SHAP_plotting.ipynb

{
  "nbformat": 4,
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  "metadata": {
    "colab": {
      "name": "SHAP plotting",
      "provenance": [],
      "authorship_tag": "ABX9TyNgIRn/Xy18d7t8wixAFfjz",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Masum06/Automated-Ataxia-Gait/blob/main/SHAP_plotting.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!gdown https://drive.google.com/uc?id=1aaNQJKvtn2q0T-TygvHFlhizwcTro2or"
      ],
      "metadata": {
        "id": "rwDHAZCeDgHq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "08d52013-08bd-43e3-fe79-864be7416edd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1aaNQJKvtn2q0T-TygvHFlhizwcTro2or\n",
            "To: /content/ataxia_data_c2.csv\n",
            "\r  0% 0.00/200k [00:00<?, ?B/s]\r100% 200k/200k [00:00<00:00, 6.49MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-kj7o0-V_-bS",
        "outputId": "47d415e8-fc4b-4a91-a071-e9c0ab70f502"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting shap\n",
            "  Downloading shap-0.40.0-cp37-cp37m-manylinux2010_x86_64.whl (564 kB)\n",
            "\u001b[?25l\r\u001b[K     |▋                               | 10 kB 21.3 MB/s eta 0:00:01\r\u001b[K     |█▏                              | 20 kB 27.0 MB/s eta 0:00:01\r\u001b[K     |█▊                              | 30 kB 30.8 MB/s eta 0:00:01\r\u001b[K     |██▎                             | 40 kB 33.6 MB/s eta 0:00:01\r\u001b[K     |███                             | 51 kB 35.1 MB/s eta 0:00:01\r\u001b[K     |███▌                            | 61 kB 27.8 MB/s eta 0:00:01\r\u001b[K     |████                            | 71 kB 25.4 MB/s eta 0:00:01\r\u001b[K     |████▋                           | 81 kB 26.9 MB/s eta 0:00:01\r\u001b[K     |█████▏                          | 92 kB 27.9 MB/s eta 0:00:01\r\u001b[K     |█████▉                          | 102 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████▍                         | 112 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████                         | 122 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████▌                        | 133 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████▏                       | 143 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████▊                       | 153 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |█████████▎                      | 163 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |█████████▉                      | 174 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████▍                     | 184 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████                     | 194 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████▋                    | 204 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████▏                   | 215 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████▊                   | 225 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |█████████████▍                  | 235 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████                  | 245 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████▌                 | 256 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████████                 | 266 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████████▋                | 276 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████████▎               | 286 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████████▉               | 296 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |█████████████████▍              | 307 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████████              | 317 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████████▋             | 327 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████████████▏            | 337 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████████████▊            | 348 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████████████▎           | 358 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████████████▉           | 368 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |█████████████████████▌          | 378 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████████████          | 389 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████████████▋         | 399 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████████████████▏        | 409 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████████████████▉        | 419 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████████████████▍       | 430 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |█████████████████████████       | 440 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |█████████████████████████▌      | 450 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████████████████      | 460 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████████████████▊     | 471 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▎    | 481 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▉    | 491 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████▍   | 501 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |█████████████████████████████   | 512 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |█████████████████████████████▋  | 522 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████████████████████▏ | 532 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |██████████████████████████████▊ | 542 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |███████████████████████████████▎| 552 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 563 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 564 kB 29.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from shap) (1.19.5)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from shap) (1.0.2)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from shap) (1.4.1)\n",
            "Requirement already satisfied: numba in /usr/local/lib/python3.7/dist-packages (from shap) (0.51.2)\n",
            "Requirement already satisfied: cloudpickle in /usr/local/lib/python3.7/dist-packages (from shap) (1.3.0)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from shap) (1.1.5)\n",
            "Requirement already satisfied: packaging>20.9 in /usr/local/lib/python3.7/dist-packages (from shap) (21.3)\n",
            "Requirement already satisfied: tqdm>4.25.0 in /usr/local/lib/python3.7/dist-packages (from shap) (4.62.3)\n",
            "Collecting slicer==0.0.7\n",
            "  Downloading slicer-0.0.7-py3-none-any.whl (14 kB)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>20.9->shap) (3.0.6)\n",
            "Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.7/dist-packages (from numba->shap) (0.34.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba->shap) (57.4.0)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->shap) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas->shap) (2018.9)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->shap) (1.15.0)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->shap) (3.0.0)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->shap) (1.1.0)\n",
            "Installing collected packages: slicer, shap\n",
            "Successfully installed shap-0.40.0 slicer-0.0.7\n"
          ]
        }
      ],
      "source": [
        "!pip install shap"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
        "from sklearn.linear_model import LinearRegression\n",
        "import shap\n",
        "shap.initjs()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 43
        },
        "id": "_HKxUI-4AM5M",
        "outputId": "4551ae6a-8d64-4d91-f023-e83d2150a625"
      },
      "execution_count": null,
      "outputs": [
        {
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          "data": {
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f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of 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q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
              "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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      "source": [
        "data = pd.read_csv('ataxia_data_c2.csv')"
      ],
      "metadata": {
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      },
      "execution_count": null,
      "outputs": []
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      "source": [
        "rfacv_selected_cols = ['mean_feet_dist', 'std_left_x', 'std_imbalance', 'std_nose_y', 'max_feet_dist', 'max_right_x', 'min_left_x', 'min_imbalance', 'range_left_x', 'range_imbalance', 'range_nose_x', 'height_reduction']"
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        "regression_cols = ['mean_feet_dist', 'height_reduction', 'max_feet_dist',\n",
        "       'max_right_x', 'std_imbalance', 'min_left_x', 'range_imbalance',\n",
        "       'range_nose_x', 'mean_nose_y', 'min_nose_x', 'entropy_nose_y',\n",
        "       'std_tilt', 'std_left_x', 'range_feet_dist', 'range_left_x']"
      ],
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      "cell_type": "code",
      "source": [
        "X = data.drop(['label'], axis=1)[rfacv_selected_cols]\n",
        "Y_b = 1*(data['label']>0)\n",
        "Y = data['label']"
      ],
      "metadata": {
        "id": "_Z6EfH2IAvQd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = RandomForestClassifier(n_estimators=100)\n",
        "model.fit(X,Y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jZmqvlhDBDpw",
        "outputId": "0a3633ee-0c69-4e19-b006-b36f300b66fe"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestClassifier()"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "explainer = shap.Explainer(model, X)\n",
        "shap_values = explainer(X)"
      ],
      "metadata": {
        "id": "ENwCDBj9BqEg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Y"
      ],
      "metadata": {
        "id": "GkIWPckDK8yO",
        "outputId": "c01c45bc-d663-4fcd-b422-c73830431924",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0      1\n",
              "1      1\n",
              "2      1\n",
              "3      1\n",
              "4      1\n",
              "      ..\n",
              "150    1\n",
              "151    1\n",
              "152    1\n",
              "153    1\n",
              "154    1\n",
              "Name: label, Length: 155, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import copy"
      ],
      "metadata": {
        "id": "0VqRZgXPN6dQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X = data.drop(['label'], axis=1)[regression_cols]\n",
        "Y = data['label']"
      ],
      "metadata": {
        "id": "Wg1lh9J08U6E"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = RandomForestRegressor(max_depth=10, random_state=0)\n",
        "# model = LinearRegression()\n",
        "model.fit(X, Y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uk2bSucgTFJ2",
        "outputId": "00e019e7-e661-430d-c4e7-38161e4ec3da"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestRegressor(max_depth=10, random_state=0)"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "explainer = shap.TreeExplainer(model)\n",
        "shap_values1 = explainer(X)\n",
        "shap_values2 = copy.deepcopy(shap_values1)\n",
        "shap_values2.values = shap_values2.values#[:,:,1]\n",
        "shap_values2.base_values = shap_values2.base_values#[:,1]\n",
        "\n",
        "shap.plots.beeswarm(shap_values2)"
      ],
      "metadata": {
        "id": "czrvZBUbDPmj",
        "outputId": "eea884f2-4723-423c-ae54-7e6274fdefa3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x396 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "x53rfpjIN5ck"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}