analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b9d25b2c",
   "metadata": {},
   "source": [
    "# Supervised Clusering: How to Use SHAP Values for Better Cluster Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62c32be1",
   "metadata": {},
   "source": [
    "## Set-up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3f147c5b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import lightgbm as lgb\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import shap\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.metrics import accuracy_score\n",
    "from umap import UMAP\n",
    "\n",
    "# work around for skrules import error\n",
    "import six\n",
    "import sys\n",
    "sys.modules['sklearn.externals.six'] = six\n",
    "from skrules import SkopeRules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "aa21e864",
   "metadata": {},
   "outputs": [
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n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"style.mplstyle\")\n",
    "shap.initjs()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6f117f6",
   "metadata": {},
   "source": [
    "### Configure Notebook Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5530ddf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_clusters_per_class = 3\n",
    "seed = 1\n",
    "\n",
    "# for plotting\n",
    "alpha = 0.5\n",
    "size = 15"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31f9eaa6",
   "metadata": {},
   "source": [
    "# Simulate Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3419e774",
   "metadata": {},
   "source": [
    "[`make_classification` docs](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_classification.html#sklearn.datasets.make_classification)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5665791d",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(seed)\n",
    "\n",
    "X, y = make_classification(\n",
    "    n_samples=1000,\n",
    "    n_features=50,\n",
    "    n_informative=5,\n",
    "    n_redundant=0,\n",
    "    n_repeated=0,\n",
    "    n_classes=2,\n",
    "    n_clusters_per_class=n_clusters_per_class,\n",
    "    weights=None,\n",
    "    flip_y=0,\n",
    "    hypercube=True,\n",
    "    class_sep=1.9,\n",
    "    shift=np.random.random(50) * 3 - 1.5,\n",
    "    scale=np.random.random(50) * 2,\n",
    "    random_state=seed,\n",
    "    shuffle=False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a3dec5f",
   "metadata": {},
   "source": [
    "# Train Supervised Classfication Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a52b1172",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LGBMClassifier(random_state=1)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit GBT model to all data\n",
    "m = lgb.LGBMClassifier(random_state=seed)\n",
    "m.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1f6af51f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check model accuracy\n",
    "y_pred = m.predict(X)\n",
    "acc = accuracy_score(y, y_pred)\n",
    "acc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccc51602",
   "metadata": {},
   "source": [
    "## Compute SHAP Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "acf0bc73",
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute SHAP values using all data\n",
    "explainer = shap.Explainer(m, random_state=seed)\n",
    "shap_values = explainer(X)\n",
    "sv = shap_values.values[:, :, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "778c8994",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0h1Kpwpa4nQDKstrDqcfg790fDWQyneuc//MC0k6cxEDPvvAb4KWxzNzMFG9OGIOHJSXYve+AutzM1FRnZtuieTMM7OeOi5cu45qObzoNZDL8Z+oUjVGMDu3bwaWLEzKzLuP+/eJq9bNNKxudGeToEWXfCpKPpulcL8B3ADq/YK9R9sZro2Fm2gg7EveipKREY5nMxESrjYYNGmiUb4lPgEQiwXtTp2hk702srDBp7CgA/1zT8zxtT0jE3cJ7ePO1MVrTB/Z27TE0wB/nMv7ChYtZVbbl2bsnZk5/EzITY6zfsh1vvvch+gUNg2dgGN6P/Axpv5+qcN30vy7gf7+s1vnv8TtlHlX+3m1v20Y9zGphbg7P3q8g53ouklNSK1x374FkLFm+CkuWr8LcLxdi8KtjkJl1GW1a2eDVIcFV9jdokDcAYNsOzfhOn0vHhaxLcO/ppjF918TKCo0aNdRqp5N9B7i95IKjx39HqUJR5XafVNLhI7iSnYPwISFaFxk3b9YU40YOx63bd3Ak7YTGMl3vawMDgxrfmXT9xk0cOpqGltbNMX7kcI1lLl0cMWiAFwruFuK3/Qe01u3Xt5fOb6368M6U1zUubm7YoAH8vftDpVLh9Pl0dbk+j5maGDdyOFrbtNS5zNDQEFID7VNDVSMN+vA054pyvv374RXXlzTKwoLKRlSqmlItFziobHRy+2OfG7du38Gho6no/EJHvNDBTl3+tOcpIyMj/N9b2qMxldF116uRkRFGhAZBoVRqHYPlJo2N0DjuTEyMMe3vkfXy83hFVCoVft24BU2bNMZ/pr6hcV6VSqV4760pZXflJmpOgxpKpTCUak/EVOc99ETTNwDQ1bEz7Du0x5b4BEwaOwqbtu+ASqXC0EC/Ctc5efosAKDwXhGWLF+ltTwvPx9A2VDYo46fOo2oDZvx++mzuJOXj9LSUo3lubduoWULa40y29atYKrjinPr5mXXBxQUFqJhwwZV9vN+cTHWxmzGnqRkXLpyFUX376uH54GyOX5dXLtp3x1iZmoKB/uOSDtxEplZl9HphY7o17cXFv24HJ9+/R2SU9LQ280VLl2c0KF9W41kqKjoPi5fzYZ1s6Y6L1xz6+4CADif8VeVfdK38v2a/lemzv2a9fdUTGbW5Wpd8zAqLBRDAvxwOPUYfv/jDM5l/IXfT59B/G97EP/bHkweOwpvva49RFmdW4J1KX/vPj6lF+Tng9/2HcDG7TvQt6ebznX3HjiEvQcOASg7Adu0tIa/d39MiHi1Wife/h5/DxUn7sE7UyaoD/byD8NgHdOM+w8dQczWWJw5n4H8/AKtu9zy8wv0foFc+T6+lpurcx9fvpINAMi8dAnuvdzQoV1bdLLviB2/7UXO9Vx49e0Fl65d4NTphWrPX1fmfMafAICXnLvAyFD748utuwvidu3G+Yy/1IlfucevfdEnx04OWmUt/v7MuVt4T12m72PmaXV5Ufdr4e89AL9u3ILAkePh4+WJl126wtnpRZhVc1qopp72XAEATjr3QXMAmvugMi5dHNGuTWv19Yjlx3L5lKqu6f+nOU+1amGNJlaVT9c87tr1XCyPikZK2glcy72BBw8faiyv6Jz0creuWmUvde0CqdQA5/+s/LyRdeUqCu4Wom2bVvhx1VqddWQmJhr7w9+7P778fimCRo3HoP794OrSFS5dnNSXLlTliZMSABga4I/PFy7GgSNHsXVHAl50eEFrdOBR+XfvAgAOpx7D4dRjFda7X/zPKMbu/QcxY9YcmBgbo+fLL6FNKxs0kMkgMTBA6omTSDtxEiUlpVptlM9RPs7w7w99lUpVZf9KFQq8NvX/8MfZ87C3aw/f/p6wsrSA4d8fgv/7ZTVKSrW3DQBNK5gXLC8vLCoCUHZh17qfl+CH5auRnJKK3X9/s2th3RxjXw3DqLBQjfpNm+g+2TT7u7zwXvUOOn3KLyjbrxu3x1da79H9WpUGMhm8+vaGV9/eAMqup9m4PR7zFy3B0pVrMcCjLzq90PHpg/6bUqnElvidMDAwQIDvAI1lfdx6oGmTxtiffBi3bt/RukAZqPlzeGQmJvDx8sTG7fE4dDQNfXu6obS0FDt270VjS0v06an5jX5NzCYsWPQDzM3M0PPl7mhp3RwymQkkEol6jr6i92RNlO/jXXv3V1rvfvEDAGXfnpZ/9xWWrliDxH1J+OaHnwAAjRo2RNAgb0yfPKFaXwoqUn48NKvweCjbV7qOB137UV/MdXzuqD9zHkken8Ux8zQqeubL+1OnoI1NS2zZkYDla9dh+dp1MJRK0benG957ezJsW7d6pnE9zbminJmp9pfR8pEIZTU+98sFDvLGd8t+wc49cowICQQAbNuZCENDQ/gP1HwY2dOep570vXglOwevvv4m7hbew0vOXdCzhyvMGjWCgdQAOdeuY9vOxAqPf13XqhgaSmFpYYE7efmVbrf8/XrpSjb+98vqCus9uj/GjAiDpYUF1m/ejqiNW7AmZhMkEglcu3XFu29OglNn7eRRI7ZKl1YgwHcgvv3fT5j75ULk3rxV5QWB5ffKz5z+pvpkW5XFP62AkaEhopf/oHXl9JwvvkHa3w9pexbkB5Lxx9nzCPbz0bpI7eat25XunFt38iotf/S5AR3atcXX8z6CQqFE+l8XcCTtGH7duBXzFy5BA5kMQwL81PVv3bmjs92bt8tundQ1OvQ4g79HYBQKpdawYeG9oirXf1z5h8CmVcvg0PHZXGRpZGSEV4cE4+SZc4jbtRspx0/oJSnZf+iI+rbT/sEjKqy3OW7nM3tORuAgb2zcHo9tOxPRt6cb9h9KQX7BXYwKC9UYBVAolPjfL6vRtEljbPhlqdZoSPm3y+p40veA6d/7+Pv589Cvb69qbcPC3AzvT3sD7097A5evZiP1xEls2BaHXzdtxd179zQuintSVR8PZeW6jocqrj9+Lp7HMVMdFV3cKJVKETF8CCKGD8HtvDwcP3kaCXvk2LV3P/66mIVta5fD2LjiOw9r6mnOFfoW4DsQi39eie07EjEiJBDnMv7EnxcuwqtvL63ph6c+T1V1NfxjVkdvRH7BXZ1fhnb8trfSaerbd/K0RmoUCiXyCwpgqmNK+FHl79f+7n2w6PM51Y43aJA3ggZ5427hPfz+xxnsSTpYNrsy433E/rqy0lGTp3rMvLmZKQb2c0fujZto0ECmNff3uK6OnQEAx0/+Ue1tXM7ORof2bbV2tEqlwvGTp5886Cdw+WrZHUQDPPpoLUv9vfJkKE3H8sJ795D+518wMTaGXTvtKRhDQykcO72A10a9ii8iPwRQds0CADRq1BBtWtngxs1bOu9MKX+sfWeHikeqypmblQ1FXr9xQ2vZo/PejzIwMKjwW0ZXxxcBPNl+fVqNGpYdPI9OodVE+TdVj96vIHTwIK1/5dMnm+N26m2bj3upqxPatmkF+YFDKLx3D9t37gIABPlpTjvkFxTgbuE9dHNy1EpI7t8vxrm/pzSq40nfA85/H7vHnnIf27ZuhSEBfli55Fs0bNAA8r+nvJ5Wp79HZE+cOg2FQvshjU9yPFSHgbTsI1KprP437co8z2OmpppYWWGgZ198Pe9juHV3wZXsHPyZmaVeXtlnQ2Uqe02f5lyhby2tm6PHS91w6uw5XLx0RX3dV/n1Jo96Xuep8rtaB3q6ay1LreILeqqO6/GOn/oDSqVKfUdbRdrb2sLczBSnzpx7qmvWzM1M4d7LDXNmvosgP28U3C3EsUquDwRq8Ns3U18fh0Wfz8GP3yzQeQHeo5w6O6C7cxfs3n8Qmyu4sCbjQiZu5/0zytCqRQtcupKtMU8mCAJ+WL4KF7IuPW3Y1WLTsiyrfHxnX8nOwbd/D0dXJDZht9ZJ4oflq1F4rwiDBnqpv2WcOZ+hc4i5/DWQmfxz0XCIvy8EQcDXS36E8pGh4Lz8Avy4smyeL7QaUwldXiwbNnt86PhI2nHs3C3XuY6lhTny8vO15i/L4vKBuZkp/vfLGp0XkqlUqmr/FtD6LbEVfuPPvHQZifKy6YPuOuZHn9S13BtITkmFuZkZvpk3G3P/+39a/z758D94qasTruZcq3QYuaYCB/ngYUkJojdvR9Lho3iho53WVGhjK0s0kMlwNj1D40LtUoUCny9ajLz8gmpv70nfA/369kabVjaI3rwNSYdSdLb5++kzKH5QNn1zNecaruh4LMDdu4UoKS2t9Pk+1dGieTP0fLk7sq9dx5q/b0ktd+rMOez4bQ/MzcwwwF37C8XTsPz74tXruZXfPlxd+jxm9K2kpATHT2mfSEsVChTcLQQAyGT/XMBc2WdDZSp7TZ/mXPEs/POlZAd27N4LK0sLePR+Rave8zpP2bQoPyf9rlGenJKKzXGV3+Tw48o16v0HlP2cx6KlPwNAlVPQhoZShA8Jxs3bt/H5t4t17uubt25rXJh99NgJnV/kyqeKHn0P6dxmpUsr0bKFtdaQUGUWRH6I16a+i48//wpRG7agq2MnmJmaIvfGLWRcyMSfmRcR9eP36ot/IoYPwdwvF2LouEkY6OkOQ0MpTpw6g8ysS/Ds3RP7kg8/behV8uzdE7atW2FV9EZkXLiIzi90xLXcG9iffATuvdxwLVf7W2a5vq/0QMTkafDx8kDTJk1w4tQfOH7qNFq1bIF3pvzzLJHYhN+wYVscXLo6oU0rG5ibmeFqTg72HTwMY2MjRAz/Z+hyXPgwHDxyFHsPHMKQMRPRt2cPPHjwELvk+3EnLx/jRw7HS85dquxXsL8vVvwag5/XrEP6X5no0K4tLl25igNHjqK/e2/8puOKdrfuL+H0uXRMnjET3Z27wtjYCA4d7eDZpxcsLSzwzSezMe2/sxE+8S24dXdBx/btIJFIcP3GDZw8fRb5d+/iuDyhytiSU45i3lcL0aplC3Tr4ogWzZujtLQEl65mIzklDQqFAiPDQvRyseLmuJ1QKlUY7DOg0pPkkAA/HD91Ghu3x6NXD9cK69VEoM8ALPl5JZYsXwWFQqF1cSZQ9o00fGgIlq9dh5DRE9CvTy+UKhQ4evx3FNy9ix4vdav2iexJ3wNGhoZY+FkkJs2YiTfe+wDdujiik30HyExkuH7jBk6fS8fVnGvYt30DGshkSP/rAqZ/EAmnzg6wa2uLZk2bIC+/APIDh6BQKPDaqIqnyqrr4/emI2LKNHy95EccOpoGx04v4PqNm0iU74dEYoBPPnyvyi9K1fWK60tY8WsMZi/4BgM9+6JRw4YwMzVF+NDgp2pPn8eMvj14WILRU6bBtnUrvOhgD5sW1nhYUoLDqceQmXUZ/fr00hgRqOyzoTJVvaZPeq54Fvp79IFpo0ZYE7MZCoUC4UNDdF5Y/bzOUyNCA7F1xy7M+GguBnq6o3nTJvgrMwsHU1Lh4+WBhD37KlzXrm1bBI96TeM5JVeyc+Deyw2BvhU/dK3cpHERSP8rEzFbY7E/+TB6dHdB86ZNcSc/D5evZOPEH2cwdeJ49YXZ0z6YjYYNGqCrY2fYtGwBCAKOnfwDp8+l40WHF/DKy90r3d5TJyVPqkXzZohZvhRRG7dg9/4DiEvcA5VShaZNGsOuXVuEDw2GfYf26vrDggNgbGSENTGbsX1nIkxMjPGScxd88uF7+G3fgWealDRs0ADLv/sKC//3M1JP/I7jJ/9Aa5uWmDxuFEYPD6v0DRAxfAj6u/fGmpjNyNqzDw0bNkCwnw+mTXpN4yDyG+iFktJS/H76DM6m/4mHDx+iebOmGDSgH8a8GgZ7u39eCyMjI/y08Eusit6AHb/txa8bt5Y90dW+A2ZOexN+AyufPivXxMoKKxd/i6+X/Ihjv59C2u8n4djJAT8t/ALZOdd0JiWTxo5E4b172J98GCf+OF12Bfogb/UHzyuuL2Hz6p+w8tcYJB9Nw/FTf8DI0AjNmzZBj+4uGOjZt1qxzXhjIl5y7oIjacdx6sw57E1KhkKpRJPGVvDo9QpCBvtW+ej36lCpVNgSX/aBPyRgUKV1vb08MH/REuw9cAi38/KeyYdgyxbW6PFSNxxJOw5DqRT+3rp/1fPt18ehsZUFNsXuwIZtcTA1bYSeL3fH1InjseTnldXe3tO8Bxw6dsCmVcuwOnoj9icfwdb4XZAYSNCsSRN0fqEj3pwwRn37smMnB7w2agTSfj+FgympuFt4D40tLfBiJ3uMHBpS4d1MT6JNKxusX/4DflwZhQOHU5B64iRMGzVEH7eX8fqYkXq9y6a328t47+3J2Lh9B9bEbEZpaSlsWlg/dVIC6O+Y0bcGDWSY8cbrOHr8d/x++iz2HkhGo4YN0cbGBh/933SEDtb8Vl3VZ0NFqnpNn/Rc8Sw0kMng3c9dPVqj68sC8PzOUw4dO+CX77/G98t+wYHDKVAolHCw74CFn0XCzNS00nPS1/M+0nqi6xuvjcGEUSOqfHAaUPbF5Lv5cxG7aze27diF/clHcL+4GI0tLdDKpiXemjBW43Nr+uTXkXw0Fecy/sKBw0dhbGwMmxbWmPHG6xgeHKgzuXuURHhWE+ZERERET+CprykhIiIi0icmJURERCQKTEqIiIhIFJiUEBERkSgwKSEiIiJRqHdJSUxMTG2HoBeHDz+7W56fJ/ZDXNgPcWE/xKW+9KMuq3dJiYGOn9yuix4+4VMSxYr9EBf2Q1zYD3GpL/2oy+rHGZyIiIjqPCYlREREJApMSoiIiEgUmJQQERGRKDApISIiIlFgUkJERESiwKSEiIiIRIFJCREREYkCkxIiIiISBSYlREREJApMSoiIiEgUmJQQERGRKDApISIiIlFgUkJERESiwKSEiIiIRMGwtgPQN9MCBc6EzK/tMGrsweB2OLOI/agJxy0za2W7RET0dDhSQkRERKLApISIiIhEgUkJERERiQKTEiIiIhIFJiVEREQkCqJMSpRKJRYtWoQBAwbA3d0d7733HvLz82s7LCIiInqGRJWUKBQKAMDKlSuxf/9+rFy5Ejt27AAAfPzxx7UZGhERET1jNU5KYmJiEB4erlGWnZ2NHj16ICcnB3PmzIG/vz/c3d0RFhaGhIQEdb20tDS4ubkhPj4eQUFB8PLyAgBs2bIFo0ePRuvWrWFqaopp06bh0KFDuHbtWk3DJSIiIpGqcVLi6+uLrKwspKenq8vi4uLQvXt32NjYwNnZGVFRUZDL5ZgwYQIiIyORmZmprqtUKpGcnIyoqCgkJiaisLAQ169fR+fOndV1WrdujUaNGiEjI6Om4RIREZFI1TgpMTc3h4eHB2JjYwEAgiAgLi4OgYGBAIDg4GBYWlpCKpXCx8cH9vb2OHbsmEYbU6dOhampKWQyGYqKigAApqamGnXMzMzUy4iIiKj+0cs1JQEBAUhISIBCoUBqaioKCwvRr18/qFQqLF26FKGhofDw8ICnpycyMjKQl5f3TwAGBrC2tlb/3ahRIwDAvXv3NLZRWFioXkZERET1j15++8bNzQ3GxsZISkqCXC6Ht7c3ZDIZdu7cia1bt2Lx4sWws7ODgYEBIiIiIAiCel2JRAKJRKL+28zMDC1atMD58+fh4OAAALh69SqKiopgb2+vj3CJiIhIhPQyUiKVSuHv74/o6GjI5XL11E1RURGkUimsrKygUqmwbdu2al0XEhISglWrViE7Oxv37t3D999/j549e8LGxkYf4RIREZEI6e1XggMCArBixQrY2dnByckJADB48GCkpqYiJCQEMpkMfn5+cHFxqbKtsWPHorCwEKNHj0ZpaSnc3Nwwb948fYVKREREIqS3pMTW1hZpaWkaZTKZDAsWLKhwHVdXV6SkpGiVS6VSTJ8+HdOnT9dXeERERCRyonp4GhEREf17MSkhIiIiUWBSQkRERKLApISIiIhEQW8XuorFPQtDOG6ZWdth1NjNffvguGVEbYdRY/WlH0RE9OxxpISIiIhEgUkJERERiQKTEiIiIhIFJiVEREQkCkxKiIiISBSYlBAREZEoMCkhIiIiUah3zykxLVDgTMj82g6jxh4Mboczi9gPsWA/qlYfng9ERLWLIyVEREQkCkxKiIiISBSYlBAREZEoMCkhIiIiUWBSQkRERKIgyrtvdu3ahQ0bNuDPP//EgwcPkJKSUtshERER0TMmqpEShUIBADA3N8fQoUMxY8aMWo6IiIiInpcaJyUxMTEIDw/XKMvOzkaPHj2Qk5ODOXPmwN/fH+7u7ggLC0NCQoK6XlpaGtzc3BAfH4+goCB4eXkBAHr27AlfX1+0atWqpuERERFRHVHjpMTX1xdZWVlIT09Xl8XFxaF79+6wsbGBs7MzoqKiIJfLMWHCBERGRiIzM1NdV6lUIjk5GVFRUUhMTKxpOERERFRH1TgpMTc3h4eHB2JjYwEAgiAgLi4OgYGBAIDg4GBYWlpCKpXCx8cH9vb2OHbsmEYbU6dOhampKWQyWU3DISIiojpKL9eUBAQEICEhAQqFAqmpqSgsLES/fv2gUqmwdOlShIaGwsPDA56ensjIyEBeXt4/ARgYwNraWh9hEBERUR2ml7tv3NzcYGxsjKSkJMjlcnh7e0Mmk2Hnzp3YunUrFi9eDDs7OxgYGCAiIgKCIKjXlUgkkEgk+giDiIiI6jC9jJRIpVL4+/sjOjoacrlcPXVTVFQEqVQKKysrqFQqbNu2DRkZGVW2p1Qq8fDhQ/XdOA8fPsTDhw81khkiIiKqX/R2S3BAQACOHz8OGxsbODk5AQAGDx4MJycnhISEwM/PDxcvXoSLi0uVbe3YsQO9e/fGW2+9BaVSid69e6N37964du2avsIlIiIikdHbw9NsbW2RlpamUSaTybBgwYIK13F1ddX5YLSAgAAEBAToKzQiIiKqA0T18DQiIiL692JSQkRERKLApISIiIhEQZQ/yFcT9ywM4bhlZm2HUWM39+2D45YRtR1GjbEf4lJf+kFE9RNHSoiIiEgUmJQQERGRKDApISIiIlFgUkJERESiwKSEiIiIRIFJCREREYkCkxIiIiISBYlQz356N2F5NNrEZdV2GDV2ZXA79kNE2A9xYT/Ehf2ovvrwHK1niSMlREREJApMSoiIiEgUmJQQERGRKDApISIiIlFgUkJERESiIMpfCf7uu+9w8OBB5ObmokGDBujTpw/efvttWFhY1HZoRERE9IyIaqREoVAAAKRSKebOnYs9e/Zg3bp1uHHjBiIjI2s3OCIiInqmapyUxMTEIDw8XKMsOzsbPXr0QE5ODubMmQN/f3+4u7sjLCwMCQkJ6nppaWlwc3NDfHw8goKC4OXlBQB488030alTJxgaGsLKygojRozA8ePHaxoqERERiViNkxJfX19kZWUhPT1dXRYXF4fu3bvDxsYGzs7OiIqKglwux4QJExAZGYnMzEx1XaVSieTkZERFRSExMVHnNlJTU2Fvb1/TUImIiEjEapyUmJubw8PDA7GxsQAAQRAQFxeHwMBAAEBwcDAsLS0hlUrh4+MDe3t7HDt2TKONqVOnwtTUFDKZTKv9PXv2YNOmTfi///u/moZKREREIqaXa0oCAgKQkJAAhUKB1NRUFBYWol+/flCpVFi6dClCQ0Ph4eEBT09PZGRkIC8v758ADAxgbW2ts93du3fj008/xTfffINOnTrpI1QiIiISKb3cfePm5gZjY2MkJSVBLpfD29sbMpkMO3fuxNatW7F48WLY2dnBwMAAERERePTndiQSCSQSiVab27dvx8KFC/HNN9+gW7du+giTiIiIREwvIyVSqRT+/v6Ijo6GXC5XT90UFRVBKpXCysoKKpUK27ZtQ0ZGRpXtRUdHY9GiRfj++++ZkBAREf1L6O05JQEBAVixYgXs7Ozg5OQEABg8eDBSU1MREhICmUwGPz8/uLi4VNnWV199BalUismTJ2uUHzhwQF/hEhERkcjoLSmxtbVFWlqaRplMJsOCBQsqXMfV1RUpKSla5Y+3Q0RERPWfqB6eRkRERP9eTEqIiIhIFJiUEBERkSiI8gf5auKehSEct8ys7TBq7Oa+fXDcMqK2w6gx9kNc2A9xYT/Epb70oy7jSAkRERGJApMSIiIiEgUmJURERCQKTEqIiIhIFJiUEBERkSgwKSEiIiJRYFJCREREolDvnlNiWqDAmZD5tR1GjT0Y3A5nFrEf9eGZM0REVD0cKSEiIiJRYFJCREREosCkhIiIiESBSQkRERGJApMSIiIiEgVR3n2zZMkS7Nq1CwUFBTA2NoaLiwtmzJiBFi1a1HZoRERE9IyIaqREoVAAAPz9/fHrr79i//79iI2NRYsWLfDBBx/UcnRERET0LNU4KYmJiUF4eLhGWXZ2Nnr06IGcnBzMmTMH/v7+cHd3R1hYGBISEtT10tLS4Obmhvj4eAQFBcHLywsA0K5dO5iamgIABEGAgYEBLl26VNNQiYiISMRqPH3j6+uLhQsXIj09HQ4ODgCAuLg4dO/eHTY2NnB2dsa0adNgZmaG3bt3Y/bs2XjhhRdgZ2cHAFAqlUhOTkZUVBQMDf8JJyEhAZ9//jmKiooglUrxzjvv1DRUIiIiErEaj5SYm5vDw8MDsbGxAMpGNuLi4hAYGAgACA4OhqWlJaRSKXx8fGBvb49jx45ptDF16lSYmppCJpOpy3x9fbF//34kJCRg4sSJ6NixY01DJSIiIhHTyzUlAQEBSEhIgEKhQGpqKgoLC9GvXz+oVCosXboUoaGh8PDwgKenJzIyMpCXl/dPAAYGsLa2rrDtpk2bIiQkBO+88w4KCgr0ES4RERGJkF7uvnFzc4OxsTGSkpIgl8vh7e0NmUyGnTt3YuvWrVi8eDHs7OxgYGCAiIgICIKgXlcikUAikVTavlKpRHFxMW7evAkLCwt9hExEREQio5eREqlUCn9/f0RHR0Mul6unbsqvB7GysoJKpcK2bduQkZFRaVsqlQrr16/HnTt3AAC5ublYsGABbGxs0K5dO32ES0RERCKkt+eUBAQEYMWKFbCzs4OTkxMAYPDgwUhNTUVISAhkMhn8/Pzg4uJSZVvJycn4+eefUVxcDDMzM3Tv3h0//PCDxoWwREREVL/o7Sxva2uLtLQ0jTKZTIYFCxZUuI6rqytSUlI0ygwMDPDdd9/pKywiIiKqI0T18DQiIiL692JSQkRERKLApISIiIhEod5dOXrPwhCOW2bWdhg1dnPfPjhuGVHbYdRYfekHERE9exwpISIiIlFgUkJERESiwKSEiIiIRIFJCREREYkCkxIiIiISBSYlREREJApMSoiIiEgU6t1zSkwLFDgTMr+2w6ixB4Pb4cyiZ9uP+vA8FyIiqj84UkJERESiwKSEiIiIRIFJCREREYkCkxIiIiISBSYlREREJAqiTkpUKhXGjx8PV1dX5Obm1nY4RERE9AyJKilRKBQaf//666+QyWS1FA0RERE9TzVOSmJiYhAeHq5Rlp2djR49eiAnJwdz5syBv78/3N3dERYWhoSEBHW9tLQ0uLm5IT4+HkFBQfDy8lIvu3TpEjZs2IBp06bVNEQiIiKqA2qclPj6+iIrKwvp6enqsri4OHTv3h02NjZwdnZGVFQU5HI5JkyYgMjISGRmZqrrKpVKJCcnIyoqComJiQDKpm3mzp2L6dOnw8zMrKYhEhERUR1Q46TE3NwcHh4eiI2NBQAIgoC4uDgEBgYCAIKDg2FpaQmpVAofHx/Y29vj2LFjGm1MnToVpqam6qmadevWoUmTJujXr19NwyMiIqI6Qi+PmQ8ICMDHH3+M6dOn4/jx4ygsLES/fv2gUqmwbNkyJCYm4vbt25BIJCguLkZeXp56XQMDA1hbW6v/vnLlCqKiorB69Wp9hEZERER1hF6SEjc3NxgbGyMpKQlyuRze3t6QyWTYuXMntm7disWLF8POzg4GBgaIiIiAIAjqdSUSCSQSifrv33//HXl5eRg+fDgAqOu++uqrmDJlCsLCwvQRMhEREYmMXpISqVQKf39/REdH4+zZs1i6dCkAoKioCFKpFFZWVlCpVIiNjUVGRgb69OlTYVsDBw5Ejx491H/fuHED48aNw+LFi9GuXTt9hEtEREQipLdfCQ4ICMCKFStgZ2cHJycnAMDgwYORmpqKkJAQyGQy+Pn5wcXFpdJ2ZDKZxm3ASqUSANCkSRM0bNhQX+ESERGRyOgtKbG1tUVaWppGmUwmw4IFCypcx9XVFSkpKZW2a2Njo9UuERER1T+iengaERER/XsxKSEiIiJRYFJCREREoqC3a0rE4p6FIRy3zKztMGrs5r59cNwyorbDICIiem44UkJERESiwKSEiIiIRIFJCREREYkCkxIiIiISBSYlREREJApMSoiIiEgUmJQQERGRKNS7pMS0QIEzIfNxJmR+bYdCRERET6DeJSVERERUNzEpISIiIlFgUkJERESiwKSEiIiIRIFJCREREYmCKH8lODIyEjt37oSxsbG6bOrUqQgLC6vFqIiIiOhZElVSolAoYGhYFtLgwYPx0Ucf1XJERERE9LzUePomJiYG4eHhGmXZ2dno0aMHcnJyMGfOHPj7+8Pd3R1hYWFISEhQ10tLS4Obmxvi4+MRFBQELy+vmoZDREREdVSNkxJfX19kZWUhPT1dXRYXF4fu3bvDxsYGzs7OiIqKglwux4QJExAZGYnMzEx1XaVSieTkZERFRSExMVFdvnfvXnh5eSE0NBSLFi3C/fv3axoqERERiViNkxJzc3N4eHggNjYWACAIAuLi4hAYGAgACA4OhqWlJaRSKXx8fGBvb49jx45ptDF16lSYmppCJpMBAIYPH46NGzdi9+7d+PLLL3Hs2DF88sknNQ2ViIiIREwvd98EBAQgISEBCoUCqampKCwsRL9+/aBSqbB06VKEhobCw8MDnp6eyMjIQF5e3j8BGBjA2tpao73OnTujSZMmMDAwQIcOHTBjxgzs2bMHJSUl+giXiIiIREgvF7q6ubnB2NgYSUlJkMvl8Pb2hkwmw86dO7F161YsXrwYdnZ2MDAwQEREBARBUK8rkUggkUgqbd/AoCx3enQ9IiIiql/0MlIilUrh7++P6OhoyOVy9dRNUVERpFIprKysoFKpsG3bNmRkZFTZ3q5du1BYWAgAuHz5MhYuXAh3d3eYmJjoI1wiIiISIb3dEhwQEIAVK1bAzs4OTk5OAMpu601NTUVISAhkMhn8/Pzg4uJSZVubNm3CggULUFJSgsaNG8PT0xMTJ07UV6hEREQkQnpLSmxtbZGWlqZRJpPJsGDBggrXcXV1RUpKilb5smXL9BUWERER1RF8zDwRERGJApMSIiIiEgUmJURERCQKovrtG324Z2EIxy0zazsMIiIiekIcKSEiIiJRYFJCREREosCkhIiIiESBSQkRERGJApMSIiIiEgUmJURERCQKTEqIiIhIFJiUEBERkSjUu6TEtEBR2yEQERHRU6h3SQkRERHVTUxKiIiISBSYlBAREZEoMCkhIiIiURDtrwSnpKTgf//7Hy5cuABjY2MMHDgQM2fy13+JiIjqK1ElJQqFAoaGhkhLS8P777+PWbNmwd3dHYIg4OLFi7UdHhERET1DNZ6+iYmJQXh4uEZZdnY2evTogZycHMyZMwf+/v5wd3dHWFgYEhIS1PXS0tLg5uaG+Ph4BAUFwcvLCwCwZMkSDBkyBAMGDICxsTFMTEzQqVOnmoZKREREIlbjpMTX1xdZWVlIT09Xl8XFxaF79+6wsbGBs7MzoqKiIJfLMWHCBERGRiIzM1NdV6lUIjk5GVFRUUhMTERxcTHOnDkDpVKJkSNHon///pg4cSLOnj1b01CJiIhIxGqclJibm8PDwwOxsbEAAEEQEBcXh8DAQABAcHAwLC0tIZVK4ePjA3t7exw7dkyjjalTp8LU1BQymQx3796FSqXCrl27EBkZiYSEBLzyyiuYNm0aCgsLaxouERERiZRe7r4JCAhAQkICFAoFUlNTUVhYiH79+kGlUmHp0qUIDQ2Fh4cHPD09kZGRgby8vH8CMDCAtbW1+u9GjRqp27S3t4eRkRHGjRsHhUKBkydP6iNcIiIiEiG9XOjq5uYGY2NjJCUlQS6Xw9vbGzKZDDt37sTWrVuxePFi2NnZwcDAABERERAEQb2uRCKBRCJR/21qagobGxuNMl31iIiIqH7Ry0iJVCqFv78/oqOjIZfL1VM3RUVFkEqlsLKygkqlwrZt25CRkVFle0OHDkVsbCwyMzOhUCiwevVqGBkZwdnZWR/hEhERkQjp7ZbggIAArFixAnZ2dnBycgIADB48GKmpqQgJCYFMJoOfnx9cXFyqbCsiIgL379/HlClT8PDhQzg4OOC7776DqampvsIlIiIikdFbUmJra4u0tDSNMplMhgULFlS4jqurK1JSUrTKJRIJJk+ejMmTJ+srPCIiIhI5PmaeiIiIRIFJCREREYkCkxIiIiISBSYlREREJAr1Lim5ZyGq3xgkIiKiaqp3SQkRERHVTUxKiIiISBSYlBAREZEoMCkhIiIiUWBSQkRERKLApISIiIhEgUkJERERiUK9e6iHaYECZ0Lma5U7bplZC9EQERFRdXGkhIiIiESBSQkRERGJApMSIiIiEgUmJURERCQKTEqIiIhIFER5982wYcNw7do19d8qlQoPHz7E2rVr0alTp1qMjIiIiJ4VUSUlCoUChoaGiImJ0ShfsmQJ9u/fz4SEiIioHqvx9E1MTAzCw8M1yrKzs9GjRw/k5ORgzpw58Pf3h7u7O8LCwpCQkKCul5aWBjc3N8THxyMoKAheXl5a7SsUCmzfvh2hoaE1DZWIiIhErMZJia+vL7KyspCenq4ui4uLQ/fu3WFjYwNnZ2dERUVBLpdjwoQJiIyMRGZmprquUqlEcnIyoqKikJiYqNX+vn37cO/ePfj7+9c0VCIiIhKxGicl5ubm8PDwQGxsLABAEATExcUhMDAQABAcHAxLS0tIpVL4+PjA3t4ex44d02hj6tSpMDU1hUwm02p/8+bN8Pb2hpmZWU1DJSIiIhHTy903AQEBSEhIgEKhQGpqKgoLC9GvXz+oVCosXboUoaGh8PDwgKenJzIyMpCXl/dPAAYGsLa21tnu1atXkZqaiiFDhugjTCIiIhIxvVzo6ubmBmNjYyQlJUEul8Pb2xsymQw7d+7E1q1bsXjxYtjZ2cHAwAAREREQBEG9rkQigUQi0dnupk2bYG9vDycnJ32ESURERCKml5ESqVQKf39/REdHQy6Xq6duioqKIJVKYWVlBZVKhW3btiEjI6NabZaWliIuLo6jJERERP8Sent4WkBAAI4fPw4bGxv1yMbgwYPh5OSEkJAQ+Pn54eLFi3BxcalWe3v37kVJSQkGDRqkrxCJiIhIxPT2nBJbW1ukpaVplMlkMixYsKDCdVxdXZGSkqJzmY+PD3x8fPQVHhEREYkcHzNPREREosCkhIiIiESBSQkRERGJgqh++0Yf7lkYwnHLzNoOg4iIiJ4QR0qIiIhIFJiUEBERkSgwKSEiIiJRYFJCREREosCkhIiIiESBSQkRERGJApMSIiIiEoV6l5SYFihwJmR+bYdBRERET6jeJSVERERUNzEpISIiIlFgUkJERESiwKSEiIiIRIFJCREREYmCKH8l+NatW/j666+RmpoKpVIJBwcHzJgxAy+88EJth0ZERETPiKhGShQKBQBgwYIFKCgowObNm5GYmIjOnTvjnXfegSAItRwhERERPSs1TkpiYmIQHh6uUZadnY0ePXogJycHc+bMgb+/P9zd3REWFoaEhAR1vbS0NLi5uSE+Ph5BQUHw8vICAFy5cgUDBgyAubk5jIyMEBQUhNzcXBQUFNQ0XCIiIhKpGiclvr6+yMrKQnp6urosLi4O3bt3h42NDZydnREVFQW5XI4JEyYgMjISmZmZ6rpKpRLJycmIiopCYmIiACAiIgJ79+5FXl4eHj58iC1btqBbt26wtLSsabhEREQkUjVOSszNzeHh4YHY2FgAgCAIiIuLQ2BgIAAgODgYlpaWkEql8PHxgb29PY4dO6bRxtSpU2FqagqZTAYAcHZ2hkqlwsCBA+Hu7g65XI5Zs2bVNFQiIiISMb1cUxIQEICEhAQoFAqkpqaisLAQ/fr1g0qlwtKlSxEaGgoPDw94enoiIyMDeXl5/wRgYABra2v13yqVCm+++SZsbW2xb98+HDx4EOPHj8eECRNw+/ZtfYRLREREIqSXpMTNzQ3GxsZISkpCbGwsvL29IZPJsGvXLmzduhVffPEF5HI59u3bhxdeeEHjglWJRAKJRKL+++7du8jOzsbw4cNhamoKIyMjBAcHQxAE/PHHH/oIl4iIiERIL0mJVCqFv78/oqOjIZfL1VM3RUVFkEqlsLKygkqlwrZt25CRkVFpW5aWlrC1tcWGDRtQXFwMhUKBbdu2oaioCB07dtRHuERERCRCerslOCAgAMePH4eNjQ2cnJwAAIMHD4aTkxNCQkLg5+eHixcvwsXFpcq2vv76a+Tk5GDw4MHo378/NmzYgPnz56N169b6CpeIiIhERm8PT7O1tUVaWppGmUwmw4IFCypcx9XVFSkpKVrl7du3x8KFC/UVGhEREdUBonp4GhEREf17MSkhIiIiUWBSQkRERKJQ75KSexaGcNwys7bDICIioidU75ISIiIiqpuYlBAREZEoMCkhIiIiUWBSQkRERKLApISIiIhEgUkJERERiQKTEiIiIhIFvf32jViYFihwJmR+pXX4HBMiIiLx4UgJERERiQKTEiIiIhIFJiVEREQkCkxKiIiISBSYlBAREZEoiPLum/z8fHz77bc4cuQIHjx4gD59+uD999+Hubl5bYdGREREz4ioRkoUCgUAYPbs2bh//z42b96M7du3o6CgAB9//HEtR0dERETPUo2TkpiYGISHh2uUZWdno0ePHsjJycGcOXPg7+8Pd3d3hIWFISEhQV0vLS0Nbm5uiI+PR1BQELy8vFBcXIxDhw7h9ddfR6NGjWBhYYFx48bh4MGDuH79ek3DJSIiIpGqcVLi6+uLrKwspKenq8vi4uLQvXt32NjYwNnZGVFRUZDL5ZgwYQIiIyORmZmprqtUKpGcnIyoqCgkJiZCEAT1v3Ll///oNoiIiKh+qXFSYm5uDg8PD8TGxgIoSyDi4uIQGBgIAAgODoalpSWkUil8fHxgb2+PY8eOabQxdepUmJqaQiaToWHDhujevTuWLVuGwsJC5OXl4ZdffgEAFBUV1TRcIiIiEim9XFMSEBCAhIQEKBQKpKamorCwEP369YNKpcLSpUsRGhoKDw8PeHp6IiMjA3l5ef8EYGAAa2trjfbmzZsHY2NjDB06FGPGjIGHhwcAwNLSUh/hEhERkQjp5e4bNzc3GBsbIykpCXK5HN7e3pDJZNi5cye2bt2KxYsXw87ODgYGBoiIiNCYmpFIJJBIJBrtNW/eHJ9//rn674MHD8LExARdunTRR7hEREQkQnoZKZFKpfD390d0dDTkcrl66qaoqAhSqRRWVlZQqVTYtm0bMjIyqmwvKysLBQUFUKlUOHPmDL7++muMGTMGZmZm+giXiIiIREhvzykJCAjAihUrYGdnBycnJwDA4MGDkZqaipCQEMhkMvj5+cHFxaXKtk6cOIGlS5fi3r17aN68OYYNG4ZXX31VX6ESERGRCOktKbG1tUVaWppGmUwmw4IFCypcx9XVFSkpKVrlISEhCAkJ0VdoREREVAeI6uFpRERE9O/FpISIiIhEgUkJERERiYIof5CvJu5ZGMJxy8zaDoOIiIieEEdKiIiISBSYlBAREZEoMCkhIiIiUWBSQkRERKLApISIiIhEgUkJERERiQKTEiIiIhIFJiVEREQkCkxKiIiISBSYlBAREZEoMCkhIiIiUWBSQkRERKLApISIiIhEgUkJERERiQKTEiIiIhIFJiVEREQkChJBEITaDkJf5i9cggOHj6BZs2a1HUqN5efnw9LSsrbDqDH2Q1zYD3FhP8SlrvajU8cOmDn9zdoOQy/q3UiJpLYD0BNFaWlth6AX7Ie4sB/iwn6IS33pR50m1DOjRo2q7RD0gv0QF/ZDXNgPcWE/SF/q3UgJERER1U1MSoiIiEgU6l1SEhISUtsh6AX7IS7sh7iwH+LCfpC+1Ku7b4iIiKjuqncjJURERFQ3GdZ2AE/j0qVLiIyMREFBASwsLDBnzhzY2tpq1FEqlfjqq69w6NAhSCQSjB07FsHBwbUTcAWq048ff/wRGzduVD97xdnZGe+//35thKvTwoULsXfvXuTk5CA6OhodO3bUqlMX9gVQvb6IfX/k5+fj448/xtWrV2FkZARbW1t88MEHsLKy0qj34MEDzJkzB+fOnYNUKsX06dPRt2/fWopaW3X7ERkZiaNHj6qfLdG/f3+89tprtRBxxd59913k5ORAIpGgYcOGeO+99+Dg4KBRp64cI9Xpi9iPkXLLli3DsmXLdB7rYj8+6rXavv3naUyaNEmIj48XBEEQ4uPjhUmTJmnViY2NFd58801BqVQKd+7cEQYNGiRkZ2c/71ArVZ1+LF26VPj222+fc2TVd+LECeHatWvC4MGDhT///FNnnbqwLwShen0R+/7Iz88XUlNT1X8vXLhQmDNnjla9ZcuWCfPmzRMEQRAuXbokeHt7C0VFRc8tzqpUtx+zZ88WoqOjn2doT6ywsFD9/3K5XAgPD9eqU1eOker0RezHiCAIwrlz54S33367wmNd7MdHfVbnpm/u3LmD8+fPw8fHBwDg4+OD8+fPIy8vT6Peb7/9huDgYBgYGMDKygoeHh7YvXt3bYSsU3X7IXbdunVDixYtKq0j9n1Rrjp9ETsLCwu4urqq/3ZycsL169e16v32228IDQ0FANja2qJz5844dOjQc4uzKtXtR11gamqq/v979+7BwED7Y7euHCPV6YvYlZSUYMGCBZg5c2aFdcR+fNRndW76Jjc3F82bN4dUKgUASKVSNGvWDLm5uRpDu9evX0fLli3Vf7do0QK5ubnPPd6KVLcfAJCYmIgjR46gSZMmmDRpErp27VobIT81se+LJ1VX9odKpcKmTZvg7u6utUzXPhHrSb+yfgDAr7/+is2bN6N169Z466230L59++ccYdXmzZuHI0eOAAC+++47reV16Ripqi+AuI+RpUuXYtCgQbCxsamwTl06PuqbOpeU/NsMGTIEr732GgwNDXHkyBG8++672LBhQ538fYb6oC7tjy+//BINGjTAsGHDajuUGqmsH2+88QaaNm0KAwMDxMXF4e2338a2bdvUyb5YfPTRRwCA+Ph4LFq0qMKTeV1QVV/EfIycOnUK586dw9tvv13boVAF6tzYm7W1NW7cuAGlUgmg7AKxmzdvwtraWqNeixYtcO3aNfXf169f16pTm6rbj6ZNm8LQsCx3fOWVV2BtbY0LFy4893hrQuz74knUlf2xcOFCXL58GZ9//rnOIXZd+0SMU1dV9aN58+bq8sGDB6O4uBg3btx43mFWm7+/P44dO4b8/HyN8rp4jFTUFzEfI8ePH8fFixcRGBiIgIAA3LhxA2+//bZ65KdcXTk+6qM6l5Q0btwYL7zwAnbt2gUA2LVrFxwcHLSmPAYMGICtW7dCpVIhLy8P+/fvR//+/WsjZJ2q249HP2DT09Nx7do1tG3b9rnGWlNi3xdPoi7sjyVLluDcuXP4+uuvYWxsrLNO//79sXnzZgDA5cuXcfbsWfTs2fN5hlml6vTj0f1x+PBhGBgYiOpXwu/fv68x7J+UlARzc3NYWFho1KsLx0h1+yLmY2Ts2LFISEhAbGwsYmNj0bx5c3z//fd45ZVXNOrVheOjvqqTD0/LysrC7NmzUVhYCDMzM8yZMwft2rXD1KlTMXnyZLz44otQKpX44osv1BnwmDFj1BcuiUV1+jF79mz1bWlGRkaYOHEi+vTpU9uhq3355ZeQy+W4ffs2LC0tYWFhgZiYmDq3L4Dq9UXs++PChQsYPnw4bG1tIZPJAAA2Njb46quvEB4ejkWLFqFZs2YoLi5GZGQk0tPTYWBggKlTp8LT07N2g39Edfvxxhtv4Pbt2zAwMECjRo0wbdo0dOnSpZaj/8ft27fx7rvvori4GFKpFObm5pg+fTo6depU546R6vZF7MfIowICAvDtt9+iY8eOder4qM/qZFJCRERE9U+dm74hIiKi+olJCREREYkCkxIiIiISBSYlREREJApMSoiIiEgUmJSQqK1cuRISiQQSiQQZGRlay/fv369eLsbfCnkSY8eORevWrZ/b9spf26ysrKda95dfftF7TPv374evry9sbGwgk8nQunVr+Pr6IioqSl0nKysLEokEP//8s842+vTpU+Htm8nJyZBIJGjevDkUCoXOOuXvJ4lEAkNDQ7Rv3x7jxo3D1atXa9y/JyGRSBAZGflct0lU25iUUJ1gZmaGNWvWaJWvWrUKZmZmtRDRv9uzSEq2bt2Kfv36QSaTYfHixUhISMCnn36Kpk2bYseOHXrZxqpVqwAAN2/exM6dOyusN3bsWBw+fBj79u3Du+++i+3bt6N///4oLi7WSxxEpBt/+4bqhNDQUKxduxZz586FRCIBABQXF2Pjxo0YMmQIVq5cWbsBUo198803cHFxwZYtW9T7GCh7kJhKpapx+w8ePEBMTAw8PT1x9OhRrFq1CgEBATrrtmrVSv2Uzz59+sDMzAxjx47Fzp07RfdQM6L6hCMlVCdERETg0qVLOHjwoLpsy5YtUKlUGDJkiM51yh/VbWZmhkaNGsHHxwenT5/WqJOYmAg/Pz+0bNkSDRs2hJOTE77++mv1bxKVa9euHUaNGoXo6Gh07twZjRo1gqurq0Y8Ffnrr78QERGB9u3bo0GDBrCzs8OUKVOQl5ens/6hQ4fw8ssvQyaToV27dvj+++81ll+/fh1jxoyBjY0NTExM0LJlSwwePFjj8d7Xrl3D6NGj0bRpU5iYmKBr165Yu3ZtlbHqmjIony4pT/w8PT2xf/9+9VSIRCLRmC65ePEiRo4ciWbNmsHExATdunXDli1bqtz2nTt30Lx5c42EpJyu3715Ulu3bkVBQQHeeOMNhISEIDY2tsJ98LiXX34ZQNm+1CU1NRUSiQTbt2/XWvbGG2+gWbNmKC0tBQBER0fDy8sLzZo1g6mpKVxcXNQjOJUZO3Ys2rVrp1Xu6empNV118+ZNTJ48Ga1atYKJiQk6deqEZcuWVbkNotrGkRKqE9q2bQt3d3esWbMGffv2BQCsXr0aISEhMDU11aofHx+PoKAg+Pv7q0/GCxYsQN++fXHq1Cm0adMGAJCZmYn+/fvj7bffhkwmQ1paGiIjI3Hz5k3Mnz9fo80DBw4gPT0d8+bNg0wmw0cffYTBgwcjKyur0l9AzcnJQZs2bbBw4UJYWVkhMzMTn332Gfz8/HD48GGNunfv3sXw4cPx/vvvo2PHjoiOjsbUqVPV39SBfxK0L7/8Em3atEFubi727NmD+/fvAwCKiorg4eGBvLw8fPbZZ2jTpg3Wrl2LiIgI3L9/HxMnTnyqfVDuhx9+wKhRo6BUKvHjjz8CAMzNzQEAV65cgZubG5o3b45vv/0WzZo1w/r16zFkyBBs3boVgYGBFbbbo0cPrFq1CrNmzcKwYcPQpUsXnQlKOZVKVeF1IbqsWrUKlpaWCAwMhIWFBaKiohAdHY0pU6ZUue7FixcBoML9/PLLL8PBwQFr167V6GNJSQnWr1+P8PBwGBkZASh7zw0dOhQzZ86EgYEBkpKSMGHCBBQXF2Py5MnV7k9F7t69iz59+qgfld6+fXvs2rULU6ZMwcOHD/kLuSRuApGIrVixQgAg/Pnnn8Ly5csFS0tLobi4WMjJyRGkUqmQmJgoyOVyAYDw22+/qdfr0KGD4OXlpdFWQUGB0KRJE2HatGk6t6VSqYTS0lLhk08+ESwtLQWlUqle1rZtW8HS0lK4c+eOuiw1NVUAIERFRT1Rn0pLS4UDBw4IAITjx4+ry8eMGSMAENatW6dRf8CAAYKtra2gUqkEQRCERo0aCYsWLaqw/e+//14AIMjlco3y/v37C82aNRMUCoUgCP+8thcvXlTXASDMnj1bY72LFy8KAIQVK1aoyzw8PITevXtrbXv8+PFC06ZNhVu3bmn1wdnZucKYBUEQcnNzhb59+woABACCubm5EBQUJKxfv15nPJX98/Dw0Fin/P0yceJEQRAEQalUCq1atRLc3Ny04gAgfPDBB0JpaalQXFwsHD58WOjUqZPQsGFDITs7u8L4P/nkE0Emkwn5+fnqsi1btggAhJSUFJ3rKJVKobS0VJgwYYLQtWtXrTge3RdjxowR2rZtq9WGh4eHRn/nzp0rmJiYCBkZGRr1JkyYIDRp0kQoLS2tsA9EtY3TN1RnhIWF4eHDh4iNjUVUVBRatGih85dU//zzT1y4cAEjR46EQqFQ/2vYsCF69uyJpKQkdd1r165h0qRJaNu2LYyNjWFkZIRZs2YhPz9fYzoEAHr27KnxK87lP/x2+fLlSuMuKSnBZ599hk6dOqFBgwYwMjJSj/akp6dr1JVKpVrTUSNGjMDly5eRnZ0NoOxb+ZdffolFixbhjz/+gPDYz1clJSWhVatWWkP6o0aNws2bN3H27NlK462JhIQE+Pn5wcLCQuO19/HxwcmTJ3H37t0K123evDmSkpJw9OhRzJ07F3379sXu3bsxfPhwvP7661r1Z82ahdTUVK1/zs7OWnXXrl0LpVKJ0aNHAyibDho1ahRSUlK09gEAfPbZZzAyMkKDBg3Qs2dPGBkZYceOHbCxsakw/lGjRuHhw4fYsGGDumzNmjVwcHBAjx491GV//vknXn31VbRq1QpGRkYwMjLCzz//rDOOp5GQkAA3Nze0b99eax/cvn37me5/oppiUkJ1hpmZGYKDg7FmzRqsXr0aI0eO1HmtQXky8dprr6k/9Mv/xcXF4fbt2wDKhv8DAwMRFxeHWbNmYe/evUhNTcWHH34IoOzCyEc1btxY428TExOd9R733//+F5GRkRg1ahTi4+Nx9OhR9c+iP76ulZWVepi/nLW1NQCok5L169cjMDAQX3zxBbp27YpWrVph7ty56otB79y5g5YtW2rF0aJFC/XyZ+XGjRtYvXq11uv+3nvvAYD6ta/Myy+/jI8++ghxcXG4evUq+vfvj59//lnreqC2bdvC1dVV65+u6bxVq1bB1tYWjo6OyM/PR35+PoKCggCUTQM+bvz48UhNTcWJEydw69YtnDp1Ch4eHpXG/egUIwDk5+cjPj4eERER6jr37t3DwIEDcfLkScyfPx8HDhxAamoqxo8fj4cPH1b52lTHjRs3kJSUpLUPwsLCAFRvHxDVFl5TQnXK6NGj4e/vD5VKhXXr1ums06RJEwDA559/jgEDBmgtNzY2BgBcuHABaWlpWLNmDUaNGqVeHhsbq9eYo6OjMXr0aMyaNUtddu/ePZ118/LyUFpaqpGY5ObmAii7IwQoG1FYsmQJlixZgvT0dKxatQqzZ89Gs2bNMGXKFDRu3Fjnt+7r168D0E6uHmViYoKSkhKNsic5iTVp0gR9+/bF+++/r3N5ZSMNulhaWmLq1KnYs2cPzp49CycnpydaHwCOHTuGM2fOAIDGSFe5NWvWYN68eRoJbsuWLeHq6vrE24qIiMDrr7+OS5cuYdeuXSgpKdF4bx0+fBiXLl3CgQMH0KdPH3V5da6NkclkWvsGKNs/5e95oGwfNG/eHIsWLdLZjoODw5N0iei5YlJCdcrAgQMxbNgwWFpawtHRUWcdBwcHtGvXDmfOnMHMmTMrbKv8wtBHE4DS0lKNB3Xpw/3797VGP1asWKGzrlKpxKZNmzBixAh1WXR0NGxtbdVJyaMcHBzw2WefYenSpeqRBA8PD2zYsAHJycno3bu3uu6vv/6K5s2b48UXX6ww1rZt22qNSMTHx2vVMzExQWFhoVa5r68vDh8+DEdHRzRo0KDC7ehy7do1nSM858+fBwCdy6pj1apVkEgk2Lhxo1ZCtmvXLsyfPx9yuVznVOCTCgsLw1tvvYWoqCjs3LkTffv2Rdu2bdXLdb3n8vLysG3btirbbtu2LXJzc3Hz5k00a9YMQFlinZ6ejl69eqnr+fr64vvvv4etrS2aN29e4z4RPU9MSqhOkUqlFY6QlJNIJFiyZAmCgoJQUlKCYcOGoWnTpsjNzcWhQ4dga2uLGTNmoHPnzmjbti0+/PBDSKVSGBkZ4dtvv9V7zL6+vli1ahW6dOmCjh07YvPmzTh06JDOumZmZvjPf/6DW7duwd7eHuvWrcPu3bvVT18tKCjAgAEDMHLkSHTq1AlGRkbYtm0b8vLy4O3tDaDs1tFFixYhNDQUn376KVq3bo2oqCj89ttv+PHHHyGVSiuMdcSIEfjkk0/w6aef4pVXXsGBAwd0vt4vvvgifvjhB6xfvx4dOnSAmZkZHBwcMHfuXPTo0QPu7u5466230K5dO+Tl5eH06dPIzMys9IFrvr6+aNOmDQIDA+Hg4IDi4mLs378f33zzDXr27KmRYFVXaWkp1q1bBw8PD53PF+nWrRsWLlyI1atX6yUpMTc3R1BQEJYsWYJr167hp59+0ljeq1cvmJub480338ScOXNQVFSETz75BE2bNkVBQUGlbYeFheGjjz7CqFGjMGPGDNy6dQuff/45mjZtqlHvnXfewfr169G3b1+88847cHBwQFFREc6fP48DBw5UKwEiqjW1faUtUWUevfumIrruvhEEQTh06JDg7+8vWFpaCiYmJkLbtm2F4cOHC4cOHVLXOXHihNC7d2+hQYMGQqtWrYSPPvpI+Omnn7TuSmnbtq0wcuRIrW1Dx90qj7t586YwfPhwwdLSUrC0tBTCw8OFo0ePat3RMmbMGKFVq1ZCcnKy4OrqKpiYmAi2trYad9o8ePBAmDhxovDiiy8KjRo1EszMzARXV1etO4BycnKEUaNGCU2aNBGMjY2FLl26CGvWrNGoo+vum+LiYmHq1KlCixYtBFNTU2HYsGFCSkqKVqzXrl0TBg0aJJiammrd7XLlyhXhtddeE2xsbAQjIyOhRYsWwoABA7S2/7jo6GghLCxMsLOzExo0aCDIZDKhc+fOwn//+1/h7t276nrld9/89NNPOtvp3bu3Op7yu19Wr15d4XbDw8OFRo0aCYWFhYIglO3TDz/8sNJYKxMXFycA0LoTp9yePXuEbt26CTKZTLCzsxMWLVokzJ49W3j841jXe2vLli2Co6OjIJPJhK5duwq7du3SuvtGEAThzp07wvTp04V27doJRkZGQrNmzYQ+ffoI33777VP3i+h5kAjCY5fuExEREdUC3n1DREREosCkhIiIiESBSQkRERGJApMSIiIiEgUmJURERCQKTEqIiIhIFJiUEBERkSgwKSEiIiJRYFJCREREovD/KWGSgBCxA78AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig, ax = plt.subplots(figsize=(5.5, 6))\n",
    "shap.summary_plot(sv, plot_type=\"bar\", sort=False, show=False, max_display=10, color=\"#d45087\")\n",
    "fig, ax = plt.gcf(), plt.gca()\n",
    "ax.set_title(\"Mean absolute SHAP values for the first ten variables\", fontsize=20)\n",
    "ax.set_xlabel(\"Mean absolute SHAP value\", fontsize=16)\n",
    "ax.grid(axis=\"x\")\n",
    "ax.set_yticklabels([f\"var{n}\" for n in range(9, -1, -1)])\n",
    "fig.savefig(\"plots/MASV.png\", dpi=75)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd464c4d",
   "metadata": {},
   "source": [
    "## Compare SHAP Values with Raw Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c5870e1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare data for visualisation\n",
    "df_sv = pd.DataFrame(sv)\n",
    "df_sv.columns = [f\"feat{n}\" for n in range(X.shape[1])]\n",
    "df_sv[\"y\"] = y\n",
    "df_sv[\"variable value\"] = \"shap\"\n",
    "\n",
    "df_raw = pd.DataFrame(X)\n",
    "df_raw.columns = [f\"feat{n}\" for n in range(X.shape[1])]\n",
    "df_sv[\"y\"] = y\n",
    "df_raw[\"variable value\"] = \"raw\"\n",
    "\n",
    "df_all = pd.concat([df_raw, df_sv], axis=0, ignore_index=True)\n",
    "\n",
    "# convert to long format\n",
    "l = pd.melt(\n",
    "    df_all,\n",
    "    id_vars=[\"y\", \"variable value\"],\n",
    "    value_vars=[f\"feat{n}\" for n in range(X.shape[1])],\n",
    ")\n",
    "l[\"variable\"] = l[\"variable\"].str[4:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7f5b3173",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 1)\n",
    "\n",
    "sns.violinplot(\n",
    "    x=\"variable\",\n",
    "    y=\"value\",\n",
    "    data=l.iloc[:50000],\n",
    "    hue=\"variable value\",\n",
    "    ax=ax[0],\n",
    "    linewidth=0.5,\n",
    "    split=True,\n",
    "    scale=\"width\",\n",
    ")\n",
    "sns.violinplot(\n",
    "    x=\"variable\",\n",
    "    y=\"value\",\n",
    "    data=l.iloc[50000:],\n",
    "    hue=\"variable value\",\n",
    "    ax=ax[1],\n",
    "    linewidth=0.5,\n",
    "    split=True,\n",
    "    scale=\"width\",\n",
    ")\n",
    "\n",
    "lim = np.round(l[\"value\"].abs().max()) + 2\n",
    "for a in (0, 1):\n",
    "    ax[a].set_ylim(-lim, lim)\n",
    "    ax[a].grid(axis=\"y\")\n",
    "    ax[a].set_xlabel(\"\")\n",
    "    ax[a].set_ylabel(\"\")\n",
    "    ax[a].legend().remove()\n",
    "ax[1].set_xlabel(\"Variable number\")\n",
    "ax[0].legend()\n",
    "\n",
    "fig.text(\n",
    "    -0.01,\n",
    "    0.5,\n",
    "    \"SHAP or raw value for variable\",\n",
    "    va=\"center\",\n",
    "    rotation=\"vertical\",\n",
    "    fontsize=18,\n",
    ")\n",
    "fig.suptitle(\n",
    "    \"Distributions of SHAP and raw values for informative (0-4)\\nand uninformative (5-49) variables\",\n",
    "    fontsize=20,\n",
    ")\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig(\"plots/distributions.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16d6e916",
   "metadata": {},
   "source": [
    "# Dimensionality Reduction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3cf38bb",
   "metadata": {},
   "source": [
    "## Using Raw Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fe259cbe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for class colours in scatter plots\n",
    "c = [\"#d45087\"] * len(y)  # pink\n",
    "for i in range(len(y)):\n",
    "    if y[i] == 1:\n",
    "        c[i] = \"#003f5c\"  # blue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "24670705",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1mThe TBB threading layer requires TBB version 2021 update 1 or later i.e., TBB_INTERFACE_VERSION >= 12010. Found TBB_INTERFACE_VERSION = 11002. The TBB threading layer is disabled.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# compute 2D embedding of raw variable values using UMAP\n",
    "X_2d = UMAP(\n",
    "    n_components=2,\n",
    "    n_neighbors=200,\n",
    "    min_dist=0,\n",
    "    random_state=seed,\n",
    ").fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0eb10942",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5.5, 6))\n",
    "sns.regplot(\n",
    "    x=\"A\",\n",
    "    y=\"B\",\n",
    "    data=pd.DataFrame(X_2d, columns=[\"A\", \"B\"]),\n",
    "    fit_reg=False,\n",
    "    ax=ax,\n",
    "    scatter_kws={\"alpha\": alpha, \"s\": size, \"color\": c},\n",
    ")\n",
    "\n",
    "# equalise axes and hacky solution for legend\n",
    "ax.axis(\"equal\")\n",
    "x, y = ax.get_xlim(), ax.get_ylim()\n",
    "ax.scatter([99], [99], label=\"1\", alpha=0.7)\n",
    "ax.scatter([99], [99], label=\"0\", alpha=0.7)\n",
    "ax.legend(title=\"$y$\", title_fontsize=14)\n",
    "ax.set_xlim(x)\n",
    "ax.set_ylim(y)\n",
    "\n",
    "ax.set_xlabel(\"\")\n",
    "ax.set_ylabel(\"\")\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "\n",
    "fig.suptitle(\n",
    "    \"2D embedding of raw variable values,\\ncoloured by $y$\",\n",
    "    fontsize=20,\n",
    ")\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig(\"plots/2D_raw.png\", dpi=75)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52fbb5b1",
   "metadata": {},
   "source": [
    "## Using SHAP Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e64b848e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute 2D embedding of SHAP variable values using UMAP\n",
    "sv_2d = UMAP(\n",
    "    n_components=2,\n",
    "    n_neighbors=200,\n",
    "    min_dist=0,\n",
    "    random_state=seed,\n",
    ").fit_transform(sv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e444b3a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5.5, 6))\n",
    "sns.regplot(\n",
    "    x=\"A\",\n",
    "    y=\"B\",\n",
    "    data=pd.DataFrame(sv_2d, columns=[\"A\", \"B\"]),\n",
    "    fit_reg=False,\n",
    "    ax=ax,\n",
    "    scatter_kws={\"alpha\": alpha, \"s\": size, \"color\": c},\n",
    ")\n",
    "\n",
    "# equalise axes and hacky solution for legend\n",
    "ax.axis(\"equal\")\n",
    "x, y = ax.get_xlim(), ax.get_ylim()\n",
    "ax.scatter([99], [99], label=\"1\", alpha=0.7)\n",
    "ax.scatter([99], [99], label=\"0\", alpha=0.7)\n",
    "ax.legend(title=\"$y$\", title_fontsize=14)\n",
    "ax.set_xlim(x)\n",
    "ax.set_ylim(y)\n",
    "\n",
    "ax.set_xlabel(\"\")\n",
    "ax.set_ylabel(\"\")\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "\n",
    "fig.suptitle(\n",
    "    \"2D embedding of SHAP values,\\ncoloured by $y$\",\n",
    "    fontsize=20,\n",
    ")\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig(\"plots/2D_SHAP.png\", dpi=75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1a213374",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n",
    "\n",
    "for data, ax, label in zip([X_2d, sv_2d], axes, [\"Raw values\", \"SHAP values\"]): \n",
    "    sns.regplot(\n",
    "        x=\"A\",\n",
    "        y=\"B\",\n",
    "        data=pd.DataFrame(data, columns=[\"A\", \"B\"]),\n",
    "        fit_reg=False,\n",
    "        ax=ax,\n",
    "        scatter_kws={\"alpha\": alpha, \"s\": size, \"color\": c},\n",
    "    )\n",
    "\n",
    "    # equalise axes and hacky solution for legend\n",
    "    ax.axis(\"equal\")\n",
    "    x, y = ax.get_xlim(), ax.get_ylim()\n",
    "    ax.scatter([99], [99], label=\"1\", alpha=0.7)\n",
    "    ax.scatter([99], [99], label=\"0\", alpha=0.7)\n",
    "    ax.legend(title=\"$y$\", title_fontsize=14)\n",
    "    ax.set_xlim(x)\n",
    "    ax.set_ylim(y)\n",
    "\n",
    "    ax.set_xlabel(\"\")\n",
    "    ax.set_ylabel(\"\")\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    ax.set_title(label, fontsize=14)\n",
    "\n",
    "fig.suptitle(\n",
    "    \"2D embeddings coloured by target variable $y$\",\n",
    "    fontsize=20,\n",
    ")\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig(\"plots/2D_raw_and SHAP.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5627a557",
   "metadata": {},
   "source": [
    "# Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "091dcadf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Identify clusters using DBSCAN\n",
    "sv_2d_labels = DBSCAN(eps=1.5, min_samples=20).fit(sv_2d).labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5092c811",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 129 [ 8.597724 15.34596 ]\n",
      "1 61 [11.641199  7.128071]\n",
      "2 327 [-0.15917726  4.2434287 ]\n",
      "3 188 [14.991733   6.1383224]\n",
      "4 149 [22.218035  -3.5457027]\n",
      "5 146 [12.163431   2.3517752]\n"
     ]
    }
   ],
   "source": [
    "# for each cluster identified, check count and central coordinates of cluster\n",
    "for cluster, count in pd.Series(sv_2d_labels).value_counts().sort_index().items():\n",
    "    print(cluster, count, sv_2d[sv_2d_labels == cluster].mean(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6f7382fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for mapping cluster integers to descriptive labels\n",
    "label_dict = {\n",
    "    0: \"2_(y=0)\",\n",
    "    1: \"3_(y=0)\",\n",
    "    2: \"1_(y=0)\",\n",
    "    3: \"1_(y=1)\",\n",
    "    4: \"3_(y=1)\",\n",
    "    5: \"2_(y=2)\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b004d160",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5.5, 6))\n",
    "ax.scatter(sv_2d[:, 0], sv_2d[:, 1], c=sv_2d_labels, s=size, alpha=alpha)\n",
    "ax.axis(\"equal\")\n",
    "ax.set_xlabel(\"\")\n",
    "ax.set_ylabel(\"\")\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.annotate(r\"$1_{(y=0)}$\", (0.8, 3.2), fontsize=12)\n",
    "ax.annotate(r\"$2_{(y=0)}$\", (9.1, 15), fontsize=12)\n",
    "ax.annotate(r\"$3_{(y=0)}$\", (8.6, 7), fontsize=12)\n",
    "ax.annotate(r\"$1_{(y=1)}$\", (16.5, 6), fontsize=12)\n",
    "ax.annotate(r\"$2_{(y=1)}$\", (12, 0.6), fontsize=12)\n",
    "ax.annotate(r\"$3_{(y=1)}$\", (21, -5.2), fontsize=12)\n",
    "\n",
    "fig.suptitle(\n",
    "    \"Clusters identified in 2D embedding\\nof SHAP values\",\n",
    "    fontsize=20,\n",
    ")\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig(\"plots/2D_SHAP_clusters.png\", dpi=75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2adf0338",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5.5, 6))\n",
    "ax.scatter(sv_2d[:, 0], sv_2d[:, 1], c=sv_2d_labels, s=size, alpha=alpha)\n",
    "ax.axis(\"equal\")\n",
    "ax.set_xlabel(\"\")\n",
    "ax.set_ylabel(\"\")\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.annotate(r\"$1_{(y=0)}$\", (0.8, 3.2), fontsize=12)\n",
    "ax.annotate(r\"$2_{(y=0)}$\", (9.1, 15), fontsize=12)\n",
    "ax.annotate(r\"$3_{(y=0)}$\", (8.6, 7), fontsize=12)\n",
    "ax.annotate(r\"$1_{(y=1)}$\", (16.5, 6), fontsize=12)\n",
    "ax.annotate(r\"$2_{(y=1)}$\", (12, 0.6), fontsize=12)\n",
    "ax.annotate(r\"$3_{(y=1)}$\", (21, -5.2), fontsize=12)\n",
    "\n",
    "fig.suptitle(\n",
    "    \"Clusters identified in 2D embedding\\nof SHAP values\",\n",
    "    fontsize=20,\n",
    ")\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig(\"plots/2D_SHAP_clusters_feature.png\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7671cfd",
   "metadata": {},
   "source": [
    "## SHAP Embedding Clusters Coloured by Raw Variable Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2b5e5929",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vs = [0, 1, 2, 3, 4, 8, 16, 24, 32, 40]\n",
    "\n",
    "fig, axes = plt.subplots(2, 5, figsize=(12, 6))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for ax, v in zip(axes, vs):\n",
    "    im = ax.scatter(sv_2d[:, 0], sv_2d[:, 1], c=X[:, v], s=size, alpha=alpha)\n",
    "    ax.axis(\"equal\")\n",
    "    ax.set_xlabel(\"\")\n",
    "    ax.set_ylabel(\"\")\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    ax.set_title(f\"Variable {v}\", fontsize=14)\n",
    "    \n",
    "    if v == 0:\n",
    "        ax.annotate(r\"$1_{(y=0)}$\", (-0.8, 2), fontsize=9)\n",
    "        ax.annotate(r\"$2_{(y=0)}$\", (9.6, 15), fontsize=9)\n",
    "        ax.annotate(r\"$3_{(y=0)}$\", (6, 7), fontsize=9)\n",
    "        ax.annotate(r\"$1_{(y=1)}$\", (16.7, 5.7), fontsize=9)\n",
    "        ax.annotate(r\"$2_{(y=1)}$\", (10.3, -0.2), fontsize=9)\n",
    "        ax.annotate(r\"$3_{(y=1)}$\", (19, -5.5), fontsize=9)\n",
    "\n",
    "\n",
    "fig.suptitle(\n",
    "    \"SHAP embedding clusters coloured by raw values of informative (0-4)\\nand uninformative (>4) variables\",\n",
    "    fontsize=20,\n",
    ")\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig(\"plots/2D_SHAP_clusters_coloured_by_raw_values.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b0d378d",
   "metadata": {},
   "source": [
    "# Cluster Descriptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e6de2d12",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_X = df_raw.drop(\"variable value\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5ec963f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def skoperules_models(\n",
    "    X: pd.DataFrame,\n",
    "    y: np.array,\n",
    "    labels: np.array,\n",
    "    n_estimators: int = 10,\n",
    "    recall_min: float = 0.2,\n",
    "    max_depth: int = 2,\n",
    "    max_depth_duplication: int = 4,\n",
    "    max_samples: float = 1.0,\n",
    "    random_state: int = seed,\n",
    "):\n",
    "    X[\"cluster\"] = labels\n",
    "    sr_models = {}\n",
    "    for cluster in X[\"cluster\"].value_counts().index.sort_values():\n",
    "        Xc = X.drop(\"cluster\", axis=1)\n",
    "        yc = (X[\"cluster\"] == cluster) * 1\n",
    "        sr = SkopeRules(\n",
    "            feature_names=Xc.columns,\n",
    "            random_state=random_state,\n",
    "            n_estimators=n_estimators,\n",
    "            recall_min=recall_min,\n",
    "            max_depth=max_depth,\n",
    "            max_depth_duplication=max_depth_duplication,\n",
    "            max_samples=max_samples,\n",
    "            max_features=None\n",
    "        )\n",
    "        sr.fit(Xc, yc)\n",
    "        sr_models[cluster] = sr\n",
    "    return sr_models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8469fd56",
   "metadata": {},
   "outputs": [],
   "source": [
    "sv_models = skoperules_models(df_X, y, sv_2d_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2e176c7c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster 2_(y=0)\n",
      "\tfeat1 > 2.3398897647857666\n",
      "\tfeat4 > -1.4165911078453064\n",
      "Precision: 0.9843\n",
      "Recall   : 0.9690\n",
      "\n",
      "Cluster 3_(y=0)\n",
      "\tfeat0 > 0.12441839650273323\n",
      "\tfeat2 <= -0.7795118987560272\n",
      "Precision: 0.5366\n",
      "Recall   : 0.3607\n",
      "\n",
      "Cluster 1_(y=0)\n",
      "\tfeat0 > -0.050614044070243835\n",
      "\tfeat2 > -0.7123425304889679\n",
      "Precision: 0.9284\n",
      "Recall   : 0.9908\n",
      "\n",
      "Cluster 1_(y=1)\n",
      "\tfeat2 <= -0.7569182813167572\n",
      "\tfeat4 <= -1.619143009185791\n",
      "Precision: 0.9308\n",
      "Recall   : 0.7872\n",
      "\n",
      "Cluster 3_(y=1)\n",
      "\tfeat0 <= -0.041219551116228104\n",
      "\tfeat3 > -2.1033881306648254\n",
      "Precision: 0.9577\n",
      "Recall   : 0.9128\n",
      "\n",
      "Cluster 2_(y=2)\n",
      "\tfeat3 <= -0.8852411806583405\n",
      "\tfeat4 > -1.5127198696136475\n",
      "Precision: 0.9209\n",
      "Recall   : 0.8767\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for cluster in sv_models.keys():\n",
    "    print(f\"Cluster {label_dict[cluster]}\")\n",
    "    if len(sv_models[cluster].rules_) == 0:\n",
    "        print(\"N/A\")\n",
    "    else:\n",
    "        for i, rule in enumerate(sv_models[cluster].rules_):\n",
    "            if i == 0:\n",
    "                for line in rule[0].split(\" and \"):\n",
    "                    print(f\"\\t{line}\")\n",
    "                print(f\"Precision: {rule[1][0]:.4f}\")\n",
    "                print(f\"Recall   : {rule[1][1]:.4f}\")\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "85cff8fb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
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   "base_numbering": 1,
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   "number_sections": true,
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   "title_cell": "Table of Contents",
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