Video_Game_Trend_Analysis.ipynb

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      "source": [
        "#**🎮 게임 판매실적 분석 🎮**  \n",
        "\n",
        "게임 판매량 분석을 통해 과거와 최근 트랜드를 살펴보고, 추 후 게임 개발 방항성을 위하여 분석을 진행  \n",
        "**Focus:**\n",
        "1. 지역에 따라서 선호하는 게임 장르가 다를까\n",
        "2. 연도별 게임의 트렌드가 있을까\n",
        "3. 출고량이 높은 게임에 대한 분석 및 시각화 프로세스"
      ],
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      "source": [
        "**데이터 변수 설명**\n",
        "\n",
        "*   Name : 게임의 이름 \n",
        "*   Platform : 게임이 지원되는 플랫폼 \n",
        "*   Year : 게임이 출시된 연도  \n",
        "*   Genre : 게임의 장르  \n",
        "*   Publisher : 게임제작사  \n",
        "*   NA_Sales : 북미지역 판매량  \n",
        "*   EU_Sales : 유럽지역 판매량 \n",
        "*   JP_Sales : 일본지역 판매량\n",
        "*   Other_Sales : 기타지역 판매량\n",
        "*   Global_Sales : 총 판매량"
      ],
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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 데이터 불러오기\n",
        "data = pd.read_csv('/content/drive/MyDrive/Colab Notebooks/CodeStates/Sec.1/Project/vgames2.csv')\n",
        "df = data.copy().iloc[:,1:]\n",
        "df"
      ],
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              "                                                 Name Platform    Year  \\\n",
              "0                        Candace Kane's Candy Factory       DS  2008.0   \n",
              "1                                      The Munchables      Wii  2009.0   \n",
              "2      Otome wa Oanesama Boku ni Koi Shiteru Portable      PSP  2010.0   \n",
              "3                    Deal or No Deal: Special Edition       DS  2010.0   \n",
              "4           Ben 10 Ultimate Alien: Cosmic Destruction      PS3  2010.0   \n",
              "...                                               ...      ...     ...   \n",
              "16593                         Ice Age 2: The Meltdown       GC  2006.0   \n",
              "16594                     Rainbow Islands: Revolution      PSP  2005.0   \n",
              "16595                                        NBA 2K16      PS3  2015.0   \n",
              "16596                     Toukiden: The Age of Demons      PSV  2013.0   \n",
              "16597                        The King of Fighters '95       PS  1996.0   \n",
              "\n",
              "           Genre                    Publisher NA_Sales EU_Sales JP_Sales  \\\n",
              "0         Action                    Destineer     0.04        0        0   \n",
              "1         Action           Namco Bandai Games     0.17        0        0   \n",
              "2      Adventure                    Alchemist        0        0     0.02   \n",
              "3           Misc                    Zoo Games     0.04        0        0   \n",
              "4       Platform                  D3Publisher     0.12     0.09        0   \n",
              "...          ...                          ...      ...      ...      ...   \n",
              "16593   Platform                Vivendi Games     0.15     0.04        0   \n",
              "16594     Action            Rising Star Games     0.01        0        0   \n",
              "16595     Sports         Take-Two Interactive     0.44     0.19     0.03   \n",
              "16596     Action                   Tecmo Koei     0.05     0.05     0.25   \n",
              "16597   Fighting  Sony Computer Entertainment        0        0     0.16   \n",
              "\n",
              "      Other_Sales  \n",
              "0               0  \n",
              "1            0.01  \n",
              "2               0  \n",
              "3               0  \n",
              "4            0.04  \n",
              "...           ...  \n",
              "16593        0.01  \n",
              "16594           0  \n",
              "16595        0.13  \n",
              "16596        0.03  \n",
              "16597        0.01  \n",
              "\n",
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              "      <td>Destineer</td>\n",
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              "      <td>The Munchables</td>\n",
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              "      <td>Namco Bandai Games</td>\n",
              "      <td>0.17</td>\n",
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              "      <td>PSP</td>\n",
              "      <td>2010.0</td>\n",
              "      <td>Adventure</td>\n",
              "      <td>Alchemist</td>\n",
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              "      <td>0</td>\n",
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              "      <th>3</th>\n",
              "      <td>Deal or No Deal: Special Edition</td>\n",
              "      <td>DS</td>\n",
              "      <td>2010.0</td>\n",
              "      <td>Misc</td>\n",
              "      <td>Zoo Games</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <th>4</th>\n",
              "      <td>Ben 10 Ultimate Alien: Cosmic Destruction</td>\n",
              "      <td>PS3</td>\n",
              "      <td>2010.0</td>\n",
              "      <td>Platform</td>\n",
              "      <td>D3Publisher</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0</td>\n",
              "      <td>0.04</td>\n",
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              "      <th>...</th>\n",
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              "      <td>Ice Age 2: The Meltdown</td>\n",
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              "      <td>2006.0</td>\n",
              "      <td>Platform</td>\n",
              "      <td>Vivendi Games</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.04</td>\n",
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              "      <td>Rainbow Islands: Revolution</td>\n",
              "      <td>PSP</td>\n",
              "      <td>2005.0</td>\n",
              "      <td>Action</td>\n",
              "      <td>Rising Star Games</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>PS3</td>\n",
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              "      <td>Sports</td>\n",
              "      <td>Take-Two Interactive</td>\n",
              "      <td>0.44</td>\n",
              "      <td>0.19</td>\n",
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              "      <td>PSV</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>Action</td>\n",
              "      <td>Tecmo Koei</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.05</td>\n",
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              "      <td>0.03</td>\n",
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              "      <th>16597</th>\n",
              "      <td>The King of Fighters '95</td>\n",
              "      <td>PS</td>\n",
              "      <td>1996.0</td>\n",
              "      <td>Fighting</td>\n",
              "      <td>Sony Computer Entertainment</td>\n",
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              "      <td>0</td>\n",
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    },
    {
      "cell_type": "markdown",
      "source": [
        "## EDA & Data Wrangling"
      ],
      "metadata": {
        "id": "8ySSg0_Qhl6A"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# 결측치 확인\n",
        "df.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BkTa2OYz8iDa",
        "outputId": "30a8ee7b-7821-48ee-cfc5-acdc845770f8"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Name             0\n",
              "Platform         0\n",
              "Year           271\n",
              "Genre           50\n",
              "Publisher       58\n",
              "NA_Sales         0\n",
              "EU_Sales         0\n",
              "JP_Sales         0\n",
              "Other_Sales      0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 결측치 제거\n",
        "df = df.dropna(subset=['Genre', 'Year', 'Publisher'])\n",
        "\n",
        "# 데이터에서 중복값을 제거\n",
        "df = df.drop_duplicates(subset=['Name', 'Platform', 'Year']).reset_index(drop=True)"
      ],
      "metadata": {
        "id": "8CfeFR5mKYHv"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 판매량(Sales) 데이터에서 M문자 제거\n",
        "sales = ['NA_Sales', 'EU_Sales', 'JP_Sales', 'Other_Sales']\n",
        "df[sales] = df[sales].replace('[M]', '', regex=True)\n",
        "\n",
        "# 판매량(Sales) K문자를 포함한 데이터 단위 백만(M)으로 통일\n",
        "def convert(value):\n",
        "    value = value.replace('K', '')\n",
        "    return float(value) / 1000\n",
        "\n",
        "df['NA_Sales'] = df.apply(lambda df:\n",
        "    convert(df.NA_Sales) if 'K' in df.NA_Sales else float(df.NA_Sales), axis=1)\n",
        "df['EU_Sales'] = df.apply(lambda df:\n",
        "    convert(df.EU_Sales) if 'K' in df.EU_Sales else float(df.EU_Sales), axis=1)\n",
        "df['JP_Sales'] = df.apply(lambda df:\n",
        "    convert(df.JP_Sales) if 'K' in df.JP_Sales else float(df.JP_Sales), axis=1)\n",
        "df['Other_Sales'] = df.apply(lambda df:\n",
        "    convert(df.Other_Sales) if 'K' in df.Other_Sales else float(df.Other_Sales), axis=1)"
      ],
      "metadata": {
        "id": "3VUMY6SnMYm_"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 연도 변수 데이터 변환\n",
        "df.Year = df.Year.astype(int)\n",
        "\n",
        "# 총 판매량 변수 생성\n",
        "df['Global_Sales'] = df.iloc[:, -4:].sum(axis=1).round(2)\n",
        "\n",
        "# df['Global_Sales'] = df[['NA_Sales', 'EU_Sales', 'JP_Sales', 'Other_Sales']].sum(axis=1).round(2)"
      ],
      "metadata": {
        "id": "LN81SeuKTu1e"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 그래프를 통해 연도 변수의 데이터 분포 확인\n",
        "sns.boxplot(df.Year);"
      ],
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      "execution_count": 7,
      "outputs": [
        {
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          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
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        {
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          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 연도 변수 이상치 확인\n",
        "df.sort_values('Year').head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "cCjte3unZNdI",
        "outputId": "42a7d779-12a8-4191-f770-1a889eac970d"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                  Name Platform  Year       Genre  \\\n",
              "9093         Trade & Battle: Card Hero       GB     0    Strategy   \n",
              "16041                    Point Blank 3       PS     0     Shooter   \n",
              "14351                        Strider 2       PS     0    Platform   \n",
              "2206                        SplashDown      PS2     1      Racing   \n",
              "8507                NCAA Football 2002      PS2     1      Sports   \n",
              "10938            Momotarou Dentetsu 11       GC     2        Misc   \n",
              "15272  Rally Fusion: Race of Champions      PS2     2      Racing   \n",
              "7983           ESPN NFL Primetime 2002       XB     2      Sports   \n",
              "8734     Mega Man Network Transmission       GC     3    Platform   \n",
              "8341                         SimCity 4       PC     3  Simulation   \n",
              "\n",
              "                          Publisher  NA_Sales  EU_Sales  JP_Sales  \\\n",
              "9093                       Nintendo      0.00      0.00      0.20   \n",
              "16041            Namco Bandai Games      0.01      0.01      0.00   \n",
              "14351            Virgin Interactive      0.05      0.03      0.00   \n",
              "2206                          Atari      0.34      0.27      0.00   \n",
              "8507                Electronic Arts      0.77      0.60      0.00   \n",
              "10938                   Hudson Soft      0.00      0.00      0.07   \n",
              "15272                    Activision      0.06      0.05      0.00   \n",
              "7983   Konami Digital Entertainment      0.01      0.00      0.00   \n",
              "8734                         Capcom      0.13      0.03      0.00   \n",
              "8341                Electronic Arts      0.01      0.24      0.00   \n",
              "\n",
              "       Other_Sales  Global_Sales  \n",
              "9093          0.00          0.20  \n",
              "16041         0.00          0.02  \n",
              "14351         0.01          0.09  \n",
              "2206          0.09          0.70  \n",
              "8507          0.20          1.57  \n",
              "10938         0.00          0.07  \n",
              "15272         0.02          0.13  \n",
              "7983          0.00          0.01  \n",
              "8734          0.00          0.16  \n",
              "8341          0.05          0.30  "
            ],
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              "\n",
              "  <div id=\"df-666049b2-a0f0-4308-a2e3-c32dd904b0b6\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Name</th>\n",
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              "      <th>9093</th>\n",
              "      <td>Trade &amp; Battle: Card Hero</td>\n",
              "      <td>GB</td>\n",
              "      <td>0</td>\n",
              "      <td>Strategy</td>\n",
              "      <td>Nintendo</td>\n",
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              "      <td>0.00</td>\n",
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              "      <th>16041</th>\n",
              "      <td>Point Blank 3</td>\n",
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              "      <td>Shooter</td>\n",
              "      <td>Namco Bandai Games</td>\n",
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              "      <td>0.01</td>\n",
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              "      <th>14351</th>\n",
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              "      <td>Platform</td>\n",
              "      <td>Virgin Interactive</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.09</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2206</th>\n",
              "      <td>SplashDown</td>\n",
              "      <td>PS2</td>\n",
              "      <td>1</td>\n",
              "      <td>Racing</td>\n",
              "      <td>Atari</td>\n",
              "      <td>0.34</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8507</th>\n",
              "      <td>NCAA Football 2002</td>\n",
              "      <td>PS2</td>\n",
              "      <td>1</td>\n",
              "      <td>Sports</td>\n",
              "      <td>Electronic Arts</td>\n",
              "      <td>0.77</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.20</td>\n",
              "      <td>1.57</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10938</th>\n",
              "      <td>Momotarou Dentetsu 11</td>\n",
              "      <td>GC</td>\n",
              "      <td>2</td>\n",
              "      <td>Misc</td>\n",
              "      <td>Hudson Soft</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15272</th>\n",
              "      <td>Rally Fusion: Race of Champions</td>\n",
              "      <td>PS2</td>\n",
              "      <td>2</td>\n",
              "      <td>Racing</td>\n",
              "      <td>Activision</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7983</th>\n",
              "      <td>ESPN NFL Primetime 2002</td>\n",
              "      <td>XB</td>\n",
              "      <td>2</td>\n",
              "      <td>Sports</td>\n",
              "      <td>Konami Digital Entertainment</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8734</th>\n",
              "      <td>Mega Man Network Transmission</td>\n",
              "      <td>GC</td>\n",
              "      <td>3</td>\n",
              "      <td>Platform</td>\n",
              "      <td>Capcom</td>\n",
              "      <td>0.13</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.16</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8341</th>\n",
              "      <td>SimCity 4</td>\n",
              "      <td>PC</td>\n",
              "      <td>3</td>\n",
              "      <td>Simulation</td>\n",
              "      <td>Electronic Arts</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.30</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-666049b2-a0f0-4308-a2e3-c32dd904b0b6')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "                                                     [key], {});\n",
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              "          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",
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              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 연도 데이터의 이상치 수정\n",
        "df.loc[df.Year < 23, 'Year'] = df.Year + 2000\n",
        "df.loc[df.Year < 100, 'Year'] = df.Year + 1900\n",
        "\n",
        "# 이상치 제거 후 연도 변수의 데이터 분포 그래프 확인\n",
        "sns.boxplot(df.Year);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 335
        },
        "id": "2NhB5B4mWK5Z",
        "outputId": "b5fec5e0-4ed8-4f42-be4c-8cf6fbeae9d0"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 연도 변수 기술 통계 확인\n",
        "df.Year.describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "h2sd20g7YH81",
        "outputId": "9986b4de-e26a-4cc9-d335-7b581f5cf37d"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count    16240.000000\n",
              "mean      2006.406404\n",
              "std          5.832102\n",
              "min       1980.000000\n",
              "25%       2003.000000\n",
              "50%       2007.000000\n",
              "75%       2010.000000\n",
              "max       2020.000000\n",
              "Name: Year, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 연도 변수 확인\n",
        "df.sort_values('Year')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "k4m1zGcPU8f1",
        "outputId": "44415b0c-eaa0-4502-bf0b-a0d1026765ee"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                    Name Platform  Year  \\\n",
              "13957                                             Boxing     2600  1980   \n",
              "5604                                           Asteroids     2600  1980   \n",
              "14690                                    Missile Command     2600  1980   \n",
              "9044                                              Bridge     2600  1980   \n",
              "12858                                            Freeway     2600  1980   \n",
              "...                                                  ...      ...   ...   \n",
              "6681   God Eater Off Shot: Soma Shikkuzaru-hen Twin P...      PS4  2016   \n",
              "5196                    Brothers Conflict: Precious Baby      PSV  2017   \n",
              "9910    Phantasy Star Online 2 Episode 4: Deluxe Package      PS4  2017   \n",
              "14902   Phantasy Star Online 2 Episode 4: Deluxe Package      PSV  2017   \n",
              "6765                              Imagine: Makeup Artist       DS  2020   \n",
              "\n",
              "              Genre           Publisher  NA_Sales  EU_Sales  JP_Sales  \\\n",
              "13957      Fighting          Activision      0.72      0.04      0.00   \n",
              "5604        Shooter               Atari      4.00      0.26      0.00   \n",
              "14690       Shooter               Atari      2.56      0.17      0.00   \n",
              "9044           Misc          Activision      0.25      0.02      0.00   \n",
              "12858        Action          Activision      0.32      0.02      0.00   \n",
              "...             ...                 ...       ...       ...       ...   \n",
              "6681         Action  Namco Bandai Games      0.00      0.00      0.01   \n",
              "5196         Action        Idea Factory      0.00      0.00      0.01   \n",
              "9910   Role-Playing                Sega      0.00      0.00      0.03   \n",
              "14902  Role-Playing                Sega      0.00      0.00      0.01   \n",
              "6765     Simulation             Ubisoft      0.27      0.00      0.00   \n",
              "\n",
              "       Other_Sales  Global_Sales  \n",
              "13957         0.01          0.77  \n",
              "5604          0.05          4.31  \n",
              "14690         0.03          2.76  \n",
              "9044          0.00          0.27  \n",
              "12858         0.00          0.34  \n",
              "...            ...           ...  \n",
              "6681          0.00          0.01  \n",
              "5196          0.00          0.01  \n",
              "9910          0.00          0.03  \n",
              "14902         0.00          0.01  \n",
              "6765          0.02          0.29  \n",
              "\n",
              "[16240 rows x 10 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-dc112c40-0ed9-486f-af63-3e210a946833\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Name</th>\n",
              "      <th>Platform</th>\n",
              "      <th>Year</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>13957</th>\n",
              "      <td>Boxing</td>\n",
              "      <td>2600</td>\n",
              "      <td>1980</td>\n",
              "      <td>Fighting</td>\n",
              "      <td>Activision</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.77</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5604</th>\n",
              "      <td>Asteroids</td>\n",
              "      <td>2600</td>\n",
              "      <td>1980</td>\n",
              "      <td>Shooter</td>\n",
              "      <td>Atari</td>\n",
              "      <td>4.00</td>\n",
              "      <td>0.26</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.05</td>\n",
              "      <td>4.31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14690</th>\n",
              "      <td>Missile Command</td>\n",
              "      <td>2600</td>\n",
              "      <td>1980</td>\n",
              "      <td>Shooter</td>\n",
              "      <td>Atari</td>\n",
              "      <td>2.56</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>2.76</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9044</th>\n",
              "      <td>Bridge</td>\n",
              "      <td>2600</td>\n",
              "      <td>1980</td>\n",
              "      <td>Misc</td>\n",
              "      <td>Activision</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12858</th>\n",
              "      <td>Freeway</td>\n",
              "      <td>2600</td>\n",
              "      <td>1980</td>\n",
              "      <td>Action</td>\n",
              "      <td>Activision</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.34</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6681</th>\n",
              "      <td>God Eater Off Shot: Soma Shikkuzaru-hen Twin P...</td>\n",
              "      <td>PS4</td>\n",
              "      <td>2016</td>\n",
              "      <td>Action</td>\n",
              "      <td>Namco Bandai Games</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5196</th>\n",
              "      <td>Brothers Conflict: Precious Baby</td>\n",
              "      <td>PSV</td>\n",
              "      <td>2017</td>\n",
              "      <td>Action</td>\n",
              "      <td>Idea Factory</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9910</th>\n",
              "      <td>Phantasy Star Online 2 Episode 4: Deluxe Package</td>\n",
              "      <td>PS4</td>\n",
              "      <td>2017</td>\n",
              "      <td>Role-Playing</td>\n",
              "      <td>Sega</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14902</th>\n",
              "      <td>Phantasy Star Online 2 Episode 4: Deluxe Package</td>\n",
              "      <td>PSV</td>\n",
              "      <td>2017</td>\n",
              "      <td>Role-Playing</td>\n",
              "      <td>Sega</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6765</th>\n",
              "      <td>Imagine: Makeup Artist</td>\n",
              "      <td>DS</td>\n",
              "      <td>2020</td>\n",
              "      <td>Simulation</td>\n",
              "      <td>Ubisoft</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.29</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>16240 rows × 10 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-dc112c40-0ed9-486f-af63-3e210a946833')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\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",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      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-dc112c40-0ed9-486f-af63-3e210a946833 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-dc112c40-0ed9-486f-af63-3e210a946833');\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": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 1. 지역별 게임 트랜드"
      ],
      "metadata": {
        "id": "GpopuWPST0sF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# 지역별 시장 비율\n",
        "sum_global = df.Global_Sales.sum()\n",
        "NA_ratio = (df.NA_Sales.sum()) / sum_global\n",
        "EU_ratio = (df.EU_Sales.sum()) / sum_global\n",
        "JP_ratio = (df.JP_Sales.sum()) / sum_global\n",
        "Other_ratio = (df.Other_Sales.sum()) / sum_global\n",
        "\n",
        "x = np.array([NA_ratio, EU_ratio, JP_ratio, Other_ratio])\n",
        "labels = ['North America', 'Europe', 'Japan', 'Other']\n",
        "\n",
        "plt.figure(figsize=(10,10))\n",
        "plt.pie(x, \n",
        "        labels=labels,\n",
        "        autopct ='%.1f%%',\n",
        "        colors = sns.color_palette('pastel'),\n",
        "        wedgeprops = {'width': 0.6, 'edgecolor': 'w', 'linewidth': 3});\n",
        "\n",
        "plt.title('Market Ratio', fontdict={'fontweight':'bold', 'fontsize':20})\n",
        "plt.legend(title='Region:')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 614
        },
        "id": "uIAdq1OPnWds",
        "outputId": "f0942db4-f495-406e-db2f-e98362278653"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f8d93075910>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 지역별 선호하는 게임 장르\n",
        "df_genre = df.groupby('Genre')['NA_Sales', 'EU_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales'].sum().sort_values('NA_Sales', ascending=False).reset_index(drop=False)\n",
        "df_genre1 = df_genre.sort_values('EU_Sales', ascending=False).reset_index(drop=True)\n",
        "df_genre2 = df_genre.sort_values('JP_Sales', ascending=False).reset_index(drop=True)\n",
        "df_genre3 = df_genre.sort_values('Other_Sales', ascending=False).reset_index(drop=True)\n",
        "df_genre4 = df_genre.sort_values('Global_Sales', ascending=False).reset_index(drop=True)\n",
        "\n",
        "df_genre"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 461
        },
        "id": "7cc3yYFqgmSt",
        "outputId": "8e67f793-5a0c-4c0b-c1ec-1dc09e326557"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:2: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
            "  \n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           Genre  NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales\n",
              "0         Action    858.75    513.64    156.60       183.99       1712.98\n",
              "1         Sports    667.26    370.96    134.76       132.35       1305.33\n",
              "2        Shooter    574.48    310.23     38.18       101.86       1024.75\n",
              "3       Platform    445.38    200.63    130.53        51.45        827.99\n",
              "4           Misc    394.73    208.15    104.18        72.64        779.70\n",
              "5         Racing    354.70    235.02     56.32        76.51        722.55\n",
              "6   Role-Playing    318.76    183.09    342.93        56.73        901.51\n",
              "7       Fighting    220.35     99.90     87.14        36.15        443.54\n",
              "8     Simulation    181.43    112.99     63.54        31.32        389.28\n",
              "9         Puzzle    121.58     50.47     56.24        12.44        240.73\n",
              "10     Adventure    101.79     63.66     51.87        16.70        234.02\n",
              "11      Strategy     67.83     44.82     49.10        11.23        172.98"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4a451f8d-7035-437f-a24b-14fe73977d00\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Genre</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Action</td>\n",
              "      <td>858.75</td>\n",
              "      <td>513.64</td>\n",
              "      <td>156.60</td>\n",
              "      <td>183.99</td>\n",
              "      <td>1712.98</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Sports</td>\n",
              "      <td>667.26</td>\n",
              "      <td>370.96</td>\n",
              "      <td>134.76</td>\n",
              "      <td>132.35</td>\n",
              "      <td>1305.33</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Shooter</td>\n",
              "      <td>574.48</td>\n",
              "      <td>310.23</td>\n",
              "      <td>38.18</td>\n",
              "      <td>101.86</td>\n",
              "      <td>1024.75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Platform</td>\n",
              "      <td>445.38</td>\n",
              "      <td>200.63</td>\n",
              "      <td>130.53</td>\n",
              "      <td>51.45</td>\n",
              "      <td>827.99</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Misc</td>\n",
              "      <td>394.73</td>\n",
              "      <td>208.15</td>\n",
              "      <td>104.18</td>\n",
              "      <td>72.64</td>\n",
              "      <td>779.70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Racing</td>\n",
              "      <td>354.70</td>\n",
              "      <td>235.02</td>\n",
              "      <td>56.32</td>\n",
              "      <td>76.51</td>\n",
              "      <td>722.55</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Role-Playing</td>\n",
              "      <td>318.76</td>\n",
              "      <td>183.09</td>\n",
              "      <td>342.93</td>\n",
              "      <td>56.73</td>\n",
              "      <td>901.51</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Fighting</td>\n",
              "      <td>220.35</td>\n",
              "      <td>99.90</td>\n",
              "      <td>87.14</td>\n",
              "      <td>36.15</td>\n",
              "      <td>443.54</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Simulation</td>\n",
              "      <td>181.43</td>\n",
              "      <td>112.99</td>\n",
              "      <td>63.54</td>\n",
              "      <td>31.32</td>\n",
              "      <td>389.28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Puzzle</td>\n",
              "      <td>121.58</td>\n",
              "      <td>50.47</td>\n",
              "      <td>56.24</td>\n",
              "      <td>12.44</td>\n",
              "      <td>240.73</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Adventure</td>\n",
              "      <td>101.79</td>\n",
              "      <td>63.66</td>\n",
              "      <td>51.87</td>\n",
              "      <td>16.70</td>\n",
              "      <td>234.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Strategy</td>\n",
              "      <td>67.83</td>\n",
              "      <td>44.82</td>\n",
              "      <td>49.10</td>\n",
              "      <td>11.23</td>\n",
              "      <td>172.98</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4a451f8d-7035-437f-a24b-14fe73977d00')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\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",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      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-4a451f8d-7035-437f-a24b-14fe73977d00 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-4a451f8d-7035-437f-a24b-14fe73977d00');\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": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 지역별 장르 판매량 비율 그래프\n",
        "fig, ax= plt.subplots(2,2, figsize=(15,15))\n",
        "\n",
        "ax[0,0].pie(df_genre.NA_Sales,\n",
        "            labels = df_genre.Genre, \n",
        "            autopct ='%.1f%%', \n",
        "            colors = sns.color_palette('pastel'),\n",
        "            wedgeprops = {'width': 0.6, 'edgecolor': 'w', 'linewidth': 3})\n",
        "ax[0,0].set_title('Sales by Genre in NA', fontdict={'fontweight':'bold', 'fontsize':20})\n",
        "\n",
        "ax[0,1].pie(df_genre1.EU_Sales, \n",
        "            labels = df_genre1.Genre, \n",
        "            autopct ='%.1f%%', \n",
        "            colors = sns.color_palette('pastel'),\n",
        "            wedgeprops = {'width': 0.6, 'edgecolor': 'w', 'linewidth': 3})\n",
        "ax[0,1].set_title('Sales by Genre in EU', fontdict={'fontweight':'bold', 'fontsize':20})\n",
        "\n",
        "ax[1,0].pie(df_genre2.JP_Sales, \n",
        "            labels = df_genre2.Genre, \n",
        "            autopct='%.1f%%', \n",
        "            colors = sns.color_palette('pastel'),\n",
        "            wedgeprops = {'width': 0.6, 'edgecolor': 'w', 'linewidth': 3})\n",
        "ax[1,0].set_title('Sales by Genre in JP', fontdict={'fontweight':'bold', 'fontsize':20})\n",
        "\n",
        "ax[1,1].pie(df_genre3.Other_Sales, \n",
        "            labels = df_genre3.Genre, \n",
        "            autopct='%.1f%%', \n",
        "            colors = sns.color_palette('pastel'),\n",
        "            wedgeprops = {'width': 0.6, 'edgecolor': 'w', 'linewidth': 3})\n",
        "ax[1,1].set_title('Sales by Genre in Others', fontdict={'fontweight':'bold', 'fontsize':20});"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 867
        },
        "id": "vWdNd4gimh6I",
        "outputId": "d3977851-638a-424c-f0b1-c8758c66384e"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 2. 연도별 게임 트랜드\n"
      ],
      "metadata": {
        "id": "nXYWGdV16yn3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "f, axs = plt.subplots(2,1,figsize=(23,13))\n",
        "\n",
        "# 연도별 지역의 따른 판매량\n",
        "df_year = df.groupby('Year').sum().reset_index(drop=False)\n",
        "\n",
        "plt.subplot(2,1,1)\n",
        "\n",
        "plt.plot(df_year.Year, df_year.NA_Sales, marker='o')\n",
        "plt.plot(df_year.Year, df_year.EU_Sales, marker='o')\n",
        "plt.plot(df_year.Year, df_year.JP_Sales, marker='o')\n",
        "plt.plot(df_year.Year, df_year.Other_Sales, marker='o')\n",
        "\n",
        "plt.title('Global Sales per Year by Genre', fontdict={'fontweight':'bold', 'fontsize':17})\n",
        "plt.xlabel('Year', fontdict={'fontsize':15, 'fontweight':'bold'})\n",
        "plt.ylabel('Global Sales (M)', fontdict={'fontsize':15, 'fontweight':'bold'})\n",
        "plt.legend(['NA', 'EU', 'JP', 'Others'], title='Region:', fontsize=12)\n",
        "\n",
        "\n",
        "# 연도별 전세계 총 판매량\n",
        "plt.subplot(2,1,2)\n",
        "\n",
        "plt.bar(df_year.Year, df_year.Global_Sales, alpha=0.8)\n",
        "\n",
        "plt.title('Global Sales per Year', fontdict={'fontweight':'bold', 'fontsize':17})\n",
        "plt.xlabel('Year', fontdict={'fontsize':15, 'fontweight':'bold'})\n",
        "plt.ylabel('Global Sales (M)', fontdict={'fontsize':15, 'fontweight':'bold'})\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 794
        },
        "id": "Mfy5LUmsQ5GS",
        "outputId": "9eadfefe-d790-4c58-f3ec-e1d3d8093f6e"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1656x936 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 최근 연도순 데이터\n",
        "df.loc[:, ~df.columns.isin(['NA_Sales', 'EU_Sales', 'JP_Sales', 'Other_Sales'])].sort_values('Year', ascending=False).head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "hc2Lec3rkRZE",
        "outputId": "89715674-c35c-43f6-b8ed-93c3d0e8efa7"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                   Name Platform  Year  \\\n",
              "6765                             Imagine: Makeup Artist       DS  2020   \n",
              "9910   Phantasy Star Online 2 Episode 4: Deluxe Package      PS4  2017   \n",
              "5196                   Brothers Conflict: Precious Baby      PSV  2017   \n",
              "14902  Phantasy Star Online 2 Episode 4: Deluxe Package      PSV  2017   \n",
              "3663                       Hatsune Miku: Project Diva X      PS4  2016   \n",
              "1055                        Guilty Gear Xrd -Revelator-      PS4  2016   \n",
              "5296                           One Piece: Burning Blood     XOne  2016   \n",
              "5287                          Valentino Rossi: The Game       PC  2016   \n",
              "9786            Revolution: 25th Anniversary Collection       PC  2016   \n",
              "5280   Atelier Shallie Plus: Alchemists of the Dusk Sea      PSV  2016   \n",
              "\n",
              "              Genre           Publisher  Global_Sales  \n",
              "6765     Simulation             Ubisoft          0.29  \n",
              "9910   Role-Playing                Sega          0.03  \n",
              "5196         Action        Idea Factory          0.01  \n",
              "14902  Role-Playing                Sega          0.01  \n",
              "3663           Misc                Sega          0.03  \n",
              "1055       Fighting               PQube          0.07  \n",
              "5296       Fighting  Namco Bandai Games          0.04  \n",
              "5287         Racing  Namco Bandai Games          0.01  \n",
              "9786      Adventure          Koch Media          0.02  \n",
              "5280   Role-Playing          Tecmo Koei          0.03  "
            ],
            "text/html": [
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Name</th>\n",
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              "      <td>Imagine: Makeup Artist</td>\n",
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              "      <td>Phantasy Star Online 2 Episode 4: Deluxe Package</td>\n",
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              "    <tr>\n",
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              "      <td>Brothers Conflict: Precious Baby</td>\n",
              "      <td>PSV</td>\n",
              "      <td>2017</td>\n",
              "      <td>Action</td>\n",
              "      <td>Idea Factory</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>14902</th>\n",
              "      <td>Phantasy Star Online 2 Episode 4: Deluxe Package</td>\n",
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              "      <td>0.03</td>\n",
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              "    <tr>\n",
              "      <th>1055</th>\n",
              "      <td>Guilty Gear Xrd -Revelator-</td>\n",
              "      <td>PS4</td>\n",
              "      <td>2016</td>\n",
              "      <td>Fighting</td>\n",
              "      <td>PQube</td>\n",
              "      <td>0.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5296</th>\n",
              "      <td>One Piece: Burning Blood</td>\n",
              "      <td>XOne</td>\n",
              "      <td>2016</td>\n",
              "      <td>Fighting</td>\n",
              "      <td>Namco Bandai Games</td>\n",
              "      <td>0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5287</th>\n",
              "      <td>Valentino Rossi: The Game</td>\n",
              "      <td>PC</td>\n",
              "      <td>2016</td>\n",
              "      <td>Racing</td>\n",
              "      <td>Namco Bandai Games</td>\n",
              "      <td>0.01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9786</th>\n",
              "      <td>Revolution: 25th Anniversary Collection</td>\n",
              "      <td>PC</td>\n",
              "      <td>2016</td>\n",
              "      <td>Adventure</td>\n",
              "      <td>Koch Media</td>\n",
              "      <td>0.02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5280</th>\n",
              "      <td>Atelier Shallie Plus: Alchemists of the Dusk Sea</td>\n",
              "      <td>PSV</td>\n",
              "      <td>2016</td>\n",
              "      <td>Role-Playing</td>\n",
              "      <td>Tecmo Koei</td>\n",
              "      <td>0.03</td>\n",
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              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-a409cd39-89ef-4a68-85a7-39d8414116c5');\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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              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 연도별 장르에 따른 판매량\n",
        "df_year_genre = df.groupby(['Year', 'Genre']).sum().reset_index(drop=False)\n",
        "df_year_genre"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "BnK0lfpVhxfQ",
        "outputId": "19b700c4-7d90-413a-b7e7-1ec575e1399d"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     Year         Genre  NA_Sales  EU_Sales  JP_Sales  Other_Sales  \\\n",
              "0    1980        Action      0.32      0.02      0.00         0.00   \n",
              "1    1980      Fighting      0.72      0.04      0.00         0.01   \n",
              "2    1980          Misc      2.53      0.15      0.00         0.02   \n",
              "3    1980       Shooter      6.56      0.43      0.00         0.08   \n",
              "4    1981        Action     13.86      0.81      0.00         0.12   \n",
              "..    ...           ...       ...       ...       ...          ...   \n",
              "383  2016        Sports      4.57      7.36      0.78         1.92   \n",
              "384  2016      Strategy      0.11      0.32      0.05         0.04   \n",
              "385  2017        Action      0.00      0.00      0.01         0.00   \n",
              "386  2017  Role-Playing      0.00      0.00      0.04         0.00   \n",
              "387  2020    Simulation      0.27      0.00      0.00         0.02   \n",
              "\n",
              "     Global_Sales  \n",
              "0            0.34  \n",
              "1            0.77  \n",
              "2            2.70  \n",
              "3            7.07  \n",
              "4           14.79  \n",
              "..            ...  \n",
              "383         14.63  \n",
              "384          0.52  \n",
              "385          0.01  \n",
              "386          0.04  \n",
              "387          0.29  \n",
              "\n",
              "[388 rows x 7 columns]"
            ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Year</th>\n",
              "      <th>Genre</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",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1980</td>\n",
              "      <td>Action</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.34</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1980</td>\n",
              "      <td>Fighting</td>\n",
              "      <td>0.72</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.77</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1980</td>\n",
              "      <td>Misc</td>\n",
              "      <td>2.53</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>2.70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1980</td>\n",
              "      <td>Shooter</td>\n",
              "      <td>6.56</td>\n",
              "      <td>0.43</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.08</td>\n",
              "      <td>7.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1981</td>\n",
              "      <td>Action</td>\n",
              "      <td>13.86</td>\n",
              "      <td>0.81</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.12</td>\n",
              "      <td>14.79</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>383</th>\n",
              "      <td>2016</td>\n",
              "      <td>Sports</td>\n",
              "      <td>4.57</td>\n",
              "      <td>7.36</td>\n",
              "      <td>0.78</td>\n",
              "      <td>1.92</td>\n",
              "      <td>14.63</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>384</th>\n",
              "      <td>2016</td>\n",
              "      <td>Strategy</td>\n",
              "      <td>0.11</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.05</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.52</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>385</th>\n",
              "      <td>2017</td>\n",
              "      <td>Action</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>386</th>\n",
              "      <td>2017</td>\n",
              "      <td>Role-Playing</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.04</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>387</th>\n",
              "      <td>2020</td>\n",
              "      <td>Simulation</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.02</td>\n",
              "      <td>0.29</td>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>388 rows × 7 columns</p>\n",
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              "  </style>\n",
              "\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-611cf448-2aa4-4e2e-809a-c7c882695102');\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",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 연도별 장르에 따른 판매량 그래프\n",
        "plt.figure(figsize=(15,15))\n",
        "sns.set(font_scale=1.5)\n",
        "sns.relplot(data=df_year_genre,\n",
        "            x= 'Year', \n",
        "            y='Global_Sales', \n",
        "            col='Genre', \n",
        "            col_wrap=4,\n",
        "            kind=\"line\",\n",
        "            hue='Genre');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "N8qHWU4otgGI",
        "outputId": "27e5cc1c-f794-4b69-b68a-4b9877c73ba3"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600.53x1080 with 12 Axes>"
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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 3. 최대 판매량의 게임들의 특징"
      ],
      "metadata": {
        "id": "f02UiqPUqDKt"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 최대 판매량별 게임 개별 순위"
      ],
      "metadata": {
        "id": "qNS-oo-CrRao"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# 글로벌 판매량별 Top 100 Games\n",
        "top_games = df.sort_values('Global_Sales', ascending=False).reset_index(drop=True).head(100)\n",
        "top_games"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "NUzR6UwVZAbA",
        "outputId": "90454dae-73fa-41b9-9430-162289615e6c"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                      Name Platform  Year         Genre  \\\n",
              "0                               Wii Sports      Wii  2006        Sports   \n",
              "1                        Super Mario Bros.      NES  1985      Platform   \n",
              "2                           Mario Kart Wii      Wii  2008        Racing   \n",
              "3                        Wii Sports Resort      Wii  2009        Sports   \n",
              "4                 Pokemon Red/Pokemon Blue       GB  1996  Role-Playing   \n",
              "..                                     ...      ...   ...           ...   \n",
              "95     Super Smash Bros. for Wii U and 3DS      3DS  2014      Fighting   \n",
              "96              Call of Duty: World at War     X360  2008       Shooter   \n",
              "97                           Battlefield 3     X360  2011       Shooter   \n",
              "98  The Legend of Zelda: Twilight Princess      Wii  2006        Action   \n",
              "99               Call of Duty: Black Ops 3     XOne  2015       Shooter   \n",
              "\n",
              "          Publisher  NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \n",
              "0          Nintendo     41.49     29.02      3.77         8.46         82.74  \n",
              "1          Nintendo     29.08      3.58      6.81         0.77         40.24  \n",
              "2          Nintendo     15.85     12.88      3.79         3.31         35.83  \n",
              "3          Nintendo     15.75     11.01      3.28         2.96         33.00  \n",
              "4          Nintendo     11.27      8.89     10.22         1.00         31.38  \n",
              "..              ...       ...       ...       ...          ...           ...  \n",
              "95         Nintendo      3.24      1.35      2.42         0.43          7.44  \n",
              "96       Activision      4.79      1.90      0.00         0.69          7.38  \n",
              "97  Electronic Arts      4.46      2.13      0.06         0.69          7.34  \n",
              "98         Nintendo      3.83      2.19      0.60         0.70          7.32  \n",
              "99       Activision      4.52      2.09      0.01         0.67          7.29  \n",
              "\n",
              "[100 rows x 10 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a4ab7e00-48b0-417f-8e68-cb073ef17f0b\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Name</th>\n",
              "      <th>Platform</th>\n",
              "      <th>Year</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Wii Sports</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2006</td>\n",
              "      <td>Sports</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>41.49</td>\n",
              "      <td>29.02</td>\n",
              "      <td>3.77</td>\n",
              "      <td>8.46</td>\n",
              "      <td>82.74</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Super Mario Bros.</td>\n",
              "      <td>NES</td>\n",
              "      <td>1985</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Mario Kart Wii</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2008</td>\n",
              "      <td>Racing</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>15.85</td>\n",
              "      <td>12.88</td>\n",
              "      <td>3.79</td>\n",
              "      <td>3.31</td>\n",
              "      <td>35.83</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Wii Sports Resort</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2009</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</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>31.38</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>Super Smash Bros. for Wii U and 3DS</td>\n",
              "      <td>3DS</td>\n",
              "      <td>2014</td>\n",
              "      <td>Fighting</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>3.24</td>\n",
              "      <td>1.35</td>\n",
              "      <td>2.42</td>\n",
              "      <td>0.43</td>\n",
              "      <td>7.44</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>Call of Duty: World at War</td>\n",
              "      <td>X360</td>\n",
              "      <td>2008</td>\n",
              "      <td>Shooter</td>\n",
              "      <td>Activision</td>\n",
              "      <td>4.79</td>\n",
              "      <td>1.90</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.69</td>\n",
              "      <td>7.38</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>Battlefield 3</td>\n",
              "      <td>X360</td>\n",
              "      <td>2011</td>\n",
              "      <td>Shooter</td>\n",
              "      <td>Electronic Arts</td>\n",
              "      <td>4.46</td>\n",
              "      <td>2.13</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.69</td>\n",
              "      <td>7.34</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>The Legend of Zelda: Twilight Princess</td>\n",
              "      <td>Wii</td>\n",
              "      <td>2006</td>\n",
              "      <td>Action</td>\n",
              "      <td>Nintendo</td>\n",
              "      <td>3.83</td>\n",
              "      <td>2.19</td>\n",
              "      <td>0.60</td>\n",
              "      <td>0.70</td>\n",
              "      <td>7.32</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99</th>\n",
              "      <td>Call of Duty: Black Ops 3</td>\n",
              "      <td>XOne</td>\n",
              "      <td>2015</td>\n",
              "      <td>Shooter</td>\n",
              "      <td>Activision</td>\n",
              "      <td>4.52</td>\n",
              "      <td>2.09</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.67</td>\n",
              "      <td>7.29</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>100 rows × 10 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a4ab7e00-48b0-417f-8e68-cb073ef17f0b')\"\n",
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              "                                                     [key], {});\n",
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              "\n",
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              "            '<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",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 최대 판매량별 장르 순위"
      ],
      "metadata": {
        "id": "BQn_MSjQTJuz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Top 100 게임 장르별 개수\n",
        "genre = pd.DataFrame(top_games.Genre.value_counts())\n",
        "genre"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "pAxOHDw2V5ti",
        "outputId": "401b335b-370a-447e-bd96-5ceeb4408e1c"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Genre\n",
              "Shooter          23\n",
              "Platform         16\n",
              "Role-Playing     14\n",
              "Action           13\n",
              "Racing           10\n",
              "Misc              8\n",
              "Sports            6\n",
              "Simulation        4\n",
              "Puzzle            3\n",
              "Fighting          2\n",
              "Adventure         1"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-df563913-8add-4bdf-8b7e-c2b8a6ab7863\">\n",
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              "      <div>\n",
              "<style scoped>\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Genre</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Shooter</th>\n",
              "      <td>23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Platform</th>\n",
              "      <td>16</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Role-Playing</th>\n",
              "      <td>14</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Action</th>\n",
              "      <td>13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Racing</th>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Misc</th>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sports</th>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Simulation</th>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Puzzle</th>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fighting</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Adventure</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "\n",
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              "\n",
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              "\n",
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              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-df563913-8add-4bdf-8b7e-c2b8a6ab7863');\n",
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              "            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",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "f, axs = plt.subplots(1,2,figsize=(17,10))\n",
        "\n",
        "# Top 100 게임 장르별 비율\n",
        "plt.subplot(1,2,2)\n",
        "plt.pie(genre, \n",
        "        labels = genre.index, \n",
        "        autopct='%.1f%%', \n",
        "        colors = sns.color_palette('pastel'),\n",
        "        wedgeprops = {'width': 0.6, 'edgecolor': 'w', 'linewidth': 3});\n",
        "\n",
        "plt.title('Top 100 Games by Genre', fontdict={'fontweight':'bold', 'fontsize':20})\n",
        "\n",
        "# 총 판매량 장르별 비율\n",
        "plt.subplot(1,2,1)\n",
        "plt.pie(df.Genre.value_counts(),\n",
        "            labels = df_genre.Genre, \n",
        "            autopct ='%.1f%%', \n",
        "            colors = sns.color_palette('pastel'),\n",
        "            wedgeprops = {'width': 0.6, 'edgecolor': 'w', 'linewidth': 3})\n",
        "\n",
        "plt.title('Games Published by Genre', fontdict={'fontweight':'bold', 'fontsize':20});"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 539
        },
        "id": "XatrGd5vTS7T",
        "outputId": "b4986274-56c0-4773-866a-0afcc8ee0c5a"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:9: MatplotlibDeprecationWarning: Non-1D inputs to pie() are currently squeeze()d, but this behavior is deprecated since 3.1 and will be removed in 3.3; pass a 1D array instead.\n",
            "  if __name__ == '__main__':\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1224x720 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 최대 판매량별 플랫폼 순위"
      ],
      "metadata": {
        "id": "cc8jBxN6rdNp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# 플랫폼별 총 판매량별 기준 순위\n",
        "platform = top_games.loc[:, df.columns!='Year'].groupby('Platform').sum().sort_values('Global_Sales', ascending=False).reset_index(drop=False).head(10)\n",
        "platform"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "_Wb1c8wprNMu",
        "outputId": "077137de-6f58-494f-d5f7-eccfa0c71fe3"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  Platform  NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales\n",
              "0      Wii    158.42    108.65     32.29        30.39        329.75\n",
              "1       DS     72.66     65.14     52.08        17.30        207.18\n",
              "2     X360    120.95     51.19      1.43        16.38        189.95\n",
              "3       GB     66.35     27.12     31.63         3.59        128.69\n",
              "4      PS3     41.38     46.52      4.73        18.87        111.50\n",
              "5      NES     70.94      8.83     11.63         1.89         93.29\n",
              "6      PS2     37.60     17.57      6.88        22.67         84.72\n",
              "7      3DS     22.77     17.01     17.13         3.79         60.70\n",
              "8      PS4     16.41     24.27      1.13         8.19         50.00\n",
              "9     SNES     26.67      8.85     12.47         1.25         49.24"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-081be0c3-7cd4-4ae3-9b8a-1ca2db1539a7\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Platform</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Wii</td>\n",
              "      <td>158.42</td>\n",
              "      <td>108.65</td>\n",
              "      <td>32.29</td>\n",
              "      <td>30.39</td>\n",
              "      <td>329.75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>DS</td>\n",
              "      <td>72.66</td>\n",
              "      <td>65.14</td>\n",
              "      <td>52.08</td>\n",
              "      <td>17.30</td>\n",
              "      <td>207.18</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>X360</td>\n",
              "      <td>120.95</td>\n",
              "      <td>51.19</td>\n",
              "      <td>1.43</td>\n",
              "      <td>16.38</td>\n",
              "      <td>189.95</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>GB</td>\n",
              "      <td>66.35</td>\n",
              "      <td>27.12</td>\n",
              "      <td>31.63</td>\n",
              "      <td>3.59</td>\n",
              "      <td>128.69</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>PS3</td>\n",
              "      <td>41.38</td>\n",
              "      <td>46.52</td>\n",
              "      <td>4.73</td>\n",
              "      <td>18.87</td>\n",
              "      <td>111.50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>NES</td>\n",
              "      <td>70.94</td>\n",
              "      <td>8.83</td>\n",
              "      <td>11.63</td>\n",
              "      <td>1.89</td>\n",
              "      <td>93.29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>PS2</td>\n",
              "      <td>37.60</td>\n",
              "      <td>17.57</td>\n",
              "      <td>6.88</td>\n",
              "      <td>22.67</td>\n",
              "      <td>84.72</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>3DS</td>\n",
              "      <td>22.77</td>\n",
              "      <td>17.01</td>\n",
              "      <td>17.13</td>\n",
              "      <td>3.79</td>\n",
              "      <td>60.70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>PS4</td>\n",
              "      <td>16.41</td>\n",
              "      <td>24.27</td>\n",
              "      <td>1.13</td>\n",
              "      <td>8.19</td>\n",
              "      <td>50.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>SNES</td>\n",
              "      <td>26.67</td>\n",
              "      <td>8.85</td>\n",
              "      <td>12.47</td>\n",
              "      <td>1.25</td>\n",
              "      <td>49.24</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-081be0c3-7cd4-4ae3-9b8a-1ca2db1539a7')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\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",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      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-081be0c3-7cd4-4ae3-9b8a-1ca2db1539a7 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-081be0c3-7cd4-4ae3-9b8a-1ca2db1539a7');\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": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 최대 판매량별 게임제작사 순위"
      ],
      "metadata": {
        "id": "PcIT7rTnsCZf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# 게임제작사별 총 판매량액 기준 순위\n",
        "publisher = top_games.loc[:, df.columns!='Year'].groupby('Publisher').sum().sort_values('Global_Sales', ascending=False).reset_index(drop=False).head(10)\n",
        "publisher"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "ArjClTUWsLrv",
        "outputId": "f5322938-3536-47a2-9d82-f06028b65479"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                     Publisher  NA_Sales  EU_Sales  JP_Sales  Other_Sales  \\\n",
              "0                     Nintendo    436.10    240.90    170.81        56.99   \n",
              "1                   Activision     91.57     57.61      3.44        20.60   \n",
              "2         Take-Two Interactive     59.69     40.48      3.39        25.59   \n",
              "3  Sony Computer Entertainment     30.42     23.98     15.33        13.43   \n",
              "4       Microsoft Game Studios     49.00     16.47      0.56         5.24   \n",
              "5              Electronic Arts     10.54     22.95      0.47         5.90   \n",
              "6                      Ubisoft     11.89      6.04      0.01         1.85   \n",
              "7           Bethesda Softworks      5.03      2.86      0.10         0.85   \n",
              "8                         Sega      2.58      3.90      0.66         0.91   \n",
              "9                   SquareSoft      2.28      1.72      3.63         0.23   \n",
              "\n",
              "   Global_Sales  \n",
              "0        904.80  \n",
              "1        173.22  \n",
              "2        129.15  \n",
              "3         83.16  \n",
              "4         71.27  \n",
              "5         39.86  \n",
              "6         19.79  \n",
              "7          8.84  \n",
              "8          8.05  \n",
              "9          7.86  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1538b147-05b2-40dd-a21c-dfa4cca4eceb\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Nintendo</td>\n",
              "      <td>436.10</td>\n",
              "      <td>240.90</td>\n",
              "      <td>170.81</td>\n",
              "      <td>56.99</td>\n",
              "      <td>904.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Activision</td>\n",
              "      <td>91.57</td>\n",
              "      <td>57.61</td>\n",
              "      <td>3.44</td>\n",
              "      <td>20.60</td>\n",
              "      <td>173.22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Take-Two Interactive</td>\n",
              "      <td>59.69</td>\n",
              "      <td>40.48</td>\n",
              "      <td>3.39</td>\n",
              "      <td>25.59</td>\n",
              "      <td>129.15</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Sony Computer Entertainment</td>\n",
              "      <td>30.42</td>\n",
              "      <td>23.98</td>\n",
              "      <td>15.33</td>\n",
              "      <td>13.43</td>\n",
              "      <td>83.16</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Microsoft Game Studios</td>\n",
              "      <td>49.00</td>\n",
              "      <td>16.47</td>\n",
              "      <td>0.56</td>\n",
              "      <td>5.24</td>\n",
              "      <td>71.27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Electronic Arts</td>\n",
              "      <td>10.54</td>\n",
              "      <td>22.95</td>\n",
              "      <td>0.47</td>\n",
              "      <td>5.90</td>\n",
              "      <td>39.86</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Ubisoft</td>\n",
              "      <td>11.89</td>\n",
              "      <td>6.04</td>\n",
              "      <td>0.01</td>\n",
              "      <td>1.85</td>\n",
              "      <td>19.79</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Bethesda Softworks</td>\n",
              "      <td>5.03</td>\n",
              "      <td>2.86</td>\n",
              "      <td>0.10</td>\n",
              "      <td>0.85</td>\n",
              "      <td>8.84</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Sega</td>\n",
              "      <td>2.58</td>\n",
              "      <td>3.90</td>\n",
              "      <td>0.66</td>\n",
              "      <td>0.91</td>\n",
              "      <td>8.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>SquareSoft</td>\n",
              "      <td>2.28</td>\n",
              "      <td>1.72</td>\n",
              "      <td>3.63</td>\n",
              "      <td>0.23</td>\n",
              "      <td>7.86</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1538b147-05b2-40dd-a21c-dfa4cca4eceb')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      fill: #1967D2;\n",
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              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\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",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      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-1538b147-05b2-40dd-a21c-dfa4cca4eceb 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-1538b147-05b2-40dd-a21c-dfa4cca4eceb');\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": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 게임 플랫폼과 제작사별 총 판매량 시각화\n",
        "f, axs = plt.subplots(1,2,figsize=(20,8))\n",
        "\n",
        "# 플랫폼별 역대 총 판매량 그래프\n",
        "plt.subplot(1,2,1)\n",
        "plt.bar(platform.Platform,\n",
        "        platform.Global_Sales,\n",
        "        color=sns.color_palette(\"muted\"))\n",
        "\n",
        "plt.title('Global Sales of Top 100 by Platform', fontdict={'fontweight':'bold', 'fontsize':20})\n",
        "plt.xlabel('Platform', fontdict={'fontsize':18, 'fontweight':'bold'})\n",
        "plt.ylabel('Global Sales (M)', fontdict={'fontsize':18, 'fontweight':'bold'});\n",
        "\n",
        "# 게임제작사별 역대 판매량 그래프\n",
        "plt.subplot(1,2,2)\n",
        "plt.bar(publisher.Publisher,\n",
        "        publisher.Global_Sales,\n",
        "        color=sns.color_palette(\"muted\"))\n",
        "\n",
        "plt.title('Global Sales of Top 100 by Publisher', fontdict={'fontweight':'bold', 'fontsize':20})\n",
        "plt.xlabel('Publisher', fontdict={'fontsize':18, 'fontweight':'bold'})\n",
        "plt.ylabel('Global Sales (M)', fontdict={'fontsize':18, 'fontweight':'bold'})\n",
        "plt.xticks(rotation = 90);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 771
        },
        "id": "b4ItSSESvsa6",
        "outputId": "801fb28e-459d-456e-f209-9d520353018e"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x576 with 2 Axes>"
            ],
            "image/png": 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pUpUyly5dMv5fpUoVVa5c2erx9u3bZ7lSJknHjx+/676XL19udQV+/vz5xofxiy++qG7duhldbr/66qsc34TPPfec0UU+NTVVQ4cONYaq/PDDD4qOjjY+CIOCghQfH6+DBw/qwoULunXrltzd3eXt7a0ff/xRUtoHfEpKiuzt7e96Drl588039eqrrxrJSmxsrHbt2mWMyba3t1efPn00ceJEqwQgvev0uXPndPToUcXExKhMmTJq27atwsLCjL/Jrl278pQ0ff3110YMnp6eWrt2rXHlaNiwYerYsaOSkpIUExOjb775RgEBAUpOTja2d3Jy0qxZs7JcbTp79myenofr169r3bp1xnLbtm21ZMkSo/t8vXr19Nlnn0lK6wWyY8cOPfXUUxo+fLgCAwOtkiZ/f/8cu5zfi/Xr11vN7/Huu+8aX8qjR49W7969jS+LRYsWacSIEdl2//fx8dGiRYtkY2MjSZo0aZI2bNggSQoLC1NoaKiaN29e6PFLaUWHjDKPO69QoUK27Qu6XX64uLho3bp1RsLbsmVLo2v5rVu3FBQUpBEjRqhy5crq06eP1qxZI0lavXq1kTRt27bNSA4eeughderUKd9xSDIKQMnJyQoJCTGSBCnth9uTTz55132UL19eP/74o2JiYhQaGqq//vpLiYmJeuSRR9S0aVP9/vvvkmS8152cnPL8em7YsKH+/PNPo0iVvm1GCxcuNP7v7OysdevWGVdbu3btqqFDh0pK6+WwdOlSTZ06NdvzeOGFF/Tmm2/e9Xznz59vXPV/4okndPnyZeOxBQsWqGXLlkpNTVXHjh2NK6Ppc2sAyBvyrYIj30pDvkW+9aDlW/lhb2+vFStWGMW+jPlQamqq1qxZo3fffbfA+8/YO23w4MFZLsQlJibmOlS0Zs2aWrt2rfF379evn8LCwiRZ50y7du2y+lxfvHix1Wt57Nix2rx5s6S0fDCnz+s6deooMDDQmHriQUeRqhRL/yIoLPv37zf+X6NGDaurBS4uLurSpYsCAwMlpSVhOU341q9fP+P/tra26tu3r5E0WSwWhYWF6cknn1Rqaqpmz56txYsXWyUFmSUnJ+vatWuqVq3aPZ1fly5dtGzZMn3++efas2dPlu6hKSkp+uabb3TixAmtWbPG6NJ84cIFTZw48a4V+YwJbW4y7ufYsWO5jpU+cOCAAgIC9PDDD6tKlSqKiYlRfHy8OnfurKZNm8rd3V0PP/yw2rRpk+c5Zw4dOmR17n379rVKOJ577jkjaUqPIeNcCPdDxteinZ2d1dh1BwcH9e7dW3PnzpWUlvyeOnVKjRo1yrKfvn37Wr1PfH19jaRJSvsSKqqkKbPMw8CKervcdO7c2UiYJKlPnz6aOnWqkcynF2QkaciQIUbSdODAAf35559q2LChVdfzvn37FvhHzapVq7Jdb29vrw8++CBPk3gmJSXp/fff1/r167MMNckofb6HwnTr1i0jqZHS7sCUcTjAo48+atWrIPOVy4xeeeWVux6vdu3aVsNSateubRSp0nuTSWmfvW5ubkaRKi8TzwLIHvlW/pBvpSHfIt960PKt/GjdurVVb7RHH31UNWvW1F9//SXJ+twLol27dkaBffbs2frxxx9Vr149ubu7q2nTpmrXrl22PdLT9e3b1+pztV69ekY+lzFnyvx5lFtPtmPHjuX4eT1o0KBSU6CSKFKVOtWrVzeuaFy9elXXr1+3ugr12muvKTEx0Wp4Sl5lfENm90GVeV1cXFy2b8KqVavmul36cf73f/83z93Kc0uq8qNNmzZauHChbt68qdDQUB0+fFi//PKL1YSnhw8f1h9//KF27dpJkl599VWrH6H3GmN+fiymd792cHDQ3LlzNXnyZEVGRio6OtpqHgpJeuyxxzR//nyVLVs2X8fP3L0383J2V4qLWsYYK1asmOUqZk6vqczu9lqMi4u7lzBzlfmqe3x8fK7L6e0Lul1+ZH4e7O3tValSJeMqYcbnpVGjRurQoYMx18Tq1as1cuRIqy9tPz+/fMeQnbJly6pmzZpq166dXnjhhTzPjTJr1iyrq9U5yTwnSWGIi4uzSmyz++x0dXU1ilQ5vVYrV66cp79l5h+PGZPVzI9lnAOmKJJv4EFGvnVvyLfItzIi30pTEvOtzPlDXt9/2X22Va1a1ShS3etrYsiQITp58qQ2bNiglJQUHTx4UAcPHjQed3Z21scff6xu3bplu33t2rWtljO+9jOec34v8l27di3bz+v83EDgQUCRqpR57LHHjKTJYrFo/fr1GjZsmPH4oEGDJMlqeEpeZazupt8hIaPM6zJeGcjo6tWrVm/EnLbL2I25WrVqmjt3rho3biwHBwctX75c77//fr7iz48KFSqoQ4cO6tChg0aOHKlFixbpX//6l/H4xYsXJUlnzpyxSpieeeYZTZw4UdWqVZOtra38/PzyPYymUqVKRtfqxo0bq1evXjm2zTgxYps2bfT999/r+PHjOnbsmM6dO6fjx49rx44dunPnjn799VctXLjwrhMRZq7iZ54oMfNyYc59kFcZY4yLi1NycrLVl0fm11ROVyYy3xI8r6/hwpB5ktCzZ89ajb3PPKdFevuCbpcfmZ+HlJQUqy/hzHOFDB061EiagoKCVK1aNeMqoLe39z198S5dutTqbjMFkfEqY6NGjTRz5kw1aNDAuBvX119/fU/7z0363C7pCU12n50Z31M5vVbLly+fp+PldgU188TEAAqOfKtwkG/9F/lW0SDfypu85luZJ8fPfBfOzJOH5yS7z7aMr5Ps5qXLDzs7O3344Yd64403dPDgQZ05c0bnzp3Tzz//rHPnzunGjRuaNGmSnnjiCZUrVy7L9plzppx6zGZ8zdvY2Gj8+PG53mE0p/dIdjE8yPJ2aws8MIYMGWL1I2X27NlWY4rvRevWrY3/R0VFaffu3cby9evXjS6VkuTh4ZFtlViS1eSIqampCgoKMpZtbGzUpEkTSdZju5s0aaKWLVvKwcFBqamp2rJly72fUCZvvPGGDh06lO1jmcedpycKmcefd+/eXTVq1JCtra1OnTqVZdLFvMg4VOfy5cvq06ePhg8fbvVv2LBh8vT0NLpGJycn68SJE7KxsZGnp6d8fX312muv6bPPPrO61XBeEuUWLVpYfTAHBQVZ3dnim2++sWqf8XVxv2Q85p07d6xeQ8nJyfr222+N5UqVKuXY9T4oKMjqakjGrueScu36f68ef/xxqy+k9PHqUtrwtIxXZlu3bm0MESvodvmxfft2qytYGzdutHoNZH5ennzySdWtW1dSWhKbcTLewpxMuKAyXn1u3769PDw8ZG9vr8TExFxv75s5QcmciOVFuXLl5OXlZSzv2LHD6g5Jv/32m9GLSjLn/QQg/8i3Co58Kw351n+Rb6UpCflW5oJixvfyzz//rKNHj+ZpPwcOHDBuAiGl5UPpvaike39NnD59WgkJCapUqZKefPJJBQQE6O2339bs2bONNgkJCTp16tQ9HSfj54jFYlHVqlWzfI4MHz5c3bp1U6NGjYq0IFuScNm0lKlfv74mTpyojz76SFLaj6qRI0fK29tbbdq0kZOTk65evWp1G9i8Gjx4sFauXGlMRPfKK6/o2WeflZOTkzZt2mRV+c88cXBG33zzjWJiYtSkSRPt3bvXmLRYShubnd69uX79+kY1fufOnZo6daqqV6+un3766Z7HKWdn48aN2rhxo2rXrm2Mk7a3t1dERITVF1OFChXUpk0bSVLdunVla2trfKF89NFHCgsLU0JCgnGHjvx68cUX9cMPPyg1NVVXrlxR79699fTTT6tWrVq6deuWTp8+rd9//10xMTFaunSp3NzcFB8fr969e6tevXpq1aqVXF1d5eTkpIiICGMiUinn6n1GLi4ueu6557R69WpJ0u+//66///3v8vHx0dmzZ616pdSvX7/AEzTei379+mnBggXGj/13331XBw4cMO42k/EqTkBAQI5XNHbv3q0hQ4aoffv2Onr0qFXCkX6Xobw4d+6cVq5caSxnfC8cOXLE6qrwpEmTJKVdIQoICNCCBQskSVu3btVrr70mLy8v/fDDD8YXtY2Njf7xj38Y2xd0u/y4fv26/Pz81KNHD127ds2Y+0RK6wLep08fq/a2trYaPHiw8bmT/hnh7Oycp8lri1r9+vV14sQJSTLmc3ByctKWLVt05syZHLfLfAvn9957T0888YTs7OzUrl27PCdQw4cP14QJEyRJN27ckJ+fn5555hndunXL6keIg4ODhgwZkq9zA2AO8q2CI99KQ76VhnyrZOVbTk5OatCggU6fPi0prQB56dIllS1b1urOl3eTkpKigQMHqk+fPsY8dOkK446p//u//6t169apffv2cnNz00MPPaTk5GR9//33Vu3udR6oJ598Uo0aNTLyzLfeeks//PCDGjduLDs7O0VFRenQoUM6duyY+vXrpyeeeOKejvegoEhVCr3wwgtycnLShx9+aNzKc//+/VaTH2aU1+7Dbm5umjVrlv7f//t/unXrlm7duqXly5dnaffSSy9ZTayYWfv27bVjx44sY/irV6+ut956y1geOXKkfvnlF6WkpCg1NVVr166V9N/b327cuDFPcefXhQsXrHo2ZGRnZ6d33nnHuGpZtWpVDRgwQCtWrJCUdsUz/cvMw8NDbm5ueb6ikK5Vq1Z6//339d577yklJUXXrl3LcTLDzCIiInLsZluuXDm98MILedrPlClTFBkZaVy9DQkJUUhIiFWbWrVqaf78+aYMIXJ2dtb8+fM1atQoXb9+Xbdv37b6Yk/Xq1cvvfzyyznup1OnTtqxY4dV4i6lfQFPmzYtz/H89ddfWrRoUbaP/fnnn/rzzz+N5fSkSZLGjBmjkydPGl+YW7du1datW622f+ONN7Lc0rig2+VV69atdfjwYX3++edW621sbPTWW29lO9Hks88+qzlz5ljN0fDMM88Ui+7Lr7zyisaOHSspLaF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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##정리:\n",
        "\n",
        "\n",
        "*   게임 플랫폼: Wii, DS, Xbox Series\n",
        "*   수익성이 높은 시장: 미국, 유럽\n",
        "*   게임 장르: Action, Sports, Shooter  \n",
        "    또는 Role-Playing으로 일본 시장 집중 공략\n",
        "*   인기 게임출판사 Nintendo 또는 Activision과 함께 공동 제작"
      ],
      "metadata": {
        "id": "f1a61Ako3IC6"
      }
    }
  ]
}