test.ipynb

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   "cell_type": "code",
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     "name": "stderr",
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     "text": [
      "C:\\Users\\youss\\AppData\\Local\\conda\\conda\\envs\\deeplearning\\lib\\site-packages\\sklearn\\ensemble\\weight_boosting.py:29: DeprecationWarning: numpy.core.umath_tests is an internal NumPy module and should not be imported. It will be removed in a future NumPy release.\n",
      "  from numpy.core.umath_tests import inner1d\n"
     ]
    },
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       "/**\n",
       " * @license\n",
       " * Lodash <https://lodash.com/>\n",
       " * Copyright JS Foundation and other contributors <https://js.foundation/>\n",
       " * Released under MIT license <https://lodash.com/license>\n",
       " * Based on Underscore.js 1.8.3 <http://underscorejs.org/LICENSE>\n",
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       "/**\n",
       " * Checks if an event is supported in the current execution environment.\n",
       " *\n",
       " * NOTE: This will not work correctly for non-generic events such as `change`,\n",
       " * `reset`, `load`, `error`, and `select`.\n",
       " *\n",
       " * Borrows from Modernizr.\n",
       " *\n",
       " * @param {string} eventNameSuffix Event name, e.g. \"click\".\n",
       " * @param {?boolean} capture Check if the capture phase is supported.\n",
       " * @return {boolean} True if the event is supported.\n",
       " * @internal\n",
       " * @license Modernizr 3.0.0pre (Custom Build) | MIT\n",
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S.hasOwnProperty(r)?t[r]&&E(this,r):G(this._tag,t)?P.hasOwnProperty(r)||l.deleteValueForAttribute(T(this),r):(s.properties[r]||s.isCustomAttribute(r))&&l.deleteValueForProperty(T(this),r);for(r in e){var f=e[r],p=\"style\"===r?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&f!==p&&(null!=f||null!=p))if(\"style\"===r)if(f?f=this._previousStyleCopy=i({},f):this._previousStyleCopy=null,p){for(o in p)!p.hasOwnProperty(o)||f&&f.hasOwnProperty(o)||((u=u||{})[o]=\"\");for(o in f)f.hasOwnProperty(o)&&p[o]!==f[o]&&((u=u||{})[o]=f[o])}else u=f;else if(S.hasOwnProperty(r))f?D(this,r,f,n):p&&E(this,r);else if(G(this._tag,e))P.hasOwnProperty(r)||l.setValueForAttribute(T(this),r,f);else if(s.properties[r]||s.isCustomAttribute(r)){var h=T(this);null!=f?l.setValueForProperty(h,r,f):l.deleteValueForProperty(h,r)}}u&&a.setValueForStyles(T(this),u,this)},_updateDOMChildren:function(t,e,n,r){var i=N[typeof t.children]?t.children:null,o=N[typeof 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n||null},setValueForStyles:function(t,e,n){var i=t.style;for(var a in e)if(e.hasOwnProperty(a)){var u=0===a.indexOf(\"--\");0;var c=o(a,e[a],n,u);if(\"float\"!==a&&\"cssFloat\"!==a||(a=l),u)i.setProperty(a,c);else if(c)i[a]=c;else{var f=s&&r.shorthandPropertyExpansions[a];if(f)for(var p in f)i[p]=\"\";else i[a]=\"\"}}}};t.exports=p},function(t,e,n){\"use strict\";var r=n(130),i=/^-ms-/;t.exports=function(t){return r(t.replace(i,\"ms-\"))}},function(t,e,n){\"use strict\";var r=/-(.)/g;t.exports=function(t){return t.replace(r,function(t,e){return e.toUpperCase()})}},function(t,e,n){\"use strict\";var r=n(72),i=(n(4),r.isUnitlessNumber);t.exports=function(t,e,n,r){if(null==e||\"boolean\"==typeof e||\"\"===e)return\"\";var o=isNaN(e);return r||o||0===e||i.hasOwnProperty(t)&&i[t]?\"\"+e:(\"string\"==typeof e&&(e=e.trim()),e+\"px\")}},function(t,e,n){\"use strict\";var r=n(133),i=/^ms-/;t.exports=function(t){return r(t).replace(i,\"-ms-\")}},function(t,e,n){\"use strict\";var r=/([A-Z])/g;t.exports=function(t){return t.replace(r,\"-$1\").toLowerCase()}},function(t,e,n){\"use strict\";t.exports=function(t){var e={};return function(n){return e.hasOwnProperty(n)||(e[n]=t.call(this,n)),e[n]}}},function(t,e,n){\"use strict\";var r=n(34);t.exports=function(t){return'\"'+r(t)+'\"'}},function(t,e,n){\"use strict\";var r=n(20);var i={handleTopLevel:function(t,e,n,i){!function(t){r.enqueueEvents(t),r.processEventQueue(!1)}(r.extractEvents(t,e,n,i))}};t.exports=i},function(t,e,n){\"use strict\";var r=n(8);function i(t,e){var n={};return n[t.toLowerCase()]=e.toLowerCase(),n[\"Webkit\"+t]=\"webkit\"+e,n[\"Moz\"+t]=\"moz\"+e,n[\"ms\"+t]=\"MS\"+e,n[\"O\"+t]=\"o\"+e.toLowerCase(),n}var o={animationend:i(\"Animation\",\"AnimationEnd\"),animationiteration:i(\"Animation\",\"AnimationIteration\"),animationstart:i(\"Animation\",\"AnimationStart\"),transitionend:i(\"Transition\",\"TransitionEnd\")},a={},u={};r.canUseDOM&&(u=document.createElement(\"div\").style,\"AnimationEvent\"in window||(delete o.animationend.animation,delete o.animationiteration.animation,delete o.animationstart.animation),\"TransitionEvent\"in window||delete o.transitionend.transition),t.exports=function(t){if(a[t])return a[t];if(!o[t])return t;var e=o[t];for(var n in e)if(e.hasOwnProperty(n)&&n in u)return a[t]=e[n];return\"\"}},function(t,e,n){\"use strict\";var r=n(3),i=n(6),o=n(73),a=n(45),u=n(7),c=n(12);n(1),n(4);function s(){this._rootNodeID&&l.updateWrapper(this)}var l={getHostProps:function(t,e){var n=a.getValue(e),r=a.getChecked(e);return i({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 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r=u.getNodeFromInstance(t),i=a.getValue(e);if(null!=i)if(0===i&&\"\"===r.value)r.value=\"0\";else if(\"number\"===e.type){var c=parseFloat(r.value,10)||0;(i!=c||i==c&&r.value!=i)&&(r.value=\"\"+i)}else r.value!==\"\"+i&&(r.value=\"\"+i);else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=u.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=l},function(t,e,n){\"use strict\";t.exports=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\"},function(t,e,n){\"use 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r=n(18),i=n(20),o=n(30),a=n(46),u=n(78),c=n(35),s=n(79),l=n(12),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(6),i=n(66),o=n(15),a=n(35),u=n(83),c=(n(10),n(31)),s=n(50),l=[{initialize:u.getSelectionInformation,close:u.restoreSelection},{initialize:function(){var t=a.isEnabled();return a.setEnabled(!1),t},close:function(t){a.setEnabled(t)}},{initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}}];function f(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=i.getPooled(null),this.useCreateElement=t}var p={getTransactionWrappers:function(){return l},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return s},checkpoint:function(){return 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c=(0,a.scaleLinear)().domain([0,this.domainSize]).range([0,e]),l=e/2-c(o);this.scaleCentered.domain([-this.domainSize/2,this.domainSize/2]).range([0,e]).clamp(!0),this.axisElement.attr(\"transform\",\"translate(0,50)\").call(this.axis);var p=0,h=void 0,d=void 0,v=void 0;for(h=0;h<n.length;++h)n[h].x=p,n[h].effect<0&&void 0===d&&(d=p,v=h),p+=Math.abs(n[h].effect);void 0===d&&(d=p,v=h);var g=(0,s.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),m=function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name};n=this.props.hideBars?[]:n;var y=this.mainGroup.selectAll(\".force-bar-blocks\").data(n);y.enter().append(\"path\").attr(\"class\",\"force-bar-blocks\").merge(y).attr(\"d\",function(t,e){var n=c(t.x)+l,r=c(Math.abs(t.effect)),i=t.effect<0?-4:4,o=i;return e===v&&(i=0),e===v-1&&(o=0),g([[n,56],[n+r,56],[n+r+o,64.5],[n+r,73],[n,73],[n+i,64.5]])}).attr(\"fill\",function(e){return 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t.mouseOut(e)}),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"mouseOut\",value:function(){this.hoverLine.attr(\"display\",\"none\"),this.hoverx.attr(\"display\",\"none\"),this.hoverxOutline.attr(\"display\",\"none\"),this.hoverxTitle.attr(\"display\",\"none\"),this.hovery.attr(\"display\",\"none\"),this.hoveryOutline.attr(\"display\",\"none\"),this.hoverGroup1.attr(\"display\",\"none\"),this.hoverGroup2.attr(\"display\",\"none\")}},{key:\"mouseMoved\",value:function(t){var e=this,n=void 0,r=void 0;this.hoverLine.attr(\"display\",\"\"),this.hoverx.attr(\"display\",\"\"),this.hoverxOutline.attr(\"display\",\"\"),this.hoverxTitle.attr(\"display\",\"\"),this.hovery.attr(\"display\",\"\"),this.hoveryOutline.attr(\"display\",\"\"),this.hoverGroup1.attr(\"display\",\"\"),this.hoverGroup2.attr(\"display\",\"\");var 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p=this.xlabel.selectAll(\"option\").data(f);p.enter().append(\"option\").merge(p).attr(\"value\",function(t){return t}).text(function(t){return t}),p.exit().remove();var d=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";(f=(0,h.map)(this.usedFeatures,function(e){return[t.props.featureNames[e],t.props.featureNames[e]+\" effects\"]})).unshift([\"model output value\",d]);var v=this.ylabel.selectAll(\"option\").data(f);v.enter().append(\"option\").merge(v).attr(\"value\",function(t){return t[0]}).text(function(t){return t[1]}),v.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var t=this,e=!0,n=!1,r=void 0;try{for(var i,o=this.props.explanations[Symbol.iterator]();!(e=(i=o.next()).done);e=!0){var a=i.value,c=!0,s=!1,l=void 0;try{for(var p,d=this.usedFeatures[Symbol.iterator]();!(c=(p=d.next()).done);c=!0){var v=p.value;a.features.hasOwnProperty(v)||(a.features[v]={effect:0,value:0}),a.features[v].ind=v}}catch(t){s=!0,l=t}finally{try{!c&&d.return&&d.return()}finally{if(s)throw l}}}}catch(t){n=!0,r=t}finally{try{!e&&o.return&&o.return()}finally{if(n)throw r}}var g=void 0,m=this.xlabel.node().value,y=\"sample order by key\"===m&&null!=this.props.ordering_keys_time_format;if(this.xscale=y?(0,u.scaleTime)():(0,u.scaleLinear)(),this.xaxis.scale(this.xscale),\"sample order by similarity\"===m)g=(0,h.sortBy)(this.props.explanations,function(t){return t.simIndex}),(0,h.each)(g,function(t,e){return t.xmap=e});else if(\"sample order by output value\"===m)g=(0,h.sortBy)(this.props.explanations,function(t){return-t.outValue}),(0,h.each)(g,function(t,e){return t.xmap=e});else if(\"original sample ordering\"===m)g=(0,h.sortBy)(this.props.explanations,function(t){return t.origInd}),(0,h.each)(g,function(t,e){return t.xmap=e});else 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z=g[W].features[V];g[W].features={},g[W].features[V]=z}this.currUsedFeatures=[V],this.currPosOrderedFeatures=[V],this.currNegOrderedFeatures=[V]}this.currExplanations=g,\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link),this.predValues=(0,h.map)(g,function(t){return(0,h.sum)((0,h.map)(t.features,function(t){return t.effect}))});var H=this.wrapper.node().offsetWidth;if(0==H)return setTimeout(function(){return t.draw(g)},500);this.svg.style(\"height\",this.height+\"px\"),this.svg.style(\"width\",H+\"px\");var q=(0,h.map)(g,function(t){return t.xmap});this.xscale.domain([(0,h.min)(q),(0,h.max)(q)]).range([this.leftOffset,H]).clamp(!0),this.xaxisElement.attr(\"transform\",\"translate(0,\"+this.topOffset+\")\").call(this.xaxis);for(var 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e=(0,h.map)((0,h.range)(K),function(e){return[g[e].xmapScaled,g[e].features[t].posyTop]}),n=(0,h.map)((0,h.rangeRight)(K),function(e){return[g[e].xmapScaled,g[e].features[t].posyBottom]});return dt(e.concat(n))}).attr(\"fill\",this.colors[0]),vt.exit().remove();var gt=this.mainGroup.selectAll(\".force-bar-array-area-neg\").data(this.currUsedFeatures);gt.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-neg\").merge(gt).attr(\"d\",function(t){var e=(0,h.map)((0,h.range)(K),function(e){return[g[e].xmapScaled,g[e].features[t].negyTop]}),n=(0,h.map)((0,h.rangeRight)(K),function(e){return[g[e].xmapScaled,g[e].features[t].negyBottom]});return dt(e.concat(n))}).attr(\"fill\",this.colors[1]),gt.exit().remove();var mt=this.mainGroup.selectAll(\".force-bar-array-divider-pos\").data(this.currUsedFeatures);mt.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-pos\").merge(mt).attr(\"d\",function(t){var e=(0,h.map)((0,h.range)(K),function(e){return[g[e].xmapScaled,g[e].features[t].posyBottom]});return dt(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(e){return t.colors[0].brighter(1.2)}),mt.exit().remove();var yt=this.mainGroup.selectAll(\".force-bar-array-divider-neg\").data(this.currUsedFeatures);yt.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-neg\").merge(yt).attr(\"d\",function(t){var e=(0,h.map)((0,h.range)(K),function(e){return[g[e].xmapScaled,g[e].features[t].negyTop]});return dt(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(e){return t.colors[1].brighter(1.5)}),yt.exit().remove();for(var _t=function(t,e,n,r,i){var o=void 0,a=void 0;\"pos\"===i?(o=t[n].features[e].posyBottom,a=t[n].features[e].posyTop):(o=t[n].features[e].negyBottom,a=t[n].features[e].negyTop);for(var u=void 0,c=void 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Rt=g[Pt].xmapScaled;for(At=Pt;Rt+100>g[At].xmapScaled&&At<K-1;)++At;Pt=At}}}catch(t){Et=!0,Tt=t}finally{try{!kt&&St.return&&St.return()}finally{if(Et)throw Tt}}}var Lt=this.onTopGroup.selectAll(\".force-bar-array-flabels\").data(bt);Lt.enter().append(\"text\").attr(\"class\",\"force-bar-array-flabels\").merge(Lt).attr(\"x\",function(t){return t[0]}).attr(\"y\",function(t){return t[1]+4}).text(function(t){return t[2]}),Lt.exit().remove()}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return o.default.createElement(\"div\",{ref:function(e){return t.wrapper=(0,a.select)(e)},style:{textAlign:\"center\"}},o.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-array-wrapper {\\n            text-align: center;\\n          }\\n          .force-bar-array-xaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-xaxis .domain {\\n            opacity: 0;\\n          }\\n          .force-bar-array-xaxis paths {\\n            display: none;\\n          }\\n          .force-bar-array-yaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-yaxis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\\n          .force-bar-array-flabels {\\n            font-size: 12px;\\n            fill: #fff;\\n            text-anchor: middle;\\n          }\\n          .additive-force-array-xlabel {\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            margin-left: 80px;\\n            max-width: 300px;\\n          }\\n          .additive-force-array-xlabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-ylabel {\\n            position: relative;\\n            top: 0px;\\n            left: 0px;\\n            transform: rotate(-90deg);\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            max-width: 150px;\\n          }\\n          .additive-force-array-ylabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-hoverLine {\\n            stroke-width: 1px;\\n            stroke: #fff;\\n            opacity: 1;\\n          }\"}}),o.default.createElement(\"select\",{className:\"additive-force-array-xlabel\"}),o.default.createElement(\"div\",{style:{height:\"0px\",textAlign:\"left\"}},o.default.createElement(\"select\",{className:\"additive-force-array-ylabel\"})),o.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,a.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}}))}}]),e}();g.defaultProps={plot_cmap:\"RdBu\",ordering_keys:null,ordering_keys_time_format:null},e.default=g}]);</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import sklearn\n",
    "import shap\n",
    "import numpy as np\n",
    "shap.initjs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X,y = shap.datasets.adult()\n",
    "X_display,y_display = shap.datasets.adult(display=True)\n",
    "X_train, X_valid, y_train, y_valid = sklearn.model_selection.train_test_split(X, y, test_size=0.2, random_state=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
       "           metric_params=None, n_jobs=1, n_neighbors=5, p=2,\n",
       "           weights='uniform')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn = sklearn.neighbors.KNeighborsClassifier()\n",
    "knn.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id='iJOPR3Z0JKB4RTS8DZK17'>\n",
       "<div style='color: #900; text-align: center;'>\n",
       "  <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
       "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
       "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
       "  this notebook on github the Javascript has been stripped for security. If you are using\n",
       "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
       "</div></div>\n",
       " <script>\n",
       "   if (window.SHAP) SHAP.ReactDom.render(\n",
       "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"output value\"], \"baseValue\": 0.4, \"outValue\": 0.0, \"link\": \"identity\", \"featureNames\": [\"Age\", \"Workclass\", \"Education-Num\", \"Marital Status\", \"Occupation\", \"Relationship\", \"Race\", \"Sex\", \"Capital Gain\", \"Capital Loss\", \"Hours per week\", \"Country\"], \"features\": {\"0\": {\"effect\": 0.04238095238095228, \"value\": 39.0}, \"1\": {\"effect\": 0.02238095238095228, \"value\": \" State-gov\"}, \"2\": {\"effect\": -0.010952380952381019, \"value\": 13.0}, \"3\": {\"effect\": -0.09428571428571414, \"value\": \" Never-married\"}, \"4\": {\"effect\": -0.06761904761904752, \"value\": \" Adm-clerical\"}, \"5\": {\"effect\": -0.13761904761904742, \"value\": \" Not-in-family\"}, \"8\": {\"effect\": -0.15428571428571447, \"value\": 2174.0}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
       "    document.getElementById('iJOPR3Z0JKB4RTS8DZK17')\n",
       "  );\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = lambda x: knn.predict_proba(x)[:,1]\n",
    "med = X_train.median().values.reshape((1,X_train.shape[1]))\n",
    "explainer = shap.KernelExplainer(f, med)\n",
    "shap_values_single = explainer.shap_values(X.iloc[0,:], nsamples=1000)\n",
    "shap.force_plot(explainer.expected_value, shap_values_single, X_display.iloc[0,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explainer.expected_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:32<00:00, 30.54it/s]\n"
     ]
    }
   ],
   "source": [
    "shap_values = explainer.shap_values(X_valid.iloc[0:1000])\n",
    "shap.force_plot(explainer.expected_value, shap_values, X_valid.iloc[0:1000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from int_met import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = np.array(range(5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = np.vstack((a,a))\n",
    "a = np.copy(b)\n",
    "a[1][:2] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1 2 3 4]\n",
      " [0 0 2 3 4]] [[0 1 2 3 4]\n",
      " [0 1 2 3 4]]\n"
     ]
    }
   ],
   "source": [
    "print(a,b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True, False])"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(a==b).all(axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50.0"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calc_identity(a,b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = np.array([('one',1), ('two',3), 'three'])\n",
    "b = ['one', 'three', 'three']\n",
    "c = np.array([('one',1), ('two',2), 'three'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True, False,  True])"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a==c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array_equal(a,c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = c.copy()"
   ]
  }
 ],
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