Interpretable_ML_XAI_Classification_2023-10.ipynb

interpretable_ml_xai_classification_2023-10.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
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      "source": [
        "<a href=\"https://colab.research.google.com/gist/alonsosilvaallende/0c54453b206b09a626b35228bcfe4975/interpretable_ml_xai_classification_2023-10.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -q shap"
      ],
      "metadata": {
        "id": "LJTiwmxklmxu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "73ccf3ae-3e01-4a8c-b18d-08b5cc2c037b"
      },
      "execution_count": 2,
      "outputs": [
        {
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          "name": "stdout",
          "text": [
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/532.9 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[91m━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m30.7/532.9 kB\u001b[0m \u001b[31m774.0 kB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.6/532.9 kB\u001b[0m \u001b[31m2.5 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m532.5/532.9 kB\u001b[0m \u001b[31m4.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m532.9/532.9 kB\u001b[0m \u001b[31m3.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
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    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "fC2ydbbLlMn3"
      },
      "outputs": [],
      "source": [
        "import shap\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "X, y = shap.datasets.adult()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "X, y, test_size=0.2, random_state=1\n",
        ")"
      ],
      "metadata": {
        "id": "DtkCQg1PllAx"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.compose import ColumnTransformer\n",
        "from sklearn.pipeline import Pipeline\n",
        "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "import numpy as np\n",
        "# Define the categorical and numerical features\n",
        "cats = ['Workclass', 'Marital Status', 'Occupation',\n",
        "'Relationship', 'Race', 'Sex', 'Country']\n",
        "nums = ['Age', 'Education-Num', 'Capital Gain',\n",
        "'Capital Loss', 'Hours per week']\n",
        "# Define the column transformer\n",
        "preprocessor = ColumnTransformer(\n",
        "transformers=[\n",
        "('cat', OneHotEncoder(handle_unknown='ignore'), cats),\n",
        "('num', StandardScaler(), nums)\n",
        "])\n",
        "# Define the pipeline\n",
        "model = Pipeline([\n",
        "('preprocessor', preprocessor),\n",
        "('classifier', LogisticRegression(max_iter=10000))\n",
        "])\n",
        "# Fit the pipeline to the training data\n",
        "model.fit(X_train, y_train)\n",
        "X_sub = shap.sample(X_train, 100)\n",
        "ex = shap.Explainer(model.predict_proba, X_sub)\n",
        "shap_values = ex(X_test.iloc[0:100])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sFHo7WCemLN9",
        "outputId": "8d28da5e-aeb4-46ff-dd0e-aee412fc73e0"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "PermutationExplainer explainer: 101it [00:20,  2.45it/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.fit(X_train, y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 192
        },
        "id": "vdu-tgpOLAT2",
        "outputId": "18782cc5-9ae8-43f2-84a4-8ebad056362a"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Pipeline(steps=[('preprocessor',\n",
              "                 ColumnTransformer(transformers=[('cat',\n",
              "                                                  OneHotEncoder(handle_unknown='ignore'),\n",
              "                                                  ['Workclass',\n",
              "                                                   'Marital Status',\n",
              "                                                   'Occupation', 'Relationship',\n",
              "                                                   'Race', 'Sex', 'Country']),\n",
              "                                                 ('num', StandardScaler(),\n",
              "                                                  ['Age', 'Education-Num',\n",
              "                                                   'Capital Gain',\n",
              "                                                   'Capital Loss',\n",
              "                                                   'Hours per week'])])),\n",
              "                ('classifier', LogisticRegression(max_iter=10000))])"
            ],
            "text/html": [
              "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,\n",
              "                 ColumnTransformer(transformers=[(&#x27;cat&#x27;,\n",
              "                                                  OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),\n",
              "                                                  [&#x27;Workclass&#x27;,\n",
              "                                                   &#x27;Marital Status&#x27;,\n",
              "                                                   &#x27;Occupation&#x27;, &#x27;Relationship&#x27;,\n",
              "                                                   &#x27;Race&#x27;, &#x27;Sex&#x27;, &#x27;Country&#x27;]),\n",
              "                                                 (&#x27;num&#x27;, StandardScaler(),\n",
              "                                                  [&#x27;Age&#x27;, &#x27;Education-Num&#x27;,\n",
              "                                                   &#x27;Capital Gain&#x27;,\n",
              "                                                   &#x27;Capital Loss&#x27;,\n",
              "                                                   &#x27;Hours per week&#x27;])])),\n",
              "                (&#x27;classifier&#x27;, LogisticRegression(max_iter=10000))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-8\" type=\"checkbox\" ><label for=\"sk-estimator-id-8\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Pipeline</label><div class=\"sk-toggleable__content\"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,\n",
              "                 ColumnTransformer(transformers=[(&#x27;cat&#x27;,\n",
              "                                                  OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),\n",
              "                                                  [&#x27;Workclass&#x27;,\n",
              "                                                   &#x27;Marital Status&#x27;,\n",
              "                                                   &#x27;Occupation&#x27;, &#x27;Relationship&#x27;,\n",
              "                                                   &#x27;Race&#x27;, &#x27;Sex&#x27;, &#x27;Country&#x27;]),\n",
              "                                                 (&#x27;num&#x27;, StandardScaler(),\n",
              "                                                  [&#x27;Age&#x27;, &#x27;Education-Num&#x27;,\n",
              "                                                   &#x27;Capital Gain&#x27;,\n",
              "                                                   &#x27;Capital Loss&#x27;,\n",
              "                                                   &#x27;Hours per week&#x27;])])),\n",
              "                (&#x27;classifier&#x27;, LogisticRegression(max_iter=10000))])</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-9\" type=\"checkbox\" ><label for=\"sk-estimator-id-9\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">preprocessor: ColumnTransformer</label><div class=\"sk-toggleable__content\"><pre>ColumnTransformer(transformers=[(&#x27;cat&#x27;, OneHotEncoder(handle_unknown=&#x27;ignore&#x27;),\n",
              "                                 [&#x27;Workclass&#x27;, &#x27;Marital Status&#x27;, &#x27;Occupation&#x27;,\n",
              "                                  &#x27;Relationship&#x27;, &#x27;Race&#x27;, &#x27;Sex&#x27;, &#x27;Country&#x27;]),\n",
              "                                (&#x27;num&#x27;, StandardScaler(),\n",
              "                                 [&#x27;Age&#x27;, &#x27;Education-Num&#x27;, &#x27;Capital Gain&#x27;,\n",
              "                                  &#x27;Capital Loss&#x27;, &#x27;Hours per week&#x27;])])</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" ><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">cat</label><div class=\"sk-toggleable__content\"><pre>[&#x27;Workclass&#x27;, &#x27;Marital Status&#x27;, &#x27;Occupation&#x27;, &#x27;Relationship&#x27;, &#x27;Race&#x27;, &#x27;Sex&#x27;, &#x27;Country&#x27;]</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-11\" type=\"checkbox\" ><label for=\"sk-estimator-id-11\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">OneHotEncoder</label><div class=\"sk-toggleable__content\"><pre>OneHotEncoder(handle_unknown=&#x27;ignore&#x27;)</pre></div></div></div></div></div></div><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-12\" type=\"checkbox\" ><label for=\"sk-estimator-id-12\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">num</label><div class=\"sk-toggleable__content\"><pre>[&#x27;Age&#x27;, &#x27;Education-Num&#x27;, &#x27;Capital Gain&#x27;, &#x27;Capital Loss&#x27;, &#x27;Hours per week&#x27;]</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-13\" type=\"checkbox\" ><label for=\"sk-estimator-id-13\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">StandardScaler</label><div class=\"sk-toggleable__content\"><pre>StandardScaler()</pre></div></div></div></div></div></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-14\" type=\"checkbox\" ><label for=\"sk-estimator-id-14\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(max_iter=10000)</pre></div></div></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = model.predict(X_test)"
      ],
      "metadata": {
        "id": "Eb0M9B5PK2wQ"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WIR44yWdLUQQ",
        "outputId": "537098ad-858f-4707-9853-4ed3511a8f96"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([False, False,  True, ..., False, False,  True])"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import precision_score\n",
        "\n",
        "precision_score(y_test, y_pred)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0-lvllkiLdwQ",
        "outputId": "f6ff4f54-0d5a-4d3d-b79f-da118ac511dd"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.6975169300225733"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import recall_score\n",
        "\n",
        "recall_score(y_test, y_pred)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9D_6OdDWLwjQ",
        "outputId": "1aa9ab82-3960-45b7-8681-1e75bc1b0051"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.6234028244788165"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import PrecisionRecallDisplay\n",
        "\n",
        "display = PrecisionRecallDisplay.from_estimator(\n",
        "    model, X_test, y_test, name=\"LogisticRegression\"\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "9cUA-SKSMACJ",
        "outputId": "35750b0c-b41f-4304-8543-9c99c015e190"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_test.iloc[1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NR-os96hn9LA",
        "outputId": "24008e6d-383f-4a2c-81b4-0c12c261b07d"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Age               18.0\n",
              "Workclass          4.0\n",
              "Education-Num      7.0\n",
              "Marital Status     4.0\n",
              "Occupation         8.0\n",
              "Relationship       2.0\n",
              "Race               4.0\n",
              "Sex                1.0\n",
              "Capital Gain       0.0\n",
              "Capital Loss       0.0\n",
              "Hours per week    25.0\n",
              "Country           39.0\n",
              "Name: 709, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class_index = 1\n",
        "data_index = 1\n",
        "shap.plots.waterfall(shap_values[data_index,:,class_index])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "Fs3Q2EaRmdi7",
        "outputId": "880830e6-7908-49e8-c095-a4f0374db83e"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x650 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class_index = 0\n",
        "shap.plots.waterfall(shap_values[data_index,:,class_index])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "S-K7epILniD5",
        "outputId": "d3d6da29-492a-4d86-c0c7-c144d6312fd5"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x650 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class_index=1\n",
        "shap.plots.bar(shap_values[data_index,:,class_index])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 585
        },
        "id": "cfiybQWcn6R4",
        "outputId": "d0a7a628-65b1-4ef3-c25b-091428903580"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x650 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "shap.initjs()\n",
        "shap.plots.force(shap_values[data_index,:,class_index])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 193
        },
        "id": "Gnfme4PWpAls",
        "outputId": "abd58a35-1df4-4db4-8116-7071fb2ee356"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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Qu(t),null;if(r=0!=(128&t.flags),null===(l=o.rendering))if(r)qu(o,!1);else{if(0!==Fl||null!==e&&0!=(128&e.flags))for(e=t.child;null!==e;){if(null!==(l=lo(e))){for(t.flags|=128,qu(o,!1),null!==(r=l.updateQueue)&&(t.updateQueue=r,t.flags|=4),t.subtreeFlags=0,r=n,n=t.child;null!==n;)e=r,(o=n).flags&=14680066,null===(l=o.alternate)?(o.childLanes=0,o.lanes=e,o.child=null,o.subtreeFlags=0,o.memoizedProps=null,o.memoizedState=null,o.updateQueue=null,o.dependencies=null,o.stateNode=null):(o.childLanes=l.childLanes,o.lanes=l.lanes,o.child=l.child,o.subtreeFlags=0,o.deletions=null,o.memoizedProps=l.memoizedProps,o.memoizedState=l.memoizedState,o.updateQueue=l.updateQueue,o.type=l.type,e=l.dependencies,o.dependencies=null===e?null:{lanes:e.lanes,firstContext:e.firstContext}),n=n.sibling;return 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t=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in je.colors?t=je.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),t=je.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(t=this.props.plot_cmap),this.colors=t.map((function(e){return q(e)})),this.brighterColors=[1.45,1.6].map((function(t,n){return e.colors[n].brighter(t)}));var n=ze(\",.4\");null!=this.props.ordering_keys&&null!=this.props.ordering_keys_time_format?(this.parseTime=Tr(this.props.ordering_keys_time_format),this.formatTime=Cr(this.props.ordering_keys_time_format),this.xtickFormat=function(e){return\"object\"==Za(e)?this.formatTime(e):n(e)}):(this.parseTime=null,this.formatTime=null,this.xtickFormat=n),this.xscale=De(),this.xaxis=dn().scale(this.xscale).tickSizeInner(4).tickSizeOuter(0).tickFormat((function(t){return e.xtickFormat(t)})).tickPadding(-18),this.ytickFormat=n,this.yscale=De(),this.yaxis=pn(an,undefined).scale(this.yscale).tickSizeInner(4).tickSizeOuter(0).tickFormat((function(t){return e.ytickFormat(e.invLinkFunction(t))})).tickPadding(2),this.xlabel.node().onchange=function(){return e.internalDraw()},this.ylabel.node().onchange=function(){return e.internalDraw()},this.svg.on(\"mousemove\",(function(t){return e.mouseMoved(t)})),this.svg.on(\"click\",(function(){return alert(\"This original index of the sample you clicked is \"+e.nearestExpIndex)})),this.svg.on(\"mouseout\",(function(t){return e.mouseOut(t)})),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"mouseOut\",value:function(){this.hoverLine.attr(\"display\",\"none\"),this.hoverx.attr(\"display\",\"none\"),this.hoverxOutline.attr(\"display\",\"none\"),this.hoverxTitle.attr(\"display\",\"none\"),this.hovery.attr(\"display\",\"none\"),this.hoveryOutline.attr(\"display\",\"none\"),this.hoverGroup1.attr(\"display\",\"none\"),this.hoverGroup2.attr(\"display\",\"none\")}},{key:\"mouseMoved\",value:function(e){var t,n,r=this;this.hoverLine.attr(\"display\",\"\"),this.hoverx.attr(\"display\",\"\"),this.hoverxOutline.attr(\"display\",\"\"),this.hoverxTitle.attr(\"display\",\"\"),this.hovery.attr(\"display\",\"\"),this.hoveryOutline.attr(\"display\",\"\"),this.hoverGroup1.attr(\"display\",\"\"),this.hoverGroup2.attr(\"display\",\"\");var a=function(e,t){if(e=function(e){let t;for(;t=e.sourceEvent;)e=t;return e}(e),void 0===t&&(t=e.currentTarget),t){var n=t.ownerSVGElement||t;if(n.createSVGPoint){var r=n.createSVGPoint();return r.x=e.clientX,r.y=e.clientY,[(r=r.matrixTransform(t.getScreenCTM().inverse())).x,r.y]}if(t.getBoundingClientRect){var a=t.getBoundingClientRect();return[e.clientX-a.left-t.clientLeft,e.clientY-a.top-t.clientTop]}}return[e.pageX,e.pageY]}(e,this.svg.node())[0];if(this.props.explanations){for(t=0;t<this.currExplanations.length;++t)(!n||Math.abs(n.xmapScaled-a)>Math.abs(this.currExplanations[t].xmapScaled-a))&&(n=this.currExplanations[t]);this.nearestExpIndex=n.origInd,this.hoverLine.attr(\"x1\",n.xmapScaled).attr(\"x2\",n.xmapScaled).attr(\"y1\",0+this.topOffset).attr(\"y2\",this.height),this.hoverx.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxOutline.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxTitle.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-18).text(n.count>1?n.count+\" averaged samples\":\"\"),this.hovery.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint))),this.hoveryOutline.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint)));for(var i,o,u=[],l=this.currPosOrderedFeatures.length-1;l>=0;--l){var s=this.currPosOrderedFeatures[l],c=n.features[s];o=5+(c.posyTop+c.posyBottom)/2,(!i||o-i>=15)&&c.posyTop-c.posyBottom>=6&&(u.push(c),i=o)}var f=[];i=void 0;var p,d=Ga(this.currNegOrderedFeatures);try{for(d.s();!(p=d.n()).done;){var h=p.value,v=n.features[h];o=5+(v.negyTop+v.negyBottom)/2,(!i||i-o>=15)&&v.negyTop-v.negyBottom>=6&&(f.push(v),i=o)}}catch(e){d.e(e)}finally{d.f()}var g=function(e){var t=\"\";return null!==e.value&&void 0!==e.value&&(t=\" = \"+(isNaN(e.value)?e.value:r.ytickFormat(e.value))),n.count>1?\"mean(\"+r.props.featureNames[e.ind]+\")\"+t:r.props.featureNames[e.ind]+t},y=this.hoverGroup1.selectAll(\".pos-values\").data(u);y.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(y).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.posyTop+e.posyBottom)/2})).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(g),y.exit().remove();var m=this.hoverGroup2.selectAll(\".pos-values\").data(u);m.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(m).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.posyTop+e.posyBottom)/2})).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[0]).text(g),m.exit().remove();var b=this.hoverGroup1.selectAll(\".neg-values\").data(f);b.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(b).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.negyTop+e.negyBottom)/2})).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(g),b.exit().remove();var _=this.hoverGroup2.selectAll(\".neg-values\").data(f);_.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(_).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.negyTop+e.negyBottom)/2})).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[1]).text(g),_.exit().remove()}}},{key:\"draw\",value:function(){var e=this;if(this.props.explanations&&0!==this.props.explanations.length){(0,Re.each)(this.props.explanations,(function(e,t){return e.origInd=t}));var t,n={},r={},a={},i=Ga(this.props.explanations);try{for(i.s();!(t=i.n()).done;){var o=t.value;for(var u in o.features)void 0===n[u]&&(n[u]=0,r[u]=0,a[u]=0),o.features[u].effect>0?n[u]+=o.features[u].effect:r[u]-=o.features[u].effect,null!==o.features[u].value&&void 0!==o.features[u].value&&(a[u]+=1)}}catch(e){i.e(e)}finally{i.f()}this.usedFeatures=(0,Re.sortBy)((0,Re.keys)(n),(function(e){return-(n[e]+r[e])})),console.log(\"found \",this.usedFeatures.length,\" used features\"),this.posOrderedFeatures=(0,Re.sortBy)(this.usedFeatures,(function(e){return n[e]})),this.negOrderedFeatures=(0,Re.sortBy)(this.usedFeatures,(function(e){return-r[e]})),this.singleValueFeatures=(0,Re.filter)(this.usedFeatures,(function(e){return a[e]>0}));var l=[\"sample order by similarity\",\"sample order by output value\",\"original sample ordering\"].concat(this.singleValueFeatures.map((function(t){return e.props.featureNames[t]})));null!=this.props.ordering_keys&&l.unshift(\"sample order by key\");var s=this.xlabel.selectAll(\"option\").data(l);s.enter().append(\"option\").merge(s).attr(\"value\",(function(e){return e})).text((function(e){return e})),s.exit().remove();var c=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";(l=(0,Re.map)(this.usedFeatures,(function(t){return[e.props.featureNames[t],e.props.featureNames[t]+\" effects\"]}))).unshift([\"model output value\",c]);var f=this.ylabel.selectAll(\"option\").data(l);f.enter().append(\"option\").merge(f).attr(\"value\",(function(e){return e[0]})).text((function(e){return e[1]})),f.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var e,t,n=this,r=Ga(this.props.explanations);try{for(r.s();!(e=r.n()).done;){var a,i=e.value,o=Ga(this.usedFeatures);try{for(o.s();!(a=o.n()).done;){var u=a.value;i.features.hasOwnProperty(u)||(i.features[u]={effect:0,value:0}),i.features[u].ind=u}}catch(e){o.e(e)}finally{o.f()}}}catch(e){r.e(e)}finally{r.f()}var l=this.xlabel.node().value,s=\"sample order by key\"===l&&null!=this.props.ordering_keys_time_format;if(this.xscale=s?Ya():De(),this.xaxis.scale(this.xscale),\"sample order by similarity\"===l)t=(0,Re.sortBy)(this.props.explanations,(function(e){return e.simIndex})),(0,Re.each)(t,(function(e,t){return e.xmap=t}));else if(\"sample order by output value\"===l)t=(0,Re.sortBy)(this.props.explanations,(function(e){return-e.outValue})),(0,Re.each)(t,(function(e,t){return e.xmap=t}));else if(\"original sample ordering\"===l)t=(0,Re.sortBy)(this.props.explanations,(function(e){return e.origInd})),(0,Re.each)(t,(function(e,t){return e.xmap=t}));else if(\"sample order by key\"===l)t=this.props.explanations,s?(0,Re.each)(t,(function(e,t){return e.xmap=n.parseTime(n.props.ordering_keys[t])})):(0,Re.each)(t,(function(e,t){return e.xmap=n.props.ordering_keys[t]})),t=(0,Re.sortBy)(t,(function(e){return e.xmap}));else{var c=(0,Re.findKey)(this.props.featureNames,(function(e){return e===l}));(0,Re.each)(this.props.explanations,(function(e,t){return e.xmap=e.features[c].value}));var f=(0,Re.sortBy)(this.props.explanations,(function(e){return e.xmap})),p=(0,Re.map)(f,(function(e){return e.xmap}));if(\"string\"==typeof p[0])return void alert(\"Ordering by category names is not yet supported.\");var d,h,v=(0,Re.min)(p),g=((0,Re.max)(p)-v)/100;t=[];for(var y=0;y<f.length;++y){var m=f[y];if(d&&!h&&m.xmap-d.xmap<=g||h&&m.xmap-h.xmap<=g){h||((h=(0,Re.cloneDeep)(d)).count=1);var b,_=Ga(this.usedFeatures);try{for(_.s();!(b=_.n()).done;){var w=b.value;h.features[w].effect+=m.features[w].effect,h.features[w].value+=m.features[w].value}}catch(e){_.e(e)}finally{_.f()}h.count+=1}else if(d)if(h){var x,k=Ga(this.usedFeatures);try{for(k.s();!(x=k.n()).done;){var S=x.value;h.features[S].effect/=h.count,h.features[S].value/=h.count}}catch(e){k.e(e)}finally{k.f()}t.push(h),h=void 0}else t.push(d);d=m}d.xmap-t[t.length-1].xmap>g&&t.push(d)}this.currUsedFeatures=this.usedFeatures,this.currPosOrderedFeatures=this.posOrderedFeatures,this.currNegOrderedFeatures=this.negOrderedFeatures;var E=this.ylabel.node().value;if(\"model output value\"!==E){var C=t;t=(0,Re.cloneDeep)(t);for(var T=(0,Re.findKey)(this.props.featureNames,(function(e){return e===E})),M=0;M<t.length;++M){var N=t[M].features[T];t[M].features={},t[M].features[T]=N,C[M].remapped_version=t[M]}this.currUsedFeatures=[T],this.currPosOrderedFeatures=[T],this.currNegOrderedFeatures=[T]}this.currExplanations=t,\"identity\"===this.props.link?this.invLinkFunction=function(e){return n.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(n.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: 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e.effect<0})),(function(e){return-e.effect})))||0;A=Math.max(A,2.2*Math.max(R,j))}this.yscale.domain([-A/2,A/2]).range([this.height-10,this.topOffset]),this.yaxisElement.attr(\"transform\",\"translate(\"+this.leftOffset+\",0)\").call(this.yaxis);for(var U=0;U<O;++U){var I,$=t[U].features,B=-((0,Re.sum)((0,Re.map)((0,Re.filter)($,(function(e){return e.effect<0})),(function(e){return-e.effect})))||0),W=void 0,V=Ga(this.currPosOrderedFeatures);try{for(V.s();!(I=V.n()).done;)$[W=I.value].posyTop=this.yscale(B),$[W].effect>0&&(B+=$[W].effect),$[W].posyBottom=this.yscale(B),$[W].ind=W}catch(e){V.e(e)}finally{V.f()}var H,q=B,Q=Ga(this.currNegOrderedFeatures);try{for(Q.s();!(H=Q.n()).done;)$[W=H.value].negyTop=this.yscale(B),$[W].effect<0&&(B-=$[W].effect),$[W].negyBottom=this.yscale(B)}catch(e){Q.e(e)}finally{Q.f()}t[U].joinPoint=q,t[U].joinPointy=this.yscale(q)}var Y=En().x((function(e){return e[0]})).y((function(e){return e[1]})),G=this.mainGroup.selectAll(\".force-bar-array-area-pos\").data(this.currUsedFeatures);G.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-pos\").merge(G).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].posyTop]})),r=(0,Re.map)((0,Re.rangeRight)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].posyBottom]}));return Y(n.concat(r))})).attr(\"fill\",this.colors[0]),G.exit().remove();var K=this.mainGroup.selectAll(\".force-bar-array-area-neg\").data(this.currUsedFeatures);K.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-neg\").merge(K).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].negyTop]})),r=(0,Re.map)((0,Re.rangeRight)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].negyBottom]}));return Y(n.concat(r))})).attr(\"fill\",this.colors[1]),K.exit().remove();var Z=this.mainGroup.selectAll(\".force-bar-array-divider-pos\").data(this.currUsedFeatures);Z.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-pos\").merge(Z).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].posyBottom]}));return Y(n)})).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",(function(){return n.colors[0].brighter(1.2)})),Z.exit().remove();var X=this.mainGroup.selectAll(\".force-bar-array-divider-neg\").data(this.currUsedFeatures);X.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-neg\").merge(X).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].negyTop]}));return Y(n)})).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",(function(){return n.colors[1].brighter(1.5)})),X.exit().remove();for(var J=function(e,t,n,r,a){var i,o,u,l;\"pos\"===a?(i=e[n].features[t].posyBottom,o=e[n].features[t].posyTop):(i=e[n].features[t].negyBottom,o=e[n].features[t].negyTop);for(var s=n+1;s<=r;++s)\"pos\"===a?(u=e[s].features[t].posyBottom,l=e[s].features[t].posyTop):(u=e[s].features[t].negyBottom,l=e[s].features[t].negyTop),u>i&&(i=u),l<o&&(o=l);return{top:i,bottom:o}},ee=[],te=0,ne=[\"pos\",\"neg\"];te<ne.length;te++){var re,ae=ne[te],ie=Ga(this.currUsedFeatures);try{for(ie.s();!(re=ie.n()).done;)for(var oe=re.value,ue=0,le=0,se=0,ce={top:0,bottom:0},fe=void 0;le<O-1;){for(;se<100&&le<O-1;)++le,se=t[le].xmapScaled-t[ue].xmapScaled;for(ce=J(t,oe,ue,le,ae);ce.bottom-ce.top<20&&ue<le;)++ue,ce=J(t,oe,ue,le,ae);if(se=t[le].xmapScaled-t[ue].xmapScaled,ce.bottom-ce.top>=20&&se>=100){for(;le<O-1;){if(++le,!((fe=J(t,oe,ue,le,ae)).bottom-fe.top>20)){--le;break}ce=fe}se=t[le].xmapScaled-t[ue].xmapScaled,ee.push([(t[le].xmapScaled+t[ue].xmapScaled)/2,(ce.top+ce.bottom)/2,this.props.featureNames[oe]]);var pe=t[le].xmapScaled;for(ue=le;pe+100>t[ue].xmapScaled&&ue<O-1;)++ue;le=ue}}}catch(e){ie.e(e)}finally{ie.f()}}var de=this.onTopGroup.selectAll(\".force-bar-array-flabels\").data(ee);de.enter().append(\"text\").attr(\"class\",\"force-bar-array-flabels\").merge(de).attr(\"x\",(function(e){return e[0]})).attr(\"y\",(function(e){return e[1]+4})).text((function(e){return e[2]})),de.exit().remove()}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return e.createElement(\"div\",{ref:function(e){return t.wrapper=Jt(e)},style:{textAlign:\"center\"}},e.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-array-wrapper {\\n            text-align: center;\\n          }\\n          .force-bar-array-xaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-xaxis .domain {\\n            opacity: 0;\\n          }\\n          .force-bar-array-xaxis paths {\\n            display: none;\\n          }\\n          .force-bar-array-yaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-yaxis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\\n          .force-bar-array-flabels {\\n            font-size: 12px;\\n            fill: #fff;\\n            text-anchor: middle;\\n          }\\n          .additive-force-array-xlabel {\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            margin-left: 80px;\\n            max-width: 300px;\\n          }\\n          .additive-force-array-xlabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-ylabel {\\n            position: relative;\\n            top: 0px;\\n            left: 0px;\\n            transform: rotate(-90deg);\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            max-width: 150px;\\n          }\\n          .additive-force-array-ylabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-hoverLine {\\n            stroke-width: 1px;\\n            stroke: #fff;\\n            opacity: 1;\\n          }\"}}),e.createElement(\"select\",{className:\"additive-force-array-xlabel\"}),e.createElement(\"div\",{style:{height:\"0px\",textAlign:\"left\"}},e.createElement(\"select\",{className:\"additive-force-array-ylabel\"})),e.createElement(\"svg\",{ref:function(e){return t.svg=Jt(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}}))}}])&&Xa(n.prototype,r),Object.defineProperty(n,\"prototype\",{writable:!1}),u}(e.Component);ni.defaultProps={plot_cmap:\"RdBu\",ordering_keys:null,ordering_keys_time_format:null};const ri=ni;window.SHAP={SimpleListVisualizer:He,AdditiveForceVisualizer:Ln,AdditiveForceArrayVisualizer:ri,React:e,ReactDom:t}})()})();\n",
              "</script>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<shap.plots._force.AdditiveForceVisualizer at 0x7aeccd415ba0>"
            ],
            "text/html": [
              "\n",
              "<div id='iFAFTO2YTTY9PO8MEAOA7'>\n",
              "<div style='color: #900; text-align: center;'>\n",
              "  <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
              "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
              "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
              "  this notebook on github the Javascript has been stripped for security. If you are using\n",
              "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
              "</div></div>\n",
              " <script>\n",
              "   if (window.SHAP) SHAP.ReactDom.render(\n",
              "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"f(x)\"], \"baseValue\": 0.2211947947282651, \"outValue\": 0.001468707937580832, \"link\": \"identity\", \"featureNames\": [\"Age\", \"Workclass\", \"Education-Num\", \"Marital Status\", \"Occupation\", \"Relationship\", \"Race\", \"Sex\", \"Capital Gain\", \"Capital Loss\", \"Hours per week\", \"Country\"], \"features\": {\"0\": {\"effect\": -0.020239217678136037, \"value\": 18.0}, \"1\": {\"effect\": 0.001402223682705614, \"value\": 4.0}, \"2\": {\"effect\": -0.04036514338749285, \"value\": 7.0}, \"3\": {\"effect\": -0.06103938313066881, \"value\": 4.0}, \"4\": {\"effect\": -0.04098417416533381, \"value\": 8.0}, \"5\": {\"effect\": -0.021551825520499234, \"value\": 2.0}, \"6\": {\"effect\": -9.837621103682938e-05, \"value\": 4.0}, \"7\": {\"effect\": 0.004103607497846871, \"value\": 1.0}, \"8\": {\"effect\": -0.016799918737107664, \"value\": 0.0}, \"9\": {\"effect\": -0.003613925054940482, \"value\": 0.0}, \"10\": {\"effect\": -0.020995362634944618, \"value\": 25.0}, \"11\": {\"effect\": 0.00045540854892355014, \"value\": 39.0}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
              "    document.getElementById('iFAFTO2YTTY9PO8MEAOA7')\n",
              "  );\n",
              "</script>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "shap.plots.beeswarm(shap_values[:,:,class_index])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 514
        },
        "id": "6bXgLQbIpWNR",
        "outputId": "7a9a65e5-1930-459d-a053-e3b607ed06da"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x550 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "shap.plots.heatmap(shap_values[:,:,class_index])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 575
        },
        "id": "by8yXaHeJzB8",
        "outputId": "e4ab5b99-8dd4-416e-c3b1-0cca582a09bd"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x750 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ex_logit = shap.Explainer(\n",
        "model.predict_proba, X_sub, link=shap.links.logit\n",
        ")\n",
        "sv_logit = ex_logit(X_test.iloc[0:100])\n",
        "shap.plots.waterfall(sv_logit[data_index,:,class_index])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 634
        },
        "id": "Xf1NfLYmG-Xu",
        "outputId": "cb62f5f0-76f7-480c-c4cb-d9fc5603b1b1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Permutation explainer: 101it [00:20,  2.94it/s]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x650 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "shap.plots.heatmap(sv_logit[:,:,class_index])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 575
        },
        "id": "EXnpMfmYJZGO",
        "outputId": "a80bf4b2-152d-4e14-937f-2184b454f455"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x750 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}