{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IWC0ysE1Dxjw"
   },
   "source": [
    "# SHAP Values for Multi-Output Regression Models\n",
    "\n",
    "Author: [coryroyce](https://github.com/coryroyce)\n",
    "\n",
    "Date updated: 3/4/2021"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dsqdv2hjDxcQ"
   },
   "source": [
    "## Create Multi-Output Regression Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-V1-MOrsEuVV"
   },
   "source": [
    "### Create Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TIcX4gtHFFPE"
   },
   "source": [
    "Import required packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "tw-jILFwEyTj"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from keras.layers import Dense\n",
    "from keras.models import Sequential\n",
    "from sklearn.datasets import make_regression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Bfzmg13nFLQS"
   },
   "source": [
    "Create a custom function that generates the multi-output regression data.\n",
    "Note: Creating 5 outputs/targets/labels for this example, but the method easily extends to any number or outputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "v8B9xsfaFSGW"
   },
   "outputs": [],
   "source": [
    "def get_dataset():\n",
    "    # Create sample data with sklearn make_regression function\n",
    "    X, y = make_regression(n_samples=1000, n_features=10, n_informative=7, n_targets=5, random_state=0)\n",
    "\n",
    "    # Convert the data into Pandas Dataframes for easier maniplution and keeping stored column names\n",
    "    # Create feature column names\n",
    "    feature_cols = [\n",
    "        \"feature_01\",\n",
    "        \"feature_02\",\n",
    "        \"feature_03\",\n",
    "        \"feature_04\",\n",
    "        \"feature_05\",\n",
    "        \"feature_06\",\n",
    "        \"feature_07\",\n",
    "        \"feature_08\",\n",
    "        \"feature_09\",\n",
    "        \"feature_10\",\n",
    "    ]\n",
    "\n",
    "    df_features = pd.DataFrame(data=X, columns=feature_cols)\n",
    "\n",
    "    # Create lable column names and dataframe\n",
    "    label_cols = [\"labels_01\", \"labels_02\", \"labels_03\", \"labels_04\", \"labels_05\"]\n",
    "\n",
    "    df_labels = pd.DataFrame(data=y, columns=label_cols)\n",
    "\n",
    "    return df_features, df_labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Yh04cjdtKVA6"
   },
   "source": [
    "### Create Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xYDs0e-9K_NZ"
   },
   "source": [
    "Create a Tensorflow/Keras Sequential model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "DGXVRyF2KUu7"
   },
   "outputs": [],
   "source": [
    "def get_model(n_inputs, n_outputs):\n",
    "    model = Sequential()\n",
    "    model.add(Dense(32, input_dim=n_inputs, kernel_initializer=\"he_uniform\", activation=\"relu\"))\n",
    "    model.add(Dense(n_outputs, kernel_initializer=\"he_uniform\"))\n",
    "    model.compile(loss=\"mae\", optimizer=\"adam\")\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "75BCkGTOL2UI"
   },
   "source": [
    "### Train Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BvNIVRGXL8RY"
   },
   "source": [
    "Create the dataset with the function defined above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "RsXjcH5EGJlf"
   },
   "outputs": [],
   "source": [
    "# Create the datasets\n",
    "X, y = get_dataset()\n",
    "\n",
    "# Get the number of inputs and outputs from the dataset\n",
    "n_inputs, n_outputs = X.shape[1], y.shape[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ojzK4sH0Mgwl"
   },
   "source": [
    "Load the model with function defined above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "_2jlWNjIGWeb"
   },
   "outputs": [],
   "source": [
    "model = get_model(n_inputs, n_outputs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "65ZksxGPMln4"
   },
   "source": [
    "Train the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "X_BKjh_XMnq8",
    "outputId": "1b51ff94-a6d3-4d3c-db84-67a8a215012c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x7f08e9a7e490>"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(X, y, verbose=0, epochs=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ahR4Mv-INAhW"
   },
   "source": [
    "Get model evaluation metrics to confirm training went well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "EpsC81kWMnlA",
    "outputId": "bfb2672c-86ab-42fa-8cd3-e96f222e0c6b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "32/32 [==============================] - 0s 826us/step - loss: 15.8952\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "15.895209312438965"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.evaluate(x=X, y=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "N4_3msWUNvN7"
   },
   "source": [
    "### Model Prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "uK3Ynxv6OyCE"
   },
   "source": [
    "Manual data can be entered but in this case, just us an arbitrary index form the feature/X data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Zi0qG4qSN4Me",
    "outputId": "fd4e11c2-2f2b-4483-e45d-92ef4451358d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ -15.026388,  -64.4412  ,  -75.39472 ,  -70.4628  , -126.55638 ]],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict(X.iloc[0:1, :])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "G1vnASuZPuDF"
   },
   "source": [
    "## Get SHAP Values and Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XF1Kq2kVQMPH"
   },
   "source": [
    "Apply Shapley vaules to the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 495
    },
    "id": "N6KGr8WdQMPc",
    "outputId": "a0dbd73d-a5a5-4718-d40c-c631c8bed104"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting shap\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/b9/f4/c5b95cddae15be80f8e58b25edceca105aa83c0b8c86a1edad24a6af80d3/shap-0.39.0.tar.gz (356kB)\n",
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      "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from shap) (1.19.5)\n",
      "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from shap) (1.4.1)\n",
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      "Requirement already satisfied: tqdm>4.25.0 in /usr/local/lib/python3.7/dist-packages (from shap) (4.41.1)\n",
      "Collecting slicer==0.0.7\n",
      "  Downloading https://files.pythonhosted.org/packages/78/c2/b3f55dfdb8af9812fdb9baf70cacf3b9e82e505b2bd4324d588888b81202/slicer-0.0.7-py3-none-any.whl\n",
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      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->shap) (1.15.0)\n",
      "Building wheels for collected packages: shap\n",
      "  Building wheel for shap (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "  Created wheel for shap: filename=shap-0.39.0-cp37-cp37m-linux_x86_64.whl size=491624 sha256=d4d0a19e515d857230caed0cc9bd7ad48017557ad8d72898297455efe78376ea\n",
      "  Stored in directory: /root/.cache/pip/wheels/15/27/f5/a8ab9da52fd159aae6477b5ede6eaaec69fd130fa0fa59f283\n",
      "Successfully built shap\n",
      "Installing collected packages: slicer, shap\n",
      "Successfully installed shap-0.39.0 slicer-0.0.7\n"
     ]
    },
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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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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "!pip install shap\n",
    "import shap\n",
    "\n",
    "# print the JS visualization code to the notebook\n",
    "shap.initjs()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yMTpA0MQW69j"
   },
   "source": [
    "Here we take the Keras model trained above and explain why it makes different predictions on individual samples."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "J6RDmgfWW69n"
   },
   "source": [
    "Set the explainer using the Kernel Explainer (Model agnostic explainer method form SHAP)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "qlu0QC9fW69n"
   },
   "outputs": [],
   "source": [
    "explainer = shap.KernelExplainer(model=model.predict, data=X.head(50), link=\"identity\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Tq08AY7gW69o"
   },
   "source": [
    "Get the Shapley value for a single example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 66,
     "referenced_widgets": [
      "be96ed0927aa4ecfa9beb659901de005",
      "739a5abf57fa4dffbd8b35524e1dc4d5",
      "1ed6b7beb5364c84b10f1765e1f9ca3c",
      "1bc7bab14cc84195934efb2bed09ef91",
      "0ff420f73bb946aca783d9422e32ff51",
      "8c446400caa244a2a4cc92a26e77b8d5",
      "cc643293effb4184bf910bc3359c5d43",
      "49fe6984069a4219a89e3d4817a67bb6"
     ]
    },
    "id": "qxn-M5kRW69o",
    "outputId": "b9decef1-6c9b-4f90-f93b-29de2a3ea212"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "be96ed0927aa4ecfa9beb659901de005",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=1.0), HTML(value='')))"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# Set the index of the specific example to explain\n",
    "X_idx = 0\n",
    "\n",
    "shap_value_single = explainer.shap_values(X=X.iloc[X_idx : X_idx + 1, :], nsamples=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3cmO2kegW69p"
   },
   "source": [
    "Display the details of the single example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 98
    },
    "id": "Q9vGc6faW69p",
    "outputId": "c5bd70ef-b7a4-4c14-883f-f83d32e35d40"
   },
   "outputs": [
    {
     "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>feature_01</th>\n",
       "      <th>feature_02</th>\n",
       "      <th>feature_03</th>\n",
       "      <th>feature_04</th>\n",
       "      <th>feature_05</th>\n",
       "      <th>feature_06</th>\n",
       "      <th>feature_07</th>\n",
       "      <th>feature_08</th>\n",
       "      <th>feature_09</th>\n",
       "      <th>feature_10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.093555</td>\n",
       "      <td>0.417854</td>\n",
       "      <td>-1.655827</td>\n",
       "      <td>-2.048833</td>\n",
       "      <td>-0.258209</td>\n",
       "      <td>-0.989744</td>\n",
       "      <td>-0.154596</td>\n",
       "      <td>-0.338294</td>\n",
       "      <td>1.503827</td>\n",
       "      <td>-0.514878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   feature_01  feature_02  feature_03  ...  feature_08  feature_09  feature_10\n",
       "0   -0.093555    0.417854   -1.655827  ...   -0.338294    1.503827   -0.514878\n",
       "\n",
       "[1 rows x 10 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.iloc[X_idx : X_idx + 1, :]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FYy3KvQtW69p"
   },
   "source": [
    "Choose the label/output/target to run individual explanations on:\n",
    "\n",
    "Note: The dropdown menu can easily be replaced by manually setting the index on the label to explain. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "3vapc-xSW69p"
   },
   "outputs": [],
   "source": [
    "import ipywidgets as widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 49,
     "referenced_widgets": [
      "2d7fabca6cb144e6b481a8aa2a9180a0",
      "882d87373519439ca4ba14d805c07d61",
      "3884892d84a2488ba1a4074ef3ecddea"
     ]
    },
    "id": "7bgF1mDYW69q",
    "outputId": "a8d9b7ff-f45b-418a-9344-9618654eaf40"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2d7fabca6cb144e6b481a8aa2a9180a0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Select Label:', options=(('labels_01', 0), ('labels_02', 1), ('labels_03', 2), ('labels_…"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the list of all labels for the drop down list\n",
    "list_of_labels = y.columns.to_list()\n",
    "\n",
    "# Create a list of tuples so that the index of the label is what is returned\n",
    "tuple_of_labels = list(zip(list_of_labels, range(len(list_of_labels))))\n",
    "\n",
    "# Create a widget for the labels and then display the widget\n",
    "current_label = widgets.Dropdown(options=tuple_of_labels, value=0, description=\"Select Label:\")\n",
    "\n",
    "# Display the dropdown list (Note: access index value with 'current_label.value')\n",
    "current_label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qhXLd5nUW69q"
   },
   "source": [
    "Plot the force plot for a single example and a single label/output/target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 211
    },
    "id": "vx8WVn_lW69q",
    "outputId": "3bcabafa-0f29-474c-b68f-03fe71400357"
   },
   "outputs": [
    {
     "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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       "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"f(x)\"], \"baseValue\": 3.8142053639888753, \"outValue\": -15.026388168334961, \"link\": \"identity\", \"featureNames\": [\"feature_01\", \"feature_02\", \"feature_03\", \"feature_04\", \"feature_05\", \"feature_06\", \"feature_07\", \"feature_08\", \"feature_09\", \"feature_10\"], \"features\": {\"1\": {\"effect\": 16.19905266398582, \"value\": 0.4178542398903599}, \"3\": {\"effect\": -23.860393544989392, \"value\": -2.0488327587590907}, \"5\": {\"effect\": -73.58529521016288, \"value\": -0.98974438834615}, \"7\": {\"effect\": -33.054308520402785, \"value\": -0.3382941895532951}, \"8\": {\"effect\": 112.24230297248249, \"value\": 1.5038265027762627}, \"9\": {\"effect\": -16.781951893237093, \"value\": -0.5148781639034627}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
       "    document.getElementById('i7DW7XCULVF8F6YO1NOV0')\n",
       "  );\n",
       "</script>"
      ],
      "text/plain": [
       "<shap.plots._force.AdditiveForceVisualizer at 0x7f08e9b07b50>"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print the JS visualization code to the notebook\n",
    "shap.initjs()\n",
    "\n",
    "print(f\"Current label Shown: {list_of_labels[current_label.value]}\")\n",
    "\n",
    "shap.force_plot(\n",
    "    base_value=explainer.expected_value[current_label.value],\n",
    "    shap_values=shap_value_single[current_label.value],\n",
    "    features=X.iloc[X_idx : X_idx + 1, :],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1GSnPlRM4Wqy"
   },
   "source": [
    "Create the summary plot for a specific output/label/target."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 66,
     "referenced_widgets": [
      "de75cddebb2e4333a359c88be1ed0c46",
      "a84fea8af23e4adbb04f8352e2a7de63",
      "73a6f9233fa642289d4a2940b98b5a65",
      "9fd16a4edfca494f82462605d09b376c",
      "df33c21deb394db4b4c3fcccbb12509f",
      "2df255b85ca24283ba33ca52974bd704",
      "9035bc746bf841b384dc8e596e474d66",
      "330175c1ace147cfaaae1a8a6c4dd216"
     ]
    },
    "id": "PgU6F5yrm8RK",
    "outputId": "6d25972d-9eef-44be-ca7c-56bbf1eab95d"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "de75cddebb2e4333a359c88be1ed0c46",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=50.0), HTML(value='')))"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# Note: We are limiting to the first 50 training examples since it takes time to calculate the full number of sampels\n",
    "shap_values = explainer.shap_values(X=X.iloc[0:50, :], nsamples=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 429
    },
    "id": "LCbEhcksmmtp",
    "outputId": "fdd4a3ec-9fb0-4f23-818d-a3ab8a1a166a"
   },
   "outputs": [
    {
     "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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\n",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# print the JS visualization code to the notebook\n",
    "shap.initjs()\n",
    "\n",
    "print(f\"Current Label Shown: {list_of_labels[current_label.value]}\\n\")\n",
    "\n",
    "shap.summary_plot(shap_values=shap_values[current_label.value], features=X.iloc[0:50, :])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6Jb4tiD7avxv"
   },
   "source": [
    "Summary Plot Notes:\n",
    "\n",
    "Based on the above summary plot we can see that Features 01, 03, and 07 are the features that have no influence on the model and could be dropped (Note that in the data setup we chose 10 features and only 7 of them had a meaningful relationship with the labels/targets). This is the big advantage of SHAP since without this we would not have much insight into which features are actually influencing our model.\n",
    "\n",
    "The above setup with the dropdown menu allows us to choose the individual labels to explore in more detail. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jNvC7PHa9OuM"
   },
   "source": [
    "Force Plot for the first 50 individual examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 445
    },
    "id": "6-VacRds9OuQ",
    "outputId": "2c8e9ecb-8ac4-41d7-a1ae-4a8f7af53e61"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current Label Shown: labels_01\n",
      "\n"
     ]
    },
    {
     "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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       "<shap.plots._force.AdditiveForceArrayVisualizer at 0x7f087ab75310>"
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    "print(f\"Current Label Shown: {list_of_labels[current_label.value]}\\n\")\n",
    "\n",
    "# print the JS visualization code to the notebook\n",
    "shap.initjs()\n",
    "\n",
    "shap.force_plot(\n",
    "    base_value=explainer.expected_value[current_label.value],\n",
    "    shap_values=shap_values[current_label.value],\n",
    "    features=X.iloc[0:50, :],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TkkKvl0KOC_K"
   },
   "source": [
    "## Reference"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9twCMRTsOFcD"
   },
   "source": [
    "Multi-output regression model format/build was largely based on [Deep Learning Models for Multi-Output Regression](https://machinelearningmastery.com/deep-learning-models-for-multi-output-regression/)"
   ]
  }
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