Collatz Conjecture x ML.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Préparatifs"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A000523 : https://oeis.org/A000523"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "def A000523(n):\n",
    "    return len(bin(n))-3"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A006667 : https://oeis.org/A006667"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "def A006667(n):\n",
    "    if n==1:\n",
    "        return 0\n",
    "    x=0\n",
    "    while True:\n",
    "        if n%2==0:\n",
    "            n//=2\n",
    "        else:\n",
    "            n=3*n+1\n",
    "            x+=1\n",
    "        if n<2: break\n",
    "    return x"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "p-ième composante binaire d'un entier n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "def B(n,p):\n",
    "    return (n//(2**p))%2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "\n",
    "def BM(n):\n",
    "  return int(math.log2(n))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_index_positions(list_of_elems,element):\n",
    "    index_pos_list = []\n",
    "    index_pos = 0\n",
    "    while True:\n",
    "        try:\n",
    "            # Search for item in list from indexPos to the end of list\n",
    "            index_pos = list_of_elems.index(element, index_pos)\n",
    "            # Add the index position in list\n",
    "            index_pos_list.append(index_pos)\n",
    "            index_pos += 1\n",
    "        except ValueError as e:\n",
    "            break\n",
    "    return index_pos_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Binaire(n):\n",
    "  l=list(bin(n))[2:]\n",
    "  return [int(i) for i in l]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Pb(n,l):\n",
    "  return BM(n)-get_index_positions(Binaire(n),1)[l]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "def LPb(n):\n",
    "  return [p for p in range(BM(n)+1) if B(n,p)==1][::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "def RLPb(P):\n",
    "  return sum([2**p for p in P])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Création des datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "nmax=10**5\n",
    "bmax=A000523(nmax)+1\n",
    "X=np.array([[B(n,p) for p in range(bmax)] for n in range(1,nmax+1)])\n",
    "y=np.array([A006667(n) for n in range(1,nmax+1)])\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.2,random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import collections\n",
    "import matplotlib.pyplot as plt\n",
    "counter = collections.Counter(y)\n",
    "plt.bar(counter.keys(), counter.values())\n",
    "plt.xlabel(\"Valeurs de y\")\n",
    "plt.ylabel(\"Nombre d'occurences\")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Modèle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xgboost as xgb\n",
    "from xgboost import XGBRegressor\n",
    "xgb=XGBRegressor(booster=\"gbtree\")\n",
    "xgb.fit(X_train,y_train)\n",
    "y_pred=xgb.predict(X_test)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Coefficients du modèle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 4.66188   4.47895   2.0695    3.58925   1.56988   1.86819   0.947739\n",
      "  0.687452 -0.153405 -0.254782 -0.513454  0.266655  0.618583  1.46754\n",
      "  2.20051   4.37378   6.27139 ]\n"
     ]
    }
   ],
   "source": [
    "#Si et seulement si le booster est gblinear.\n",
    "#print(xgb.coef_)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Evaluation du modèle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Explicabilité du modèle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
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n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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",
      "text/plain": [
       "<Figure size 800x830 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import shap\n",
    "shap.initjs()\n",
    "explainer = shap.TreeExplainer(xgb)\n",
    "shap_values=explainer.shap_values(X_test)\n",
    "fig=shap.summary_plot(shap_values,X_test,plot_type=\"bar\",show=False)\n",
    "shap.summary_plot(shap_values,X_test,show=False)\n",
    "plt.gcf().axes[-1].set_aspect('auto')\n",
    "plt.tight_layout()\n",
    "#shap.force_plot(explainer.expected_value[0],shap_values[0][0],X_test.iloc[0],matplotlib=True)"
   ]
  }
 ],
 "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": "3.9.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}