video_games_sales(EDA).ipynb

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      "source": [
        "# **EDA on video games sales dataset**"
      ],
      "metadata": {
        "id": "ItLTi5vy29o_"
      }
    },
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      "cell_type": "markdown",
      "source": [
        "**Dataset:** https://www.kaggle.com/datasets/gregorut/videogamesales"
      ],
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        "About Dataset\n",
        "This dataset contains a list of video games with sales greater than 100,000 copies. It was generated by a scrape of vgchartz.com.\n",
        "\n",
        "Fields include\n",
        "\n",
        "Rank - Ranking of overall sales\n",
        "\n",
        "Name - The games name\n",
        "\n",
        "Platform - Platform of the games release (i.e. PC,PS4, etc.)\n",
        "\n",
        "Year - Year of the game's release\n",
        "\n",
        "Genre - Genre of the game\n",
        "\n",
        "Publisher - Publisher of the game\n",
        "\n",
        "NA_Sales - Sales in North America (in millions)\n",
        "\n",
        "EU_Sales - Sales in Europe (in millions)\n",
        "\n",
        "JP_Sales - Sales in Japan (in millions)\n",
        "\n",
        "Other_Sales - Sales in the rest of the world (in millions)\n",
        "\n",
        "Global_Sales - Total worldwide sales.\n",
        "\n",
        "The script to scrape the data is available at https://github.com/GregorUT/vgchartzScrape.\n",
        "It is based on BeautifulSoup using Python.\n",
        "There are 16,598 records. 2 records were dropped due to incomplete information."
      ],
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      "source": [
        "# import the required libraries\n",
        "\n",
        "import numpy as no\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "import warnings\n",
        "from warnings import filterwarnings\n",
        "filterwarnings(\"ignore\")\n",
        "\n",
        "sns.set()"
      ],
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      "source": [
        "data = pd.read_csv(\"/content/vgsales.csv\")\n",
        "data.head()"
      ],
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              "   Rank                      Name Platform    Year         Genre Publisher  \\\n",
              "0     1                Wii Sports      Wii  2006.0        Sports  Nintendo   \n",
              "1     2         Super Mario Bros.      NES  1985.0      Platform  Nintendo   \n",
              "2     3            Mario Kart Wii      Wii  2008.0        Racing  Nintendo   \n",
              "3     4         Wii Sports Resort      Wii  2009.0        Sports  Nintendo   \n",
              "4     5  Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing  Nintendo   \n",
              "\n",
              "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \n",
              "0     41.49     29.02      3.77         8.46         82.74  \n",
              "1     29.08      3.58      6.81         0.77         40.24  \n",
              "2     15.85     12.88      3.79         3.31         35.82  \n",
              "3     15.75     11.01      3.28         2.96         33.00  \n",
              "4     11.27      8.89     10.22         1.00         31.37  "
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              "      <th>3</th>\n",
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              "      <td>Wii Sports Resort</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2009.0</td>\n",
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              "      <th>4</th>\n",
              "      <td>5</td>\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",
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              "               Rank          Year      NA_Sales      EU_Sales      JP_Sales  \\\n",
              "count  16598.000000  16327.000000  16598.000000  16598.000000  16598.000000   \n",
              "mean    8300.605254   2006.406443      0.264667      0.146652      0.077782   \n",
              "std     4791.853933      5.828981      0.816683      0.505351      0.309291   \n",
              "min        1.000000   1980.000000      0.000000      0.000000      0.000000   \n",
              "25%     4151.250000   2003.000000      0.000000      0.000000      0.000000   \n",
              "50%     8300.500000   2007.000000      0.080000      0.020000      0.000000   \n",
              "75%    12449.750000   2010.000000      0.240000      0.110000      0.040000   \n",
              "max    16600.000000   2020.000000     41.490000     29.020000     10.220000   \n",
              "\n",
              "        Other_Sales  Global_Sales  \n",
              "count  16598.000000  16598.000000  \n",
              "mean       0.048063      0.537441  \n",
              "std        0.188588      1.555028  \n",
              "min        0.000000      0.010000  \n",
              "25%        0.000000      0.060000  \n",
              "50%        0.010000      0.170000  \n",
              "75%        0.040000      0.470000  \n",
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              "      <th>mean</th>\n",
              "      <td>8300.605254</td>\n",
              "      <td>2006.406443</td>\n",
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              "      <th>std</th>\n",
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              "      <td>0.505351</td>\n",
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              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
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              "      <td>0.000000</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.010000</td>\n",
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              "      <th>25%</th>\n",
              "      <td>4151.250000</td>\n",
              "      <td>2003.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.060000</td>\n",
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              "      <th>50%</th>\n",
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              "      <td>0.080000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.010000</td>\n",
              "      <td>0.170000</td>\n",
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              "      <th>75%</th>\n",
              "      <td>12449.750000</td>\n",
              "      <td>2010.000000</td>\n",
              "      <td>0.240000</td>\n",
              "      <td>0.110000</td>\n",
              "      <td>0.040000</td>\n",
              "      <td>0.040000</td>\n",
              "      <td>0.470000</td>\n",
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              "      <th>max</th>\n",
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              "      <td>2020.000000</td>\n",
              "      <td>41.490000</td>\n",
              "      <td>29.020000</td>\n",
              "      <td>10.220000</td>\n",
              "      <td>10.570000</td>\n",
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              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-084cb766-6e17-4120-be6d-924db412fa43 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-084cb766-6e17-4120-be6d-924db412fa43');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pCvQ2hbq6ABY",
        "outputId": "0b876ddf-87b1-44ed-a32b-9bf42f58c7c4"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 16598 entries, 0 to 16597\n",
            "Data columns (total 11 columns):\n",
            " #   Column        Non-Null Count  Dtype  \n",
            "---  ------        --------------  -----  \n",
            " 0   Rank          16598 non-null  int64  \n",
            " 1   Name          16598 non-null  object \n",
            " 2   Platform      16598 non-null  object \n",
            " 3   Year          16327 non-null  float64\n",
            " 4   Genre         16598 non-null  object \n",
            " 5   Publisher     16540 non-null  object \n",
            " 6   NA_Sales      16598 non-null  float64\n",
            " 7   EU_Sales      16598 non-null  float64\n",
            " 8   JP_Sales      16598 non-null  float64\n",
            " 9   Other_Sales   16598 non-null  float64\n",
            " 10  Global_Sales  16598 non-null  float64\n",
            "dtypes: float64(6), int64(1), object(4)\n",
            "memory usage: 1.4+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YV2hWHmU6A9f",
        "outputId": "00ddb410-783f-43e9-d5c7-019664ec33f2"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Rank              0\n",
              "Name              0\n",
              "Platform          0\n",
              "Year            271\n",
              "Genre             0\n",
              "Publisher        58\n",
              "NA_Sales          0\n",
              "EU_Sales          0\n",
              "JP_Sales          0\n",
              "Other_Sales       0\n",
              "Global_Sales      0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Having Missing Values in Year and Publisher columns**"
      ],
      "metadata": {
        "id": "_zYecIwe6GYv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data[\"Year\"].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZpLeJFxb6D8k",
        "outputId": "3e40abbc-cf1a-4a05-aeca-aa1783655bce"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([2006., 1985., 2008., 2009., 1996., 1989., 1984., 2005., 1999.,\n",
              "       2007., 2010., 2013., 2004., 1990., 1988., 2002., 2001., 2011.,\n",
              "       1998., 2015., 2012., 2014., 1992., 1997., 1993., 1994., 1982.,\n",
              "       2003., 1986., 2000.,   nan, 1995., 2016., 1991., 1981., 1987.,\n",
              "       1980., 1983., 2020., 2017.])"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data[\"Year\"] = data[\"Year\"].fillna(data[\"Year\"].mean())"
      ],
      "metadata": {
        "id": "_7OsJdoU6TSe"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data[\"Publisher\"] = data[\"Publisher\"].fillna(data[\"Publisher\"].mode()[0])"
      ],
      "metadata": {
        "id": "ncJZASkk3LWV"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nU5ZjxHZ3crS",
        "outputId": "db329905-a370-4490-eeb5-44fcde1845a7"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Rank            0\n",
              "Name            0\n",
              "Platform        0\n",
              "Year            0\n",
              "Genre           0\n",
              "Publisher       0\n",
              "NA_Sales        0\n",
              "EU_Sales        0\n",
              "JP_Sales        0\n",
              "Other_Sales     0\n",
              "Global_Sales    0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "## Dropping Rank as it is not required\n",
        "\n",
        "data.drop(columns = [\"Rank\"],axis=1,inplace = True)\n",
        "data.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "AzatcTiE5tSp",
        "outputId": "b8a00944-cb04-4599-b378-2a221737ff36"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                       Name Platform    Year         Genre Publisher  \\\n",
              "0                Wii Sports      Wii  2006.0        Sports  Nintendo   \n",
              "1         Super Mario Bros.      NES  1985.0      Platform  Nintendo   \n",
              "2            Mario Kart Wii      Wii  2008.0        Racing  Nintendo   \n",
              "3         Wii Sports Resort      Wii  2009.0        Sports  Nintendo   \n",
              "4  Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing  Nintendo   \n",
              "\n",
              "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \n",
              "0     41.49     29.02      3.77         8.46         82.74  \n",
              "1     29.08      3.58      6.81         0.77         40.24  \n",
              "2     15.85     12.88      3.79         3.31         35.82  \n",
              "3     15.75     11.01      3.28         2.96         33.00  \n",
              "4     11.27      8.89     10.22         1.00         31.37  "
            ],
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              "\n",
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              "      <th>Name</th>\n",
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              "      <th>0</th>\n",
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              "    <tr>\n",
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              "      <td>Super Mario Bros.</td>\n",
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              "      <td>1985.0</td>\n",
              "      <td>Platform</td>\n",
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              "      <td>40.24</td>\n",
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              "    <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",
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              "      <td>12.88</td>\n",
              "      <td>3.79</td>\n",
              "      <td>3.31</td>\n",
              "      <td>35.82</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>15.75</td>\n",
              "      <td>11.01</td>\n",
              "      <td>3.28</td>\n",
              "      <td>2.96</td>\n",
              "      <td>33.00</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",
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              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c5d9a2ca-6eaa-4a03-8328-5f75e3f164f7 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c5d9a2ca-6eaa-4a03-8328-5f75e3f164f7');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for i in data.columns:\n",
        " print('{} has {} no. of unique values'.format(i,data[i].nunique()))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XGurMPQr6F0D",
        "outputId": "61bc49e1-3115-4083-bffd-abac46260468"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Name has 11493 no. of unique values\n",
            "Platform has 31 no. of unique values\n",
            "Year has 40 no. of unique values\n",
            "Genre has 12 no. of unique values\n",
            "Publisher has 578 no. of unique values\n",
            "NA_Sales has 409 no. of unique values\n",
            "EU_Sales has 305 no. of unique values\n",
            "JP_Sales has 244 no. of unique values\n",
            "Other_Sales has 157 no. of unique values\n",
            "Global_Sales has 623 no. of unique values\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Univariate Analysis**"
      ],
      "metadata": {
        "id": "Z5D7xhGk7Uwy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data[\"Platform\"].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oyEhbL977wC3",
        "outputId": "f4041733-47e2-486c-96dc-c12d7de0c8ee"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Wii', 'NES', 'GB', 'DS', 'X360', 'PS3', 'PS2', 'SNES', 'GBA',\n",
              "       '3DS', 'PS4', 'N64', 'PS', 'XB', 'PC', '2600', 'PSP', 'XOne', 'GC',\n",
              "       'WiiU', 'GEN', 'DC', 'PSV', 'SAT', 'SCD', 'WS', 'NG', 'TG16',\n",
              "       '3DO', 'GG', 'PCFX'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(20,7))\n",
        "sns.countplot(x=data['Platform'],color='blue')\n",
        "plt.title(\"Name of platform\",fontweight=\"bold\",fontsize = 15)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "tswM5M7Q6mgD",
        "outputId": "8d4905a1-0c82-4414-f1b1-2d068f0a8c5b"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data[\"Genre\"].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oVNdKksq7bQD",
        "outputId": "d26299e2-71b5-4b8d-e260-dc275723a154"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Sports', 'Platform', 'Racing', 'Role-Playing', 'Puzzle', 'Misc',\n",
              "       'Shooter', 'Simulation', 'Action', 'Fighting', 'Adventure',\n",
              "       'Strategy'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data[\"Genre\"].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TPuFnfNb78ph",
        "outputId": "2e75ab43-79db-4ecd-e625-89c9e2fc369b"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Action          3316\n",
              "Sports          2346\n",
              "Misc            1739\n",
              "Role-Playing    1488\n",
              "Shooter         1310\n",
              "Adventure       1286\n",
              "Racing          1249\n",
              "Platform         886\n",
              "Simulation       867\n",
              "Fighting         848\n",
              "Strategy         681\n",
              "Puzzle           582\n",
              "Name: Genre, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(9,9))\n",
        "data[\"Genre\"].value_counts().plot(kind = \"pie\",autopct = \"%0.1f%%\",wedgeprops={'edgecolor':'black'})\n",
        "plt.title(\"Mostly Prefered Genre\",fontsize = 15,fontweight=\"bold\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 538
        },
        "id": "Q_qZWqn77_p2",
        "outputId": "67694d42-7451-49f3-e125-4f639d3c262a"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 648x648 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(9,9))\n",
        "data['Publisher'].value_counts()[:10].plot(kind='pie', wedgeprops={'edgecolor':'black'},autopct='%1.f%%')\n",
        "plt.title(\"Top 12 Publisher\",fontweight=\"bold\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 536
        },
        "id": "YsdbtYp58uhC",
        "outputId": "d6ec367e-1114-4284-d5fb-264e541c3f77"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 648x648 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U9Af9SA1-DLr",
        "outputId": "1cca702e-464b-4fd6-b476-8f50d34c91c3"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Name', 'Platform', 'Year', 'Genre', 'Publisher', 'NA_Sales',\n",
              "       'EU_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,10))\n",
        "sns.displot(data,x='Year',kde=True,bins=40,aspect=4,height=4,palette='cool')\n",
        "plt.title(\"Number of video games sold in an Year\",fontweight=\"bold\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 327
        },
        "id": "YrVa-cXQ9Pq3",
        "outputId": "3ce2c5d5-1b14-4b36-9949-7af4e3b81a9c"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x720 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cat_col = data.select_dtypes(include = [\"object\",\"category\"]).columns"
      ],
      "metadata": {
        "id": "VMXHoG8VALw9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cat_col"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "31EvLo4GALkq",
        "outputId": "363ae22f-51f7-4449-ba09-31dff99e4398"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Name', 'Platform', 'Genre', 'Publisher'], dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "num_col = data.select_dtypes(include = [\"int\",\"float\"]).columns"
      ],
      "metadata": {
        "id": "4oXPZ2eu_pGO"
      },
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "num_col"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LDluyDO6ACLi",
        "outputId": "77f0401a-4edb-4f98-93ed-15783605e0bb"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Year', 'NA_Sales', 'EU_Sales', 'JP_Sales', 'Other_Sales',\n",
              "       'Global_Sales'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(25,10))\n",
        "plotnumber = 1\n",
        "\n",
        "for columns in num_col:\n",
        "  if plotnumber <= 7:\n",
        "    ax = plt.subplot(2,3,plotnumber)\n",
        "    sns.distplot(data[columns])\n",
        "    plt.xlabel(columns)\n",
        "  plotnumber+=1\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 585
        },
        "id": "RGZVOS1F_WG4",
        "outputId": "fee9e4df-ca01-40a1-ebfe-669bce451669"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x720 with 6 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Most Genre sold in North America**"
      ],
      "metadata": {
        "id": "e7wMVqBB_R7u"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(18,7))\n",
        "sns.barplot(data[\"Genre\"],data[\"NA_Sales\"])\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "l-DhLU1o-HVd",
        "outputId": "4d5ea09a-f96d-45dd-9005-81c30b8208ad"
      },
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ],
            "image/png": 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98MMPql69uhYsWKCQkBBbL9vjVq1apY8//ljPP/+8JOnZZ5/Vhg0bVKtWLXXq1ElffPGFq52cTqemT5+u7du3y8fHR88++6waN26sWbNm6dChQ4qMjNT111+v559/Xj179tRLL72kJk2aaOTIkWrZsqW+/fZbpaamqm/fvnrsscckST/++KPreL5Zs2Y6ePCgRo8eXSbe5+cqrL8V1F6wTzl9+rQkadu2bZo9e7bWrFnjevygQYM0efJkderUSatXr9ayZcvkdDpVrVo1zZw5U40aNSqyv/n5+V3w/r733nvdjoUK3sdbt251/Txo0CB9+eWXGjp0qHr16qXZs2frl19+0enTp3X77bfroYcestGUhSrqMzUmJkaSNHz4cPn6+mrJkiWaO3euHA6HkpKSdPLkSa1du1aPPvqokpKSlJubq/r162vu3LmqWbNmoX3zp59+0ty5c3Xs2DHl5ubqnnvu0eDBgyUVfdz41ltv6fDhw5oxY4ar3gEDBmjTpk2qXLly6TaOQYk4nU4zevRo06lTJ/Pwww+bxYsXm/T0dGOMMU2aNDELFiwwxhizb98+06lTJ3P06FFz9OhR07lzZ/PDDz8YY4x55513zB133GGMMebLL780zZo1MwkJCa5tTJo0ySxZssT1+5NPPmleeukl1+8ZGRml/jo9rUePHmbPnj3GGGO++OIL065dO7N48WLz8MMPG2OMycnJMVlZWcYYY86cOWNGjhxpPvnkE2OMMc8//7z529/+VuTz7dmzx3Tp0sWkpKQYY4x59tlnzSOPPGKMMWblypWmbdu25sCBA67HNmnSxCxdutQYY8yGDRtM27ZtzYcffmiMMebll182jz76aGk0Qak7t022bdtm+vXrZ06fPm3S09NNfn6+MeZsv+zatasxxpjc3Fzzhz/8wWzYsMH1HAV9+a677nK1yaRJk8zw4cNNTk6OOX36tOnXr5/ZvHmzMcaYv/zlL+aFF14wxhhz6NAh065dO7e+a1NR7dG9e3ezZcsWY4wxn3/+uenevbs5ffq0+fnnn02nTp2MMcYcP37cREZGuvpUSkqK6dq1qzl+/Hih22rSpImr/65cudJ069bNGOPedzMzM83p06eNMcZkZWWZvn37mh9//NEYY8y4cePMqlWrjDHG/Pzzz6ZLly4X1FSwnYL23bZtm7nllluMMcYcOXLEdOrUySQlJRljjFm8eLFbTWVBYZ8BAwYMcPUzY9z7XYHvv//e9OzZ0+09bIwxb7/9thk2bJjJyckxX375pRk4cKAxxpgDBw6YoUOHmszMTGOMMXv37jXdu3cvxVdWdvTo0cPs3r3b9OnTx2RkZJjnnnvOvPHGG659yrn98aGHHjLr1q0zxhiTn5/v6tuTJ082s2bNMk6n0xhjTFpamp0XU4outR8v7D12sf34xx9/bG6//XaTmZlp8vPzzeOPP27mzZtnjLlw/3Wx/lnY8UBZcKn2Kvic6dGjh+u1/u9//zNt2rRx7WvXr19vhg8fbowxbu/X838/9+f8/HzXdgraddmyZcaYs5+zBccPBQpqudTnfJMmTVyfM2vXrjXDhg3zcIt51q5du0yPHj1Mfn6+Wbt2rbn//vuNMWc/LxctWuRar+C9ev4x5LlteqnjpQ4dOphffvnFGGPMtGnTzDPPPFPqr6809ejRw4SHh5sBAwaYAQMGmLfeesvVbzZt2mT69+9vTp48aZxOpxkzZoxbP2zRooX5/vvvjTHGLFy40EyYMMF137n9t2A7Bfu3u+66yzzyyCPG6XSaEydOuO2bBw4caNasWWOMMWbHjh2mWbNmF+zzbCuqvw0cONB1nLJ9+3a32m+77Taza9cuY4wxu3fvNr169TL5+fnm66+/NtHR0a5jn48//tj1frtYfzv//X3+sdC5vxe8p9evX++6/9577zVfffWVMcaY06dPmz/+8Y+u49ayoLifqcacfT8PHDjQnDx50nXbufvlZ555xsyfP98Yc2HfzM3NNQMHDnQda2ZmZpo//OEP5scff7zoceOxY8fM73//e1cd//znP82cOXNKpzHOw4iJEvL19dXChQu1d+9eff311/rggw/0yiuvaN26dZKkIUOGSJIaNWqkFi1a6Ntvv5WPj4+aNWumG264QZI0ePBgxcTEuOZGuP7669WuXbsit9mxY0fNnz9f2dnZ6ty5s373u9+V8qssHWPHjlWlSpVUrVo1LViwQCkpKa77nE6n5s2bp+3bt8sYo6NHj2r37t3q1q3bJZ9369at6t69u+rWrSvpbNIYGRnpur99+/aqX7++22P69u0rSa4hzgVpdcuWLfXf//73yl6oRWPHjpUxRgcPHtRzzz2ngIAA7d69W48++qhSUlLk5+eno0eP6siRI8rIyFBeXp6rLSSpdu3ahT5v7969Xd/mt2jRQgcPHlSXLl20detWPfHEE5Kk3/zmN66RGGXF+e2RlJQkf39/V52///3v5e/vr6SkJLeRBdu3b9ehQ4cUHR3tus3Hx0cHDhxQq1atCt1WQcJdp04dvfDCCxfcn5OTo5kzZ2rPnj3y8fFRamqqdu/ercaNG2vkyJF66qmnNHDgQC1fvlyDBw8ucuhkwdDGtm3bKjU1VadPn9b//vc/tWjRQg0aNJB09jPmqaeeuqw2K03nfwa89NJLF10/OTlZY8eO1dNPP+32Hv7ss8+0ePFivfnmm65+ee59Bw8e1J133um6LS8vT0ePHlWdOnU8+4LKIB8fH/Xt21fr16/X+vXrtXz5cn3//fcXrNe5c2e9+OKLrvdymzZtJEkfffSRVq1aJV/fs1NQVcRTbS61Hy/qPVbUfvyLL75Qv379VK1aNUnS0KFDNXfu3EK3fbH+KV36eMCGS7XXuQra7sYbb1R2drZr/9KyZcsSn4Ofn5+vV199VZ9++qny8/N1/PhxBQYGXvJxl/qcr1KlimufXzACsCxbsWKFIiMj5ePjoz/84Q+aPXu2Dh8+rO3bt2vx4sWu9YrzXi3O8VJYWJgkqU2bNtqyZYuHX433nXsqx7mjcrZu3aq+ffuqSpUqkqSoqCgtXLjQdX/Dhg1dI4Patm1bovkU+vTpI19fX1WvXl2NGzfWwYMHVadOHe3du1f9+/eXdHZkVdOmTa/49XlaUf1t7969rr7Stm1bt9NjoqKitHr1ak2ZMkWrV69WVFSUfHx89OGHH2r37t2uv42MMTpx4oTrcZ7qb5UqVXJ91pw6dUpfffWV0tPTXfefPHlS+/btU5cuXS7r+T2tJJ+p0tn+VNBPpbOnra1bt065ubk6deqU69jvfPv379e+ffs0YcIE1225ubn66aef5OvrW+RxY61atdSzZ0+tXbtWQ4cOVVxcnNfmpyKYuExNmjRRkyZNdOedd6pfv3766quvLvu5zu1shQkPD1fbtm31+eefa9GiRVq5cqWefvrpy96eLeef53fuDmLx4sU6ceKE4uLiVKlSJf31r391DRO7UoUNZS/4Y8bX19ftD0BfX1/l5eV5ZLs2FLTxe++9pylTpqh9+/aaMGGCJk+erN69eys/P19t2rQpcdue+8efw+Fwm1yvLDu/PV588cViPc4Yo6ZNm+rNN9+84L4XX3xR77//viRpypQprqCwYI6JojzzzDMKCQnR3/72N/n5+WnUqFGu/4f27dvL6XTqm2++0erVq7VixYoin6fg/6Lg3PPy1F/P/wxYtGiR8vPzXb+f2y+zsrL0pz/9SY899pjbH2q7d+/WjBkz9MorrxR5IN61a1fNmzevFF5B+TBw4EANGTJEHTt2LDJsvPfee9WzZ09t2bJFTz75pLp06aLx48d7uVK7itqPl/Z7rKj+uW/fvkseD9hUnOOe89vu3H1tQTs6HA63UzmL2h+tW7dO33zzjd58801Vq1ZNL730kuu0hStRnvb5Z86cUXx8vAICAlxzaOTm5mr16tWlsr3yuq8vDVfSTy7Wjj4+Pp4psBRcbn+LiorS0KFDNWHCBMXHx7smYDTGaPDgwUXOKVfc/ubn53fRz4zKlSu72jU/P18+Pj5asWKF/P39L/GK7Sru35Ln7he2bdumt956S8uXL1dQUJDWrVund955p9DHGWNUu3btQuff2bRp00Vru+uuu/TYY48pODhYjRs3LjL88DSuylFCKSkp2r59u+v3X3/9Venp6bruuusknT0vSzqbUiUmJqpt27Zq27atdu/erX379kk6OxlZixYtXN+unK9atWrKzMx0/X7gwAGFhIRo0KBBGjNmjHbu3FlaL8+azMxMhYSEqFKlSkpJSXF7w5zfHufr3LmzPvnkE9c8Ce+8845+//vfl3rNZVnfvn3VpUsX/etf/1JmZqZb/yyY7bdhw4by8/PTe++953rcsWPHSrSdgvMHpbPfbn/55ZceegWeVdAeGzZsUG5urqvOL774Qnl5eWrYsKHb+u3atdOBAwfcXs+OHTtkjNHo0aO1du1arV27tkSjlzIzM3XNNdfIz89Pe/fuveCqJyNHjtSECRPUrl071zcIxdWmTRslJia6vpEsrYNWT6tfv77r8+zHH390Tf6Ul5ensWPHumarLpCSkqKHH35Y8+fPv+D/rECXLl302Wef6YcffnDdVtGucnQp9erV0/jx4/XnP/+5yHWSkpJUv359DR8+XHfffbfr/6FHjx565ZVXXAeB537rVFFcaj9emIvtx2+++Wa99957ysrKkjFGK1ascO2Dzt9/lcf+eTntdTH16tXTzz//rOPHj8sYU+QVejIzM1W7dm1XG8bHx7vuu9hxQcOGDYv1OV8ebNq0SQ0bNtSnn36qDz/8UB9++KFeffVVvfvuu2rXrp3bt5gF79WLtQ3HS/9fp06dtHHjRtf8bQVzxFxKtWrVLutqcNWqVdNvf/tbVz/+/vvvtXfv3hI/T2m6WH9r0qSJ6xv9HTt2uNV+7bXX6oYbbtDs2bN1ww036De/+Y0kub51//XXXyWdHR393XffXbKO8/twnTp1lJubqwMHDkiS22dBYY+96aab9PLLL7tuS05OdvX5suBin6lVq1a9aP86ceKEqlWrplq1aunMmTOuvzulC/tmw4YNFRgY6Db/x759+5SVlXXJ48amTZuqVq1amjt3rkaMGHGlL7nYGDFRQnl5eVqwYIEOHz6swMBA5efna9y4ca7hXk6nU1FRUcrOznZNKCRJ8+bN02OPPaa8vDwFBQVp/vz5RW5jwIABmjJlit5//33dd999+vXXX7Vu3Tr5+/vLx8dHU6dO9cpr9aaRI0fqkUceUUREhEJDQ91OCejdu7fWrFmjyMhI1+Rh52rSpIkee+wx12R59erV06xZs7xaf1n06KOPatCgQfrrX/+qP//5z6pZs6a6du3qmmzHz89PCxcu1KxZs7Rw4UL5+Pho1KhRioqKKvY2pk2bpokTJ2rdunW67rrr1Lp16yIDN9sK2uNf//qX5s+f75oUreCUl3PVrFlTCxcu1Pz58zV37lzl5uaqXr16eumlly77247Ro0dr4sSJWrFihRo2bKiOHTu63X/77bdr1qxZl7UDqFOnjmbOnKno6GhVrlxZt956q/z9/Ut/kqIrFB0drUceeUSbNm1SixYtXJ+jCQkJ+uKLL5SWluY6WOzfv79ycnKUnp7u9v6eMmWK2/9JgwYNNH/+fE2bNk05OTnKzc1V+/btK9xVji7lUrNyL1myRFu3bpW/v78CAgJcp2RNmTJFc+fOVUREhBwOhzp16uS6r6K41H68MEFBQUXux7t37649e/Zo+PDhks6etjB69GhJhe+/ylv/vJz2upjQ0FDdd999GjRokOrUqaOOHTu6BTUFoqKitGnTJvXp00fBwcG66aabXN+U3nzzzXr11Vc1YMCAC/poQECAnn/+ebfJLwv7nC8PVq5c6Rr6X6Bdu3bKz8/Xww8/rNdee00RERHy9fVVRESEHnzwwQuOIc8Nujle+v969eql7du3a8CAAapZs6batm2r48ePX/JxTZs2VcOGDRUREaFGjRq5JtIsjtjYWE2dOlUvv/yy69vy8ydvtuli/W3y5MmaP3++Fi1apCZNmlxwWuvAgQM1ceJEt9FgHTt21Lhx4zR69Gg5nU7l5uaqT58+atmy5UXrKOz9PW3aNN13330KCgq65ETkTz/9tJ566inXa6latarmzJlTZiZyvdhn6qhRo3T33XcrMDCw0Kuyde3aVe+++67Cw8NVu3ZtdejQwfXFQmF986WXXtLcuXP1yiuvKD8/X8HBwfrHP/5RrOPGIUOGuE1Q7g0+5tyxMbgi584IDVwNcnJy5OfnJz8/P6WmpuqOO+7Qa6+9pkaNGtkurdzZtm2bZs6cqXXr1l1W+JGVleUKhVauXKkVK1borbfe8nSZAABUCAX7zfz8fE2bNk1169Yt1VPaTp48qSpVqsjHx0c//vijRo4cqffff181a9YstW0CRbnUceO0adPUsGFDPfDAA16riRETAC7b/v37NWnSJBljlJeXp7/85S+EEpdh6tSp2rJli+syrJdjyZIlev/99+V0OlWzZk3Nnj3bw1UCAFBxTJo0SYcPH1ZOTo5uvPFGtwmvS8P27ds1b94816lyTz75JKEErCnquDElJUV33323QkJCvD5ikhETAAAAAADAGia/BAAAAAAA1hBMAAAAAAAAawgmAAAAAACANQQTAAAAAADAGq7KAQAASs369ev12muv6YcfflDlypV13XXXKSoqSiNGjLjsq9AAAICKhRETAACgVLz66quaM2eO7r//fm3evFlbtmxRTEyMEhISlJub69FtOZ1Ojz4fAADwHi4XCgAAPC4zM1Ndu3ZVbGyswsPDC13nzJkzevbZZ/Xee+/pzJkz6t27t6ZOnarAwEBt3bpVjz/+uO69914tWrRIDodD48eP1+DBgyVJkydPVqVKlfTLL7/o66+/1sKFC9W4cWPNnj1bX3/9tapUqaJ7771Xd999tzdfNgAAuAyMmAAAAB63fft2nTlzRr169SpynaefflpJSUlas2aN/vOf/yg1NVUvvPCC6/6jR48qMzNTn376qebMmaNZs2bp+PHjrvvj4+P10EMPKSEhQe3atdPo0aPVtGlTffrpp3r99df1+uuv67PPPivV1wkAAK4cwQQAAPC4Y8eOqXbt2vLz+//TWQ0fPlwdOnRQ69at9dVXX+mdd97R1KlTVatWLVWrVk1/+tOftH79etf6fn5+GjNmjPz9/dW9e3dVqVJFSUlJrvt79eqlm266Sb6+vtq7d6/S09P1l7/8RQEBAapXr56GDh2qDRs2ePV1AwCAkmPySwAA4HG1atXSsWPHlJeX5wonli9fLknq1q2bjh49quzsbA0aNMj1GGOM8vPz3Z7j3GCjcuXKOnXqlOv3sLAw18+HDx9WamqqOnTo4LrN6XS6/Q4AAMomggkAAOBx7dq1U0BAgDZt2lToHBO1a9dWYGCg1q9fr9DQ0CveXlhYmK677jr95z//ueLnAgAA3sWpHAAAwONq1KihMWPGKCYmRu+//76ysrKUn5+vXbt2KTs7W76+vhoyZIjmzp2rtLQ0SVJKSsplzwnRunVrVa1aVS+//LJycnLkdDq1d+9e7dixw5MvCwAAlAJGTAAAgFIRHR2t0NBQ/fvf/9akSZNUuXJl1atXT4899pjatWuntm3b6oUXXtDQoUN17NgxhYaG6o9//KO6du1a4m05HA699NJLio2NVa9evXTmzBk1bNhQ48aN8/wLAwAAHsXlQgEAAAAAgDWcygEAAAAAAKwhmAAAAAAAANYQTAAAAAAAAGsIJgAAAAAAgDUEEwAAAAAAwBqCCQAAAAAAYA3BBAAAAAAAsIZgAgAAAAAAWEMwAQAAAAAArPl/bt/RZBHaLOMAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Most Genre sold in Europe**"
      ],
      "metadata": {
        "id": "Ncr0_8KQBiwC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(18,7))\n",
        "sns.barplot(data[\"Genre\"],data[\"EU_Sales\"])\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "VNcXI6MEBeTr",
        "outputId": "692881e2-a95c-48ba-cd82-edc44ebe0c9e"
      },
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Most Genre Sold in Japan**"
      ],
      "metadata": {
        "id": "fTaB4E8QB4ud"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(18,7))\n",
        "sns.barplot(data[\"Genre\"],data[\"JP_Sales\"])\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "dEImeHaxB2d0",
        "outputId": "7255337c-e4b4-400e-f47a-48435c28e689"
      },
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Most Genre Sold in Other Region**"
      ],
      "metadata": {
        "id": "F4e64eclCDTy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(18,7))\n",
        "sns.barplot(data[\"Genre\"],data[\"Other_Sales\"])\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "EN4b3ifHCAmA",
        "outputId": "1d995198-6f1a-47e2-ac4b-0c963c999328"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Most Genre Sold Worldwide**"
      ],
      "metadata": {
        "id": "bBtkOO4uCORj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(18,7))\n",
        "sns.barplot(data[\"Genre\"],data[\"Global_Sales\"])\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        },
        "id": "6RDK3YwFCMXz",
        "outputId": "91e063e2-5fd3-4668-d7af-ef15ee9e2b12"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ],
            "image/png": 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r1ly/5/ft26e+fftq4MCB+uqrr5Senq6pU6eqRYsWPm3TglqyZImefvpp/fOf/9TatWvVrVs3JScna8qUKdq9e7ckKSoqSo0aNbrgGDIiIsKjfS91vBQfH6+rrrpKv/76qypWrKi5c+cqLCzM1mZ73dKlS/Xll19qzpw5kqTZs2dr1apVCgkJUcuWLbVhwwZ3OzmdTk2YMEFbtmyRn5+fZs+erTp16mjy5Mnat2+foqOjdd1112nOnDnq0KGD5s+fr3r16mnw4MG64YYb9OOPP+rQoUPq1q2bnnrqKUnSb7/95j6eb9Cggfbu3avhw4cXi8/5uXLrbzm15+xTzpw5I0navHmzpkyZoo8//tj9+j59+mjs2LFq2bKlli1bpvfee09Op1MVKlTQpEmTdP3111+0vwUEBFzw+R4yZIjHsVDO53jjxo3un/v06aPvvvtO/fv3V8eOHTVlyhQdOHBAZ86cUY8ePfTQQw/ZaMpcXew7NTY2VpI0cOBA+fv765133tG0adPkcDiUmJioU6dOafny5XryySeVmJiorKws1axZU9OmTVOlSpVy7Zu///67pk2bpuPHjysrK0v33HOP+vbtK+nix43vv/++9u/fr4kTJ7rr7dWrl9auXauyZcsWbeMYFIjT6TTDhw83LVu2NI899phZuHChOXbsmDHGmHr16pm5c+caY4zZtWuXadmypTly5Ig5cuSIadWqlfn111+NMcZ89NFH5o477jDGGPPdd9+ZBg0amISEBPc6xowZY9555x334+eff97Mnz/f/TglJaXIt9Pb2rdvb3bs2GGMMWbDhg2mWbNmZuHCheaxxx4zxhiTkZFh0tLSjDHGZGZmmsGDB5uvvvrKGGPMnDlzzN/+9reLvt+OHTtMmzZtTHJysjHGmNmzZ5vHH3/cGGPMkiVLTGRkpNmzZ4/7tfXq1TOLFi0yxhizatUqExkZab744gtjjDGvvfaaefLJJ4uiCYrcuW2yefNm0717d3PmzBlz7Ngx43K5jDFn+2Xbtm2NMcZkZWWZ22+/3axatcr9Hjl9+a677nK3yZgxY8zAgQNNRkaGOXPmjOnevbtZt26dMcaYRx991LzyyivGGGP27dtnmjVr5tF3bbpYe7Rr186sX7/eGGPMt99+a9q1a2fOnDlj/vjjD9OyZUtjjDEnTpww0dHR7j6VnJxs2rZta06cOJHruurVq+fuv0uWLDG33nqrMcaz76amppozZ84YY4xJS0sz3bp1M7/99psxxpiRI0eapUuXGmOM+eOPP0ybNm0uqClnPTntu3nzZnPLLbcYY4w5fPiwadmypUlMTDTGGLNw4UKPmoqD3L4DevXq5e5nxnj2uxw///yz6dChg8dn2BhjPvzwQzNgwACTkZFhvvvuO9O7d29jjDF79uwx/fv3N6mpqcYYY3bu3GnatWtXhFtWfLRv395s377ddO3a1aSkpJiXX37ZvP322+59yrn98aGHHjIrVqwwxhjjcrncfXvs2LFm8uTJxul0GmOMOXr0qJ2NKUJ57cdz+4xdaj/+5Zdfmh49epjU1FTjcrnM008/bWbMmGGMuXD/dan+mdvxQHGQV3vlfM+0b9/eva3/+c9/TNOmTd372pUrV5qBAwcaY4zH5/X8x+f+7HK53OvJadf33nvPGHP2ezbn+CFHTi15fc/Xq1fP/T2zfPlyM2DAAC+3mHf98ssvpn379sblcpnly5eb++67zxhz9vtywYIF7uVyPqvnH0Oe26Z5HS+1aNHCHDhwwBhjzPjx482sWbOKfPuKUvv27U2XLl1Mr169TK9evcz777/v7jdr1641PXv2NKdOnTJOp9M88sgjHv2wUaNG5ueffzbGGDNv3jwzatQo93Pn9t+c9eTs3+666y7z+OOPG6fTaU6ePOmxb+7du7f5+OOPjTHGbN261TRo0OCCfZ5tF+tvvXv3dh+nbNmyxaP2zp07m19++cUYY8z27dtNx44djcvlMt9//70ZNmyY+9jnyy+/dH/eLtXfzv98n38sdO7jnM/0ypUr3c8PGTLEbNq0yRhjzJkzZ8xf//pX93FrcZDf71Rjzn6ee/fubU6dOuWed+5+edasWWbmzJnGmAv7ZlZWlundu7f7WDM1NdXcfvvt5rfffrvkcePx48fNX/7yF3cd//jHP8zUqVOLpjHOwxkTBeTv76958+Zp586d+v7777VmzRq9/vrrWrFihSSpX79+kqTrr79ejRo10o8//ig/Pz81aNBAdevWlST17dtXsbGx7rERrrvuOjVr1uyi67z55ps1c+ZMpaenq1WrVvrzn/9cxFtZNEaMGKEyZcqoQoUKmjt3rpKTk93POZ1OzZgxQ1u2bJExRkeOHNH27dt166235vm+GzduVLt27VS1alVJZ5PG6Oho9/PNmzdXzZo1PV7TrVs3SXKf4pyTVt9www3617/+dXkbatGIESNkjNHevXv18ssvKygoSNu3b9eTTz6p5ORkBQQE6MiRIzp8+LBSUlKUnZ3tbgtJqly5cq7v26lTJ/d/8xs1aqS9e/eqTZs22rhxo5599llJ0rXXXus+E6O4OL89EhMTFRgY6K7zL3/5iwIDA5WYmOhxZsGWLVu0b98+DRs2zD3Pz89Pe/bs0Y033pjrunIS7quvvlqvvPLKBc9nZGRo0qRJ2rFjh/z8/HTo0CFt375dderU0eDBg/XCCy+od+/e+uCDD9S3b9+LnjqZc2pjZGSkDh06pDNnzug///mPGjVqpFq1akk6+x3zwgsvFKrNitL53wHz58+/5PJJSUkaMWKEXnzxRY/P8DfffKOFCxfq3XffdffLc5/bu3ev7rzzTve87OxsHTlyRFdffbV3N6gY8vPzU7du3bRy5UqtXLlSH3zwgX7++ecLlmvVqpVeffVV92e5adOmkqR///vfWrp0qfz9zw5BVRovtclrP36xz9jF9uMbNmxQ9+7dVaFCBUlS//79NW3atFzXfan+KeV9PGBDXu11rpy2a9y4sdLT0937lxtuuKHA1+C7XC698cYb+vrrr+VyuXTixAkFBwfn+bq8vufLlSvn3ufnnAFYnC1evFjR0dHy8/PT7bffrilTpmj//v3asmWLFi5c6F4uP5/V/BwvRURESJKaNm2q9evXe3lrfO/cSznOPStn48aN6tatm8qVKydJiomJ0bx589zP165d231mUGRkZIHGU+jatav8/f1VsWJF1alTR3v37tXVV1+tnTt3qmfPnpLOnllVv379y94+b7tYf9u5c6e7r0RGRnpcHhMTE6Nly5Zp3LhxWrZsmWJiYuTn56cvvvhC27dvd/9tZIzRyZMn3a/zVn8rU6aM+7vm9OnT2rRpk44dO+Z+/tSpU9q1a5fatGlTqPf3toJ8p0pn+1NOP5XOXra2YsUKZWVl6fTp0+5jv/Pt3r1bu3bt0qhRo9zzsrKy9Pvvv8vf3/+ix40hISHq0KGDli9frv79+ysuLs5n41MRTBRSvXr1VK9ePd15553q3r27Nm3aVOj3Orez5aZLly6KjIzUt99+qwULFmjJkiV68cUXC70+W86/zu/cHcTChQt18uRJxcXFqUyZMnruuefcp4ldrtxOZc/5Y8bf39/jD0B/f39lZ2d7Zb025LTxp59+qnHjxql58+YaNWqUxo4dq06dOsnlcqlp06YFbttz//hzOBweg+sVZ+e3x6uvvpqv1xljVL9+fb377rsXPPfqq69q9erVkqRx48a5g8KcMSYuZtasWQoLC9Pf/vY3BQQEaOjQoe7fQ/PmzeV0OvXDDz9o2bJlWrx48UXfJ+d3kXPteUnqr+d/ByxYsEAul8v9+Nx+mZaWpgcffFBPPfWUxx9q27dv18SJE/X6669f9EC8bdu2mjFjRhFsQcnQu3dv9evXTzfffPNFw8YhQ4aoQ4cOWr9+vZ5//nm1adNGTzzxhI8rteti+/Gi/oxdrH/u2rUrz+MBm/Jz3HN+2527r81pR4fD4XEp58X2RytWrNAPP/ygd999VxUqVND8+fPdly1cjpK0z8/MzFR8fLyCgoLcY2hkZWVp2bJlRbK+krqvLwqX008u1Y5+fn7eKbAIFLa/xcTEqH///ho1apTi4+PdAzAaY9S3b9+LjimX3/4WEBBwye+MsmXLutvV5XLJz89PixcvVmBgYB5bbFd+/5Y8d7+wefNmvf/++/rggw8UGhqqFStW6KOPPsr1dcYYVa5cOdfxd9auXXvJ2u666y499dRTqlKliurUqXPR8MPbuCtHASUnJ2vLli3uxwcPHtSxY8dUvXp1SWevy5LOplTbtm1TZGSkIiMjtX37du3atUvS2cHIGjVq5P7vyvkqVKig1NRU9+M9e/YoLCxMffr00SOPPKKffvqpqDbPmtTUVIWFhalMmTJKTk72+MCc3x7na9Wqlb766iv3OAkfffSR/vKXvxR5zcVZt27d1KZNG/3zn/9UamqqR//MGe23du3aCggI0Keffup+3fHjxwu0npzrB6Wz/93+7rvvvLQF3pXTHqtWrVJWVpa7zg0bNig7O1u1a9f2WL5Zs2bas2ePx/Zs3bpVxhgNHz5cy5cv1/Llywt09lJqaqqqVaumgIAA7dy584K7ngwePFijRo1Ss2bN3P9ByK+mTZtq27Zt7v9IFtVBq7fVrFnT/X3222+/uQd/ys7O1ogRI9yjVedITk7WY489ppkzZ17wO8vRpk0bffPNN/r111/d80rbXY7yUqNGDT3xxBN6+OGHL7pMYmKiatasqYEDB+ruu+92/x7at2+v119/3X0QeO5/nUqLvPbjubnUfrx169b69NNPlZaWJmOMFi9e7N4Hnb//Kon9szDtdSk1atTQH3/8oRMnTsgYc9E79KSmpqpy5cruNoyPj3c/d6njgtq1a+fre74kWLt2rWrXrq2vv/5aX3zxhb744gu98cYb+uSTT9SsWTOP/2LmfFYv1TYcL/1Py5Yt9dlnn7nHb8sZIyYvFSpUKNTd4CpUqKA//elP7n78888/a+fOnQV+n6J0qf5Wr14993/0t27d6lH7Nddco7p162rKlCmqW7eurr32Wkly/9f94MGDks6eHf3f//43zzrO78NXX321srKytGfPHkny+C7I7bU33XSTXnvtNfe8pKQkd58vDi71nVq+fPlL9q+TJ0+qQoUKCgkJUWZmpvvvTunCvlm7dm0FBwd7jP+xa9cupaWl5XncWL9+fYWEhGjatGkaNGjQ5W5yvnHGRAFlZ2dr7ty52r9/v4KDg+VyuTRy5Ej36V5Op1MxMTFKT093DygkSTNmzNBTTz2l7OxshYaGaubMmRddR69evTRu3DitXr1a9957rw4ePKgVK1YoMDBQfn5+euaZZ3yyrb40ePBgPf7444qKilJ4eLjHJQGdOnXSxx9/rOjoaPfgYeeqV6+ennrqKfdgeTVq1NDkyZN9Wn9x9OSTT6pPnz567rnn9PDDD6tSpUpq27ate7CdgIAAzZs3T5MnT9a8efPk5+enoUOHKiYmJt/rGD9+vEaPHq0VK1aoevXqatKkyUUDN9ty2uOf//ynZs6c6R4ULeeSl3NVqlRJ8+bN08yZMzVt2jRlZWWpRo0amj9/fqH/2zF8+HCNHj1aixcvVu3atXXzzTd7PN+jRw9Nnjy5UDuAq6++WpMmTdKwYcNUtmxZ3XbbbQoMDCz6QYou07Bhw/T4449r7dq1atSokft7NCEhQRs2bNDRo0fdB4s9e/ZURkaGjh075vH5HjdunMfvpFatWpo5c6bGjx+vjIwMZWVlqXnz5qXuLkd5yWtU7nfeeUcbN25UYGCggoKC3JdkjRs3TtOmTVNUVJQcDodatmzpfq60yGs/npvQ0NCL7sfbtWunHTt2aODAgZLOXrYwfPhwSbnvv0pa/yxMe11KeHi47r33XvXp00dXX321br75Zo+gJkdMTIzWrl2rrl27qkqVKrrpppvc/ylt3bq13njjDfXq1euCPhoUFKQ5c+Z4DH6Z2/d8SbBkyRL3qf85mjVrJpfLpccee0xvvvmmoqKi5O/vr6ioKD3wwAMXHEOeG3RzvPQ/HTt21JYtW9SrVy9VqlRJkZGROnHiRJ6vq1+/vmrXrq2oqChdf/317oE082P69Ol65pln9Nprr7n/W37+4M02Xaq/jR07VjNnztSCBQtUr169Cy5r7d27t0aPHu1xNtjNN9+skSNHavjw4XI6ncrKylLXrl11ww03XLKO3D7f48eP17333qvQ0NA8ByJ/8cUX9cILL7i3pXz58po6dWqxGcj1Ut+pQ4cO1d13363g4OBc78rWtm1bffLJJ+rSpYsqV66sFi1auP+xkFvfnD9/vqZNm6bXX39dLpdLVapU0UsvvZSv48Z+/fp5DFDuC37m3HNjcFnOHREauBJkZGQoICBAAQEBOnTokO644w69+eabuv76622XVuJs3rxZkyZN0ooVKwoVfqSlpblDoSVLlmjx4sV6//33vV0mAAClQs5+0+Vyafz48apatWqRXtJ26tQplStXTn5+fvrtt980ePBgrV69WpUqVSqydQIXk9dx4/jx41W7dm3df//9PquJMyYAFNru3bs1ZswYGWOUnZ2tRx99lFCiEJ555hmtX7/efRvWwnjnnXe0evVqOZ1OVapUSVOmTPFylQAAlB5jxozR/v37lZGRocaNG3sMeF0UtmzZohkzZrgvlXv++ecJJWDNxY4bk5OTdffddyssLMznZ0xyxgQAAAAAALCGwS8BAAAAAIA1BBMAAAAAAMAaggkAAAAAAGANwQQAAAAAALCGu3IAAIAis3LlSr355pv69ddfVbZsWVWvXl0xMTEaNGhQoe9CAwAAShfOmAAAAEXijTfe0NSpU3Xfffdp3bp1Wr9+vWJjY5WQkKCsrCyvrsvpdHr1/QAAgO9wu1AAAOB1qampatu2raZPn64uXbrkukxmZqZmz56tTz/9VJmZmerUqZOeeeYZBQcHa+PGjXr66ac1ZMgQLViwQA6HQ0888YT69u0rSRo7dqzKlCmjAwcO6Pvvv9e8efNUp04dTZkyRd9//73KlSunIUOG6O677/blZgMAgELgjAkAAOB1W7ZsUWZmpjp27HjRZV588UUlJibq448/1ueff65Dhw7plVdecT9/5MgRpaam6uuvv9bUqVM1efJknThxwv18fHy8HnroISUkJKhZs2YaPny46tevr6+//lpvvfWW3nrrLX3zzTdFup0AAODyEUwAAACvO378uCpXrqyAgP8NZzVw4EC1aNFCTZo00aZNm/TRRx/pmWeeUUhIiCpUqKAHH3xQK1eudC8fEBCgRx55RIGBgWrXrp3KlSunxMRE9/MdO3bUTTfdJH9/f+3cuVPHjh3To48+qqCgINWoUUP9+/fXqlWrfLrdAACg4Bj8EgAAeF1ISIiOHz+u7OxsdzjxwQcfSJJuvfVWHTlyROnp6erTp4/7NcYYuVwuj/c4N9goW7asTp8+7X4cERHh/nn//v06dOiQWrRo4Z7ndDo9HgMAgOKJYAIAAHhds2bNFBQUpLVr1+Y6xkTlypUVHByslStXKjw8/LLXFxERoerVq+vzzz+/7PcCAAC+xaUcAADA66666io98sgjio2N1erVq5WWliaXy6VffvlF6enp8vf3V79+/TRt2jQdPXpUkpScnFzoMSGaNGmi8uXL67XXXlNGRoacTqd27typrVu3enOzAABAEeCMCQAAUCSGDRum8PBw/b//9/80ZswYlS1bVjVq1NBTTz2lZs2aKTIyUq+88or69++v48ePKzw8XH/961/Vtm3bAq/L4XBo/vz5mj59ujp27KjMzEzVrl1bI0eO9P6GAQAAr+J2oQAAAAAAwBou5QAAAAAAANYQTAAAAAAAAGsIJgAAAAAAgDUEEwAAAAAAwBqCCQAAAAAAYA3BBAAAAAAAsIZgAgAAAAAAWEMwAQAAAAAArCGYAAAAAAAA1vx/nKf8Y0jo+b0AAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Observation:**\n",
        "\n",
        " 1- PS2 and DS are most used platform followed by Wil, PS3 and X360.\n",
        "\n",
        " 2- Action and Sports are Most preferred Genre.\n",
        "\n",
        " 3- Most of the sales occured between 2008 to 2011.\n",
        "\n",
        " 4- Platform Genre has been preferred most in North America, followed by Shooting Genre.\n",
        "\n",
        " 5- Shooting and platform games are preferred more in Europe, followed by Racing Genre.\n",
        "\n",
        " 6- Role-Playing genre is preferred most in Japan almost twice than all others, followed by platform genre.\n",
        "\n",
        " 7- From Other Regions Shooting genre is preferred more and Sports, Platform and Racing are equally preferred.\n",
        "\n",
        " 8- If we see Globally, Platform genre has the highest sales i.e. more preferrence followed by Shooting games.\n",
        "\n",
        " 9- Overall, Adventure genre games are least preferred.\n",
        " \n",
        " 10- Electronic Arts, Activision, Namco Bandai Games, Ubisoft and Konami Digital Entertainment are top 5 publisher.\n",
        "\n",
        " 11- Sales from all regions are almost Correlated."
      ],
      "metadata": {
        "id": "ji2MyezLCqJ-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# constructing a heatmap to understand the correlation\n",
        "\n",
        "plt.figure(figsize=(12,8))\n",
        "sns.heatmap(data.corr(), cmap='Blues',annot = True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        },
        "id": "8wO-NHdMC5aA",
        "outputId": "384ac96f-aa8b-4c27-dcad-08d5d9face3a"
      },
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.pairplot(data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "MDdJhbE2DJhr",
        "outputId": "10a500f2-68fe-4f8a-d80a-0d887bf5f680"
      },
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f20a28812b0>"
            ]
          },
          "metadata": {},
          "execution_count": 66
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 42 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "iCRnuTzSEvBs"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}