ch13.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "lines_to_next_cell": 0
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "from sklearn.experimental import (\n",
    "    enable_iterative_imputer,\n",
    ")\n",
    "from sklearn import (\n",
    "    ensemble,\n",
    "    impute,\n",
    "    model_selection,    \n",
    "    preprocessing,\n",
    "    tree,\n",
    ")\n",
    "from sklearn.ensemble import (\n",
    "    RandomForestClassifier,\n",
    ")\n",
    "from yellowbrick.model_selection import (\n",
    "    ValidationCurve,\n",
    ")\n",
    "\n",
    "url = (\n",
    "    \"http://biostat.mc.vanderbilt.edu/\"\n",
    "    \"wiki/pub/Main/DataSets/titanic3.xls\"\n",
    ")\n",
    "df = pd.read_excel(url)\n",
    "def tweak_titanic(df):\n",
    "    df = df.drop(\n",
    "        columns=[\n",
    "            \"name\",\n",
    "            \"ticket\",\n",
    "            \"home.dest\",\n",
    "            \"boat\",\n",
    "            \"body\",\n",
    "            \"cabin\",\n",
    "        ]\n",
    "    ).pipe(pd.get_dummies, drop_first=True)\n",
    "    return df\n",
    "\n",
    "def get_train_test_X_y(\n",
    "    df, y_col, size=0.3, std_cols=None\n",
    "):\n",
    "    y = df[y_col]\n",
    "    X = df.drop(columns=y_col)\n",
    "    X_train, X_test, y_train, y_test = model_selection.train_test_split(\n",
    "        X, y, test_size=size, random_state=42\n",
    "    )\n",
    "    cols = X.columns\n",
    "    num_cols = [\n",
    "        \"pclass\",\n",
    "        \"age\",\n",
    "        \"sibsp\",\n",
    "        \"parch\",\n",
    "        \"fare\",\n",
    "    ]\n",
    "    fi = impute.IterativeImputer()\n",
    "\n",
    "    fitted = fi.fit_transform(X_train[num_cols])\n",
    "    X_train = X_train.assign(**{c:fitted[:,i] for i, c in enumerate(num_cols)})\n",
    "    test_fit = fi.transform(X_test[num_cols])\n",
    "    X_test = X_test.assign(**{c:test_fit[:,i] for i, c in enumerate(num_cols)})\n",
    "    if std_cols:\n",
    "        std = preprocessing.StandardScaler()\n",
    "        fitted = std.fit_transform(X_train[std_cols])\n",
    "        X_train = X_train.assign(**{c:fitted[:,i] for i, c in enumerate(std_cols)})\n",
    "        test_fit = std.transform(X_test[std_cols])\n",
    "        X_test = X_test.assign(**{c:test_fit[:,i] for i, c in enumerate(std_cols)})\n",
    "\n",
    "    return X_train, X_test, y_train, y_test\n",
    "\n",
    "ti_df = tweak_titanic(df)\n",
    "std_cols = \"pclass,age,sibsp,fare\".split(\",\")\n",
    "X_train, X_test, y_train, y_test = get_train_test_X_y(\n",
    "    ti_df, \"survived\", std_cols=std_cols\n",
    ")\n",
    "\n",
    "\n",
    "X = pd.concat([X_train, X_test])\n",
    "y = pd.concat([y_train, y_test])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=3,\n",
       "                       max_features=None, max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort=False,\n",
       "                       random_state=42, splitter='best')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = DecisionTreeClassifier(\n",
    "    random_state=42, max_depth=3\n",
    ")\n",
    "dt.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lime import lime_tabular\n",
    "explainer = lime_tabular.LimeTabularExplainer(\n",
    "    X_train.values,\n",
    "    feature_names=X.columns,\n",
    "    class_names=[\"died\", \"survived\"],\n",
    ")\n",
    "exp = explainer.explain_instance(\n",
    "    X_train.iloc[-1].values, dt.predict_proba\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "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": [
    "fig = exp.as_pyplot_figure()\n",
    "fig.tight_layout()\n",
    "#fig.savefig(\"images/mlpr_1301.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.87954545, 0.12045455]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = X_train.iloc[-2].values.copy()\n",
    "dt.predict_proba(\n",
    "    [data]\n",
    ")  # predicting that a woman lives\n",
    "data[5] = 1  # change to male\n",
    "dt.predict_proba([data])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
       "                       max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=0.1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, n_estimators=200,\n",
       "                       n_jobs=None, oob_score=False, random_state=42, verbose=0,\n",
       "                       warm_start=False)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf5 = ensemble.RandomForestClassifier(\n",
    "    **{\n",
    "        \"max_features\": \"auto\",\n",
    "        \"min_samples_leaf\": 0.1,\n",
    "        \"n_estimators\": 200,\n",
    "        \"random_state\": 42,\n",
    "    }\n",
    ")\n",
    "rf5.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Instance 0\n",
      "Prediction [0.82046191 0.17953809]\n",
      "Bias (trainset mean) [0.63887555 0.36112445]\n",
      "Feature contributions:\n",
      "  pclass [ 0.02865085 -0.02865085]\n",
      "  age [ 0.01115629 -0.01115629]\n",
      "  sibsp [ 0.00528926 -0.00528926]\n",
      "  parch [ 0.00656872 -0.00656872]\n",
      "  fare [ 0.04126856 -0.04126856]\n",
      "  sex_male [ 0.07660626 -0.07660626]\n",
      "  embarked_Q [0. 0.]\n",
      "  embarked_S [ 0.01204643 -0.01204643]\n"
     ]
    }
   ],
   "source": [
    "from treeinterpreter import (\n",
    "    treeinterpreter as ti,\n",
    ")\n",
    "instances = X.iloc[:2]\n",
    "prediction, bias, contribs = ti.predict(\n",
    "    rf5, instances\n",
    ")\n",
    "i = 0\n",
    "print(\"Instance\", i)\n",
    "print(\"Prediction\", prediction[i])\n",
    "print(\"Bias (trainset mean)\", bias[i])\n",
    "print(\"Feature contributions:\")\n",
    "for c, feature in zip(\n",
    "    contribs[i], instances.columns\n",
    "):\n",
    "    print(\"  {} {}\".format(feature, c))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pdpbox import pdp\n",
    "feat_name = \"age\"\n",
    "p = pdp.pdp_isolate(\n",
    "    rf5, X, X.columns, feat_name\n",
    ")\n",
    "fig, _ = pdp.pdp_plot(\n",
    "    p, feat_name, plot_lines=True\n",
    ")\n",
    "#fig.savefig(\"images/mlpr_1302.png\", dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x684 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = [\"fare\", \"sex_male\"]\n",
    "p = pdp.pdp_interact(\n",
    "    rf5, X, X.columns, features\n",
    ")\n",
    "fig, _ = pdp.pdp_interact_plot(p, features)\n",
    "#fig.savefig(\"images/mlpr_1303.png\", dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sex_male       0.723\n",
      "pclass         0.077\n",
      "sibsp          0.061\n",
      "age            0.061\n",
      "embarked_S     0.050\n",
      "fare           0.022\n",
      "parch          0.005\n"
     ]
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "sv = svm.SVC()\n",
    "sv.fit(X_train, y_train)\n",
    "sur_dt = tree.DecisionTreeClassifier()\n",
    "sur_dt.fit(X_test, sv.predict(X_test))\n",
    "for col, val in sorted(\n",
    "    zip(\n",
    "        X_test.columns,\n",
    "        sur_dt.feature_importances_,\n",
    "    ),\n",
    "    key=lambda x: x[1],\n",
    "    reverse=True,\n",
    ")[:7]:\n",
    "    print(f\"{col:10}{val:10.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.60129761, 0.39870239]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf5.predict_proba(X_test.iloc[[20]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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strict\";function r(t){this._root=t,this._startText=this.getText(),this._fallbackText=null}var i=n(3),o=n(18),a=n(172);i(r.prototype,{destructor:function(){this._root=null,this._startText=null,this._fallbackText=null},getText:function(){return\"value\"in this._root?this._root.value:this._root[a()]},getData:function(){if(this._fallbackText)return this._fallbackText;var t,e,n=this._startText,r=n.length,i=this.getText(),o=i.length;for(t=0;t<r&&n[t]===i[t];t++);var a=r-t;for(e=1;e<=a&&n[r-e]===i[o-e];e++);var u=e>1?1-e:void 0;return this._fallbackText=i.slice(t,u),this._fallbackText}}),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";var r=n(21),i=r.injection.MUST_USE_PROPERTY,o=r.injection.HAS_BOOLEAN_VALUE,a=r.injection.HAS_NUMERIC_VALUE,u=r.injection.HAS_POSITIVE_NUMERIC_VALUE,c=r.injection.HAS_OVERLOADED_BOOLEAN_VALUE,s={isCustomAttribute:RegExp.prototype.test.bind(new RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,controlsList:0,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{},DOMMutationMethods:{value:function(t,e){if(null==e)return t.removeAttribute(\"value\");\"number\"!==t.type||!1===t.hasAttribute(\"value\")?t.setAttribute(\"value\",\"\"+e):t.validity&&!t.validity.badInput&&t.ownerDocument.activeElement!==t&&t.setAttribute(\"value\",\"\"+e)}}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(174),a=(n(85),n(96)),u=n(177);n(2);void 0!==e&&e.env;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(156))},function(t,e,n){\"use strict\";var r=n(82),i=n(364),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t){return!(!t.prototype||!t.prototype.isReactComponent)}function o(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var a=n(1),u=n(3),c=n(26),s=n(87),l=n(15),f=n(88),p=n(39),h=(n(9),n(168)),d=n(24),v=n(51),g=(n(0),n(81)),m=n(96),y=(n(2),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=p.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return e};var _=1,b={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,u){this._context=u,this._mountOrder=_++,this._hostParent=e,this._hostContainerInfo=n;var s,l=this._currentElement.props,f=this._processContext(u),h=this._currentElement.type,d=t.getUpdateQueue(),g=i(h),m=this._constructComponent(g,l,f,d);g||null!=m&&null!=m.render?o(h)?this._compositeType=y.PureClass:this._compositeType=y.ImpureClass:(s=m,null===m||!1===m||c.isValidElement(m)||a(\"105\",h.displayName||h.name||\"Component\"),m=new r(h),this._compositeType=y.StatelessFunctional);m.props=l,m.context=f,m.refs=v,m.updater=d,this._instance=m,p.set(m,this);var b=m.state;void 0===b&&(m.state=b=null),(\"object\"!=typeof b||Array.isArray(b))&&a(\"106\",this.getName()||\"ReactCompositeComponent\"),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var x;return x=m.unstable_handleError?this.performInitialMountWithErrorHandling(s,e,n,t,u):this.performInitialMount(s,e,n,t,u),m.componentDidMount&&t.getReactMountReady().enqueue(m.componentDidMount,m),x},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=h.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return d.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";f.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(d.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,p.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return v;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes&&a(\"107\",this.getName()||\"ReactCompositeComponent\");for(var i in e)i in n.childContextTypes||a(\"108\",this.getName()||\"ReactCompositeComponent\",i);return u({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?d.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o&&a(\"136\",this.getName()||\"ReactCompositeComponent\");var u,c=!1;this._context===i?u=o.context:(u=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,u);var f=this._processPendingState(l,u),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,u):this._compositeType===y.PureClass&&(p=!g(s,l)||!g(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,u,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=u)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=u({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var c=r[a];u(o,\"function\"==typeof c?c.call(n,o,t,e):c)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(m(r,i))d.receiveComponent(n,i,t,this._processChildContext(e));else{var a=d.getHostNode(n);d.unmountComponent(n,!1);var u=h.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==h.EMPTY);this._renderedComponent=c;var s=d.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){s.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t=this._instance;return t.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==y.StatelessFunctional){l.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{l.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||!1===t||c.isValidElement(t)||a(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n&&a(\"110\");var r=e.getPublicInstance();(n.refs===v?n.refs={}:n.refs)[t]=r},detachRef:function(t){delete this.getPublicInstance().refs[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===y.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=b},function(t,e,n){\"use strict\";var r=n(4),i=n(372),o=n(167),a=n(24),u=n(12),c=n(385),s=n(401),l=n(171),f=n(408);n(2);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&($[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML)&&g(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"),null!=e.dangerouslySetInnerHTML&&(null!=e.children&&g(\"60\"),\"object\"==typeof e.dangerouslySetInnerHTML&&z in e.dangerouslySetInnerHTML||g(\"61\")),null!=e.style&&\"object\"!=typeof e.style&&g(\"62\",r(t)))}function o(t,e,n,r){if(!(r instanceof D)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===q,u=o?i._node:i._ownerDocument;B(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;k.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;N.postMountWrapper(t)}function c(){var t=this;O.postMountWrapper(t)}function s(){var t=this;A.postMountWrapper(t)}function l(){L.track(this)}function f(){var t=this;t._rootNodeID||g(\"63\");var e=j(t);switch(e||g(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in Y)Y.hasOwnProperty(n)&&t._wrapperState.listeners.push(M.trapBubbledEvent(n,Y[n],e));break;case\"source\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topError\",\"error\",e),M.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topReset\",\"reset\",e),M.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[M.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function p(){P.postUpdateWrapper(this)}function h(t){Z.call(Q,t)||(X.test(t)||g(\"65\",t),Q[t]=!0)}function d(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function v(t){var e=t.type;h(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var g=n(1),m=n(3),y=n(346),_=n(348),b=n(20),x=n(83),w=n(21),C=n(160),k=n(22),E=n(84),M=n(53),T=n(161),S=n(4),N=n(365),A=n(366),P=n(162),O=n(369),I=(n(9),n(378)),D=n(383),R=(n(11),n(56)),L=(n(0),n(95),n(81),n(173)),U=(n(97),n(2),T),F=k.deleteListener,j=S.getNodeFromInstance,B=M.listenTo,V=E.registrationNameModules,W={string:!0,number:!0},z=\"__html\",H={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},q=11,Y={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},K={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},G={listing:!0,pre:!0,textarea:!0},$=m({menuitem:!0},K),X=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,Q={},Z={}.hasOwnProperty,J=1;v.displayName=\"ReactDOMComponent\",v.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=J++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(f,this);break;case\"input\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this);break;case\"option\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o);break;case\"select\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o),t.getReactMountReady().enqueue(f,this);break;case\"textarea\":O.mountWrapper(this,o,e),o=O.getHostProps(this,o),t.getReactMountReady().enqueue(l,this),t.getReactMountReady().enqueue(f,this)}i(this,o);var a,p;null!=e?(a=e._namespaceURI,p=e._tag):n._tag&&(a=n._namespaceURI,p=n._tag),(null==a||a===x.svg&&\"foreignobject\"===p)&&(a=x.html),a===x.html&&(\"svg\"===this._tag?a=x.svg:\"math\"===this._tag&&(a=x.mathml)),this._namespaceURI=a;var h;if(t.useCreateElement){var d,v=n._ownerDocument;if(a===x.html)if(\"script\"===this._tag){var g=v.createElement(\"div\"),m=this._currentElement.type;g.innerHTML=\"<\"+m+\"></\"+m+\">\",d=g.removeChild(g.firstChild)}else d=o.is?v.createElement(this._currentElement.type,o.is):v.createElement(this._currentElement.type);else d=v.createElementNS(a,this._currentElement.type);S.precacheNode(this,d),this._flags|=U.hasCachedChildNodes,this._hostParent||C.setAttributeForRoot(d),this._updateDOMProperties(null,o,t);var _=b(d);this._createInitialChildren(t,o,r,_),h=_}else{var w=this._createOpenTagMarkupAndPutListeners(t,o),k=this._createContentMarkup(t,o,r);h=!k&&K[this._tag]?w+\"/>\":w+\">\"+k+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"select\":case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return h},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(V.hasOwnProperty(r))i&&o(this,r,i,t);else{\"style\"===r&&(i&&(i=this._previousStyleCopy=m({},e.style)),i=_.createMarkupForStyles(i,this));var a=null;null!=this._tag&&d(this._tag,e)?H.hasOwnProperty(r)||(a=C.createMarkupForCustomAttribute(r,i)):a=C.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+C.createMarkupForRoot()),n+=\" \"+C.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=R(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return G[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&b.queueHTML(r,i.__html);else{var o=W[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&b.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)b.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"option\":o=A.getHostProps(this,o),a=A.getHostProps(this,a);break;case\"select\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"textarea\":o=O.getHostProps(this,o),a=O.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":N.updateWrapper(this),L.updateValueIfChanged(this);break;case\"textarea\":O.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(p,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(\"style\"===r){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else V.hasOwnProperty(r)?t[r]&&F(this,r):d(this._tag,t)?H.hasOwnProperty(r)||C.deleteValueForAttribute(j(this),r):(w.properties[r]||w.isCustomAttribute(r))&&C.deleteValueForProperty(j(this),r);for(r in e){var c=e[r],s=\"style\"===r?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(\"style\"===r)if(c?c=this._previousStyleCopy=m({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(V.hasOwnProperty(r))c?o(this,r,c,n):s&&F(this,r);else if(d(this._tag,e))H.hasOwnProperty(r)||C.setValueForAttribute(j(this),r,c);else if(w.properties[r]||w.isCustomAttribute(r)){var l=j(this);null!=c?C.setValueForProperty(l,r,c):C.deleteValueForProperty(l,r)}}a&&_.setValueForStyles(j(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=W[typeof t.children]?t.children:null,o=W[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return j(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"input\":case\"textarea\":L.stopTracking(this);break;case\"html\":case\"head\":case\"body\":g(\"66\",this._tag)}this.unmountChildren(t),S.uncacheNode(this),k.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return j(this)}},m(v.prototype,v.Mixin,I.Mixin),t.exports=v},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(97),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" 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c=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<c.length;p++){var h=c[p];if(h!==o&&h.form===o.form){var d=l.getInstanceFromNode(h);d||a(\"90\"),f.asap(r,d)}}}return n}var a=n(1),u=n(3),c=n(160),s=n(86),l=n(4),f=n(12),p=(n(0),n(2),{getHostProps:function(t,e){var n=s.getValue(e),r=s.getChecked(e);return u({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange})},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:o.bind(t),controlled:i(e)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&c.setValueForProperty(l.getNodeFromInstance(t),\"checked\",n||!1);var r=l.getNodeFromInstance(t),i=s.getValue(e);if(null!=i)if(0===i&&\"\"===r.value)r.value=\"0\";else if(\"number\"===e.type){var o=parseFloat(r.value,10)||0;(i!=o||i==o&&r.value!=i)&&(r.value=\"\"+i)}else r.value!==\"\"+i&&(r.value=\"\"+i);else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=l.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=p},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(162),c=(n(2),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){a.getNodeFromInstance(t).setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length;return{start:o,end:o+r}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(405),l=n(172),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(1),i=n(3),o=n(82),a=n(20),u=n(4),c=n(56),s=(n(0),n(97),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var s=n._ownerDocument,l=s.createComment(o),f=s.createComment(\" /react-text \"),p=a(s.createDocumentFragment());return a.queueChild(p,a(l)),this._stringText&&a.queueChild(p,a(s.createTextNode(this._stringText))),a.queueChild(p,a(f)),u.precacheNode(this,l),this._closingComment=f,p}var h=c(this._stringText);return t.renderToStaticMarkup?h:\"\\x3c!--\"+o+\"--\\x3e\"+h+\"\\x3c!-- /react-text --\\x3e\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n&&r(\"67\",this._domID),8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(1),a=n(3),u=n(86),c=n(4),s=n(12),l=(n(0),n(2),{getHostProps:function(t,e){return null!=e.dangerouslySetInnerHTML&&o(\"91\"),a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange})},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a&&o(\"92\"),Array.isArray(c)&&(c.length<=1||o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t||c(\"33\"),\"_hostNode\"in e||c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in 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i=n(345),o=n(347),a=n(349),u=n(351),c=n(352),s=n(355),l=n(357),f=n(360),p=n(4),h=n(362),d=n(370),v=n(368),g=n(371),m=n(375),y=n(376),_=n(381),b=n(386),x=n(387),w=n(388),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){r(i.extractEvents(t,e,n,o))}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do{t.ancestors.push(i),i=i&&r(i)}while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function 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       "\n",
       "<div id='iLWS52L6OK95YWQ5DUNO5'>\n",
       "<div style='color: #900; text-align: center;'>\n",
       "  <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
       "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
       "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
       "  this notebook on github the Javascript has been stripped for security. If you are using\n",
       "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
       "</div></div>\n",
       " <script>\n",
       "   if (window.SHAP) SHAP.ReactDom.render(\n",
       "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"output value\"], \"baseValue\": 0.3611244549974799, \"outValue\": 0.39870239065521085, \"link\": \"identity\", \"featureNames\": [\"pclass\", \"age\", \"sibsp\", \"parch\", \"fare\", \"sex_male\", \"embarked_Q\", \"embarked_S\"], \"features\": {\"0\": {\"effect\": -0.035609106774771644, \"value\": \"\"}, \"1\": {\"effect\": -0.004273525358678782, \"value\": \"\"}, \"2\": {\"effect\": -0.0030869046420967778, \"value\": \"\"}, \"3\": {\"effect\": -0.005915893293925983, \"value\": \"\"}, \"4\": {\"effect\": -0.03932922838895184, \"value\": \"\"}, \"5\": {\"effect\": 0.13722217303612086, \"value\": \"\"}, \"7\": {\"effect\": -0.011429578919964939, \"value\": \"\"}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
       "    document.getElementById('iLWS52L6OK95YWQ5DUNO5')\n",
       "  );\n",
       "</script>"
      ],
      "text/plain": [
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      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import shap\n",
    "shap.initjs()\n",
    "s = shap.TreeExplainer(rf5)\n",
    "shap_vals = s.shap_values(X_test)\n",
    "target_idx = 1\n",
    "shap.force_plot(\n",
    "    s.expected_value[target_idx],\n",
    "    shap_vals[target_idx][20, :],\n",
    "    feature_names=X_test.columns,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id='iGJ3SQO6K0LDTOFY5EJRY'>\n",
       "<div style='color: #900; text-align: center;'>\n",
       "  <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
       "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
       "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
       "  this notebook on github the Javascript has been stripped for security. If you are using\n",
       "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
       "</div></div>\n",
       " <script>\n",
       "   if (window.SHAP) SHAP.ReactDom.render(\n",
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       "    document.getElementById('iGJ3SQO6K0LDTOFY5EJRY')\n",
       "  );\n",
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "shap.force_plot(\n",
    "    s.expected_value[1],\n",
    "    shap_vals[1],\n",
    "    feature_names=X_test.columns,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
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EF2DBKrhgKvRNbXob5agmIdogoZnMVnXM3yLOQgAVXnhgmY3XX6AhKgJe3exjYu+m/+2rvA6vbnYoqoILhhlEueCuJTaFVTAzy+D8oXD1+zYFldAvEf5zXgR9e3RtIfHZDnd8brO1CMBh3miDuSPDa/Z1HIe7lkhObHCYO9Jg3mg1PR+r6C/fEfx3BSzZDHkl8NYKWLk19G0TgvIJRrggNsSnblejuoYeK7Jhx77Adz5f/UTDCiBesCXV7XNd+jZIWZkaA55C2FcBu8tga1HzIvm3tQ7ztzgs3CVi8comEV6AL3Icfv2FzYZ82HsQrH3wz02Hh9F7bYftxe13Xm2loBK/8ApL94a/XUVV+IW389qgdB2059sRVNY0Pd8UN5wu6xeUwWWzoOcREgB3Zapr4JRfM2TzbnjgfXj0Wul2/eNTebm481IY3b+zW9kl+GCHzZNr5CF87ViDi4Yf/j5s2zYVXugRLcs2FYjJd1Lvw9NNnjLAxc0THd7e5tA/0eD242Dnxw67SiEmQrx4m2N3WUAUymrEoSmYourAO5QN7C2rLyK1Poc7l9hsKoDYSLhvpotRaZ3bM+4ZC73jIc+fN8PdM/ztSYqRSlX7ymV+RGrXthYoHYuKb0dwngnLt8DuApg4CI53h75tehLcf0WHNS0sfLIetu2TgNNaLzz1gTyt9xRApAseXwB/vamzW9kleOnrQBWif2x0uHCYU29cd2WuzRULbEprYFaWw53TXdzzpZQMjI10+NMpLjJ7GDhOYLtfz4jg1zNk+xqfjdd2qLGh1qbR8VlXeTX8/RPw+uDi6Zw2sAdbiqRdE3rDjRMManwiymcONqjxGhRv2Et8+UHs6EiuX7EdIrPgxDGAVDE6uGY356zfQEFaGgsypjEqLULugSbGrMtqJG43Nc6QdT/dAIUH4eSx8hL6zkrYlQ8njYFxA5u/uI8vgFc+h35pRD19E78bb7DhP+uI6hnP9PHjASiucnAZko+6VXy6AdbvhElDYNaoJleNdBn89gQXC7Y7JMXAuaGknSyvgqf/B3klJAxPBE2ycdSg4tsRpCbCEzfA8q2QnQfb94M7q/ntjhYGpEFFNRHVNeDyQkwkrN8FPr95ct3Ozm1fFyI5OlB2Lin6cIeqe5c6lPoNJ0tyHF7c4MPxx+VWeWH9AZtn1xlY+x1Gp8Hdx7uIjwrsY3+5QVqsJN2IioCSaofCSoe3tjnERMDFww0y/rEU9vsbsWYHZzx5I+5Uh+JqGJsuonHX8UGNWv0NJyx5lfLCSrJy9xE/Ngu+iIGEWJgylF5lJVz56r+JrJVA24o+NmQD//ockhPgrkthWN9657lol82fVkt2qStGGVy++nN49QtZ+P5qOH0CvLRY5heuhyeub9IXIm5zLvzuTbnnduyH256jV3wsJ+f47b6+At6YdTIvbJQ3n5snihd4i1ixFR55W6Y/WguJsTBhcJObpMcbfGdsC4T+75/I+QJ9lpXCebOhV3LL2ql0SXTMt6NYvR1+8zr8czH88iV5ABwrREXBkAzsuGhI6wFjB8DAXhAdCfEx4O7YVJ3diZ9PczE2XUKI7ph++L9jbIOolFFBpsqoCCioNFi5T3qpG/OlRnAwKbHisJUWZ5AUbdC3h8FdS2ze3CpOVY9YDtW7DrImz2H1fofCbQXg9TEo2WBib6NRz17f2p1UeyG6ogrD64OD/gHhbEn/lFVWhLuHl6QY6JMAs0p2w0ufSfLlgjIRlAa8/LVz6N3sX5sdfGuCXtD2l8CG3YH5Wp9YUZogKq8s8LIHsKcQcgIDrs7a7ENWB8cRC0SL8Z9vYP5Ay/fRHIWBvNyGz4aSjsk3rYQfFd+OYuOuQMIdrw2enE5tTlhJjodBvTg4oR9MHiq9nGtPgYmDYdJguPH0zm5hl2FQssFvT4zg4ZMicKf6za0fr4X5S6GknEdmGwxLkV7xlaMMbpoUwT0zXMwbbfDQiS4yesCegw4b8h12ljpEl5WLuL24CA5WkhhtcM8MF8dnGpw71ODqUeJ4Vcc3xQ7vDhpPjU9u0wV9R+JENP1YWJw2kLxKKIpLoJwIiqNjIT4ajhsuK4zIJG1IKiNTDQamuIicObJ+yqxG9h9ctzghClyTg3qQfXvC2ZMD22WkwKh+TbaxbNpgGO7vXcdEws1nQf9AkLQxcVC92srJrfFrPG44xPk3TIiBqcNasZNmuOg4aT9QPiYThmpR4KMFNTt3FBMHw/xlMu4ZHQljBnR2i8JHRk/46QVUPbsAJo2E75wsPd6Lp0NsFPTQ5CGH8Plg8dfSSztpjPQQ31wuy/63lj5/vI4rR7vIOehwlt8sOiUjEKe676BDtVdSFlb7YMxf/g07dkBZNazNhkevZUy6wZj0gPpNzbBZ6c97PKufwTsnzcAzcgKRXi+7RgxhHk2nl9w7bDBfzptHZu5eDqSlccVQnxRj+GwjjOwHU4bCI9fI8EJmKgzqLePJ/1wsY7c3nC5jme+vhqhIOGsS/2dG8tRam2ovXDPWhZF+AvRLk57y7LGQkgCPf096vOMGNnsPObFR8OHdsHIbDEiHIRlwxkQx4SbHw0ljuLMInl1vE+mCG8a3oh8ysDf85TrxbxiRKf4a7c34QfD8D6C4nH37s8nqoklQlJaj4ttRjB8ED18tPd4Jg6B/evvtu6RcHE8G9+66QnbCaHLiK8kIdhDpiIdTd+eP78KnG2X6S4+ITR05hcxfVsZ7hUm4fD425MPgZHGwquNgLQxN8c87DinWZti2W3rQ3+TC7RcfNkZ4x3SDFbkGMREi5LEFBbyf4qbGBz+c5Go2y9VZgw0Wj+7PsgH9cafChKwD8PMXpOsMcPe3YOpwmDEysNHZU+RTx09fAI+/2NjXu8m6/RIeaFgj+ITR9ecH9JLPkcgvhY27YYg/72NCrAh3HYlxcEEg6+yIVHj4pDZmm+qdIp+OJDFOPnnqK3E0oeLbkbiz2t/Rak8+/PwlKKuEtETpYaSFED+idE1WbgtMW9vEzLjd7x/QP43ikhpufeqvpBQXs3rSJApnnkVmUPTZif0M3t/hsKME+iYaJPtqAnFAjiOJWq45pd4hI10GM4Juy5GJlcybHboIpcYZPHmqi9IaSIkB48O9UFENZVVi4fh6D5jDoOgg9IiF6AYVBLy+gPCCCCZIb9hnQ1L84QctKRcHql0H4NTxcO2c+ssPlMBtf4fSSoh0EXvFROiKjsGfrINn/gdJcXD7JTC4hQmiQ+Hpj+SFbkgf+OVFXfcF/RhHxbe78dlGEV6QXtLyLfV7FEqXZnmuw/MbbOIi4UeTXQwa3T8gwKP6iVAOyYDicjhlHBc/+hE5JcXYDsze8BXD88dDr8B4Z0K0wWMnuyiohNQ4iDxzooz3GgbERIkZuAOIcBn09JchpE8KbNoj+cgjXJAcBw+8Biu2iYn3gSvE9FxHZAT0ToL/rRP79hUnwOKN8Ng70nu+6iT49sz6B3x1CWzYJdNvLIfjRtSPFV+bLcIL4LVJWJ8D32rhSeUVS1hPZQ1ceVKz48otprwKfvoi7C2UklOVtfDSj9r3GKu/gXcsmV6bLUNfw/vC2yuhd7L4WyTENrkLJTyo+HY3MlObnle6LJW1Nr/+wsZAep+Pr7Z59BcXwXurRHTOmSKiedKYQ9v07RlJei8Z042PBCPm8H/ZCJdB7wT/zENXiaPf1r1w2UyYPqLjT2x/MYzIgtIK6elu2C3CC+Kd+8Yy+Mn5gfUdR77P7CnnW3gQXvw0YLZ++TOxAEQFnau3QRYtb4N6foP7iKDZ0uuv7tez5efx2LsBgb/vP/DyjyCiHYsgFJVDrt/j2nYCx2pPfA2uU2EZ/H65XL+Nu+XF54fntP9xlRbTrPiaprkGOMGyrLLm1lXCwMnj5A1/4y7xrpzYdFyh0jWo8TncsUSKsUcY4E51qPT6e6cXTT/yhleeSFROAVF7i0SchzTi7bpyK6zaDmP6yzjpH7/bcSfSGIP7iLdznefviEyJca+jYXUuxxHxqRuLrvWJGTavRObjY0Qkgvn2DLnn9xTAKeMOT7IxNAPunSuWoBGZHExqQVa5OoLH2w9WQY0X4tpRfNMT5VrtyJNkM9OGt9++6zCHwYmj4fOvJbzvxNGwcENgeaE+xrsKofR8U4B4QH+1rsIF0+o5jihdn3UHYFuRpHfcXQaFVfDdsSF42KYmwkNXH3n5pj1SBctBxnejI8UkG07cWfDryyTpxKh+4uQUHwMffiUey1ecUH99lwu+fwY8+YGI7I2niwXnyQ+kKMm1pxyeCatXMjx5I9i2bN8YEwcHXkZXrWr5eVw2U7Ji2Y4UNImLaX6blhAbLR7bL30m49q3ntW++we5bj+7EP7vfLlOjiMhUcu3SqTBxU286ClhJRTxXQqsNk1zIbCPQPQqlmX9vKMaprQj76yUvMrJ8XDHJY33nsLN3z6EB+fLmN/d35bKT2t2yLjYtOH1TY7diI35DktyHAYmUS9jUmqsPBczEgx6xztcNrKFJeVqvY1fk2/2Bf1HAttyYXc+/OcLOG0iXH+aOCt9vkkc81qS6rQlTBkqnzrONeVzJE6bCHPGy0WpE9rfXtn8cY4kvO3BnPESh15d23GVxKYOl09HU3edDENyqe8tFMHXGuFdhlCecFXAR/7pdoyXOUbILYQPvpL4xnPNw81pHU1JuXhXOkBVCTzzcWgPuY7mwfnykAN44HV5K3/qQxmzmj22a7SxheSUOfzqC5ta/3Ck7dicPUQegkNSDH402eCTXQ4Dk1zMHRmi8O46ANf8WbI8XTgNHpxXf/mUIZLgobxaer2FZeINbzviZFN8EL7ZH8ju1JgzU2soLJNwt6EZrX+gb86RNF3D/RnPtuXKPVHnSPXhVzIefOr4jg/nqSO1mciBvGLYWyRZ2tqjZ1xZLRYLw5BhhY6oYmYYkJXW/HpKWGlWfC3LurZu2jTNCMuyfE2trwRRXQu/fDmQIi6vJJBgoDuXC2wPgtMWugz4/VuS/xnEWeiXF0ke4C6O40ju5aRo2FXGIeEF2FZcf905A13MCaEeQD1ufykQivP3T6Rox/Sg3mvfVDFlbsqBYRniTWs7gXHVlz6TZBB1rN7edvHNzoNf/EPqTqclwqPXNC9aDfntfCl64DLgB+fImO9Ln8myU8ZBag94fanM/28tPHVj5/+/bNwFd78qY8FZqRLm11bP4QdeD+Q6X5sN913e1lYq3YRmbTimaUaZpvkb0zT3AjWmaR4wTfMx0zSPYeUIkfzSerlZ2bIX3loOlz8qn8UbO74NyQlieoyNkrR815/a8ccMhV9cFIhHveMSEQ/bLxiFB6GwtHPbFwLlNQ4/+dTmygU2P1xo0z/RIc3fCXQZMDPT4GCNwyc7bdYdaGXt1tKqwLTtSOxsQ3qniId0VhqcOUm+89rgc6Cqhnp26TEhlnLcuAu+2BSwTgSzeKMIL4iTUnCscih4ffC3j+RldF8x/OldyXZVx8L1UimojvyygDNWZ/LRWjHzb8kRwWwPb+Wvdzc+rRz1hGJ2fgCYDVwD7ASGAPcCvwF+2lENOyrokwJDess/amSEhH28sEiehV4bnl94qAxbPdZsl0Twp4+H6BDecSqqpXBDv7TGe4vnmhLrlxjXdcxP2/cHHINWbxe1MpBrYxj1xzG7KIt2O2zzF2jPLoHlufDHk12sOyCOVVmJcNtC259L2eHGCQbnDm3hmOUPz4GbnxYRHd1PvN2b4jsny/V8ZbFkFBvWF04bL/diWqKMazbHf1dIogbbEbF+6Kr6ITf9Gow+ZbVifNQJ+oFtR+7dfL9PZ+9k+V+pS8TRL01eHDubnALI9f/gJZVQ08iLSUuZOgyWbglMK8cMoYjvXGC6ZVm5/nmPaZrrgNWo+DZNhEucHKpqIQZ5+MVFB6rANGay+vMC+M18eSCNyoKF9zXtZFJSLqbGfcUy9ve7q+onNHAc2d+yLSJuPzo3tAdwR7PNfzvtLYRV30j1o30lIsLuLBjUAZl/2pmEqMPnU2INTvR3LrcXO4eKGDg4vL0NxvdyGJDUAker0ybAJ/dILO3YAaGZXn9xkVzXqlq5nrPHSrrTUJm/FL7aIePvOYXiORvsgHTKODhYKWO204bD2Bba0iMj4JrfSm9pAAAgAElEQVST4fVl0r4bT4OrZkvu52qvhBVlpUkqyYIyqZPbMEtWZ9A/XV4EKqrlf7k92vTziyRxjmFIWJByzBCK+MYDDW0+xTSde10BeUtekx3IafzeajGxPvuxOJrc0kiowcuLDyUKYFOOCFNT3pErt4nwgjjdLFpfP/XegRIRXpDe5LtW1xDfWaMkBd7+YhnfG9ALehfBd+dIyEdHerW2E7P7G2wtgtV5DuPSDU4bWP9fok+8VOspqXbYWgR7yhxu/cTmlokGZ9R5Qu8rkoxUXhuunt14DvDmcho3JDNVYn3X7BBnphEtLOGYWxRI1lB4sP5Adh3nT4PzD/86ZO6ZK+FyUZGBmN2bG/w/dEQcbFs4ezJ8sVkyYA3pIznb20pkRNf4f1TCTiji+z/gb6Zp/tCyrCLTNFOBPwGHF+VU6pMcL8kH6sbH+vaUB83PLxTx7Z0i4vj3T+i7Yxf0zJKsP3V1QqMjmzcT9+3Z9HxSfMAbtrHlncVPzoeZI+Ev70vvHQMmDYFbz+7sloWMYRjcMOHI76AJ0VL2b/4Wm/3lDr3jxRDxQbbDGXW5UX73hngjg/zuz9xcfyc+n1Q52lskXr+jGxmz3bFfnHVG9ROrgePI/TVn/JF7yiXl8uBvzPoyY2RAdDN7SkWh9sYwpNxkU1TVSC+zpc5c7UlwG4ZnwjPfF8/zQb2k5+vzSeaqnglimq+oFqtOv7TWt3tnnjwzRmYdHu8cCpXVsDVXXsJaW8ykolocyzrit1eA0MT3NuAtIN80zXIgARHeeU1upciD7Z654mSVkiA9mxcXiRengThCfb4JNu0hvqQY7vk3PP19+NHfxVnr1rObTx85ZgDcdi4s9UgP54xJ9ZfHRosH5fyl8jJw9ewOOtkWYhjitTusr8Qg1/rzAj/yX7kujSXX74ZkJRrcMMHFslybMv87WGZC0AM1L8ixLL9UhDP4gfufL8UrGMTR6a831X+gZufJsEONV0y4986V33pNdiCvcnWthB2l9oB5J8qY7oufQpQLfnIBBBVqAMT6YG0TUbl6tvwWPp8IQqhhRbmFUqWpX1rrkn6sy5bkIVW1cPoE8YgONxt3SZrJihqYMw5uO098Kur8KkrKJZphT4GI8R2Xwq9fFctBXDT8Zp7c3y3hnZWSXxpg1kj4xcUt2768Cv7vBRkuiI2S37+lxV1WbIWH3pR76qLj5H5Q2p0jiq9pmm9alnURcJJlWTNM0xwK9AJ2WZa190jbKY2QVwIHSiUucr4/fMJBRDg45KaoXB6Yr/y4ZfufM76+6arooPwDZaZKT3tEplRQ6YqkJ0kv+LonAgnh//MlLP1ttzA9h0JspMH9s1y8scUhOQbmjQr6zS8+ToQQ4MLjDu/p1FlBQMZDc4vqi++GXfKQBBmueNcS4QXJn/zvJSK82Xli4t2dL3Glu/PlWL9/C+49s/4x5y+Va5+WKNuaw+DB16U3PHOkjCk31SMr9vsh1BU6+MHZcPrEUC+X8O8vRHhBvIwvOk4cF3ceEM/uxiwA7c2rS8QqUVMr9+ZFx9UP2/rfWhFegOwD8MLCgENWZY14bbdUfBcEZeZashm+X9GyF9GvdgRiuqtqpQ0tFd9/Lg7cU28uh0umd4uwv+5GUz3fU03THAQ8Z5rmu0Cu/4NpmvEAlmVVdHgLuzu/flVMQFER8jDq2SMQfpSeKM4wz/jfdM8z2+7EUffme8Dfo/rxeeIg09X50hOYzs6Ta/bRGnlxOX9qeLICdSBDUwx+Nq0Rwbp0hmSd8tmNj+vOHitj9rYD/dPEaz2Y0f0kT7DXFmvKxMH18ypX1gSyYHlrRDD2Fsq849QX9zr2Fgamy6vFc7runv1iswh+3TjtR2tkbHni4IDA7tgfEF6Q5S0V3+AedqQLPvtaxBDg43XwxPWQ0cFDKJ698pICUFh+uAd+Q1Hsnw6GJ7Bea4qeZKYGxDM5XtJ0toS+PQNRAyUVci+kJMC3ZoSe4Ccp6NpHR8pHaXeauqoLge3Iz9gwuLDu5w1zuqZuRnWt3PxVfnujYcC/fixm1uhIMedk9ISpw9i16itSzjmlyd2FxDf7AsILkmi+O4jviEwxnYP0uD5YAx+vlfkNu2QstLXjV12dpsb1j3dLEo19xSJ4Dcdwh2SIh/uaHTLmO36QWFM+XidicNE06cmUVsp/7dA+Unlo6z5ZrzGnprMmS0y6g2TQaihyCX5BWL4F/vyeTH++SR7y04ZL8YCkuIAAt6b4xw2nSe+roEyEY0XQC0WNV0Sxo8W3f5qcU41XQp3sBhWDTh0vLy/rd4q/wrwTYUC6vKAMzZCMVS3lx+fJ86G8qmWCWcfQDPGgXrBK/n/ySwPDFpef0PS2ddx6NvzlPSldOu/E9s9xrQBNi+9FQBawCWgkGFVplvxSyEgWUxmG/GMOyZBx4GAyelKbkdw+x+yfXt/BamQLTU6dxSu3wb3/kXG0n10YyHYE0qsrqegW4vvGFpuFuxwGJhn8YLJBbGSD3u5X2yXWOy5aEus3jJn1+uTBWVIuItgrWUydwebOhriz6psWz55Sv8bzfZfDcx/Lvu67QoYlnvsEYiJlLLXAn9yhbrx5zni5b4rL5W9FjdzLu/MliUddbvA6k2sdu/NFfFMS4A/fEWtG//TWeS2nJkrO7zpiIiUkx3YkDriD6hTX44xJsMUfEjekz+Ge6C6XZKwL5sQxjcfuh0piXONREC1h1ih/acegJCB1PfhQ6JMC91/RtjYozXJE8bUsywZ2m6Y5zrKsnUdaT2mCPinibJKWCBgSQtPR9OwhSRE+2ygmrFMndPwx24P42PrVe86fKmOXlTVw/AgY3IT4hJHCmkhW7XNwp0KPaIMar82OEhiYDDtKDJ7fIDbHnaUOfRLg6jFB4uv1Scx13VjmH9+FP1xT/wBPfQDPL5J13/8Knr4JHn1HLBrzTjzcoQ5gmUdKCh4pCcflJ9Tv9QzqDX8Zcmg2fskK+MOj4vR281liKclKC/TIE+PgrkYq089wS63e0krp6c5okPbykuObuJItZOpwCZ/aUyAhPuEoEHD6RCnLd6BULADdqdjHyCxxAss+IGb7UzWcqasRSm7nHeFoyFFJZISYBL/cLKI4pZnQivZiYG+4umuIVauJjxGzqNcnD9rWhFy0M1sKHX63JYv4XJve8fCLqXDpOw77KyA9Dn53Qv021nk3H8LrCwgvBJKtBPP6UsmkBNJD/fHzYjb22RInvvwhMS3WsXGXCLqDFPCIjT68clGtV3pBPXvUT8Dip9drq8D2+xo88T7MHhOas1vfVHjiBhnjHdyn48NSBveRTzhpaFXoLsRGw++/I4lQ+iR3XJUmpdUcHe6kXZn4GOl9hkt4jxb+86XEmcbHSDKOHfs7u0V8utuh1haBzauA+5eJ8ALkV8LCXTDRr21pcXDhsAYvDLHR0nsFccBrLOwr2MEmKlLCgqpq5VoUlMHby+uvvyOvviPQ9n31l/t8Ugzg7lfhh8/CJ+sOO6QTEfQYcBkte9FJSZDxTo0H7XrERst4uwpvh+F2u4e53e45brc70u12t2jsUMVX6Zr0CEr+4DLqz3cS/YNyJhgGDGyQJrJPAgxMgtgI6JsASY35qcydJaFkr/xYklk05PrTxPlsSB9xlqobu69jX4NSSebQgAk2JlJ6vSu3wkNvwL8+h90FgbE/B3HEakDeZab0jlJ7SNhXF7AyKEpXxu1293G73Z8C64H/AsOAbLfbHfJYS0iDGKZppgCXAv2B3wNTLcta1OIWK8cuH6wWR6PEOIkTrSsZZxiSy7dhHOH35kiWnbwSSUMYrnquTXDmYIOvtxTipPVkRqbB9L4Oe8vB2ucwsbfBmYPgV1/Iuhvy4T8eh++Na0TImhqvvHg6jOgrDmZTh0m8a05Q6E/Dse+MnuINvTlHPJl9ttRK9tnAZukxBzvg9Tvcs7pqWG+4rI1OPopybPEksBI4Hdjv8Xg2u93uu4HHgOmh7KBZ8TVNcyrwHqLwU4Hngf+apnmbZVl/b23LlWOIg5Xw1IfiqVpeLRl8ar2wzW8i3ZoLD19df5vkhMadfDoRwzCY3auUKVPqDEYGt0x0WHNAcjtLIEogHMVrN7KTxvDkiFjWJY4ILlTwrRnihOW1JYXhiWMP3z49CWb5PcGtbYG8zCCm6vsvlyQRaYnS81YUpa2cCFzu8Xhq3G533cDPE8D9oe4gFLPz48BNlmWdAngty8oGzgJub2FjlWOVuoQOddh2/eQOzY3n5pdKrdP2KOHWjmzMd7h3qc1bWx3uX2qD43DyAMNvkoZLR4Rgvn1xEdzwFNz0V3F2asjo/hJa09NffKJPMxaAMf0lpA0klnzOOMlJ/JPzpdxgTBeoDqQo3Z8ipLxuMIOBRrLWNE4oZueRwJv+aQfAsqwvTNPs5u60SthIjJN4yBcWBqY//ErSBkLTSUDWZUv8b40XhvkTSnQRAdla5NR7p9hWDD8xXdw2xcFVN25aUS290fSkxlMiPvG+Pw4c6eHefGb9Mdf8UpgQlKRib6E/dO0IxMXAI9dIkoyMlC5hrleUo5DHgA/cbvdjQJTb7b4G+D/gL6HuIBTx3QqcA7xT94VpmqcAW1rUVOXY5lxTPnUM7wsnjJasSxOayID04ZpAntlt+2DTntZlTGpHanwO0REGk/sY/HOTQ5UXoiNgSoYBjoMrt0hShwL84h8Sawlwy5lw5uT6OyvzZ4Hy2RLD+pPnpdZt3TU5YbRk/nKQCkPDMmiW2OiW1e9VFKVFeDyep9xudz7wXWAXcCXwsMfjeSnUfYQivj8F3jFNcyEQb5rmC8B5wLeb3EpRmsIwQhPR4BKIES4xwXYShZUOD23JonKnzbS+BrcfZ/DHk11sKnRw9zToH+uFOffDxt2Sl/exawPCC5KCsaH4njFJwn/2Fkmu4G37xGHqlR9LnPisUeKJvK8YJg1uW6o/rw9Wbxfrw6gwZIhSlKMYj8fzGvBaa7cPJcnGYtM0xwGXA3uR4grHWZa1rbUHVZSQmTtLeoW78+G0Ca1LVt9O/Hebw76qKJJjYEWuw/Jcg5lZBlmJfjPxi0tEeEG8lZ/3m9nrereN9VrvmwvjBsjYb12Mb2WNCGVdXt/hmfJpC44D9/47UPHompPbNwOVohwDuN3u1zi8xEY9PB5PSB3TkEKNLMvaBTwUyrpKN6ZhLdmuQGSEOAp1AaIb5LiPaZjzvmeDcKmePeBX3xLTeXqipMxsSFI8fO9UyaL0yH/Fq/nyWYcXUGgrRQcDwguwaIOKr6K0nA3ttaNQQo1sjqD0lmVpVaOjgbU74KG3pPrS9adJQn/lMC4ebrBkUwUVsSnM6mdgZjR4UTl/mlSS+WideBz/9kpxtLr+tOZ3PmuUmJW9vo6pnZoUL45aBWUyP6iR8oWKojSJx+O5t6nlbrc75MRVofR8G7qipgO3AQtCPYgSOjllDg+vtCmohLkjDc4dGoYkZH/7KGAa/euHEp7S1rrCRyFxUQbXDcpjypQmCrk/fn3TO/H5x13jouvH8wIkdGAWr8gIePAKSVeZGCfxw4qitAq32z0CuBOp/Ff3kI4ChgMheEWGNua7seF3pml+BawBng21sUpoPLveYbs/g+DT6xym93VIj+9gU3BwzdAIV9czPQOUHIRZd4lH8CljYf4vOrtFobFhJ7y9UnrAV8+Gh9+ClX53ibkzYd5J4WtLVppULVIUpa38HcgHdgKDgE+BG5FEGyHR2m5VAtBEsKHSWrx2wMLvOOBrcmi/nbjlLAlj6ZkAt53bNUunnfWgODOVVMBbK+APb3V2i5qnpFxilJdukQxTT34QEF6QghGKonRHJiFOyI8AeDye+5EUzBeEuoNQxnwbendFA9MIivtV2o9rxrq4f6lNcTV8223QJyEMvVB3Fvzt+x1/nLYQXLjdQUy3ecWw6hup9Zqe1GlNOyKFB+uXENy+D3YdkFKC/dOlTrGiKN2RAqAK+AYYA+DxeJa53e6Qy9eF0sVp6N3lA14hkPUq7JimeQVwF/Ii8JhlWU80WD4ReAZIBhYj6TG9pmkOAF4GegMeYJ5lWQfD2vhmGJpi8MJZEdhOUJakLobjOLz8tcP6fIfJfQzmjnTxxhabJTkOw1IMbphgEOlq57ZfNwfue03yQ0dHwDmTof/1UOOT+S9/C1OGte8xgfIah9IayEiQ3M4tYkA6jB8I63aKOX9fsfTc80okcciP7mz39iqKEha+An4D3AvsdbvdFwEVQHmoOwhlzLdJ765wY5pmFvAgMAWoBr40TXORZVlfB632MnCdZVnLTNN8DrgeeAqpRPGkZVmvmqb5K+BXQJccPOyqwguwcJfDfzxiDNlU4FDttXl9i8xvLXLoHQ+Xug0qfS58tkOEX4jLaxyiIiA6ohXndvdlMDILvtgMV82G7z0hwgvy97tPwNrH2nRetuPwl68cCqscbplokF9pcM+XNhW1cFxfgztDqVXy+pewcD0M7AU/PAfunSuFI3omwBn3Sc8XpFLRCwvhlrPb1GZFUTqFHyE+T2mIhswHYoGQTYhHFN9GzM2HYVlWSMHEpmlGAwOQLrphWVao9V4a41RgoWVZhf59v47Y2u/zzw8E4izLWuZf/wXgXtM0n0UqUVwY9P1ndFHxbW92lzokREFqXNtFvaCy/vze8vq3SXE1/HGVzRsbBzAw3+a+GS6W5Ng8v0HacN/MCMb1gi9yJLvkrH4hvGys2AqvfA7VXtiWCxENotyi2h71dt0HNgt2yLm8tdXh4uFQUSvtWp7rsKWomTZu2gMvfirTuwskO9fVJweySRWUBf6jXEjGKxVfRel2eDyebESLAHLcbncaEO3xeNql59vmYGLTNHsgiaavRHqpk4D3TNM8x7IsTyt3m4lk2aojFxmDbmp5PyREqtSyLG+D7496HrVsFu1yiHTB/5kuZvVrmwDPGWjwYbZDXgVkJcL3xhrkVzhsKYLUWBiVBr9bLipTXAUvbLR5zeNQUCVie/9SH9P6uvgiR9ZZsc/gp1ObaNOefLj5aclyBSJiv/4WXPEYVNZCpAvOMaG6tk1FF1buD7xE5JaLhbsOlwFJ0dDkGMXBBm8lB6sC044DvZKkMIKDeJRfPbvVbVUUpfNwu909gKuAgQQ5Lrvdbjwez89D2ccRxbc5c7NpmqF4Sv8RGZcdioQmfYN0z58E5oTSwEZo7Clth7C8ue2OyPr168nNzW1+xTayatWqdt9ncU0Eb20OxKU+taSGuOF727zf69IMChMjSYv2snuzw2WJUBQTSXKUj8LsSEpKsgAoKSkm11dB3sH0QxWANu+rZW+Blx3lEtdaVFzFya4dRzxWwvocBufmE1l8EFwGNXkR7Czaj++Zqxjw8IfYMZE4i1ZTbB+k4MJJrT6nXgzkm6pEHCA9upYTXVspMdLIr4lkVlope/0vtUf8nWybvn3jiN+cizclnr1D4qgNWrf/iHTiq6uJKirn4Ph+ZPcBOuA3bw0dce91NnpOncuUKVM6uwkdyXxEeJcToo40JBRv57YEE58LDLUsq9w0TceyLJ9pmnfRgpqHjZADnBA03xfJOR28PKOR5QeAJNM0IyzL8jWy3REZN24cmZltzK3bDKtWreqQm7Wi1qHPAZsqf39/dKbBlCl92/04DfFl2Dy/7ADjBqVzy8Se7Fhgs7UYIg04b0Q0L250KPa3aUd1dNPnnt4fjLfB5QLbIS49hZFXniNl8/qvPbRaSnxPBrXiGm444PCIZZNnO6TFiwV7bFoEs6ZN5JRD49Py+zf7O00zobQCEmJJj2xgCn9iOLz2JUS4iLlsJmkdkcmqFXTUvdeZ6DkpHczxQH+Px1PS2h2E0nv9O+I1vBMxmC1CigaHEkxc6d82mDSg1Q0GPgbmmKbZyzTNeOAS4IO6hZZl7QSqTNOc6f/qauB9y7Jqgc+By4K/b0M7ugXxUQa/Ot7FhN5wYj+DWyaGx5HrvKEu7hy5h3tnRtA7wcUTp0Zw3TgXP5zi4s7pctvFRsqn2RbFRMG4gTB5CEwfAadPlMQgIzJh7ABZJzoSzmndg+mJNTb5lVDuBa8Do9PAwaCitvltD8MwJD1kQ+EFCYf6/plSz7iLCK+iKK1iPRI102pCCTWahIyXDgb+bFnW/aZp/g8Zy72/mW2fB941TfNeIMI0zdnAPcA/Wttgy7JyTNO8E3kJiAaetSxrhWma7wF3W5ZlAfOAZ0zTTERcwh/3b34z8KK/970LCZI+6hnfy2B8r85Nwz0i1eCu4wMyO6k3fJ4j02Zz9pOMnnDZTJi/TFIj1hVaiIyA+y+H7DxI7QGprcv7Uje0m5EA2aUyfcoAg5TYEF5UvtkH63fC6P7yMtDkgbpg4QpFOQZwu931wlM9Hs8TDZbfDXwPKPJ/9UzDdRpwG/Cp2+1eABQHL2jzmG8QhwUT+0N4QgkmfgDp/f7Of6xngReB34bSuCNhWdYrSKxx8HdnB02vpb4TVt33O4HZbTm20j70TzQYnuJgGARK8jXFNaeIwO7KlwIQdURGwLC2mdFvnuji9ytt4iINfjoVJvd2MTglROH96QtSiSjCJYUUPt0goUaDesNdlwZ6uK9/Cf9cLC8Pd14qiU0URelw3G73YeGpbrd7kcfjCQ5PnQrM9Xg8S0Pc7cNAKRJe1KoqJaGIb71gYtM0Qw4m9ocU/d7/OSbZXeqwYLtDz1i4aLjRuhjXo5CCKujnF938SjhQ4fDwCpvSGvjBJIOxvRqMiLy/Gp75WKY/WQd/+h4MaJ/KPON7Gbx0dissA+t3ivCC1Bx+ewUs2Szzm3NkfPe606C4HP7xqXSxi8rhuU/g4avbpe2KojTLqcBCj8dTCOB2u+uFp/oxgV+43e4hSGKmn3o8nqrD9hRgKtDb4/FUtLZRoYjvbUi2qIbBxDc1t6Fpms/TeKxwDZKU+kPLsj4PubXdjCqvw+2f25RUy3xBJdw8ScUXpDzfq5udQ9O3fuLjU38d+uW5DiuvNIgKflHZvj8w7bWlB9xO4ttqRveXHq/PloHroRnw8mLILZIKRWf6Pa9dhpib69y92yEmWVGORVbkHi4nh5k4D6fJ8FR/2NBXwE+BbCQHxK8QR+MjsQboj2RKbBUhmZ0tyzoUTGyaZhoQbVlWKMHEtYhj0xuIw1Y/xEFqIZAC/MA0zZ9YlvVcy5ve9Smo5JDwAmwvCUeVhO7BvNEuTurvYCBm57u/sCmvFX3abcOBSofMHkHie8IoqZXrtaUu7bgBndb2Q4zIFFPzumwY01/ij3cekHjjimr42v82kRQPN58JL30GKQlwQwj1fRVFOYz77/jlYd+FUGSgyTBTj8dzEDg0bOl2ux9BHI2bEt8vgMVut/tdoJCgTmZ7jvnuM03zHcRJ6gO/13CofqBDgXMty/q47gvTNJ8B7rIsa65pmtOQVJBHpfhmJIA7FcTYASf1l3tga5FDlAsGJR/bveB+QWO9sRFQ6wss6xnTYOXxg+Dx6yQ949gBXcNb2LZljHf1dthfArFRUqc3LlqW7w/ywzhjknwURQk3TYanut3uAcCpHo/n7/6vDJrXuN7Ae0jEUHprGhWK+I5FvIIfAp43TfNV4CXLslaGsO0UpM5hMF8C0wH8Xsp9Qm9u9yLCZXDndIMXNkBmDwm/eWqNzXvb5SXp6jEGl44wWJID6wt7MM7nUFYDf15tU1AF33a7OKGN2ahag892eHe7Q34lnDHIqCeSHcXUvga1tkOtDQMSwes0csz+6fI5EoVlsDZb8ioPCameddv4dCO8t1qm9xXDlSdC72QpnBAVAd9tbR4ZRVHakY+Be9xudy/EV+kS4Iag5ZXAw263exFidr6FZgoHeTyea5s7qNvtftLj8dx8pOWhFFbYjniKPWia5gTg28B80zTLLcsa1czmG4DbTdN8wLIsxzRNA7gd2AxgmuZZwJFTG3VzvLbDr5Y47PSHr9iOj/eDzvadbyRF4wc7HEpK0sn50qZHtMEq//Dmo5bN2HQXPUMJeQnCcRwKKiExGmIiWy6cL33tMN9fKGHRLoe/neYiIbp9BXhrkcOz62wMA24Y7+KKUQYHKiSl49lDDBJberzCMrj2L2L2TYyVXvKkIe3a5sOorK4/HxUJn90P/10hZQ7HdgHTuKIc43g8nhy3210vPNXj8axwu93vAXd7PB7L7XbfiFiwo4El+Ov0tpErkfDWRgm5arppmpnAKf5PDBBKNfMbgP8CPzRNcy8y8H0A+LZpmicArwIXh9qG7sb+cg4JL8Cq/dArDvL8/nF9E2DlvsA48LoDMDotkAnTa0OlF3oCNT6H6AiDGp/DH1Y6bCxwmJph8MPJRr2iBLbj8JtlDstzHRKj4f5ZLoaGEjYTxNaiQJtKqqW9g6OPvL7jOPx1rcOSHIfhKfDzaS7io5o+5m+X2xzwX4ffrbB5+vQIxqdLBaEByaHkfmnApxuk+ILtiDvFC4s6XnxPGSdhRVtyYUgfmD0GfvemFFj4eB08OE9CjhRF6VQ8Hs9h4akej+fsoOn5iDNxe9LkQzCU9JLfR8zOU4AFSIzue0EFCo6IZVlfm6Z5C3Ac4uEcgXg5X4MEPKf7x5CPSnrFyyf3oIjZqDQXZwwyeGWTQ3QEXDXa4Nl1IloAQ1LgytER3L/UptILZw42cBlw/Yc+9pVLhqphKQ5L/aMVn+x0mNALTh4Q+I03F4i3MEBZDczf4vDzaS0T35lZBusOyD4GJknxhKaw9nHIlL5qP7y51WHe6KaPWVpdf3rdAXlpqPLBtWNtLhjWQgG2nfp+9XZbCmeFSFwMPHKtFFRIiBXx37RHlpVWwoJVcMtZHd8ORVG6Ik162IbS850HvAScb1lWcXMrB2Oa5lPAFYg3WBQS4DwIeNOyrKZiqI4KoiMMThkAj1oQ7YLMBId+ia56YvhjE0akwqatxfxgViqJ0QYvne2i0gspsQZ/Xm2zz+9XvnjP4b+lt9ULi88AAB1LSURBVIHGJEbXj2pJaqLHeiTOHuJiQKLDgUqHaRnNxybX2k3PN8bVYwyeXR8Y+352nXg7Azy33uG0gU6zved6nDwOMpJhVwH0iIXLZoW+bVvYuEvGmccOkCQgwfTsAk5hiqJ0SUIZ823LU+xbiHNVGnCr38P558DkNuyzW/HmVsjyh8y89DWc1cASGh1hcNFwgwGlxYfGOWMiDWL8v0xMg5DQOQMM8iocNhfC5D4BD+o6+icZ3DzR4P0dDpkJBlc10wM9EmN7GTRlNVm0y2Z9PkzubXB8JszIMli612FwMlw4rPljnj8sEGqUFGOwcFfA1TnCkE+L2JMPfVIgNhriYyTl5KzmXBJaTkRxBazZAcP7wp4CuOOf0us2EDPzzWfCog0wqBdceny7H19RlKODkMd8W4lhWdYm0zRTCQjunxCPsmOCHlFQ6NeVxFb0Qi8fZZBz0GFXKZw2yGByhovJGeKRHOFqXKHOHOzizMFtaHQzLM91eNSSXuv/sh0emOXi9uNcTbapMZJjAuvePNHFY6tsDtbAd8e5Wu4oVlkD0VHQKzkw395s3cvA374PcT2gT7KM+dYV/XWQuN7LZsFZx8y7paIoraSjxXeHaZpTLMtaZZpmommavZD4qfgOPm6X4Y7pLp5ZZ+My4MYJLXckSow2uHfm4RmRWiJy7U12g2Qh2aUOE3obbWrTkBSDP89pQ+YncxiYQ8H6Bvr2hAumtn5fR2LRBowaL8Qhcb0GElJU64NIF0zswDceRVG6PG632+XxeOoG3ppMRNXR4vsHYJFpmmORjCFfIOL7YQcft8vgTjX4w+yjK53g9L4G87c4VHqhRzRMy+gCyUIiI+Dub0NuocTaRnbArd0vLTBtIII/dTgs2yLCr8USFOWYwO12Pw/c6vF4yoO+G4UUDpoG4PF4mqz40uQTyjTN64FxwELLskIJLaqHZVmvmqa5FMkmchcS95vkb6DSTRmYbPCXOS6+KYERPSEtrvPE13EcDMMArw/u/TesyRbx/c08GQNuT86aTMHXm0mx42HGSCl1ePvLElu8ZBM8dFXXyLylKEpHkwWsdbvdVwLLgZ8BvwaeDnUHRxRff83bW5EKD8+apjnYsqzHWtpCfxm/Ov7V0u2VrknvBIPeYdYZ23E4WCMOWlVehweX2aw9ABN6wV3GNmLWZMuKuUVw6zPSUz19YvuNwRoGxSePhClTZP6dlSK8PhtyCuF/a+HSGe1zLEVRuiwej+d0t9t9C5JiMheJ5Jnt8XhCyfwINN3zvRY40bKsLaZpzgD+BrRYfBWlPdhf7nDH5zZ5FeLlPam3wZo8cHBYk2fwUVIy59WtnFMo7tJVtbDtA3Bntk+6Scch5eNN8FE2zBwpuZy/3g0HqyTON7qjR3EURelC2IirZTRS877Z3BfBNPW0SLcsa4t/ehlSkUhROoX/bnMOZQZbvR9iXDaLdkkGsLhIh2vOSod5J8JnG2Wl4CQbpZXt04j3VpG2YB0kp8BSD5xrQmKceDwnxh4edK0oylGJ2+3+HBgAXAZ8gpidP/fnc25zVaNDA3mWZdmmaWo9PKXd+Drf4a9rJbfzzRNduFObHjdevMfms91SPtfdEz7ZDRVeee2s8MKrm+GSubNg7izYsR/uekVEd9Lg9suxnFNIRGkllHqhZw/p8fZPl6qeID1hRVGOBb4BzvV4PCX++YfdbvcCpBZwSKidTOkUHlphU+jPcfbwCpvnzjyyR/h739i8801AbHeVSbnGurdBB9gb7NQ/uA88dwuUVkjcr9G8Q9i6PB9VPpjWtwnP9B6xxOSUgCsCSirgjIniZf3Vdhg3UMaXFUU56vF4PNcAuP+/vTuPk6q68z7+udVNN80uNLsSEaRA7CjyixkVjUYncYlLnKCJMeqjYjRPNMYlOhnilm3mwVFjDEl0zCNGHaOJSdSgxjxORIc4+muXEJYCjKLIvsjaTdPd9fxxCrttm6KArltV3d/368WLW6fuvf270NW/Puee+zvJZAWhB/wmMJ/Min25yJZ8q8zskVave7Z5jbuflXO0Iq1sbWx/uz1z16ZJp1uGYrY3wZHD4I1V4aZLAjhzdKsD6hvgrpnw2P/AwmUwchA8eyP06/XRkwMXzGzkP1NAGo4b0cjTX9jJx2JzPXWjB1JRURXu8a7eCFecktsFi0inkUwmewF3EVYu2gZMIEy+OgVI5XKObMn3e21ez92DGEXadXFNxPTX00RR2M7m7LER015Jh9rPUahnUV0F+3Tfcc8X+nZvVcDk0dlhWb+/ZD4DazeBfQsWT2/3/L9KQUOmCtmflkBdQxNVFe30gG0U6QfLoU+PUD/6oH3BF4dyk5vqw7KGyeHh3nMOvW0RKVk/Iky0GgW8Tuj5/gaYDuS0kPdOk6+737yz98ysDPjC7kQq0tpnR7bUdt5VKckRfRJc/YlmHp4fal0PqIL6pojKsjRlCSiPIGq9gMjm+vC4UWtL1+z0/K0XgmhOp6n8y0I44sBQrrK1w0ax9BvH069HdahmtWoD3PJIGIJe8F6YVf3622FBhVMst38IESlFpwCjUqnUlmQymU6lUk3JZHIqsCrXE+xWvUMzG2xmNwDvEipWieyRdzeGdYlv9TTvbdr1XL7JY8pI9o8Y2CNiVL+Ik0ZG1FSHyVc11XDwwFbfyqcfDuPaTM7Psq7u4B7hg5BIN9OvoZ7mW38HNzzcsjRUK80VZeG53qoKWLwi3HBuyIybb8msk7hqw0eOE5FOpQ7o26ZtAJDzhz+nCVdmdgRwOWHheydU8ngk60EiWVw/q5nalSG5LVofcd9J2UtwHtAv4p7PJli1FfbrHe7/DukV8erKNAf0izisdW4d1h9+ez1MfQDu+RMM6Qd/bnsXpcUPjk4w9cVmmt6v44qlr4QPxdx3Yf1m2LYdlq2HQ/aH2QtITvklNEdQ3Rvu/0aY4dyvJ/SshH49oE8VnHDI3v7ziEhx+7/Ak8lk8magLJlMHgvcRFh+NyfZKlxVENby/TrhGd/7CIWiz3T3nLvWIu2ZvSz9wUSrF9/L7Sm23hXRBytDzfx7M2+uD8PWb65P88e3m5m3Fp5+O83YfSJ+MHE7fZdvgCMzywo+P3en1afOPzjBVw6C5jtmUf7unNA4qG9YGvDKX4Se7fj9YMg+JBoaobwbrNkE/z0f7rwI5i0NSwimCYm+V9We/8OISCn4HrAV+FdCHr2XkJB/mOsJsvV8lwKvAdOAx9y9wczO2/NYRVoMrIIlm8L2oD3IVW++n2bR+yHfrdwKzyxJ8/tFUN8E89emGVG3hevWbW45YM47WUs/JhIJEl8/EfbtD5vq4FSDL9/RMqQ8992wjOAOETB6KAztH/6ISFfyMeDgVCo1LplMnkwYCb6EsGhQTiUmsyXfFDCGsELDHDTbWTrQNy3BvXOaiYBL9mCpxeqqiD6VaTZugz6VoZJkfWbGclMa5jf3hIF9wuNAAIcdsOuTVnSDs45qeT2gd8t2IoJvncH6pnoGrdkGJx8GJ0/c7bhFpFOYDrybTCYj4DbgFsL93p+QWdVoV7LNdj7azMYSsvmfzWwR0AvQsi2y1740LsEx+0YkIhjaa/cfyzliWERNdURDU5gBfc64MJS9th56lMOJyW5w6/nwwvwwFPzJMbsf5J0Xw5TpYeb0ucfAhFG8e92JDJqopCvSxU0gzHg+EBgJ3JVKpbYmk8lpuZ4g64Qrd18AXGVm1xMeLZoCzDWzZ4CH3P3RPQ5durzhvff8Wdj9+0bc+ekE89elGdc/YnjviJ9/Js0LS9Mc0BcmJyPe39aL2TXGoB4ROT3409gET70aHlU6cUK47/v7f97jGEWk00oTlsc9A/hLJvGOBDbleoKcZju7ewPwEPCQmY0h9IbvApR8pWCG944+lMCPGh5x1PDwum57mmueb2blFoA0lxwSceqoXQxv//yP8PRrYfvPf4Np58O9/w9WrA+LKBx9UH4uRERKzf2EOVEDgQuSyeTHgSeBe3I9wW7fbHP3he5+DVrlSIrYY4vS1K5Is3V7mEntKzIzqt/fHMpPtmfeuy3by9bD3X+E5+aE2cy3/j4kYRHp8lKp1HXARcBnU6nUr4F1wDdTqdRNuZ4j26NGbwG7egYkh1ksIvGa+fdmHpjXzOq6MBO6pjrN+AEJmHg1vPpW2Oma02DaBR8+8PAD4Z1MJawDh0JdA2yph7pt0L93qGQlIgKkUqnnWm0vJTwhlLNsw85fz/wdAf8JfHG3oxMpgHlroTwRUZ5Is3wzpNbBx99f2pJ4AW59/KPJ9/zjQtLdVAfHHAQ/eSrUh25Oh8eM9hsA81fEei0i0jllm+38hx3bZra99WuRYvaJIRGPL25m2eZQIXJdPUx9KcGvczn4yLEt20+/Br2rwkm2NcLz82DnVSpFRHK2+w9YihSpV1emufPVZjY1pDk7k0OjCLY1wbw+Q6Cy1e+aowbD35bAeT+Cc++AN9766AmH7BNOkEhAWQJGVMdzISLS6eU021mk2L29Ic0tf2mmKbNC0emjIwZUpVlTB2UR/MNQYN0v4TsPhdrPV50Gx90A85eGe7kPzgoHTkrCC5kKcXddDJfdDcvWwXnHwvgRULu6EJcnIp2Mkq90Cks38UHiBdiwLU3/7qEtAkb3i6BHJfz7/2rZafHyMJlq2/aWthdTcPvv4Ksnhv0PHRkWTBi/X2zXIiKdX7bZzq/QMtu5t5m93HYfd8+pjJZIvtUMhOoqWFMH3coguU+C8qiZ5nQYbV5d187E/aoKWLPxo+1X3w/3/hecNAF++Xz4FDzzBsz6bt6vQ0S6hmw937tii0JkL/WtjPjRpxPMWxuWHNzckGZ1HWxvhqbtsLqunYOSw8P93EXLPvxQXbdyWLQ8LBO4o31LPbzxNgzZ86pcIiI7ZJvtPCPOQET2Vp/KiH8YFrYXrA1ZM8r8SafbSZqnGjxZGxJrOg2rNoRVGdLpkIA/NR6WPB9e9+uZeQ54cWzXIyKdV9Z7vmb2eaDC3X9lZv0JaxYeCjwOXO3ujTHEKLLbElHE0J6wYgtUlMGQnu0MO4/bF376TEium+qgewWUJ8J6vN/8HFx5KozdF/6+As45Bgb2hXfivxYR6Xyy3fO9kLCW77WZprsIJSW/DlwBfAe4Md8BiuyJEX1gwuAoU9sZjh3RTs/3srvDPd9VG1raupXBmhlQVhZeX3h8/oMVkS4nW8/3cuDz7j7LzHoAZwInu/tzZpYC/oiSrxSp7uURt34qwexlaQb3iJjY3r3azXVhtnNr25tg/Wao7htPoCLSJWUrsnGAu2cefuRwwtSTFwHcfTGq9SNFrl/3iJMPSLSfeAE2boVN9R9ui1DiFZG8y5Z8m8ysIrN9LPA/maUFMbOBwJY8xyaSX++3s1BCWSL0iEVE8ihb8p0FXGNm+wPnAo+1eu/bwPN5jEukMBqbwwwtEZE8ynbP91rgaeC7wJ+BnwGY2ZtAL2BSvoNrj5mNAB4gDHungC+7++Y2+1QQZmYbUAec4+4LWr1fAzzs7uNjC1yKz5hhsHDZh9sioKERKiraPUREpCPstOfr7ouA0cAQdz9+x5Az8M/AuMz7hTAdmO7uYwEnzLpu6wpgi7uPA64EPnhm2czOI/xS0TOGWKWY/fU2+M5kOHi/UAA6EcFJh0GvHoWOTEQ6uazP+bp7Gljdpu2RvEaUhZl1A44Bzsg03UcY/r6uza6nADcAZGZrV2d6zBuA04EvAffHEbMUscoKuOVL4Q9AYyOUq9y5iORfqf2kqQY2tirusZzw7HFbwzLv0Xo/d38H+KfMfeyczZkzh+XLl+96x71UW1ub968Rt1K4psTGeobdPYtoeyPLL5xE4+A+WfcvhWvaXbqm0lBK1zRx4sRCh1DUijb5mtlk4PY2zQvb2bW5nbb2ni1pb7+c1NTUMGzYsD09PCe1tbWd7pu12K9pwdo0P32jmfRvXuJSf5+DVr/HoIXr4K9tv+1aFPs17QldU2nojNfUlRVt8nX3R4FHW7dlhp3XmlmZuzcBQ4Fl7Rz+HjAE2FGId2f7SRc27ZVmVm0FGiv5t098lhm/+Rm8uQLqG0KpSRGRPMn2qFHRcfftwAvA2Zmm84Cn2tl1ZuY9zGwSUJ8Zchb5wNYdNy/Ky9jarTJsV1WEEpMiInlUUsk342vAJWY2DzgamApgZpea2S2ZfX4MVJrZXOBO4CsFiVSK2sU1EeUJiEZUM2brGh488tNsPve4lrrOIiJ5UrTDzjvj7ksIFbfatv+s1XY9cH6Wc7wN7N/x0UkpOf5jCSYNT2NrBvPqwUcRpdNMHdSHtwodmIh0eqXY8xXpMJXlEavWbqPf1i30qdvK+k2N1DU0FTosEenklHyly1pfn+bnbzRzQuoNetXX0bu+jmOXLKBK5SVFJM9KbthZpKN8/6VmUuvgqvmzeWnACKq6l/GVxHuAHucQkfxS8pUua8nG8Pf88QfxtUceoW95GqZOLmxQItIlaNhZuqwTPhZqsZz5xJP0qquHLdvgXx/bxVEiIntPPV/psi6qiYiA/ps2kNjxa+iGrVC/DbpXFjI0Eenk1POVLmvaK2meeDPNkqHDaUpnGverVuIVkbxT8pUu69WVIeN++5abePKkE2HKP8LsHxQ4KhHpCjTsLF3WwdURviJNfVUVtdeezxmT9IiRiMRDyVe6rOsPj3j6bUin4cSR7S2EJSKSH0q+0mVVlkecPlpJV0Tip3u+ItN+C5VnQcVk+MZ/FDoaEekClHxFrvslNDTC9ia4c2ahoxGRLkDJVyTd5vWGzQUJQ0S6DiVfkba66WMhIvmlnzIio4e0bA/uBz16FC4WEekSNNtZZNF0+OlTUNcAV51e6GhEpAtQ8hUBuOykQkcgIl2Ihp2ly6td0cShMxqpua+RZ99qKnQ4ItIFKPlKl/e536aZvxYWroOznmw79VlEpOMp+UqXt3Fby/bWRmhoUu9XRPJLyVe6vCOGtWyPHwAVZVpgQUTySxOupMv701nl3DenibpGuGyCEq+I5J+SrwhwQY2SrojER8POIiIiMVPyFRERiZmSr4iISMyUfEVERGKm5CsiIhIzJV8REZGYKfmKiIjETMlXREQkZkq+IiIiMVPyFRERiZmSr4iISMyUfEVERGKm5CsiIhIzJV8REZGYKfmKiIjETMlXREQkZkq+IiIiMVPyFRERiZmSr4iISMyUfEVERGKm5CsiIhKz8kIHsLvMbATwADAISAFfdvfNbfapAO4FDKgDznH3BWbWC/gFMBaIgO+7+8Nxxi8iIlKKPd/pwHR3Hws48J129rkC2OLu44ArgRmZ9uuBd9z948DxwG1mNjiGmEVERD5QUsnXzLoBxwC/zjTdB0xuZ9dTgAcB3H0WUJ3pMT8P3JlpXwWsA4bkN2oREZEPK7Vh52pgo7s3Zl4vB/ZtZ79hmfdovZ+7P7ujwczOBiqBuXmKVUREpF1Fm3zNbDJwe5vmhe3s2txOW5Rtv8y57wBObJXId2rOnDksX758V7vttdra2rx/jbjpmkqDrqk0lNI1TZw4sdAhFLWiTb7u/ijwaOu2zLDzWjMrc/cmYCiwrJ3D3yMMJy/OvP5gPzO7HLgW+Iy7z8kllpqaGoYNG7ZH15Gr2traTvfNqmsqDbqm0tAZr6krK6l7vu6+HXgBODvTdB7wVDu7zsy8h5lNAurd/R0zOwP4JnBUrolXRESkoxVtzzeLrwEzzGwq8A7wJQAzuxQY5u43AD8Gfm5mc4FtwFcyx94MVAFPmNmO813s7h5j/CIi0sWVXPJ19yXAse20/6zVdj1wfjv7HJLX4ERERHJQUsPOIiIinYGSr4iISMyUfEVERGKm5CsiIhIzJV8REZGYKfmKiIjETMlXREQkZkq+IiIiMVPyFRERiZmSr4iISMyUfEVERGKm5CsiIhIzJV8REZGYKfmKiIjETMlXREQkZkq+IiIiMVPyFRERiZmSr4iISMyUfEVERGKm5CsiIhIzJV8REZGYKfmKiIjETMlXREQkZkq+IiIiMVPyFRERiVl5oQMQERHJp2QyeQ4wFagAbk+lUj9p8/6hwD1AX2AWcGkqlWrMZ0zq+YqISKeVTCaHA98HJgGHAJckk8mD2uz2AHB5KpUaA0TAlHzHpeQrIiKd2QnAc6lUal0qldoC/Br4wo43k8nkx4CqVCr1UqbpPmByvoPSsHN2ZQArV67M+xdas2YNy5Yty/vXiZOuqTTomkpDqV3Taaedtj+w1N3zOnybg2HA8lavlwOH7+L9ffMdlJJvdkMBpkzJ+wiEiEhn8xYwEni7o074xJll0R4c1t4xzbvxfl4o+Wb3CnA04TehpgLHIiJSapYWOgDgPcLP8R2GAsvavD8ky/t5EaXT6Xx/DRERkYLITLh6kTDUvAWYDVySSqVebrXP34CvplKp/04mk/cAC1Op1LR8xqUJVyIi0mmlUqn3gH8B/gt4HXgolUq9nEwmZyaTScvs9mXg9mQyOR/oCdyZ77jU8xUREYmZer4iIiIxU/IVERGJmWY7FwkzOwq4A+gGrAUudPclhY2qY5jZLUCzu99U6Fj2lJl9qDydu/9kF4eUBDPrQ5iA8jl3f7vA4ew1M7sROCvz8g/u/q1CxtMRMp+fLwBp4F53v63AIUkHUM+3eDwIXOTuh2a2837DP9/MrK+Z3QtcU+hY9oaZfaQ8nZm1LU9Xcszsk4RZoGMKHUtHMLMTgM8AE4BDgYlm9vnCRrV3zOxTwKeBjwMGXG5mycJGJR1BybcImFklMNXd/5pp+iswooAhdZTTgUXAvxc6kL10AvCcu69z94+UpythU4D/TQzPNMZkOXC1uze4+3ZgPiX+OXL354HjMlWiBhFGK7cUNirpCBp2LgLuvo1Q2BszSwA3Ab8rZEwdwd3vBzCzmwocyt7aVXm6kuTuFwOY2a52LQnuPnfHtpkdCJwNHFm4iDqGu283s5sJI0iPEopCSIlT8o2ZmU0Gbm/TvMDdTzCzCmAG4f/lB7EHt4eyXVMh4smDgpSfkz1jZuOBPwDXuPuiQsfTEdz9RjP7N+AJwojF3QUOSfaSkm/M3P1Rwm+vH2JmvYDHCZOtTs8Mm5WEnV1TJ7Kr8nRSJDITF38DXOnuDxc6nr1lZmOB7u7+urtvNbPHCPd/pcQp+RaPB4DFwFfdXZVPisufgJvMbCDhfts/AZcUNiRpy8z2I9yuOdvdnyt0PB3kAOBmM5tEmO18OvCLwoYkHUETroqAmU0gfKiOAl4zs9fNbGaBw5IMd/9IeTp3fzn7UVIA1wDdgdsyn6HXzezSQge1N9x9JjATeA2oBWZ3hh69qLykiIhI7NTzFRERiZmSr4iISMyUfEVERGKm5CsiIhIzJV8REZGYKfmKiIjETMlXREQkZqpwJVKEzOyLwLXAyEzTI8BlwDjgHqCGUHRhMdDN3S8wszJCMZALgR7Ak4QyixtjDl9EdkE9X5EiY2b7A/8BXObu/QnrCJ9DWKv2ceBZoJqw+MZ5rQ69CjiTUId6FCEB/zi2wEUkZ0q+IsVnGXCwu79sZgOA/sB64JPAPsB3M2vWPgs81uq4i4Cb3f1dd98EXAeca2bdY45fRHZBw84ixacRmGJmFwGbgVeBbkADsMzdm1rtuwQYktkeAdxvZq3f355pX5j3qEUkZ+r5ihSfLxIWgj/U3Ue7+1lAPVAGDMvc291h31bbywnLUfZz937AQOAQ4M2Y4haRHKnnK1J8+hB6rNvMrBL4BmHi1RpgNfAvZvZD4AjC8oa/yhw3A7jRzOZn9v0eMBkYE2/4IrIr6vmKFJ8ZwN8IQ8rvAAb8FkgCZwGnEu4B30BY5rAhc9wPgReAlwjJ93Dgc+7eGGfwIrJrWlJQpESYWQ/A3H1Wq7ZfAW+6+7cLF5mI7C71fEVKRyPwpJmdDGBmhwMnA88UNCoR2W3q+YqUEDP7R+BW4ABgJfB/3P3uwkYlIrtLyVdERCRmGnYWERGJmZKviIhIzJR8RUREYqbkKyIiEjMlXxERkZgp+YqIiMTs/wPzgMYjoy9wgQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 540x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "res = shap.dependence_plot(\n",
    "    \"age\",\n",
    "    shap_vals[target_idx],\n",
    "    X_test,\n",
    "    feature_names=X_test.columns,\n",
    "    alpha=0.7,\n",
    ")\n",
    "# fig.savefig(\n",
    "#     \"images/mlpr_1306.png\",\n",
    "#     bbox_inches=\"tight\",\n",
    "#     dpi=300,\n",
    "# )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x338.4 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "shap.summary_plot(shap_vals[0], X_test)\n",
    "#fig.savefig(\"images/mlpr_1307.png\", dpi=300)"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "formats": "ipynb,py:light"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}