videogames_linear_UserScore.ipynb

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    "colab": {
      "name": "videogames_linear_UserScore.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOpc/1f/JxvRRJdpxPpyyUd",
      "include_colab_link": true
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/johanv26/Analitica/blob/main/videogames_linear_UserScore.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HSSbtTLA6ulu"
      },
      "source": [
        "# Video Games "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cvf4dkHV6t28",
        "outputId": "be0c50dc-64e5-42aa-8731-7ae3d53a0715",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 979
        }
      },
      "source": [
        "#descargar datos video_games\n",
        "!pip install wget\n",
        "import wget\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "#datos video juelgos-2016\n",
        "#csv file id#\n",
        "FILE_ID='1kMvhv1VpUpGmyyDZneZ7DaIpXZx9826Z'\n",
        "url='https://drive.google.com/uc?export=download&id='+FILE_ID\n",
        "#datos Colombia\n",
        "import os.path as path\n",
        "csv_file='Video_Games_Sales_as_at_22_Dec_2016.csv'\n",
        "if not path.exists(csv_file):\n",
        "  wget.download(url,csv_file)\n",
        "\n",
        "gamesdf = pd.read_csv(csv_file)\n",
        "gamesdf.head(20)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: wget in /usr/local/lib/python3.6/dist-packages (3.2)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "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>Name</th>\n",
              "      <th>Platform</th>\n",
              "      <th>Year_of_Release</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Publisher</th>\n",
              "      <th>NA_Sales</th>\n",
              "      <th>EU_Sales</th>\n",
              "      <th>JP_Sales</th>\n",
              "      <th>Other_Sales</th>\n",
              "      <th>Global_Sales</th>\n",
              "      <th>Critic_Score</th>\n",
              "      <th>Critic_Count</th>\n",
              "      <th>User_Score</th>\n",
              "      <th>User_Count</th>\n",
              "      <th>Developer</th>\n",
              "      <th>Rating</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Wii Sports</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2006.0</td>\n",
              "      <td>Sports</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>41.36</td>\n",
              "      <td>28.96</td>\n",
              "      <td>3.77</td>\n",
              "      <td>8.45</td>\n",
              "      <td>82.53</td>\n",
              "      <td>76.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>8</td>\n",
              "      <td>322.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Super Mario Bros.</td>\n",
              "      <td>NES</td>\n",
              "      <td>1985.0</td>\n",
              "      <td>Platform</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>29.08</td>\n",
              "      <td>3.58</td>\n",
              "      <td>6.81</td>\n",
              "      <td>0.77</td>\n",
              "      <td>40.24</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Mario Kart Wii</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2008.0</td>\n",
              "      <td>Racing</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>15.68</td>\n",
              "      <td>12.76</td>\n",
              "      <td>3.79</td>\n",
              "      <td>3.29</td>\n",
              "      <td>35.52</td>\n",
              "      <td>82.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>8.3</td>\n",
              "      <td>709.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Wii Sports Resort</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2009.0</td>\n",
              "      <td>Sports</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>15.61</td>\n",
              "      <td>10.93</td>\n",
              "      <td>3.28</td>\n",
              "      <td>2.95</td>\n",
              "      <td>32.77</td>\n",
              "      <td>80.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>8</td>\n",
              "      <td>192.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Pokemon Red/Pokemon Blue</td>\n",
              "      <td>GB</td>\n",
              "      <td>1996.0</td>\n",
              "      <td>Role-Playing</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>11.27</td>\n",
              "      <td>8.89</td>\n",
              "      <td>10.22</td>\n",
              "      <td>1.00</td>\n",
              "      <td>31.37</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Tetris</td>\n",
              "      <td>GB</td>\n",
              "      <td>1989.0</td>\n",
              "      <td>Puzzle</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>23.20</td>\n",
              "      <td>2.26</td>\n",
              "      <td>4.22</td>\n",
              "      <td>0.58</td>\n",
              "      <td>30.26</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>New Super Mario Bros.</td>\n",
              "      <td>DS</td>\n",
              "      <td>2006.0</td>\n",
              "      <td>Platform</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>11.28</td>\n",
              "      <td>9.14</td>\n",
              "      <td>6.50</td>\n",
              "      <td>2.88</td>\n",
              "      <td>29.80</td>\n",
              "      <td>89.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>8.5</td>\n",
              "      <td>431.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Wii Play</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2006.0</td>\n",
              "      <td>Misc</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>13.96</td>\n",
              "      <td>9.18</td>\n",
              "      <td>2.93</td>\n",
              "      <td>2.84</td>\n",
              "      <td>28.92</td>\n",
              "      <td>58.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>6.6</td>\n",
              "      <td>129.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>New Super Mario Bros. Wii</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2009.0</td>\n",
              "      <td>Platform</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>14.44</td>\n",
              "      <td>6.94</td>\n",
              "      <td>4.70</td>\n",
              "      <td>2.24</td>\n",
              "      <td>28.32</td>\n",
              "      <td>87.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>8.4</td>\n",
              "      <td>594.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Duck Hunt</td>\n",
              "      <td>NES</td>\n",
              "      <td>1984.0</td>\n",
              "      <td>Shooter</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>26.93</td>\n",
              "      <td>0.63</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.47</td>\n",
              "      <td>28.31</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Nintendogs</td>\n",
              "      <td>DS</td>\n",
              "      <td>2005.0</td>\n",
              "      <td>Simulation</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>9.05</td>\n",
              "      <td>10.95</td>\n",
              "      <td>1.93</td>\n",
              "      <td>2.74</td>\n",
              "      <td>24.67</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Mario Kart DS</td>\n",
              "      <td>DS</td>\n",
              "      <td>2005.0</td>\n",
              "      <td>Racing</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>9.71</td>\n",
              "      <td>7.47</td>\n",
              "      <td>4.13</td>\n",
              "      <td>1.90</td>\n",
              "      <td>23.21</td>\n",
              "      <td>91.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>8.6</td>\n",
              "      <td>464.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Pokemon Gold/Pokemon Silver</td>\n",
              "      <td>GB</td>\n",
              "      <td>1999.0</td>\n",
              "      <td>Role-Playing</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>9.00</td>\n",
              "      <td>6.18</td>\n",
              "      <td>7.20</td>\n",
              "      <td>0.71</td>\n",
              "      <td>23.10</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Wii Fit</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2007.0</td>\n",
              "      <td>Sports</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>8.92</td>\n",
              "      <td>8.03</td>\n",
              "      <td>3.60</td>\n",
              "      <td>2.15</td>\n",
              "      <td>22.70</td>\n",
              "      <td>80.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>7.7</td>\n",
              "      <td>146.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Kinect Adventures!</td>\n",
              "      <td>X360</td>\n",
              "      <td>2010.0</td>\n",
              "      <td>Misc</td>\n",
              "      <td>Microsoft Game Studios</td>\n",
              "      <td>15.00</td>\n",
              "      <td>4.89</td>\n",
              "      <td>0.24</td>\n",
              "      <td>1.69</td>\n",
              "      <td>21.81</td>\n",
              "      <td>61.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>106.0</td>\n",
              "      <td>Good Science Studio</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Wii Fit Plus</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2009.0</td>\n",
              "      <td>Sports</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>9.01</td>\n",
              "      <td>8.49</td>\n",
              "      <td>2.53</td>\n",
              "      <td>1.77</td>\n",
              "      <td>21.79</td>\n",
              "      <td>80.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>52.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Grand Theft Auto V</td>\n",
              "      <td>PS3</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>Action</td>\n",
              "      <td>Take-Two Interactive</td>\n",
              "      <td>7.02</td>\n",
              "      <td>9.09</td>\n",
              "      <td>0.98</td>\n",
              "      <td>3.96</td>\n",
              "      <td>21.04</td>\n",
              "      <td>97.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>8.2</td>\n",
              "      <td>3994.0</td>\n",
              "      <td>Rockstar North</td>\n",
              "      <td>M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Grand Theft Auto: San Andreas</td>\n",
              "      <td>PS2</td>\n",
              "      <td>2004.0</td>\n",
              "      <td>Action</td>\n",
              "      <td>Take-Two Interactive</td>\n",
              "      <td>9.43</td>\n",
              "      <td>0.40</td>\n",
              "      <td>0.41</td>\n",
              "      <td>10.57</td>\n",
              "      <td>20.81</td>\n",
              "      <td>95.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>9</td>\n",
              "      <td>1588.0</td>\n",
              "      <td>Rockstar North</td>\n",
              "      <td>M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Super Mario World</td>\n",
              "      <td>SNES</td>\n",
              "      <td>1990.0</td>\n",
              "      <td>Platform</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>12.78</td>\n",
              "      <td>3.75</td>\n",
              "      <td>3.54</td>\n",
              "      <td>0.55</td>\n",
              "      <td>20.61</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Brain Age: Train Your Brain in Minutes a Day</td>\n",
              "      <td>DS</td>\n",
              "      <td>2005.0</td>\n",
              "      <td>Misc</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>4.74</td>\n",
              "      <td>9.20</td>\n",
              "      <td>4.16</td>\n",
              "      <td>2.04</td>\n",
              "      <td>20.15</td>\n",
              "      <td>77.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>7.9</td>\n",
              "      <td>50.0</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>E</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            Name  ... Rating\n",
              "0                                     Wii Sports  ...      E\n",
              "1                              Super Mario Bros.  ...    NaN\n",
              "2                                 Mario Kart Wii  ...      E\n",
              "3                              Wii Sports Resort  ...      E\n",
              "4                       Pokemon Red/Pokemon Blue  ...    NaN\n",
              "5                                         Tetris  ...    NaN\n",
              "6                          New Super Mario Bros.  ...      E\n",
              "7                                       Wii Play  ...      E\n",
              "8                      New Super Mario Bros. Wii  ...      E\n",
              "9                                      Duck Hunt  ...    NaN\n",
              "10                                    Nintendogs  ...    NaN\n",
              "11                                 Mario Kart DS  ...      E\n",
              "12                   Pokemon Gold/Pokemon Silver  ...    NaN\n",
              "13                                       Wii Fit  ...      E\n",
              "14                            Kinect Adventures!  ...      E\n",
              "15                                  Wii Fit Plus  ...      E\n",
              "16                            Grand Theft Auto V  ...      M\n",
              "17                 Grand Theft Auto: San Andreas  ...      M\n",
              "18                             Super Mario World  ...    NaN\n",
              "19  Brain Age: Train Your Brain in Minutes a Day  ...      E\n",
              "\n",
              "[20 rows x 16 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xEHcKfSrM--q",
        "outputId": "c57c7b4b-756a-4c29-db46-2933f2c73605",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        }
      },
      "source": [
        "gamesdf.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 16719 entries, 0 to 16718\n",
            "Data columns (total 16 columns):\n",
            " #   Column           Non-Null Count  Dtype  \n",
            "---  ------           --------------  -----  \n",
            " 0   Name             16717 non-null  object \n",
            " 1   Platform         16719 non-null  object \n",
            " 2   Year_of_Release  16450 non-null  float64\n",
            " 3   Genre            16717 non-null  object \n",
            " 4   Publisher        16665 non-null  object \n",
            " 5   NA_Sales         16719 non-null  float64\n",
            " 6   EU_Sales         16719 non-null  float64\n",
            " 7   JP_Sales         16719 non-null  float64\n",
            " 8   Other_Sales      16719 non-null  float64\n",
            " 9   Global_Sales     16719 non-null  float64\n",
            " 10  Critic_Score     8137 non-null   float64\n",
            " 11  Critic_Count     8137 non-null   float64\n",
            " 12  User_Score       10015 non-null  object \n",
            " 13  User_Count       7590 non-null   float64\n",
            " 14  Developer        10096 non-null  object \n",
            " 15  Rating           9950 non-null   object \n",
            "dtypes: float64(9), object(7)\n",
            "memory usage: 2.0+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "64MJfF6DC-Jv"
      },
      "source": [
        "def userscore_fix(gamesdf):\n",
        "  Xi=gamesdf\n",
        "  frec_val=gamesdf['User_Score'].value_counts()\n",
        "  mean=np.mean(frec_val.index[1:].astype('float64')) \n",
        "  Xi['User_Score'].replace(regex=[\"tbd\"], value=mean,inplace=True)      \n",
        "  Xi['User_Score'] = Xi['User_Score'].astype('float64');\n",
        "  return gamesdf"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4m1_sGZRDMZa"
      },
      "source": [
        "gamesdf=userscore_fix(gamesdf)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ex1KpOy9D2I2",
        "outputId": "901425b3-7e03-41a1-ea38-9b156a473c04",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        }
      },
      "source": [
        "gamesdf.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 16719 entries, 0 to 16718\n",
            "Data columns (total 16 columns):\n",
            " #   Column           Non-Null Count  Dtype  \n",
            "---  ------           --------------  -----  \n",
            " 0   Name             16717 non-null  object \n",
            " 1   Platform         16719 non-null  object \n",
            " 2   Year_of_Release  16450 non-null  float64\n",
            " 3   Genre            16717 non-null  object \n",
            " 4   Publisher        16665 non-null  object \n",
            " 5   NA_Sales         16719 non-null  float64\n",
            " 6   EU_Sales         16719 non-null  float64\n",
            " 7   JP_Sales         16719 non-null  float64\n",
            " 8   Other_Sales      16719 non-null  float64\n",
            " 9   Global_Sales     16719 non-null  float64\n",
            " 10  Critic_Score     8137 non-null   float64\n",
            " 11  Critic_Count     8137 non-null   float64\n",
            " 12  User_Score       10015 non-null  float64\n",
            " 13  User_Count       7590 non-null   float64\n",
            " 14  Developer        10096 non-null  object \n",
            " 15  Rating           9950 non-null   object \n",
            "dtypes: float64(10), object(6)\n",
            "memory usage: 2.0+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TMWppoZeEkZ6",
        "outputId": "9d88271a-2af2-4ecb-ebaa-f927ef1c3080",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "gamesdf['User_Score'].value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4.989474    2425\n",
              "7.800000     324\n",
              "8.000000     290\n",
              "8.200000     282\n",
              "8.300000     254\n",
              "            ... \n",
              "0.900000       2\n",
              "2.300000       2\n",
              "1.000000       2\n",
              "9.700000       1\n",
              "0.000000       1\n",
              "Name: User_Score, Length: 96, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UbaW4CghzwAh",
        "outputId": "f6d28b5e-7093-4c67-fbe8-ea1f57e6f30c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "#Paso 2: Particion entrenamiento y validacion\n",
        "#Tamanio Xtrain 70%. Tamanio Xtest=30%\n",
        "from sklearn.model_selection import train_test_split\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "df_train, df_test =train_test_split(gamesdf,test_size=0.3)\n",
        "col_sal= 'User_Score'\n",
        "ytrain=df_train[col_sal]\n",
        "ytest=df_test[col_sal]\n",
        "df_train.drop(columns=col_sal,inplace=True)\n",
        "df_test.drop(columns=col_sal,inplace=True)\n",
        "ytrain"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "12890    4.989474\n",
              "7335          NaN\n",
              "1626          NaN\n",
              "10924    4.989474\n",
              "369      7.500000\n",
              "           ...   \n",
              "1757     8.200000\n",
              "14801    3.500000\n",
              "14853    4.989474\n",
              "12844         NaN\n",
              "2039     8.200000\n",
              "Name: User_Score, Length: 11703, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oF8ZVUVV0VJR",
        "outputId": "be01ff29-2ca2-4602-f1c8-59d1f889d07e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "#Completao de datos por moda de la salida Global sales\n",
        "from sklearn.impute import SimpleImputer\n",
        "imputer=SimpleImputer(strategy='most_frequent')\n",
        "ytrain=imputer.fit_transform(pd.DataFrame(ytrain))\n",
        "ytrain=ytrain.reshape(-1)\n",
        "\n",
        "ytest=imputer.transform(pd.DataFrame(ytest))\n",
        "ytest=ytest.reshape(-1)\n",
        "\n",
        "print(ytrain.shape,ytest.shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(11703,) (5016,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ry5Ep19I16hX"
      },
      "source": [
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uRCLjm8n1672",
        "outputId": "bd50141f-7bf1-40d1-c268-237df1869f60",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 514
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.hist(ytrain,bins=100)\n",
        "plt.show()\n",
        "\n",
        "#diagrama de caja\n",
        "\n",
        "#caja->\n",
        "plt.boxplot(ytrain)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD5CAYAAAA+0W6bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAMQklEQVR4nO3db2xdd33H8c+HJLZbBlmSXkVtQus+oFWsPGG92p9QJQoGhW6I5sGEmpSJLZHyaHdsmrR18oPypBJCBDEl06SIdgNBAlJBgSIEm7qgqBGqdl2Q1tqbRpgLIaa9iVNv6x87yb57EBPFbuJ7fc+xr78975cUxff63nu+ldp3f/r5HB9HhAAA+byr1wMAALpDwAEgKQIOAEkRcABIioADQFIEHACSWtvuBbafkvQxSa9GxPa55zZK+oakQUkTkj4REZfafdYdd9wRg4ODBcYFgOoZHR29EBG1hc+73XngtndK+l9JX7kh4J+TNBURn7X9mKQNEfHX7Yao1+vRbDa7+gcAgKqyPRoR9YXPt91CiYjTkqYWPP2wpC/Pff1lSXsLTwgAWJJu98A3R8Tk3Ne/krS5pHkAAB0q/EPMuLYHc8t9GNuHbDdtN1utVtHDAQDmdBvwV2zfKUlzf796qxdGxLGIqEdEvVZ72x48AKBL3Qb8O5I+Nff1pyR9u5xxAACdahtw2yck/UjS/bbP2T4o6bOSPmL7PyV9eO4xAGAFtT0PPCL23eJbwyXPAgBYAq7EBICk2q7AgYxsr8hxuCEKeomA4x1pqWG1TYyRDlsoAJAUAQeApAg4ACRFwAEgKQIOAEkRcABIioADQFIEHACSIuAAkBQBB4CkCDgAJEXAASApAg4ASRFwAEiKgANAUgQcAJIi4ACQFAEHgKQIOAAkRcABICkCDgBJEXAASIqAA0BSBBwAkiLgAJAUAQeApAg4ACRFwAEgKQIOAEkRcABIqlDAbf+F7Zdsv2j7hO2BsgYDACyu64Db3iLpzyTVI2K7pDWSHilrMADA4opuoayVdJvttZJul3S++EgAgE50HfCI+KWkz0v6uaRJSdMR8U9lDQYAWFyRLZQNkh6WdK+kuyS92/Ynb/K6Q7abtputVqv7SQEA8xTZQvmwpP+KiFZEXJb0LUk7Fr4oIo5FRD0i6rVarcDhAAA3KhLwn0v6Xdu327akYUnj5YwFAGinyB7485KelvSCpH+b+6xjJc0FAGhjbZE3R8Tjkh4vaRYAwBJwJSYAJEXAASApAg4ASRFwAEiKgANAUgQcAJIi4ACQFAEHgKQIOAAkVehKTGAlbNy4UZcuXVr241z7lT7LZ8OGDZqamlrWY6BaCDhWvUuXLikiej1GYcv9PwhUD1soAJAUAQeApAg4ACRFwAEgKQIOAEkRcABIioADQFIEHACSIuAAkBQBB4CkCDgAJEXAASApAg4ASRFwAEiKgANAUgQcAJIi4ACQFAEHgKQIOAAkRcABICkCDgBJFQq47d+0/bTtf7c9bvv3yhoMALC4tQXf/7eSvh8Rf2i7T9LtJcwEAOhA1wG3vV7STkl/LEkRMStptpyxAADtFNlCuVdSS9I/2P6x7S/ZfndJcwEA2igS8LWSfkvS30fEByS9LumxhS+yfch203az1WoVOBwA4EZFAn5O0rmIeH7u8dO6FvR5IuJYRNQjol6r1QocDgBwo64DHhG/kvQL2/fPPTUsaayUqQAAbRU9C6Uh6WtzZ6D8TNKfFB8JANCJQgGPiJ9Iqpc0CwBgCbgSEwCSIuAAkBQBB4CkCDgAJEXAASApAg4ASRFwAEiKgANAUgQcAJIi4ACQFAEHgKQIOAAkRcABICkCDgBJEXAASIqAA0BSRe/IAyy7ePy90mfW93qMwuLx9/Z6BLzDEHCsfp+ZXvZD2FZELPtxgDKxhQIASRFwAEiKgANAUgQcAJIi4ACQFAEHgKQIOAAkRcABICkCDgBJEXAASIqAA0BSBBwAkiLgAJAUAQeApAg4ACRVOOC219j+se3vljEQAKAzZazAPy1pvITPAQAsQaGA294q6Q8kfamccQAAnSq6Av+ipL+S9H8lzAIAWIKuA277Y5JejYjRNq87ZLtpu9lqtbo9HABggSIr8A9K+rjtCUlfl/Qh219d+KKIOBYR9Yio12q1AocDANyo64BHxN9ExNaIGJT0iKR/iYhPljYZAGBRnAcOAEmtLeNDIuKHkn5YxmcBADrDChwAkiLgAJAUAQeApAg4ACRFwAEgKQIOAEkRcABIioADQFIEHACSIuAAkBQBB4CkCDgAJEXAASApAg4ASRFwAEiKgANAUgQcAJIi4ACQFAEHgKQIOAAkRcABICkCDgBJEXAASIqAA0BSBBwAkiLgAJAUAQeApAg4ACRFwAEgKQIOAEkRcABIioADQFIEHACS6jrgtt9n+5TtMdsv2f50mYMBABa3tsB7r0j6y4h4wfZ7JI3a/ueIGCtpNgDAIrpegUfEZES8MPf1/0gal7SlrMEAAIsrZQ/c9qCkD0h6/ibfO2S7abvZarXKOBwAQCUE3PZvSPqmpD+PiP9e+P2IOBYR9Yio12q1oocDAMwpFHDb63Qt3l+LiG+VMxIAoBNFzkKxpCcljUfEF8obCQDQiSIr8A9K+iNJH7L9k7k/v1/SXACANro+jTAinpPkEmcBACwBV2ICQFIEHACSIuCotEajoYGBAUnSwMCAGo1GjycCOueIWLGD1ev1aDabK3Y8VNe1k6SW30r+94Pqsj0aEfWFz7MCxztSRLT909/fr/Xr18973/r169Xf39/R+4k3eo2Ao7JmZmY0PT2tHTt26Pz589qxY4emp6c1MzPT69GAjhBwVNqmTZs0PT2trVu3anp6Wps2ber1SEDHCDgq7eLFi9q5c6empqa0c+dOXbx4sdcjAR3jh5ioLNtas2aNrl69ev25Xz9mfxurCT/EBG7i6tWr2rx5s8bHx7V58+Z5MQdWuyJ35AHSW7dunV555RVt27bt+uPLly/3eCqgM6zAUWlXrlzR4cOH9frrr+vw4cO6cuVKr0cCOsYeOCrLtgYHBzU5OamZmRn19/frzjvv1MTEBHvgWFXYAwduYmJiQnv27FGr1dKePXs0MTHR65GAjrEHjsrq7+/XPffco2eeeUa1Wk22dd999+nll1/u9WhAR1iBo7JmZ2c1OzurZ599dt7fs7OzvR4N6AgrcFTW0NCQ9u7dq0ajofHxcW3btk2PPvqoTp482evRgI6wAkdljYyM6Pjx4zpy5IjeeustHTlyRMePH9fIyEivRwM6wgoclbVv3z5JmrcCf+KJJ64/D6x2rMABIClW4KisEydOaGRkRE8++aQefPBBPffcczp48KAksQpHClzIg8ravn279u7dq5MnT17fQvn14xdffLHX4wHX3epCHlbgqKyxsTG98cYbb1uBczEPsiDgqKy+vj7dddddeuihh65fSl+v13X+/PlejwZ0hB9iorJmZmZ05swZHThwQK+99poOHDigM2fOcEs1pEHAUVm2NTw8rNOnT2vjxo06ffq0hoeHV+yO9kBRBByVFRE6e/bsvAt5zp49y28iRBrsgaOy+vv7tWXLlrftgU9OTvZ6NKAjrMBRWbt27brpHviuXbt6PRrQEc4DR2Vt375dt912m0ZHRxURsq0HHnhAb775JueBY1Xhhg7AAmNjY7pw4cK8Xyd74cIFjY2N9Xo0oCMEHJXV19enRqOh3bt3a926ddq9e7cajYb6+vp6PRrQkUIBt/1R2/9h+6e2HytrKGAlzM7O6ujRozp16pQuX76sU6dO6ejRo9zQAWl0HXDbayT9naSHJA1J2md7qKzBgOU2NDSk/fv3q9FoaGBgQI1GQ/v379fQEP8aI4ciK/DflvTTiPhZRMxK+rqkh8sZC1h+3NAB2RU5D3yLpF/c8PicpN8pNg6wcrihA7Jb9gt5bB+SdEiS7r777uU+HLAk+/btI9hIq8gWyi8lve+Gx1vnnpsnIo5FRD0i6rVarcDhAAA3KhLwf5X0ftv32u6T9Iik75QzFgCgna63UCLiiu0/lfQDSWskPRURL5U2GQBgUYX2wCPie5K+V9IsAIAl4EpMAEhqRX+Zle2WpJdX7IBA5+6QdKHXQwC3cE9EvO0skBUNOLBa2W7e7Le9AasZWygAkBQBB4CkCDhwzbFeDwAsFXvgAJAUK3AASIqAo9JsP2X7VdvcBBPpEHBU3T9K+mivhwC6QcBRaRFxWtJUr+cAukHAASApAg4ASRFwAEiKgANAUgQclWb7hKQfSbrf9jnbB3s9E9AprsQEgKRYgQNAUgQcAJIi4ACQFAEHgKQIOAAkRcABICkCDgBJEXAASOr/AR9mZywaNkBgAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4Vebn9V4Ynxj",
        "outputId": "f6af4c00-babb-4f53-8efc-47105e53387d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        }
      },
      "source": [
        "print('Numero de valores nulos por columnas : \\n')\n",
        "for column in gamesdf:\n",
        "  print(column,' ',gamesdf[column].isnull().sum())\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Numero de valores nulos por columnas : \n",
            "\n",
            "Name   2\n",
            "Platform   0\n",
            "Year_of_Release   269\n",
            "Genre   2\n",
            "Publisher   54\n",
            "NA_Sales   0\n",
            "EU_Sales   0\n",
            "JP_Sales   0\n",
            "Other_Sales   0\n",
            "Global_Sales   0\n",
            "Critic_Score   8582\n",
            "Critic_Count   8582\n",
            "User_Score   6704\n",
            "User_Count   9129\n",
            "Developer   6623\n",
            "Rating   6769\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "c848K3GA3u7h"
      },
      "source": [
        "#definir columnas \n",
        "col_scores = ['User_Score','Critic_Score','Critic_Count','User_Count']\n",
        "# Strange values tbd\n",
        "\n",
        "cat = ['Name','Platform','Genre','Publisher','Developer','Rating']\n",
        "items = [] \n",
        "for i in cat:\n",
        "    items += [list(gamesdf[i].value_counts().index)]\n",
        "cat_names = dict(zip(cat, items))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3Uvk0DB-7i2H",
        "outputId": "6ffdfa04-6e26-4426-ba27-340adf608b0a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 87
        }
      },
      "source": [
        "gamesdf['Platform'].value_counts().index"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['PS2', 'DS', 'PS3', 'Wii', 'X360', 'PSP', 'PS', 'PC', 'XB', 'GBA', 'GC',\n",
              "       '3DS', 'PSV', 'PS4', 'N64', 'XOne', 'SNES', 'SAT', 'WiiU', '2600', 'GB',\n",
              "       'NES', 'DC', 'GEN', 'NG', 'SCD', 'WS', '3DO', 'TG16', 'PCFX', 'GG'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7tSJRI2I4YTD",
        "outputId": "fad151ec-8dc0-46b3-b351-7d4d079825ca",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 580
        }
      },
      "source": [
        "gamesdf[cat[1]].value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "PS2     2161\n",
              "DS      2152\n",
              "PS3     1331\n",
              "Wii     1320\n",
              "X360    1262\n",
              "PSP     1209\n",
              "PS      1197\n",
              "PC       974\n",
              "XB       824\n",
              "GBA      822\n",
              "GC       556\n",
              "3DS      520\n",
              "PSV      432\n",
              "PS4      393\n",
              "N64      319\n",
              "XOne     247\n",
              "SNES     239\n",
              "SAT      173\n",
              "WiiU     147\n",
              "2600     133\n",
              "GB        98\n",
              "NES       98\n",
              "DC        52\n",
              "GEN       29\n",
              "NG        12\n",
              "SCD        6\n",
              "WS         6\n",
              "3DO        3\n",
              "TG16       2\n",
              "PCFX       1\n",
              "GG         1\n",
              "Name: Platform, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 79
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7N_Zw7VUU_bH",
        "outputId": "214de369-44e7-48c8-e5a3-c5d832fd2930",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "frec_val=[]\n",
        "for column in gamesdf:\n",
        "  frec_val.append(gamesdf[column].value_counts())\n",
        "print(frec_val[-2\n",
        "          ])\n",
        "\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Ubisoft                            204\n",
            "EA Sports                          172\n",
            "EA Canada                          167\n",
            "Konami                             162\n",
            "Capcom                             139\n",
            "                                  ... \n",
            "SpiderMonk                           1\n",
            "SuperBot Entertainment               1\n",
            "Treyarch, Infinity Ward              1\n",
            "Battlefront.com, 1C, 1C Company      1\n",
            "Master Creating                      1\n",
            "Name: Developer, Length: 1696, dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4Lg1B87R6-aR"
      },
      "source": [
        "#%% dummy transformer\n",
        "from sklearn.base import BaseEstimator\n",
        "from sklearn.base import TransformerMixin\n",
        "from sklearn.preprocessing import OrdinalEncoder,OneHotEncoder\n",
        "class dummy_games(BaseEstimator,TransformerMixin):\n",
        "    #inicializacion de clase y varaibles\n",
        "    def __init__(self,col_scores, cat_usr):#constructor clase\n",
        "        \n",
        "        self.col_stats = col_scores#lista atributos tipo score\n",
        "        self.cat_usr = cat_usr #lista de atributos categoricos\n",
        "\n",
        "    def fit(self,X, *_):\n",
        "        Xi = X.copy() #copiar dataset para no reemplazar original\n",
        "        self.imputer_num = SimpleImputer(strategy=\"most_frequent\")#crear imputador tipo modo\n",
        "        self.a = Xi.columns[np.sum(Xi.isna())> 0] #encontrar columnas con datos faltantes\n",
        "        #print(a)\n",
        "        self.imputer_num.fit(Xi[self.a])# ajustar imputador\n",
        "        \n",
        "        Xi[self.a] = self.imputer_num.transform(Xi[self.a]) #evaluar  sobre datos imputador\n",
        "        \n",
        "        #codificar\n",
        "        #only User_Score is cnahge the tbd most frequetn for mean.\n",
        "\n",
        "        \n",
        "\n",
        "        \n",
        "        \n",
        "        \n",
        "        cat = []#codificar variables categoricas con ordinal encoder\n",
        "        for i in self.cat_usr.keys():\n",
        "            cat = cat + [[*self.cat_usr.get(i)]]\n",
        "        self.col_cat_usr = OrdinalEncoder(categories=cat)\n",
        "        Xi[[*self.cat_usr.keys()]] =self.col_cat_usr.fit_transform(Xi[[*self.cat_usr.keys()]])\n",
        "        \n",
        "\n",
        "        \n",
        "        return self    \n",
        "\n",
        "    def transform(self, X, *_):\n",
        "        Xi = X.copy()\n",
        "        Xi[self.a] = self.imputer_num.transform(Xi[self.a])\n",
        "\n",
        "              \n",
        "      #Funcion para userscore ya implemetnada\n",
        "          \n",
        "        Xi[[*self.cat_usr.keys()]] =self.col_cat_usr.transform(Xi[[*self.cat_usr.keys()]])\n",
        "        \n",
        "        #Fase de transformacion\n",
        "        #\n",
        "        \n",
        "        return Xi\n",
        "    \n",
        "    def fit_transform(self,X,*_):\n",
        "        self.fit(X)\n",
        "        return self.transform(X)\n",
        "#%%"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dXd1MF9wwNdu"
      },
      "source": [
        "Fit fill the empty values with most frequently and cofigre the calss.Transform hange the values with function to full float df.\n",
        "\n",
        "so in fit you manage the calss with the info of the datafram in transform, you use to return a dataframe with the values changed after the process step in making the class with the form using fit."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x8b8Pme8vn5x"
      },
      "source": [
        "In rating developres is nan that mean no public developers, that can mean a data no se can use it.\n",
        "\n",
        "User score has the onlye change from the mean value becasuse tbd ts like a anan and is the mode solo we canhge it to mean."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2JFWxFhu9Y71",
        "outputId": "cd5c7ecf-a8d4-427b-da8a-26f7bebcd1bd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        }
      },
      "source": [
        "dummy=dummy_games(col_scores=col_scores,cat_usr=cat_names)\n",
        "dftrain_pre=dummy.fit_transform(df_train)\n",
        "dftrain_pre.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 11703 entries, 12890 to 2039\n",
            "Data columns (total 15 columns):\n",
            " #   Column           Non-Null Count  Dtype  \n",
            "---  ------           --------------  -----  \n",
            " 0   Name             11703 non-null  float64\n",
            " 1   Platform         11703 non-null  float64\n",
            " 2   Year_of_Release  11703 non-null  float64\n",
            " 3   Genre            11703 non-null  float64\n",
            " 4   Publisher        11703 non-null  float64\n",
            " 5   NA_Sales         11703 non-null  float64\n",
            " 6   EU_Sales         11703 non-null  float64\n",
            " 7   JP_Sales         11703 non-null  float64\n",
            " 8   Other_Sales      11703 non-null  float64\n",
            " 9   Global_Sales     11703 non-null  float64\n",
            " 10  Critic_Score     11703 non-null  float64\n",
            " 11  Critic_Count     11703 non-null  float64\n",
            " 12  User_Count       11703 non-null  float64\n",
            " 13  Developer        11703 non-null  float64\n",
            " 14  Rating           11703 non-null  float64\n",
            "dtypes: float64(15)\n",
            "memory usage: 1.4 MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z_7Q3xUwDUim",
        "outputId": "bba82d26-1b9d-4f46-878d-569580b1d1b4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        }
      },
      "source": [
        "dftrain_pre #Falta modofical el valor para no repetir por el mas repetido"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
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              "        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>Name</th>\n",
              "      <th>Platform</th>\n",
              "      <th>Year_of_Release</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Publisher</th>\n",
              "      <th>NA_Sales</th>\n",
              "      <th>EU_Sales</th>\n",
              "      <th>JP_Sales</th>\n",
              "      <th>Other_Sales</th>\n",
              "      <th>Global_Sales</th>\n",
              "      <th>Critic_Score</th>\n",
              "      <th>Critic_Count</th>\n",
              "      <th>User_Count</th>\n",
              "      <th>Developer</th>\n",
              "      <th>Rating</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>12890</th>\n",
              "      <td>1911.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2006.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.05</td>\n",
              "      <td>58.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>427.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7335</th>\n",
              "      <td>9305.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2010.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.21</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.21</td>\n",
              "      <td>71.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1626</th>\n",
              "      <td>1507.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1998.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.68</td>\n",
              "      <td>0.47</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.23</td>\n",
              "      <td>71.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10924</th>\n",
              "      <td>2659.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2009.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.09</td>\n",
              "      <td>71.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>136.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>369</th>\n",
              "      <td>37.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2010.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.71</td>\n",
              "      <td>2.39</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.40</td>\n",
              "      <td>3.52</td>\n",
              "      <td>88.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>155.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1757</th>\n",
              "      <td>10560.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2007.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.53</td>\n",
              "      <td>0.48</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.12</td>\n",
              "      <td>1.15</td>\n",
              "      <td>78.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14801</th>\n",
              "      <td>2022.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2014.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>58.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>299.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14853</th>\n",
              "      <td>551.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2016.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>193.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>71.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>550.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12844</th>\n",
              "      <td>7436.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>2011.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.06</td>\n",
              "      <td>71.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2039</th>\n",
              "      <td>6093.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2012.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.56</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.37</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.02</td>\n",
              "      <td>80.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>11703 rows × 15 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          Name  Platform  Year_of_Release  ...  User_Count  Developer  Rating\n",
              "12890   1911.0       1.0           2006.0  ...         5.0      427.0     0.0\n",
              "7335    9305.0       2.0           2010.0  ...         5.0        0.0     0.0\n",
              "1626    1507.0       6.0           1998.0  ...         5.0        0.0     0.0\n",
              "10924   2659.0       0.0           2009.0  ...         5.0      136.0     0.0\n",
              "369       37.0       4.0           2010.0  ...       155.0        1.0     0.0\n",
              "...        ...       ...              ...  ...         ...        ...     ...\n",
              "1757   10560.0       1.0           2007.0  ...        66.0       66.0     0.0\n",
              "14801   2022.0       2.0           2014.0  ...         4.0      299.0     0.0\n",
              "14853    551.0       2.0           2016.0  ...         5.0      550.0     0.0\n",
              "12844   7436.0      11.0           2011.0  ...         5.0        0.0     0.0\n",
              "2039    6093.0       1.0           2012.0  ...        89.0       46.0     0.0\n",
              "\n",
              "[11703 rows x 15 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 83
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mYWUUzlIfS-H",
        "outputId": "979ae0d3-c8bc-462b-a77d-d6704d83ff8a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "dftrain_pre['Developer'].value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.0       4762\n",
              "1.0        132\n",
              "2.0        124\n",
              "3.0        117\n",
              "4.0         99\n",
              "          ... \n",
              "988.0        1\n",
              "1651.0       1\n",
              "1578.0       1\n",
              "652.0        1\n",
              "1370.0       1\n",
              "Name: Developer, Length: 1470, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IoqGRXIhfvCF",
        "outputId": "211e1a67-a72d-4dc2-d535-fc8fe1afac83",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 338
        }
      },
      "source": [
        "corr_matrix=dftrain_pre.corr()\n",
        "corr_matrix.style.background_gradient(cmap='coolwarm')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "            background-color:  #b3cdfb;\n",
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              "            background-color:  #7597f6;\n",
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              "            background-color:  #536edd;\n",
              "            color:  #000000;\n",
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              "            background-color:  #6b8df0;\n",
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              "            background-color:  #4961d2;\n",
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              "            background-color:  #6a8bef;\n",
              "            color:  #000000;\n",
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              "            background-color:  #cbd8ee;\n",
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              "            background-color:  #9fbfff;\n",
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              "            background-color:  #e3d9d3;\n",
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              "            background-color:  #9ebeff;\n",
              "            color:  #000000;\n",
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              "            background-color:  #a3c2fe;\n",
              "            color:  #000000;\n",
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              "            background-color:  #d5dbe5;\n",
              "            color:  #000000;\n",
              "        }#T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col14{\n",
              "            background-color:  #abc8fd;\n",
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              "            background-color:  #81a4fb;\n",
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              "            background-color:  #7295f4;\n",
              "            color:  #000000;\n",
              "        }#T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col4{\n",
              "            background-color:  #779af7;\n",
              "            color:  #000000;\n",
              "        }#T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col9{\n",
              "            background-color:  #4b64d5;\n",
              "            color:  #f1f1f1;\n",
              "        }#T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col2{\n",
              "            background-color:  #bad0f8;\n",
              "            color:  #000000;\n",
              "        }#T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col8{\n",
              "            background-color:  #6e90f2;\n",
              "            color:  #000000;\n",
              "        }#T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col11{\n",
              "            background-color:  #dadce0;\n",
              "            color:  #000000;\n",
              "        }</style><table id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Name</th>        <th class=\"col_heading level0 col1\" >Platform</th>        <th class=\"col_heading level0 col2\" >Year_of_Release</th>        <th class=\"col_heading level0 col3\" >Genre</th>        <th class=\"col_heading level0 col4\" >Publisher</th>        <th class=\"col_heading level0 col5\" >NA_Sales</th>        <th class=\"col_heading level0 col6\" >EU_Sales</th>        <th class=\"col_heading level0 col7\" >JP_Sales</th>        <th class=\"col_heading level0 col8\" >Other_Sales</th>        <th class=\"col_heading level0 col9\" >Global_Sales</th>        <th class=\"col_heading level0 col10\" >Critic_Score</th>        <th class=\"col_heading level0 col11\" >Critic_Count</th>        <th class=\"col_heading level0 col12\" >User_Count</th>        <th class=\"col_heading level0 col13\" >Developer</th>        <th class=\"col_heading level0 col14\" >Rating</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >Name</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col1\" class=\"data row0 col1\" >0.028429</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col2\" class=\"data row0 col2\" >-0.212975</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col3\" class=\"data row0 col3\" >0.155591</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col4\" class=\"data row0 col4\" >0.157553</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col5\" class=\"data row0 col5\" >-0.068443</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col6\" class=\"data row0 col6\" >-0.076014</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col7\" class=\"data row0 col7\" >0.104979</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col8\" class=\"data row0 col8\" >-0.093886</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col9\" class=\"data row0 col9\" >-0.051475</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col10\" class=\"data row0 col10\" >-0.001488</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col11\" class=\"data row0 col11\" >-0.131929</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col12\" class=\"data row0 col12\" >-0.071678</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col13\" class=\"data row0 col13\" >0.042600</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row0_col14\" class=\"data row0 col14\" >-0.219981</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >Platform</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col0\" class=\"data row1 col0\" >0.028429</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col2\" class=\"data row1 col2\" >-0.258137</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0.003655</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0.061061</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0.036349</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col6\" class=\"data row1 col6\" >-0.015052</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col7\" class=\"data row1 col7\" >0.145594</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col8\" class=\"data row1 col8\" >-0.077896</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col9\" class=\"data row1 col9\" >0.036313</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col10\" class=\"data row1 col10\" >0.076144</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col11\" class=\"data row1 col11\" >-0.071897</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col12\" class=\"data row1 col12\" >0.039804</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col13\" class=\"data row1 col13\" >-0.096268</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row1_col14\" class=\"data row1 col14\" >-0.091018</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >Year_of_Release</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col0\" class=\"data row2 col0\" >-0.212975</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col1\" class=\"data row2 col1\" >-0.258137</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col3\" class=\"data row2 col3\" >-0.124253</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col4\" class=\"data row2 col4\" >-0.065809</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col5\" class=\"data row2 col5\" >-0.099725</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col6\" class=\"data row2 col6\" >0.009863</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col7\" class=\"data row2 col7\" >-0.171365</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col8\" class=\"data row2 col8\" >0.043257</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col9\" class=\"data row2 col9\" >-0.082580</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col10\" class=\"data row2 col10\" >-0.007807</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col11\" class=\"data row2 col11\" >0.159418</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col12\" class=\"data row2 col12\" >0.119492</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col13\" class=\"data row2 col13\" >0.110756</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row2_col14\" class=\"data row2 col14\" >0.223162</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >Genre</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col0\" class=\"data row3 col0\" >0.155591</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col1\" class=\"data row3 col1\" >0.003655</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col2\" class=\"data row3 col2\" >-0.124253</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0.068199</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col5\" class=\"data row3 col5\" >-0.012242</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col6\" class=\"data row3 col6\" >-0.024711</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col7\" class=\"data row3 col7\" >0.039469</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col8\" class=\"data row3 col8\" >-0.046516</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col9\" class=\"data row3 col9\" >-0.012220</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col10\" class=\"data row3 col10\" >0.021689</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col11\" class=\"data row3 col11\" >-0.040659</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col12\" class=\"data row3 col12\" >-0.026116</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col13\" class=\"data row3 col13\" >0.071935</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row3_col14\" class=\"data row3 col14\" >-0.090113</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >Publisher</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col0\" class=\"data row4 col0\" >0.157553</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col1\" class=\"data row4 col1\" >0.061061</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col2\" class=\"data row4 col2\" >-0.065809</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0.068199</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col4\" class=\"data row4 col4\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col5\" class=\"data row4 col5\" >-0.090219</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col6\" class=\"data row4 col6\" >-0.093377</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col7\" class=\"data row4 col7\" >-0.047972</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col8\" class=\"data row4 col8\" >-0.085102</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col9\" class=\"data row4 col9\" >-0.100512</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col10\" class=\"data row4 col10\" >-0.037961</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col11\" class=\"data row4 col11\" >-0.141144</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col12\" class=\"data row4 col12\" >-0.022507</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col13\" class=\"data row4 col13\" >0.077052</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row4_col14\" class=\"data row4 col14\" >-0.087110</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >NA_Sales</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col0\" class=\"data row5 col0\" >-0.068443</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col1\" class=\"data row5 col1\" >0.036349</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col2\" class=\"data row5 col2\" >-0.099725</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col3\" class=\"data row5 col3\" >-0.012242</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col4\" class=\"data row5 col4\" >-0.090219</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col5\" class=\"data row5 col5\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col6\" class=\"data row5 col6\" >0.656563</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col7\" class=\"data row5 col7\" >0.431945</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col8\" class=\"data row5 col8\" >0.558502</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col9\" class=\"data row5 col9\" >0.922554</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col10\" class=\"data row5 col10\" >0.175310</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col11\" class=\"data row5 col11\" >0.236062</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col12\" class=\"data row5 col12\" >0.193333</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col13\" class=\"data row5 col13\" >-0.025691</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row5_col14\" class=\"data row5 col14\" >0.047082</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >EU_Sales</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col0\" class=\"data row6 col0\" >-0.076014</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col1\" class=\"data row6 col1\" >-0.015052</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col2\" class=\"data row6 col2\" >0.009863</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col3\" class=\"data row6 col3\" >-0.024711</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col4\" class=\"data row6 col4\" >-0.093377</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col5\" class=\"data row6 col5\" >0.656563</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col6\" class=\"data row6 col6\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col7\" class=\"data row6 col7\" >0.394884</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col8\" class=\"data row6 col8\" >0.673028</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col9\" class=\"data row6 col9\" >0.851397</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col10\" class=\"data row6 col10\" >0.201097</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col11\" class=\"data row6 col11\" >0.285225</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col12\" class=\"data row6 col12\" >0.299725</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col13\" class=\"data row6 col13\" >-0.015611</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row6_col14\" class=\"data row6 col14\" >0.065119</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >JP_Sales</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col0\" class=\"data row7 col0\" >0.104979</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col1\" class=\"data row7 col1\" >0.145594</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col2\" class=\"data row7 col2\" >-0.171365</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col3\" class=\"data row7 col3\" >0.039469</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col4\" class=\"data row7 col4\" >-0.047972</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col5\" class=\"data row7 col5\" >0.431945</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col6\" class=\"data row7 col6\" >0.394884</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col7\" class=\"data row7 col7\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col8\" class=\"data row7 col8\" >0.265039</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col9\" class=\"data row7 col9\" >0.611116</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col10\" class=\"data row7 col10\" >0.101373</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col11\" class=\"data row7 col11\" >0.035742</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col12\" class=\"data row7 col12\" >0.036237</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col13\" class=\"data row7 col13\" >-0.078189</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row7_col14\" class=\"data row7 col14\" >-0.082469</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >Other_Sales</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col0\" class=\"data row8 col0\" >-0.093886</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col1\" class=\"data row8 col1\" >-0.077896</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col2\" class=\"data row8 col2\" >0.043257</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col3\" class=\"data row8 col3\" >-0.046516</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col4\" class=\"data row8 col4\" >-0.085102</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col5\" class=\"data row8 col5\" >0.558502</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col6\" class=\"data row8 col6\" >0.673028</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col7\" class=\"data row8 col7\" >0.265039</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col8\" class=\"data row8 col8\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col9\" class=\"data row8 col9\" >0.706896</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col10\" class=\"data row8 col10\" >0.180307</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col11\" class=\"data row8 col11\" >0.264524</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col12\" class=\"data row8 col12\" >0.263201</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col13\" class=\"data row8 col13\" >-0.006903</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row8_col14\" class=\"data row8 col14\" >0.084690</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >Global_Sales</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col0\" class=\"data row9 col0\" >-0.051475</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col1\" class=\"data row9 col1\" >0.036313</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col2\" class=\"data row9 col2\" >-0.082580</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col3\" class=\"data row9 col3\" >-0.012220</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col4\" class=\"data row9 col4\" >-0.100512</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col5\" class=\"data row9 col5\" >0.922554</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col6\" class=\"data row9 col6\" >0.851397</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col7\" class=\"data row9 col7\" >0.611116</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col8\" class=\"data row9 col8\" >0.706896</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col9\" class=\"data row9 col9\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col10\" class=\"data row9 col10\" >0.205376</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col11\" class=\"data row9 col11\" >0.262410</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col12\" class=\"data row9 col12\" >0.243587</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col13\" class=\"data row9 col13\" >-0.036630</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row9_col14\" class=\"data row9 col14\" >0.039881</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >Critic_Score</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col0\" class=\"data row10 col0\" >-0.001488</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col1\" class=\"data row10 col1\" >0.076144</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col2\" class=\"data row10 col2\" >-0.007807</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col3\" class=\"data row10 col3\" >0.021689</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col4\" class=\"data row10 col4\" >-0.037961</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col5\" class=\"data row10 col5\" >0.175310</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col6\" class=\"data row10 col6\" >0.201097</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col7\" class=\"data row10 col7\" >0.101373</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col8\" class=\"data row10 col8\" >0.180307</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col9\" class=\"data row10 col9\" >0.205376</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col10\" class=\"data row10 col10\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col11\" class=\"data row10 col11\" >0.263084</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col12\" class=\"data row10 col12\" >0.243839</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col13\" class=\"data row10 col13\" >-0.155589</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row10_col14\" class=\"data row10 col14\" >-0.037590</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >Critic_Count</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col0\" class=\"data row11 col0\" >-0.131929</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col1\" class=\"data row11 col1\" >-0.071897</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col2\" class=\"data row11 col2\" >0.159418</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col3\" class=\"data row11 col3\" >-0.040659</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col4\" class=\"data row11 col4\" >-0.141144</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col5\" class=\"data row11 col5\" >0.236062</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col6\" class=\"data row11 col6\" >0.285225</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col7\" class=\"data row11 col7\" >0.035742</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col8\" class=\"data row11 col8\" >0.264524</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col9\" class=\"data row11 col9\" >0.262410</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col10\" class=\"data row11 col10\" >0.263084</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col11\" class=\"data row11 col11\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col12\" class=\"data row11 col12\" >0.394908</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col13\" class=\"data row11 col13\" >0.196439</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row11_col14\" class=\"data row11 col14\" >0.419369</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row12\" class=\"row_heading level0 row12\" >User_Count</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col0\" class=\"data row12 col0\" >-0.071678</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col1\" class=\"data row12 col1\" >0.039804</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col2\" class=\"data row12 col2\" >0.119492</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col3\" class=\"data row12 col3\" >-0.026116</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col4\" class=\"data row12 col4\" >-0.022507</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col5\" class=\"data row12 col5\" >0.193333</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col6\" class=\"data row12 col6\" >0.299725</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col7\" class=\"data row12 col7\" >0.036237</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col8\" class=\"data row12 col8\" >0.263201</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col9\" class=\"data row12 col9\" >0.243587</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col10\" class=\"data row12 col10\" >0.243839</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col11\" class=\"data row12 col11\" >0.394908</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col12\" class=\"data row12 col12\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col13\" class=\"data row12 col13\" >0.065930</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row12_col14\" class=\"data row12 col14\" >0.194478</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row13\" class=\"row_heading level0 row13\" >Developer</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col0\" class=\"data row13 col0\" >0.042600</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col1\" class=\"data row13 col1\" >-0.096268</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col2\" class=\"data row13 col2\" >0.110756</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col3\" class=\"data row13 col3\" >0.071935</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col4\" class=\"data row13 col4\" >0.077052</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col5\" class=\"data row13 col5\" >-0.025691</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col6\" class=\"data row13 col6\" >-0.015611</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col7\" class=\"data row13 col7\" >-0.078189</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col8\" class=\"data row13 col8\" >-0.006903</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col9\" class=\"data row13 col9\" >-0.036630</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col10\" class=\"data row13 col10\" >-0.155589</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col11\" class=\"data row13 col11\" >0.196439</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col12\" class=\"data row13 col12\" >0.065930</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col13\" class=\"data row13 col13\" >1.000000</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row13_col14\" class=\"data row13 col14\" >0.219514</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002level0_row14\" class=\"row_heading level0 row14\" >Rating</th>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col0\" class=\"data row14 col0\" >-0.219981</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col1\" class=\"data row14 col1\" >-0.091018</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col2\" class=\"data row14 col2\" >0.223162</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col3\" class=\"data row14 col3\" >-0.090113</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col4\" class=\"data row14 col4\" >-0.087110</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col5\" class=\"data row14 col5\" >0.047082</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col6\" class=\"data row14 col6\" >0.065119</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col7\" class=\"data row14 col7\" >-0.082469</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col8\" class=\"data row14 col8\" >0.084690</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col9\" class=\"data row14 col9\" >0.039881</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col10\" class=\"data row14 col10\" >-0.037590</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col11\" class=\"data row14 col11\" >0.419369</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col12\" class=\"data row14 col12\" >0.194478</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col13\" class=\"data row14 col13\" >0.219514</td>\n",
              "                        <td id=\"T_c7fd5018_121e_11eb_a08c_0242ac1c0002row14_col14\" class=\"data row14 col14\" >1.000000</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f64b4be63c8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kyIitkRzmI0l",
        "outputId": "810a12db-78c3-4782-db37-8be1d5bce38e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "import seaborn as sns\n",
        "sns.heatmap(corr_matrix,xticklabels=corr_matrix.columns.values,yticklabels=corr_matrix.columns.values)\n",
        "plt.tight_layout()\n",
        "#plt.savefig('results/corr_matrix.pdf', format='pdf', dpi=300)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iCH2oR9inq8-",
        "outputId": "123ec772-d8e4-44de-aac4-8dec1abf4baa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "print(f'la longitud de la salida ventas globales separados es entrenamiento={len(ytrain)} y test={len(ytest)}')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "la longitud de la salida ventas globales separados es entrenamiento=11703 y test=5016\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lmXoYYFLnXiN",
        "outputId": "45b8d1bf-4542-4ce4-dd80-006a4a8977d7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 316
        }
      },
      "source": [
        "dftrain_pre2 = dftrain_pre.copy()\n",
        "dftrain_pre2['Salida'] = ytrain\n",
        "corr_matrix = abs(dftrain_pre2.corr())\n",
        "corr_matrix['Salida'].sort_values(ascending=False)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Salida             1.000000\n",
              "Critic_Count       0.575486\n",
              "Critic_Score       0.361242\n",
              "Rating             0.346732\n",
              "Developer          0.168717\n",
              "User_Count         0.167898\n",
              "Other_Sales        0.154736\n",
              "EU_Sales           0.147563\n",
              "Global_Sales       0.144941\n",
              "NA_Sales           0.138387\n",
              "Name               0.137603\n",
              "Publisher          0.118888\n",
              "Platform           0.086351\n",
              "Year_of_Release    0.045160\n",
              "Genre              0.024472\n",
              "JP_Sales           0.009035\n",
              "Name: Salida, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 88
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_fXItBxvgCQc",
        "outputId": "b96b6d09-265d-408d-f9f7-472c122460fb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 533
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.scatter(dftrain_pre2['Salida'],ytrain)#Cormporbar q salida si fue reemplazo por ytrain\n",
        "plt.figure('1')\n",
        "plt.scatter(dftrain_pre['Other_Sales'],ytrain)\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f64b3c97160>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 89
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ft8K4kA3oLAR",
        "outputId": "a024b7ba-59a5-4320-9b9c-f9a98f108f5b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "ytrain.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(11703,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 90
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wRvwvm0Zp5-S",
        "outputId": "bf2d8284-b553-46c7-c7f8-0d314f704ce8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "col_scores\n",
        "cat_names"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Developer': ['Ubisoft',\n",
              "  'EA Sports',\n",
              "  'EA Canada',\n",
              "  'Konami',\n",
              "  'Capcom',\n",
              "  'EA Tiburon',\n",
              "  'Electronic Arts',\n",
              "  'Ubisoft Montreal',\n",
              "  'Visual Concepts',\n",
              "  'Omega Force',\n",
              "  \"Traveller's Tales\",\n",
              "  'Vicarious Visions',\n",
              "  'Activision',\n",
              "  'TT Games',\n",
              "  'Nintendo',\n",
              "  'THQ',\n",
              "  'Namco',\n",
              "  'Codemasters',\n",
              "  'Artificial Mind and Movement',\n",
              "  'Midway',\n",
              "  \"Yuke's\",\n",
              "  'Harmonix Music Systems',\n",
              "  'High Voltage Software',\n",
              "  'Maxis',\n",
              "  'Square Enix',\n",
              "  'Eurocom Entertainment Software',\n",
              "  'Arc System Works',\n",
              "  'FUN Labs',\n",
              "  'Neversoft Entertainment',\n",
              "  'Treyarch',\n",
              "  'From Software',\n",
              "  'TOSE',\n",
              "  'WayForward',\n",
              "  'Sonic Team',\n",
              "  'Sega',\n",
              "  'Griptonite Games',\n",
              "  'Rebellion',\n",
              "  'Radical Entertainment',\n",
              "  'Blitz Games',\n",
              "  'Milestone S.r.l',\n",
              "  'Rainbow Studios',\n",
              "  'Climax Group',\n",
              "  'Krome Studios',\n",
              "  'Exient Entertainment',\n",
              "  'Acclaim',\n",
              "  'Gearbox Software',\n",
              "  'Koei',\n",
              "  'SCEA San Diego Studios',\n",
              "  'KCET',\n",
              "  'Point of View',\n",
              "  'Toys for Bob',\n",
              "  'Digital Eclipse',\n",
              "  'Avalanche Software',\n",
              "  'Torus Games',\n",
              "  'Black Lantern Studios',\n",
              "  'BioWare',\n",
              "  'Terminal Reality',\n",
              "  'Amaze Entertainment',\n",
              "  '505 Games',\n",
              "  'EA Bright Light',\n",
              "  'Heavy Iron Studios',\n",
              "  'EA Games',\n",
              "  'SNK Playmore',\n",
              "  'Bandai Namco Games',\n",
              "  'Ubisoft Shanghai',\n",
              "  'Taito Corporation',\n",
              "  'Dimps Corporation',\n",
              "  'PopCap',\n",
              "  'Eutechnyx',\n",
              "  '989 Sports',\n",
              "  'Crystal Dynamics',\n",
              "  'Team 17',\n",
              "  'Criterion Games',\n",
              "  'EA DICE',\n",
              "  'Crave',\n",
              "  'Kush Games',\n",
              "  'Virtuos',\n",
              "  'SCEE London Studio',\n",
              "  'HB Studios Multimedia',\n",
              "  'Magic Pockets',\n",
              "  'Backbone Entertainment',\n",
              "  'Creative Assembly',\n",
              "  'Now Production',\n",
              "  'Beenox',\n",
              "  'CyberConnect2',\n",
              "  'LucasArts',\n",
              "  'Natsume',\n",
              "  'Double Helix Games',\n",
              "  'Nippon Ichi Software',\n",
              "  'EA Redwood Shores',\n",
              "  'Volition Inc.',\n",
              "  'Pandemic Studios',\n",
              "  'PlatinumGames',\n",
              "  'Blizzard Entertainment',\n",
              "  'Ubisoft Montpellier',\n",
              "  'Rockstar San Diego',\n",
              "  'Techland',\n",
              "  'Neko Entertainment',\n",
              "  'Sumo Digital',\n",
              "  'Altron',\n",
              "  'Tecmo',\n",
              "  'Io Interactive',\n",
              "  'Zoo Games',\n",
              "  'n-Space',\n",
              "  'Intelligent Systems',\n",
              "  'Argonaut Games',\n",
              "  'Destineer',\n",
              "  'Ubisoft Paris',\n",
              "  'Atlus',\n",
              "  'Mass Media',\n",
              "  'City Interactive',\n",
              "  'Namco Bandai Games',\n",
              "  'Vicious Cycle',\n",
              "  'Blue Castle Games',\n",
              "  'Ubisoft Quebec',\n",
              "  'Team Ninja',\n",
              "  'Black Box',\n",
              "  'Papaya Studios',\n",
              "  'Infinity Ward',\n",
              "  '2K Sports',\n",
              "  'Pipeworks Software, Inc.',\n",
              "  'Spike',\n",
              "  'Firebrand Games',\n",
              "  '3DO',\n",
              "  'Edge of Reality',\n",
              "  'SCE Japan Studio',\n",
              "  'SCEA',\n",
              "  'Level 5',\n",
              "  'Monkey Bar Games',\n",
              "  'TT Fusion',\n",
              "  'Gust',\n",
              "  'EA LA',\n",
              "  'Rare Ltd.',\n",
              "  'Page 44 Studios',\n",
              "  'Behaviour Interactive',\n",
              "  'Asobo Studio',\n",
              "  'Take-Two Interactive',\n",
              "  'Obsidian Entertainment',\n",
              "  'Raven Software',\n",
              "  'Hudson',\n",
              "  'SquareSoft',\n",
              "  'Hudson Soft',\n",
              "  '7 Studios',\n",
              "  'Zoe Mode',\n",
              "  'Z-Axis, Ltd.',\n",
              "  'Kojima Productions',\n",
              "  'Data Design Interactive',\n",
              "  'BudCat',\n",
              "  'Paradigm Entertainment',\n",
              "  'Neverland',\n",
              "  'Visceral Games',\n",
              "  'Game Arts',\n",
              "  'Kuju Entertainment',\n",
              "  'Tantalus Interactive',\n",
              "  'Blue Tongue Entertainment',\n",
              "  'Telltale Games',\n",
              "  '49Games',\n",
              "  'High Moon Studios',\n",
              "  'Rockstar North',\n",
              "  'Relic',\n",
              "  'Visual Impact',\n",
              "  'Grasshopper Manufacture',\n",
              "  'Digital Illusions',\n",
              "  'Farsight Studios',\n",
              "  'Sports Interactive',\n",
              "  'Ludia Inc.',\n",
              "  'Racjin',\n",
              "  'Next Level Games',\n",
              "  'Bandai',\n",
              "  'The Sims Studio',\n",
              "  'Valve Software',\n",
              "  'Firaxis Games',\n",
              "  'HAL Labs',\n",
              "  'Cavia Inc.',\n",
              "  'Dreamcatcher',\n",
              "  'Acquire',\n",
              "  'UFO Interactive',\n",
              "  'Warthog',\n",
              "  'Microsoft Game Studios',\n",
              "  'Full Fat',\n",
              "  'Sand Grain Studios',\n",
              "  'Creat Studios',\n",
              "  'Sting',\n",
              "  'DC Studios',\n",
              "  'Stormfront Studios',\n",
              "  'KCEJ',\n",
              "  'Genki',\n",
              "  'Haemimont',\n",
              "  '1st Playable Productions',\n",
              "  'Epic Games',\n",
              "  'Konami Computer Entertainment Hawaii',\n",
              "  'Atomic Planet Entertainment',\n",
              "  'Bugbear',\n",
              "  'Left Field Productions',\n",
              "  'Tri-Ace',\n",
              "  'Treasure',\n",
              "  'Free Radical Design',\n",
              "  'Crytek',\n",
              "  'EA Black Box',\n",
              "  'Powerhead Games',\n",
              "  'Bethesda Softworks',\n",
              "  'Gaijin Entertainment',\n",
              "  'Media Vision',\n",
              "  'Bizarre Creations',\n",
              "  'Rocksteady Studios',\n",
              "  'Pivotal Games',\n",
              "  'Starbreeze',\n",
              "  'Ubisoft Romania',\n",
              "  'Shaba Games',\n",
              "  'Inti Creates',\n",
              "  'Compile Heart',\n",
              "  'Sensory Sweep',\n",
              "  'Atlus Co.',\n",
              "  'Spark Unlimited',\n",
              "  'FreeStyleGames',\n",
              "  'Monolith Productions',\n",
              "  'Game Republic',\n",
              "  'Koei Tecmo Games',\n",
              "  \"Shin'en\",\n",
              "  'Insomniac Games',\n",
              "  'EA Montreal',\n",
              "  'Acclaim Studios Cheltenham',\n",
              "  'Webfoot Technologies',\n",
              "  'Frontier Developments',\n",
              "  'Engine Software',\n",
              "  'Monster Games Inc.',\n",
              "  'Tamsoft',\n",
              "  'Pyro Studios',\n",
              "  'Q Entertainment',\n",
              "  'Spike Chunsoft',\n",
              "  'Microids',\n",
              "  'Etranges Libellules',\n",
              "  'Helixe',\n",
              "  'Camelot Software Planning',\n",
              "  'Shiny Entertainment',\n",
              "  'Naughty Dog',\n",
              "  'Deep Silver',\n",
              "  'Core Design Ltd.',\n",
              "  '5TH Cell',\n",
              "  'Sidhe Interactive',\n",
              "  'MumboJumbo',\n",
              "  'Image Epoch, Imageepoch',\n",
              "  'Virtual Toys',\n",
              "  'Indies Zero',\n",
              "  'Digital Extremes',\n",
              "  'Coresoft',\n",
              "  'Secret Level',\n",
              "  'Matrix Software',\n",
              "  'Avalanche Studios',\n",
              "  'Piranha Bytes',\n",
              "  'Sanzaru Games',\n",
              "  'Collision Studios',\n",
              "  'Eden Studios',\n",
              "  'InXile Entertainment',\n",
              "  'Blitz Games Studios',\n",
              "  'Falcom',\n",
              "  'Atari',\n",
              "  'Disney Interactive Studios',\n",
              "  'Human Soft',\n",
              "  'Cyanide',\n",
              "  'Bethesda Game Studios',\n",
              "  'Art',\n",
              "  'Mistic Software',\n",
              "  'Sega AM2',\n",
              "  'Climax Group, Climax Studios',\n",
              "  'Opus',\n",
              "  'Day 1 Studios',\n",
              "  'Nixxes Software',\n",
              "  'Rockstar Leeds',\n",
              "  'Juice Games',\n",
              "  'Gameloft',\n",
              "  'Arika',\n",
              "  'SCEE',\n",
              "  'Robomodo',\n",
              "  'Monolith Soft',\n",
              "  'Snowblind Studios',\n",
              "  'Paradox Development',\n",
              "  'Airtight Games',\n",
              "  'Marvelous Inc.',\n",
              "  'Exakt',\n",
              "  'Big Ant Studios',\n",
              "  'MachineGames',\n",
              "  'Saffire',\n",
              "  'Red Storm Entertainment',\n",
              "  'Giants Software',\n",
              "  'Xpec',\n",
              "  'Alfa System',\n",
              "  'Luxoflux, Inc.',\n",
              "  'Razorworks Studios',\n",
              "  'Clover Studio',\n",
              "  'Black Ops Entertainment',\n",
              "  'Clap Hanz',\n",
              "  'Majesco Games, Majesco',\n",
              "  'Starfish',\n",
              "  'id Software',\n",
              "  'MTO',\n",
              "  'Zipper Interactive',\n",
              "  'Reflections Interactive',\n",
              "  'Oxygen Interactive',\n",
              "  'Nordic Games Publishing',\n",
              "  'CD Projekt Red Studio',\n",
              "  'Incinerator Games',\n",
              "  'Arkane Studios',\n",
              "  'Jack of All Games',\n",
              "  'Amusement Vision',\n",
              "  'Namco Bandai Games America, Namco Bandai Games',\n",
              "  'System 3',\n",
              "  'Frogwares',\n",
              "  'Sandlot',\n",
              "  'Aki Corp.',\n",
              "  'Wow Entertainment',\n",
              "  'Coyote Console',\n",
              "  'Revolution Software',\n",
              "  '5pb',\n",
              "  'Headstrong Games',\n",
              "  'Gas Powered Games',\n",
              "  'Jaleco Entertainment',\n",
              "  'Polyphony Digital',\n",
              "  'Cauldron Ltd.',\n",
              "  'Digital Kids',\n",
              "  'Full-Fat',\n",
              "  'Big Blue Bubble Inc.',\n",
              "  'Rockstar Toronto',\n",
              "  'KCEO',\n",
              "  'h.a.n.d. Inc.',\n",
              "  'Takara Tomy',\n",
              "  'Ganbarion',\n",
              "  'Gorilla Systems',\n",
              "  'Sony Bend',\n",
              "  'Cat Daddy Games',\n",
              "  'Irem',\n",
              "  'Blue Byte',\n",
              "  'Sucker Punch',\n",
              "  'ImaginEngine',\n",
              "  'Artoon',\n",
              "  'Legacy Interactive',\n",
              "  'Infinite Interactive',\n",
              "  'Bits Studios',\n",
              "  'Vanillaware',\n",
              "  'DTP Entertainment',\n",
              "  'Remedy Entertainment',\n",
              "  'Vigil Games',\n",
              "  'Hypnotix',\n",
              "  'Storm City Games',\n",
              "  'Bluepoint Games',\n",
              "  'Humongous Entertainment',\n",
              "  'Red Fly Studio',\n",
              "  'HotGen',\n",
              "  'Silicon Knights',\n",
              "  'K2 LLC',\n",
              "  'Bungie',\n",
              "  'Torus Games, Little Orbit',\n",
              "  'EA Chicago',\n",
              "  'Codemasters Birmingham',\n",
              "  'Marvelous Entertainment',\n",
              "  'Kalypso',\n",
              "  'Ensemble Studios',\n",
              "  'Koei, Omega Force',\n",
              "  'Bungie Software, Bungie',\n",
              "  'Retro Studios',\n",
              "  'Mercury Steam',\n",
              "  'Nex Entertainment',\n",
              "  'Kemco',\n",
              "  'Takara',\n",
              "  'Evolution Studios',\n",
              "  'NetherRealm Studios',\n",
              "  'Hydravision',\n",
              "  'Endemol',\n",
              "  'Rage Software',\n",
              "  'Atari, Atari SA',\n",
              "  'UBlart Montpellier',\n",
              "  'Propaganda Games',\n",
              "  'Skyworks Technologies',\n",
              "  'Pam Development',\n",
              "  'Rising Star Games',\n",
              "  'Lionhead Studios',\n",
              "  'DONTNOD Entertainment',\n",
              "  'Surreal Software',\n",
              "  'Destination Software',\n",
              "  'Handheld Games',\n",
              "  'Red Tribe',\n",
              "  'Titus Software',\n",
              "  'Pacific Coast Power & Light',\n",
              "  'Longtail Studios',\n",
              "  'Frame Studios Interactive',\n",
              "  'NanaOn-Sha',\n",
              "  'Artech Studios',\n",
              "  'Studio Liverpool',\n",
              "  'Attention To Detail',\n",
              "  'Little Orbit',\n",
              "  'Blue Fang Games',\n",
              "  'Success',\n",
              "  'EA Salt Lake',\n",
              "  'Eidos Interactive',\n",
              "  'Saber Interactive',\n",
              "  'Big Huge Games',\n",
              "  'Incognito Inc.',\n",
              "  'Eighting',\n",
              "  'UDS',\n",
              "  'Prope',\n",
              "  'Sony Online Entertainment',\n",
              "  'Slightly Mad Studios',\n",
              "  'Guerrilla',\n",
              "  '4J Studios',\n",
              "  'CokeM Interactive',\n",
              "  'Jupiter Corporation',\n",
              "  'EKO Software',\n",
              "  'Novarama',\n",
              "  'Blade Interactive',\n",
              "  '2K Marin',\n",
              "  'GRIN',\n",
              "  '2K Games',\n",
              "  'Project Aces',\n",
              "  'Wizarbox',\n",
              "  'ValuSoft',\n",
              "  'Tango Gameworks',\n",
              "  'Team Fusion',\n",
              "  'Midway Studios - Austin',\n",
              "  'Ready at Dawn',\n",
              "  'Artefacts Studio',\n",
              "  'Triumph Studios',\n",
              "  'Venom Games',\n",
              "  'Other Ocean Interactive',\n",
              "  'Ninja Theory',\n",
              "  'Starfish SD',\n",
              "  'SCE Santa Monica',\n",
              "  'ArtePiazza',\n",
              "  'Razorback Developments',\n",
              "  'Idea Factory',\n",
              "  'Keen Games',\n",
              "  'FrontLine Studios',\n",
              "  'Ignition Entertainment',\n",
              "  'Marvelous',\n",
              "  'FuRyu',\n",
              "  'Artdink',\n",
              "  'Avanquest Software',\n",
              "  'Kadokawa',\n",
              "  'Hudson Entertainment',\n",
              "  'Various',\n",
              "  'Bec',\n",
              "  'Crawfish Interactive',\n",
              "  'Supersonic Software',\n",
              "  '2K Czech',\n",
              "  'Aspyr',\n",
              "  'Cing',\n",
              "  'SimBin',\n",
              "  'Lexis Numerique, Virtual Toys',\n",
              "  'Ghost Games',\n",
              "  'Ubisoft Vancouver',\n",
              "  'Ryu ga Gotoku Studios',\n",
              "  'ArenaNet',\n",
              "  'Nd Cube',\n",
              "  'Magellan Interactive',\n",
              "  'Runecraft',\n",
              "  'High Impact Games',\n",
              "  'Nihilistic',\n",
              "  'Croteam',\n",
              "  'Gusto Games',\n",
              "  '4A Games',\n",
              "  'Raylight Studios',\n",
              "  'Paradox Development Studio',\n",
              "  'Bullfrog Productions',\n",
              "  'Slant Six',\n",
              "  'KCE Studios',\n",
              "  'ChunSoft',\n",
              "  'Larian Studios',\n",
              "  'Smart Bomb Interactive',\n",
              "  'Stainless Games',\n",
              "  'Respawn Entertainment',\n",
              "  'Mastiff',\n",
              "  'Massive Entertainment',\n",
              "  'Smilebit',\n",
              "  'Funcom',\n",
              "  'Black Rock Studio',\n",
              "  'Paon Corporation',\n",
              "  'Quantic Dream',\n",
              "  'Blue Shift',\n",
              "  'iNiS',\n",
              "  'Lightning Fish Games',\n",
              "  'Lucky Chicken',\n",
              "  'VIS Entertainment',\n",
              "  'EA Sports, EA Vancouver',\n",
              "  'Access Games',\n",
              "  'FireFly Studios',\n",
              "  'D3Publisher',\n",
              "  'Turn 10',\n",
              "  'Deibus Studios',\n",
              "  'DreamFactory',\n",
              "  'Light Weight',\n",
              "  'Bohemia Interactive',\n",
              "  'Tri-Crescendo',\n",
              "  'AI',\n",
              "  'Beyond Reality',\n",
              "  'Empire Interactive',\n",
              "  'Daedalic Entertainment',\n",
              "  'Mad Doc Software',\n",
              "  'Piranha Games',\n",
              "  'Eighting/Raizing',\n",
              "  'Kaos Studios',\n",
              "  'FeelPlus',\n",
              "  'Trion Worlds',\n",
              "  'Ratbag',\n",
              "  'IR Gurus',\n",
              "  'CAProduction',\n",
              "  'Jester Interactive',\n",
              "  'Hellbent Games',\n",
              "  'Black Isle Studios',\n",
              "  'Brash Entertainment',\n",
              "  'Ubisoft Milan',\n",
              "  'Teyon',\n",
              "  'RED Entertainment',\n",
              "  'Rovio Mobile, Rovio Entertainment',\n",
              "  'KCEA',\n",
              "  'Zombie Studios',\n",
              "  'Irrational Games',\n",
              "  '343 Industries',\n",
              "  'Acclaim Studios Austin',\n",
              "  'Yager',\n",
              "  'Ivory Tower',\n",
              "  'Ubisoft Toronto',\n",
              "  'Ubisoft Reflections',\n",
              "  'WXP',\n",
              "  'SuperVillain Studios',\n",
              "  'Genuine Games',\n",
              "  'Wideload Games Inc.',\n",
              "  'Renegade Kid',\n",
              "  'Super X Studios',\n",
              "  'Pseudo Interactive',\n",
              "  'Ubisoft Casablanca',\n",
              "  'Treyarch, Shaba Games',\n",
              "  'Shift',\n",
              "  'Psyonix',\n",
              "  'Eugen Systems',\n",
              "  'Conspiracy Entertainment',\n",
              "  'Panic Button',\n",
              "  'Ion Storm',\n",
              "  'Double Fine Productions',\n",
              "  'Razorworks',\n",
              "  'Indie Built',\n",
              "  'Hijinx Studios',\n",
              "  'Oddworld Inhabitants',\n",
              "  'Game Machine Studios',\n",
              "  'Magenta Software',\n",
              "  'Examu',\n",
              "  'Tantatus',\n",
              "  'KING Art',\n",
              "  'Million',\n",
              "  'O-Games',\n",
              "  'Mobius Entertainment',\n",
              "  '3d6 Games',\n",
              "  'Wicked Witch Software',\n",
              "  'Empire Oxford',\n",
              "  'Monumental Games',\n",
              "  'Iron Galaxy Studios',\n",
              "  'United Front Games',\n",
              "  'Totally Games',\n",
              "  'SCEI',\n",
              "  'Neverland, Idea Factory',\n",
              "  'Gaming Minds Studios',\n",
              "  'Cranky Pants Games',\n",
              "  'Adrenium',\n",
              "  'Nintendo, Nd Cube',\n",
              "  'Petroglyph',\n",
              "  'LucasArts, Krome Studios',\n",
              "  'High Voltage Software, Backbone Entertainment',\n",
              "  'Brain Toys',\n",
              "  'Idol Minds',\n",
              "  'Reality Pump',\n",
              "  'Genius Sonority Inc.',\n",
              "  'Kojima Productions, Moby Dick Studio',\n",
              "  'Planet Moon Studios',\n",
              "  'Cattle Call',\n",
              "  'Splash Damage',\n",
              "  'Cave',\n",
              "  'Smack Down Productions',\n",
              "  'Zoe Mode, HB Studios Multimedia',\n",
              "  'Hitmaker',\n",
              "  'Cooking Mama Limited',\n",
              "  'Eidos Montreal',\n",
              "  'GSC Game World',\n",
              "  'Namco Bandai Games America',\n",
              "  'Pipe Dream Interactive',\n",
              "  'Bigbig Studios',\n",
              "  'AWE Games',\n",
              "  'RedLynx',\n",
              "  'Disney Interactive',\n",
              "  'Spellbound',\n",
              "  'Polygon Magic',\n",
              "  'Bam Entertainment',\n",
              "  'SNK',\n",
              "  'Midway Studios - San Diego',\n",
              "  'Capcom Vancouver',\n",
              "  'Inti',\n",
              "  'Red Storm Entertainment, Ubisoft Montreal',\n",
              "  'Yacht Club Games',\n",
              "  'Climax Studios',\n",
              "  'NuFX',\n",
              "  'Lost Toys',\n",
              "  'M2',\n",
              "  'Gogii Games',\n",
              "  'Melbourne House',\n",
              "  'Land Ho!',\n",
              "  'Valuewave Co.,Ltd.',\n",
              "  'Colossal Order',\n",
              "  'Pocketeers',\n",
              "  'Spiders',\n",
              "  'K2',\n",
              "  'Graffiti Entertainment',\n",
              "  'MagicWand',\n",
              "  'Suzak',\n",
              "  'Ubisoft Bulgaria',\n",
              "  'SEGA Racing Studio',\n",
              "  'Flight-Plan',\n",
              "  'Vivendi Games',\n",
              "  'EA Sports Big',\n",
              "  'Eden',\n",
              "  'Vingt-et-un Systems',\n",
              "  'Creatures Inc.',\n",
              "  'Virtucraft',\n",
              "  'Kylotonn',\n",
              "  'Coyote Developments',\n",
              "  'Icon Games',\n",
              "  'Big Sky Software',\n",
              "  'Human Soft, Ivolgamus',\n",
              "  'Sledgehammer Games',\n",
              "  'City Interactive, Deck 13',\n",
              "  'Pronto Games',\n",
              "  'Overkill Software',\n",
              "  'Velez & Dubail',\n",
              "  'KnowWonder',\n",
              "  'Alpha Unit',\n",
              "  'Game Freak',\n",
              "  'Turtle Rock Studios',\n",
              "  '3G Studios',\n",
              "  'Inevitable Entertainment',\n",
              "  'Activision Value',\n",
              "  'Hit Maker',\n",
              "  'Bullets',\n",
              "  'Angel Studios',\n",
              "  'Nordcurrent',\n",
              "  'Jellyvision, Iron Galaxy Studios',\n",
              "  'Bungie Software',\n",
              "  'Trickstar Games',\n",
              "  'Backbone Vancouver',\n",
              "  'Brownie Brown',\n",
              "  'Deck 13',\n",
              "  'Sonic Powered',\n",
              "  'Zerodiv',\n",
              "  'Arcade Moon',\n",
              "  'Media Molecule',\n",
              "  'Monte Cristo Multimedia',\n",
              "  'LSP',\n",
              "  'Spicy Horse',\n",
              "  'Impulse Games',\n",
              "  'Nintendo, Nintendo Software Technology',\n",
              "  'Kouyousha',\n",
              "  'Her Interactive',\n",
              "  'WideScreen Games',\n",
              "  'EA Canada, Nihilistic',\n",
              "  'VU Games',\n",
              "  'WinkySoft',\n",
              "  'Illusion Softworks',\n",
              "  'Human Head Studios',\n",
              "  'Cyanide, Cyanide Studios',\n",
              "  'Jellyvision',\n",
              "  'Phoenix Games Studio',\n",
              "  'The Game Factory',\n",
              "  'Barnhouse Effect',\n",
              "  'Crystal Dynamics, Nixxes Software',\n",
              "  'Swordfish Studios',\n",
              "  'WorkJam',\n",
              "  'Gearbox Software, 3D Realms',\n",
              "  'Epicenter Studios',\n",
              "  'Kush Games, Visual Concepts',\n",
              "  'Freedom Factory Studios',\n",
              "  'Ubisoft, Sensory Sweep',\n",
              "  'DSI Games',\n",
              "  'Graphic State',\n",
              "  'RFX Interactive',\n",
              "  'Outrage Games',\n",
              "  'Two Tribes',\n",
              "  'Cosmigo',\n",
              "  'Cyberlore Studios',\n",
              "  'Microvision',\n",
              "  'Rockstar London',\n",
              "  'Overworks',\n",
              "  'AQ Interactive',\n",
              "  'Amuze',\n",
              "  'Experience Inc.',\n",
              "  'Tomy Corporation',\n",
              "  'Most Wanted Entertainment',\n",
              "  'Sega Studios San Francisco',\n",
              "  '2K Australia',\n",
              "  'Easy Interactive',\n",
              "  'Micro Cabin',\n",
              "  'Ascaron Entertainment GmbH, Ascaron Entertainment',\n",
              "  'SkyRiver Studios',\n",
              "  'Ubisoft Paris, Ubisoft Montpellier',\n",
              "  'Nadeo',\n",
              "  'Black Ship Games',\n",
              "  'Ascaron Entertainment GmbH',\n",
              "  'Playrix Entertainment',\n",
              "  'Rockstar Studios',\n",
              "  'Stormregion',\n",
              "  'Broadsword Interactive',\n",
              "  'SouthPeak Games',\n",
              "  'Deep Silver Dambuster Studios',\n",
              "  'iWin',\n",
              "  'Namco Bandai Games, Monkey Bar Games',\n",
              "  'Lexis Numerique',\n",
              "  'Isopod Labs',\n",
              "  'Ubisoft Reflections, Ivory Tower',\n",
              "  'Infinity Ward, Sledgehammer Games',\n",
              "  'Global A',\n",
              "  'Koolhaus Games',\n",
              "  'Danger Close',\n",
              "  'Marvelous AQL',\n",
              "  'Terminal Reality, 4mm Games',\n",
              "  'TimeGate Studios',\n",
              "  'TOYBOX',\n",
              "  'Zed Two Limited',\n",
              "  'Moss',\n",
              "  'Gorilla Games',\n",
              "  'Games Farm',\n",
              "  'Nitro Games',\n",
              "  'Santa Cruz Games',\n",
              "  'Hangar 13',\n",
              "  'Darkworks',\n",
              "  'Gratuitous Games',\n",
              "  'Loose Cannon Studios',\n",
              "  'SCE Studio Cambridge',\n",
              "  'T&E Soft',\n",
              "  'Climax Entertainment',\n",
              "  'Cerasus Media',\n",
              "  'Idea Factory, Compile Heart',\n",
              "  'Paradox Interactive',\n",
              "  'Mercury Steam, Alchemic Productions',\n",
              "  'Anchor',\n",
              "  'Nikitova Games',\n",
              "  'Dancing Dots',\n",
              "  'Deadline Games',\n",
              "  'Savage Entertainment',\n",
              "  'Psygnosis',\n",
              "  'Aspect',\n",
              "  'Coldwood Interactive',\n",
              "  'Pendulo Studios',\n",
              "  'Epic Games, People Can Fly',\n",
              "  'SCEJ',\n",
              "  'Ambrella',\n",
              "  'Taniko',\n",
              "  'GungHo',\n",
              "  'Ubisoft, Ubisoft Montreal',\n",
              "  'id Software, Raven Software',\n",
              "  '8ing/Raizing',\n",
              "  'Appaloosa Interactive',\n",
              "  'Digital Mayhem',\n",
              "  'Mistwalker, Artoon',\n",
              "  'GenePool',\n",
              "  'David A. Palmer Productions',\n",
              "  'N-Fusion Interactive Entertainment Corp.',\n",
              "  'Shift, Bandai Namco Games',\n",
              "  'Vicious Cycle, Little Orbit',\n",
              "  'Planet Interactive',\n",
              "  'Gunnar Games',\n",
              "  'Oberon Media',\n",
              "  'Iridon Interactive AB',\n",
              "  '1C, Ino-Co, 1C Company',\n",
              "  'Nautilus',\n",
              "  'THQ Australia',\n",
              "  'Q-Games',\n",
              "  '2K Play',\n",
              "  'Silicon Studio',\n",
              "  \"Swingin' Ape\",\n",
              "  'Wargaming.net',\n",
              "  'Vivarium',\n",
              "  'WBIE',\n",
              "  'Impressions Games',\n",
              "  'Clockwork Games',\n",
              "  'Buzz Monkey',\n",
              "  'Kuusou Kagaku',\n",
              "  'Andamiro U.S.A. Corp.',\n",
              "  'Acclaim Studios Manchester',\n",
              "  'Fluid Studios',\n",
              "  'Computer Artworks',\n",
              "  'Slam Games',\n",
              "  'SScholastic Media',\n",
              "  'Fall Line Studio',\n",
              "  'Best Way',\n",
              "  'Volatile Games',\n",
              "  'Activision, Behaviour Interactive',\n",
              "  'Vanpool',\n",
              "  'Global Star Software',\n",
              "  'Studio 33',\n",
              "  'Digital Fiction',\n",
              "  'Purple Hills',\n",
              "  '1C:Ino-Co',\n",
              "  'Mucky Foot Productions',\n",
              "  'Neon Studios, Kaiko',\n",
              "  'Game Life',\n",
              "  'Fuse Games Limited',\n",
              "  'EA Sports, EA Canada',\n",
              "  'S-Neo',\n",
              "  'Capcom, Pipeworks Software, Inc.',\n",
              "  'Seven45 Studios',\n",
              "  'DMA Design',\n",
              "  'Kando Games',\n",
              "  'Ironclad Games',\n",
              "  'Midway Studios - Los Angeles',\n",
              "  'Ready at Dawn, SCE Santa Monica',\n",
              "  '5000ft',\n",
              "  'Mac Play, MacPlay',\n",
              "  'Blue Omega',\n",
              "  'Akella',\n",
              "  'CyberConnect2, Racjin',\n",
              "  'PuzzleKings',\n",
              "  '1C, 1C Company',\n",
              "  'Backbone Emeryville',\n",
              "  'EA Vancouver',\n",
              "  'Warner Bros. Interactive Entertainment, NetherRealm Studios',\n",
              "  'Chris Sawyer',\n",
              "  'Kodiak Interactive',\n",
              "  'Big Fish Games',\n",
              "  'Starsphere Interactive',\n",
              "  'People Can Fly',\n",
              "  'Top Heavy Studios',\n",
              "  'BeeWorks',\n",
              "  'Kunos Simulazioni',\n",
              "  'Mad Doc Software, Rockstar Vancouver',\n",
              "  'Zen Studios',\n",
              "  'Guerilla Cambridge',\n",
              "  'War Drum Studios',\n",
              "  'Metro',\n",
              "  'Playlogic, The Game Factory',\n",
              "  'OneNine Studios',\n",
              "  'SunSoft',\n",
              "  'SCS Software',\n",
              "  'Noise Factory',\n",
              "  'Quicksilver Software',\n",
              "  'Targem Games, TopWare Interactive',\n",
              "  'Bandai Namco Games, Artdink',\n",
              "  'Omega Force, Koei Tecmo Games',\n",
              "  'CCP',\n",
              "  'Immersion Software & Graphics',\n",
              "  'Nobilis',\n",
              "  'Game Sauce',\n",
              "  'Farsight Studios, Crave',\n",
              "  '2XL Games',\n",
              "  'Deep Fried Entertainment',\n",
              "  'Whitebear',\n",
              "  'Foreign Media',\n",
              "  'Axis Entertainment',\n",
              "  'Hothouse Creations',\n",
              "  'Electronic Arts, Rebellion',\n",
              "  'Sennari Interactive',\n",
              "  'Scientifically Proven',\n",
              "  'Babylon Software',\n",
              "  'Metanet Software Inc., SilverBirch Studios',\n",
              "  'Team Ninja, Tecmo',\n",
              "  'Ritual Entertainment, Avalanche Software',\n",
              "  'Gravity-I',\n",
              "  'Spark Unlimited, comcept',\n",
              "  'Classic Media Distribution Limited',\n",
              "  'Big John Games',\n",
              "  'Ubisoft Nagoya',\n",
              "  'Digital Anvil',\n",
              "  'Pocket Studios',\n",
              "  'BottleRocket Entertainment',\n",
              "  'Studio Saizensen',\n",
              "  'Autumn Moon',\n",
              "  'Mistwalker',\n",
              "  'Naps Team',\n",
              "  'The Fun Pimps Entertainment LLC',\n",
              "  'Amanita Design',\n",
              "  'Irrational Games, 2K Marin',\n",
              "  'Firehazard Studio',\n",
              "  'GameMill Publishing, 1st Playable Productions',\n",
              "  'Cunning Developments',\n",
              "  'The Behemoth',\n",
              "  'Aqua Pacific, In2Games',\n",
              "  'Funatics Software, Funatics',\n",
              "  'Nintendo EAD Tokyo',\n",
              "  'Seta Corporation',\n",
              "  'ITL',\n",
              "  'Gameinvest',\n",
              "  'Asylum Entertainment',\n",
              "  'Guildford Studio',\n",
              "  'Epics',\n",
              "  'Direct Action Games',\n",
              "  'Dimps Corporation, Namco Bandai Games',\n",
              "  'Red Storm Entertainment, Ubisoft Paris',\n",
              "  'Frozenbyte, Inc.',\n",
              "  'MileStone Inc.',\n",
              "  'Software Creations',\n",
              "  'Mad Catz',\n",
              "  'Fox Interactive',\n",
              "  'Doki Denki',\n",
              "  'Stealth Studios',\n",
              "  '1C: Maddox Games',\n",
              "  'EA Canada, EA Vancouver',\n",
              "  'Blue Byte, Related Designs',\n",
              "  'Rocksteady Studios, Virtuos',\n",
              "  'Gaijin Games',\n",
              "  'Taito Corporation, 505 Games',\n",
              "  'Steel Monkeys',\n",
              "  'Telegames',\n",
              "  'PopTop Software',\n",
              "  'MicroProse, n-Space',\n",
              "  'Dreamworks Interactive',\n",
              "  'Griffin International',\n",
              "  'Trine Games',\n",
              "  'Westwood Studios',\n",
              "  'Fatshark AB',\n",
              "  'Noise Inc.',\n",
              "  'EM Studios',\n",
              "  'Project Soul',\n",
              "  'Sims',\n",
              "  'Team Bondi',\n",
              "  'Harmonix Music Systems, Demiurge Studios',\n",
              "  'Vanilla Ware',\n",
              "  'Prope, Kadokawa',\n",
              "  'Bongfish',\n",
              "  'B-Alive',\n",
              "  'Pitbull Syndicate',\n",
              "  'Presto Studios',\n",
              "  'Digital Embryo',\n",
              "  'Cinegroupe',\n",
              "  'Tecmo, Ntreev Soft',\n",
              "  'Tilted Mill',\n",
              "  'Phoenix Interactive Entertainment',\n",
              "  'EA Seattle',\n",
              "  'Interplay',\n",
              "  'CI Games',\n",
              "  'WB Games Montreal',\n",
              "  'Blast! Entertainment Ltd',\n",
              "  'Amble',\n",
              "  'THQ Digital Studio Phoenix',\n",
              "  'Koei/Inis',\n",
              "  'Arkedo Studio',\n",
              "  'Introversion, Double Eleven',\n",
              "  'Eutechnyx, Deep Silver',\n",
              "  'SuperMassive Games',\n",
              "  'SCi',\n",
              "  'Klein Computer Entertainment',\n",
              "  'Buena Vista Games',\n",
              "  'Otomate',\n",
              "  'Mix Max',\n",
              "  'Delphine Software International',\n",
              "  'The Code Monkeys',\n",
              "  'Evolution Games',\n",
              "  'Spike Chunsoft, Chime',\n",
              "  'Zig Zag',\n",
              "  'Lab Rats Games',\n",
              "  'Mitchell',\n",
              "  'Dice, Danger Close',\n",
              "  'UGA',\n",
              "  'Spike, Namco Bandai Games',\n",
              "  'Happy Happening',\n",
              "  'Machatin, Inc.',\n",
              "  'eGames',\n",
              "  'Blizzard North',\n",
              "  'Tetris Online, Inc',\n",
              "  'NaturalMotion',\n",
              "  'Majesco Games',\n",
              "  'Interchannel',\n",
              "  'BattleBorne',\n",
              "  'Mentor Interactive',\n",
              "  'Career Soft',\n",
              "  'KCEK',\n",
              "  'Tommo',\n",
              "  'ZootFly',\n",
              "  'Disney Interactive Studios, Land Ho!',\n",
              "  'King of the Jungle',\n",
              "  'Locomotive Games',\n",
              "  'Egosoft',\n",
              "  'Team 17, Two Tribes',\n",
              "  'Extra Mile Studios',\n",
              "  'Knowledge Adventure Inc.',\n",
              "  'Inland Productions',\n",
              "  'Milestone, Milestone S.r.l',\n",
              "  'Opera House',\n",
              "  'FASA Studio',\n",
              "  'Studio Gigante',\n",
              "  'Glyphic Entertainment',\n",
              "  'Blue Tongue',\n",
              "  'XS Games',\n",
              "  'Neopica',\n",
              "  'Activision, FreeStyleGames',\n",
              "  'Simon & Schuster',\n",
              "  'Jet Black Games',\n",
              "  'Twelve Games',\n",
              "  'CiRCLE',\n",
              "  'SCE/WWS, Media Molecule',\n",
              "  'Curious Pictures',\n",
              "  'Junction Point',\n",
              "  'Kung Fu Factory',\n",
              "  'Capcom, QLOC',\n",
              "  'Infogrames',\n",
              "  'Sanuk Games',\n",
              "  'Red Tribe, Brash Entertainment',\n",
              "  'Pyramid',\n",
              "  ...],\n",
              " 'Genre': ['Action',\n",
              "  'Sports',\n",
              "  'Misc',\n",
              "  'Role-Playing',\n",
              "  'Shooter',\n",
              "  'Adventure',\n",
              "  'Racing',\n",
              "  'Platform',\n",
              "  'Simulation',\n",
              "  'Fighting',\n",
              "  'Strategy',\n",
              "  'Puzzle'],\n",
              " 'Name': ['Need for Speed: Most Wanted',\n",
              "  'Madden NFL 07',\n",
              "  'Ratatouille',\n",
              "  'LEGO Marvel Super Heroes',\n",
              "  'FIFA 14',\n",
              "  'Terraria',\n",
              "  'LEGO Jurassic World',\n",
              "  'LEGO Star Wars II: The Original Trilogy',\n",
              "  'Lego Batman 3: Beyond Gotham',\n",
              "  'FIFA Soccer 13',\n",
              "  'Cars',\n",
              "  'The LEGO Movie Videogame',\n",
              "  'LEGO The Hobbit',\n",
              "  'FIFA 15',\n",
              "  'Madden NFL 08',\n",
              "  'Angry Birds Star Wars',\n",
              "  'Monopoly',\n",
              "  'LEGO Harry Potter: Years 5-7',\n",
              "  'Skylanders SWAP Force',\n",
              "  'LEGO Batman 2: DC Super Heroes',\n",
              "  'FIFA Soccer 08',\n",
              "  'The Sims 2',\n",
              "  'Madden NFL 06',\n",
              "  'LEGO The Lord of the Rings',\n",
              "  \"LEGO Marvel's Avengers\",\n",
              "  'Lego Star Wars: The Force Awakens',\n",
              "  'NBA Jam',\n",
              "  'Need for Speed: ProStreet',\n",
              "  'Spider-Man 3',\n",
              "  'Pro Evolution Soccer 2012',\n",
              "  'Skylanders: SuperChargers',\n",
              "  'Harry Potter and the Order of the Phoenix',\n",
              "  'Wall-E',\n",
              "  \"Surf's Up\",\n",
              "  'The Amazing Spider-Man 2 (2014)',\n",
              "  'Skylanders: Trap Team',\n",
              "  'LEGO Batman: The Videogame',\n",
              "  'FIFA Soccer 11',\n",
              "  'Major League Baseball 2K11',\n",
              "  'LEGO Star Wars III: The Clone Wars',\n",
              "  'LEGO Pirates of the Caribbean: The Video Game',\n",
              "  'Tomb Raider: Legend',\n",
              "  'FIFA 12',\n",
              "  'Need for Speed Carbon',\n",
              "  'LEGO Indiana Jones: The Original Adventures',\n",
              "  'Star Wars The Clone Wars: Republic Heroes',\n",
              "  'Harry Potter and the Half-Blood Prince',\n",
              "  'Need For Speed: Undercover',\n",
              "  'FIFA Soccer 10',\n",
              "  \"Harry Potter and the Sorcerer's Stone\",\n",
              "  'Warriors Orochi 3',\n",
              "  'DiRT 2',\n",
              "  'WWE SmackDown vs. Raw 2009',\n",
              "  'Up',\n",
              "  'Tiger Woods PGA Tour 08',\n",
              "  'pro evolution soccer 2011',\n",
              "  'Harry Potter and the Goblet of Fire',\n",
              "  'Pro Evolution Soccer 2010',\n",
              "  'Marvel: Ultimate Alliance 2',\n",
              "  'The Incredibles: Rise of the Underminer',\n",
              "  'Brunswick Pro Bowling',\n",
              "  'Major League Baseball 2K10',\n",
              "  'Iron Man',\n",
              "  'Monsters vs. Aliens',\n",
              "  'Ben 10 Ultimate Alien: Cosmic Destruction',\n",
              "  'Disney Infinity 2.0: Marvel Super Heroes',\n",
              "  'Avatar: The Game',\n",
              "  \"Assassin's Creed IV: Black Flag\",\n",
              "  'The Incredible Hulk',\n",
              "  'The Sims 3',\n",
              "  'Pro Evolution Soccer 2013',\n",
              "  'Adventure Time: Finn & Jake Investigations',\n",
              "  'Minecraft',\n",
              "  'NBA 2K11',\n",
              "  'Madden NFL 13',\n",
              "  'Ghostbusters: The Video Game',\n",
              "  'The Walking Dead: Season One',\n",
              "  'Michael Jackson: The Experience',\n",
              "  'Prince of Persia: The Forgotten Sands',\n",
              "  'FIFA Soccer 07',\n",
              "  'Madagascar: Escape 2 Africa',\n",
              "  'Transformers: Revenge of the Fallen (XBox 360, PS3, & PC Versions)',\n",
              "  'Rapala Pro Bass Fishing 2010',\n",
              "  'Cars: Race-O-Rama',\n",
              "  'The Sims 2: Pets',\n",
              "  'Spider-Man: Friend or Foe',\n",
              "  'Disney Infinity',\n",
              "  'The Golden Compass',\n",
              "  'Rayman Origins',\n",
              "  'Spider-Man: Web of Shadows',\n",
              "  \"Peter Jackson's King Kong: The Official Game of the Movie\",\n",
              "  'The Amazing Spider-Man (Console Version)',\n",
              "  'Rugby World Cup 2015',\n",
              "  'Just Dance 2014',\n",
              "  'LEGO Harry Potter: Years 1-4',\n",
              "  'X-Men: The Official Game',\n",
              "  'MX vs. ATV Untamed',\n",
              "  'Tiger Woods PGA Tour 07',\n",
              "  '007: Quantum of Solace',\n",
              "  'The BIGS 2',\n",
              "  'Just Dance 2016',\n",
              "  'Turbo: Super Stunt Squad',\n",
              "  'WWE All Stars',\n",
              "  'FIFA World Cup Germany 2006',\n",
              "  \"You Don't Know Jack\",\n",
              "  'Cars 2',\n",
              "  'Madden NFL 09',\n",
              "  'Open Season',\n",
              "  'G.I. Joe: The Rise of Cobra',\n",
              "  'Star Wars: The Force Unleashed',\n",
              "  'Harry Potter and the Chamber of Secrets',\n",
              "  'Ice Age 2: The Meltdown',\n",
              "  'FIFA Soccer 09',\n",
              "  'Need for Speed Underground 2',\n",
              "  'WWE SmackDown vs. Raw 2010',\n",
              "  'The Simpsons Game',\n",
              "  'Marvel: Ultimate Alliance',\n",
              "  'Tomb Raider: Underworld',\n",
              "  'Ice Age: Dawn of the Dinosaurs',\n",
              "  'Watch Dogs',\n",
              "  \"Tony Hawk's Pro Skater 3\",\n",
              "  'Juiced 2: Hot Import Nights',\n",
              "  'Darksiders II',\n",
              "  'Call of Duty: Ghosts',\n",
              "  'WWE SmackDown vs Raw 2008',\n",
              "  'LEGO Indiana Jones 2: The Adventure Continues',\n",
              "  'Madden NFL 2002',\n",
              "  'Sonic & All-Stars Racing Transformed',\n",
              "  'Just Dance 2015',\n",
              "  'Rayman Legends',\n",
              "  'Kung Fu Panda',\n",
              "  \"Pirates of the Caribbean: At World's End\",\n",
              "  'G-Force',\n",
              "  'Ben 10 Galactic Racing',\n",
              "  'Major League Baseball 2K12',\n",
              "  'Spider-Man 2',\n",
              "  'Just Dance 2017',\n",
              "  'DreamWorks Super Star Kartz',\n",
              "  \"Cabela's North American Adventures\",\n",
              "  'FIFA Soccer 06',\n",
              "  'Thor: God of Thunder',\n",
              "  'Karaoke Revolution',\n",
              "  \"Tom Clancy's EndWar\",\n",
              "  'Teenage Mutant Ninja Turtles',\n",
              "  'Rocksmith 2014',\n",
              "  'Harry Potter and the Deathly Hallows - Part 1',\n",
              "  'Scooby-Doo! Unmasked',\n",
              "  'Mini Ninjas',\n",
              "  'Crash of the Titans',\n",
              "  'The Chronicles of Narnia: The Lion, The Witch and The Wardrobe',\n",
              "  'Band Hero',\n",
              "  'LEGO Star Wars: The Video Game',\n",
              "  'Sleeping Dogs',\n",
              "  'Madden NFL 2005',\n",
              "  'Major League Baseball 2K9',\n",
              "  'Star Wars: The Force Unleashed II',\n",
              "  'Pro Evolution Soccer 2014',\n",
              "  'How to Train Your Dragon 2',\n",
              "  'Skylanders Giants',\n",
              "  'Captain America: Super Soldier',\n",
              "  'Call of Duty: Black Ops 3',\n",
              "  'Spider-Man: Edge of Time',\n",
              "  'Crash: Mind Over Mutant',\n",
              "  'Diablo III',\n",
              "  'Madagascar',\n",
              "  'Tomb Raider: Anniversary',\n",
              "  'Transformer: Rise of the Dark Spark',\n",
              "  'Monster Jam',\n",
              "  'Dark Souls II',\n",
              "  'Guitar Hero Live',\n",
              "  'Call of Duty: World at War',\n",
              "  'Call of Duty: Advanced Warfare',\n",
              "  'Need for Speed Underground',\n",
              "  'Bakugan: Battle Brawlers',\n",
              "  'Iron Man 2',\n",
              "  'Transformers: The Game (XBox 360, PS2, PS3, Wii & PC Versions)',\n",
              "  'Minecraft: Story Mode',\n",
              "  'Call of Duty: Black Ops',\n",
              "  'Jeopardy!',\n",
              "  'NBA 2K10',\n",
              "  'Metro: Last Light',\n",
              "  'Pinball Hall of Fame: The Williams Collection',\n",
              "  'F1 2011',\n",
              "  'Pro Evolution Soccer 2015',\n",
              "  'Marvel Super Hero Squad: The Infinity Gauntlet',\n",
              "  'FIFA Street 2',\n",
              "  'Pro Evolution Soccer 2008',\n",
              "  'Alien: Isolation',\n",
              "  'Battlefield: Hardline',\n",
              "  'Shrek the Third',\n",
              "  'Metal Gear Solid V: Ground Zeroes',\n",
              "  'Harry Potter and the Prisoner of Azkaban',\n",
              "  'FIFA 17',\n",
              "  'Farming Simulator 2015',\n",
              "  'Battlefield 4',\n",
              "  'NBA Live 08',\n",
              "  \"Tony Hawk's Proving Ground\",\n",
              "  'Dishonored',\n",
              "  'FIFA Street',\n",
              "  'Winning Eleven: Pro Evolution Soccer 2007',\n",
              "  'Metal Gear Solid V: The Phantom Pain',\n",
              "  'Saints Row IV',\n",
              "  'Need for Speed: The Run',\n",
              "  'Payday 2',\n",
              "  'Mortal Kombat',\n",
              "  'FIFA 16',\n",
              "  'Toy Story 3: The Video Game',\n",
              "  'Sherlock Holmes: Crimes & Punishments',\n",
              "  'Ben 10 Alien Force: Vilgax Attacks',\n",
              "  'Disney Infinity 3.0',\n",
              "  'Guitar Hero: World Tour',\n",
              "  'World Series of Poker 2008: Battle for the Bracelets',\n",
              "  'Pinball Hall of Fame: The Gottlieb Collection',\n",
              "  'Dead or Alive 5',\n",
              "  'Myst',\n",
              "  'Plants vs. Zombies: Garden Warfare',\n",
              "  'Far Cry 4',\n",
              "  'Fight Night Round 3',\n",
              "  'Wipeout 2',\n",
              "  'TRON: Evolution',\n",
              "  'Generator Rex: Agent of Providence',\n",
              "  'NBA 2K12',\n",
              "  'Fantastic Four: Rise of the Silver Surfer',\n",
              "  'Blazing Angels: Squadrons of WWII',\n",
              "  'Middle-Earth: Shadow of Mordor',\n",
              "  \"The Lord of the Rings: Aragorn's Quest\",\n",
              "  'Back to the Future: The Game',\n",
              "  'PES 2009: Pro Evolution Soccer',\n",
              "  'Skylanders Imaginators',\n",
              "  'Madden NFL 11',\n",
              "  'Resident Evil: Revelations',\n",
              "  'The Elder Scrolls V: Skyrim',\n",
              "  'Ride',\n",
              "  'The Walking Dead: Season Two',\n",
              "  'Monster Jam: Path of Destruction',\n",
              "  'Marvel Nemesis: Rise of the Imperfects',\n",
              "  'Madden NFL 10',\n",
              "  'Cloudy With a Chance of Meatballs',\n",
              "  'LEGO Dimensions',\n",
              "  'Transformers: Devastation',\n",
              "  'Tiger Woods PGA Tour 10',\n",
              "  'Dragon Age: Inquisition',\n",
              "  'Pro Evolution Soccer 2017',\n",
              "  'Major League Baseball 2K8',\n",
              "  'Injustice: Gods Among Us',\n",
              "  'Tomb Raider (2013)',\n",
              "  'The Chronicles of Narnia: Prince Caspian',\n",
              "  'Sega Superstars Tennis',\n",
              "  'MotoGP',\n",
              "  'NBA 2K16',\n",
              "  'The BIGS',\n",
              "  'The Legend of Spyro: Dawn of the Dragon',\n",
              "  'Wheel of Fortune',\n",
              "  'Happy Feet Two',\n",
              "  'Resident Evil: Revelations 2',\n",
              "  'Over the Hedge',\n",
              "  'Resident Evil 6',\n",
              "  'Grand Theft Auto V',\n",
              "  \"Skylanders: Spyro's Adventure\",\n",
              "  \"SeaWorld Adventure Parks: Shamu's Deep Sea Adventure\",\n",
              "  'Thrillville: Off the Rails',\n",
              "  'Wolfenstein: The New Order',\n",
              "  'Murdered: Soul Suspect',\n",
              "  'Thief (2014)',\n",
              "  'NBA 2K17',\n",
              "  'Pac-Man World 3',\n",
              "  'Ultimate Spider-Man',\n",
              "  'NBA 2K13',\n",
              "  'Shrek SuperSlam',\n",
              "  'Dead Rising 2',\n",
              "  'The Evil Within',\n",
              "  'The Wolf Among Us',\n",
              "  'The Smurfs 2',\n",
              "  'Bolt',\n",
              "  'SimCity 2000',\n",
              "  'Green Lantern: Rise of the Manhunters',\n",
              "  'Pro Evolution Soccer 2016',\n",
              "  'Bakugan Battle Brawlers: Defenders of the Core',\n",
              "  'WWE SmackDown vs. Raw 2011',\n",
              "  'Harry Potter and the Deathly Hallows - Part 2',\n",
              "  'Tiger Woods PGA Tour 06',\n",
              "  'Need for Speed Rivals',\n",
              "  'Rugby 15',\n",
              "  'Shaun White Snowboarding',\n",
              "  'Guitar Hero III: Legends of Rock',\n",
              "  'Major League Baseball 2K6',\n",
              "  'Grand Theft Auto: San Andreas',\n",
              "  \"Cabela's Outdoor Adventures (2009)\",\n",
              "  'Destiny: The Taken King',\n",
              "  'Attack on Titan (KOEI)',\n",
              "  'The Hobbit',\n",
              "  'SSX On Tour',\n",
              "  'Captain Morgane and the Golden Turtle',\n",
              "  'James Bond 007: Blood Stone',\n",
              "  'NHL 2K9',\n",
              "  'Star Wars: Battlefront II',\n",
              "  'Call of Duty 3',\n",
              "  'Borderlands 2',\n",
              "  'Disney Sing It',\n",
              "  'Guitar Hero: Van Halen',\n",
              "  'Mario Tennis',\n",
              "  'Tiger Woods PGA Tour 2005',\n",
              "  'UEFA Euro 2008 Austria-Switzerland',\n",
              "  'Cars: Mater-National Championship',\n",
              "  \"Baldur's Gate: Dark Alliance\",\n",
              "  'Pitfall: The Lost Expedition',\n",
              "  'Ben 10: Protector of Earth',\n",
              "  'Puss in Boots',\n",
              "  'Guitar Hero 5',\n",
              "  'NHL 07',\n",
              "  'Gun',\n",
              "  'The Penguins of Madagascar: Dr. Blowhole Returns - Again!',\n",
              "  'Karaoke Revolution Presents American Idol Encore',\n",
              "  'Barbie as The Island Princess',\n",
              "  'NCIS',\n",
              "  'Winter Sports 2: The Next Challenge',\n",
              "  'SSX 3',\n",
              "  'Guitar Hero: Smash Hits',\n",
              "  'Scooby-Doo! Mystery Mayhem',\n",
              "  'Resident Evil 4',\n",
              "  'Teenage Mutant Ninja Turtles 2: Battle Nexus',\n",
              "  'The Secret Saturdays: Beasts of the 5th Sun',\n",
              "  'Need for Speed: Hot Pursuit',\n",
              "  'Star Wars Episode III: Revenge of the Sith',\n",
              "  'Disney Sing It! High School Musical 3: Senior Year',\n",
              "  'Resident Evil Zero',\n",
              "  'Rock Band 2',\n",
              "  'Rock Revolution',\n",
              "  'MySims SkyHeroes',\n",
              "  '2010 FIFA World Cup South Africa',\n",
              "  'Monster House',\n",
              "  'Scarface: The World is Yours',\n",
              "  'Need for Speed: Shift',\n",
              "  'The SpongeBob SquarePants Movie',\n",
              "  'All-Star Baseball 2004',\n",
              "  'Sonic Generations',\n",
              "  'Virtua Tennis 3',\n",
              "  'Batman: A Telltale Game Series',\n",
              "  'NCAA Football 08',\n",
              "  'Avatar: The Last Airbender - The Burning Earth',\n",
              "  'Dave Mirra Freestyle BMX 2',\n",
              "  'Minority Report: Everybody Runs',\n",
              "  'Dreamworks Madagascar Kartz',\n",
              "  'Pac-Man World 2',\n",
              "  'Dead to Rights',\n",
              "  'WipeOut 3 The Game',\n",
              "  'From Russia With Love',\n",
              "  'Rock Band: Metal Track Pack',\n",
              "  'Jurassic: The Hunted',\n",
              "  'Batman: Rise of Sin Tzu',\n",
              "  \"Cabela's Dangerous Hunts 2009\",\n",
              "  'Puyo Puyo Tetris',\n",
              "  'Teenage Mutant Ninja Turtles 3: Mutant Nightmare',\n",
              "  'Mission: Impossible - Operation Surma',\n",
              "  'Sniper Elite 3',\n",
              "  'Defender',\n",
              "  'Bionicle Heroes',\n",
              "  'Monster Jam: Urban Assault',\n",
              "  'CSI: Fatal Conspiracy',\n",
              "  'IL-2 Sturmovik: Birds of Prey',\n",
              "  \"SpongeBob's Truth or Square (US sales)\",\n",
              "  'Crash Nitro Kart',\n",
              "  \"The Sims: Bustin' Out\",\n",
              "  'NPPL: Championship Paintball 2009',\n",
              "  'Teenage Mutant Ninja Turtles: Mutants in Manhattan',\n",
              "  'Ty the Tasmanian Tiger 2: Bush Rescue',\n",
              "  'World Series of Poker',\n",
              "  \"Tom Clancy's Ghost Recon\",\n",
              "  'NCAA Football 09',\n",
              "  'Curious George',\n",
              "  \"Tony Hawk's Pro Skater 4\",\n",
              "  'MotoGP 14 ',\n",
              "  'Split/Second',\n",
              "  'NBA 2K15',\n",
              "  'Steins;Gate',\n",
              "  'The Sims 2: Castaway',\n",
              "  'SpongeBob SquarePants: Lights, Camera, Pants!',\n",
              "  \"Tony Hawk's Underground 2\",\n",
              "  'Crash Tag Team Racing',\n",
              "  'Rayman Raving Rabbids',\n",
              "  'Tiger Woods PGA Tour 09',\n",
              "  'Marvel Super Hero Squad',\n",
              "  'Turok: Evolution',\n",
              "  'The Crew',\n",
              "  'X-Men Legends II: Rise of Apocalypse',\n",
              "  'Legend of Kay',\n",
              "  'Rugby League Live 3',\n",
              "  'NASCAR Unleashed',\n",
              "  'LEGO Rock Band',\n",
              "  'How to Train Your Dragon',\n",
              "  'NBA Live 06',\n",
              "  'Hot Wheels: Beat That!',\n",
              "  'Call of Duty: Modern Warfare 3',\n",
              "  'Ed, Edd n Eddy: The Mis-Edventures',\n",
              "  'Monster High: New Ghoul in School',\n",
              "  \"Cabela's Big Game Hunter 2005 Adventures\",\n",
              "  \"Kelly Slater's Pro Surfer\",\n",
              "  'Harry Potter: Quidditch World Cup',\n",
              "  'Shrek: Forever After',\n",
              "  \"Adventure Time: Explore the Dungeon Because I Don't Know!\",\n",
              "  'Madden NFL 15',\n",
              "  'The Sims',\n",
              "  'Guitar Hero: Aerosmith',\n",
              "  'Zapper: One Wicked Cricket!',\n",
              "  'Puzzle Quest: Challenge of the Warlords',\n",
              "  'Rayman 3: Hoodlum Havoc',\n",
              "  'WWE 2K16',\n",
              "  'Batman: Arkham Origins',\n",
              "  'NHL 09',\n",
              "  'Madden NFL 16',\n",
              "  'Bejeweled 3',\n",
              "  'James Bond 007: Everything or Nothing',\n",
              "  'Ty the Tasmanian Tiger 3: Night of the Quinkan',\n",
              "  'Sonic Unleashed',\n",
              "  'Major League Baseball 2K7',\n",
              "  'Shark Tale',\n",
              "  \"Mat Hoffman's Pro BMX 2\",\n",
              "  \"Lemony Snicket's A Series of Unfortunate Events\",\n",
              "  'Driver: San Francisco',\n",
              "  'Chaotic: Shadow Warriors',\n",
              "  'Reign of Fire',\n",
              "  'Where the Wild Things Are',\n",
              "  'Game of Thrones (Telltale)',\n",
              "  'The Lord of the Rings: The Return of the King',\n",
              "  'Deadpool',\n",
              "  'The Urbz: Sims in the City',\n",
              "  'Hitman: Blood Money',\n",
              "  \"X2: Wolverine's Revenge\",\n",
              "  'DuckTales: Remastered',\n",
              "  'World Poker Tour',\n",
              "  \"Cabela's Dangerous Hunts 2011\",\n",
              "  'Risen 3: Titan Lords',\n",
              "  'Bee Movie Game',\n",
              "  'Alone in the Dark',\n",
              "  'Top Spin 3',\n",
              "  'WRC: FIA World Rally Championship',\n",
              "  'Madden NFL 25',\n",
              "  'Batman: Arkham City',\n",
              "  'FIFA Soccer 2004',\n",
              "  'SBK Superbike World Championship',\n",
              "  'Destiny',\n",
              "  'James Bond 007: Nightfire',\n",
              "  'NBA 2K7',\n",
              "  'DJ Hero',\n",
              "  \"Tony Hawk's Pro Skater 5\",\n",
              "  'The Lord of the Rings: Conquest',\n",
              "  'Space Chimps',\n",
              "  'NCAA Football 10',\n",
              "  'DmC: Devil May Cry',\n",
              "  'Tak 2: The Staff of Dreams',\n",
              "  'Sniper Elite',\n",
              "  'Epic Mickey 2: The Power of Two',\n",
              "  'Avatar: The Last Airbender',\n",
              "  'Max Payne',\n",
              "  'Indiana Jones and the Staff of Kings',\n",
              "  'SSX Tricky',\n",
              "  'Street Fighter X Tekken',\n",
              "  \"Tom Clancy's Splinter Cell: Pandora Tomorrow\",\n",
              "  'Rio',\n",
              "  'The Simpsons: Road Rage',\n",
              "  'FIFA Soccer 2003',\n",
              "  'Sega Rally Revo',\n",
              "  'Planet 51',\n",
              "  'WWE 2K15',\n",
              "  'SpongeBob SquarePants: Battle for Bikini Bottom',\n",
              "  'Ben 10: Alien Force',\n",
              "  'Sonic the Hedgehog',\n",
              "  'Medal of Honor',\n",
              "  'Bionicle',\n",
              "  'Dynasty Warriors 8: Empires',\n",
              "  \"Tom Clancy's Splinter Cell: Blacklist\",\n",
              "  'Rise of the Tomb Raider',\n",
              "  'Rock Band Country Track Pack',\n",
              "  'Trivial Pursuit',\n",
              "  'Finding Nemo',\n",
              "  'Rock Band',\n",
              "  'AC/DC LIVE: Rock Band Track Pack',\n",
              "  'Starsky & Hutch',\n",
              "  'Mass Effect 3',\n",
              "  'World Series of Poker: Tournament of Champions 2007 Edition',\n",
              "  'GoldenEye: Rogue Agent',\n",
              "  'Namco Museum',\n",
              "  'Spider-Man: Shattered Dimensions',\n",
              "  'Batman Begins',\n",
              "  'Prince of Persia: The Sands of Time',\n",
              "  'NBA Live 07',\n",
              "  'Rango: The Video Game',\n",
              "  'NHL 2K10',\n",
              "  'Rock Band Track Pack Volume 2',\n",
              "  'Kung Fu Panda 2',\n",
              "  'Space Invaders',\n",
              "  \"Tom Clancy's Splinter Cell: Double Agent\",\n",
              "  \"Legend of the Guardians: The Owls of Ga'Hoole\",\n",
              "  \"Tony Hawk's Underground\",\n",
              "  'Madden NFL 12',\n",
              "  'Rock Band Track Pack: Classic Rock',\n",
              "  'Virtua Tennis 4',\n",
              "  'Rock Band 3',\n",
              "  'NHL 15',\n",
              "  'Charlie and the Chocolate Factory',\n",
              "  'Create',\n",
              "  \"Disney's Chicken Little\",\n",
              "  'The Ant Bully',\n",
              "  'The Croods: Prehistoric Party!',\n",
              "  'Clannad',\n",
              "  'Final Fantasy III',\n",
              "  'Tak: The Great Juju Challenge',\n",
              "  'Shaun White Skateboarding',\n",
              "  'MX vs. ATV Reflex',\n",
              "  'FIFA Soccer 2005',\n",
              "  'Namco Museum: 50th Anniversary',\n",
              "  'NBA 2K14',\n",
              "  'The Adventures of Tintin: The Game',\n",
              "  'The Lord of the Rings: The Two Towers',\n",
              "  'TNA iMPACT!',\n",
              "  \"Disney's Meet the Robinsons\",\n",
              "  'Hannah Montana: The Movie',\n",
              "  'All-Star Baseball 2003',\n",
              "  'Astro Boy: The Video Game',\n",
              "  'Dragon Ball: XenoVerse',\n",
              "  \"Disney's Extreme Skate Adventure\",\n",
              "  'Transformers: Dark of the Moon',\n",
              "  'Just Dance 4',\n",
              "  'Madden NFL 2003',\n",
              "  'Plants vs. Zombies',\n",
              "  'Legends of Wrestling II',\n",
              "  'Young Justice: Legacy',\n",
              "  'Madden NFL 17',\n",
              "  'Devil May Cry 4',\n",
              "  'X-Men Origins: Wolverine',\n",
              "  'SCORE International Baja 1000: The Official Game',\n",
              "  'LEGO Star Wars: The Complete Saga',\n",
              "  'Barnyard',\n",
              "  'TMNT',\n",
              "  'Call of Duty: Black Ops II',\n",
              "  'Backyard NFL Football',\n",
              "  'Big Mutha Truckers',\n",
              "  'Robots',\n",
              "  'Spider-Man: The Movie',\n",
              "  'WWE 2K17',\n",
              "  'Mortal Kombat: Deadly Alliance',\n",
              "  \"Tony Hawk's Project 8\",\n",
              "  'Deus Ex: Human Revolution',\n",
              "  'Pac-Man and the Ghostly Adventures 2',\n",
              "  \"Assassin's Creed III\",\n",
              "  'WRC 5: FIA World Rally Championship',\n",
              "  \"Tom Clancy's Splinter Cell: Chaos Theory\",\n",
              "  \"Disney's Donald Duck: Goin' Quackers\",\n",
              "  'de Blob 2',\n",
              "  'NCAA Football 07',\n",
              "  'GRID',\n",
              "  'Rugby Challenge 3',\n",
              "  \"Disney's Planes\",\n",
              "  'Tiger Woods PGA Tour 2004',\n",
              "  'Madden NFL 2004',\n",
              "  'NBA Live 09',\n",
              "  'Ford Racing 3',\n",
              "  \"Tom Clancy's Splinter Cell\",\n",
              "  'BlazBlue: Chrono Phantasma Extend',\n",
              "  'Call of Duty 4: Modern Warfare',\n",
              "  'X-Men: Destiny',\n",
              "  'Guitar Hero: Metallica',\n",
              "  'One Piece: Unlimited World Red',\n",
              "  \"Tom Clancy's HAWX 2\",\n",
              "  'PAC-MAN and the Ghostly Adventures',\n",
              "  'Bomberman',\n",
              "  'Catwoman',\n",
              "  'Battle vs. Chess',\n",
              "  'Strike Force Bowling',\n",
              "  'Rocket Power: Beach Bandits',\n",
              "  'The Voice',\n",
              "  \"Assassin's Creed: Revelations\",\n",
              "  \"Tom Clancy's Ghost Recon Advanced Warfighter 2\",\n",
              "  'Monster Hunter Tri',\n",
              "  'Transformers: Prime',\n",
              "  'NHL 2003',\n",
              "  'Beyond Good & Evil',\n",
              "  \"Brothers in Arms: Hell's Highway\",\n",
              "  'Transformers: War for Cybertron (XBox 360, PS3, & PC Versions)',\n",
              "  'The Bible Game',\n",
              "  'Steins;Gate: Hiyoku Renri no Darling',\n",
              "  'ATV Quad Power Racing 2',\n",
              "  'Area 51',\n",
              "  'Evolve',\n",
              "  \"Tom Clancy's Rainbow Six: Lockdown\",\n",
              "  'Petz: Catz 2',\n",
              "  \"Tom Clancy's Ghost Recon 2\",\n",
              "  'Trials Fusion',\n",
              "  'Dawn of Discovery',\n",
              "  'Blur',\n",
              "  'Scaler',\n",
              "  'Freestyle Metal X',\n",
              "  'Tekken 6',\n",
              "  \"Cabela's Trophy Bucks\",\n",
              "  'NBA 2K9',\n",
              "  'Battlefield 1',\n",
              "  'F1 2012',\n",
              "  'Bratz: Forever Diamondz',\n",
              "  'Medal of Honor: Airborne',\n",
              "  'Metal Gear Solid HD Edition',\n",
              "  'R.U.S.E.',\n",
              "  'Marvel Super Hero Squad: Comic Combat',\n",
              "  'Star Wars: Battlefront',\n",
              "  'Wallace & Gromit in Project Zoo',\n",
              "  'Fallout 3',\n",
              "  'Mortal Kombat 3',\n",
              "  'NBA Street Vol. 2',\n",
              "  'Buffy the Vampire Slayer: Chaos Bleeds',\n",
              "  \"Hunted: The Demon's Forge\",\n",
              "  'RedCard 20-03',\n",
              "  'Call of Juarez: The Cartel',\n",
              "  'Bulletstorm',\n",
              "  'NHL 06',\n",
              "  'The Lord of the Rings: War in the North',\n",
              "  'The Mummy: Tomb of the Dragon Emperor',\n",
              "  'Tak and the Power of Juju',\n",
              "  'Hasbro Family Game Night',\n",
              "  'Dark Souls III',\n",
              "  'Call of Juarez: Bound in Blood',\n",
              "  'Samurai Warriors 4: Empires',\n",
              "  'MLB SlugFest 20-04',\n",
              "  'Avatar: The Last Airbender - Into the Inferno',\n",
              "  'The Hustle: Detroit Streets',\n",
              "  'Looney Tunes: Back in Action',\n",
              "  'Petz: Horsez 2',\n",
              "  'NCAA Football 2005',\n",
              "  'Yoru no Nai Kuni',\n",
              "  'GRID Autosport',\n",
              "  'Greg Hastings Paintball 2',\n",
              "  'Mass Effect Trilogy',\n",
              "  'Need for Speed (2015)',\n",
              "  'Speed Kings',\n",
              "  'Samurai Warriors 2',\n",
              "  \"Cabela's Big Game Hunter (2008)\",\n",
              "  'Samurai Shodown Anthology',\n",
              "  'Army of Two: The 40th Day',\n",
              "  'Terminator 3: Rise of the Machines',\n",
              "  \"Tom Clancy's Rainbow Six: Siege\",\n",
              "  'Phineas and Ferb: Across the 2nd Dimension',\n",
              "  'Call of Duty: Modern Warfare 2',\n",
              "  'Heroes of the Pacific',\n",
              "  'NASCAR 08',\n",
              "  'Spartan: Total Warrior',\n",
              "  'Battlefield 2: Modern Combat',\n",
              "  'Smashing Drive',\n",
              "  'Battlezone',\n",
              "  'MX 2002 Featuring Ricky Carmichael',\n",
              "  'TOCA Race Driver 3',\n",
              "  'Metal Arms: Glitch in the System',\n",
              "  'Operation Flashpoint: Red River',\n",
              "  'Far Cry: Primal',\n",
              "  'NHL 16',\n",
              "  'Darksiders',\n",
              "  'Unreal Tournament III',\n",
              "  'The Naked Brothers Band: The Video Game',\n",
              "  'Chicken Shoot',\n",
              "  'Toukiden Kiwami',\n",
              "  'Midway Arcade Treasures',\n",
              "  'The Technomancer',\n",
              "  'Midway Arcade Treasures 3',\n",
              "  'Legacy of Kain: Defiance',\n",
              "  'Gauntlet: Dark Legacy',\n",
              "  'The Italian Job',\n",
              "  'XIII',\n",
              "  'BioShock Infinite',\n",
              "  'Fritz Chess',\n",
              "  'The Rise of the Argonauts',\n",
              "  'Scooby-Doo! Night of 100 Frights',\n",
              "  'Just Dance: Disney Party 2',\n",
              "  'Crysis 2',\n",
              "  \"Tom Clancy's Ghost Recon: Future Soldier\",\n",
              "  'F.E.A.R. 2: Project Origin',\n",
              "  'Sacred 2: Fallen Angel',\n",
              "  'Titanfall 2',\n",
              "  \"Mirror's Edge Catalyst\",\n",
              "  'World Championship Poker',\n",
              "  'Looney Tunes: Acme Arsenal',\n",
              "  'NBA Street V3',\n",
              "  'Shrek Super Party',\n",
              "  'Colin McRae Rally 04',\n",
              "  'Driver: Parallel Lines',\n",
              "  'The Chronicles of Riddick: Assault on Dark Athena',\n",
              "  'Boogie',\n",
              "  'Van Helsing',\n",
              "  'Rage',\n",
              "  'Samurai Warriors 4',\n",
              "  'Amagami',\n",
              "  'Batman: Arkham Knight',\n",
              "  'Spawn: Armageddon',\n",
              "  'Mafia II',\n",
              "  'Spec Ops: The Line',\n",
              "  'MXGP 2',\n",
              "  'Madden NFL 2001',\n",
              "  'Disney Sing It: Pop Hits',\n",
              "  'Dynasty Warriors: Eiketsuden',\n",
              "  'Overlord II',\n",
              "  \"JASF: Jane's Advanced Strike Fighters\",\n",
              "  'Chaos;Child',\n",
              "  'Arcania: Gothic 4',\n",
              "  'Ridge Racer Unbounded',\n",
              "  'Conflict: Desert Storm II - Back to Bagdhad',\n",
              "  'Disney Universe',\n",
              "  'Prince of Persia: The Two Thrones',\n",
              "  'Burnout Paradise: The Ultimate Box',\n",
              "  'Rampage: Total Destruction',\n",
              "  'Mass Effect 2',\n",
              "  'SpongeBob SquarePants featuring Nicktoons: Globs of Doom',\n",
              "  'BioShock 2',\n",
              "  'RoadKill',\n",
              "  'Harvey Birdman: Attorney at Law',\n",
              "  'TimeSplitters 2',\n",
              "  'Battleborn',\n",
              "  'Night at the Museum: Battle of the Smithsonian',\n",
              "  'SoulCalibur II',\n",
              "  'Overwatch',\n",
              "  'MX SuperFly featuring Ricky Carmichael',\n",
              "  'R: Racing Evolution',\n",
              "  'SpongeBob: HeroPants',\n",
              "  'Teen Titans',\n",
              "  'Silent Hill: Shattered Memories',\n",
              "  'NBA Live 2003',\n",
              "  'Kung Fu Panda: Showdown of Legendary Legends',\n",
              "  'SNK Arcade Classics Vol. 1',\n",
              "  'Dragon Ball Z: Sagas',\n",
              "  'Far Cry 3',\n",
              "  'Karaoke Revolution Presents American Idol Encore 2',\n",
              "  'GRID 2',\n",
              "  'Freekstyle',\n",
              "  'Wakeboarding Unleashed Featuring Shaun Murray',\n",
              "  'F1 2002',\n",
              "  'Crazy Taxi',\n",
              "  'Aggressive Inline',\n",
              "  'Star Trek: The Game',\n",
              "  'Tom and Jerry in War of the Whiskers',\n",
              "  'Aliens: Colonial Marines',\n",
              "  'Rocky',\n",
              "  'Red Faction II',\n",
              "  'NFL Blitz Pro',\n",
              "  'Scooby-Doo! and the Spooky Swamp',\n",
              "  'Dungeon Siege III',\n",
              "  'Hasbro Family Game Night 3',\n",
              "  'Dragon Quest Builders: Revive Alefgard',\n",
              "  'Hellboy: The Science of Evil',\n",
              "  'Farming Simulator 2013',\n",
              "  'Ski-Doo Snowmobile Challenge',\n",
              "  'Tiger Woods PGA Tour 12: The Masters',\n",
              "  'Saints Row 2',\n",
              "  'Despicable Me: The Game',\n",
              "  'Song of the Deep',\n",
              "  'South Park: The Stick of Truth',\n",
              "  'Tony Hawk: RIDE',\n",
              "  'Borderlands: The Pre-Sequel',\n",
              "  'Guitar Hero: Warriors of Rock',\n",
              "  \"Sid Meier's Civilization Revolution\",\n",
              "  'NBA 08',\n",
              "  'Legends of Wrestling',\n",
              "  'Battlefield: Bad Company 2',\n",
              "  'Future Tactics: The Uprising',\n",
              "  'Time Travelers',\n",
              "  'Driven',\n",
              "  'Final Fantasy XIV: Heavensward',\n",
              "  'Stormrise',\n",
              "  'High School Musical 3: Senior Year DANCE!',\n",
              "  'Beowulf: The Game',\n",
              "  'Dead Space',\n",
              "  'Pro Yakyuu Team o Tsukurou!',\n",
              "  'Digimon World 4',\n",
              "  'Aegis of Earth: Protonovus Assault',\n",
              "  'The Beatles: Rock Band',\n",
              "  'Fantastic 4',\n",
              "  'NASCAR Thunder 2002',\n",
              "  'Monster Jam: Maximum Destruction',\n",
              "  'Deus Ex: Mankind Divided',\n",
              "  \"Fist of the North Star: Ken's Rage 2\",\n",
              "  'Drome Racers',\n",
              "  'TimeShift',\n",
              "  'Carmen Sandiego: The Secret of the Stolen Drums',\n",
              "  'Stacked with Daniel Negreanu',\n",
              "  'X-Men Legends',\n",
              "  \"Let's Dance with Mel B\",\n",
              "  'Doom 3 BFG Edition',\n",
              "  'Dead Rising 2: Off the Record',\n",
              "  'NHL 2K7',\n",
              "  'Star Wars: Clone Wars',\n",
              "  'Warriors Orochi 2',\n",
              "  'Just Dance 3',\n",
              "  \"The King of Fighters '95\",\n",
              "  'Sword Art Online: Lost Song',\n",
              "  'The Lord of the Rings: The Third Age',\n",
              "  \"Assassin's Creed II\",\n",
              "  'PDC World Championship Darts 2008',\n",
              "  'Mercenaries 2: World in Flames',\n",
              "  'EA Sports Active 2',\n",
              "  'Defiance',\n",
              "  'F1 2010',\n",
              "  'Power Rangers: Dino Thunder',\n",
              "  'Nicktoons: MLB',\n",
              "  'One Piece: Pirate Warriors 3',\n",
              "  'Dynasty Warriors: Gundam 2',\n",
              "  'MLB 15: The Show',\n",
              "  \"Assassin's Creed: Unity\",\n",
              "  'Blazblue: Continuum Shift Extend',\n",
              "  'True Crime: New York City',\n",
              "  'The Legend of Heroes: Trails in the Sky Third Chapter',\n",
              "  'Enter the Matrix',\n",
              "  \"Grey's Anatomy: The Video Game\",\n",
              "  'Toukiden 2',\n",
              "  'The Elder Scrolls Online',\n",
              "  'Lost Planet 3',\n",
              "  \"Tom Clancy's HAWX\",\n",
              "  'NASCAR Thunder 2003',\n",
              "  'Resident Evil 5',\n",
              "  'SpongeBob SquarePants: Creature from the Krusty Krab',\n",
              "  'College Hoops 2K8',\n",
              "  'SSX',\n",
              "  'Terminator 3: The Redemption',\n",
              "  'Rapala Pro Fishing',\n",
              "  'Inversion',\n",
              "  'Mega Man Anniversary Collection',\n",
              "  'Just Cause 2',\n",
              "  'Sphinx and the Cursed Mummy',\n",
              "  'Bratz: Rock Angelz',\n",
              "  \"Dragon Quest Heroes II: Twin Kings and the Prophecy's End\",\n",
              "  'Virtua Tennis 2009',\n",
              "  'Fireblade',\n",
              "  'Dynasty Warriors 6',\n",
              "  'Supremacy MMA',\n",
              "  'Arcana Heart 3',\n",
              "  'Wreckless: ThE YaKuza MisSiOns',\n",
              "  'Mafia',\n",
              "  'Bad Boys: Miami Takedown',\n",
              "  'The Legend of Heroes: Trails in the Sky First Chapter',\n",
              "  'Plants vs. Zombies: Garden Warfare 2',\n",
              "  \"Cabela's Dangerous Hunts 2\",\n",
              "  'NBA 2K6',\n",
              "  'The Witcher 3: Wild Hunt',\n",
              "  'Midway Arcade Treasures 2',\n",
              "  'NBA Live 2005',\n",
              "  'Ready 2 Rumble Boxing: Round 2',\n",
              "  'Ultimate Marvel vs. Capcom 3',\n",
              "  'Angry Birds Trilogy',\n",
              "  'Freaky Flyers',\n",
              "  'NBA 2K8',\n",
              "  'Resident Evil',\n",
              "  'V-Rally 3',\n",
              "  'MVP Baseball 2005',\n",
              "  'Deadliest Catch: Sea of Chaos',\n",
              "  'Heavy Fire: Afghanistan',\n",
              "  'Nicktoons: Attack of the Toybots',\n",
              "  'NASCAR 2005: Chase for the Cup',\n",
              "  '428: Fuusa Sareta Shibuya de',\n",
              "  'NHL 2004',\n",
              "  'Mortal Kombat: Deception',\n",
              "  \"Dora's Big Birthday Adventure\",\n",
              "  '[Prototype 2]',\n",
              "  'NCAA Football 2004',\n",
              "  'The Crew: Wild Run',\n",
              "  \"Disney's The Haunted Mansion\",\n",
              "  'Singularity',\n",
              "  'Utawarerumono: Futari no Hakuoro',\n",
              "  'Theme Park',\n",
              "  '50 Cent: Bulletproof',\n",
              "  'Tiger Woods PGA Tour 2003',\n",
              "  'Dead Space 2',\n",
              "  'NBA Live 10',\n",
              "  'Brink',\n",
              "  'Warhammer 40,000: Space Marine',\n",
              "  'Burnout',\n",
              "  'Divinity: Original Sin',\n",
              "  'NHL Hitz Pro',\n",
              "  \"Assassin's Creed Syndicate\",\n",
              "  'Jurassic Park: Operation Genesis',\n",
              "  'Kingdoms of Amalur: Reckoning',\n",
              "  'Goblin Commander: Unleash the Horde',\n",
              "  'NHL Hitz 20-02',\n",
              "  'The Walking Dead: Survival Instinct',\n",
              "  'Transformers: Fall of Cybertron',\n",
              "  'Medal of Honor: Warfighter',\n",
              "  'Dishonored 2',\n",
              "  'Street Hoops',\n",
              "  'Top Gun: Combat Zones',\n",
              "  'Homefront: The Revolution',\n",
              "  'Fallout 4',\n",
              "  'Puzzle Challenge: Crosswords and More!',\n",
              "  'The Elder Scrolls IV: Oblivion',\n",
              "  'Burnout 2: Point of Impact',\n",
              "  'Little Busters! Converted Edition',\n",
              "  'NFL Street',\n",
              "  'The Legend of Spyro: The Eternal Night',\n",
              "  \"Cabela's Adventure Camp\",\n",
              "  'Driv3r',\n",
              "  'Risen 2: Dark Waters',\n",
              "  'Marvel vs. Capcom 2: New Age of Heroes',\n",
              "  \"Cabela's Big Game Hunter 2012\",\n",
              "  'Def Jam: Fight for NY',\n",
              "  'NHL Hitz 20-03',\n",
              "  'Corvette',\n",
              "  'Odin Sphere: Leifthrasir',\n",
              "  'Kane & Lynch 2: Dog Days',\n",
              "  'Winter Sports 3: The Great Tournament',\n",
              "  'Battlefield 3',\n",
              "  'Ford Racing Off Road',\n",
              "  'PDC World Championship Darts: Pro Tour',\n",
              "  'Sniper: Ghost Warrior 2',\n",
              "  'The Incredibles',\n",
              "  'Red Faction: Armageddon',\n",
              "  'Green Day: Rock Band',\n",
              "  'Final Fantasy XIV: A Realm Reborn',\n",
              "  'Second Sight',\n",
              "  'Atelier Sophie: The Alchemist of the Mysterious Book',\n",
              "  'The Cursed Crusade',\n",
              "  'Barbie and Her Sisters Puppy Rescue',\n",
              "  'The Simpsons: Hit & Run',\n",
              "  'True Crime: Streets of LA',\n",
              "  'NHL 2K6',\n",
              "  'X-Men Origins: Wolverine - Uncaged Edition',\n",
              "  \"Disney's Winnie the Pooh's Rumbly Tumbly Adventure\",\n",
              "  'MLB 14: The Show',\n",
              "  'FIFA Street 3',\n",
              "  'Barbie Horse Adventures: Riding Camp',\n",
              "  'Enemy Territory: Quake Wars',\n",
              "  'Wasteland 2',\n",
              "  'Pro Yaky? Spirits 2010',\n",
              "  'BioShock',\n",
              "  'Dynasty Warriors: Strikeforce',\n",
              "  'Mortal Kombat X',\n",
              "  'The Polar Express',\n",
              "  'Shovel Knight',\n",
              "  \"Cabela's Legendary Adventures\",\n",
              "  'Alpha Protocol',\n",
              "  'World Championship Poker 2: Featuring Howard Lederer',\n",
              "  'Alvin and the Chipmunks',\n",
              "  'NBA 2K2',\n",
              "  'Dead Rising',\n",
              "  'Project CARS',\n",
              "  'Mafia III',\n",
              "  'Ridge Racer',\n",
              "  'Pro Yaky? Spirits 2012',\n",
              "  'Venetica',\n",
              "  'Call of Duty: Infinite Warfare',\n",
              "  'Aliens vs Predator',\n",
              "  'Intellivision Lives!',\n",
              "  'Medal of Honor: Rising Sun',\n",
              "  'Penguins of Madagascar',\n",
              "  'Man vs. Wild',\n",
              "  'Scrabble',\n",
              "  'Pac-Man World Rally',\n",
              "  'Portal 2',\n",
              "  'Max Payne 2: The Fall of Max Payne',\n",
              "  'MotoGP 15',\n",
              "  \"Tom Clancy's Rainbow Six 3\",\n",
              "  'Turok',\n",
              "  'Just Cause',\n",
              "  'The Darkness II',\n",
              "  'UFC Personal Trainer: The Ultimate Fitness System',\n",
              "  'Titanfall',\n",
              "  'The King of Fighters Collection: The Orochi Saga',\n",
              "  'MotoGP 08',\n",
              "  \"Tom Clancy's Rainbow Six: Vegas 2\",\n",
              "  'Goosebumps HorrorLand',\n",
              "  \"Pirates of the Caribbean: Dead Man's Chest\",\n",
              "  'Shrek 2',\n",
              "  'Sonic & Sega All-Stars Racing',\n",
              "  'The Incredible Hulk: Ultimate Destruction',\n",
              "  'Backyard Baseball',\n",
              "  'Life is Strange',\n",
              "  'Disney Planes Fire & Rescue',\n",
              "  'Pro Yaky? Spirits 2013',\n",
              "  \"Army Men: Sarge's Heroes 2\",\n",
              "  'Crysis 3',\n",
              "  'MLB 09: The Show',\n",
              "  'College Hoops 2K6',\n",
              "  'Indigo Prophecy',\n",
              "  'The X-Factor',\n",
              "  'MLB 10: The Show',\n",
              "  \"SpongeBob's Truth or Square\",\n",
              "  'Rayman Arena',\n",
              "  'Jikkyou Powerful Pro Yakyuu 2013',\n",
              "  'National Geographic Challenge!',\n",
              "  'Dragon Age II',\n",
              "  'Conflict: Denied Ops',\n",
              "  'NFL Blitz 20-02',\n",
              "  \"Spyro: A Hero's Tail\",\n",
              "  'Nicktoons: Unite!',\n",
              "  'James Bond 007: Agent Under Fire',\n",
              "  'SpongeBob SquarePants: Revenge of the Flying Dutchman',\n",
              "  'Shadow The Hedgehog',\n",
              "  'Vexx',\n",
              "  'NFL Blitz 20-03',\n",
              "  'Dynasty Warriors 8: Xtreme Legends',\n",
              "  'NBA Live 2004',\n",
              "  \"Akiba's Trip: Undead & Undressed\",\n",
              "  'Manhunt 2',\n",
              "  'Monopoly Party',\n",
              "  'Crash Bandicoot: The Wrath of Cortex',\n",
              "  'NBA 07',\n",
              "  'F1 2015',\n",
              "  'Medal of Honor: Frontline',\n",
              "  'F1 Race Stars',\n",
              "  'NFL Street 2',\n",
              "  ...],\n",
              " 'Platform': ['PS2',\n",
              "  'DS',\n",
              "  'PS3',\n",
              "  'Wii',\n",
              "  'X360',\n",
              "  'PSP',\n",
              "  'PS',\n",
              "  'PC',\n",
              "  'XB',\n",
              "  'GBA',\n",
              "  'GC',\n",
              "  '3DS',\n",
              "  'PSV',\n",
              "  'PS4',\n",
              "  'N64',\n",
              "  'XOne',\n",
              "  'SNES',\n",
              "  'SAT',\n",
              "  'WiiU',\n",
              "  '2600',\n",
              "  'GB',\n",
              "  'NES',\n",
              "  'DC',\n",
              "  'GEN',\n",
              "  'NG',\n",
              "  'SCD',\n",
              "  'WS',\n",
              "  '3DO',\n",
              "  'TG16',\n",
              "  'PCFX',\n",
              "  'GG'],\n",
              " 'Publisher': ['Electronic Arts',\n",
              "  'Activision',\n",
              "  'Namco Bandai Games',\n",
              "  'Ubisoft',\n",
              "  'Konami Digital Entertainment',\n",
              "  'THQ',\n",
              "  'Nintendo',\n",
              "  'Sony Computer Entertainment',\n",
              "  'Sega',\n",
              "  'Take-Two Interactive',\n",
              "  'Capcom',\n",
              "  'Atari',\n",
              "  'Tecmo Koei',\n",
              "  'Warner Bros. Interactive Entertainment',\n",
              "  'Square Enix',\n",
              "  'Disney Interactive Studios',\n",
              "  'Unknown',\n",
              "  'Midway Games',\n",
              "  'Eidos Interactive',\n",
              "  '505 Games',\n",
              "  'Microsoft Game Studios',\n",
              "  'Acclaim Entertainment',\n",
              "  'D3Publisher',\n",
              "  'Vivendi Games',\n",
              "  'Codemasters',\n",
              "  'Idea Factory',\n",
              "  'Deep Silver',\n",
              "  'Nippon Ichi Software',\n",
              "  'Zoo Digital Publishing',\n",
              "  'Majesco Entertainment',\n",
              "  'LucasArts',\n",
              "  'Rising Star Games',\n",
              "  'Hudson Soft',\n",
              "  'Bethesda Softworks',\n",
              "  'Banpresto',\n",
              "  'Crave Entertainment',\n",
              "  'Atlus',\n",
              "  '5pb',\n",
              "  'Infogrames',\n",
              "  'Virgin Interactive',\n",
              "  'Ignition Entertainment',\n",
              "  'Focus Home Interactive',\n",
              "  'Marvelous Interactive',\n",
              "  'Empire Interactive',\n",
              "  'SquareSoft',\n",
              "  'Kadokawa Shoten',\n",
              "  'GT Interactive',\n",
              "  'PQube',\n",
              "  'Destineer',\n",
              "  'DTP Entertainment',\n",
              "  'Alchemist',\n",
              "  'MTV Games',\n",
              "  'Global Star',\n",
              "  'Takara Tomy',\n",
              "  'Nordic Games',\n",
              "  'Spike',\n",
              "  'SouthPeak Games',\n",
              "  'TDK Mediactive',\n",
              "  '3DO',\n",
              "  'BAM! Entertainment',\n",
              "  'Black Bean Games',\n",
              "  'Zoo Games',\n",
              "  'Psygnosis',\n",
              "  'Game Factory',\n",
              "  'Mindscape',\n",
              "  'Enix Corporation',\n",
              "  'Interplay',\n",
              "  'Prototype',\n",
              "  'Kalypso Media',\n",
              "  'Activision Value',\n",
              "  'FuRyu',\n",
              "  'Level 5',\n",
              "  'Telltale Games',\n",
              "  'Arc System Works',\n",
              "  'Avanquest',\n",
              "  'Little Orbit',\n",
              "  'Midas Interactive Entertainment',\n",
              "  'Jaleco',\n",
              "  'Aqua Plus',\n",
              "  'Paradox Interactive',\n",
              "  'Universal Interactive',\n",
              "  'JoWood Productions',\n",
              "  'Broccoli',\n",
              "  'SNK',\n",
              "  'Oxygen Interactive',\n",
              "  'Compile Heart',\n",
              "  'Kemco',\n",
              "  'ASCII Entertainment',\n",
              "  'Success',\n",
              "  'Taito',\n",
              "  'Titus',\n",
              "  'Storm City Games',\n",
              "  'City Interactive',\n",
              "  'Zushi Games',\n",
              "  'SNK Playmore',\n",
              "  'ChunSoft',\n",
              "  'Tomy Corporation',\n",
              "  'Natsume',\n",
              "  'Rocket Company',\n",
              "  'Koch Media',\n",
              "  'O-Games',\n",
              "  'SCi',\n",
              "  'DreamCatcher Interactive',\n",
              "  'Hasbro Interactive',\n",
              "  'Takara',\n",
              "  'GSP',\n",
              "  'Kadokawa Games',\n",
              "  'Imagineer',\n",
              "  'UFO Interactive',\n",
              "  'Falcom Corporation',\n",
              "  'Mastiff',\n",
              "  'Sony Computer Entertainment Europe',\n",
              "  'From Software',\n",
              "  'Ghostlight',\n",
              "  'PopCap Games',\n",
              "  'Milestone S.r.l.',\n",
              "  'Enterbrain',\n",
              "  'Quinrose',\n",
              "  'CyberFront',\n",
              "  '989 Studios',\n",
              "  'Playlogic Game Factory',\n",
              "  'System 3 Arcade Software',\n",
              "  'Play It',\n",
              "  'Conspiracy Entertainment',\n",
              "  'Rondomedia',\n",
              "  'Ubisoft Annecy',\n",
              "  'Ocean',\n",
              "  'Gust',\n",
              "  'GungHo',\n",
              "  'Acquire',\n",
              "  'Bigben Interactive',\n",
              "  'Nobilis',\n",
              "  'Human Entertainment',\n",
              "  'Mastertronic',\n",
              "  'XS Games',\n",
              "  'Metro 3D',\n",
              "  'Irem Software Engineering',\n",
              "  'Destination Software, Inc',\n",
              "  'Mattel Interactive',\n",
              "  'Marvelous Entertainment',\n",
              "  'Microids',\n",
              "  'Yeti',\n",
              "  'GameMill Entertainment',\n",
              "  'Sammy Corporation',\n",
              "  'Hudson Entertainment',\n",
              "  'Ackkstudios',\n",
              "  'Scholastic Inc.',\n",
              "  'Sunsoft',\n",
              "  'Starfish',\n",
              "  'Cave',\n",
              "  'Xplosiv',\n",
              "  'Brash Entertainment',\n",
              "  'Victor Interactive',\n",
              "  'NewKidCo',\n",
              "  'Sting',\n",
              "  'ASCII Media Works',\n",
              "  'Gathering of Developers',\n",
              "  'Foreign Media Games',\n",
              "  'Gremlin Interactive Ltd',\n",
              "  'Popcorn Arcade',\n",
              "  'ArtDink',\n",
              "  'Avanquest Software',\n",
              "  'RTL',\n",
              "  'Agetec',\n",
              "  'Fox Interactive',\n",
              "  'Asgard',\n",
              "  'Aksys Games',\n",
              "  'Genki',\n",
              "  'Telegames',\n",
              "  'MTO',\n",
              "  'Sony Online Entertainment',\n",
              "  'NEC Interchannel',\n",
              "  'JVC',\n",
              "  'Evolved Games',\n",
              "  'Aspyr',\n",
              "  'Gotham Games',\n",
              "  'LEGO Media',\n",
              "  'Reef Entertainment',\n",
              "  'Idea Factory International',\n",
              "  'Nippon Columbia',\n",
              "  'Astragon',\n",
              "  'Tru Blu Entertainment',\n",
              "  'Epoch',\n",
              "  'Valcon Games',\n",
              "  'Nihon Falcom Corporation',\n",
              "  'Rage Software',\n",
              "  'BMG Interactive Entertainment',\n",
              "  'Big Ben Interactive',\n",
              "  'Neko Entertainment',\n",
              "  'Hackberry',\n",
              "  'Parker Bros.',\n",
              "  'Benesse',\n",
              "  'Russel',\n",
              "  'Alternative Software',\n",
              "  'Square',\n",
              "  'Asylum Entertainment',\n",
              "  'Compile',\n",
              "  'Avalon Interactive',\n",
              "  'NCSoft',\n",
              "  'Mumbo Jumbo',\n",
              "  'Graffiti',\n",
              "  'Swing! Entertainment',\n",
              "  'Seta Corporation',\n",
              "  'Microprose',\n",
              "  'Paon',\n",
              "  'CDV Software Entertainment',\n",
              "  'Screenlife',\n",
              "  'Kaga Create',\n",
              "  'dramatic create',\n",
              "  'Blast! Entertainment Ltd',\n",
              "  'Comfort',\n",
              "  'Happinet',\n",
              "  'Pinnacle',\n",
              "  'Media Works',\n",
              "  'Hip Interactive',\n",
              "  'DSI Games',\n",
              "  'Mojang',\n",
              "  'AQ Interactive',\n",
              "  'Crystal Dynamics',\n",
              "  'Home Entertainment Suppliers',\n",
              "  'The Adventure Company',\n",
              "  'Tommo',\n",
              "  '20th Century Fox Video Games',\n",
              "  'Milestone S.r.l',\n",
              "  'Shogakukan',\n",
              "  'ESP',\n",
              "  'Mentor Interactive',\n",
              "  'IE Institute',\n",
              "  'Coleco',\n",
              "  'Xseed Games',\n",
              "  'Time Warner Interactive',\n",
              "  'TDK Core',\n",
              "  'bitComposer Games',\n",
              "  'Nordcurrent',\n",
              "  'Wanadoo',\n",
              "  'Funbox Media',\n",
              "  'FuRyu Corporation',\n",
              "  'System Soft',\n",
              "  'U.S. Gold',\n",
              "  'Trion Worlds',\n",
              "  'Video System',\n",
              "  'Imagic',\n",
              "  'Laguna',\n",
              "  'TopWare Interactive',\n",
              "  'Daito',\n",
              "  'RedOctane',\n",
              "  'Yacht Club Games',\n",
              "  'Mercury Games',\n",
              "  'Interchannel',\n",
              "  'Global A Entertainment',\n",
              "  'Pioneer LDC',\n",
              "  'Funsta',\n",
              "  'Touchstone',\n",
              "  'Gamecock',\n",
              "  'TGL',\n",
              "  'LSP Games',\n",
              "  'Knowledge Adventure',\n",
              "  'Focus Multimedia',\n",
              "  'Encore',\n",
              "  'Sunrise Interactive',\n",
              "  'Phenomedia',\n",
              "  'Slitherine Software',\n",
              "  'PlayV',\n",
              "  'KID',\n",
              "  'Excalibur Publishing',\n",
              "  'ValuSoft',\n",
              "  'Culture Brain',\n",
              "  'Essential Games',\n",
              "  'GN Software',\n",
              "  'Tradewest',\n",
              "  'Aruze Corp',\n",
              "  'Valve Software',\n",
              "  'NCS',\n",
              "  'MC2 Entertainment',\n",
              "  'NovaLogic',\n",
              "  'Iceberg Interactive',\n",
              "  'Myelin Media',\n",
              "  'Tigervision',\n",
              "  'Media Rings',\n",
              "  '1C Company',\n",
              "  'Vir2L Studios',\n",
              "  'Daedalic',\n",
              "  'Data Design Interactive',\n",
              "  '7G//AMES',\n",
              "  'Red Storm Entertainment',\n",
              "  'ASC Games',\n",
              "  'Sony Computer Entertainment America',\n",
              "  'Rebellion Developments',\n",
              "  'Minato Station',\n",
              "  'Tivola',\n",
              "  'Micro Cabin',\n",
              "  '10TACLE Studios',\n",
              "  'Asmik Ace Entertainment',\n",
              "  'Jester Interactive',\n",
              "  'DHM Interactive',\n",
              "  \"Yuke's\",\n",
              "  'Agatsuma Entertainment',\n",
              "  'O3 Entertainment',\n",
              "  'Accolade',\n",
              "  'Daedalic Entertainment',\n",
              "  'Experience Inc.',\n",
              "  'Princess Soft',\n",
              "  'Arika',\n",
              "  'Licensed 4U',\n",
              "  'Insomniac Games',\n",
              "  'Slightly Mad Studios',\n",
              "  'Jack of All Games',\n",
              "  'Hect',\n",
              "  'Telstar',\n",
              "  'Aerosoft',\n",
              "  'Indie Games',\n",
              "  'Angel Studios',\n",
              "  'Ascaron Entertainment GmbH',\n",
              "  'Maxis',\n",
              "  'Xicat Interactive',\n",
              "  'Mad Catz',\n",
              "  'NEC',\n",
              "  'Mud Duck Productions',\n",
              "  'Jorudan',\n",
              "  'Creative Core',\n",
              "  'P2 Games',\n",
              "  'Nippon Telenet',\n",
              "  'Vatical Entertainment',\n",
              "  'Pack-In-Video',\n",
              "  'Nitroplus',\n",
              "  'Coconuts Japan',\n",
              "  'Elf',\n",
              "  'Hamster Corporation',\n",
              "  'Rebellion',\n",
              "  'Alawar Entertainment',\n",
              "  'Blue Byte',\n",
              "  'Data East',\n",
              "  'Devolver Digital',\n",
              "  'Sonnet',\n",
              "  'Media Factory',\n",
              "  'Liquid Games',\n",
              "  'HMH Interactive',\n",
              "  'Tripwire Interactive',\n",
              "  'NetRevo',\n",
              "  'Dusenberry Martin Racing',\n",
              "  'Asmik Corp',\n",
              "  'Zenrin',\n",
              "  'Dorart',\n",
              "  'Funcom',\n",
              "  'imageepoch Inc.',\n",
              "  'CCP',\n",
              "  'Electronic Arts Victor',\n",
              "  'Datam Polystar',\n",
              "  'BPS',\n",
              "  'Misawa',\n",
              "  'Mamba Games',\n",
              "  'Data Age',\n",
              "  'G.Rev',\n",
              "  'MLB.com',\n",
              "  'Core Design Ltd.',\n",
              "  'Magix',\n",
              "  'Harmonix Music Systems',\n",
              "  'responDESIGN',\n",
              "  'Flashpoint Games',\n",
              "  'Syscom',\n",
              "  'Arena Entertainment',\n",
              "  'Lexicon Entertainment',\n",
              "  'Office Create',\n",
              "  'Groove Games',\n",
              "  'Red Orb',\n",
              "  'Sold Out',\n",
              "  'Crimson Cow',\n",
              "  'Gainax Network Systems',\n",
              "  'Square Enix ',\n",
              "  'Vic Tokai',\n",
              "  'System 3',\n",
              "  'Athena',\n",
              "  'Gakken',\n",
              "  'Edia',\n",
              "  'Sweets',\n",
              "  'Performance Designed Products',\n",
              "  'HuneX',\n",
              "  'Stainless Games',\n",
              "  'Flight-Plan',\n",
              "  'Gearbox Software',\n",
              "  'Game Life',\n",
              "  'Gamebridge',\n",
              "  'Introversion Software',\n",
              "  'Big Fish Games',\n",
              "  'Revolution Software',\n",
              "  'Easy Interactive',\n",
              "  'Alvion',\n",
              "  'Virtual Play Games',\n",
              "  'Views',\n",
              "  'Moss',\n",
              "  'Yamasa Entertainment',\n",
              "  'Cloud Imperium Games Corporation',\n",
              "  'CTO SpA',\n",
              "  'Sony Music Entertainment',\n",
              "  'CokeM Interactive',\n",
              "  'Phantom EFX',\n",
              "  'Navarre Corp',\n",
              "  'Mycom',\n",
              "  'FunSoft',\n",
              "  'Pack In Soft',\n",
              "  'The Learning Company',\n",
              "  'inXile Entertainment',\n",
              "  'Visco',\n",
              "  'Men-A-Vision',\n",
              "  'King Records',\n",
              "  'Strategy First',\n",
              "  'Aques',\n",
              "  'Seventh Chord',\n",
              "  'Milestone',\n",
              "  'Wizard Video Games',\n",
              "  'Game Arts',\n",
              "  'Adeline Software',\n",
              "  'Maximum Family Games',\n",
              "  'Merscom LLC',\n",
              "  'Xing Entertainment',\n",
              "  'Commseed',\n",
              "  'SCS Software',\n",
              "  '2D Boy',\n",
              "  'Fields',\n",
              "  'SSI',\n",
              "  'Axela',\n",
              "  'Universal Gamex',\n",
              "  'Tetris Online',\n",
              "  'Sears',\n",
              "  'Paradox Development',\n",
              "  'Ecole',\n",
              "  'TalonSoft',\n",
              "  'Quest',\n",
              "  'General Entertainment',\n",
              "  'Fuji',\n",
              "  'Square EA',\n",
              "  'ITT Family Games',\n",
              "  'Yumedia',\n",
              "  'Wargaming.net',\n",
              "  'UEP Systems',\n",
              "  'Locus',\n",
              "  'Sunflowers',\n",
              "  'Hearty Robin',\n",
              "  'Fortyfive',\n",
              "  'T&E Soft',\n",
              "  'Culture Publishers',\n",
              "  'Legacy Interactive',\n",
              "  'PopTop Software',\n",
              "  'Image Epoch',\n",
              "  'RED Entertainment',\n",
              "  'Number None',\n",
              "  'GOA',\n",
              "  'Magical Company',\n",
              "  'Valve',\n",
              "  'Epic Games',\n",
              "  'Saurus',\n",
              "  'EA Games',\n",
              "  '989 Sports',\n",
              "  'HAL Laboratory',\n",
              "  'MediaQuest',\n",
              "  'Glams',\n",
              "  'Quelle',\n",
              "  'Technos Japan Corporation',\n",
              "  'Interplay Productions',\n",
              "  'Gameloft',\n",
              "  'Team17 Software',\n",
              "  'American Softworks',\n",
              "  'Crytek',\n",
              "  'Bomb',\n",
              "  'NDA Productions',\n",
              "  'White Park Bay Software',\n",
              "  'Activision Blizzard',\n",
              "  'mixi, Inc',\n",
              "  'Marvel Entertainment',\n",
              "  'Otomate',\n",
              "  'Monte Christo Multimedia',\n",
              "  'Mystique',\n",
              "  'Starpath Corp.',\n",
              "  'Nichibutsu',\n",
              "  '49Games',\n",
              "  'Playmore',\n",
              "  'Interworks Unlimited, Inc.',\n",
              "  'Mitsui',\n",
              "  'Cygames',\n",
              "  'Aria',\n",
              "  'Takuyo',\n",
              "  'Illusion Softworks',\n",
              "  'Grand Prix Games',\n",
              "  'Quintet',\n",
              "  'Pony Canyon',\n",
              "  'Piacci',\n",
              "  'Imageworks',\n",
              "  'Ivolgamus',\n",
              "  'Revolution (Japan)',\n",
              "  'Summitsoft',\n",
              "  'WayForward Technologies',\n",
              "  'Panther Software',\n",
              "  'Elite',\n",
              "  'Kando Games',\n",
              "  'Lighthouse Interactive',\n",
              "  'DigiCube',\n",
              "  'Ongakukan',\n",
              "  'Nippon Amuse',\n",
              "  'Plenty',\n",
              "  'Vap',\n",
              "  'Giza10',\n",
              "  'Ascaron Entertainment',\n",
              "  'Simon & Schuster Interactive',\n",
              "  'TOHO',\n",
              "  'Gaga',\n",
              "  'Codemasters Online',\n",
              "  'Masque Publishing',\n",
              "  'Red Flagship',\n",
              "  'Boost On',\n",
              "  'Bohemia Interactive',\n",
              "  'Michaelsoft',\n",
              "  'CBS Electronics',\n",
              "  'Ultravision',\n",
              "  'iWin',\n",
              "  'Marvelous Games',\n",
              "  'Nexon',\n",
              "  'CPG Products',\n",
              "  'Phantagram',\n",
              "  'Answer Software',\n",
              "  'Riverhillsoft',\n",
              "  'DreamWorks Interactive',\n",
              "  'Hello Games',\n",
              "  'GameTek',\n",
              "  'Just Flight',\n",
              "  'Interchannel-Holon',\n",
              "  'Kool Kizz',\n",
              "  'Games Workshop',\n",
              "  'Genterprise',\n",
              "  'PM Studios',\n",
              "  'id Software',\n",
              "  'Pow',\n",
              "  'Altron',\n",
              "  'Playmates',\n",
              "  'Karin Entertainment',\n",
              "  'Detn8 Games',\n",
              "  'Her Interactive',\n",
              "  'Extreme Entertainment Group',\n",
              "  'Palcom',\n",
              "  'Kids Station',\n",
              "  'TYO',\n",
              "  'Kamui',\n",
              "  'Westwood Studios',\n",
              "  'Graphsim Entertainment',\n",
              "  'UIG Entertainment',\n",
              "  'Inti Creates',\n",
              "  'Max Five',\n",
              "  'Type-Moon',\n",
              "  'KSS',\n",
              "  'Imax',\n",
              "  'Havas Interactive',\n",
              "  'Paon Corporation',\n",
              "  'Berkeley',\n",
              "  'Ertain',\n",
              "  'Warashi',\n",
              "  'Mirai Shounen',\n",
              "  'Giga',\n",
              "  'Enjoy Gaming ltd.',\n",
              "  'Media Entertainment',\n",
              "  'Warp',\n",
              "  'Origin Systems',\n",
              "  'Evolution Games',\n",
              "  'Phoenix Games',\n",
              "  'Abylight',\n",
              "  'Societa',\n",
              "  'Kokopeli Digital Studios',\n",
              "  'Imadio',\n",
              "  'New',\n",
              "  'TechnoSoft',\n",
              "  'Naxat Soft',\n",
              "  'Black Label Games',\n",
              "  'Griffin International',\n",
              "  'Headup Games',\n",
              "  'New World Computing',\n",
              "  'SPS',\n",
              "  'ASK',\n",
              "  'Tryfirst',\n",
              "  'fonfun',\n",
              "  'On Demand',\n",
              "  'BushiRoad',\n",
              "  'EON Digital Entertainment',\n",
              "  'Pacific Century Cyber Works'],\n",
              " 'Rating': ['E', 'T', 'M', 'E10+', 'EC', 'RP', 'K-A', 'AO']}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LMt4Zofyw9Aq"
      },
      "source": [
        "# Modelo de regresión"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QGzdEV_jw_Fw",
        "outputId": "5042baee-5c44-407a-eb53-b12f1942e955",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 615
        }
      },
      "source": [
        "from sklearn.pipeline import Pipeline\n",
        "from sklearn.linear_model import LinearRegression,SGDRegressor\n",
        "\n",
        "steps = [('preproceso',dummy_games(col_scores=col_scores,cat_usr=cat_names)), \n",
        "         ('regresion',LinearRegression())\n",
        "         ]\n",
        "metodo_full = Pipeline(steps=steps)\n",
        "metodo_full\n",
        "\n",
        "metodo_full.fit(df_train,ytrain) #entrena todos los pasos"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Pipeline(memory=None,\n",
              "         steps=[('preproceso',\n",
              "                 dummy_games(cat_usr={'Developer': ['Ubisoft', 'EA Sports',\n",
              "                                                    'EA Canada', 'Konami',\n",
              "                                                    'Capcom', 'EA Tiburon',\n",
              "                                                    'Electronic Arts',\n",
              "                                                    'Ubisoft Montreal',\n",
              "                                                    'Visual Concepts',\n",
              "                                                    'Omega Force',\n",
              "                                                    \"Traveller's Tales\",\n",
              "                                                    'Vicarious Visions',\n",
              "                                                    'Activision', 'TT Games',\n",
              "                                                    'Nintendo', 'THQ', 'Namco',\n",
              "                                                    'Codemasters',\n",
              "                                                    'Artificial Mind and '\n",
              "                                                    'Movement',\n",
              "                                                    'Midway', \"Yuke's\"...\n",
              "                                                    'Microsoft Game Studios',\n",
              "                                                    'Acclaim Entertainment',\n",
              "                                                    'D3Publisher',\n",
              "                                                    'Vivendi Games',\n",
              "                                                    'Codemasters',\n",
              "                                                    'Idea Factory',\n",
              "                                                    'Deep Silver',\n",
              "                                                    'Nippon Ichi Software',\n",
              "                                                    'Zoo Digital Publishing',\n",
              "                                                    'Majesco Entertainment', ...],\n",
              "                                      'Rating': ['E', 'T', 'M', 'E10+', 'EC',\n",
              "                                                 'RP', 'K-A', 'AO']},\n",
              "                             col_scores=None)),\n",
              "                ('regresion',\n",
              "                 LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n",
              "                                  normalize=False))],\n",
              "         verbose=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 92
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FurvbL9dxS4Z",
        "outputId": "c36c3080-fe46-4706-d34a-bc7a5f3881d8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 87
        }
      },
      "source": [
        "ytest_e = metodo_full.predict(df_test)\n",
        "metodo_full[1].coef_\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([-2.74174703e-05, -1.91477815e-02, -2.40921462e-02, -3.33722355e-03,\n",
              "       -6.37800859e-04, -5.70590914e-01, -6.56781853e-01, -5.65986002e-01,\n",
              "       -4.94396391e-01,  5.60369444e-01,  4.50001873e-02,  3.83014310e-02,\n",
              "       -4.10578394e-04,  4.79564218e-04,  2.46802776e-01])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 93
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KQBpLMX7qkRI",
        "outputId": "9275f655-ebbc-4dc9-aec8-679655164781",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "len(ytest)\n",
        "len(ytest_e)\n",
        "np.linalg.norm(ytest-ytest_e)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "78.07562072312724"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 94
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1kJOs6KNrIwc",
        "outputId": "99546190-f06c-45e1-a4e0-42a162beb241",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "ytest"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([4.98947368, 7.2       , 4.98947368, ..., 4.98947368, 4.98947368,\n",
              "       8.2       ])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 95
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kSr1Ug_VrNSZ",
        "outputId": "d7898ce2-417d-4667-e825-fb3655aeaed1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "ytest_e"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([5.43908419, 6.45765582, 5.40505281, ..., 5.37554543, 5.66310132,\n",
              "       6.36164577])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 96
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4_Ni2Ne5xaXg",
        "outputId": "8adcd060-e0de-48ee-a22c-4a2a1c62749c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        }
      },
      "source": [
        "df_test.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 5016 entries, 5562 to 804\n",
            "Data columns (total 15 columns):\n",
            " #   Column           Non-Null Count  Dtype  \n",
            "---  ------           --------------  -----  \n",
            " 0   Name             5015 non-null   object \n",
            " 1   Platform         5016 non-null   object \n",
            " 2   Year_of_Release  4923 non-null   float64\n",
            " 3   Genre            5015 non-null   object \n",
            " 4   Publisher        4999 non-null   object \n",
            " 5   NA_Sales         5016 non-null   float64\n",
            " 6   EU_Sales         5016 non-null   float64\n",
            " 7   JP_Sales         5016 non-null   float64\n",
            " 8   Other_Sales      5016 non-null   float64\n",
            " 9   Global_Sales     5016 non-null   float64\n",
            " 10  Critic_Score     2446 non-null   float64\n",
            " 11  Critic_Count     2446 non-null   float64\n",
            " 12  User_Count       2268 non-null   float64\n",
            " 13  Developer        3013 non-null   object \n",
            " 14  Rating           2971 non-null   object \n",
            "dtypes: float64(9), object(6)\n",
            "memory usage: 627.0+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kbHnzxCbxeBK",
        "outputId": "0f647baa-5f78-4551-c4a2-44713e1b79db",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        }
      },
      "source": [
        "plt.scatter(ytest,ytest_e)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f64b4a08828>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 98
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zhGx0L9txu_Q",
        "outputId": "51758550-1a45-4efa-9a28-0ad7c3892c5e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "metodo_full.steps[1][1]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 99
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JQpT0AONxy6d",
        "outputId": "8d7a6e9b-7941-419f-c49a-689ce2df771a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 615
        }
      },
      "source": [
        "metodo_full"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Pipeline(memory=None,\n",
              "         steps=[('preproceso',\n",
              "                 dummy_games(cat_usr={'Developer': ['Ubisoft', 'EA Sports',\n",
              "                                                    'EA Canada', 'Konami',\n",
              "                                                    'Capcom', 'EA Tiburon',\n",
              "                                                    'Electronic Arts',\n",
              "                                                    'Ubisoft Montreal',\n",
              "                                                    'Visual Concepts',\n",
              "                                                    'Omega Force',\n",
              "                                                    \"Traveller's Tales\",\n",
              "                                                    'Vicarious Visions',\n",
              "                                                    'Activision', 'TT Games',\n",
              "                                                    'Nintendo', 'THQ', 'Namco',\n",
              "                                                    'Codemasters',\n",
              "                                                    'Artificial Mind and '\n",
              "                                                    'Movement',\n",
              "                                                    'Midway', \"Yuke's\"...\n",
              "                                                    'Microsoft Game Studios',\n",
              "                                                    'Acclaim Entertainment',\n",
              "                                                    'D3Publisher',\n",
              "                                                    'Vivendi Games',\n",
              "                                                    'Codemasters',\n",
              "                                                    'Idea Factory',\n",
              "                                                    'Deep Silver',\n",
              "                                                    'Nippon Ichi Software',\n",
              "                                                    'Zoo Digital Publishing',\n",
              "                                                    'Majesco Entertainment', ...],\n",
              "                                      'Rating': ['E', 'T', 'M', 'E10+', 'EC',\n",
              "                                                 'RP', 'K-A', 'AO']},\n",
              "                             col_scores=None)),\n",
              "                ('regresion',\n",
              "                 LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n",
              "                                  normalize=False))],\n",
              "         verbose=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 100
        }
      ]
    }
  ]
}