baseline.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Steps\n",
    "1) Drop useless columns <br>\n",
    "2) Categorical --> Ordinal <br>\n",
    "3) Impute missing with median <br>\n",
    "4) CV Baseline RF 100 trees w max depth 5 (metric: AUC) <br> \n",
    "5) shap (?) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.model_selection import train_test_split\n",
    "data = pd.read_csv('data/aug_train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "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>enrollee_id</th>\n",
       "      <th>city</th>\n",
       "      <th>city_development_index</th>\n",
       "      <th>gender</th>\n",
       "      <th>relevent_experience</th>\n",
       "      <th>enrolled_university</th>\n",
       "      <th>education_level</th>\n",
       "      <th>major_discipline</th>\n",
       "      <th>experience</th>\n",
       "      <th>company_size</th>\n",
       "      <th>company_type</th>\n",
       "      <th>last_new_job</th>\n",
       "      <th>training_hours</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>8949</td>\n",
       "      <td>city_103</td>\n",
       "      <td>0.920</td>\n",
       "      <td>Male</td>\n",
       "      <td>Has relevent experience</td>\n",
       "      <td>no_enrollment</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>STEM</td>\n",
       "      <td>&gt;20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>29725</td>\n",
       "      <td>city_40</td>\n",
       "      <td>0.776</td>\n",
       "      <td>Male</td>\n",
       "      <td>No relevent experience</td>\n",
       "      <td>no_enrollment</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>STEM</td>\n",
       "      <td>15</td>\n",
       "      <td>50-99</td>\n",
       "      <td>Pvt Ltd</td>\n",
       "      <td>&gt;4</td>\n",
       "      <td>47</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>11561</td>\n",
       "      <td>city_21</td>\n",
       "      <td>0.624</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No relevent experience</td>\n",
       "      <td>Full time course</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>STEM</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>never</td>\n",
       "      <td>83</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>33241</td>\n",
       "      <td>city_115</td>\n",
       "      <td>0.789</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No relevent experience</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>Business Degree</td>\n",
       "      <td>&lt;1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pvt Ltd</td>\n",
       "      <td>never</td>\n",
       "      <td>52</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>666</td>\n",
       "      <td>city_162</td>\n",
       "      <td>0.767</td>\n",
       "      <td>Male</td>\n",
       "      <td>Has relevent experience</td>\n",
       "      <td>no_enrollment</td>\n",
       "      <td>Masters</td>\n",
       "      <td>STEM</td>\n",
       "      <td>&gt;20</td>\n",
       "      <td>50-99</td>\n",
       "      <td>Funded Startup</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   enrollee_id      city  city_development_index gender  \\\n",
       "0         8949  city_103                   0.920   Male   \n",
       "1        29725   city_40                   0.776   Male   \n",
       "2        11561   city_21                   0.624    NaN   \n",
       "3        33241  city_115                   0.789    NaN   \n",
       "4          666  city_162                   0.767   Male   \n",
       "\n",
       "       relevent_experience enrolled_university education_level  \\\n",
       "0  Has relevent experience       no_enrollment        Graduate   \n",
       "1   No relevent experience       no_enrollment        Graduate   \n",
       "2   No relevent experience    Full time course        Graduate   \n",
       "3   No relevent experience                 NaN        Graduate   \n",
       "4  Has relevent experience       no_enrollment         Masters   \n",
       "\n",
       "  major_discipline experience company_size    company_type last_new_job  \\\n",
       "0             STEM        >20          NaN             NaN            1   \n",
       "1             STEM         15        50-99         Pvt Ltd           >4   \n",
       "2             STEM          5          NaN             NaN        never   \n",
       "3  Business Degree         <1          NaN         Pvt Ltd        never   \n",
       "4             STEM        >20        50-99  Funded Startup            4   \n",
       "\n",
       "   training_hours  target  \n",
       "0              36     1.0  \n",
       "1              47     0.0  \n",
       "2              83     0.0  \n",
       "3              52     1.0  \n",
       "4               8     0.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# splitting\n",
    "train, test = train_test_split(data, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def encode(data):\n",
    "    data['relevant_experience'] = data.relevent_experience.map({'Has relevent experience':1, 'No relevent experience': 0})\n",
    "    \n",
    "    education_map = {\n",
    "        \"Primary School\": 0,\n",
    "        \"High School\": 1,\n",
    "        \"Graduate\": 2,\n",
    "        \"Masters\": 3,\n",
    "        \"Phd\": 4\n",
    "                 }\n",
    "    \n",
    "    size_map = {\n",
    "        \"<10\": 0,\n",
    "        \"10/49\": 1,\n",
    "        \"50-99\": 2,\n",
    "        \"100-500\": 3,\n",
    "        \"500-999\": 4,\n",
    "        \"1000-4999\": 5,\n",
    "        \"5000-9999\": 6,\n",
    "        \"10000+\": 7\n",
    "    }\n",
    "    \n",
    "    experience_map = {\n",
    "        '<1':0,\n",
    "        '>20':21\n",
    "    }\n",
    "    \n",
    "    last_new_job_map = {\n",
    "        'never': 0,\n",
    "        '>4': 5\n",
    "    }\n",
    "    \n",
    "    data['education_level'] = data.education_level.map(education_map)\n",
    "    data['company_size'] = data.company_size.map(size_map)\n",
    "    data['experience'] = pd.to_numeric(data.experience.map(experience_map))\n",
    "    data['last_new_job'] = pd.to_numeric(data.last_new_job.map(last_new_job_map))\n",
    "    data.drop('relevent_experience', axis=1, inplace=True)\n",
    "    \n",
    "def impute(train):\n",
    "    imp_mean = SimpleImputer(missing_values=np.nan, strategy='median', copy=False)\n",
    "    clean_train = pd.DataFrame(imp_mean.fit_transform(train), columns=train.columns.tolist())\n",
    "    return clean_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop useless columns\n",
    "train = train.drop(['city', 'enrolled_university', 'gender', \"major_discipline\", \"company_type\"], axis=1)\n",
    "#feature_engineering\n",
    "clean_train = encode(train)\n",
    "clean_train = impute(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = clean_train.drop(['enrollee_id', 'target'], axis=1)\n",
    "y_train = clean_train.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#cv auc\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "baseline = RandomForestClassifier(n_estimators=150, max_depth=5)\n",
    "scores = cross_val_score(baseline, X_train, y_train, scoring=\"roc_auc\", cv=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7735663953512928"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(max_depth=5, n_estimators=150)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseline.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TIL: don't forget roc_auc_score uses predict_proba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = test.drop(['city', 'enrolled_university', 'gender', \"major_discipline\", \"company_type\"], axis=1)\n",
    "clean_test = encode(test)\n",
    "clean_test = impute(test)\n",
    "X_test = clean_test.drop(['enrollee_id', 'target'], axis=1)\n",
    "y_test = clean_test.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:  0.7750521920668059\n",
      "roc_auc:  0.7727312018557424\n",
      "f1_score:  0.4782082324455206\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score, roc_auc_score, f1_score\n",
    "preds = baseline.predict(X_test)\n",
    "probs = baseline.predict_proba(X_test)[:,1]\n",
    "print(\"accuracy: \", accuracy_score(y_test, preds))\n",
    "print(\"roc_auc: \", roc_auc_score(y_test, probs))\n",
    "print(\"f1_score: \", f1_score(y_test, preds))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AUC Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt  \n",
    "from sklearn.metrics import roc_curve, auc  \n",
    "\n",
    "fpr, tpr, threshold = roc_curve(y_test, probs)\n",
    "roc_auc = auc(fpr, tpr)\n",
    "\n",
    "plt.title('Receiver Operating Characteristic')\n",
    "plt.plot(fpr, tpr, 'b', label = 'AUC = %0.2f' % roc_auc)\n",
    "plt.legend(loc = 'lower right')\n",
    "plt.plot([0, 1], [0, 1],'r--')\n",
    "plt.xlim([0, 1])\n",
    "plt.ylim([0, 1])\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "tn, fp, fn, tp = confusion_matrix(y_test, preds).ravel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2575, 305, 557, 395)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tn, fp, fn, tp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notes on baseline: rlly low recall (we don't correctly classify positive class) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.41491596638655465"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tp / (tp + fn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explaining with SHAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import shap \n",
    "import seaborn as sns\n",
    "explainer = shap.TreeExplainer(baseline)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "chosen_instance = X_test.sample()\n",
    "shap_values = explainer.shap_values(chosen_instance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "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>city_development_index</th>\n",
       "      <th>education_level</th>\n",
       "      <th>experience</th>\n",
       "      <th>company_size</th>\n",
       "      <th>last_new_job</th>\n",
       "      <th>training_hours</th>\n",
       "      <th>relevant_experience</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1207</td>\n",
       "      <td>0.92</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      city_development_index  education_level  experience  company_size  \\\n",
       "1207                    0.92              2.0        21.0           3.0   \n",
       "\n",
       "      last_new_job  training_hours  relevant_experience  \n",
       "1207           5.0            95.0                  1.0  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chosen_instance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.initjs()\n",
    "shap.force_plot(explainer.expected_value[1], shap_values[1], chosen_instance, matplotlib=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.21295895271786985"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseline.predict_proba(chosen_instance)[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseline.predict(chosen_instance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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