SHAPInterpreter.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "SHAPInterpreter.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMIixUVL/vvsMQAFjHxGnWU",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/naenumtou/statisticalModel/blob/main/SHAPInterpreter.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "csiwTt5H0_AW"
      },
      "source": [
        "# Install libraries\n",
        "!pip install shap\n",
        "!pip install catboost"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8GKZrwwt2KIF"
      },
      "source": [
        "# Import libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import shap\n",
        "\n",
        "# Using catboost model\n",
        "from catboost import CatBoostRegressor\n",
        "\n",
        "%config InlineBackend.figure_format = 'retina'"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        },
        "id": "EljUx5Yt281P",
        "outputId": "0ddb5180-d552-46e2-81cd-82f4049623a8"
      },
      "source": [
        "# Load dataset\n",
        "df = pd.read_csv('https://raw.githubusercontent.com/naenumtou/statisticalModel/main/datasets/carData.csv')\n",
        "\n",
        "# Create 'age' variable\n",
        "df['age'] = 2018 - df['Year'] #Using 2018 as latest year\n",
        "df = df.drop(['Year'], axis = 1)\n",
        "df = df[df['age'] <= 10] #Drop data more than 10 years\n",
        "\n",
        "# Select only 'car' for model\n",
        "df = df[df['vehicleType'] == 'car']\n",
        "df = df.drop(['vehicleType'], axis = 1)\n",
        "print(f'Total data avaliable: {df.shape[0]}')\n",
        "\n",
        "# Create 'RV' as target\n",
        "df['RV'] = df['sellingPrice'] / df['newPrice']\n",
        "df = df.drop(['sellingPrice', 'newPrice'], axis = 1)\n",
        "\n",
        "df.head(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Total data avaliable: 215\n"
          ],
          "name": "stdout"
        },
        {
          "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>carModel</th>\n",
              "      <th>carBrand</th>\n",
              "      <th>kmDriven</th>\n",
              "      <th>fuelType</th>\n",
              "      <th>sellerType</th>\n",
              "      <th>gearType</th>\n",
              "      <th>owner</th>\n",
              "      <th>age</th>\n",
              "      <th>RV</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>alto</td>\n",
              "      <td>Suzuki</td>\n",
              "      <td>2135</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>Dealer</td>\n",
              "      <td>Manual</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.791667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>alto</td>\n",
              "      <td>Suzuki</td>\n",
              "      <td>25000</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>Dealer</td>\n",
              "      <td>Manual</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0.721519</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>alto</td>\n",
              "      <td>Suzuki</td>\n",
              "      <td>45280</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>Dealer</td>\n",
              "      <td>Manual</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0.722543</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>alto</td>\n",
              "      <td>Suzuki</td>\n",
              "      <td>44542</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>Dealer</td>\n",
              "      <td>Manual</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>0.493671</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>alto</td>\n",
              "      <td>Suzuki</td>\n",
              "      <td>10079</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>Dealer</td>\n",
              "      <td>Manual</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0.797872</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   carModel carBrand  kmDriven fuelType  ... gearType owner  age        RV\n",
              "7      alto   Suzuki      2135   Petrol  ...   Manual     0    1  0.791667\n",
              "8      alto   Suzuki     25000   Petrol  ...   Manual     0    2  0.721519\n",
              "9      alto   Suzuki     45280   Petrol  ...   Manual     0    4  0.722543\n",
              "10     alto   Suzuki     44542   Petrol  ...   Manual     0    8  0.493671\n",
              "12     alto   Suzuki     10079   Petrol  ...   Manual     0    2  0.797872\n",
              "\n",
              "[5 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GEpRZiae6FAQ"
      },
      "source": [
        "# Features and target split\n",
        "X = df.drop(['RV'], axis = 1)\n",
        "y = df['RV']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_J3Gpt-y4xw6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "32bd8f46-3302-47f2-b59a-ac5ca5b7e697"
      },
      "source": [
        "# Model training\n",
        "model = CatBoostRegressor(cat_features = ['carModel', 'carBrand', 'fuelType',\n",
        "                                           'sellerType', 'gearType'],\n",
        "                          verbose = 0)\n",
        "model.fit(X, y)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<catboost.core.CatBoostRegressor at 0x7ff2ceaeb5d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0S1W9Hjb2eBp",
        "outputId": "c374fa9b-a1bb-4db4-b826-388d74946eaa"
      },
      "source": [
        "# Model accuracy\n",
        "print(f'Model accuracy: {model.score(X, y):.2f}')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model accuracy: 0.91\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8rHZiS3t6y8c",
        "outputId": "e4620adb-4a0d-4141-a0e4-5238ff8c085f"
      },
      "source": [
        "# Prediction\n",
        "pred = model.predict(X)\n",
        "pred[:5]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.85157497, 0.75362612, 0.65577321, 0.4488446 , 0.79822611])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ETjKP7TjTG8D",
        "outputId": "3a7558e4-449b-478e-9ad4-ba6d87e65a18"
      },
      "source": [
        "# SHAP Interpreter\n",
        "shapExplainer = shap.TreeExplainer(model)\n",
        "shapValues = shapExplainer.shap_values(X)\n",
        "\n",
        "# Explainer details\n",
        "shapExplainer.__dict__"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'data': None,\n",
              " 'data_missing': None,\n",
              " 'expected_value': 0.6480345135546827,\n",
              " 'feature_names': None,\n",
              " 'feature_perturbation': 'tree_path_dependent',\n",
              " 'link': CPUDispatcher(<function identity at 0x7ff370124290>),\n",
              " 'masker': None,\n",
              " 'model': <shap.explainers._tree.TreeEnsemble at 0x7ff2cf5cc390>,\n",
              " 'model_output': 'raw',\n",
              " 'output_names': None}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        },
        "id": "7nVEdn2RZjh8",
        "outputId": "4508ba9c-d0ee-4031-828b-fc2c04da30b4"
      },
      "source": [
        "# Summary features contribute in model\n",
        "shap.summary_plot(shapValues, X, plot_type = 'bar')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x338.4 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 533,
              "height": 304
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        },
        "id": "QRMv4D5VaDuD",
        "outputId": "a1b55146-6469-46ce-f6bf-13908a4e1ac8"
      },
      "source": [
        "# Summary features effects\n",
        "shap.summary_plot(shapValues, X)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x338.4 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 528,
              "height": 307
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "H2IkMnsVZR-8",
        "outputId": "a3bdac6a-6eaf-43b0-89c4-4e385c2c446c"
      },
      "source": [
        "# Get first row of data\n",
        "X.head(1)"
      ],
      "execution_count": null,
      "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>carModel</th>\n",
              "      <th>carBrand</th>\n",
              "      <th>kmDriven</th>\n",
              "      <th>fuelType</th>\n",
              "      <th>sellerType</th>\n",
              "      <th>gearType</th>\n",
              "      <th>owner</th>\n",
              "      <th>age</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>alto</td>\n",
              "      <td>Suzuki</td>\n",
              "      <td>2135</td>\n",
              "      <td>Petrol</td>\n",
              "      <td>Dealer</td>\n",
              "      <td>Manual</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  carModel carBrand  kmDriven fuelType sellerType gearType  owner  age\n",
              "7     alto   Suzuki      2135   Petrol     Dealer   Manual      0    1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rjiU_KtnVBDn",
        "outputId": "ef8772fe-7546-43dc-c6b2-97a97b0155df"
      },
      "source": [
        "# SHAP Values\n",
        "print(f'SHAP Values for features: {shapValues[0]}')\n",
        "print(f'Weights of features: {np.abs(shapValues[0]) / np.sum(np.abs(shapValues[0]))}')\n",
        "print(f'Number of features in model: {X.shape[1]}')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "SHAP Values for features: [-0.01154624  0.01099142  0.07377095  0.0144411  -0.00014721 -0.00019238\n",
            "  0.00049704  0.11572577]\n",
            "Weights of features: [0.05079464 0.04835387 0.32453597 0.06352984 0.00064761 0.00084632\n",
            " 0.00218658 0.50910518]\n",
            "Number of features in model: 8\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zbSZupmJ6f7T",
        "outputId": "576b278d-1bb6-4f7f-852f-19dbdfe2a6c0"
      },
      "source": [
        "# Calculation of prediction\n",
        "shapDict = shapExplainer.__dict__ #Object to dict\n",
        "\n",
        "predict = shapDict['expected_value'] + np.sum(shapValues[0])\n",
        "print(f'Prediction from SHAP Value: {predict:.2f}')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Prediction from SHAP Value: 0.85\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fASktJCcakBm",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 193
        },
        "outputId": "e0e486e9-874d-4e47-c1ba-88723052089d"
      },
      "source": [
        "# Features for prediction\n",
        "shap.initjs() #Enable java script\n",
        "\n",
        "# Plot\n",
        "shap.force_plot(shapExplainer.expected_value,\n",
        "                shap_values = shapValues[0],\n",
        "                features = X.iloc[0])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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p=this.xlabel.selectAll(\"option\").data(f);p.enter().append(\"option\").merge(p).attr(\"value\",function(t){return t}).text(function(t){return t}),p.exit().remove();var h=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";f=(0,y.map)(this.usedFeatures,function(e){return[t.props.featureNames[e],t.props.featureNames[e]+\" effects\"]}),f.unshift([\"model output value\",h]);var d=this.ylabel.selectAll(\"option\").data(f);d.enter().append(\"option\").merge(d).attr(\"value\",function(t){return t[0]}).text(function(t){return t[1]}),d.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var t=this,e=!0,n=!1,r=void 0;try{for(var i,o=this.props.explanations[Symbol.iterator]();!(e=(i=o.next()).done);e=!0){var a=i.value,c=!0,s=!1,l=void 0;try{for(var 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f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of 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q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
              "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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              "   if (window.SHAP) SHAP.ReactDom.render(\n",
              "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"f(x)\"], \"baseValue\": 0.6480345135546827, \"outValue\": 0.851574969437902, \"link\": \"identity\", \"featureNames\": [\"carModel\", \"carBrand\", \"kmDriven\", \"fuelType\", \"sellerType\", \"gearType\", \"owner\", \"age\"], \"features\": {\"0\": {\"effect\": -0.011546237062180997, \"value\": \"alto\"}, \"1\": {\"effect\": 0.010991419100387742, \"value\": \"Suzuki\"}, \"2\": {\"effect\": 0.07377095403518194, \"value\": 2135.0}, \"3\": {\"effect\": 0.014441100558437874, \"value\": \"Petrol\"}, \"4\": {\"effect\": -0.00014720876429352692, \"value\": \"Dealer\"}, \"5\": {\"effect\": -0.00019237835683612892, \"value\": \"Manual\"}, \"6\": {\"effect\": 0.0004970370510061735, \"value\": 0.0}, \"7\": {\"effect\": 0.11572576932151622, \"value\": 1.0}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
              "    document.getElementById('iRMB391JCDJKYX00DETGM')\n",
              "  );\n",
              "</script>"
            ],
            "text/plain": [
              "<shap.plots._force.AdditiveForceVisualizer at 0x7ff2c549b210>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nRawzrPW8Anf"
      },
      "source": [
        "# Define function\n",
        "def predictCase(data, num):\n",
        "  explainer = shap.TreeExplainer(model)\n",
        "  values = explainer.shap_values(data)\n",
        "  explainerDict = explainer.__dict__\n",
        "\n",
        "  shap.initjs() #Enable java script\n",
        "  plot = shap.force_plot(shapExplainer.expected_value, shap_values = shapValues[num], features = data.iloc[num])\n",
        "\n",
        "  # Details\n",
        "  print(f'Expected value: {explainerDict[\"expected_value\"]:.2f}')\n",
        "  print(f'Effect of features: {np.sum(shapValues[num]):.2f}')\n",
        "  print(f'Prediction value: {explainerDict[\"expected_value\"] + np.sum(shapValues[num]):.2f}')\n",
        "  return plot"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244
        },
        "id": "_-LTV0wl8r7Q",
        "outputId": "9a777328-d7e4-464f-aa25-a6d79da060d2"
      },
      "source": [
        "# Random from dataset\n",
        "n = np.random.choice(X.shape[1], 1)\n",
        "predictCase(X, n)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
              "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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              " <script>\n",
              "   if (window.SHAP) SHAP.ReactDom.render(\n",
              "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"f(x)\"], \"baseValue\": 0.6480345135546827, \"outValue\": 0.44884460001553594, \"link\": \"identity\", \"featureNames\": [\"carModel\", \"carBrand\", \"kmDriven\", \"fuelType\", \"sellerType\", \"gearType\", \"owner\", \"age\"], \"features\": {\"0\": {\"effect\": 0.0167813205144843, \"value\": \"alto\"}, \"1\": {\"effect\": -0.0026722183062501455, \"value\": \"Suzuki\"}, \"2\": {\"effect\": -0.00767600195801728, \"value\": 44542}, \"3\": {\"effect\": -0.024576781142000844, \"value\": \"Petrol\"}, \"4\": {\"effect\": -9.716992653560049e-05, \"value\": \"Dealer\"}, \"5\": {\"effect\": -0.0008475829918448852, \"value\": \"Manual\"}, \"6\": {\"effect\": 0.0006929904182088316, \"value\": 0}, \"7\": {\"effect\": -0.18079447014719113, \"value\": 8}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
              "    document.getElementById('i4HMHFB0AZSIX74ADP441')\n",
              "  );\n",
              "</script>"
            ],
            "text/plain": [
              "<shap.plots._force.AdditiveForceVisualizer at 0x7ff2c3c5df90>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    }
  ]
}