shap_model_explanation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import shap\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from imblearn.over_sampling import KMeansSMOTE\n",
    "from sklearn.model_selection import train_test_split, StratifiedKFold\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def clean_dataframe(df):\n",
    "\n",
    "    df.drop(columns=['name', 'followers', 'commit_count_a', 'churn_a', 'source', 'job', 'name_without_spaces',\n",
    "                     'project','index'], inplace=True)\n",
    "\n",
    "    df['days_in_project'] = df['days_in_project'].round()\n",
    "    df['days_in_project'].replace(0, 1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Log columns in the dataset to reduce the skewness in data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def log_dataframe(df):\n",
    "\n",
    "    columns_4_log = ['total_add_delete', 'days_in_project', 'commit_count', 'total_files_add_delete',\n",
    "                     'total_add_delete_a', 'total_add_delete_structural', 'add', 'delete', 'add_a', 'delete_a',\n",
    "                     'add_structural','delete_structural']\n",
    "\n",
    "    for column in columns_4_log:\n",
    "        df[column] = np.log(df[column] + 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Returns labels (y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def get_labels(df):\n",
    "    df.loc[df['job'] == \"SA\", 'job'] = \"SSE\"\n",
    "    df.loc[df['job'] != \"SSE\", 'job'] = \"NSSE\"\n",
    "\n",
    "    return df[\"job\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
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n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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    "ACTIVATION = \"relu\"  # Default \"relu\"\n",
    "SOLVER = \"adam\"  # Default \"ADAM\"\n",
    "ALPHA = 0.0001  # Default 0.0001\n",
    "BATCH_SIZE = \"auto\"  # Default \"AUTO\"\n",
    "LEARNING_RATE = \"constant\"  # Default \"CONSTANT\"\n",
    "LEARNING_RATE_INIT = 0.001  # Default 0.001\n",
    "POWER_T = 0.5  # Default 0.5\n",
    "MAX_ITER = 1500  # Default 200\n",
    "SHUFFLE = True  # Default True\n",
    "RANDOM_STATE = 42  # Default None\n",
    "TOL = 1e-4  # Default 1e-4\n",
    "VERBOSE = False  # Default False\n",
    "WARM_START = False  # Default False\n",
    "MOMENTUM = 0.9  # Default 0.9\n",
    "NESTEROVS_MOMENTUM = True  # Default True\n",
    "EARLY_STOPPING = False  # Default False\n",
    "VALIDATION_FRACTION = 0.1  # Default 0.1\n",
    "BETA_1 = 0.9  # Default 0.9\n",
    "BETA_2 = 0.999  # Default 0.999\n",
    "EPSILON = 1e-08  # Default 1e-08\n",
    "N_ITER_NO_CHANGE = 10  # Default 10\n",
    "\n",
    "\n",
    "scaler = MinMaxScaler(feature_range=(-1,1))\n",
    "smote = KMeansSMOTE(sampling_strategy='minority', random_state=9090)\n",
    "classifier = MLPClassifier(hidden_layer_sizes=(75, 204, 203), activation=ACTIVATION,\n",
    "                                solver=SOLVER, alpha=ALPHA, batch_size=BATCH_SIZE,\n",
    "                                learning_rate=LEARNING_RATE,\n",
    "                                learning_rate_init=LEARNING_RATE_INIT,\n",
    "                                power_t=POWER_T, max_iter=MAX_ITER, shuffle=SHUFFLE,\n",
    "                                random_state=RANDOM_STATE, tol=TOL, verbose=VERBOSE,\n",
    "                                warm_start=WARM_START, momentum=MOMENTUM,\n",
    "                                nesterovs_momentum=NESTEROVS_MOMENTUM,\n",
    "                                early_stopping=EARLY_STOPPING,\n",
    "                                validation_fraction=VALIDATION_FRACTION, beta_1=BETA_1,\n",
    "                                beta_2=BETA_2, epsilon=EPSILON,\n",
    "                                n_iter_no_change=N_ITER_NO_CHANGE)\n",
    "\n",
    "#(130,)\n",
    "# (75, 204, 203)\n",
    "# (213, 118)\n",
    "#(166, 275, 147, 64, 78)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"merged_2_annotated.csv\")\n",
    "y = get_labels(df)\n",
    "\n",
    "clean_dataframe(df)\n",
    "log_dataframe(df)\n",
    "\n",
    "X = df\n",
    "X_scaled = scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MLPClassifier(hidden_layer_sizes=(75, 204, 203), max_iter=1500, random_state=42)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# X_train, X_test, y_train, y_test = train_test_split(X_scaled, y,\n",
    "#                                                   test_size = .25,\n",
    "#                                                   random_state=12,\n",
    "#                                                  stratify=y)\n",
    "# \n",
    "# X_train_synthetic, y_train_synthetic = smote.fit_resample(X_train, y_train)\n",
    "# classifier.fit(X_train_synthetic,y_train_synthetic)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "02a757a4456e47778c695163dd4b81b6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/176 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# X_train_summary = shap.kmeans(X_train_synthetic, 6)\n",
    "# explainer = shap.KernelExplainer(classifier.predict_proba, X_train_summary)\n",
    "# shap_values = explainer.shap_values(X_test)\n",
    "# #print(shap_values)\n",
    "# #print(classifier.predict_proba(X_test))\n",
    "# #shap.force_plot(explainer.expected_value[0], shap_values[0], X[:3])\n",
    "# \n",
    "# #shap.plots.heatmap(shap_values)\n",
    "# #shap.plots.beeswarm(shap_values)\n",
    "# shap.summary_plot(shap_values[0], X_test,feature_names=X.columns.to_list(), plot_type='dot')\n",
    "# #shap.force_plot(shap_values, X_test,feature_names=X.columns.to_list())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===> Start kfold <===\n",
      "=> Fold :  1\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ef3c8e1caa804ad1ba81c58bab11bf31",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/176 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=> Fold :  2\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2a6f6faef69f4ee791cef10bd4e38f96",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/176 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=> Fold :  3\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bd4dd5b760584b75b180549b3bf24d57",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/176 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=> Fold :  4\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2b835dc69cca4b8abe4ca9000c18ccc3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/175 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kf = StratifiedKFold(n_splits=4, shuffle=True, random_state=0)\n",
    "print(\"===> Start kfold <===\")\n",
    "\n",
    "for fold, (train_index, test_index) in enumerate(kf.split(X_scaled, y), 1):\n",
    "    print(\"=> Fold : \",fold)\n",
    "    #print(\"TRAIN:\", train_index, \"TEST:\", test_index)\n",
    "    X_train = X_scaled[train_index]\n",
    "    y_train = y[train_index]\n",
    "    X_test = X_scaled[test_index]\n",
    "    y_test = y[test_index]\n",
    "\n",
    "    X_train_synthetic, y_train_synthetic = smote.fit_resample(X_train, y_train)\n",
    "    classifier.fit(X_train_synthetic, y_train_synthetic)\n",
    "    \n",
    "    X_train_summary = shap.kmeans(X_train_synthetic, 6)\n",
    "    explainer = shap.KernelExplainer(classifier.predict_proba, X_train_summary)\n",
    "    shap_values = explainer.shap_values(X_test)\n",
    "    # #print(shap_values)\n",
    "    # #print(classifier.predict_proba(X_test))\n",
    "    # #shap.force_plot(explainer.expected_value[0], shap_values[0], X[:3])\n",
    "    # \n",
    "    # #shap.plots.heatmap(shap_values)\n",
    "    # #shap.plots.beeswarm(shap_values)\n",
    "    shap.summary_plot(shap_values[0], X_test,feature_names=X.columns.to_list(), plot_type='dot')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}