "[['14427' 'Beyond Good & Evil 2']\n",
      " ['14466' 'Hellraid']\n",
      " ['14483' 'Prince of Persia: The Sands of Time Remake']\n",
      " ['14504' 'Judas']\n",
      " ['14511' 'Ascension Chronicles: Spheres of Influence']\n",
      " ['14533' 'MegaRace: DeathMatch']\n",
      " ['14748' 'I Married a Monster on a Hill']\n",
      " ['14756' \"Assassin's Creed: Codename Red\"]\n",
      " ['14783' 'EXP: War Trauma']\n",
      " ['14826' \"Camp's Not Dead\"]\n",
      " ['14848' 'The Witcher Remake']\n",
      " ['14939' 'Little Devil Inside']\n",
      " ['15176' 'EyesOnly - TopSecret']\n",
      " ['15380' 'Doragonbôru Z: Sparking! 4']\n",
      " ['15414' 'Avowed']\n",
      " ['15488' 'Text Me Back']\n",
      " ['15519' 'Echoes of the End']\n",
      " ['15635' 'Fiona Frightening and the Wicked Wardrobe']\n",
      " ['15763' 'Fuzzy Gets a House']\n",
      " ['15787' 'Enenra']\n",
      " ['15820' 'Where Winds Meet']\n",
      " ['15853' 'PixelWave Island']\n",
      " ['15874' 'Quest Failed - Chapter Two']\n",
      " ['15933' 'My Eyes on You']\n",
      " ['15945' 'Rat Race']\n",
      " ['15953' 'Last Days of Snow']\n",
      " ['16256' 'Brassheart']\n",
      " ['16348'\n",
      "  \"Jamjam'n Jelly - The nonsensical, high tactical, 110% cute em up.\"]\n",
      " ['16515' 'Liquidation - Echoes of the Past']\n",
      " ['16518' 'LunHour']\n",
      " ['16584' 'Off the Grid: Bad Dream']\n",
      " ['16618' 'Faceless']\n",
      " ['16627' 'Synduality']\n",
      " ['16816' 'Crimson Sunrise']\n",
      " ['16875' 'Thirsty Suitors']\n",
      " ['17125' 'Atrocity: Field of Hands']\n",
      " ['17159' \"Norse Noir: Loki's Exile, Chapter I\"]\n",
      " ['17267' 'Fable Hills: Guardian Adventures']\n",
      " ['17336' 'WinterOver']\n",
      " ['17500' 'Spring Breeze']\n",
      " ['17529' 'Different Galaxy']\n",
      " ['17593' 'Midli']\n",
      " ['17911' 'Danger Track']\n",
      " ['18348' 'Word Builder']\n",
      " ['18460' 'Half-Life: Remnants']\n",
      " ['18513' 'Skullstone']\n",
      " ['18523' 'Pigeon Simulator']\n",
      " ['18525' 'Bingo Time']\n",
      " ['18578' 'Hearts of Violet']\n",
      " ['18629' 'Fear Interactive: Deadwood']\n",
      " ['18822' 'Where Winter Crows Go']\n",
      " ['18874' 'Blight: The Stillman Legacy']\n",
      " ['18968' 'Meister High']\n",
      " ['19141' 'Ivy Likes Stories']\n",
      " ['19370' 'Astral Hound']\n",
      " ['19482' 'Adventure Thru 8-Bit Land']\n",
      " ['19501' 'Tangible Utopias']\n",
      " ['19536' 'Super Quadruple Dominos']\n",
      " ['19545' 'Wheetago War VR']\n",
      " ['19920' 'Death Cycle: Xbox 360']\n",
      " ['19935' 'PsychoDive']\n",
      " ['20116' 'My Dear Delirium']\n",
      " ['20235' 'Scuffle Royale']\n",
      " ['20277' 'Ondadaad']\n",
      " ['20333' 'Project Tingler']\n",
      " ['20386' 'Wayholm']\n",
      " ['20423' \"An Otaku's Guide to Santa's Reindeer\"]\n",
      " ['20453' 'The Silver Lining: Episode 5 - A Thousand Times Goodnight']\n",
      " ['20634' 'Microcandy']\n",
      " ['20711' 'Tornuktu']\n",
      " ['20723' 'Live on: The Astray Message']\n",
      " ['20736' 'Noraut Deluxe Poker']\n",
      " ['20796' 'The Trillium Horrors: Frostbitten']\n",
      " ['20818' 'Malzak']\n",
      " ['20825' 'Aeryn: Nightmares of Fau']\n",
      " ['20833' 'Deception of My Mind']\n",
      " ['20978' 'Billy Saves the World']\n",
      " ['20991' 'The Vortex Adventures']\n",
      " ['21009' 'The Alone']\n",
      " ['21052' 'Death Cycle: Xbox 360']\n",
      " ['21055' 'Samurai Unicorn']\n",
      " ['21061' 'Draw Poker Superstar']\n",
      " ['21072' 'Glory']\n",
      " ['21095' 'Atmorria: The Book of Dev']\n",
      " ['21100' 'Sinister Within']\n",
      " ['21112' 'Masternever and the Flow of Death']\n",
      " ['21129' 'WordTrap Dungeon']\n",
      " ['21259' 'Umboo']\n",
      " ['21349' 'Justice in Unity: Redux']\n",
      " ['21415' 'Renovatio']\n",
      " ['21429' 'Bearwood Park']\n",
      " ['21434' 'Kingdom Kitty']\n",
      " ['21600' 'Orbisia']\n",
      " ['21710' '3-4-5 Bingo']\n",
      " ['21754' 'Cherry Bonus II']\n",
      " ['22007' 'UBI Cocktail Table']\n",
      " ['22031' 'Double Joker Poker']\n",
      " ['22039' 'Nasal & Co.']\n",
      " ['22050' 'Hi-Lo 8 Lines']\n",
      " ['22167' 'Badge']\n",
      " ['22304' 'High Score']\n",
      " ['22474' 'Fruity Pebbles Beach Break']\n",
      " ['22508' 'Hank Drowning on Dry Land']\n",
      " ['22565' 'Planetaria Concursus']\n",
      " ['22596' 'Math Flashcards']\n",
      " ['22714' 'Cherry Chance']\n",
      " ['23101' 'Joker Poker']\n",
      " ['23129' 'Fun World Quiz']\n",
      " ['23158' '7 e mezzo']\n",
      " ['23191' 'Pro Soccer - Pro Tennis']\n",
      " ['23202' 'The Great Outdoors']\n",
      " ['23209' 'Gates of Mirnah']\n",
      " ['23404' 'NarKarma EngineA']\n",
      " ['23523' 'The Shadow Clubs']\n",
      " ['23561' 'Pilgrimage-Shinshin Dojo']\n",
      " ['23722' 'Treasurenauts']\n",
      " ['23799' 'Fourcourt - TV Halgame']\n",
      " ['23874' 'Truco-Tron']\n",
      " ['23875' 'Frozen Colony']\n",
      " ['23888' 'Brink Universe Unlimited: Supernovaman']\n",
      " ['24016' 'Ready to Run']\n",
      " ['24031' 'Istrebiteli']\n",
      " ['24155' 'Hexian X']\n",
      " ['24167' 'Brain Quest: Multimedia - Grades 2 & 3']\n",
      " ['24219' 'Draw Poker Hi-Lo']\n",
      " ['24294' 'Perxor']\n",
      " ['24309' 'Dillingham']\n",
      " ['24337' 'Sacred Earth - Reverie']\n",
      " ['24417' 'Crosscraft and the Overcraft']\n",
      " ['24499' 'Eclipse: Both Sides of the Moon']\n",
      " ['24510' 'Koisuru ryuuousama']\n",
      " ['24619' 'Fun Casino II']\n",
      " ['24666' \"Mira's Tale\"]\n",
      " ['24740' 'Mamma VR']\n",
      " ['24744' 'Project Roo']\n",
      " ['24788' \"Waluigi's Warehouse\"]\n",
      " ['24830' 'Odonis Orphane']\n",
      " ['25172' 'Quiz Me on Drugs']\n",
      " ['25321' 'Gorebreaker']\n",
      " ['25358' 'Hiboka']\n",
      " ['25484' \"A Rocket's Intensity\"]\n",
      " ['25633' \"Drew's Deuces Wild\"]\n",
      " ['25894' 'Samer Hills']\n",
      " ['26192' 'Glowood']\n",
      " ['26217' 'Powerful the Game Episode 1']\n",
      " ['26279' 'Theme Park & Resorts Inspiration Series']\n",
      " ['26384' 'Vex-Ward (Mod)']\n",
      " ['26403' 'Amnesia: Fear in Hands']\n",
      " ['26440' 'Nasal']\n",
      " ['26513' 'Royal Derby']\n",
      " ['26519' \"She's (Kuntilanak)\"]\n",
      " ['26638' 'A Piano Tale']\n",
      " ['26659' 'AceSpeeder!']\n",
      " ['26688' 'Love, Ghostie']\n",
      " ['26701' 'Long Ago in the Near Future']\n",
      " ['26771' 'Joker Poker 54']\n",
      " ['26804' 'The Black Wedding']\n",
      " ['26941' 'Paddle Derby']\n",
      " ['27019' 'Tri-City RP']\n",
      " ['27077' 'Age of Aincrad']\n",
      " ['27099' 'Fighting Boxer']\n",
      " ['27189' 'Apophis (Corrupt Yourself)']\n",
      " ['27229' 'Skill Stop']\n",
      " ['27314' 'The Yakyuuken Part 3']\n",
      " ['27362' 'Eeekk!']\n",
      " ['27492' 'DropCore']\n",
      " ['27524' 'The Night He Came Home']\n",
      " ['27608' 'Kot-rybolov']\n",
      " ['27625' 'Katyusha']\n",
      " ['27686' 'Farhangeirani']\n",
      " ['27718' 'Ombudsman']\n",
      " ['27736' 'Fruity Pebbles Spy Caper']\n",
      " ['27804' 'Sebring']\n",
      " ['27883' 'Starship Simulator']\n",
      " ['27890' 'S.T.A.R.S. Delta Lift Off']\n",
      " ['27978' 'M']\n",
      " ['28004' 'Contraband']\n",
      " ['28165' 'Robot: Colony 25']\n",
      " ['28298' 'Camera 6']\n",
      " ['28356' 'EverQuest Next']\n",
      " ['28442' 'Recovered Operations']\n",
      " ['28472' 'Without Memory']\n",
      " ['28549' 'Planet Michael']\n",
      " ['28597' 'Sensiz Olamam']\n",
      " ['28621' 'Picalette']\n",
      " ['28721' 'Wild Double Up II']\n",
      " ['28794' 'Flipped - The Game']\n",
      " ['28965' 'Kotigoroshko']\n",
      " ['28976' 'Fun-Joke']\n",
      " ['29109' 'Starlite: Defender of Justice']\n",
      " ['29138' 'Major Poker']\n",
      " ['29159' \"Little Magic Books: Knock, Knock! Who's on My Block?\"]\n",
      " ['29215' 'T.V. 5-Card Poker']\n",
      " ['29217' 'Into Sominia: A Project']\n",
      " ['29228' 'AceSpeeder3']\n",
      " ['29246' 'Ostrov drakona']\n",
      " ['29269' 'The Projects']\n",
      " ['29423' 'Fish Cymophis']\n",
      " ['29439' 'Exava']\n",
      " ['29539' 'Dynamic-Dice']\n",
      " ['29583' 'VHi Draw Poker']\n",
      " ['29767' 'Operation Stabilization: Revived']\n",
      " ['30022' 'Astropal']\n",
      " ['30054' 'Vidar: The RPG Where Everyone Dies']\n",
      " ['30101' 'Super Bonus Deluxe']\n",
      " ['30205' 'Penny Blood']\n",
      " ['30248' 'Tennis']\n",
      " ['30284' 'Romar Triv']\n",
      " ['30306' 'Snapped']\n",
      " ['30312' 'Lucky 8']\n",
      " ['30315' 'Asterion']\n",
      " ['30337' 'Telekick']\n",
      " ['30342' 'Wham Bam + 2']\n",
      " ['30389' 'AceSpeeder2']\n",
      " ['30457' 'Reading']\n",
      " ['30539' 'Squidy and Em Roblox Adventures']\n",
      " ['30542' 'Viking HIIT VR Experience']\n",
      " ['30608' 'A Little Less Desperation']\n",
      " ['30690' 'Special Break']\n",
      " ['30744' 'Zvezdnyi rytsar']\n",
      " ['30800' 'Natsu Shojo']\n",
      " ['30906' 'Exanimate Sea']\n",
      " ['30934' 'Iris Burning']\n",
      " ['31134' 'Bank Robbers by Impostered Legends']\n",
      " ['31277' 'Death of Rose']\n",
      " ['31283' 'Royal Poker']\n",
      " ['31338' 'Le Grand Champs']\n",
      " ['31347' 'Spell It 2']\n",
      " ['31406' 'Jacks a Pair']\n",
      " ['31428' 'Avtogonki']\n",
      " ['31505' 'Bao-Diversity']\n",
      " ['31512' 'U55: End of the Line']\n",
      " ['31516' 'Lucky 8 Lines']\n",
      " ['31584' 'Dead Life Necrodevils']\n",
      " ['31633' 'Video Gold']\n",
      " ['31648' \"Kyle Rittenhouse's Turkey Shoot\"]\n",
      " ['31683' 'Bust My Balloons']\n",
      " ['31910' 'Coreborn: Nations of the Ultracore']\n",
      " ['31935' 'White Heaven']\n",
      " ['31967' 'The Princess and the Paintbrush']\n",
      " ['32012' 'Table Tennis II']\n",
      " ['32015' 'Neolithic']\n",
      " ['32036' 'The Baptized']\n",
      " ['32049' 'Young Johnathon']\n",
      " ['32088' 'Wayward Rose']\n",
      " ['32128' 'Bump']\n",
      " ['32155' 'Triagat']\n",
      " ['32222' 'Adventure']\n",
      " ['32355' \"Peblo's Pixel Paradise\"]\n",
      " ['32383' 'Cairo: Building Humanity']\n",
      " ['32509' 'Shadow Dreams: The Last Thought of Hope']\n",
      " ['32555' 'Swapette']\n",
      " ['32588' 'Uta no purinsusama: Dolce Vita']\n",
      " ['32672' 'Neon Sword']\n",
      " ['32696' 'Black 21 Jack']\n",
      " ['32757' 'Androcks: Virtual Start Back']\n",
      " ['32774' 'Agents of S.H.E.L.L.']\n",
      " ['32860' 'Speak Easy Draw Poker']\n",
      " ['32928' 'The Alters']\n",
      " ['32951' 'June Funkin']\n",
      " ['33004' 'Knock-Ball']\n",
      " ['33055' 'Jayanta Ghadei']\n",
      " ['33086' 'In Lukewarm Blood']\n",
      " ['33170'\n",
      "  'The Louisa Williamson Hutchison Collection: ULV Cultural & Natural History Collections']\n",
      " ['33203' 'Prisionero de Oubliette (Realidad Virtual)']\n",
      " ['33330' 'Dead on Arrival']\n",
      " ['33332' 'Jacks or Better']\n",
      " ['33364' 'The Chase']\n",
      " ['33437' 'Never Say Die']]\n"
     ]
    }
   ],
   "source": [
    "#Check what data is still wrong\n",
    "wrong_date_index = np.array(list(final_df.index[final_df[\"release_date\"] == 0]))\n",
    "#gets title of wrong date data\n",
    "wrong_date_title = np.array(list(final_df[\"title\"].loc[final_df[\"release_date\"] == 0]))\n",
    "\n",
    "#puts index besides the name of game\n",
    "wrong_data_combined = np.stack((wrong_date_index, wrong_date_title), axis=1)\n",
    "\n",
    "print(f\"Length: {len(wrong_data_combined)}\")\n",
    "print()\n",
    "print(wrong_data_combined)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d2436ab",
   "metadata": {},
   "source": [
    "<b> Just going to Delete the rest of the incorrect data as most of them are unreleased games or games I cant scrap from Google or Steam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8b603c12",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(wrong_date_index)):\n",
    "    final_df = final_df.drop(wrong_date_index[i])\n",
    "print(\"done\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "27d631d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length: 0\n",
      "\n",
      "[]\n"
     ]
    }
   ],
   "source": [
    "#check if the data is still there\n",
    "wrong_date_index = np.array(list(final_df.index[final_df[\"release_date\"] == 0]))\n",
    "#gets title of wrong date data\n",
    "wrong_date_title = np.array(list(final_df[\"title\"].loc[final_df[\"release_date\"] == 0]))\n",
    "\n",
    "#puts index besides the name of game\n",
    "wrong_data_combined = np.stack((wrong_date_index, wrong_date_title), axis=1)\n",
    "\n",
    "print(f\"Length: {len(wrong_data_combined)}\")\n",
    "print()\n",
    "print(wrong_data_combined)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e480f87d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#replace old finalReleaseDateCleaned.csv with wrong data to the new one\n",
    "final_df.to_csv('CSVs/4) finalReleaseDateCleaned.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9594365",
   "metadata": {},
   "source": [
    "<b> a again: forgot to check for duplicated titles so I will do it now"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5cb48234",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"CSVs/4) finalReleaseDateCleaned.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d506334c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
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       "      <th>release_date</th>\n",
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       "      <th>directors</th>\n",
       "      <th>stars</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16554</th>\n",
       "      <td>Basketball Legends</td>\n",
       "      <td>2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Action' ' Adventure' ' Game-Show']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Jordan Wilson']</td>\n",
       "      <td>['Jords Iii' ' Jordan Wilson']</td>\n",
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       "      <th>19826</th>\n",
       "      <td>Tele-Sports</td>\n",
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       "      <td>TV Game</td>\n",
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       "      <td>Sport</td>\n",
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       "      <th>22197</th>\n",
       "      <td>Mahjong: The Ladyhunter - Kaitô Kuroneko Renme...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>22937</th>\n",
       "      <td>Draw Poker</td>\n",
       "      <td>1982</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>24210</th>\n",
       "      <td>Last Action Hero</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>25464</th>\n",
       "      <td>Strike Mission</td>\n",
       "      <td>1984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26167</th>\n",
       "      <td>Draw Poker</td>\n",
       "      <td>1982</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26240</th>\n",
       "      <td>Video Sports</td>\n",
       "      <td>1976</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sport</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26452</th>\n",
       "      <td>Draw Poker</td>\n",
       "      <td>1983</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26490</th>\n",
       "      <td>Video Sports</td>\n",
       "      <td>1977</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sport</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28679</th>\n",
       "      <td>Black Jack</td>\n",
       "      <td>1985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28863</th>\n",
       "      <td>Pool Live Tour</td>\n",
       "      <td>2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sport</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29330</th>\n",
       "      <td>Slap Shooter</td>\n",
       "      <td>1986</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sport</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29528</th>\n",
       "      <td>TV Ping Pong</td>\n",
       "      <td>1973</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sport</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30148</th>\n",
       "      <td>Game of Life</td>\n",
       "      <td>1977</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Family</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31094</th>\n",
       "      <td>Draw Poker</td>\n",
       "      <td>1982</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31142</th>\n",
       "      <td>Mahjong: Triple Wars</td>\n",
       "      <td>1990</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31789</th>\n",
       "      <td>Space Ship</td>\n",
       "      <td>1978</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Action' ' Sci-Fi']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31876</th>\n",
       "      <td>Baku Baku Animal</td>\n",
       "      <td>1995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31913</th>\n",
       "      <td>Pachi to Monster</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32019</th>\n",
       "      <td>Arsiz: Plan Degisti</td>\n",
       "      <td>2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Music</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Taygun Sungar']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32071</th>\n",
       "      <td>Black Jack</td>\n",
       "      <td>1983</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32397</th>\n",
       "      <td>3 Days</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32460</th>\n",
       "      <td>Blackjack</td>\n",
       "      <td>1975</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32685</th>\n",
       "      <td>Electronic TV Game</td>\n",
       "      <td>1977</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sport</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   title  release_date  \\\n",
       "16554                                 Basketball Legends          2021   \n",
       "19826                                        Tele-Sports          1977   \n",
       "21810                                            TV Game          1976   \n",
       "22197  Mahjong: The Ladyhunter - Kaitô Kuroneko Renme...          1990   \n",
       "22937                                         Draw Poker          1982   \n",
       "24210                                   Last Action Hero          1994   \n",
       "25038                                         Draw Poker          1982   \n",
       "25464                                     Strike Mission          1984   \n",
       "26167                                         Draw Poker          1982   \n",
       "26240                                       Video Sports          1976   \n",
       "26452                                         Draw Poker          1983   \n",
       "26490                                       Video Sports          1977   \n",
       "28679                                         Black Jack          1985   \n",
       "28863                                     Pool Live Tour          2009   \n",
       "29330                                       Slap Shooter          1986   \n",
       "29528                                       TV Ping Pong          1973   \n",
       "30148                                       Game of Life          1977   \n",
       "31094                                         Draw Poker          1982   \n",
       "31142                               Mahjong: Triple Wars          1990   \n",
       "31789                                         Space Ship          1978   \n",
       "31876                                   Baku Baku Animal          1995   \n",
       "31913                                   Pachi to Monster          2016   \n",
       "32019                                Arsiz: Plan Degisti          2020   \n",
       "32071                                         Black Jack          1983   \n",
       "32397                                             3 Days          2014   \n",
       "32460                                          Blackjack          1975   \n",
       "32685                                 Electronic TV Game          1977   \n",
       "\n",
       "      maturity_rating                                 genre  rating  \\\n",
       "16554             NaN  ['Action' ' Adventure' ' Game-Show']     0.0   \n",
       "19826             NaN                                 Sport     0.0   \n",
       "21810             NaN                                 Sport     0.0   \n",
       "22197             NaN                                   NaN     0.0   \n",
       "22937             NaN                                   NaN     0.0   \n",
       "24210             NaN                                Action     0.0   \n",
       "25038             NaN                                   NaN     0.0   \n",
       "25464             NaN                                Action     0.0   \n",
       "26167             NaN                                   NaN     0.0   \n",
       "26240             NaN                                 Sport     0.0   \n",
       "26452             NaN                                   NaN     0.0   \n",
       "26490             NaN                                 Sport     0.0   \n",
       "28679             NaN                                   NaN     0.0   \n",
       "28863             NaN                                 Sport     0.0   \n",
       "29330             NaN                                 Sport     0.0   \n",
       "29528             NaN                                 Sport     0.0   \n",
       "30148             NaN                                Family     0.0   \n",
       "31094             NaN                                   NaN     0.0   \n",
       "31142             NaN                                   NaN     0.0   \n",
       "31789             NaN                  ['Action' ' Sci-Fi']     0.0   \n",
       "31876             NaN                             Adventure     0.0   \n",
       "31913             NaN                                Action     0.0   \n",
       "32019             NaN                                 Music     0.0   \n",
       "32071             NaN                                   NaN     0.0   \n",
       "32397             NaN                                Action     0.0   \n",
       "32460             NaN                                   NaN     0.0   \n",
       "32685             NaN                                 Sport     0.0   \n",
       "\n",
       "               directors                           stars  votes  \n",
       "16554  ['Jordan Wilson']  ['Jords Iii' ' Jordan Wilson']      0  \n",
       "19826                NaN                             NaN      0  \n",
       "21810                NaN                             NaN      0  \n",
       "22197                NaN                             NaN      0  \n",
       "22937                NaN                             NaN      0  \n",
       "24210                NaN                             NaN      0  \n",
       "25038                NaN                             NaN      0  \n",
       "25464                NaN                             NaN      0  \n",
       "26167                NaN                             NaN      0  \n",
       "26240                NaN                             NaN      0  \n",
       "26452                NaN                             NaN      0  \n",
       "26490                NaN                             NaN      0  \n",
       "28679                NaN                             NaN      0  \n",
       "28863                NaN                             NaN      0  \n",
       "29330                NaN                             NaN      0  \n",
       "29528                NaN                             NaN      0  \n",
       "30148                NaN                             NaN      0  \n",
       "31094                NaN                             NaN      0  \n",
       "31142                NaN                             NaN      0  \n",
       "31789                NaN                             NaN      0  \n",
       "31876                NaN                             NaN      0  \n",
       "31913                NaN                             NaN      0  \n",
       "32019                NaN               ['Taygun Sungar']      0  \n",
       "32071                NaN                             NaN      0  \n",
       "32397                NaN                             NaN      0  \n",
       "32460                NaN                             NaN      0  \n",
       "32685                NaN                             NaN      0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df.duplicated(), :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "da2b6eab",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4f9701f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>release_date</th>\n",
       "      <th>maturity_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>rating</th>\n",
       "      <th>directors</th>\n",
       "      <th>stars</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [title, release_date, maturity_rating, genre, rating, directors, stars, votes]\n",
       "Index: []"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check if there is any duplication again\n",
    "df.loc[df.duplicated(), :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "c27c064a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>release_date</th>\n",
       "      <th>maturity_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>rating</th>\n",
       "      <th>directors</th>\n",
       "      <th>stars</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15550</th>\n",
       "      <td>Basketball Legends</td>\n",
       "      <td>2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Action' ' Adventure' ' Game-Show']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Jordan Wilson']</td>\n",
       "      <td>['Jords Iii' ' Jordan Wilson']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    title  release_date maturity_rating  \\\n",
       "15550  Basketball Legends          2021             NaN   \n",
       "\n",
       "                                      genre  rating          directors  \\\n",
       "15550  ['Action' ' Adventure' ' Game-Show']     0.0  ['Jordan Wilson']   \n",
       "\n",
       "                                stars  votes  \n",
       "15550  ['Jords Iii' ' Jordan Wilson']      0  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['title'] == 'Basketball Legends']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4fd05a02",
   "metadata": {},
   "outputs": [],
   "source": [
    "#replace old finalReleaseDateCleaned.csv with wrong data to the new one\n",
    "df.to_csv('CSVs/4) finalReleaseDateCleaned.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbf548da",
   "metadata": {},
   "source": [
    "<!-- <b> c: replace maturty_rating that is NaN with the actual rating from google  -->\n",
    "<b> c: Clean maturity_rating (going to rename it to \"ESRB_rating\")\n",
    "<br>\n",
    "<br> Will also change any PEGI rating to a ESRB rating for convenience purposes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d7b1f1b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['title', 'release_date', 'ESRB_rating', 'genre', 'rating', 'directors',\n",
       "       'stars', 'votes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"CSVs/4) finalReleaseDateCleaned.csv\")\n",
    "\n",
    "#Going to switch the name of the column from \"maturity_rating\" to \"ESRB_rating\" to make it more accurate\n",
    "df.rename(columns = {'maturity_rating':'ESRB_rating'}, inplace = True)\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fdb39b93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['M', 'E', 'T', 'E10+', nan, 'Not Rated', 'K-A', 'MA-13', 'EC',\n",
       "       'AO', 'Unrated', 'MA-17', 'PG-13', 'GA', 'Approved', 'TV-MA', 'CE',\n",
       "       '12', 'G', 'Passed', 'TV-14', '16+', 'PG', '13+', 'C'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"ESRB_rating\"].unique()\n",
    "\n",
    "#going to replace NaN, Not Rated, Unrated, Approved, \n",
    "# delete rows with C\n",
    "#going to rename \"TV-MA\" = \"M\" / \"MA-17\" = \"M\" / \"G\" = \"K-A\" / \"GA\" = \"K-A\" / \"MA-13\" = \"K-A\" / \"12\" = \"K-A\" / \n",
    "#\"Passed\" = \"K-A\" / \"TV-14\" = \"T\" / \"16+\" = \"T\" / "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ad00860f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop the rows with C (there was one row in it and it was not even a game)\n",
    "df = df.drop(df.loc[df['ESRB_rating'] == 'C'].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a545ead3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#renaming the ratings\n",
    "df['ESRB_rating'] = df['ESRB_rating'].replace(['TV-MA', 'MA-17', 'G', 'GA', 'MA-13', '12', 'Passed', 'TV-14', '16+', 'EC', 'K-A', 'PG', '13+', 'PG-13', 'CE', 'Approved'], ['M', 'M', 'E', 'E', 'E', 'E', 'E', 'T', 'T', 'E', 'E', 'E', 'T', 'T', 'E', 'Unrated'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48b57721",
   "metadata": {},
   "outputs": [],
   "source": [
    "#changes the NaN and \"Not Rated\" values into Unrated so I can work on all of them together\n",
    "df[\"ESRB_rating\"] = df[\"ESRB_rating\"].fillna(\"Unrated\")\n",
    "df['ESRB_rating'] = df['ESRB_rating'].replace(['Not Rated'], 'Unrated')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5296e9cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['M', 'E', 'T', 'E10+', 'Unrated', 'AO'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"ESRB_rating\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f3fabde5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Count: 24377\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>release_date</th>\n",
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       "      <th>genre</th>\n",
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       "      <th>directors</th>\n",
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       "      <th>votes</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Half-Life: Alyx</td>\n",
       "      <td>2020</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>['Action' ' Adventure' ' Horror']</td>\n",
       "      <td>9.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Ozioma Akagha' ' James Moses Black' ' Rhys D...</td>\n",
       "      <td>846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Sudden Strike 2</td>\n",
       "      <td>2002</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>['Action' ' War']</td>\n",
       "      <td>9.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>P.T.</td>\n",
       "      <td>2014</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>['Horror' ' Mystery']</td>\n",
       "      <td>9.3</td>\n",
       "      <td>['Guillermo del Toro' ' Hideo Kojima']</td>\n",
       "      <td>['Norman Reedus']</td>\n",
       "      <td>1981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Kingdom Hearts II: Final Mix+</td>\n",
       "      <td>2007</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>['Action' ' Adventure' ' Family']</td>\n",
       "      <td>9.3</td>\n",
       "      <td>['Tetsuya Nomura']</td>\n",
       "      <td>['Haley Joel Osment' ' David Gallagher' ' Hayd...</td>\n",
       "      <td>1311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Monkey Island 2: LeChuck's Revenge</td>\n",
       "      <td>1991</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>['Adventure' ' Comedy' ' Fantasy']</td>\n",
       "      <td>9.3</td>\n",
       "      <td>['Ron Gilbert']</td>\n",
       "      <td>['Dominic Armato' ' Earl Boen' ' Alexandra Boy...</td>\n",
       "      <td>2447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33208</th>\n",
       "      <td>Through the Winter</td>\n",
       "      <td>2023</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Michael Smith']</td>\n",
       "      <td>['Rita Amparita' ' Hannah Beard' ' Xander M Gr...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33209</th>\n",
       "      <td>Atari 50: The Anniversary Celebration</td>\n",
       "      <td>2022</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>['Documentary' ' Action' ' Adventure']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Al Alcorn' ' Nolan Bushnell' ' David Crane']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33210</th>\n",
       "      <td>Yars Revenge Enhanced</td>\n",
       "      <td>2022</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>['Action' ' Fantasy' ' Sci-Fi']</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33211</th>\n",
       "      <td>Our Summers</td>\n",
       "      <td>2022</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>Romance</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Wavi']</td>\n",
       "      <td>['Reece Bridger']</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33212</th>\n",
       "      <td>The Banana Splits: Serial Silliness</td>\n",
       "      <td>2021</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>['Fazie Funbear']</td>\n",
       "      <td>['Addy T. Baddy' ' Ross K. Foad' ' Peachy Prin...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24377 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       title  release_date ESRB_rating  \\\n",
       "33                           Half-Life: Alyx          2020     Unrated   \n",
       "38                           Sudden Strike 2          2002     Unrated   \n",
       "42                                      P.T.          2014     Unrated   \n",
       "46             Kingdom Hearts II: Final Mix+          2007     Unrated   \n",
       "48        Monkey Island 2: LeChuck's Revenge          1991     Unrated   \n",
       "...                                      ...           ...         ...   \n",
       "33208                     Through the Winter          2023     Unrated   \n",
       "33209  Atari 50: The Anniversary Celebration          2022     Unrated   \n",
       "33210                  Yars Revenge Enhanced          2022     Unrated   \n",
       "33211                            Our Summers          2022     Unrated   \n",
       "33212    The Banana Splits: Serial Silliness          2021     Unrated   \n",
       "\n",
       "                                        genre  rating  \\\n",
       "33          ['Action' ' Adventure' ' Horror']     9.4   \n",
       "38                          ['Action' ' War']     9.4   \n",
       "42                      ['Horror' ' Mystery']     9.3   \n",
       "46          ['Action' ' Adventure' ' Family']     9.3   \n",
       "48         ['Adventure' ' Comedy' ' Fantasy']     9.3   \n",
       "...                                       ...     ...   \n",
       "33208                                     NaN     0.0   \n",
       "33209  ['Documentary' ' Action' ' Adventure']     0.0   \n",
       "33210         ['Action' ' Fantasy' ' Sci-Fi']     0.0   \n",
       "33211                                 Romance     0.0   \n",
       "33212                                  Horror     0.0   \n",
       "\n",
       "                                    directors  \\\n",
       "33                                        NaN   \n",
       "38                                        NaN   \n",
       "42     ['Guillermo del Toro' ' Hideo Kojima']   \n",
       "46                         ['Tetsuya Nomura']   \n",
       "48                            ['Ron Gilbert']   \n",
       "...                                       ...   \n",
       "33208                       ['Michael Smith']   \n",
       "33209                                     NaN   \n",
       "33210                                     NaN   \n",
       "33211                                ['Wavi']   \n",
       "33212                       ['Fazie Funbear']   \n",
       "\n",
       "                                                   stars  votes  \n",
       "33     ['Ozioma Akagha' ' James Moses Black' ' Rhys D...    846  \n",
       "38                                                   NaN      6  \n",
       "42                                     ['Norman Reedus']   1981  \n",
       "46     ['Haley Joel Osment' ' David Gallagher' ' Hayd...   1311  \n",
       "48     ['Dominic Armato' ' Earl Boen' ' Alexandra Boy...   2447  \n",
       "...                                                  ...    ...  \n",
       "33208  ['Rita Amparita' ' Hannah Beard' ' Xander M Gr...      0  \n",
       "33209     ['Al Alcorn' ' Nolan Bushnell' ' David Crane']      0  \n",
       "33210                                                NaN      0  \n",
       "33211                                  ['Reece Bridger']      0  \n",
       "33212  ['Addy T. Baddy' ' Ross K. Foad' ' Peachy Prin...      0  \n",
       "\n",
       "[24377 rows x 8 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#prints all the rows that should be changed\n",
    "print(f\"Count: {len(df.loc[df['ESRB_rating'].isin(['Not Rated', 'Unrated'])])}\")\n",
    "df.loc[df[\"ESRB_rating\"] == \"Unrated\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b5a3e534",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length: 24377\n",
      "\n",
      "[['33' 'Half-Life: Alyx']\n",
      " ['38' 'Sudden Strike 2']\n",
      " ['42' 'P.T.']\n",
      " ...\n",
      " ['33210' 'Yars Revenge Enhanced']\n",
      " ['33211' 'Our Summers']\n",
      " ['33212' 'The Banana Splits: Serial Silliness']]\n"
     ]
    }
   ],
   "source": [
    "#gets index of wrong date data\n",
    "wrong_date_index = np.array(list(df.index[df[\"ESRB_rating\"] == \"Unrated\"]))\n",
    "#gets title of wrong date data\n",
    "wrong_date_title = np.array(list(df[\"title\"].loc[df[\"ESRB_rating\"] == \"Unrated\"]))\n",
    "\n",
    "#puts index besides the name of game\n",
    "wrong_data_combined = np.stack((wrong_date_index, wrong_date_title), axis=1)\n",
    "\n",
    "print(f\"Length: {len(wrong_data_combined)}\")\n",
    "print()\n",
    "print(wrong_data_combined)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ff3698f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://rawg.io/games/cyber-city-2157-the-visual-novel\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_27496/3036942507.py:113: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"ESRB_rating\"][wrong_date_index[i]] = \"Not Rated\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cyber City Oedo 808: Alignment of the Beast: Not Rated\n",
      "1 done of 200\n",
      "https://www.esrb.org/ratings/9814/f-zero-gp-legend/\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_27496/3036942507.py:53: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"ESRB_rating\"][wrong_date_index[i]] = \"E\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F-Zero: GP Legend: E\n",
      "2 done of 200\n",
      "https://rawg.io/games/deep-sleep\n",
      "Deep Sleep: Not Rated\n",
      "3 done of 200\n",
      "https://www.esrb.org/ratings/38867/dragon-ball-z-kakarot/\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_27496/3036942507.py:47: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"ESRB_rating\"][wrong_date_index[i]] = \"T\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dragon Ball Z: T\n",
      "4 done of 200\n",
      "https://rawg.io/creators/dan-burke-concept\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_27496/3036942507.py:119: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"ESRB_rating\"][wrong_date_index[i]] = \"Not Rated\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "couldn't find game\n",
      "5 done of 200\n",
      "https://www.esrb.org/ratings/20782/age-of-empires-the-age-of-kings/\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_27496/3036942507.py:56: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"ESRB_rating\"][wrong_date_index[i]] = \"E10+\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Age of Empires: The Age of Kings: E10+\n",
      "6 done of 200\n",
      "https://rawg.io/games/arthurs-computer-adventure\n",
      "Arthur's Computer Adventure: Not Rated\n",
      "7 done of 200\n",
      "https://rawg.io/games/shardlight\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_27496/3036942507.py:107: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"ESRB_rating\"][wrong_date_index[i]] = \"T\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shardlight: T\n",
      "8 done of 200\n",
      "https://rawg.io/creators/garry-kitchen\n",
      "couldn't find game\n",
      "9 done of 200\n",
      "https://www.esrb.org/ratings/10792/mvp-baseball-2005/\n",
      "MVP Baseball 2005: E\n",
      "10 done of 200\n",
      "https://rawg.io/games/nova-life\n",
      "EV Nova: Not Rated\n",
      "11 done of 200\n",
      "https://www.esrb.org/ratings/10004162/the-mysterious-cities-of-gold-secret-paths/\n",
      "The Mysterious Cities of Gold: Secret Paths: E\n",
      "12 done of 200\n",
      "couldn't find game\n",
      "13 done of 200\n",
      "https://www.esrb.org/ratings/25872/x3terran-conflict/\n",
      "X3: Terran Conflict: T\n",
      "14 done of 200\n",
      "https://www.esrb.org/ratings/35505/muv-luv-alternative/\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_27496/3036942507.py:50: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"ESRB_rating\"][wrong_date_index[i]] = \"M\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Muv-Luv Alternative: M\n",
      "15 done of 200\n",
      "couldn't find game\n",
      "16 done of 200\n",
      "https://rawg.io/games/tzar-the-burden-of-the-crown\n",
      "Tzar: The Burden of the Crown: Not Rated\n",
      "17 done of 200\n",
      "https://www.esrb.org/ratings/3808/starsiege/\n",
      "Starsiege: T\n",
      "18 done of 200\n",
      "https://rawg.io/games/dark-age-of-camelot\n",
      "Dark Age of Camelot: Not Rated\n",
      "19 done of 200\n",
      "https://www.esrb.org/ratings/28191/worldshift/\n",
      "WorldShift: T\n",
      "20 done of 200\n",
      "couldn't find game\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:root:Internal Python error in the inspect module.\n",
      "Below is the traceback from this internal error.\n",
      "\n",
      "ERROR:root:Internal Python error in the inspect module.\n",
      "Below is the traceback from this internal error.\n",
      "\n",
      "ERROR:root:Internal Python error in the inspect module.\n",
      "Below is the traceback from this internal error.\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Traceback (most recent call last):\n",
      "  File \"C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_27496/3036942507.py\", line 70, in <module>\n",
      "    driver = webdriver.Chrome()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\chrome\\webdriver.py\", line 80, in __init__\n",
      "    super().__init__(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\chromium\\webdriver.py\", line 104, in __init__\n",
      "    super().__init__(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\", line 286, in __init__\n",
      "    self.start_session(capabilities, browser_profile)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\", line 378, in start_session\n",
      "    response = self.execute(Command.NEW_SESSION, parameters)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\", line 438, in execute\n",
      "    response = self.command_executor.execute(driver_command, params)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\remote_connection.py\", line 290, in execute\n",
      "    return self._request(command_info[0], url, body=data)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\remote_connection.py\", line 311, in _request\n",
      "    response = self._conn.request(method, url, body=body, headers=headers)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\request.py\", line 78, in request\n",
      "    return self.request_encode_body(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\request.py\", line 170, in request_encode_body\n",
      "    return self.urlopen(method, url, **extra_kw)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\poolmanager.py\", line 376, in urlopen\n",
      "    response = conn.urlopen(method, u.request_uri, **kw)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\", line 703, in urlopen\n",
      "    httplib_response = self._make_request(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\", line 449, in _make_request\n",
      "    six.raise_from(e, None)\n",
      "  File \"<string>\", line 3, in raise_from\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\", line 444, in _make_request\n",
      "    httplib_response = conn.getresponse()\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 1371, in getresponse\n",
      "    response.begin()\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 319, in begin\n",
      "    version, status, reason = self._read_status()\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 280, in _read_status\n",
      "    line = str(self.fp.readline(_MAXLINE + 1), \"iso-8859-1\")\n",
      "  File \"D:\\Anaconda\\lib\\socket.py\", line 704, in readinto\n",
      "    return self._sock.recv_into(b)\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\util\\connection.py\", line 85, in create_connection\n",
      "    sock.connect(sa)\n",
      "ConnectionRefusedError: [WinError 10061] No connection could be made because the target machine actively refused it\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\chromium\\webdriver.py\", line 237, in quit\n",
      "    super().quit()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\", line 562, in quit\n",
      "    self.execute(Command.QUIT)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\", line 438, in execute\n",
      "    response = self.command_executor.execute(driver_command, params)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\remote_connection.py\", line 290, in execute\n",
      "    return self._request(command_info[0], url, body=data)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\remote\\remote_connection.py\", line 311, in _request\n",
      "    response = self._conn.request(method, url, body=body, headers=headers)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\request.py\", line 74, in request\n",
      "    return self.request_encode_url(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\request.py\", line 96, in request_encode_url\n",
      "    return self.urlopen(method, url, **extra_kw)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\poolmanager.py\", line 376, in urlopen\n",
      "    response = conn.urlopen(method, u.request_uri, **kw)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\", line 703, in urlopen\n",
      "    httplib_response = self._make_request(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\connectionpool.py\", line 398, in _make_request\n",
      "    conn.request(method, url, **httplib_request_kw)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\connection.py\", line 239, in request\n",
      "    super(HTTPConnection, self).request(method, url, body=body, headers=headers)\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 1279, in request\n",
      "    self._send_request(method, url, body, headers, encode_chunked)\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 1325, in _send_request\n",
      "    self.endheaders(body, encode_chunked=encode_chunked)\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 1274, in endheaders\n",
      "    self._send_output(message_body, encode_chunked=encode_chunked)\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 1034, in _send_output\n",
      "    self.send(msg)\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 974, in send\n",
      "    self.connect()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\connection.py\", line 205, in connect\n",
      "    conn = self._new_conn()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\connection.py\", line 174, in _new_conn\n",
      "    conn = connection.create_connection(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\urllib3\\util\\connection.py\", line 85, in create_connection\n",
      "    sock.connect(sa)\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\socket.py\", line 832, in create_connection\n",
      "    sock.connect(sa)\n",
      "ConnectionRefusedError: [WinError 10061] No connection could be made because the target machine actively refused it\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3444, in run_code\n",
      "    exec(code_obj, self.user_global_ns, self.user_ns)\n",
      "  File \"C:\\Users\\Ahmed\\AppData\\Local\\Temp/ipykernel_27496/3036942507.py\", line 121, in <module>\n",
      "    driver.quit()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\chromium\\webdriver.py\", line 242, in quit\n",
      "    self.service.stop()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\common\\service.py\", line 149, in stop\n",
      "    self.send_remote_shutdown_command()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\selenium\\webdriver\\common\\service.py\", line 128, in send_remote_shutdown_command\n",
      "    request.urlopen(f\"{self.service_url}/shutdown\")\n",
      "  File \"D:\\Anaconda\\lib\\urllib\\request.py\", line 214, in urlopen\n",
      "    return opener.open(url, data, timeout)\n",
      "  File \"D:\\Anaconda\\lib\\urllib\\request.py\", line 517, in open\n",
      "    response = self._open(req, data)\n",
      "  File \"D:\\Anaconda\\lib\\urllib\\request.py\", line 534, in _open\n",
      "    result = self._call_chain(self.handle_open, protocol, protocol +\n",
      "  File \"D:\\Anaconda\\lib\\urllib\\request.py\", line 494, in _call_chain\n",
      "    result = func(*args)\n",
      "  File \"D:\\Anaconda\\lib\\urllib\\request.py\", line 1375, in http_open\n",
      "    return self.do_open(http.client.HTTPConnection, req)\n",
      "  File \"D:\\Anaconda\\lib\\urllib\\request.py\", line 1346, in do_open\n",
      "    h.request(req.get_method(), req.selector, req.data, headers,\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 1279, in request\n",
      "    self._send_request(method, url, body, headers, encode_chunked)\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 1325, in _send_request\n",
      "    self.endheaders(body, encode_chunked=encode_chunked)\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 1274, in endheaders\n",
      "    self._send_output(message_body, encode_chunked=encode_chunked)\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 1034, in _send_output\n",
      "    self.send(msg)\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 974, in send\n",
      "    self.connect()\n",
      "  File \"D:\\Anaconda\\lib\\http\\client.py\", line 945, in connect\n",
      "    self.sock = self._create_connection(\n",
      "  File \"D:\\Anaconda\\lib\\socket.py\", line 832, in create_connection\n",
      "    sock.connect(sa)\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2064, in showtraceback\n",
      "    stb = value._render_traceback_()\n",
      "AttributeError: 'KeyboardInterrupt' object has no attribute '_render_traceback_'\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1101, in get_records\n",
      "    return _fixed_getinnerframes(etb, number_of_lines_of_context, tb_offset)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 248, in wrapped\n",
      "    return f(*args, **kwargs)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 281, in _fixed_getinnerframes\n",
      "    records = fix_frame_records_filenames(inspect.getinnerframes(etb, context))\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 1541, in getinnerframes\n",
      "    frameinfo = (tb.tb_frame,) + getframeinfo(tb, context)\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 1503, in getframeinfo\n",
      "    lines, lnum = findsource(frame)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 182, in findsource\n",
      "    lines = linecache.getlines(file, globals_dict)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 46, in getlines\n",
      "    return updatecache(filename, module_globals)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 136, in updatecache\n",
      "    with tokenize.open(fullname) as fp:\n",
      "  File \"D:\\Anaconda\\lib\\tokenize.py\", line 392, in open\n",
      "    buffer = _builtin_open(filename, 'rb')\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2066, in showtraceback\n",
      "    stb = self.InteractiveTB.structured_traceback(etype,\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1367, in structured_traceback\n",
      "    return FormattedTB.structured_traceback(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1267, in structured_traceback\n",
      "    return VerboseTB.structured_traceback(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1124, in structured_traceback\n",
      "    formatted_exception = self.format_exception_as_a_whole(etype, evalue, etb, number_of_lines_of_context,\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1079, in format_exception_as_a_whole\n",
      "    records = self.get_records(etb, number_of_lines_of_context, tb_offset)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1116, in get_records\n",
      "    traceback.print_exc(file=self.ostream)\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 163, in print_exc\n",
      "    print_exception(*sys.exc_info(), limit=limit, file=file, chain=chain)\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 103, in print_exception\n",
      "    for line in TracebackException(\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 517, in __init__\n",
      "    self.stack = StackSummary.extract(\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 366, in extract\n",
      "    f.line\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 288, in line\n",
      "    self._line = linecache.getline(self.filename, self.lineno).strip()\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 30, in getline\n",
      "    lines = getlines(filename, module_globals)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 46, in getlines\n",
      "    return updatecache(filename, module_globals)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 136, in updatecache\n",
      "    with tokenize.open(fullname) as fp:\n",
      "  File \"D:\\Anaconda\\lib\\tokenize.py\", line 392, in open\n",
      "    buffer = _builtin_open(filename, 'rb')\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3364, in run_ast_nodes\n",
      "    if (await self.run_code(code, result,  async_=asy)):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3461, in run_code\n",
      "    self.showtraceback(running_compiled_code=True)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2079, in showtraceback\n",
      "    print('\\n' + self.get_exception_only(), file=sys.stderr)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2024, in get_exception_only\n",
      "    msg = traceback.format_exception_only(etype, value)\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 140, in format_exception_only\n",
      "    return list(TracebackException(etype, value, None).format_exception_only())\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 533, in __init__\n",
      "    self._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 545, in _load_lines\n",
      "    self.__context__._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 545, in _load_lines\n",
      "    self.__context__._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 545, in _load_lines\n",
      "    self.__context__._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 543, in _load_lines\n",
      "    frame.line\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 288, in line\n",
      "    self._line = linecache.getline(self.filename, self.lineno).strip()\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 30, in getline\n",
      "    lines = getlines(filename, module_globals)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 46, in getlines\n",
      "    return updatecache(filename, module_globals)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 136, in updatecache\n",
      "    with tokenize.open(fullname) as fp:\n",
      "  File \"D:\\Anaconda\\lib\\tokenize.py\", line 392, in open\n",
      "    buffer = _builtin_open(filename, 'rb')\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2064, in showtraceback\n",
      "    stb = value._render_traceback_()\n",
      "AttributeError: 'KeyboardInterrupt' object has no attribute '_render_traceback_'\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1101, in get_records\n",
      "    return _fixed_getinnerframes(etb, number_of_lines_of_context, tb_offset)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 248, in wrapped\n",
      "    return f(*args, **kwargs)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 281, in _fixed_getinnerframes\n",
      "    records = fix_frame_records_filenames(inspect.getinnerframes(etb, context))\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 1541, in getinnerframes\n",
      "    frameinfo = (tb.tb_frame,) + getframeinfo(tb, context)\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 1499, in getframeinfo\n",
      "    filename = getsourcefile(frame) or getfile(frame)\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 709, in getsourcefile\n",
      "    if getattr(getmodule(object, filename), '__loader__', None) is not None:\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 752, in getmodule\n",
      "    f = getabsfile(module)\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 721, in getabsfile\n",
      "    _filename = getsourcefile(object) or getfile(object)\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 706, in getsourcefile\n",
      "    if os.path.exists(filename):\n",
      "  File \"D:\\Anaconda\\lib\\genericpath.py\", line 19, in exists\n",
      "    os.stat(path)\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2066, in showtraceback\n",
      "    stb = self.InteractiveTB.structured_traceback(etype,\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1367, in structured_traceback\n",
      "    return FormattedTB.structured_traceback(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1267, in structured_traceback\n",
      "    return VerboseTB.structured_traceback(\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1142, in structured_traceback\n",
      "    formatted_exceptions += self.format_exception_as_a_whole(etype, evalue, etb, lines_of_context,\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1079, in format_exception_as_a_whole\n",
      "    records = self.get_records(etb, number_of_lines_of_context, tb_offset)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1116, in get_records\n",
      "    traceback.print_exc(file=self.ostream)\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 163, in print_exc\n",
      "    print_exception(*sys.exc_info(), limit=limit, file=file, chain=chain)\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 103, in print_exception\n",
      "    for line in TracebackException(\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 533, in __init__\n",
      "    self._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 545, in _load_lines\n",
      "    self.__context__._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 545, in _load_lines\n",
      "    self.__context__._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 545, in _load_lines\n",
      "    self.__context__._load_lines()\n",
      "  [Previous line repeated 3 more times]\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 543, in _load_lines\n",
      "    frame.line\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 288, in line\n",
      "    self._line = linecache.getline(self.filename, self.lineno).strip()\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 30, in getline\n",
      "    lines = getlines(filename, module_globals)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 46, in getlines\n",
      "    return updatecache(filename, module_globals)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 136, in updatecache\n",
      "    with tokenize.open(fullname) as fp:\n",
      "  File \"D:\\Anaconda\\lib\\tokenize.py\", line 392, in open\n",
      "    buffer = _builtin_open(filename, 'rb')\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2947, in _run_cell\n",
      "    return runner(coro)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\async_helpers.py\", line 68, in _pseudo_sync_runner\n",
      "    coro.send(None)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3172, in run_cell_async\n",
      "    has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 3383, in run_ast_nodes\n",
      "    self.showtraceback()\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2079, in showtraceback\n",
      "    print('\\n' + self.get_exception_only(), file=sys.stderr)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2024, in get_exception_only\n",
      "    msg = traceback.format_exception_only(etype, value)\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 140, in format_exception_only\n",
      "    return list(TracebackException(etype, value, None).format_exception_only())\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 533, in __init__\n",
      "    self._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 545, in _load_lines\n",
      "    self.__context__._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 545, in _load_lines\n",
      "    self.__context__._load_lines()\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 545, in _load_lines\n",
      "    self.__context__._load_lines()\n",
      "  [Previous line repeated 6 more times]\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 543, in _load_lines\n",
      "    frame.line\n",
      "  File \"D:\\Anaconda\\lib\\traceback.py\", line 288, in line\n",
      "    self._line = linecache.getline(self.filename, self.lineno).strip()\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 30, in getline\n",
      "    lines = getlines(filename, module_globals)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 46, in getlines\n",
      "    return updatecache(filename, module_globals)\n",
      "  File \"D:\\Anaconda\\lib\\linecache.py\", line 136, in updatecache\n",
      "    with tokenize.open(fullname) as fp:\n",
      "  File \"D:\\Anaconda\\lib\\tokenize.py\", line 392, in open\n",
      "    buffer = _builtin_open(filename, 'rb')\n",
      "KeyboardInterrupt\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\interactiveshell.py\", line 2064, in showtraceback\n",
      "    stb = value._render_traceback_()\n",
      "AttributeError: 'KeyboardInterrupt' object has no attribute '_render_traceback_'\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 1101, in get_records\n",
      "    return _fixed_getinnerframes(etb, number_of_lines_of_context, tb_offset)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 248, in wrapped\n",
      "    return f(*args, **kwargs)\n",
      "  File \"D:\\Anaconda\\lib\\site-packages\\IPython\\core\\ultratb.py\", line 281, in _fixed_getinnerframes\n",
      "    records = fix_frame_records_filenames(inspect.getinnerframes(etb, context))\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 1541, in getinnerframes\n",
      "    frameinfo = (tb.tb_frame,) + getframeinfo(tb, context)\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 1499, in getframeinfo\n",
      "    filename = getsourcefile(frame) or getfile(frame)\n",
      "  File \"D:\\Anaconda\\lib\\inspect.py\", line 706, in getsourcefile\n",
      "    if os.path.exists(filename):\n",
      "  File \"D:\\Anaconda\\lib\\genericpath.py\", line 19, in exists\n",
      "    os.stat(path)\n",
      "KeyboardInterrupt\n"
     ]
    }
   ],
   "source": [
    "range_number = 200\n",
    "for i in range(range_number):\n",
    "    #tries to run code, if the game isnt on the side, the code will fail and will go onto the next game\n",
    "    try:\n",
    "#         #On every loop, it removes the row that was just scrapped from the array so I can stop the loop at anytime\n",
    "#         #and check if the rows have been updated\n",
    "#         #gets index of wrong date data\n",
    "#         wrong_date_index = np.array(list(df.index[df[\"ESRB_rating\"] == \"Unrated\"]))\n",
    "#         #gets title of wrong date data\n",
    "#         wrong_date_title = np.array(list(df[\"title\"].loc[df[\"ESRB_rating\"] == \"Unrated\"]))\n",
    "\n",
    "#         #puts index besides the name of game\n",
    "#         wrong_data_combined = np.stack((wrong_date_index, wrong_date_title), axis=1)\n",
    "        \n",
    "        #goes to the official ESRB website to find rating (https://www.esrb.org/search/)\n",
    "        url = r\"https://www.esrb.org/search/\"\n",
    "        driver = webdriver.Chrome()\n",
    "        driver.get(url)\n",
    "        content = driver.page_source.encode('utf-8').strip()\n",
    "        soup = BeautifulSoup(content, \"html.parser\")\n",
    "        \n",
    "        #searches for searchbox and puts game name in it\n",
    "        searchterm = wrong_data_combined[i][1]\n",
    "        searchbox = driver.find_element(By.CLASS_NAME, \"prevent-quick-submit\")\n",
    "        searchbox.send_keys(searchterm)\n",
    "        searchbox.send_keys(Keys.RETURN)\n",
    "\n",
    "        #finds the game box and gets its url\n",
    "        game_box = driver.find_element(By.CSS_SELECTOR, \"div.game a\")\n",
    "        game_url = game_box.get_attribute(\"href\")\n",
    "        print(game_url)\n",
    "\n",
    "        #changes url to the url of the game found\n",
    "        url = game_url\n",
    "        driver.get(url)\n",
    "        content = driver.page_source.encode('utf-8').strip()\n",
    "        soup = BeautifulSoup(content, \"html.parser\")\n",
    "\n",
    "        #scraps section with image of rating (going to get the src of the img as it contains the rating in it)\n",
    "        imgSectionScrapped = soup.find(\"div\", class_=\"info-img\")\n",
    "        imgScrapped = imgSectionScrapped.find(\"img\")\n",
    "        imgText = imgScrapped[\"src\"]\n",
    "        #gets the letter 5th from last as thats where the rating is put inside the img src\n",
    "        imgLetter = imgText[len(imgText) -5]\n",
    "\n",
    "        if imgLetter == \"T\":\n",
    "            df[\"ESRB_rating\"][wrong_date_index[i]] = \"T\"\n",
    "            print(f\"{wrong_date_title[i]}: T\")\n",
    "        elif imgLetter == \"M\":\n",
    "            df[\"ESRB_rating\"][wrong_date_index[i]] = \"M\"\n",
    "            print(f\"{wrong_date_title[i]}: M\")\n",
    "        elif imgLetter == \"E\":\n",
    "            df[\"ESRB_rating\"][wrong_date_index[i]] = \"E\"\n",
    "            print(f\"{wrong_date_title[i]}: E\")\n",
    "        elif imgLetter == \"+\":\n",
    "            df[\"ESRB_rating\"][wrong_date_index[i]] = \"E10+\"\n",
    "            print(f\"{wrong_date_title[i]}: E10+\")\n",
    "        elif imgLetter == \"O\":\n",
    "            df[\"ESRB_rating\"][wrong_date_index[i]] = \"AO\"\n",
    "            print(f\"{wrong_date_title[i]}: AO\")\n",
    "\n",
    "    #if game not found\n",
    "    except:\n",
    "        #goes to RAWG.io Website after failing to find it on the official ESRB, to find the rating (https://rawg.io/)\n",
    "        try:\n",
    "            driver.quit()        \n",
    "            searchterm = wrong_data_combined[i][1]\n",
    "\n",
    "            url = r\"https://rawg.io/search?query=\" + searchterm\n",
    "            driver = webdriver.Chrome()\n",
    "            driver.get(url)\n",
    "            content = driver.page_source.encode('utf-8').strip()\n",
    "            soup = BeautifulSoup(content, \"html.parser\")\n",
    "\n",
    "            #wait 5 seconds for the page to load\n",
    "            time.sleep(5)\n",
    "            game_box = driver.find_element(By.CSS_SELECTOR, \"div.heading_4 a\")\n",
    "            game_url = game_box.get_attribute(\"href\")\n",
    "            print(game_url)\n",
    "\n",
    "            #changes url to the url of the game found\n",
    "            url = game_url\n",
    "            driver.get(url)\n",
    "            content = driver.page_source.encode('utf-8').strip()\n",
    "            soup = BeautifulSoup(content, \"html.parser\")\n",
    "\n",
    "            #the website has its age rating like these, so will search these terms in a div to select it\n",
    "            ratings_list_array = [\"0+ Everyone\", \"10+ Everyone\", \"13+ Teen\", \"17+ Mature\", \"Not rated\"]\n",
    "\n",
    "            game_details = soup.find(\"div\", class_=\"game__meta\").text\n",
    "            game_details_before_Age, separator, game_details_after_Age = game_details.partition(\"Age rating\")\n",
    "            # print(game_details_after_Age)\n",
    "\n",
    "            for website_rating in ratings_list_array:\n",
    "                ranking_index = game_details_after_Age.find(website_rating)\n",
    "                if ranking_index != -1:\n",
    "                    break\n",
    "\n",
    "            #changes the website rating to be similar to the rating in the dataframe\n",
    "            if website_rating == \"0+ Everyone\":\n",
    "                df[\"ESRB_rating\"][wrong_date_index[i]] = \"E\"\n",
    "                print(f\"{wrong_date_title[i]}: E\")\n",
    "            elif website_rating == \"10+ Everyone\":\n",
    "                df[\"ESRB_rating\"][wrong_date_index[i]] = \"E10+\"\n",
    "                print(f\"{wrong_date_title[i]}: E10+\")\n",
    "            elif website_rating == \"13+ Teen\":\n",
    "                df[\"ESRB_rating\"][wrong_date_index[i]] = \"T\"\n",
    "                print(f\"{wrong_date_title[i]}: T\")\n",
    "            elif website_rating == \"17+ Mature\":\n",
    "                df[\"ESRB_rating\"][wrong_date_index[i]] = \"M\"\n",
    "                print(f\"{wrong_date_title[i]}: M\")\n",
    "            elif website_rating == \"Not rated\":\n",
    "                df[\"ESRB_rating\"][wrong_date_index[i]] = \"Not Rated\"\n",
    "                print(f\"{wrong_date_title[i]}: Not Rated\")\n",
    "\n",
    "            driver.quit()\n",
    "        #didnt find game\n",
    "        except:\n",
    "            df[\"ESRB_rating\"][wrong_date_index[i]] = \"Not Rated\" \n",
    "            print(\"couldn't find game\")\n",
    "            driver.quit()\n",
    "            \n",
    "    #shows progress how many are done\n",
    "    print(f\"{i+1} done of {range_number}\")\n",
    "driver.quit()\n",
    "\n",
    "# updates the array removes the rows that have just been updated\n",
    "#gets index of wrong date data\n",
    "wrong_date_index = np.array(list(df.index[df[\"ESRB_rating\"] == \"Unrated\"]))\n",
    "#gets title of wrong date data\n",
    "wrong_date_title = np.array(list(df[\"title\"].loc[df[\"ESRB_rating\"] == \"Unrated\"]))\n",
    "\n",
    "#puts index besides the name of game\n",
    "wrong_data_combined = np.stack((wrong_date_index, wrong_date_title), axis=1)\n",
    "\n",
    "print(\"DONE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "571c1f54",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0f4a2a6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>release_date</th>\n",
       "      <th>ESRB_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>rating</th>\n",
       "      <th>directors</th>\n",
       "      <th>stars</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>Tachyon: The Fringe</td>\n",
       "      <td>2000</td>\n",
       "      <td>E</td>\n",
       "      <td>['Action' ' Adventure']</td>\n",
       "      <td>8.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>['Bruce Campbell' ' Mandy Freund' ' Jacqueline...</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   title  release_date ESRB_rating                    genre  \\\n",
       "756  Tachyon: The Fringe          2000           E  ['Action' ' Adventure']   \n",
       "\n",
       "     rating directors                                              stars  \\\n",
       "756     8.5       NaN  ['Bruce Campbell' ' Mandy Freund' ' Jacqueline...   \n",
       "\n",
       "     votes  \n",
       "756     95  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df[\"ESRB_rating\"] == \"Unrated\"].head(50)"
   ]
  },
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   "execution_count": null,
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   "cell_type": "code",
   "execution_count": null,
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