.ipynb_checkpoints/proyecto_cd-Copy1-checkpoint.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from urllib import response\n",
    "import requests as rq\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd\n",
    "import time\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**WEBSCRAPPING A METACRITIC**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "pages = []\n",
    "page = 0\n",
    "for x in range(100):\n",
    "    pages.append(page)\n",
    "    page += 2\n",
    "\n",
    "links = []\n",
    "for p in pages:\n",
    "    url = f\"https://www.metacritic.com/browse/games/score/metascore/all/all/filtered?page={p}\"\n",
    "    user_agent = {'User-agent': 'Mozilla/5.0'}\n",
    "    response = rq.get(url, headers = user_agent)\n",
    "    soup = BeautifulSoup(response.text, \"html.parser\")\n",
    "\n",
    "    juegos = soup.find_all(\"td\", {\"class\": \"clamp-summary-wrap\"})\n",
    "    for j in juegos:\n",
    "        a = j.find(\"a\", {\"class\": \"title\"})\n",
    "        l = a[\"href\"]\n",
    "        link = (f\"http://www.metacritic.com{l}\")\n",
    "        links.append(link)\n",
    "    time.sleep(0.02)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "WEBSCRAPPING TOTAL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "nombres = []\n",
    "ratings = []\n",
    "plataforma = []\n",
    "rating_user = []\n",
    "developers = []\n",
    "date = []\n",
    "generos = []\n",
    "resumen = []\n",
    "clasificacion = []\n",
    "players = []\n",
    "\n",
    "for l in links:\n",
    "    time.sleep(0.02)\n",
    "    try:\n",
    "        user_agent = {'User-agent': 'Mozilla/5.0'}\n",
    "        response = rq.get(l, headers = user_agent)\n",
    "        soup = BeautifulSoup(response.text, \"html.parser\")\n",
    "        a = soup.find_all(\"div\", {\"class\":\"product_title\"}) #NOMBRES\n",
    "        for p in a:\n",
    "            nombre = (p.find(\"a\").text.strip())\n",
    "            # nombres.append(p.find(\"a\").text.strip())\n",
    "\n",
    "        a = soup.find_all(\"a\",{\"class\": \"metascore_anchor\"}) #RATINGS\n",
    "        rating = (a[0].text.strip())\n",
    "        # ratings.append(a[0].text.strip())\n",
    "\n",
    "        a = soup.find_all(\"div\", {\"class\":\"product_title\"})  #PLATAFORMA\n",
    "        for p in a:\n",
    "            plataform = (p.find(\"span\").text.strip())\n",
    "            # plataforma.append(p.find(\"span\").text.strip())\n",
    "\n",
    "        a = soup.find_all(\"a\",{\"class\": \"metascore_anchor\"})  #RATINGS USERS\n",
    "        rating_u = (a[1].text.strip())\n",
    "        # rating_user.append(a[1].text.strip())\n",
    "\n",
    "        a = soup.find_all(\"span\",{\"class\": \"data\"})  #DEVELOPERS\n",
    "        for p in a:\n",
    "            developer = (p.find(\"a\").text.strip())\n",
    "            # developers.append(p.find(\"a\").text.strip())\n",
    "            break\n",
    "\n",
    "        a = soup.find_all(\"li\",{\"class\": \"summary_detail release_data\"}) #DATE\n",
    "        for p in a:\n",
    "            fecha = (p.find(\"span\", {\"class\":\"data\"}).text)\n",
    "            # date.append(p.find(\"span\", {\"class\":\"data\"}).text)\n",
    "\n",
    "\n",
    "        a = soup.find_all(\"li\",{\"class\": \"summary_detail product_genre\"}) #GENEROS\n",
    "        for p in a:\n",
    "            genero = (p.find(\"span\", {\"class\":\"data\"}).text)\n",
    "            # generos.append(p.find(\"span\", {\"class\":\"data\"}).text)\n",
    "\n",
    "\n",
    "        a = soup.find_all(\"li\",{\"class\": \"summary_detail product_summary\"})   #RESUMEN\n",
    "        for p in a:\n",
    "            if p.find(\"span\", {\"class\":\"blurb blurb_collapsed\"}) == None:\n",
    "                continue\n",
    "            else:\n",
    "                sinopsis = (p.find(\"span\", {\"class\":\"blurb blurb_collapsed\"}).text.strip())\n",
    "                # resumen[contador] = (p.find(\"span\", {\"class\":\"blurb blurb_collapsed\"}).text.strip())\n",
    "\n",
    "            \n",
    "        for p in a:\n",
    "            if p.find(\"span\", {\"class\":\"data\"}) == None:\n",
    "                continue\n",
    "            else:\n",
    "                sinopsis = (p.find(\"span\", {\"class\":\"data\"}).text.strip())\n",
    "                # resumen[contador] = (p.find(\"span\", {\"class\":\"data\"}).text.strip())\n",
    "        \n",
    "\n",
    "\n",
    "        a = soup.find_all(\"li\",{\"class\": \"summary_detail product_rating\"})     #CLASIFICACION\n",
    "        for p in a:\n",
    "            if p.find(\"span\", {\"class\":\"data\"}) == None:\n",
    "                continue\n",
    "            else:\n",
    "                restric = (p.find(\"span\", {\"class\":\"data\"}).text)\n",
    "                # clasificacion[contador] = (p.find(\"span\", {\"class\":\"data\"}).text)\n",
    "                \n",
    "\n",
    "        a = soup.find_all(\"ul\",{\"class\": \"summary_details\"})  #N_JUGADORES\n",
    "        for p in a:\n",
    "            b = p.find(\"li\", {\"class\": \"summary_detail product_players\"})\n",
    "            if b == None:\n",
    "                continue\n",
    "            else:\n",
    "                c_players = ((b.text.split(\":\")[1].strip()))\n",
    "                # players[contador] = ((b.text.split(\":\")[1].strip()))\n",
    "        \n",
    "        nombres.append(nombre)\n",
    "        ratings.append(rating)\n",
    "        plataforma.append(plataform)\n",
    "        rating_user.append(rating_u)\n",
    "        developers.append(developer)\n",
    "        date.append(fecha)\n",
    "        generos.append(genero)\n",
    "        resumen.append(sinopsis)  ###\n",
    "        clasificacion.append(restric)\n",
    "        players.append(c_players)\n",
    "\n",
    "        \n",
    "    except:\n",
    "        continue\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\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>Nombre</th>\n",
       "      <th>Rating_Meta</th>\n",
       "      <th>Rating_Usuarios</th>\n",
       "      <th>Plataforma</th>\n",
       "      <th>Developer</th>\n",
       "      <th>Fecha</th>\n",
       "      <th>Genero</th>\n",
       "      <th>Resumen</th>\n",
       "      <th>N_jugadores</th>\n",
       "      <th>Clasificacion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Legend of Zelda: Ocarina of Time</td>\n",
       "      <td>99</td>\n",
       "      <td>9.1</td>\n",
       "      <td>Nintendo 64</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>Nov 23, 1998</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>As a young boy, Link is tricked by Ganondorf, ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tony Hawk's Pro Skater 2</td>\n",
       "      <td>98</td>\n",
       "      <td>7.4</td>\n",
       "      <td>PlayStation</td>\n",
       "      <td>Activision</td>\n",
       "      <td>Sep 20, 2000</td>\n",
       "      <td>Sports</td>\n",
       "      <td>As most major publishers' development efforts ...</td>\n",
       "      <td>1-2</td>\n",
       "      <td>T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Grand Theft Auto IV</td>\n",
       "      <td>98</td>\n",
       "      <td>7.8</td>\n",
       "      <td>PlayStation 3</td>\n",
       "      <td>Rockstar Games</td>\n",
       "      <td>Apr 29, 2008</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>[Metacritic's 2008 PS3 Game of the Year; Also ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SoulCalibur</td>\n",
       "      <td>98</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Dreamcast</td>\n",
       "      <td>Namco</td>\n",
       "      <td>Sep  8, 1999</td>\n",
       "      <td>Action</td>\n",
       "      <td>This is a tale of souls and swords, transcendi...</td>\n",
       "      <td>1-2</td>\n",
       "      <td>T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Grand Theft Auto IV</td>\n",
       "      <td>98</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Xbox 360</td>\n",
       "      <td>Rockstar Games</td>\n",
       "      <td>Apr 29, 2008</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>[Metacritic's 2008 Xbox 360 Game of the Year; ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9937</th>\n",
       "      <td>Vroom in the Night Sky</td>\n",
       "      <td>17</td>\n",
       "      <td>3.2</td>\n",
       "      <td>Switch</td>\n",
       "      <td>Poisoft</td>\n",
       "      <td>Apr  5, 2017</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Vroom in the night sky is a magical bike actio...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9938</th>\n",
       "      <td>Leisure Suit Larry: Box Office Bust</td>\n",
       "      <td>17</td>\n",
       "      <td>1.9</td>\n",
       "      <td>PlayStation 3</td>\n",
       "      <td>Funsta</td>\n",
       "      <td>May  5, 2009</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>The Leisure Suit Larry: Box Office Bust video ...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9939</th>\n",
       "      <td>Yaris</td>\n",
       "      <td>17</td>\n",
       "      <td>4.4</td>\n",
       "      <td>Xbox 360</td>\n",
       "      <td>Backbone Entertainment</td>\n",
       "      <td>Oct 10, 2007</td>\n",
       "      <td>Driving</td>\n",
       "      <td>[Xbox Live Arcade]  Hop into a Toyota Yaris an...</td>\n",
       "      <td>2  Online</td>\n",
       "      <td>E10+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9940</th>\n",
       "      <td>Ride to Hell: Retribution</td>\n",
       "      <td>16</td>\n",
       "      <td>1.4</td>\n",
       "      <td>PC</td>\n",
       "      <td>Deep Silver</td>\n",
       "      <td>Jun 24, 2013</td>\n",
       "      <td>Driving</td>\n",
       "      <td>The game is set in the last years of the roari...</td>\n",
       "      <td>2  Online</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9941</th>\n",
       "      <td>Family Party: 30 Great Games Obstacle Arcade</td>\n",
       "      <td>11</td>\n",
       "      <td>2.6</td>\n",
       "      <td>Wii U</td>\n",
       "      <td>D3Publisher</td>\n",
       "      <td>Dec  4, 2012</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>Family Party: 30 Great Games Obstacle Arcade b...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9942 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Nombre Rating_Meta  \\\n",
       "0             The Legend of Zelda: Ocarina of Time          99   \n",
       "1                         Tony Hawk's Pro Skater 2          98   \n",
       "2                              Grand Theft Auto IV          98   \n",
       "3                                      SoulCalibur          98   \n",
       "4                              Grand Theft Auto IV          98   \n",
       "...                                            ...         ...   \n",
       "9937                        Vroom in the Night Sky          17   \n",
       "9938           Leisure Suit Larry: Box Office Bust          17   \n",
       "9939                                         Yaris          17   \n",
       "9940                     Ride to Hell: Retribution          16   \n",
       "9941  Family Party: 30 Great Games Obstacle Arcade          11   \n",
       "\n",
       "     Rating_Usuarios     Plataforma               Developer         Fecha  \\\n",
       "0                9.1    Nintendo 64                Nintendo  Nov 23, 1998   \n",
       "1                7.4    PlayStation              Activision  Sep 20, 2000   \n",
       "2                7.8  PlayStation 3          Rockstar Games  Apr 29, 2008   \n",
       "3                8.4      Dreamcast                   Namco  Sep  8, 1999   \n",
       "4                8.0       Xbox 360          Rockstar Games  Apr 29, 2008   \n",
       "...              ...            ...                     ...           ...   \n",
       "9937             3.2         Switch                 Poisoft  Apr  5, 2017   \n",
       "9938             1.9  PlayStation 3                  Funsta  May  5, 2009   \n",
       "9939             4.4       Xbox 360  Backbone Entertainment  Oct 10, 2007   \n",
       "9940             1.4             PC             Deep Silver  Jun 24, 2013   \n",
       "9941             2.6          Wii U             D3Publisher  Dec  4, 2012   \n",
       "\n",
       "                Genero                                            Resumen  \\\n",
       "0     Action Adventure  As a young boy, Link is tricked by Ganondorf, ...   \n",
       "1               Sports  As most major publishers' development efforts ...   \n",
       "2     Action Adventure  [Metacritic's 2008 PS3 Game of the Year; Also ...   \n",
       "3               Action  This is a tale of souls and swords, transcendi...   \n",
       "4     Action Adventure  [Metacritic's 2008 Xbox 360 Game of the Year; ...   \n",
       "...                ...                                                ...   \n",
       "9937            Sports  Vroom in the night sky is a magical bike actio...   \n",
       "9938  Action Adventure  The Leisure Suit Larry: Box Office Bust video ...   \n",
       "9939           Driving  [Xbox Live Arcade]  Hop into a Toyota Yaris an...   \n",
       "9940           Driving  The game is set in the last years of the roari...   \n",
       "9941     Miscellaneous  Family Party: 30 Great Games Obstacle Arcade b...   \n",
       "\n",
       "                N_jugadores Clasificacion  \n",
       "0                  1 Player             E  \n",
       "1                       1-2             T  \n",
       "2                  1 Player             M  \n",
       "3                       1-2             T  \n",
       "4                  1 Player             M  \n",
       "...                     ...           ...  \n",
       "9937  No Online Multiplayer             E  \n",
       "9938  No Online Multiplayer             M  \n",
       "9939              2  Online          E10+  \n",
       "9940              2  Online             M  \n",
       "9941  No Online Multiplayer             E  \n",
       "\n",
       "[9942 rows x 10 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_games = pd.DataFrame()\n",
    "df_games[\"Nombre\"] = nombres\n",
    "df_games[\"Rating_Meta\"] = ratings\n",
    "df_games[\"Rating_Usuarios\"] = rating_user\n",
    "df_games[\"Plataforma\"] = plataforma\n",
    "df_games[\"Developer\"] = developers\n",
    "df_games[\"Fecha\"] = date\n",
    "df_games[\"Genero\"] = generos\n",
    "df_games[\"Resumen\"] = resumen\n",
    "df_games[\"N_jugadores\"] = players\n",
    "df_games[\"Clasificacion\"] = clasificacion\n",
    "df_games"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Almacenamos los datos localmente:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_games.to_csv(\"datos_metacritic.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**##################################################**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nombre</th>\n",
       "      <th>Rating_Meta</th>\n",
       "      <th>Rating_Usuarios</th>\n",
       "      <th>Plataforma</th>\n",
       "      <th>Developer</th>\n",
       "      <th>Fecha</th>\n",
       "      <th>Genero</th>\n",
       "      <th>Resumen</th>\n",
       "      <th>N_jugadores</th>\n",
       "      <th>Clasificacion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Legend of Zelda: Ocarina of Time</td>\n",
       "      <td>99</td>\n",
       "      <td>9.1</td>\n",
       "      <td>Nintendo 64</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>Nov 23, 1998</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>As a young boy, Link is tricked by Ganondorf, ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tony Hawk's Pro Skater 2</td>\n",
       "      <td>98</td>\n",
       "      <td>7.4</td>\n",
       "      <td>PlayStation</td>\n",
       "      <td>Activision</td>\n",
       "      <td>Sep 20, 2000</td>\n",
       "      <td>Sports</td>\n",
       "      <td>As most major publishers' development efforts ...</td>\n",
       "      <td>1-2</td>\n",
       "      <td>T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Grand Theft Auto IV</td>\n",
       "      <td>98</td>\n",
       "      <td>7.8</td>\n",
       "      <td>PlayStation 3</td>\n",
       "      <td>Rockstar Games</td>\n",
       "      <td>Apr 29, 2008</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>[Metacritic's 2008 PS3 Game of the Year; Also ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SoulCalibur</td>\n",
       "      <td>98</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Dreamcast</td>\n",
       "      <td>Namco</td>\n",
       "      <td>Sep  8, 1999</td>\n",
       "      <td>Action</td>\n",
       "      <td>This is a tale of souls and swords, transcendi...</td>\n",
       "      <td>1-2</td>\n",
       "      <td>T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Grand Theft Auto IV</td>\n",
       "      <td>98</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Xbox 360</td>\n",
       "      <td>Rockstar Games</td>\n",
       "      <td>Apr 29, 2008</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>[Metacritic's 2008 Xbox 360 Game of the Year; ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9937</th>\n",
       "      <td>Vroom in the Night Sky</td>\n",
       "      <td>17</td>\n",
       "      <td>3.2</td>\n",
       "      <td>Switch</td>\n",
       "      <td>Poisoft</td>\n",
       "      <td>Apr  5, 2017</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Vroom in the night sky is a magical bike actio...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9938</th>\n",
       "      <td>Leisure Suit Larry: Box Office Bust</td>\n",
       "      <td>17</td>\n",
       "      <td>1.9</td>\n",
       "      <td>PlayStation 3</td>\n",
       "      <td>Funsta</td>\n",
       "      <td>May  5, 2009</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>The Leisure Suit Larry: Box Office Bust video ...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9939</th>\n",
       "      <td>Yaris</td>\n",
       "      <td>17</td>\n",
       "      <td>4.4</td>\n",
       "      <td>Xbox 360</td>\n",
       "      <td>Backbone Entertainment</td>\n",
       "      <td>Oct 10, 2007</td>\n",
       "      <td>Driving</td>\n",
       "      <td>[Xbox Live Arcade]  Hop into a Toyota Yaris an...</td>\n",
       "      <td>2  Online</td>\n",
       "      <td>E10+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9940</th>\n",
       "      <td>Ride to Hell: Retribution</td>\n",
       "      <td>16</td>\n",
       "      <td>1.4</td>\n",
       "      <td>PC</td>\n",
       "      <td>Deep Silver</td>\n",
       "      <td>Jun 24, 2013</td>\n",
       "      <td>Driving</td>\n",
       "      <td>The game is set in the last years of the roari...</td>\n",
       "      <td>2  Online</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9941</th>\n",
       "      <td>Family Party: 30 Great Games Obstacle Arcade</td>\n",
       "      <td>11</td>\n",
       "      <td>2.6</td>\n",
       "      <td>Wii U</td>\n",
       "      <td>D3Publisher</td>\n",
       "      <td>Dec  4, 2012</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>Family Party: 30 Great Games Obstacle Arcade b...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9942 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Nombre Rating_Meta  \\\n",
       "0             The Legend of Zelda: Ocarina of Time          99   \n",
       "1                         Tony Hawk's Pro Skater 2          98   \n",
       "2                              Grand Theft Auto IV          98   \n",
       "3                                      SoulCalibur          98   \n",
       "4                              Grand Theft Auto IV          98   \n",
       "...                                            ...         ...   \n",
       "9937                        Vroom in the Night Sky          17   \n",
       "9938           Leisure Suit Larry: Box Office Bust          17   \n",
       "9939                                         Yaris          17   \n",
       "9940                     Ride to Hell: Retribution          16   \n",
       "9941  Family Party: 30 Great Games Obstacle Arcade          11   \n",
       "\n",
       "     Rating_Usuarios     Plataforma               Developer         Fecha  \\\n",
       "0                9.1    Nintendo 64                Nintendo  Nov 23, 1998   \n",
       "1                7.4    PlayStation              Activision  Sep 20, 2000   \n",
       "2                7.8  PlayStation 3          Rockstar Games  Apr 29, 2008   \n",
       "3                8.4      Dreamcast                   Namco  Sep  8, 1999   \n",
       "4                8.0       Xbox 360          Rockstar Games  Apr 29, 2008   \n",
       "...              ...            ...                     ...           ...   \n",
       "9937             3.2         Switch                 Poisoft  Apr  5, 2017   \n",
       "9938             1.9  PlayStation 3                  Funsta  May  5, 2009   \n",
       "9939             4.4       Xbox 360  Backbone Entertainment  Oct 10, 2007   \n",
       "9940             1.4             PC             Deep Silver  Jun 24, 2013   \n",
       "9941             2.6          Wii U             D3Publisher  Dec  4, 2012   \n",
       "\n",
       "                Genero                                            Resumen  \\\n",
       "0     Action Adventure  As a young boy, Link is tricked by Ganondorf, ...   \n",
       "1               Sports  As most major publishers' development efforts ...   \n",
       "2     Action Adventure  [Metacritic's 2008 PS3 Game of the Year; Also ...   \n",
       "3               Action  This is a tale of souls and swords, transcendi...   \n",
       "4     Action Adventure  [Metacritic's 2008 Xbox 360 Game of the Year; ...   \n",
       "...                ...                                                ...   \n",
       "9937            Sports  Vroom in the night sky is a magical bike actio...   \n",
       "9938  Action Adventure  The Leisure Suit Larry: Box Office Bust video ...   \n",
       "9939           Driving  [Xbox Live Arcade]  Hop into a Toyota Yaris an...   \n",
       "9940           Driving  The game is set in the last years of the roari...   \n",
       "9941     Miscellaneous  Family Party: 30 Great Games Obstacle Arcade b...   \n",
       "\n",
       "                N_jugadores Clasificacion  \n",
       "0                  1 Player             E  \n",
       "1                       1-2             T  \n",
       "2                  1 Player             M  \n",
       "3                       1-2             T  \n",
       "4                  1 Player             M  \n",
       "...                     ...           ...  \n",
       "9937  No Online Multiplayer             E  \n",
       "9938  No Online Multiplayer             M  \n",
       "9939              2  Online          E10+  \n",
       "9940              2  Online             M  \n",
       "9941  No Online Multiplayer             E  \n",
       "\n",
       "[9942 rows x 10 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_games = pd.read_csv(\"datos_metacritic.csv\")\n",
    "df_games"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9942 entries, 0 to 9941\n",
      "Data columns (total 10 columns):\n",
      " #   Column           Non-Null Count  Dtype \n",
      "---  ------           --------------  ----- \n",
      " 0   Nombre           9942 non-null   object\n",
      " 1   Rating_Meta      9942 non-null   object\n",
      " 2   Rating_Usuarios  9942 non-null   object\n",
      " 3   Plataforma       9942 non-null   object\n",
      " 4   Developer        9942 non-null   object\n",
      " 5   Fecha            9942 non-null   object\n",
      " 6   Genero           9942 non-null   object\n",
      " 7   Resumen          9942 non-null   object\n",
      " 8   N_jugadores      9936 non-null   object\n",
      " 9   Clasificacion    9942 non-null   object\n",
      "dtypes: object(10)\n",
      "memory usage: 776.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df_games.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_games = df_games[df_games[\"Fecha\"]!= \"TBA - Early Access\"] #eliminamos valor erroneo de fecha\n",
    "df_games = df_games[df_games[\"Rating_Meta\"]!= 'tbd'] #Valores no utiles en el analisis\n",
    "df_games = df_games[df_games[\"Rating_Usuarios\"]!= 'tbd']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "categorias = [\"float\", \"float\", \"category\", \"category\", \"category\", \"category\"]\n",
    "columnas = [\"Rating_Meta\", \"Rating_Usuarios\", \"N_jugadores\",\n",
    "            \"Clasificacion\", \"Plataforma\", \"Genero\"]\n",
    "\n",
    "df_games[\"Fecha\"] = pd.to_datetime(df_games[\"Fecha\"])\n",
    "\n",
    "n = 0\n",
    "for col in columnas:\n",
    "    try:\n",
    "        df_games[col] = df_games[col].astype(categorias[n])  ####Arreglar errores\n",
    "        n+=1\n",
    "    except:\n",
    "        print(col)\n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 9264 entries, 0 to 9941\n",
      "Data columns (total 10 columns):\n",
      " #   Column           Non-Null Count  Dtype         \n",
      "---  ------           --------------  -----         \n",
      " 0   Nombre           9264 non-null   object        \n",
      " 1   Rating_Meta      9264 non-null   float64       \n",
      " 2   Rating_Usuarios  9264 non-null   float64       \n",
      " 3   Plataforma       9264 non-null   category      \n",
      " 4   Developer        9264 non-null   object        \n",
      " 5   Fecha            9264 non-null   datetime64[ns]\n",
      " 6   Genero           9264 non-null   category      \n",
      " 7   Resumen          9264 non-null   object        \n",
      " 8   N_jugadores      9258 non-null   category      \n",
      " 9   Clasificacion    9264 non-null   category      \n",
      "dtypes: category(4), datetime64[ns](1), float64(2), object(3)\n",
      "memory usage: 548.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df_games.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>Nombre</th>\n",
       "      <th>Rating_Meta</th>\n",
       "      <th>Rating_Usuarios</th>\n",
       "      <th>Plataforma</th>\n",
       "      <th>Developer</th>\n",
       "      <th>Fecha</th>\n",
       "      <th>Genero</th>\n",
       "      <th>Resumen</th>\n",
       "      <th>N_jugadores</th>\n",
       "      <th>Clasificacion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Legend of Zelda: Ocarina of Time</td>\n",
       "      <td>99.0</td>\n",
       "      <td>9.1</td>\n",
       "      <td>Nintendo 64</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>1998-11-23</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>As a young boy, Link is tricked by Ganondorf, ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tony Hawk's Pro Skater 2</td>\n",
       "      <td>98.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>PlayStation</td>\n",
       "      <td>Activision</td>\n",
       "      <td>2000-09-20</td>\n",
       "      <td>Sports</td>\n",
       "      <td>As most major publishers' development efforts ...</td>\n",
       "      <td>1-2</td>\n",
       "      <td>T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Grand Theft Auto IV</td>\n",
       "      <td>98.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>PlayStation 3</td>\n",
       "      <td>Rockstar Games</td>\n",
       "      <td>2008-04-29</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>[Metacritic's 2008 PS3 Game of the Year; Also ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SoulCalibur</td>\n",
       "      <td>98.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Dreamcast</td>\n",
       "      <td>Namco</td>\n",
       "      <td>1999-09-08</td>\n",
       "      <td>Action</td>\n",
       "      <td>This is a tale of souls and swords, transcendi...</td>\n",
       "      <td>1-2</td>\n",
       "      <td>T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Grand Theft Auto IV</td>\n",
       "      <td>98.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Xbox 360</td>\n",
       "      <td>Rockstar Games</td>\n",
       "      <td>2008-04-29</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>[Metacritic's 2008 Xbox 360 Game of the Year; ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9937</th>\n",
       "      <td>Vroom in the Night Sky</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>Switch</td>\n",
       "      <td>Poisoft</td>\n",
       "      <td>2017-04-05</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Vroom in the night sky is a magical bike actio...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9938</th>\n",
       "      <td>Leisure Suit Larry: Box Office Bust</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>PlayStation 3</td>\n",
       "      <td>Funsta</td>\n",
       "      <td>2009-05-05</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>The Leisure Suit Larry: Box Office Bust video ...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9939</th>\n",
       "      <td>Yaris</td>\n",
       "      <td>17.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>Xbox 360</td>\n",
       "      <td>Backbone Entertainment</td>\n",
       "      <td>2007-10-10</td>\n",
       "      <td>Driving</td>\n",
       "      <td>[Xbox Live Arcade]  Hop into a Toyota Yaris an...</td>\n",
       "      <td>2  Online</td>\n",
       "      <td>E10+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9940</th>\n",
       "      <td>Ride to Hell: Retribution</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>PC</td>\n",
       "      <td>Deep Silver</td>\n",
       "      <td>2013-06-24</td>\n",
       "      <td>Driving</td>\n",
       "      <td>The game is set in the last years of the roari...</td>\n",
       "      <td>2  Online</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9941</th>\n",
       "      <td>Family Party: 30 Great Games Obstacle Arcade</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>Wii U</td>\n",
       "      <td>D3Publisher</td>\n",
       "      <td>2012-12-04</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>Family Party: 30 Great Games Obstacle Arcade b...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9264 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Nombre  Rating_Meta  \\\n",
       "0             The Legend of Zelda: Ocarina of Time         99.0   \n",
       "1                         Tony Hawk's Pro Skater 2         98.0   \n",
       "2                              Grand Theft Auto IV         98.0   \n",
       "3                                      SoulCalibur         98.0   \n",
       "4                              Grand Theft Auto IV         98.0   \n",
       "...                                            ...          ...   \n",
       "9937                        Vroom in the Night Sky         17.0   \n",
       "9938           Leisure Suit Larry: Box Office Bust         17.0   \n",
       "9939                                         Yaris         17.0   \n",
       "9940                     Ride to Hell: Retribution         16.0   \n",
       "9941  Family Party: 30 Great Games Obstacle Arcade         11.0   \n",
       "\n",
       "      Rating_Usuarios     Plataforma               Developer      Fecha  \\\n",
       "0                 9.1    Nintendo 64                Nintendo 1998-11-23   \n",
       "1                 7.4    PlayStation              Activision 2000-09-20   \n",
       "2                 7.8  PlayStation 3          Rockstar Games 2008-04-29   \n",
       "3                 8.4      Dreamcast                   Namco 1999-09-08   \n",
       "4                 8.0       Xbox 360          Rockstar Games 2008-04-29   \n",
       "...               ...            ...                     ...        ...   \n",
       "9937              3.2         Switch                 Poisoft 2017-04-05   \n",
       "9938              1.9  PlayStation 3                  Funsta 2009-05-05   \n",
       "9939              4.4       Xbox 360  Backbone Entertainment 2007-10-10   \n",
       "9940              1.4             PC             Deep Silver 2013-06-24   \n",
       "9941              2.6          Wii U             D3Publisher 2012-12-04   \n",
       "\n",
       "                Genero                                            Resumen  \\\n",
       "0     Action Adventure  As a young boy, Link is tricked by Ganondorf, ...   \n",
       "1               Sports  As most major publishers' development efforts ...   \n",
       "2     Action Adventure  [Metacritic's 2008 PS3 Game of the Year; Also ...   \n",
       "3               Action  This is a tale of souls and swords, transcendi...   \n",
       "4     Action Adventure  [Metacritic's 2008 Xbox 360 Game of the Year; ...   \n",
       "...                ...                                                ...   \n",
       "9937            Sports  Vroom in the night sky is a magical bike actio...   \n",
       "9938  Action Adventure  The Leisure Suit Larry: Box Office Bust video ...   \n",
       "9939           Driving  [Xbox Live Arcade]  Hop into a Toyota Yaris an...   \n",
       "9940           Driving  The game is set in the last years of the roari...   \n",
       "9941     Miscellaneous  Family Party: 30 Great Games Obstacle Arcade b...   \n",
       "\n",
       "                N_jugadores Clasificacion  \n",
       "0                  1 Player             E  \n",
       "1                       1-2             T  \n",
       "2                  1 Player             M  \n",
       "3                       1-2             T  \n",
       "4                  1 Player             M  \n",
       "...                     ...           ...  \n",
       "9937  No Online Multiplayer             E  \n",
       "9938  No Online Multiplayer             M  \n",
       "9939              2  Online          E10+  \n",
       "9940              2  Online             M  \n",
       "9941  No Online Multiplayer             E  \n",
       "\n",
       "[9264 rows x 10 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_games"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A efectos de igualar la escala de rating entre \"Rating_Meta y \"Rating_usuarios\" dividiremos \"Rating_Meta\" por 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Developer</th>\n",
       "      <th>Fecha</th>\n",
       "      <th>Genero</th>\n",
       "      <th>Resumen</th>\n",
       "      <th>N_jugadores</th>\n",
       "      <th>Clasificacion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Legend of Zelda: Ocarina of Time</td>\n",
       "      <td>9.9</td>\n",
       "      <td>9.1</td>\n",
       "      <td>Nintendo 64</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>1998-11-23</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>As a young boy, Link is tricked by Ganondorf, ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tony Hawk's Pro Skater 2</td>\n",
       "      <td>9.8</td>\n",
       "      <td>7.4</td>\n",
       "      <td>PlayStation</td>\n",
       "      <td>Activision</td>\n",
       "      <td>2000-09-20</td>\n",
       "      <td>Sports</td>\n",
       "      <td>As most major publishers' development efforts ...</td>\n",
       "      <td>1-2</td>\n",
       "      <td>T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Grand Theft Auto IV</td>\n",
       "      <td>9.8</td>\n",
       "      <td>7.8</td>\n",
       "      <td>PlayStation 3</td>\n",
       "      <td>Rockstar Games</td>\n",
       "      <td>2008-04-29</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>[Metacritic's 2008 PS3 Game of the Year; Also ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SoulCalibur</td>\n",
       "      <td>9.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>Dreamcast</td>\n",
       "      <td>Namco</td>\n",
       "      <td>1999-09-08</td>\n",
       "      <td>Action</td>\n",
       "      <td>This is a tale of souls and swords, transcendi...</td>\n",
       "      <td>1-2</td>\n",
       "      <td>T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Grand Theft Auto IV</td>\n",
       "      <td>9.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Xbox 360</td>\n",
       "      <td>Rockstar Games</td>\n",
       "      <td>2008-04-29</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>[Metacritic's 2008 Xbox 360 Game of the Year; ...</td>\n",
       "      <td>1 Player</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9937</th>\n",
       "      <td>Vroom in the Night Sky</td>\n",
       "      <td>1.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>Switch</td>\n",
       "      <td>Poisoft</td>\n",
       "      <td>2017-04-05</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Vroom in the night sky is a magical bike actio...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9938</th>\n",
       "      <td>Leisure Suit Larry: Box Office Bust</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>PlayStation 3</td>\n",
       "      <td>Funsta</td>\n",
       "      <td>2009-05-05</td>\n",
       "      <td>Action Adventure</td>\n",
       "      <td>The Leisure Suit Larry: Box Office Bust video ...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9939</th>\n",
       "      <td>Yaris</td>\n",
       "      <td>1.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>Xbox 360</td>\n",
       "      <td>Backbone Entertainment</td>\n",
       "      <td>2007-10-10</td>\n",
       "      <td>Driving</td>\n",
       "      <td>[Xbox Live Arcade]  Hop into a Toyota Yaris an...</td>\n",
       "      <td>2  Online</td>\n",
       "      <td>E10+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9940</th>\n",
       "      <td>Ride to Hell: Retribution</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>PC</td>\n",
       "      <td>Deep Silver</td>\n",
       "      <td>2013-06-24</td>\n",
       "      <td>Driving</td>\n",
       "      <td>The game is set in the last years of the roari...</td>\n",
       "      <td>2  Online</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9941</th>\n",
       "      <td>Family Party: 30 Great Games Obstacle Arcade</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>Wii U</td>\n",
       "      <td>D3Publisher</td>\n",
       "      <td>2012-12-04</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>Family Party: 30 Great Games Obstacle Arcade b...</td>\n",
       "      <td>No Online Multiplayer</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9264 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Nombre  Rating_Meta  \\\n",
       "0             The Legend of Zelda: Ocarina of Time          9.9   \n",
       "1                         Tony Hawk's Pro Skater 2          9.8   \n",
       "2                              Grand Theft Auto IV          9.8   \n",
       "3                                      SoulCalibur          9.8   \n",
       "4                              Grand Theft Auto IV          9.8   \n",
       "...                                            ...          ...   \n",
       "9937                        Vroom in the Night Sky          1.7   \n",
       "9938           Leisure Suit Larry: Box Office Bust          1.7   \n",
       "9939                                         Yaris          1.7   \n",
       "9940                     Ride to Hell: Retribution          1.6   \n",
       "9941  Family Party: 30 Great Games Obstacle Arcade          1.1   \n",
       "\n",
       "      Rating_Usuarios     Plataforma               Developer      Fecha  \\\n",
       "0                 9.1    Nintendo 64                Nintendo 1998-11-23   \n",
       "1                 7.4    PlayStation              Activision 2000-09-20   \n",
       "2                 7.8  PlayStation 3          Rockstar Games 2008-04-29   \n",
       "3                 8.4      Dreamcast                   Namco 1999-09-08   \n",
       "4                 8.0       Xbox 360          Rockstar Games 2008-04-29   \n",
       "...               ...            ...                     ...        ...   \n",
       "9937              3.2         Switch                 Poisoft 2017-04-05   \n",
       "9938              1.9  PlayStation 3                  Funsta 2009-05-05   \n",
       "9939              4.4       Xbox 360  Backbone Entertainment 2007-10-10   \n",
       "9940              1.4             PC             Deep Silver 2013-06-24   \n",
       "9941              2.6          Wii U             D3Publisher 2012-12-04   \n",
       "\n",
       "                Genero                                            Resumen  \\\n",
       "0     Action Adventure  As a young boy, Link is tricked by Ganondorf, ...   \n",
       "1               Sports  As most major publishers' development efforts ...   \n",
       "2     Action Adventure  [Metacritic's 2008 PS3 Game of the Year; Also ...   \n",
       "3               Action  This is a tale of souls and swords, transcendi...   \n",
       "4     Action Adventure  [Metacritic's 2008 Xbox 360 Game of the Year; ...   \n",
       "...                ...                                                ...   \n",
       "9937            Sports  Vroom in the night sky is a magical bike actio...   \n",
       "9938  Action Adventure  The Leisure Suit Larry: Box Office Bust video ...   \n",
       "9939           Driving  [Xbox Live Arcade]  Hop into a Toyota Yaris an...   \n",
       "9940           Driving  The game is set in the last years of the roari...   \n",
       "9941     Miscellaneous  Family Party: 30 Great Games Obstacle Arcade b...   \n",
       "\n",
       "                N_jugadores Clasificacion  \n",
       "0                  1 Player             E  \n",
       "1                       1-2             T  \n",
       "2                  1 Player             M  \n",
       "3                       1-2             T  \n",
       "4                  1 Player             M  \n",
       "...                     ...           ...  \n",
       "9937  No Online Multiplayer             E  \n",
       "9938  No Online Multiplayer             M  \n",
       "9939              2  Online          E10+  \n",
       "9940              2  Online             M  \n",
       "9941  No Online Multiplayer             E  \n",
       "\n",
       "[9264 rows x 10 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_games[\"Rating_Meta\"] = df_games[\"Rating_Meta\"] / 10\n",
    "df_games"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¿Como se diferencia el rating de criticos al rating dado por los usuarios?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Rating_Meta'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax, ax2) = plt.subplots(1,2, figsize=(30,12))\n",
    "\n",
    "sns.boxplot(data=df_games,y='Rating_Usuarios', width=0.6, ax=ax)\n",
    "sns.boxplot(data=df_games,y='Rating_Meta', width=0.6, ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hay valores muy grandes para tener sentido en \"Rating_usuarios\" (max calificacion usuarios = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_games = df_games[df_games[\"Rating_Usuarios\"] <= 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Rating_Meta'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax, ax2) = plt.subplots(1,2, figsize=(30,12))\n",
    "\n",
    "sns.boxplot(data=df_games,y='Rating_Usuarios', width=0.6, ax=ax)\n",
    "sns.boxplot(data=df_games,y='Rating_Meta', width=0.6, ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista_generos_juegos = list(df_games['Genero'])\n",
    "#lista_generos_juegos\n",
    "def obten_numeros_unicos(lista_generos_juegos):\n",
    "\n",
    "    lista_de_generos_unicos = []\n",
    "\n",
    "    generos_unicos = set(lista_generos_juegos)\n",
    "\n",
    "    for genero in generos_unicos:\n",
    "        lista_de_generos_unicos.append(genero)\n",
    "\n",
    "    return lista_de_generos_unicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista_nueva=obten_numeros_unicos(lista_generos_juegos)\n",
    "#len(lista_nueva)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "cant_repe_generos=[]\n",
    "for i in lista_nueva:\n",
    "    cant_repe_generos.append(lista_generos_juegos.count(i))\n",
    "\n",
    "#cant_repe_generos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.bar(lista_nueva, cant_repe_generos)\n",
    "plt.title('Genero y su repeticion')\n",
    "\n",
    "plt.ylim(0,3200\n",
    "        )\n",
    "\n",
    "plt.xlabel(1)\n",
    "\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "#plt.yticks(rotation=45)\n",
    "plt.show()\n",
    "plt.close('all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "list.remove(x): x not in list",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [99]\u001b[0m, in \u001b[0;36m<cell line: 5>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      2\u001b[0m drop\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStrategy\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAction\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAdventure\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m      3\u001b[0m       ,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAction\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMiscellaneous\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRole-Playing\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m      4\u001b[0m       ,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAdventure\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSports\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDriving\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSimulation\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m drop:\n\u001b[1;32m----> 6\u001b[0m     \u001b[43mgeneros2\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mremove\u001b[49m\u001b[43m(\u001b[49m\u001b[43mi\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m      8\u001b[0m \u001b[38;5;28mprint\u001b[39m(generos2)\n",
      "\u001b[1;31mValueError\u001b[0m: list.remove(x): x not in list"
     ]
    }
   ],
   "source": [
    "generos2=obten_numeros_unicos(lista_generos_juegos)\n",
    "drop=[\"Strategy\",\"Action\",\"Adventure\"\n",
    "      ,\"Action\",\"Miscellaneous\",\"Role-Playing\"\n",
    "      ,\"Adventure\",\"Sports\",\"Driving\",\"Simulation\"]\n",
    "for i in drop:\n",
    "    generos2.remove(i)\n",
    "    \n",
    "print(generos2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Breeding/Constructing', 'Survival', 'Japanese-Style', 'Other', 'GT / Street', 'Strategy', 'Card Battle', 'Fantasy', 'Action Adventure', 'Historic', 'Turn-Based', 'Action', 'First-Person', 'Miscellaneous', 'Role-Playing', 'Adventure', 'Shooter', 'Scrolling', 'Real-Time', 'Action RPG', 'Massively Multiplayer Online', 'Sci-Fi', 'Modern', 'Open-World', 'Platformer', 'PC-style RPG', 'City Building', 'Traditional', 'Puzzle', 'Tycoon', '3D', 'Racing', 'Virtual Life', 'Music', 'Fighting', 'Sim', 'Arcade', 'Sports', 'Driving', 'Flight', 'Horror', 'Third-Person', '2D', 'Alternative', \"Beat-'Em-Up\", 'Military', 'Street', 'General', 'Massively Multiplayer', 'Simulation']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "generos2=obten_numeros_unicos(lista_generos_juegos)\n",
    "drop=[\"Strategy\",\"Action\",\"Adventure\"\n",
    "      ,\"Action\",\"Miscellaneous\",\"Role-Playing\"\n",
    "      ,\"Adventure\",\"Sports\",\"Driving\",\"Simulation\"]\n",
    "for i in drop:\n",
    "    generos2.remove(i)\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.bar(lista_nueva, cant_repe_generos)\n",
    "plt.title('Genero y su repeticion')\n",
    "\n",
    "plt.ylim(0,100\n",
    "        )\n",
    "\n",
    "plt.xlabel(1)\n",
    "plt.ylabel(1)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "#plt.yticks(rotation=45)\n",
    "plt.show()\n",
    "plt.close('all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**CONCLUSIONES??**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "48e729d35f4e8922fc5a0c8506825a6ef5fb5d890f1143a8e6d82feeb9bc0a59"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}