custom strftime xticks and ordering keys for shap forceplot

shap_order.ipynb

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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 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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          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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import shap\n",
    "shap.initjs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n = 20\n",
    "start = pd.datetime(2018, 1, 1)\n",
    "delta = pd.Timedelta(f'{n-1}d')\n",
    "ts_fmt = '%b %d, %Y'\n",
    "dr = pd.date_range(start, start + delta)\n",
    "date_ticks = list(dr.strftime(ts_fmt))\n",
    "shap_values = np.tile(np.arange(n)[:, None]/n, (1, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "['Jan 01, 2018', 'Jan 02, 2018', 'Jan 03, 2018', 'Jan 04, 2018', 'Jan 05, 2018', 'Jan 06, 2018', 'Jan 07, 2018', 'Jan 08, 2018', 'Jan 09, 2018', 'Jan 10, 2018', 'Jan 11, 2018', 'Jan 12, 2018', 'Jan 13, 2018', 'Jan 14, 2018', 'Jan 15, 2018', 'Jan 16, 2018', 'Jan 17, 2018', 'Jan 18, 2018', 'Jan 19, 2018', 'Jan 20, 2018']"
      ],
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       "['Jan 01, 2018',\n",
       " 'Jan 02, 2018',\n",
       " 'Jan 03, 2018',\n",
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       " 'Jan 05, 2018',\n",
       " 'Jan 06, 2018',\n",
       " 'Jan 07, 2018',\n",
       " 'Jan 08, 2018',\n",
       " 'Jan 09, 2018',\n",
       " 'Jan 10, 2018',\n",
       " 'Jan 11, 2018',\n",
       " 'Jan 12, 2018',\n",
       " 'Jan 13, 2018',\n",
       " 'Jan 14, 2018',\n",
       " 'Jan 15, 2018',\n",
       " 'Jan 16, 2018',\n",
       " 'Jan 17, 2018',\n",
       " 'Jan 18, 2018',\n",
       " 'Jan 19, 2018',\n",
       " 'Jan 20, 2018']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date_ticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id='iSVZIW7IIVFNHXZLKP9KL'>\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.AdditiveForceArrayVisualizer, {\"outNames\": [\"output value\"], \"baseValue\": 0, \"link\": \"identity\", \"featureNames\": [\"Feature 0\", \"Feature 1\"], \"explanations\": [{\"outValue\": 0.0, \"simIndex\": 7.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": \"\"}, \"1\": {\"effect\": 0.0, \"value\": \"\"}}}, {\"outValue\": 0.1, \"simIndex\": 8.0, \"features\": {\"0\": {\"effect\": 0.05, \"value\": \"\"}, \"1\": {\"effect\": 0.05, \"value\": \"\"}}}, {\"outValue\": 0.2, \"simIndex\": 5.0, \"features\": {\"0\": {\"effect\": 0.1, \"value\": \"\"}, \"1\": {\"effect\": 0.1, \"value\": \"\"}}}, {\"outValue\": 0.3, \"simIndex\": 6.0, \"features\": {\"0\": {\"effect\": 0.15, \"value\": \"\"}, \"1\": {\"effect\": 0.15, \"value\": \"\"}}}, {\"outValue\": 0.4, \"simIndex\": 1.0, \"features\": {\"0\": {\"effect\": 0.2, \"value\": \"\"}, \"1\": {\"effect\": 0.2, \"value\": \"\"}}}, {\"outValue\": 0.5, \"simIndex\": 2.0, \"features\": {\"0\": {\"effect\": 0.25, \"value\": \"\"}, \"1\": {\"effect\": 0.25, \"value\": \"\"}}}, {\"outValue\": 0.6, \"simIndex\": 3.0, \"features\": {\"0\": {\"effect\": 0.3, \"value\": \"\"}, \"1\": {\"effect\": 0.3, \"value\": \"\"}}}, {\"outValue\": 0.7, \"simIndex\": 4.0, \"features\": {\"0\": {\"effect\": 0.35, \"value\": \"\"}, \"1\": {\"effect\": 0.35, \"value\": \"\"}}}, {\"outValue\": 0.8, \"simIndex\": 12.0, \"features\": {\"0\": {\"effect\": 0.4, \"value\": \"\"}, \"1\": {\"effect\": 0.4, \"value\": \"\"}}}, {\"outValue\": 0.9, \"simIndex\": 13.0, \"features\": {\"0\": {\"effect\": 0.45, \"value\": \"\"}, \"1\": {\"effect\": 0.45, \"value\": \"\"}}}, {\"outValue\": 1.0, \"simIndex\": 11.0, \"features\": {\"0\": {\"effect\": 0.5, \"value\": \"\"}, \"1\": {\"effect\": 0.5, \"value\": \"\"}}}, {\"outValue\": 1.1, \"simIndex\": 9.0, \"features\": {\"0\": {\"effect\": 0.55, \"value\": \"\"}, \"1\": {\"effect\": 0.55, \"value\": \"\"}}}, {\"outValue\": 1.2, \"simIndex\": 10.0, \"features\": {\"0\": {\"effect\": 0.6, \"value\": \"\"}, \"1\": {\"effect\": 0.6, \"value\": \"\"}}}, {\"outValue\": 1.3, \"simIndex\": 15.0, \"features\": {\"0\": {\"effect\": 0.65, \"value\": \"\"}, \"1\": {\"effect\": 0.65, \"value\": \"\"}}}, {\"outValue\": 1.4, \"simIndex\": 16.0, \"features\": {\"0\": {\"effect\": 0.7, \"value\": \"\"}, \"1\": {\"effect\": 0.7, \"value\": \"\"}}}, {\"outValue\": 1.5, \"simIndex\": 14.0, \"features\": {\"0\": {\"effect\": 0.75, \"value\": \"\"}, \"1\": {\"effect\": 0.75, \"value\": \"\"}}}, {\"outValue\": 1.6, \"simIndex\": 17.0, \"features\": {\"0\": {\"effect\": 0.8, \"value\": \"\"}, \"1\": {\"effect\": 0.8, \"value\": \"\"}}}, {\"outValue\": 1.7, \"simIndex\": 18.0, \"features\": {\"0\": {\"effect\": 0.85, \"value\": \"\"}, \"1\": {\"effect\": 0.85, \"value\": \"\"}}}, {\"outValue\": 1.8, \"simIndex\": 19.0, \"features\": {\"0\": {\"effect\": 0.9, \"value\": \"\"}, \"1\": {\"effect\": 0.9, \"value\": \"\"}}}, {\"outValue\": 1.9, \"simIndex\": 20.0, \"features\": {\"0\": {\"effect\": 0.95, \"value\": \"\"}, \"1\": {\"effect\": 0.95, \"value\": \"\"}}}], \"plot_cmap\": \"RdBu\", \"ordering_keys\": [\"Jan 01, 2018\", \"Jan 02, 2018\", \"Jan 03, 2018\", \"Jan 04, 2018\", \"Jan 05, 2018\", \"Jan 06, 2018\", \"Jan 07, 2018\", \"Jan 08, 2018\", \"Jan 09, 2018\", \"Jan 10, 2018\", \"Jan 11, 2018\", \"Jan 12, 2018\", \"Jan 13, 2018\", \"Jan 14, 2018\", \"Jan 15, 2018\", \"Jan 16, 2018\", \"Jan 17, 2018\", \"Jan 18, 2018\", \"Jan 19, 2018\", \"Jan 20, 2018\"], \"ordering_keys_time_format\": \"%b %d, %Y\"}),\n",
       "    document.getElementById('iSVZIW7IIVFNHXZLKP9KL')\n",
       "  );\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap.force_plot(0, \n",
    "                shap_values,\n",
    "                ordering_keys=date_ticks,\n",
    "                ordering_keys_time_format=ts_fmt,\n",
    "               )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id='i1GIBISDL1LMVYJO4NXFB'>\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.AdditiveForceArrayVisualizer, {\"outNames\": [\"output value\"], \"baseValue\": 0, \"link\": \"identity\", \"featureNames\": [\"Feature 0\", \"Feature 1\"], \"explanations\": [{\"outValue\": 0.0, \"simIndex\": 7.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": \"\"}, \"1\": {\"effect\": 0.0, \"value\": \"\"}}}, {\"outValue\": 0.1, \"simIndex\": 8.0, \"features\": {\"0\": {\"effect\": 0.05, \"value\": \"\"}, \"1\": {\"effect\": 0.05, \"value\": \"\"}}}, {\"outValue\": 0.2, \"simIndex\": 5.0, \"features\": {\"0\": {\"effect\": 0.1, \"value\": \"\"}, \"1\": {\"effect\": 0.1, \"value\": \"\"}}}, {\"outValue\": 0.3, \"simIndex\": 6.0, \"features\": {\"0\": {\"effect\": 0.15, \"value\": \"\"}, \"1\": {\"effect\": 0.15, \"value\": \"\"}}}, {\"outValue\": 0.4, \"simIndex\": 1.0, \"features\": {\"0\": {\"effect\": 0.2, \"value\": \"\"}, \"1\": {\"effect\": 0.2, \"value\": \"\"}}}, {\"outValue\": 0.5, \"simIndex\": 2.0, \"features\": {\"0\": {\"effect\": 0.25, \"value\": \"\"}, \"1\": {\"effect\": 0.25, \"value\": \"\"}}}, {\"outValue\": 0.6, \"simIndex\": 3.0, \"features\": {\"0\": {\"effect\": 0.3, \"value\": \"\"}, \"1\": {\"effect\": 0.3, \"value\": \"\"}}}, {\"outValue\": 0.7, \"simIndex\": 4.0, \"features\": {\"0\": {\"effect\": 0.35, \"value\": \"\"}, \"1\": {\"effect\": 0.35, \"value\": \"\"}}}, {\"outValue\": 0.8, \"simIndex\": 12.0, \"features\": {\"0\": {\"effect\": 0.4, \"value\": \"\"}, \"1\": {\"effect\": 0.4, \"value\": \"\"}}}, {\"outValue\": 0.9, \"simIndex\": 13.0, \"features\": {\"0\": {\"effect\": 0.45, \"value\": \"\"}, \"1\": {\"effect\": 0.45, \"value\": \"\"}}}, {\"outValue\": 1.0, \"simIndex\": 11.0, \"features\": {\"0\": {\"effect\": 0.5, \"value\": \"\"}, \"1\": {\"effect\": 0.5, \"value\": \"\"}}}, {\"outValue\": 1.1, \"simIndex\": 9.0, \"features\": {\"0\": {\"effect\": 0.55, \"value\": \"\"}, \"1\": {\"effect\": 0.55, \"value\": \"\"}}}, {\"outValue\": 1.2, \"simIndex\": 10.0, \"features\": {\"0\": {\"effect\": 0.6, \"value\": \"\"}, \"1\": {\"effect\": 0.6, \"value\": \"\"}}}, {\"outValue\": 1.3, \"simIndex\": 15.0, \"features\": {\"0\": {\"effect\": 0.65, \"value\": \"\"}, \"1\": {\"effect\": 0.65, \"value\": \"\"}}}, {\"outValue\": 1.4, \"simIndex\": 16.0, \"features\": {\"0\": {\"effect\": 0.7, \"value\": \"\"}, \"1\": {\"effect\": 0.7, \"value\": \"\"}}}, {\"outValue\": 1.5, \"simIndex\": 14.0, \"features\": {\"0\": {\"effect\": 0.75, \"value\": \"\"}, \"1\": {\"effect\": 0.75, \"value\": \"\"}}}, {\"outValue\": 1.6, \"simIndex\": 17.0, \"features\": {\"0\": {\"effect\": 0.8, \"value\": \"\"}, \"1\": {\"effect\": 0.8, \"value\": \"\"}}}, {\"outValue\": 1.7, \"simIndex\": 18.0, \"features\": {\"0\": {\"effect\": 0.85, \"value\": \"\"}, \"1\": {\"effect\": 0.85, \"value\": \"\"}}}, {\"outValue\": 1.8, \"simIndex\": 19.0, \"features\": {\"0\": {\"effect\": 0.9, \"value\": \"\"}, \"1\": {\"effect\": 0.9, \"value\": \"\"}}}, {\"outValue\": 1.9, \"simIndex\": 20.0, \"features\": {\"0\": {\"effect\": 0.95, \"value\": \"\"}, \"1\": {\"effect\": 0.95, \"value\": \"\"}}}], \"plot_cmap\": \"RdBu\", \"ordering_keys\": [\"Jan 11, 2018\", \"Jan 12, 2018\", \"Jan 13, 2018\", \"Jan 14, 2018\", \"Jan 15, 2018\", \"Jan 16, 2018\", \"Jan 17, 2018\", \"Jan 18, 2018\", \"Jan 19, 2018\", \"Jan 20, 2018\", \"Jan 01, 2018\", \"Jan 02, 2018\", \"Jan 03, 2018\", \"Jan 04, 2018\", \"Jan 05, 2018\", \"Jan 06, 2018\", \"Jan 07, 2018\", \"Jan 08, 2018\", \"Jan 09, 2018\", \"Jan 10, 2018\"], \"ordering_keys_time_format\": \"%b %d, %Y\"}),\n",
       "    document.getElementById('i1GIBISDL1LMVYJO4NXFB')\n",
       "  );\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap.force_plot(0, \n",
    "                shap_values,\n",
    "                ordering_keys=date_ticks[int(n/2):] + date_ticks[:int(n/2)],\n",
    "                ordering_keys_time_format=ts_fmt,\n",
    "               )"
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  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]"
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       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]"
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     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keys = list(range(shap_values.shape[0]))\n",
    "keys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id='iHU4U5WEEO6UFF46JM8CZ'>\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.AdditiveForceArrayVisualizer, {\"outNames\": [\"output value\"], \"baseValue\": 0, \"link\": \"identity\", \"featureNames\": [\"Feature 0\", \"Feature 1\"], \"explanations\": [{\"outValue\": 0.0, \"simIndex\": 7.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": \"\"}, \"1\": {\"effect\": 0.0, \"value\": \"\"}}}, {\"outValue\": 0.1, \"simIndex\": 8.0, \"features\": {\"0\": {\"effect\": 0.05, \"value\": \"\"}, \"1\": {\"effect\": 0.05, \"value\": \"\"}}}, {\"outValue\": 0.2, \"simIndex\": 5.0, \"features\": {\"0\": {\"effect\": 0.1, \"value\": \"\"}, \"1\": {\"effect\": 0.1, \"value\": \"\"}}}, {\"outValue\": 0.3, \"simIndex\": 6.0, \"features\": {\"0\": {\"effect\": 0.15, \"value\": \"\"}, \"1\": {\"effect\": 0.15, \"value\": \"\"}}}, {\"outValue\": 0.4, \"simIndex\": 1.0, \"features\": {\"0\": {\"effect\": 0.2, \"value\": \"\"}, \"1\": {\"effect\": 0.2, \"value\": \"\"}}}, {\"outValue\": 0.5, \"simIndex\": 2.0, \"features\": {\"0\": {\"effect\": 0.25, \"value\": \"\"}, \"1\": {\"effect\": 0.25, \"value\": \"\"}}}, {\"outValue\": 0.6, \"simIndex\": 3.0, \"features\": {\"0\": {\"effect\": 0.3, \"value\": \"\"}, \"1\": {\"effect\": 0.3, \"value\": \"\"}}}, {\"outValue\": 0.7, \"simIndex\": 4.0, \"features\": {\"0\": {\"effect\": 0.35, \"value\": \"\"}, \"1\": {\"effect\": 0.35, \"value\": \"\"}}}, {\"outValue\": 0.8, \"simIndex\": 12.0, \"features\": {\"0\": {\"effect\": 0.4, \"value\": \"\"}, \"1\": {\"effect\": 0.4, \"value\": \"\"}}}, {\"outValue\": 0.9, \"simIndex\": 13.0, \"features\": {\"0\": {\"effect\": 0.45, \"value\": \"\"}, \"1\": {\"effect\": 0.45, \"value\": \"\"}}}, {\"outValue\": 1.0, \"simIndex\": 11.0, \"features\": {\"0\": {\"effect\": 0.5, \"value\": \"\"}, \"1\": {\"effect\": 0.5, \"value\": \"\"}}}, {\"outValue\": 1.1, \"simIndex\": 9.0, \"features\": {\"0\": {\"effect\": 0.55, \"value\": \"\"}, \"1\": {\"effect\": 0.55, \"value\": \"\"}}}, {\"outValue\": 1.2, \"simIndex\": 10.0, \"features\": {\"0\": {\"effect\": 0.6, \"value\": \"\"}, \"1\": {\"effect\": 0.6, \"value\": \"\"}}}, {\"outValue\": 1.3, \"simIndex\": 15.0, \"features\": {\"0\": {\"effect\": 0.65, \"value\": \"\"}, \"1\": {\"effect\": 0.65, \"value\": \"\"}}}, {\"outValue\": 1.4, \"simIndex\": 16.0, \"features\": {\"0\": {\"effect\": 0.7, \"value\": \"\"}, \"1\": {\"effect\": 0.7, \"value\": \"\"}}}, {\"outValue\": 1.5, \"simIndex\": 14.0, \"features\": {\"0\": {\"effect\": 0.75, \"value\": \"\"}, \"1\": {\"effect\": 0.75, \"value\": \"\"}}}, {\"outValue\": 1.6, \"simIndex\": 17.0, \"features\": {\"0\": {\"effect\": 0.8, \"value\": \"\"}, \"1\": {\"effect\": 0.8, \"value\": \"\"}}}, {\"outValue\": 1.7, \"simIndex\": 18.0, \"features\": {\"0\": {\"effect\": 0.85, \"value\": \"\"}, \"1\": {\"effect\": 0.85, \"value\": \"\"}}}, {\"outValue\": 1.8, \"simIndex\": 19.0, \"features\": {\"0\": {\"effect\": 0.9, \"value\": \"\"}, \"1\": {\"effect\": 0.9, \"value\": \"\"}}}, {\"outValue\": 1.9, \"simIndex\": 20.0, \"features\": {\"0\": {\"effect\": 0.95, \"value\": \"\"}, \"1\": {\"effect\": 0.95, \"value\": \"\"}}}], \"plot_cmap\": \"RdBu\", \"ordering_keys\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], \"ordering_keys_time_format\": null}),\n",
       "    document.getElementById('iHU4U5WEEO6UFF46JM8CZ')\n",
       "  );\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap.force_plot(0, \n",
    "                shap_values,\n",
    "                ordering_keys=keys,\n",
    "               )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id='iPZE6K84AI6CP2Q5DUJJY'>\n",
       "<div style='color: #900; text-align: center;'>\n",
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       "  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.AdditiveForceArrayVisualizer, {\"outNames\": [\"output value\"], \"baseValue\": 0, \"link\": \"identity\", \"featureNames\": [\"Feature 0\", \"Feature 1\"], \"explanations\": [{\"outValue\": 0.0, \"simIndex\": 7.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": \"\"}, \"1\": {\"effect\": 0.0, \"value\": \"\"}}}, {\"outValue\": 0.1, \"simIndex\": 8.0, \"features\": {\"0\": {\"effect\": 0.05, \"value\": \"\"}, \"1\": {\"effect\": 0.05, \"value\": \"\"}}}, {\"outValue\": 0.2, \"simIndex\": 5.0, \"features\": {\"0\": {\"effect\": 0.1, \"value\": \"\"}, \"1\": {\"effect\": 0.1, \"value\": \"\"}}}, {\"outValue\": 0.3, \"simIndex\": 6.0, \"features\": {\"0\": {\"effect\": 0.15, \"value\": \"\"}, \"1\": {\"effect\": 0.15, \"value\": \"\"}}}, {\"outValue\": 0.4, \"simIndex\": 1.0, \"features\": {\"0\": {\"effect\": 0.2, \"value\": \"\"}, \"1\": {\"effect\": 0.2, \"value\": \"\"}}}, {\"outValue\": 0.5, \"simIndex\": 2.0, \"features\": {\"0\": {\"effect\": 0.25, \"value\": \"\"}, \"1\": {\"effect\": 0.25, \"value\": \"\"}}}, {\"outValue\": 0.6, \"simIndex\": 3.0, \"features\": {\"0\": {\"effect\": 0.3, \"value\": \"\"}, \"1\": {\"effect\": 0.3, \"value\": \"\"}}}, {\"outValue\": 0.7, \"simIndex\": 4.0, \"features\": {\"0\": {\"effect\": 0.35, \"value\": \"\"}, \"1\": {\"effect\": 0.35, \"value\": \"\"}}}, {\"outValue\": 0.8, \"simIndex\": 12.0, \"features\": {\"0\": {\"effect\": 0.4, \"value\": \"\"}, \"1\": {\"effect\": 0.4, \"value\": \"\"}}}, {\"outValue\": 0.9, \"simIndex\": 13.0, \"features\": {\"0\": {\"effect\": 0.45, \"value\": \"\"}, \"1\": {\"effect\": 0.45, \"value\": \"\"}}}, {\"outValue\": 1.0, \"simIndex\": 11.0, \"features\": {\"0\": {\"effect\": 0.5, \"value\": \"\"}, \"1\": {\"effect\": 0.5, \"value\": \"\"}}}, {\"outValue\": 1.1, \"simIndex\": 9.0, \"features\": {\"0\": {\"effect\": 0.55, \"value\": \"\"}, \"1\": {\"effect\": 0.55, \"value\": \"\"}}}, {\"outValue\": 1.2, \"simIndex\": 10.0, \"features\": {\"0\": {\"effect\": 0.6, \"value\": \"\"}, \"1\": {\"effect\": 0.6, \"value\": \"\"}}}, {\"outValue\": 1.3, \"simIndex\": 15.0, \"features\": {\"0\": {\"effect\": 0.65, \"value\": \"\"}, \"1\": {\"effect\": 0.65, \"value\": \"\"}}}, {\"outValue\": 1.4, \"simIndex\": 16.0, \"features\": {\"0\": {\"effect\": 0.7, \"value\": \"\"}, \"1\": {\"effect\": 0.7, \"value\": \"\"}}}, {\"outValue\": 1.5, \"simIndex\": 14.0, \"features\": {\"0\": {\"effect\": 0.75, \"value\": \"\"}, \"1\": {\"effect\": 0.75, \"value\": \"\"}}}, {\"outValue\": 1.6, \"simIndex\": 17.0, \"features\": {\"0\": {\"effect\": 0.8, \"value\": \"\"}, \"1\": {\"effect\": 0.8, \"value\": \"\"}}}, {\"outValue\": 1.7, \"simIndex\": 18.0, \"features\": {\"0\": {\"effect\": 0.85, \"value\": \"\"}, \"1\": {\"effect\": 0.85, \"value\": \"\"}}}, {\"outValue\": 1.8, \"simIndex\": 19.0, \"features\": {\"0\": {\"effect\": 0.9, \"value\": \"\"}, \"1\": {\"effect\": 0.9, \"value\": \"\"}}}, {\"outValue\": 1.9, \"simIndex\": 20.0, \"features\": {\"0\": {\"effect\": 0.95, \"value\": \"\"}, \"1\": {\"effect\": 0.95, \"value\": \"\"}}}], \"plot_cmap\": \"RdBu\", \"ordering_keys\": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9], \"ordering_keys_time_format\": null}),\n",
       "    document.getElementById('iPZE6K84AI6CP2Q5DUJJY')\n",
       "  );\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap.force_plot(0, \n",
    "                shap_values,\n",
    "                ordering_keys=keys[int(n/2):] + keys[:int(n/2)],\n",
    "               )"
   ]
  }
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