{
  "nbformat": 4,
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  "metadata": {
    "colab": {
      "name": "Untitled17.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMlvqTGX2roi4xd6FumyHCa",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/fxs130430/SHAP_FOLD/blob/master/SHAP%20Toy%20Example.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZqERU_7Uf5Oh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import shap\n",
        "import pandas as pd\n",
        "from sklearn import preprocessing\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.metrics import classification_report\n",
        "import scikitplot as skplt\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tz95LH029WPi",
        "colab_type": "text"
      },
      "source": [
        "This is the UCI Car Evaluation Datset. The task is to classify acceptability of tthe quality of a car given the features: buying price, maintanance cost, how many persons fit in the  car, number of doors and safety. The data CSV file can be downloaded from my github."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L-GDJ0YagfK4",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "url = 'https://raw.githubusercontent.com/fxs130430/SHAP_FOLD/master/datasets/cars/cars.csv'\n",
        "df = pd.read_csv(url)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cj6luwijoFRE",
        "colab_type": "code",
        "outputId": "18d30be6-f73e-4f19-bd03-13159e1b67ff",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "df.head(5)"
      ],
      "execution_count": 0,
      "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>id</th>\n",
              "      <th>buying</th>\n",
              "      <th>maint</th>\n",
              "      <th>doors</th>\n",
              "      <th>persons</th>\n",
              "      <th>lugboot</th>\n",
              "      <th>safety</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>small</td>\n",
              "      <td>low</td>\n",
              "      <td>negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>small</td>\n",
              "      <td>med</td>\n",
              "      <td>negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>small</td>\n",
              "      <td>high</td>\n",
              "      <td>negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>med</td>\n",
              "      <td>low</td>\n",
              "      <td>negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>vhigh</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>med</td>\n",
              "      <td>med</td>\n",
              "      <td>negative</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   id buying  maint doors persons lugboot safety     label\n",
              "0   1  vhigh  vhigh     2       2   small    low  negative\n",
              "1   2  vhigh  vhigh     2       2   small    med  negative\n",
              "2   3  vhigh  vhigh     2       2   small   high  negative\n",
              "3   4  vhigh  vhigh     2       2     med    low  negative\n",
              "4   5  vhigh  vhigh     2       2     med    med  negative"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 107
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oBSbDG5E95vT",
        "colab_type": "text"
      },
      "source": [
        "All features are categorical (as opposed to numeric)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qaRkYe1Hqt1C",
        "colab_type": "code",
        "outputId": "8d5751bc-18ec-45e4-ded7-4599e1c03233",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "list(df.doors.unique())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "['2', '3', '4', 'morethanfive']"
            ],
            "text/plain": [
              "['2', '3', '4', 'morethanfive']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 108
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DvR9lBVnrK4Y",
        "colab_type": "code",
        "outputId": "aa4c5363-bbd7-4cfb-940b-6e1e4410c610",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "list(df.persons.unique())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "['2', '4', 'more']"
            ],
            "text/plain": [
              "['2', '4', 'more']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dzGv5417-ITR",
        "colab_type": "text"
      },
      "source": [
        "We should apply \"One-Hot\" encoding before running the training algorithm. Read more about \"One-Hot\" encoding [Here](https://hackernoon.com/what-is-one-hot-encoding-why-and-when-do-you-have-to-use-it-e3c6186d008f)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fg2rIrWbpdEd",
        "colab_type": "code",
        "outputId": "e7915d5d-ed5d-4c81-dd32-ebd2fca66fe8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "df = pd.get_dummies(df,columns=['buying','maint','doors','persons','lugboot','safety'],drop_first=True)\n",
        "label_encoder = preprocessing.LabelEncoder() \n",
        "df['label']= label_encoder.fit_transform(df['label']) \n",
        "df.head(5)"
      ],
      "execution_count": 0,
      "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>id</th>\n",
              "      <th>label</th>\n",
              "      <th>buying_low</th>\n",
              "      <th>buying_med</th>\n",
              "      <th>buying_vhigh</th>\n",
              "      <th>maint_low</th>\n",
              "      <th>maint_med</th>\n",
              "      <th>maint_vhigh</th>\n",
              "      <th>doors_3</th>\n",
              "      <th>doors_4</th>\n",
              "      <th>doors_morethanfive</th>\n",
              "      <th>persons_4</th>\n",
              "      <th>persons_more</th>\n",
              "      <th>lugboot_med</th>\n",
              "      <th>lugboot_small</th>\n",
              "      <th>safety_low</th>\n",
              "      <th>safety_med</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   id  label  buying_low  ...  lugboot_small  safety_low  safety_med\n",
              "0   1      0           0  ...              1           1           0\n",
              "1   2      0           0  ...              1           0           1\n",
              "2   3      0           0  ...              1           0           0\n",
              "3   4      0           0  ...              0           1           0\n",
              "4   5      0           0  ...              0           0           1\n",
              "\n",
              "[5 rows x 17 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 110
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eZ56OBsH-rwW",
        "colab_type": "text"
      },
      "source": [
        "id column is not useful and shouldn't be used in the classifier. We drop it."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m8PDGpQquQQj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df = df.drop(['id'],axis=1)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wb1r3yn6-1XW",
        "colab_type": "text"
      },
      "source": [
        "Splitting data into two parts: Training and Testing"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2v_iQNIUu0ns",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X = df.drop(['label'],axis=1)\n",
        "Y = df['label']\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2, random_state = 0)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gJ-m8KGj-_24",
        "colab_type": "text"
      },
      "source": [
        "Let's train a Random Forest"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TXpdq340wbjH",
        "colab_type": "code",
        "outputId": "92ee1d3f-b820-4fd4-d28b-6825ad840512",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 153
        }
      },
      "source": [
        "clf = RandomForestClassifier( random_state=0,n_estimators=100)\n",
        "clf.fit(X_train,y_train)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n",
              "                       criterion='gini', max_depth=None, max_features='auto',\n",
              "                       max_leaf_nodes=None, max_samples=None,\n",
              "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
              "                       min_samples_leaf=1, min_samples_split=2,\n",
              "                       min_weight_fraction_leaf=0.0, n_estimators=100,\n",
              "                       n_jobs=None, oob_score=False, random_state=0, verbose=0,\n",
              "                       warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 113
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tgGkcYnw_FV4",
        "colab_type": "text"
      },
      "source": [
        "Classification Evaluation scores on training and test data. F1-score is close to 1 which indicates a pretty decent job by our classifier."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zwyXriK90SfU",
        "colab_type": "code",
        "outputId": "b4ef604b-0ef0-4b45-efb8-2ae5f4f16908",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        }
      },
      "source": [
        "print(classification_report(y_train, clf.predict(X_train), target_names=['Unacceptable','Acceptable']))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "Unacceptable       1.00      1.00      1.00       970\n",
            "  Acceptable       1.00      1.00      1.00       412\n",
            "\n",
            "    accuracy                           1.00      1382\n",
            "   macro avg       1.00      1.00      1.00      1382\n",
            "weighted avg       1.00      1.00      1.00      1382\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zq-uBdze1BOt",
        "colab_type": "code",
        "outputId": "9b2976b9-62e1-4f34-e5d7-94e7d939195a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        }
      },
      "source": [
        "print(classification_report(y_test, clf.predict(X_test), target_names=['Uncceptable','Acceptable']))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            " Uncceptable       0.95      0.97      0.96       240\n",
            "  Acceptable       0.92      0.90      0.91       106\n",
            "\n",
            "    accuracy                           0.95       346\n",
            "   macro avg       0.94      0.93      0.93       346\n",
            "weighted avg       0.94      0.95      0.94       346\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vvK0tp-VzaWI",
        "colab_type": "code",
        "outputId": "63f68548-e9d9-4642-8019-b6d71ec64b83",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        }
      },
      "source": [
        "y_probas = clf.predict_proba(X_test)\n",
        "skplt.metrics.plot_roc(y_test, y_probas)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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EBwdjb2/PgAEDKF++PEopnSSKicJcehoBNAEMwHogGRhlzqDyEykJJPeuA94e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\nAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "52njDBXG_U1o",
        "colab_type": "text"
      },
      "source": [
        "**SHAP values computation starts from here:**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B8xYn1Zr1KTU",
        "colab_type": "code",
        "outputId": "5f015758-e6f5-42ec-9ff2-aac95c1ac787",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 60
        }
      },
      "source": [
        "shap.initjs()\n",
        "explainer = shap.TreeExplainer(clf)\n",
        "shap_values = explainer.shap_values(X_train)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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strict\";function r(t){this._root=t,this._startText=this.getText(),this._fallbackText=null}var i=n(3),o=n(18),a=n(172);i(r.prototype,{destructor:function(){this._root=null,this._startText=null,this._fallbackText=null},getText:function(){return\"value\"in this._root?this._root.value:this._root[a()]},getData:function(){if(this._fallbackText)return this._fallbackText;var t,e,n=this._startText,r=n.length,i=this.getText(),o=i.length;for(t=0;t<r&&n[t]===i[t];t++);var a=r-t;for(e=1;e<=a&&n[r-e]===i[o-e];e++);var u=e>1?1-e:void 0;return this._fallbackText=i.slice(t,u),this._fallbackText}}),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";var r=n(21),i=r.injection.MUST_USE_PROPERTY,o=r.injection.HAS_BOOLEAN_VALUE,a=r.injection.HAS_NUMERIC_VALUE,u=r.injection.HAS_POSITIVE_NUMERIC_VALUE,c=r.injection.HAS_OVERLOADED_BOOLEAN_VALUE,s={isCustomAttribute:RegExp.prototype.test.bind(new RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,controlsList:0,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{},DOMMutationMethods:{value:function(t,e){if(null==e)return t.removeAttribute(\"value\");\"number\"!==t.type||!1===t.hasAttribute(\"value\")?t.setAttribute(\"value\",\"\"+e):t.validity&&!t.validity.badInput&&t.ownerDocument.activeElement!==t&&t.setAttribute(\"value\",\"\"+e)}}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(174),a=(n(85),n(96)),u=n(177);n(2);void 0!==e&&e.env;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(156))},function(t,e,n){\"use strict\";var r=n(82),i=n(364),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t){return!(!t.prototype||!t.prototype.isReactComponent)}function o(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var a=n(1),u=n(3),c=n(26),s=n(87),l=n(15),f=n(88),p=n(39),h=(n(9),n(168)),d=n(24),v=n(51),g=(n(0),n(81)),m=n(96),y=(n(2),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=p.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return e};var _=1,b={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,u){this._context=u,this._mountOrder=_++,this._hostParent=e,this._hostContainerInfo=n;var s,l=this._currentElement.props,f=this._processContext(u),h=this._currentElement.type,d=t.getUpdateQueue(),g=i(h),m=this._constructComponent(g,l,f,d);g||null!=m&&null!=m.render?o(h)?this._compositeType=y.PureClass:this._compositeType=y.ImpureClass:(s=m,null===m||!1===m||c.isValidElement(m)||a(\"105\",h.displayName||h.name||\"Component\"),m=new r(h),this._compositeType=y.StatelessFunctional);m.props=l,m.context=f,m.refs=v,m.updater=d,this._instance=m,p.set(m,this);var b=m.state;void 0===b&&(m.state=b=null),(\"object\"!=typeof b||Array.isArray(b))&&a(\"106\",this.getName()||\"ReactCompositeComponent\"),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var x;return x=m.unstable_handleError?this.performInitialMountWithErrorHandling(s,e,n,t,u):this.performInitialMount(s,e,n,t,u),m.componentDidMount&&t.getReactMountReady().enqueue(m.componentDidMount,m),x},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=h.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return d.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";f.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(d.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,p.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return v;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes&&a(\"107\",this.getName()||\"ReactCompositeComponent\");for(var i in e)i in n.childContextTypes||a(\"108\",this.getName()||\"ReactCompositeComponent\",i);return u({},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?d.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&&a(\"136\",this.getName()||\"ReactCompositeComponent\");var u,c=!1;this._context===i?u=o.context:(u=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,u);var f=this._processPendingState(l,u),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,u):this._compositeType===y.PureClass&&(p=!g(s,l)||!g(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,u,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=u)},_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=u({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var c=r[a];u(o,\"function\"==typeof c?c.call(n,o,t,e):c)}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(m(r,i))d.receiveComponent(n,i,t,this._processChildContext(e));else{var a=d.getHostNode(n);d.unmountComponent(n,!1);var u=h.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){s.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t=this._instance;return t.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==y.StatelessFunctional){l.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{l.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||!1===t||c.isValidElement(t)||a(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n&&a(\"110\");var r=e.getPublicInstance();(n.refs===v?n.refs={}:n.refs)[t]=r},detachRef:function(t){delete this.getPublicInstance().refs[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===y.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=b},function(t,e,n){\"use strict\";var r=n(4),i=n(372),o=n(167),a=n(24),u=n(12),c=n(385),s=n(401),l=n(171),f=n(408);n(2);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&&($[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML)&&g(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"),null!=e.dangerouslySetInnerHTML&&(null!=e.children&&g(\"60\"),\"object\"==typeof e.dangerouslySetInnerHTML&&z in e.dangerouslySetInnerHTML||g(\"61\")),null!=e.style&&\"object\"!=typeof e.style&&g(\"62\",r(t)))}function o(t,e,n,r){if(!(r instanceof D)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===q,u=o?i._node:i._ownerDocument;B(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;k.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;N.postMountWrapper(t)}function c(){var t=this;O.postMountWrapper(t)}function s(){var t=this;A.postMountWrapper(t)}function l(){L.track(this)}function f(){var t=this;t._rootNodeID||g(\"63\");var e=j(t);switch(e||g(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in Y)Y.hasOwnProperty(n)&&t._wrapperState.listeners.push(M.trapBubbledEvent(n,Y[n],e));break;case\"source\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e),M.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topReset\",\"reset\",e),M.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function p(){P.postUpdateWrapper(this)}function h(t){Z.call(Q,t)||(X.test(t)||g(\"65\",t),Q[t]=!0)}function d(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function v(t){var e=t.type;h(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 g=n(1),m=n(3),y=n(346),_=n(348),b=n(20),x=n(83),w=n(21),C=n(160),k=n(22),E=n(84),M=n(53),T=n(161),S=n(4),N=n(365),A=n(366),P=n(162),O=n(369),I=(n(9),n(378)),D=n(383),R=(n(11),n(56)),L=(n(0),n(95),n(81),n(173)),U=(n(97),n(2),T),F=k.deleteListener,j=S.getNodeFromInstance,B=M.listenTo,V=E.registrationNameModules,W={string:!0,number:!0},z=\"__html\",H={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},q=11,Y={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\"},K={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},G={listing:!0,pre:!0,textarea:!0},$=m({menuitem:!0},K),X=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,Q={},Z={}.hasOwnProperty,J=1;v.displayName=\"ReactDOMComponent\",v.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=J++,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(f,this);break;case\"input\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this);break;case\"option\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o);break;case\"select\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o),t.getReactMountReady().enqueue(f,this);break;case\"textarea\":O.mountWrapper(this,o,e),o=O.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this)}i(this,o);var a,p;null!=e?(a=e._namespaceURI,p=e._tag):n._tag&&(a=n._namespaceURI,p=n._tag),(null==a||a===x.svg&&\"foreignobject\"===p)&&(a=x.html),a===x.html&&(\"svg\"===this._tag?a=x.svg:\"math\"===this._tag&&(a=x.mathml)),this._namespaceURI=a;var h;if(t.useCreateElement){var d,v=n._ownerDocument;if(a===x.html)if(\"script\"===this._tag){var g=v.createElement(\"div\"),m=this._currentElement.type;g.innerHTML=\"<\"+m+\"></\"+m+\">\",d=g.removeChild(g.firstChild)}else d=o.is?v.createElement(this._currentElement.type,o.is):v.createElement(this._currentElement.type);else d=v.createElementNS(a,this._currentElement.type);S.precacheNode(this,d),this._flags|=U.hasCachedChildNodes,this._hostParent||C.setAttributeForRoot(d),this._updateDOMProperties(null,o,t);var _=b(d);this._createInitialChildren(t,o,r,_),h=_}else{var w=this._createOpenTagMarkupAndPutListeners(t,o),k=this._createContentMarkup(t,o,r);h=!k&&K[this._tag]?w+\"/>\":w+\">\"+k+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"select\":case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return h},_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(V.hasOwnProperty(r))i&&o(this,r,i,t);else{\"style\"===r&&(i&&(i=this._previousStyleCopy=m({},e.style)),i=_.createMarkupForStyles(i,this));var a=null;null!=this._tag&&d(this._tag,e)?H.hasOwnProperty(r)||(a=C.createMarkupForCustomAttribute(r,i)):a=C.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+C.createMarkupForRoot()),n+=\" \"+C.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=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=R(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return G[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&&b.queueHTML(r,i.__html);else{var o=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&b.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)b.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=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"option\":o=A.getHostProps(this,o),a=A.getHostProps(this,a);break;case\"select\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"textarea\":o=O.getHostProps(this,o),a=O.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":N.updateWrapper(this),L.updateValueIfChanged(this);break;case\"textarea\":O.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(p,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(\"style\"===r){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else V.hasOwnProperty(r)?t[r]&&F(this,r):d(this._tag,t)?H.hasOwnProperty(r)||C.deleteValueForAttribute(j(this),r):(w.properties[r]||w.isCustomAttribute(r))&&C.deleteValueForProperty(j(this),r);for(r in e){var c=e[r],s=\"style\"===r?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(\"style\"===r)if(c?c=this._previousStyleCopy=m({},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(V.hasOwnProperty(r))c?o(this,r,c,n):s&&F(this,r);else if(d(this._tag,e))H.hasOwnProperty(r)||C.setValueForAttribute(j(this),r,c);else if(w.properties[r]||w.isCustomAttribute(r)){var l=j(this);null!=c?C.setValueForProperty(l,r,c):C.deleteValueForProperty(l,r)}}a&&_.setValueForStyles(j(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=W[typeof t.children]?t.children:null,o=W[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 j(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\"input\":case\"textarea\":L.stopTracking(this);break;case\"html\":case\"head\":case\"body\":g(\"66\",this._tag)}this.unmountChildren(t),S.uncacheNode(this),k.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return j(this)}},m(v.prototype,v.Mixin,I.Mixin),t.exports=v},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(97),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+\" 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c=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<c.length;p++){var h=c[p];if(h!==o&&h.form===o.form){var d=l.getInstanceFromNode(h);d||a(\"90\"),f.asap(r,d)}}}return n}var a=n(1),u=n(3),c=n(160),s=n(86),l=n(4),f=n(12),p=(n(0),n(2),{getHostProps:function(t,e){var n=s.getValue(e),r=s.getChecked(e);return u({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})},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:o.bind(t),controlled:i(e)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&c.setValueForProperty(l.getNodeFromInstance(t),\"checked\",n||!1);var r=l.getNodeFromInstance(t),i=s.getValue(e);if(null!=i)if(0===i&&\"\"===r.value)r.value=\"0\";else if(\"number\"===e.type){var o=parseFloat(r.value,10)||0;(i!=o||i==o&&r.value!=i)&&(r.value=\"\"+i)}else r.value!==\"\"+i&&(r.value=\"\"+i);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=l.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=p},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(162),c=(n(2),!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){a.getNodeFromInstance(t).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;return{start:o,end:o+r}}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(405),l=n(172),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(1),i=n(3),o=n(82),a=n(20),u=n(4),c=n(56),s=(n(0),n(97),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+\" \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var s=n._ownerDocument,l=s.createComment(o),f=s.createComment(\" /react-text \"),p=a(s.createDocumentFragment());return a.queueChild(p,a(l)),this._stringText&&a.queueChild(p,a(s.createTextNode(this._stringText))),a.queueChild(p,a(f)),u.precacheNode(this,l),this._closingComment=f,p}var h=c(this._stringText);return t.renderToStaticMarkup?h:\"\\x3c!--\"+o+\"--\\x3e\"+h+\"\\x3c!-- /react-text --\\x3e\"},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),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(1),a=n(3),u=n(86),c=n(4),s=n(12),l=(n(0),n(2),{getHostProps:function(t,e){return null!=e.dangerouslySetInnerHTML&&o(\"91\"),a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange})},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\"),Array.isArray(c)&&(c.length<=1||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===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t||c(\"33\"),\"_hostNode\"in e||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 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i=n(345),o=n(347),a=n(349),u=n(351),c=n(352),s=n(355),l=n(357),f=n(360),p=n(4),h=n(362),d=n(370),v=n(368),g=n(371),m=n(375),y=n(376),_=n(381),b=n(386),x=n(387),w=n(388),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){r(i.extractEvents(t,e,n,o))}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do{t.ancestors.push(i),i=i&&r(i)}while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function 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      "cell_type": "markdown",
      "metadata": {
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        "colab_type": "text"
      },
      "source": [
        "Visualizing SHAP values for an \"Unacceptable\" car. The fact that it does not fit four persons, the trunk size is small, pushes it hard towards being classified as \"Unaacceptable\" despite the fact that its maintanance cost and buying price are low. "
      ]
    },
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        "colab": {
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          "height": 193
        }
      },
      "source": [
        "shap.initjs()\n",
        "shap.force_plot(explainer.expected_value[1], shap_values[1][0,:], X_train.iloc[0,:])"
      ],
      "execution_count": 0,
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r={topAbort:null,topAnimationEnd:null,topAnimationIteration:null,topAnimationStart:null,topBlur:null,topCanPlay:null,topCanPlayThrough:null,topChange:null,topClick:null,topCompositionEnd:null,topCompositionStart:null,topCompositionUpdate:null,topContextMenu:null,topCopy:null,topCut:null,topDoubleClick:null,topDrag:null,topDragEnd:null,topDragEnter:null,topDragExit:null,topDragLeave:null,topDragOver:null,topDragStart:null,topDrop:null,topDurationChange:null,topEmptied:null,topEncrypted:null,topEnded:null,topError:null,topFocus:null,topInput:null,topInvalid:null,topKeyDown:null,topKeyPress:null,topKeyUp:null,topLoad:null,topLoadedData:null,topLoadedMetadata:null,topLoadStart:null,topMouseDown:null,topMouseMove:null,topMouseOut:null,topMouseOver:null,topMouseUp:null,topPaste:null,topPause:null,topPlay:null,topPlaying:null,topProgress:null,topRateChange:null,topReset:null,topScroll:null,topSeeked:null,topSeeking:null,topSelectionChange:null,topStalled:null,topSubmit:null,topSuspend:null,topTextInput:null,topTimeUpdate:null,topTouchCancel:null,topTouchEnd:null,topTouchMove:null,topTouchStart:null,topTransitionEnd:null,topVolumeChange:null,topWaiting:null,topWheel:null},i={topLevelTypes:r};t.exports=i},function(t,e,n){\"use 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RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,controlsList:0,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{},DOMMutationMethods:{value:function(t,e){if(null==e)return t.removeAttribute(\"value\");\"number\"!==t.type||!1===t.hasAttribute(\"value\")?t.setAttribute(\"value\",\"\"+e):t.validity&&!t.validity.badInput&&t.ownerDocument.activeElement!==t&&t.setAttribute(\"value\",\"\"+e)}}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(174),a=(n(85),n(96)),u=n(177);n(2);void 0!==e&&e.env;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(156))},function(t,e,n){\"use strict\";var r=n(82),i=n(364),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t){return!(!t.prototype||!t.prototype.isReactComponent)}function o(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var a=n(1),u=n(3),c=n(26),s=n(87),l=n(15),f=n(88),p=n(39),h=(n(9),n(168)),d=n(24),v=n(51),g=(n(0),n(81)),m=n(96),y=(n(2),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=p.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return e};var _=1,b={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,u){this._context=u,this._mountOrder=_++,this._hostParent=e,this._hostContainerInfo=n;var s,l=this._currentElement.props,f=this._processContext(u),h=this._currentElement.type,d=t.getUpdateQueue(),g=i(h),m=this._constructComponent(g,l,f,d);g||null!=m&&null!=m.render?o(h)?this._compositeType=y.PureClass:this._compositeType=y.ImpureClass:(s=m,null===m||!1===m||c.isValidElement(m)||a(\"105\",h.displayName||h.name||\"Component\"),m=new r(h),this._compositeType=y.StatelessFunctional);m.props=l,m.context=f,m.refs=v,m.updater=d,this._instance=m,p.set(m,this);var b=m.state;void 0===b&&(m.state=b=null),(\"object\"!=typeof b||Array.isArray(b))&&a(\"106\",this.getName()||\"ReactCompositeComponent\"),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var x;return x=m.unstable_handleError?this.performInitialMountWithErrorHandling(s,e,n,t,u):this.performInitialMount(s,e,n,t,u),m.componentDidMount&&t.getReactMountReady().enqueue(m.componentDidMount,m),x},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=h.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return d.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";f.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(d.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,p.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return v;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes&&a(\"107\",this.getName()||\"ReactCompositeComponent\");for(var i in e)i in n.childContextTypes||a(\"108\",this.getName()||\"ReactCompositeComponent\",i);return u({},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?d.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&&a(\"136\",this.getName()||\"ReactCompositeComponent\");var u,c=!1;this._context===i?u=o.context:(u=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,u);var f=this._processPendingState(l,u),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,u):this._compositeType===y.PureClass&&(p=!g(s,l)||!g(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,u,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=u)},_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=u({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var c=r[a];u(o,\"function\"==typeof c?c.call(n,o,t,e):c)}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(m(r,i))d.receiveComponent(n,i,t,this._processChildContext(e));else{var a=d.getHostNode(n);d.unmountComponent(n,!1);var u=h.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){s.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t=this._instance;return t.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==y.StatelessFunctional){l.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{l.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||!1===t||c.isValidElement(t)||a(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n&&a(\"110\");var r=e.getPublicInstance();(n.refs===v?n.refs={}:n.refs)[t]=r},detachRef:function(t){delete this.getPublicInstance().refs[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===y.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=b},function(t,e,n){\"use strict\";var r=n(4),i=n(372),o=n(167),a=n(24),u=n(12),c=n(385),s=n(401),l=n(171),f=n(408);n(2);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&&($[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML)&&g(\"137\",t._tag,t._currentElement._owner?\" Check the render method of 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Y)Y.hasOwnProperty(n)&&t._wrapperState.listeners.push(M.trapBubbledEvent(n,Y[n],e));break;case\"source\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e),M.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topReset\",\"reset\",e),M.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function p(){P.postUpdateWrapper(this)}function h(t){Z.call(Q,t)||(X.test(t)||g(\"65\",t),Q[t]=!0)}function d(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function v(t){var e=t.type;h(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 g=n(1),m=n(3),y=n(346),_=n(348),b=n(20),x=n(83),w=n(21),C=n(160),k=n(22),E=n(84),M=n(53),T=n(161),S=n(4),N=n(365),A=n(366),P=n(162),O=n(369),I=(n(9),n(378)),D=n(383),R=(n(11),n(56)),L=(n(0),n(95),n(81),n(173)),U=(n(97),n(2),T),F=k.deleteListener,j=S.getNodeFromInstance,B=M.listenTo,V=E.registrationNameModules,W={string:!0,number:!0},z=\"__html\",H={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},q=11,Y={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\"},K={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},G={listing:!0,pre:!0,textarea:!0},$=m({menuitem:!0},K),X=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,Q={},Z={}.hasOwnProperty,J=1;v.displayName=\"ReactDOMComponent\",v.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=J++,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(f,this);break;case\"input\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this);break;case\"option\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o);break;case\"select\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o),t.getReactMountReady().enqueue(f,this);break;case\"textarea\":O.mountWrapper(this,o,e),o=O.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this)}i(this,o);var a,p;null!=e?(a=e._namespaceURI,p=e._tag):n._tag&&(a=n._namespaceURI,p=n._tag),(null==a||a===x.svg&&\"foreignobject\"===p)&&(a=x.html),a===x.html&&(\"svg\"===this._tag?a=x.svg:\"math\"===this._tag&&(a=x.mathml)),this._namespaceURI=a;var h;if(t.useCreateElement){var d,v=n._ownerDocument;if(a===x.html)if(\"script\"===this._tag){var g=v.createElement(\"div\"),m=this._currentElement.type;g.innerHTML=\"<\"+m+\"></\"+m+\">\",d=g.removeChild(g.firstChild)}else d=o.is?v.createElement(this._currentElement.type,o.is):v.createElement(this._currentElement.type);else d=v.createElementNS(a,this._currentElement.type);S.precacheNode(this,d),this._flags|=U.hasCachedChildNodes,this._hostParent||C.setAttributeForRoot(d),this._updateDOMProperties(null,o,t);var _=b(d);this._createInitialChildren(t,o,r,_),h=_}else{var w=this._createOpenTagMarkupAndPutListeners(t,o),k=this._createContentMarkup(t,o,r);h=!k&&K[this._tag]?w+\"/>\":w+\">\"+k+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"select\":case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return h},_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(V.hasOwnProperty(r))i&&o(this,r,i,t);else{\"style\"===r&&(i&&(i=this._previousStyleCopy=m({},e.style)),i=_.createMarkupForStyles(i,this));var a=null;null!=this._tag&&d(this._tag,e)?H.hasOwnProperty(r)||(a=C.createMarkupForCustomAttribute(r,i)):a=C.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+C.createMarkupForRoot()),n+=\" \"+C.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=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=R(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return G[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&&b.queueHTML(r,i.__html);else{var o=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&b.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)b.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=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"option\":o=A.getHostProps(this,o),a=A.getHostProps(this,a);break;case\"select\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"textarea\":o=O.getHostProps(this,o),a=O.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":N.updateWrapper(this),L.updateValueIfChanged(this);break;case\"textarea\":O.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(p,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(\"style\"===r){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else V.hasOwnProperty(r)?t[r]&&F(this,r):d(this._tag,t)?H.hasOwnProperty(r)||C.deleteValueForAttribute(j(this),r):(w.properties[r]||w.isCustomAttribute(r))&&C.deleteValueForProperty(j(this),r);for(r in e){var c=e[r],s=\"style\"===r?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(\"style\"===r)if(c?c=this._previousStyleCopy=m({},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(V.hasOwnProperty(r))c?o(this,r,c,n):s&&F(this,r);else if(d(this._tag,e))H.hasOwnProperty(r)||C.setValueForAttribute(j(this),r,c);else if(w.properties[r]||w.isCustomAttribute(r)){var l=j(this);null!=c?C.setValueForProperty(l,r,c):C.deleteValueForProperty(l,r)}}a&&_.setValueForStyles(j(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=W[typeof t.children]?t.children:null,o=W[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 j(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\"input\":case\"textarea\":L.stopTracking(this);break;case\"html\":case\"head\":case\"body\":g(\"66\",this._tag)}this.unmountChildren(t),S.uncacheNode(this),k.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return j(this)}},m(v.prototype,v.Mixin,I.Mixin),t.exports=v},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(97),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+\" 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c=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<c.length;p++){var h=c[p];if(h!==o&&h.form===o.form){var d=l.getInstanceFromNode(h);d||a(\"90\"),f.asap(r,d)}}}return n}var a=n(1),u=n(3),c=n(160),s=n(86),l=n(4),f=n(12),p=(n(0),n(2),{getHostProps:function(t,e){var n=s.getValue(e),r=s.getChecked(e);return u({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})},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:o.bind(t),controlled:i(e)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&c.setValueForProperty(l.getNodeFromInstance(t),\"checked\",n||!1);var r=l.getNodeFromInstance(t),i=s.getValue(e);if(null!=i)if(0===i&&\"\"===r.value)r.value=\"0\";else if(\"number\"===e.type){var o=parseFloat(r.value,10)||0;(i!=o||i==o&&r.value!=i)&&(r.value=\"\"+i)}else r.value!==\"\"+i&&(r.value=\"\"+i);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=l.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=p},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(162),c=(n(2),!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){a.getNodeFromInstance(t).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;return{start:o,end:o+r}}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(405),l=n(172),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(1),i=n(3),o=n(82),a=n(20),u=n(4),c=n(56),s=(n(0),n(97),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+\" \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var s=n._ownerDocument,l=s.createComment(o),f=s.createComment(\" /react-text \"),p=a(s.createDocumentFragment());return a.queueChild(p,a(l)),this._stringText&&a.queueChild(p,a(s.createTextNode(this._stringText))),a.queueChild(p,a(f)),u.precacheNode(this,l),this._closingComment=f,p}var h=c(this._stringText);return t.renderToStaticMarkup?h:\"\\x3c!--\"+o+\"--\\x3e\"+h+\"\\x3c!-- /react-text --\\x3e\"},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),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(1),a=n(3),u=n(86),c=n(4),s=n(12),l=(n(0),n(2),{getHostProps:function(t,e){return null!=e.dangerouslySetInnerHTML&&o(\"91\"),a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange})},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\"),Array.isArray(c)&&(c.length<=1||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===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t||c(\"33\"),\"_hostNode\"in e||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 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i=n(345),o=n(347),a=n(349),u=n(351),c=n(352),s=n(355),l=n(357),f=n(360),p=n(4),h=n(362),d=n(370),v=n(368),g=n(371),m=n(375),y=n(376),_=n(381),b=n(386),x=n(387),w=n(388),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){r(i.extractEvents(t,e,n,o))}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do{t.ancestors.push(i),i=i&&r(i)}while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function 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              "  <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",
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tfsqHasXAQyw",
        "colab_type": "text"
      },
      "source": [
        "Let's try it on an \"Acceptable\" car. The 11th record is an acceptable car. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kuaRMFyL4Xa0",
        "colab_type": "code",
        "outputId": "48822151-9e2f-4f78-c98a-99a7c7900cba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "y_train.values[11]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1"
            ]
          },
          "metadata": {
            "tags": []
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          "execution_count": 119
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      "cell_type": "markdown",
      "metadata": {
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        "colab_type": "text"
      },
      "source": [
        "This car fits more than 4 person ( It has a huge Shapley value). It's safety level is **not** low, its maintanance cost is not very high and so on."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
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        "colab_type": "code",
        "outputId": "031bc5ad-2a3d-44d8-cf48-0ed0265e8c7d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 193
        }
      },
      "source": [
        "shap.initjs()\n",
        "shap.force_plot(explainer.expected_value[1], shap_values[1][11,:], X_train.iloc[11,:])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
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strict\";function r(t){this._root=t,this._startText=this.getText(),this._fallbackText=null}var i=n(3),o=n(18),a=n(172);i(r.prototype,{destructor:function(){this._root=null,this._startText=null,this._fallbackText=null},getText:function(){return\"value\"in this._root?this._root.value:this._root[a()]},getData:function(){if(this._fallbackText)return this._fallbackText;var t,e,n=this._startText,r=n.length,i=this.getText(),o=i.length;for(t=0;t<r&&n[t]===i[t];t++);var a=r-t;for(e=1;e<=a&&n[r-e]===i[o-e];e++);var u=e>1?1-e:void 0;return this._fallbackText=i.slice(t,u),this._fallbackText}}),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";var r=n(21),i=r.injection.MUST_USE_PROPERTY,o=r.injection.HAS_BOOLEAN_VALUE,a=r.injection.HAS_NUMERIC_VALUE,u=r.injection.HAS_POSITIVE_NUMERIC_VALUE,c=r.injection.HAS_OVERLOADED_BOOLEAN_VALUE,s={isCustomAttribute:RegExp.prototype.test.bind(new RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,controlsList:0,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{},DOMMutationMethods:{value:function(t,e){if(null==e)return t.removeAttribute(\"value\");\"number\"!==t.type||!1===t.hasAttribute(\"value\")?t.setAttribute(\"value\",\"\"+e):t.validity&&!t.validity.badInput&&t.ownerDocument.activeElement!==t&&t.setAttribute(\"value\",\"\"+e)}}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(174),a=(n(85),n(96)),u=n(177);n(2);void 0!==e&&e.env;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(156))},function(t,e,n){\"use strict\";var r=n(82),i=n(364),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t){return!(!t.prototype||!t.prototype.isReactComponent)}function o(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var a=n(1),u=n(3),c=n(26),s=n(87),l=n(15),f=n(88),p=n(39),h=(n(9),n(168)),d=n(24),v=n(51),g=(n(0),n(81)),m=n(96),y=(n(2),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=p.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return e};var _=1,b={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,u){this._context=u,this._mountOrder=_++,this._hostParent=e,this._hostContainerInfo=n;var s,l=this._currentElement.props,f=this._processContext(u),h=this._currentElement.type,d=t.getUpdateQueue(),g=i(h),m=this._constructComponent(g,l,f,d);g||null!=m&&null!=m.render?o(h)?this._compositeType=y.PureClass:this._compositeType=y.ImpureClass:(s=m,null===m||!1===m||c.isValidElement(m)||a(\"105\",h.displayName||h.name||\"Component\"),m=new r(h),this._compositeType=y.StatelessFunctional);m.props=l,m.context=f,m.refs=v,m.updater=d,this._instance=m,p.set(m,this);var b=m.state;void 0===b&&(m.state=b=null),(\"object\"!=typeof b||Array.isArray(b))&&a(\"106\",this.getName()||\"ReactCompositeComponent\"),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var x;return x=m.unstable_handleError?this.performInitialMountWithErrorHandling(s,e,n,t,u):this.performInitialMount(s,e,n,t,u),m.componentDidMount&&t.getReactMountReady().enqueue(m.componentDidMount,m),x},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=h.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return d.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";f.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(d.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,p.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return v;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes&&a(\"107\",this.getName()||\"ReactCompositeComponent\");for(var i in e)i in n.childContextTypes||a(\"108\",this.getName()||\"ReactCompositeComponent\",i);return u({},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?d.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&&a(\"136\",this.getName()||\"ReactCompositeComponent\");var u,c=!1;this._context===i?u=o.context:(u=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,u);var f=this._processPendingState(l,u),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,u):this._compositeType===y.PureClass&&(p=!g(s,l)||!g(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,u,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=u)},_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=u({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var c=r[a];u(o,\"function\"==typeof c?c.call(n,o,t,e):c)}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(m(r,i))d.receiveComponent(n,i,t,this._processChildContext(e));else{var a=d.getHostNode(n);d.unmountComponent(n,!1);var u=h.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){s.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t=this._instance;return t.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==y.StatelessFunctional){l.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{l.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||!1===t||c.isValidElement(t)||a(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n&&a(\"110\");var r=e.getPublicInstance();(n.refs===v?n.refs={}:n.refs)[t]=r},detachRef:function(t){delete this.getPublicInstance().refs[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===y.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=b},function(t,e,n){\"use strict\";var r=n(4),i=n(372),o=n(167),a=n(24),u=n(12),c=n(385),s=n(401),l=n(171),f=n(408);n(2);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&&($[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML)&&g(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"),null!=e.dangerouslySetInnerHTML&&(null!=e.children&&g(\"60\"),\"object\"==typeof e.dangerouslySetInnerHTML&&z in e.dangerouslySetInnerHTML||g(\"61\")),null!=e.style&&\"object\"!=typeof e.style&&g(\"62\",r(t)))}function o(t,e,n,r){if(!(r instanceof D)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===q,u=o?i._node:i._ownerDocument;B(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;k.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;N.postMountWrapper(t)}function c(){var t=this;O.postMountWrapper(t)}function s(){var t=this;A.postMountWrapper(t)}function l(){L.track(this)}function f(){var t=this;t._rootNodeID||g(\"63\");var e=j(t);switch(e||g(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in Y)Y.hasOwnProperty(n)&&t._wrapperState.listeners.push(M.trapBubbledEvent(n,Y[n],e));break;case\"source\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e),M.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topReset\",\"reset\",e),M.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function p(){P.postUpdateWrapper(this)}function h(t){Z.call(Q,t)||(X.test(t)||g(\"65\",t),Q[t]=!0)}function d(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function v(t){var e=t.type;h(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 g=n(1),m=n(3),y=n(346),_=n(348),b=n(20),x=n(83),w=n(21),C=n(160),k=n(22),E=n(84),M=n(53),T=n(161),S=n(4),N=n(365),A=n(366),P=n(162),O=n(369),I=(n(9),n(378)),D=n(383),R=(n(11),n(56)),L=(n(0),n(95),n(81),n(173)),U=(n(97),n(2),T),F=k.deleteListener,j=S.getNodeFromInstance,B=M.listenTo,V=E.registrationNameModules,W={string:!0,number:!0},z=\"__html\",H={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},q=11,Y={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\"},K={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},G={listing:!0,pre:!0,textarea:!0},$=m({menuitem:!0},K),X=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,Q={},Z={}.hasOwnProperty,J=1;v.displayName=\"ReactDOMComponent\",v.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=J++,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(f,this);break;case\"input\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this);break;case\"option\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o);break;case\"select\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o),t.getReactMountReady().enqueue(f,this);break;case\"textarea\":O.mountWrapper(this,o,e),o=O.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this)}i(this,o);var a,p;null!=e?(a=e._namespaceURI,p=e._tag):n._tag&&(a=n._namespaceURI,p=n._tag),(null==a||a===x.svg&&\"foreignobject\"===p)&&(a=x.html),a===x.html&&(\"svg\"===this._tag?a=x.svg:\"math\"===this._tag&&(a=x.mathml)),this._namespaceURI=a;var h;if(t.useCreateElement){var d,v=n._ownerDocument;if(a===x.html)if(\"script\"===this._tag){var g=v.createElement(\"div\"),m=this._currentElement.type;g.innerHTML=\"<\"+m+\"></\"+m+\">\",d=g.removeChild(g.firstChild)}else d=o.is?v.createElement(this._currentElement.type,o.is):v.createElement(this._currentElement.type);else d=v.createElementNS(a,this._currentElement.type);S.precacheNode(this,d),this._flags|=U.hasCachedChildNodes,this._hostParent||C.setAttributeForRoot(d),this._updateDOMProperties(null,o,t);var _=b(d);this._createInitialChildren(t,o,r,_),h=_}else{var w=this._createOpenTagMarkupAndPutListeners(t,o),k=this._createContentMarkup(t,o,r);h=!k&&K[this._tag]?w+\"/>\":w+\">\"+k+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"select\":case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return h},_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(V.hasOwnProperty(r))i&&o(this,r,i,t);else{\"style\"===r&&(i&&(i=this._previousStyleCopy=m({},e.style)),i=_.createMarkupForStyles(i,this));var a=null;null!=this._tag&&d(this._tag,e)?H.hasOwnProperty(r)||(a=C.createMarkupForCustomAttribute(r,i)):a=C.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+C.createMarkupForRoot()),n+=\" \"+C.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=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=R(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return G[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&&b.queueHTML(r,i.__html);else{var o=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&b.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)b.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=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"option\":o=A.getHostProps(this,o),a=A.getHostProps(this,a);break;case\"select\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"textarea\":o=O.getHostProps(this,o),a=O.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":N.updateWrapper(this),L.updateValueIfChanged(this);break;case\"textarea\":O.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(p,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(\"style\"===r){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else V.hasOwnProperty(r)?t[r]&&F(this,r):d(this._tag,t)?H.hasOwnProperty(r)||C.deleteValueForAttribute(j(this),r):(w.properties[r]||w.isCustomAttribute(r))&&C.deleteValueForProperty(j(this),r);for(r in e){var c=e[r],s=\"style\"===r?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(\"style\"===r)if(c?c=this._previousStyleCopy=m({},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(V.hasOwnProperty(r))c?o(this,r,c,n):s&&F(this,r);else if(d(this._tag,e))H.hasOwnProperty(r)||C.setValueForAttribute(j(this),r,c);else if(w.properties[r]||w.isCustomAttribute(r)){var l=j(this);null!=c?C.setValueForProperty(l,r,c):C.deleteValueForProperty(l,r)}}a&&_.setValueForStyles(j(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=W[typeof t.children]?t.children:null,o=W[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 j(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\"input\":case\"textarea\":L.stopTracking(this);break;case\"html\":case\"head\":case\"body\":g(\"66\",this._tag)}this.unmountChildren(t),S.uncacheNode(this),k.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return j(this)}},m(v.prototype,v.Mixin,I.Mixin),t.exports=v},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(97),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+\" 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c=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<c.length;p++){var h=c[p];if(h!==o&&h.form===o.form){var d=l.getInstanceFromNode(h);d||a(\"90\"),f.asap(r,d)}}}return n}var a=n(1),u=n(3),c=n(160),s=n(86),l=n(4),f=n(12),p=(n(0),n(2),{getHostProps:function(t,e){var n=s.getValue(e),r=s.getChecked(e);return u({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})},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:o.bind(t),controlled:i(e)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&c.setValueForProperty(l.getNodeFromInstance(t),\"checked\",n||!1);var r=l.getNodeFromInstance(t),i=s.getValue(e);if(null!=i)if(0===i&&\"\"===r.value)r.value=\"0\";else if(\"number\"===e.type){var o=parseFloat(r.value,10)||0;(i!=o||i==o&&r.value!=i)&&(r.value=\"\"+i)}else r.value!==\"\"+i&&(r.value=\"\"+i);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=l.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=p},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(162),c=(n(2),!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){a.getNodeFromInstance(t).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;return{start:o,end:o+r}}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(405),l=n(172),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(1),i=n(3),o=n(82),a=n(20),u=n(4),c=n(56),s=(n(0),n(97),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+\" \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var s=n._ownerDocument,l=s.createComment(o),f=s.createComment(\" /react-text \"),p=a(s.createDocumentFragment());return a.queueChild(p,a(l)),this._stringText&&a.queueChild(p,a(s.createTextNode(this._stringText))),a.queueChild(p,a(f)),u.precacheNode(this,l),this._closingComment=f,p}var h=c(this._stringText);return t.renderToStaticMarkup?h:\"\\x3c!--\"+o+\"--\\x3e\"+h+\"\\x3c!-- /react-text --\\x3e\"},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),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(1),a=n(3),u=n(86),c=n(4),s=n(12),l=(n(0),n(2),{getHostProps:function(t,e){return null!=e.dangerouslySetInnerHTML&&o(\"91\"),a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange})},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\"),Array.isArray(c)&&(c.length<=1||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===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t||c(\"33\"),\"_hostNode\"in e||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 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i=n(345),o=n(347),a=n(349),u=n(351),c=n(352),s=n(355),l=n(357),f=n(360),p=n(4),h=n(362),d=n(370),v=n(368),g=n(371),m=n(375),y=n(376),_=n(381),b=n(386),x=n(387),w=n(388),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){r(i.extractEvents(t,e,n,o))}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do{t.ancestors.push(i),i=i&&r(i)}while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function 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              "\n",
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              "<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",
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              "   if (window.SHAP) SHAP.ReactDom.render(\n",
              "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"output value\"], \"baseValue\": 0.3000795947901591, \"outValue\": 0.9700000000000002, \"link\": \"identity\", \"featureNames\": [\"buying_low\", \"buying_med\", \"buying_vhigh\", \"maint_low\", \"maint_med\", \"maint_vhigh\", \"doors_3\", \"doors_4\", \"doors_morethanfive\", \"persons_4\", \"persons_more\", \"lugboot_med\", \"lugboot_small\", \"safety_low\", \"safety_med\"], \"features\": {\"0\": {\"effect\": -0.016702973195078095, \"value\": 0.0}, \"1\": {\"effect\": -0.018722994199968573, \"value\": 0.0}, \"2\": {\"effect\": 0.040647421045741136, \"value\": 0.0}, \"3\": {\"effect\": 0.04712284886674441, \"value\": 1.0}, \"4\": {\"effect\": -0.012215540215301983, \"value\": 0.0}, \"5\": {\"effect\": 0.07385066333178508, \"value\": 0.0}, \"6\": {\"effect\": -0.006467197773156001, \"value\": 0.0}, \"7\": {\"effect\": -0.010417804814143379, \"value\": 0.0}, \"8\": {\"effect\": 0.029098748611766367, \"value\": 1.0}, \"9\": {\"effect\": -0.07538332309116363, \"value\": 0.0}, \"10\": {\"effect\": 0.31618834991091166, \"value\": 1.0}, \"11\": {\"effect\": 0.002216435511773976, \"value\": 0.0}, \"12\": {\"effect\": 0.05661737845649553, \"value\": 0.0}, \"13\": {\"effect\": 0.22742227616202423, \"value\": 0.0}, \"14\": {\"effect\": 0.016666116601410347, \"value\": 0.0}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
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              "  );\n",
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZmpDUmWhA6rl",
        "colab_type": "text"
      },
      "source": [
        "In a SHAP summary plot, each dot represents a data sample. On the vertical we have different features and for each feature it tells us, how much that particular value pushes the prediction towards either directions. For instance, high value of persons_4 (that is persons_4 = 1 and it really means the car can fit 4 persons), almost always pushes the prediciton towards being classified as \"Acceptable\". As an another example, low values of safety_low ( that is safety_low = 0 or equivalently, the car is **not** low safety) always pushes the prediction towards \"Acceptable\"."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OdMcSm_b7VOu",
        "colab_type": "code",
        "outputId": "65f21b64-17de-46c0-999a-d41c3d52215f",
        "colab": {
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          "height": 477
        }
      },
      "source": [
        "shap.summary_plot(shap_values[1], X_train)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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jH5u4srLYMqcFt59rytPaQ9fkQ/sSmo0W9I1v8TyDmSk3DFgPnK61zgWeVUq5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8AbWuuMoFh6eDH0AoZ6x+1cAGNMa2/dl3nbrHwu0Ae4BOukoLKzcYnU51prBbyFS2gGetvKBV6t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\nEEKIevp/3WYbQH2c3+QAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 576x540 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}