catboost_github.ipynb

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    "colab": {
      "name": "Untitled2.ipynb",
      "provenance": []
    },
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      "name": "python3",
      "display_name": "Python 3"
    }
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    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6cCeu5jxoDG4",
        "outputId": "61742177-0cee-47f5-94a6-2162c04dab32"
      },
      "source": [
        "!pip install catboost"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: catboost in /usr/local/lib/python3.6/dist-packages (0.24.3)\n",
            "Requirement already satisfied: pandas>=0.24.0 in /usr/local/lib/python3.6/dist-packages (from catboost) (1.1.4)\n",
            "Requirement already satisfied: numpy>=1.16.0 in /usr/local/lib/python3.6/dist-packages (from catboost) (1.18.5)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from catboost) (3.2.2)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from catboost) (1.15.0)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from catboost) (1.4.1)\n",
            "Requirement already satisfied: plotly in /usr/local/lib/python3.6/dist-packages (from catboost) (4.4.1)\n",
            "Requirement already satisfied: graphviz in /usr/local/lib/python3.6/dist-packages (from catboost) (0.10.1)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.24.0->catboost) (2.8.1)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.24.0->catboost) (2018.9)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->catboost) (0.10.0)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->catboost) (2.4.7)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->catboost) (1.3.1)\n",
            "Requirement already satisfied: retrying>=1.3.3 in /usr/local/lib/python3.6/dist-packages (from plotly->catboost) (1.3.3)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8uOdfLz47fts",
        "outputId": "be6f50d2-6f69-4725-b56a-d74ee96b0728"
      },
      "source": [
        "!pip install shap"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: shap in /usr/local/lib/python3.6/dist-packages (0.37.0)\n",
            "Requirement already satisfied: slicer==0.0.3 in /usr/local/lib/python3.6/dist-packages (from shap) (0.0.3)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from shap) (1.18.5)\n",
            "Requirement already satisfied: numba in /usr/local/lib/python3.6/dist-packages (from shap) (0.48.0)\n",
            "Requirement already satisfied: tqdm>4.25.0 in /usr/local/lib/python3.6/dist-packages (from shap) (4.41.1)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.6/dist-packages (from shap) (0.22.2.post1)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (from shap) (1.1.4)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from shap) (1.4.1)\n",
            "Requirement already satisfied: llvmlite<0.32.0,>=0.31.0dev0 in /usr/local/lib/python3.6/dist-packages (from numba->shap) (0.31.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from numba->shap) (50.3.2)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn->shap) (0.17.0)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->shap) (2018.9)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas->shap) (2.8.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.7.3->pandas->shap) (1.15.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        },
        "id": "kFWADbcmoTYv",
        "outputId": "ae0c7ff4-216e-42c7-a435-97b82e88b95e"
      },
      "source": [
        "import pandas as pd\n",
        "df = pd.read_csv(\"https://raw.githubusercontent.com/connect2robiul/CSVfile/master/GGS_new.csv\",sep=\";\")\n",
        "df.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
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              "      <td>M1C1++E</td>\n",
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              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
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              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
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              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
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              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>...</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>22</td>\n",
              "      <td>222</td>\n",
              "      <td>222</td>\n",
              "      <td>2</td>\n",
              "      <td>70</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>...</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 257 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   ID  sex  generations  edu_level  ...    a34.9   a34.10   a34.11   a34.12\n",
              "0   1    2            5          3  ...   M1C1J+   M1C1J+   M1C1J+   M1C1J+\n",
              "1   2    2            5          2  ...  M1C1++E  M1C1++E      NaN      NaN\n",
              "2   3    2            2          1  ...  M1C1++E  M1C1++E  M1C1++E  M1C1++E\n",
              "3   4    1            5          2  ...   SC1++J   SC1++J   SC1++J   SC1++J\n",
              "4   5    2            2          2  ...  M1C1++L  M1C1++L  M1C1++L  M1C1++L\n",
              "\n",
              "[5 rows x 257 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7wtDbPH6oZki"
      },
      "source": [
        "df[\"relig\"] = df[\"relig\"]+1\n",
        "df[\"relig_type\"] = df[\"relig_type\"]+1\n",
        "df[\"relig_fre\"] = df[\"relig_fre\"]+1"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1MywqtgZoaDg"
      },
      "source": [
        "df[[\"relig\",\"relig_type\",\"relig_fre\"]] = df[[\"relig\",\"relig_type\",\"relig_fre\"]].fillna(0)"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "86oopFpLoj64"
      },
      "source": [
        "df[\"relig\"] = df[\"relig\"].astype(int)\n",
        "df[\"relig_type\"] = df[\"relig_type\"].astype(int)\n",
        "df[\"relig_fre\"] = df[\"relig_fre\"].astype(int)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gNGDhf8fpSMT"
      },
      "source": [
        "df = df.fillna(\"Data_is_missing\")"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        },
        "id": "O1aMUc16oqDP",
        "outputId": "0f7e7ee4-14fd-4a89-d59c-4fc670b63a8f"
      },
      "source": [
        "df = df.drop([\"ID\",\"sg\",\"sge\",\"sgl\",\"age\",\"generations2\"],axis=1)\n",
        "df.head()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>sex</th>\n",
              "      <th>generations</th>\n",
              "      <th>edu_level</th>\n",
              "      <th>loc</th>\n",
              "      <th>loc_mobil</th>\n",
              "      <th>p_numb</th>\n",
              "      <th>m_numb</th>\n",
              "      <th>ch_numb</th>\n",
              "      <th>relig</th>\n",
              "      <th>relig_type</th>\n",
              "      <th>relig_fre</th>\n",
              "      <th>a15.1</th>\n",
              "      <th>a15.2</th>\n",
              "      <th>a15.3</th>\n",
              "      <th>a15.4</th>\n",
              "      <th>a15.5</th>\n",
              "      <th>a15.6</th>\n",
              "      <th>a15.7</th>\n",
              "      <th>a15.8</th>\n",
              "      <th>a15.9</th>\n",
              "      <th>a15.10</th>\n",
              "      <th>a15.11</th>\n",
              "      <th>a15.12</th>\n",
              "      <th>a16.1</th>\n",
              "      <th>a16.2</th>\n",
              "      <th>a16.3</th>\n",
              "      <th>a16.4</th>\n",
              "      <th>a16.5</th>\n",
              "      <th>a16.6</th>\n",
              "      <th>a16.7</th>\n",
              "      <th>a16.8</th>\n",
              "      <th>a16.9</th>\n",
              "      <th>a16.10</th>\n",
              "      <th>a16.11</th>\n",
              "      <th>a16.12</th>\n",
              "      <th>a17.1</th>\n",
              "      <th>a17.2</th>\n",
              "      <th>a17.3</th>\n",
              "      <th>a17.4</th>\n",
              "      <th>a17.5</th>\n",
              "      <th>...</th>\n",
              "      <th>a31.9</th>\n",
              "      <th>a31.10</th>\n",
              "      <th>a31.11</th>\n",
              "      <th>a31.12</th>\n",
              "      <th>a32.1</th>\n",
              "      <th>a32.2</th>\n",
              "      <th>a32.3</th>\n",
              "      <th>a32.4</th>\n",
              "      <th>a32.5</th>\n",
              "      <th>a32.6</th>\n",
              "      <th>a32.7</th>\n",
              "      <th>a32.8</th>\n",
              "      <th>a32.9</th>\n",
              "      <th>a32.10</th>\n",
              "      <th>a32.11</th>\n",
              "      <th>a32.12</th>\n",
              "      <th>a33.1</th>\n",
              "      <th>a33.2</th>\n",
              "      <th>a33.3</th>\n",
              "      <th>a33.4</th>\n",
              "      <th>a33.5</th>\n",
              "      <th>a33.6</th>\n",
              "      <th>a33.7</th>\n",
              "      <th>a33.8</th>\n",
              "      <th>a33.9</th>\n",
              "      <th>a33.10</th>\n",
              "      <th>a33.11</th>\n",
              "      <th>a33.12</th>\n",
              "      <th>a34.1</th>\n",
              "      <th>a34.2</th>\n",
              "      <th>a34.3</th>\n",
              "      <th>a34.4</th>\n",
              "      <th>a34.5</th>\n",
              "      <th>a34.6</th>\n",
              "      <th>a34.7</th>\n",
              "      <th>a34.8</th>\n",
              "      <th>a34.9</th>\n",
              "      <th>a34.10</th>\n",
              "      <th>a34.11</th>\n",
              "      <th>a34.12</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC0J</td>\n",
              "      <td>SC0J</td>\n",
              "      <td>SC0J</td>\n",
              "      <td>...</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "      <td>M1C1J+</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC0J</td>\n",
              "      <td>SC0J</td>\n",
              "      <td>SC0J</td>\n",
              "      <td>SC0J</td>\n",
              "      <td>SC0J</td>\n",
              "      <td>...</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>Data_is_missing</td>\n",
              "      <td>Data_is_missing</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>...</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "      <td>M1C1++E</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>...</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "      <td>SC1++J</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>SC00</td>\n",
              "      <td>...</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "      <td>M1C1++L</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 251 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   sex  generations  edu_level  ...   a34.10           a34.11           a34.12\n",
              "0    2            5          3  ...   M1C1J+           M1C1J+           M1C1J+\n",
              "1    2            5          2  ...  M1C1++E  Data_is_missing  Data_is_missing\n",
              "2    2            2          1  ...  M1C1++E          M1C1++E          M1C1++E\n",
              "3    1            5          2  ...   SC1++J           SC1++J           SC1++J\n",
              "4    2            2          2  ...  M1C1++L          M1C1++L          M1C1++L\n",
              "\n",
              "[5 rows x 251 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w3pmF_Vpoqe-"
      },
      "source": [
        "col = 'edu_level'\n",
        "df_new = df.copy()\n",
        "y = df_new[col]\n",
        "X = df_new.drop(col,axis=1)"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yfa5SwgQozKe"
      },
      "source": [
        "cat_feature = list(range(0,X.shape[1]))"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8iMLNSqGuS90"
      },
      "source": [
        "cat_feature_y = list(range(0,0))"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-tbPXtEvuY1S",
        "outputId": "ff579380-0f62-460e-98f3-d19fad9fdff2"
      },
      "source": [
        "X.shape"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(5451, 250)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GXlxjjsUo3EF"
      },
      "source": [
        "X= X.astype('category')"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ai7ypdWjo7fy"
      },
      "source": [
        "from catboost import Pool \n",
        "pool = Pool(data=X, label=y, cat_features=cat_feature)"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IJsz3xsSpDRp"
      },
      "source": [
        "from sklearn.model_selection import train_test_split \n",
        "X_train, X_valid, y_train, y_valid = train_test_split(X,y, test_size = 0.2 , random_state =0) \n",
        "train_pool= Pool(data= X_train, label= y_train, cat_features= cat_feature)\n",
        "valid_pool = Pool(data=X_valid, label=y_valid,cat_features= cat_feature) "
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9rpqCd4opxCX",
        "outputId": "c255b55a-70b9-4228-e045-41f740ea076b"
      },
      "source": [
        "\n",
        "from catboost import CatBoostClassifier\n",
        "from sklearn.model_selection import GridSearchCV  \n",
        "\n",
        "param_grid = {\n",
        "        'learning_rate': [.3],\n",
        "    'depth': [2],\n",
        "    'l2_leaf_reg': [1 ],\n",
        " }\n",
        "# param_grid = {\n",
        "#         'learning_rate': [0.001,0.1,0.3,0.5,1],\n",
        "#     'depth': [2, 5, 10,20,50],\n",
        "#     'l2_leaf_reg': [1, 3, 5, 7, 9],\n",
        "#  }\n",
        "clf = CatBoostClassifier (iterations=20 , \n",
        "                         cat_features= cat_feature, verbose =20) \n",
        "grid_search = GridSearchCV(clf, param_grid= param_grid, cv = 2)\n",
        "results = grid_search.fit(X_train, y_train)"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0:\tlearn: 1.0243659\ttotal: 117ms\tremaining: 2.23s\n",
            "19:\tlearn: 0.6942050\ttotal: 1.08s\tremaining: 0us\n",
            "0:\tlearn: 1.0278528\ttotal: 66.8ms\tremaining: 1.27s\n",
            "19:\tlearn: 0.6851973\ttotal: 1.02s\tremaining: 0us\n",
            "0:\tlearn: 1.0210523\ttotal: 119ms\tremaining: 2.26s\n",
            "19:\tlearn: 0.6767141\ttotal: 1.75s\tremaining: 0us\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BUeq1mSluyCV"
      },
      "source": [
        "y_pred= results.predict(X_valid)"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SgQqnrdssr8W",
        "outputId": "8d3932ed-4f5c-456e-ee31-0d87d5130c33"
      },
      "source": [
        "from sklearn.metrics import accuracy_score\n",
        "accuracy_score(y_valid, y_pred)"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.692942254812099"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E1nIgH9g7qjy",
        "outputId": "f949c242-7a24-41f5-a947-f7c3794c0d57"
      },
      "source": [
        "results"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GridSearchCV(cv=2, error_score=nan,\n",
              "             estimator=<catboost.core.CatBoostClassifier object at 0x7faa87c6a470>,\n",
              "             iid='deprecated', n_jobs=None,\n",
              "             param_grid={'depth': [2], 'l2_leaf_reg': [1],\n",
              "                         'learning_rate': [0.3]},\n",
              "             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n",
              "             scoring=None, verbose=0)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "UkYpbpsb7QSn",
        "outputId": "bdfc1f87-9376-4b6c-84d5-609ba3970a93"
      },
      "source": [
        "import shap\n",
        "shap.initjs()\n",
        "explainer = shap.TreeExplainer(results.best_estimator_)\n",
        "shap_values = explainer.shap_values(X)\n",
        "shap.summary_plot(shap_values, X)"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
              "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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\n",
            "text/plain": [
              "<Figure size 576x684 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-_LqE25u7Z62"
      },
      "source": [
        ""
      ],
      "execution_count": 20,
      "outputs": []
    }
  ]
}