boosting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xgboost as xgb\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.model_selection import train_test_split\n",
    "sns.set_style('dark')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/aug_train.csv')"
   ]
  },
  {
   "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": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#cv auc\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from hyperopt import fmin, tpe, hp, Trials, STATUS_OK, space_eval\n",
    "\n",
    "def hyperopt_train(params):\n",
    "    model = xgb.XGBClassifier(**params)\n",
    "    return -1 * cross_val_score(model, X_train, y_train, scoring=\"roc_auc\", n_jobs=-1, cv=5).mean()\n",
    "\n",
    "best = 0\n",
    "def objective(params):\n",
    "    global best\n",
    "    auc = hyperopt_train(params)\n",
    "    if auc < best:\n",
    "        best = auc\n",
    "        print('new best: ', best)\n",
    "    return {'loss': auc, 'status': STATUS_OK}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new best:                                                                                                              \n",
      "-0.7677610994836622                                                                                                    \n",
      "new best:                                                                                                              \n",
      "-0.7797577578672381                                                                                                    \n",
      "new best:                                                                                                              \n",
      "-0.7800425477438612                                                                                                    \n",
      "new best:                                                                                                              \n",
      "-0.7806007445272259                                                                                                    \n",
      "new best:                                                                                                              \n",
      "-0.7807981950099163                                                                                                    \n",
      "new best:                                                                                                              \n",
      "-0.781183172222463                                                                                                     \n",
      "new best:                                                                                                              \n",
      "-0.7813820748333471                                                                                                    \n",
      "new best:                                                                                                              \n",
      "-0.7816475170302297                                                                                                    \n",
      "new best:                                                                                                              \n",
      "-0.7820670651985576                                                                                                    \n",
      "100%|█████████████████████████████████████████████| 500/500 [16:16<00:00,  1.95s/trial, best loss: -0.7820670651985576]\n",
      "Best Params:  {'colsample_bytree': 0.7000000000000002, 'gamma': 0.44, 'max_depth': 5, 'min_child_weight': 5, 'n_estimators': 23, 'objective': 'binary:logistic', 'random_seed': 42, 'subsample': 0.96587130006995, 'tree_method': 'gpu_hist'}\n",
      "Best RMSE:  -0.7820670651985576\n",
      "Wall time: 16min 16s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "space = {\n",
    "    'objective': 'binary:logistic',\n",
    "    'n_estimators': hp.choice('n_estimators', range(10, 500)),\n",
    "    'max_depth': hp.choice('max_depth', range(5, 10)),\n",
    "    'gamma': hp.quniform('gamma', 0, 0.5, 0.01),\n",
    "    'min_child_weight': hp.choice('min_child_weight', np.arange(1, 8, 1, dtype=int)),\n",
    "    'colsample_bytree': hp.choice('colsample_bytree', np.arange(0.3, 0.8, 0.1)),\n",
    "    'subsample': hp.uniform('subsample', 0.8, 1),\n",
    "    'tree_method': 'gpu_hist',\n",
    "    'random_seed': 42\n",
    "}\n",
    "\n",
    "trials = Trials()\n",
    "best_params = fmin(fn=objective,\n",
    "            space=space,\n",
    "            algo=tpe.suggest,\n",
    "            max_evals=500,\n",
    "            trials=trials\n",
    "           )\n",
    "params = space_eval(space, trials.argmin)\n",
    "print(\"Best Params: \", params)\n",
    "print(\"Best RMSE: \", best)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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": "markdown",
   "metadata": {},
   "source": [
    "### Note to self: learn how shap works mathematically"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[14:34:47] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.3.0/src/learner.cc:541: \n",
      "Parameters: { random_seed } might not be used.\n",
      "\n",
      "  This may not be accurate due to some parameters are only used in language bindings but\n",
      "  passed down to XGBoost core.  Or some parameters are not used but slip through this\n",
      "  verification. Please open an issue if you find above cases.\n",
      "\n",
      "\n",
      "[14:34:47] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.3.0/src/learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    }
   ],
   "source": [
    "import shap \n",
    "import seaborn as sns\n",
    "\n",
    "model = xgb.XGBClassifier(**params)\n",
    "model.fit(X_train, y_train)\n",
    "explainer = shap.TreeExplainer(model)\n",
    "chosen_instance = X_test.sample()\n",
    "shap_values = explainer.shap_values(chosen_instance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
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f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of 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q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.initjs()\n",
    "shap.force_plot(explainer.expected_value, shap_values[0], chosen_instance, matplotlib=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2538 342 525 427\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "preds = model.predict(X_test)\n",
    "tn, fp, fn, tp = confusion_matrix(y_test, preds).ravel()\n",
    "print(tn, fp, fn, tp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4485294117647059"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tp / (tp + fn)"
   ]
  }
 ],
 "metadata": {
  "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}