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) format('truetype');
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}
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@font-face {
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font-family: 'Lato';
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font-style: normal;
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font-weight: 700;
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src: 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) format('truetype');
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}
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@font-face {
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font-family: 'Lato';
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font-style: italic;
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font-weight: 400;
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src: 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) 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<script>/*!
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* Bootstrap v3.3.5 (http://getbootstrap.com)
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* Copyright 2011-2015 Twitter, Inc.
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* Licensed under the MIT license
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*/
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this._mouseUp(t)}return(t.which||t.button)&&(this._mouseMoved=!0),this._mouseStarted?(this._mouseDrag(t),t.preventDefault()):(this._mouseDistanceMet(t)&&this._mouseDelayMet(t)&&(this._mouseStarted=this._mouseStart(this._mouseDownEvent,t)!==!1,this._mouseStarted?this._mouseDrag(t):this._mouseUp(t)),!this._mouseStarted)},_mouseUp:function(t){return this.document.unbind("mousemove."+this.widgetName,this._mouseMoveDelegate).unbind("mouseup."+this.widgetName,this._mouseUpDelegate),this._mouseStarted&&(this._mouseStarted=!1,t.target===this._mouseDownEvent.target&&e.data(t.target,this.widgetName+".preventClickEvent",!0),this._mouseStop(t)),o=!1,!1},_mouseDistanceMet:function(e){return Math.max(Math.abs(this._mouseDownEvent.pageX-e.pageX),Math.abs(this._mouseDownEvent.pageY-e.pageY))>=this.options.distance},_mouseDelayMet:function(){return this.mouseDelayMet},_mouseStart:function(){},_mouseDrag:function(){},_mouseStop:function(){},_mouseCapture:function(){return!0}}),function(){function 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s,l,u=e(this),d=u.outerWidth(),c=u.outerHeight(),f=i(this,"marginLeft"),b=i(this,"marginTop"),D=d+f+i(this,"marginRight")+w.width,S=c+b+i(this,"marginBottom")+w.height,N=e.extend({},y),M=t(T.my,u.outerWidth(),u.outerHeight());"right"===n.my[0]?N.left-=d:"center"===n.my[0]&&(N.left-=d/2),"bottom"===n.my[1]?N.top-=c:"center"===n.my[1]&&(N.top-=c/2),N.left+=M[0],N.top+=M[1],a||(N.left=h(N.left),N.top=h(N.top)),s={marginLeft:f,marginTop:b},e.each(["left","top"],function(t,i){e.ui.position[k[t]]&&e.ui.position[k[t]][i](N,{targetWidth:m,targetHeight:g,elemWidth:d,elemHeight:c,collisionPosition:s,collisionWidth:D,collisionHeight:S,offset:[p[0]+M[0],p[1]+M[1]],my:n.my,at:n.at,within:x,elem:u})}),n.using&&(l=function(e){var t=v.left-N.left,i=t+m-d,s=v.top-N.top,a=s+g-c,h={target:{element:_,left:v.left,top:v.top,width:m,height:g},element:{element:u,left:N.left,top:N.top,width:d,height:c},horizontal:0>i?"left":t>0?"right":"center",vertical:0>a?"top":s>0?"bottom":"middle"};d>m&&m>r(t+i)&&(h.horizontal="center"),c>g&&g>r(s+a)&&(h.vertical="middle"),h.important=o(r(t),r(i))>o(r(s),r(a))?"horizontal":"vertical",n.using.call(this,e,h)}),u.offset(e.extend(N,{using:l}))})},e.ui.position={fit:{left:function(e,t){var i,s=t.within,n=s.isWindow?s.scrollLeft:s.offset.left,a=s.width,r=e.left-t.collisionPosition.marginLeft,h=n-r,l=r+t.collisionWidth-a-n;t.collisionWidth>a?h>0&&0>=l?(i=e.left+h+t.collisionWidth-a-n,e.left+=h-i):e.left=l>0&&0>=h?n:h>l?n+a-t.collisionWidth:n:h>0?e.left+=h:l>0?e.left-=l:e.left=o(e.left-r,e.left)},top:function(e,t){var i,s=t.within,n=s.isWindow?s.scrollTop:s.offset.top,a=t.within.height,r=e.top-t.collisionPosition.marginTop,h=n-r,l=r+t.collisionHeight-a-n;t.collisionHeight>a?h>0&&0>=l?(i=e.top+h+t.collisionHeight-a-n,e.top+=h-i):e.top=l>0&&0>=h?n:h>l?n+a-t.collisionHeight:n:h>0?e.top+=h:l>0?e.top-=l:e.top=o(e.top-r,e.top)}},flip:{left:function(e,t){var i,s,n=t.within,a=n.offset.left+n.scrollLeft,o=n.width,h=n.isWindow?n.scrollLeft:n.offset.left,l=e.left-t.collisionPosition.marginLeft,u=l-h,d=l+t.collisionWidth-o-h,c="left"===t.my[0]?-t.elemWidth:"right"===t.my[0]?t.elemWidth:0,p="left"===t.at[0]?t.targetWidth:"right"===t.at[0]?-t.targetWidth:0,f=-2*t.offset[0];0>u?(i=e.left+c+p+f+t.collisionWidth-o-a,(0>i||r(u)>i)&&(e.left+=c+p+f)):d>0&&(s=e.left-t.collisionPosition.marginLeft+c+p+f-h,(s>0||d>r(s))&&(e.left+=c+p+f))},top:function(e,t){var i,s,n=t.within,a=n.offset.top+n.scrollTop,o=n.height,h=n.isWindow?n.scrollTop:n.offset.top,l=e.top-t.collisionPosition.marginTop,u=l-h,d=l+t.collisionHeight-o-h,c="top"===t.my[1],p=c?-t.elemHeight:"bottom"===t.my[1]?t.elemHeight:0,f="top"===t.at[1]?t.targetHeight:"bottom"===t.at[1]?-t.targetHeight:0,m=-2*t.offset[1];0>u?(s=e.top+p+f+m+t.collisionHeight-o-a,(0>s||r(u)>s)&&(e.top+=p+f+m)):d>0&&(i=e.top-t.collisionPosition.marginTop+p+f+m-h,(i>0||d>r(i))&&(e.top+=p+f+m))}},flipfit:{left:function(){e.ui.position.flip.left.apply(this,arguments),e.ui.position.fit.left.apply(this,arguments)},top:function(){e.ui.position.flip.top.apply(this,arguments),e.ui.position.fit.top.apply(this,arguments)}}},function(){var t,i,s,n,o,r=document.getElementsByTagName("body")[0],h=document.createElement("div");t=document.createElement(r?"div":"body"),s={visibility:"hidden",width:0,height:0,border:0,margin:0,background:"none"},r&&e.extend(s,{position:"absolute",left:"-1000px",top:"-1000px"});for(o in s)t.style[o]=s[o];t.appendChild(h),i=r||document.documentElement,i.insertBefore(t,i.firstChild),h.style.cssText="position: absolute; left: 10.7432222px;",n=e(h).offset().left,a=n>10&&11>n,t.innerHTML="",i.removeChild(t)}()}(),e.ui.position,e.widget("ui.draggable",e.ui.mouse,{version:"1.11.4",widgetEventPrefix:"drag",options:{addClasses:!0,appendTo:"parent",axis:!1,connectToSortable:!1,containment:!1,cursor:"auto",cursorAt:!1,grid:!1,handle:!1,helper:"original",iframeFix:!1,opacity:!1,refreshPositions:!1,revert:!1,revertDuration:500,scope:"default",scroll:!0,scrollSensitivity:20,scrollSpeed:20,snap:!1,snapMode:"both",snapTolerance:20,stack:!1,zIndex:!1,drag:null,start:null,stop:null},_create:function(){"original"===this.options.helper&&this._setPositionRelative(),this.options.addClasses&&this.element.addClass("ui-draggable"),this.options.disabled&&this.element.addClass("ui-draggable-disabled"),this._setHandleClassName(),this._mouseInit()},_setOption:function(e,t){this._super(e,t),"handle"===e&&(this._removeHandleClassName(),this._setHandleClassName())},_destroy:function(){return(this.helper||this.element).is(".ui-draggable-dragging")?(this.destroyOnClear=!0,void 0):(this.element.removeClass("ui-draggable ui-draggable-dragging ui-draggable-disabled"),this._removeHandleClassName(),this._mouseDestroy(),void 0)},_mouseCapture:function(t){var i=this.options;return this._blurActiveElement(t),this.helper||i.disabled||e(t.target).closest(".ui-resizable-handle").length>0?!1:(this.handle=this._getHandle(t),this.handle?(this._blockFrames(i.iframeFix===!0?"iframe":i.iframeFix),!0):!1)},_blockFrames:function(t){this.iframeBlocks=this.document.find(t).map(function(){var t=e(this);return e("<div>").css("position","absolute").appendTo(t.parent()).outerWidth(t.outerWidth()).outerHeight(t.outerHeight()).offset(t.offset())[0]})},_unblockFrames:function(){this.iframeBlocks&&(this.iframeBlocks.remove(),delete this.iframeBlocks)},_blurActiveElement:function(t){var i=this.document[0];if(this.handleElement.is(t.target))try{i.activeElement&&"body"!==i.activeElement.nodeName.toLowerCase()&&e(i.activeElement).blur()}catch(s){}},_mouseStart:function(t){var i=this.options;return this.helper=this._createHelper(t),this.helper.addClass("ui-draggable-dragging"),this._cacheHelperProportions(),e.ui.ddmanager&&(e.ui.ddmanager.current=this),this._cacheMargins(),this.cssPosition=this.helper.css("position"),this.scrollParent=this.helper.scrollParent(!0),this.offsetParent=this.helper.offsetParent(),this.hasFixedAncestor=this.helper.parents().filter(function(){return"fixed"===e(this).css("position")}).length>0,this.positionAbs=this.element.offset(),this._refreshOffsets(t),this.originalPosition=this.position=this._generatePosition(t,!1),this.originalPageX=t.pageX,this.originalPageY=t.pageY,i.cursorAt&&this._adjustOffsetFromHelper(i.cursorAt),this._setContainment(),this._trigger("start",t)===!1?(this._clear(),!1):(this._cacheHelperProportions(),e.ui.ddmanager&&!i.dropBehaviour&&e.ui.ddmanager.prepareOffsets(this,t),this._normalizeRightBottom(),this._mouseDrag(t,!0),e.ui.ddmanager&&e.ui.ddmanager.dragStart(this,t),!0)},_refreshOffsets:function(e){this.offset={top:this.positionAbs.top-this.margins.top,left:this.positionAbs.left-this.margins.left,scroll:!1,parent:this._getParentOffset(),relative:this._getRelativeOffset()},this.offset.click={left:e.pageX-this.offset.left,top:e.pageY-this.offset.top}},_mouseDrag:function(t,i){if(this.hasFixedAncestor&&(this.offset.parent=this._getParentOffset()),this.position=this._generatePosition(t,!0),this.positionAbs=this._convertPositionTo("absolute"),!i){var s=this._uiHash();if(this._trigger("drag",t,s)===!1)return this._mouseUp({}),!1;this.position=s.position}return this.helper[0].style.left=this.position.left+"px",this.helper[0].style.top=this.position.top+"px",e.ui.ddmanager&&e.ui.ddmanager.drag(this,t),!1},_mouseStop:function(t){var i=this,s=!1;return e.ui.ddmanager&&!this.options.dropBehaviour&&(s=e.ui.ddmanager.drop(this,t)),this.dropped&&(s=this.dropped,this.dropped=!1),"invalid"===this.options.revert&&!s||"valid"===this.options.revert&&s||this.options.revert===!0||e.isFunction(this.options.revert)&&this.options.revert.call(this.element,s)?e(this.helper).animate(this.originalPosition,parseInt(this.options.revertDuration,10),function(){i._trigger("stop",t)!==!1&&i._clear()}):this._trigger("stop",t)!==!1&&this._clear(),!1},_mouseUp:function(t){return this._unblockFrames(),e.ui.ddmanager&&e.ui.ddmanager.dragStop(this,t),this.handleElement.is(t.target)&&this.element.focus(),e.ui.mouse.prototype._mouseUp.call(this,t)},cancel:function(){return this.helper.is(".ui-draggable-dragging")?this._mouseUp({}):this._clear(),this},_getHandle:function(t){return this.options.handle?!!e(t.target).closest(this.element.find(this.options.handle)).length:!0},_setHandleClassName:function(){this.handleElement=this.options.handle?this.element.find(this.options.handle):this.element,this.handleElement.addClass("ui-draggable-handle")},_removeHandleClassName:function(){this.handleElement.removeClass("ui-draggable-handle")},_createHelper:function(t){var i=this.options,s=e.isFunction(i.helper),n=s?e(i.helper.apply(this.element[0],[t])):"clone"===i.helper?this.element.clone().removeAttr("id"):this.element;return n.parents("body").length||n.appendTo("parent"===i.appendTo?this.element[0].parentNode:i.appendTo),s&&n[0]===this.element[0]&&this._setPositionRelative(),n[0]===this.element[0]||/(fixed|absolute)/.test(n.css("position"))||n.css("position","absolute"),n},_setPositionRelative:function(){/^(?:r|a|f)/.test(this.element.css("position"))||(this.element[0].style.position="relative")},_adjustOffsetFromHelper:function(t){"string"==typeof t&&(t=t.split(" ")),e.isArray(t)&&(t={left:+t[0],top:+t[1]||0}),"left"in t&&(this.offset.click.left=t.left+this.margins.left),"right"in t&&(this.offset.click.left=this.helperProportions.width-t.right+this.margins.left),"top"in t&&(this.offset.click.top=t.top+this.margins.top),"bottom"in t&&(this.offset.click.top=this.helperProportions.height-t.bottom+this.margins.top)},_isRootNode:function(e){return/(html|body)/i.test(e.tagName)||e===this.document[0]},_getParentOffset:function(){var t=this.offsetParent.offset(),i=this.document[0];return"absolute"===this.cssPosition&&this.scrollParent[0]!==i&&e.contains(this.scrollParent[0],this.offsetParent[0])&&(t.left+=this.scrollParent.scrollLeft(),t.top+=this.scrollParent.scrollTop()),this._isRootNode(this.offsetParent[0])&&(t={top:0,left:0}),{top:t.top+(parseInt(this.offsetParent.css("borderTopWidth"),10)||0),left:t.left+(parseInt(this.offsetParent.css("borderLeftWidth"),10)||0)}},_getRelativeOffset:function(){if("relative"!==this.cssPosition)return{top:0,left:0};var e=this.element.position(),t=this._isRootNode(this.scrollParent[0]);return{top:e.top-(parseInt(this.helper.css("top"),10)||0)+(t?0:this.scrollParent.scrollTop()),left:e.left-(parseInt(this.helper.css("left"),10)||0)+(t?0:this.scrollParent.scrollLeft())}},_cacheMargins:function(){this.margins={left:parseInt(this.element.css("marginLeft"),10)||0,top:parseInt(this.element.css("marginTop"),10)||0,right:parseInt(this.element.css("marginRight"),10)||0,bottom:parseInt(this.element.css("marginBottom"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var t,i,s,n=this.options,a=this.document[0];return this.relativeContainer=null,n.containment?"window"===n.containment?(this.containment=[e(window).scrollLeft()-this.offset.relative.left-this.offset.parent.left,e(window).scrollTop()-this.offset.relative.top-this.offset.parent.top,e(window).scrollLeft()+e(window).width()-this.helperProportions.width-this.margins.left,e(window).scrollTop()+(e(window).height()||a.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top],void 0):"document"===n.containment?(this.containment=[0,0,e(a).width()-this.helperProportions.width-this.margins.left,(e(a).height()||a.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top],void 0):n.containment.constructor===Array?(this.containment=n.containment,void 0):("parent"===n.containment&&(n.containment=this.helper[0].parentNode),i=e(n.containment),s=i[0],s&&(t=/(scroll|auto)/.test(i.css("overflow")),this.containment=[(parseInt(i.css("borderLeftWidth"),10)||0)+(parseInt(i.css("paddingLeft"),10)||0),(parseInt(i.css("borderTopWidth"),10)||0)+(parseInt(i.css("paddingTop"),10)||0),(t?Math.max(s.scrollWidth,s.offsetWidth):s.offsetWidth)-(parseInt(i.css("borderRightWidth"),10)||0)-(parseInt(i.css("paddingRight"),10)||0)-this.helperProportions.width-this.margins.left-this.margins.right,(t?Math.max(s.scrollHeight,s.offsetHeight):s.offsetHeight)-(parseInt(i.css("borderBottomWidth"),10)||0)-(parseInt(i.css("paddingBottom"),10)||0)-this.helperProportions.height-this.margins.top-this.margins.bottom],this.relativeContainer=i),void 0):(this.containment=null,void 0)},_convertPositionTo:function(e,t){t||(t=this.position);var i="absolute"===e?1:-1,s=this._isRootNode(this.scrollParent[0]);return{top:t.top+this.offset.relative.top*i+this.offset.parent.top*i-("fixed"===this.cssPosition?-this.offset.scroll.top:s?0:this.offset.scroll.top)*i,left:t.left+this.offset.relative.left*i+this.offset.parent.left*i-("fixed"===this.cssPosition?-this.offset.scroll.left:s?0:this.offset.scroll.left)*i}},_generatePosition:function(e,t){var i,s,n,a,o=this.options,r=this._isRootNode(this.scrollParent[0]),h=e.pageX,l=e.pageY;return r&&this.offset.scroll||(this.offset.scroll={top:this.scrollParent.scrollTop(),left:this.scrollParent.scrollLeft()}),t&&(this.containment&&(this.relativeContainer?(s=this.relativeContainer.offset(),i=[this.containment[0]+s.left,this.containment[1]+s.top,this.containment[2]+s.left,this.containment[3]+s.top]):i=this.containment,e.pageX-this.offset.click.left<i[0]&&(h=i[0]+this.offset.click.left),e.pageY-this.offset.click.top<i[1]&&(l=i[1]+this.offset.click.top),e.pageX-this.offset.click.left>i[2]&&(h=i[2]+this.offset.click.left),e.pageY-this.offset.click.top>i[3]&&(l=i[3]+this.offset.click.top)),o.grid&&(n=o.grid[1]?this.originalPageY+Math.round((l-this.originalPageY)/o.grid[1])*o.grid[1]:this.originalPageY,l=i?n-this.offset.click.top>=i[1]||n-this.offset.click.top>i[3]?n:n-this.offset.click.top>=i[1]?n-o.grid[1]:n+o.grid[1]:n,a=o.grid[0]?this.originalPageX+Math.round((h-this.originalPageX)/o.grid[0])*o.grid[0]:this.originalPageX,h=i?a-this.offset.click.left>=i[0]||a-this.offset.click.left>i[2]?a:a-this.offset.click.left>=i[0]?a-o.grid[0]:a+o.grid[0]:a),"y"===o.axis&&(h=this.originalPageX),"x"===o.axis&&(l=this.originalPageY)),{top:l-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+("fixed"===this.cssPosition?-this.offset.scroll.top:r?0:this.offset.scroll.top),left:h-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+("fixed"===this.cssPosition?-this.offset.scroll.left:r?0:this.offset.scroll.left)}},_clear:function(){this.helper.removeClass("ui-draggable-dragging"),this.helper[0]===this.element[0]||this.cancelHelperRemoval||this.helper.remove(),this.helper=null,this.cancelHelperRemoval=!1,this.destroyOnClear&&this.destroy()},_normalizeRightBottom:function(){"y"!==this.options.axis&&"auto"!==this.helper.css("right")&&(this.helper.width(this.helper.width()),this.helper.css("right","auto")),"x"!==this.options.axis&&"auto"!==this.helper.css("bottom")&&(this.helper.height(this.helper.height()),this.helper.css("bottom","auto"))},_trigger:function(t,i,s){return s=s||this._uiHash(),e.ui.plugin.call(this,t,[i,s,this],!0),/^(drag|start|stop)/.test(t)&&(this.positionAbs=this._convertPositionTo("absolute"),s.offset=this.positionAbs),e.Widget.prototype._trigger.call(this,t,i,s)},plugins:{},_uiHash:function(){return{helper:this.helper,position:this.position,originalPosition:this.originalPosition,offset:this.positionAbs}}}),e.ui.plugin.add("draggable","connectToSortable",{start:function(t,i,s){var n=e.extend({},i,{item:s.element});s.sortables=[],e(s.options.connectToSortable).each(function(){var i=e(this).sortable("instance");i&&!i.options.disabled&&(s.sortables.push(i),i.refreshPositions(),i._trigger("activate",t,n))})},stop:function(t,i,s){var n=e.extend({},i,{item:s.element});s.cancelHelperRemoval=!1,e.each(s.sortables,function(){var e=this;e.isOver?(e.isOver=0,s.cancelHelperRemoval=!0,e.cancelHelperRemoval=!1,e._storedCSS={position:e.placeholder.css("position"),top:e.placeholder.css("top"),left:e.placeholder.css("left")},e._mouseStop(t),e.options.helper=e.options._helper):(e.cancelHelperRemoval=!0,e._trigger("deactivate",t,n))})},drag:function(t,i,s){e.each(s.sortables,function(){var n=!1,a=this;a.positionAbs=s.positionAbs,a.helperProportions=s.helperProportions,a.offset.click=s.offset.click,a._intersectsWith(a.containerCache)&&(n=!0,e.each(s.sortables,function(){return this.positionAbs=s.positionAbs,this.helperProportions=s.helperProportions,this.offset.click=s.offset.click,this!==a&&this._intersectsWith(this.containerCache)&&e.contains(a.element[0],this.element[0])&&(n=!1),n
|
|
|
})),n?(a.isOver||(a.isOver=1,s._parent=i.helper.parent(),a.currentItem=i.helper.appendTo(a.element).data("ui-sortable-item",!0),a.options._helper=a.options.helper,a.options.helper=function(){return i.helper[0]},t.target=a.currentItem[0],a._mouseCapture(t,!0),a._mouseStart(t,!0,!0),a.offset.click.top=s.offset.click.top,a.offset.click.left=s.offset.click.left,a.offset.parent.left-=s.offset.parent.left-a.offset.parent.left,a.offset.parent.top-=s.offset.parent.top-a.offset.parent.top,s._trigger("toSortable",t),s.dropped=a.element,e.each(s.sortables,function(){this.refreshPositions()}),s.currentItem=s.element,a.fromOutside=s),a.currentItem&&(a._mouseDrag(t),i.position=a.position)):a.isOver&&(a.isOver=0,a.cancelHelperRemoval=!0,a.options._revert=a.options.revert,a.options.revert=!1,a._trigger("out",t,a._uiHash(a)),a._mouseStop(t,!0),a.options.revert=a.options._revert,a.options.helper=a.options._helper,a.placeholder&&a.placeholder.remove(),i.helper.appendTo(s._parent),s._refreshOffsets(t),i.position=s._generatePosition(t,!0),s._trigger("fromSortable",t),s.dropped=!1,e.each(s.sortables,function(){this.refreshPositions()}))})}}),e.ui.plugin.add("draggable","cursor",{start:function(t,i,s){var n=e("body"),a=s.options;n.css("cursor")&&(a._cursor=n.css("cursor")),n.css("cursor",a.cursor)},stop:function(t,i,s){var n=s.options;n._cursor&&e("body").css("cursor",n._cursor)}}),e.ui.plugin.add("draggable","opacity",{start:function(t,i,s){var n=e(i.helper),a=s.options;n.css("opacity")&&(a._opacity=n.css("opacity")),n.css("opacity",a.opacity)},stop:function(t,i,s){var n=s.options;n._opacity&&e(i.helper).css("opacity",n._opacity)}}),e.ui.plugin.add("draggable","scroll",{start:function(e,t,i){i.scrollParentNotHidden||(i.scrollParentNotHidden=i.helper.scrollParent(!1)),i.scrollParentNotHidden[0]!==i.document[0]&&"HTML"!==i.scrollParentNotHidden[0].tagName&&(i.overflowOffset=i.scrollParentNotHidden.offset())},drag:function(t,i,s){var n=s.options,a=!1,o=s.scrollParentNotHidden[0],r=s.document[0];o!==r&&"HTML"!==o.tagName?(n.axis&&"x"===n.axis||(s.overflowOffset.top+o.offsetHeight-t.pageY<n.scrollSensitivity?o.scrollTop=a=o.scrollTop+n.scrollSpeed:t.pageY-s.overflowOffset.top<n.scrollSensitivity&&(o.scrollTop=a=o.scrollTop-n.scrollSpeed)),n.axis&&"y"===n.axis||(s.overflowOffset.left+o.offsetWidth-t.pageX<n.scrollSensitivity?o.scrollLeft=a=o.scrollLeft+n.scrollSpeed:t.pageX-s.overflowOffset.left<n.scrollSensitivity&&(o.scrollLeft=a=o.scrollLeft-n.scrollSpeed))):(n.axis&&"x"===n.axis||(t.pageY-e(r).scrollTop()<n.scrollSensitivity?a=e(r).scrollTop(e(r).scrollTop()-n.scrollSpeed):e(window).height()-(t.pageY-e(r).scrollTop())<n.scrollSensitivity&&(a=e(r).scrollTop(e(r).scrollTop()+n.scrollSpeed))),n.axis&&"y"===n.axis||(t.pageX-e(r).scrollLeft()<n.scrollSensitivity?a=e(r).scrollLeft(e(r).scrollLeft()-n.scrollSpeed):e(window).width()-(t.pageX-e(r).scrollLeft())<n.scrollSensitivity&&(a=e(r).scrollLeft(e(r).scrollLeft()+n.scrollSpeed)))),a!==!1&&e.ui.ddmanager&&!n.dropBehaviour&&e.ui.ddmanager.prepareOffsets(s,t)}}),e.ui.plugin.add("draggable","snap",{start:function(t,i,s){var n=s.options;s.snapElements=[],e(n.snap.constructor!==String?n.snap.items||":data(ui-draggable)":n.snap).each(function(){var t=e(this),i=t.offset();this!==s.element[0]&&s.snapElements.push({item:this,width:t.outerWidth(),height:t.outerHeight(),top:i.top,left:i.left})})},drag:function(t,i,s){var n,a,o,r,h,l,u,d,c,p,f=s.options,m=f.snapTolerance,g=i.offset.left,v=g+s.helperProportions.width,y=i.offset.top,b=y+s.helperProportions.height;for(c=s.snapElements.length-1;c>=0;c--)h=s.snapElements[c].left-s.margins.left,l=h+s.snapElements[c].width,u=s.snapElements[c].top-s.margins.top,d=u+s.snapElements[c].height,h-m>v||g>l+m||u-m>b||y>d+m||!e.contains(s.snapElements[c].item.ownerDocument,s.snapElements[c].item)?(s.snapElements[c].snapping&&s.options.snap.release&&s.options.snap.release.call(s.element,t,e.extend(s._uiHash(),{snapItem:s.snapElements[c].item})),s.snapElements[c].snapping=!1):("inner"!==f.snapMode&&(n=m>=Math.abs(u-b),a=m>=Math.abs(d-y),o=m>=Math.abs(h-v),r=m>=Math.abs(l-g),n&&(i.position.top=s._convertPositionTo("relative",{top:u-s.helperProportions.height,left:0}).top),a&&(i.position.top=s._convertPositionTo("relative",{top:d,left:0}).top),o&&(i.position.left=s._convertPositionTo("relative",{top:0,left:h-s.helperProportions.width}).left),r&&(i.position.left=s._convertPositionTo("relative",{top:0,left:l}).left)),p=n||a||o||r,"outer"!==f.snapMode&&(n=m>=Math.abs(u-y),a=m>=Math.abs(d-b),o=m>=Math.abs(h-g),r=m>=Math.abs(l-v),n&&(i.position.top=s._convertPositionTo("relative",{top:u,left:0}).top),a&&(i.position.top=s._convertPositionTo("relative",{top:d-s.helperProportions.height,left:0}).top),o&&(i.position.left=s._convertPositionTo("relative",{top:0,left:h}).left),r&&(i.position.left=s._convertPositionTo("relative",{top:0,left:l-s.helperProportions.width}).left)),!s.snapElements[c].snapping&&(n||a||o||r||p)&&s.options.snap.snap&&s.options.snap.snap.call(s.element,t,e.extend(s._uiHash(),{snapItem:s.snapElements[c].item})),s.snapElements[c].snapping=n||a||o||r||p)}}),e.ui.plugin.add("draggable","stack",{start:function(t,i,s){var n,a=s.options,o=e.makeArray(e(a.stack)).sort(function(t,i){return(parseInt(e(t).css("zIndex"),10)||0)-(parseInt(e(i).css("zIndex"),10)||0)});o.length&&(n=parseInt(e(o[0]).css("zIndex"),10)||0,e(o).each(function(t){e(this).css("zIndex",n+t)}),this.css("zIndex",n+o.length))}}),e.ui.plugin.add("draggable","zIndex",{start:function(t,i,s){var n=e(i.helper),a=s.options;n.css("zIndex")&&(a._zIndex=n.css("zIndex")),n.css("zIndex",a.zIndex)},stop:function(t,i,s){var n=s.options;n._zIndex&&e(i.helper).css("zIndex",n._zIndex)}}),e.ui.draggable,e.widget("ui.droppable",{version:"1.11.4",widgetEventPrefix:"drop",options:{accept:"*",activeClass:!1,addClasses:!0,greedy:!1,hoverClass:!1,scope:"default",tolerance:"intersect",activate:null,deactivate:null,drop:null,out:null,over:null},_create:function(){var t,i=this.options,s=i.accept;this.isover=!1,this.isout=!0,this.accept=e.isFunction(s)?s:function(e){return e.is(s)},this.proportions=function(){return arguments.length?(t=arguments[0],void 0):t?t:t={width:this.element[0].offsetWidth,height:this.element[0].offsetHeight}},this._addToManager(i.scope),i.addClasses&&this.element.addClass("ui-droppable")},_addToManager:function(t){e.ui.ddmanager.droppables[t]=e.ui.ddmanager.droppables[t]||[],e.ui.ddmanager.droppables[t].push(this)},_splice:function(e){for(var t=0;e.length>t;t++)e[t]===this&&e.splice(t,1)},_destroy:function(){var t=e.ui.ddmanager.droppables[this.options.scope];this._splice(t),this.element.removeClass("ui-droppable ui-droppable-disabled")},_setOption:function(t,i){if("accept"===t)this.accept=e.isFunction(i)?i:function(e){return e.is(i)};else if("scope"===t){var s=e.ui.ddmanager.droppables[this.options.scope];this._splice(s),this._addToManager(i)}this._super(t,i)},_activate:function(t){var i=e.ui.ddmanager.current;this.options.activeClass&&this.element.addClass(this.options.activeClass),i&&this._trigger("activate",t,this.ui(i))},_deactivate:function(t){var i=e.ui.ddmanager.current;this.options.activeClass&&this.element.removeClass(this.options.activeClass),i&&this._trigger("deactivate",t,this.ui(i))},_over:function(t){var i=e.ui.ddmanager.current;i&&(i.currentItem||i.element)[0]!==this.element[0]&&this.accept.call(this.element[0],i.currentItem||i.element)&&(this.options.hoverClass&&this.element.addClass(this.options.hoverClass),this._trigger("over",t,this.ui(i)))},_out:function(t){var i=e.ui.ddmanager.current;i&&(i.currentItem||i.element)[0]!==this.element[0]&&this.accept.call(this.element[0],i.currentItem||i.element)&&(this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger("out",t,this.ui(i)))},_drop:function(t,i){var s=i||e.ui.ddmanager.current,n=!1;return s&&(s.currentItem||s.element)[0]!==this.element[0]?(this.element.find(":data(ui-droppable)").not(".ui-draggable-dragging").each(function(){var i=e(this).droppable("instance");return i.options.greedy&&!i.options.disabled&&i.options.scope===s.options.scope&&i.accept.call(i.element[0],s.currentItem||s.element)&&e.ui.intersect(s,e.extend(i,{offset:i.element.offset()}),i.options.tolerance,t)?(n=!0,!1):void 0}),n?!1:this.accept.call(this.element[0],s.currentItem||s.element)?(this.options.activeClass&&this.element.removeClass(this.options.activeClass),this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger("drop",t,this.ui(s)),this.element):!1):!1},ui:function(e){return{draggable:e.currentItem||e.element,helper:e.helper,position:e.position,offset:e.positionAbs}}}),e.ui.intersect=function(){function e(e,t,i){return e>=t&&t+i>e}return function(t,i,s,n){if(!i.offset)return!1;var a=(t.positionAbs||t.position.absolute).left+t.margins.left,o=(t.positionAbs||t.position.absolute).top+t.margins.top,r=a+t.helperProportions.width,h=o+t.helperProportions.height,l=i.offset.left,u=i.offset.top,d=l+i.proportions().width,c=u+i.proportions().height;switch(s){case"fit":return a>=l&&d>=r&&o>=u&&c>=h;case"intersect":return a+t.helperProportions.width/2>l&&d>r-t.helperProportions.width/2&&o+t.helperProportions.height/2>u&&c>h-t.helperProportions.height/2;case"pointer":return e(n.pageY,u,i.proportions().height)&&e(n.pageX,l,i.proportions().width);case"touch":return(o>=u&&c>=o||h>=u&&c>=h||u>o&&h>c)&&(a>=l&&d>=a||r>=l&&d>=r||l>a&&r>d);default:return!1}}}(),e.ui.ddmanager={current:null,droppables:{"default":[]},prepareOffsets:function(t,i){var s,n,a=e.ui.ddmanager.droppables[t.options.scope]||[],o=i?i.type:null,r=(t.currentItem||t.element).find(":data(ui-droppable)").addBack();e:for(s=0;a.length>s;s++)if(!(a[s].options.disabled||t&&!a[s].accept.call(a[s].element[0],t.currentItem||t.element))){for(n=0;r.length>n;n++)if(r[n]===a[s].element[0]){a[s].proportions().height=0;continue e}a[s].visible="none"!==a[s].element.css("display"),a[s].visible&&("mousedown"===o&&a[s]._activate.call(a[s],i),a[s].offset=a[s].element.offset(),a[s].proportions({width:a[s].element[0].offsetWidth,height:a[s].element[0].offsetHeight}))}},drop:function(t,i){var s=!1;return e.each((e.ui.ddmanager.droppables[t.options.scope]||[]).slice(),function(){this.options&&(!this.options.disabled&&this.visible&&e.ui.intersect(t,this,this.options.tolerance,i)&&(s=this._drop.call(this,i)||s),!this.options.disabled&&this.visible&&this.accept.call(this.element[0],t.currentItem||t.element)&&(this.isout=!0,this.isover=!1,this._deactivate.call(this,i)))}),s},dragStart:function(t,i){t.element.parentsUntil("body").bind("scroll.droppable",function(){t.options.refreshPositions||e.ui.ddmanager.prepareOffsets(t,i)})},drag:function(t,i){t.options.refreshPositions&&e.ui.ddmanager.prepareOffsets(t,i),e.each(e.ui.ddmanager.droppables[t.options.scope]||[],function(){if(!this.options.disabled&&!this.greedyChild&&this.visible){var s,n,a,o=e.ui.intersect(t,this,this.options.tolerance,i),r=!o&&this.isover?"isout":o&&!this.isover?"isover":null;r&&(this.options.greedy&&(n=this.options.scope,a=this.element.parents(":data(ui-droppable)").filter(function(){return e(this).droppable("instance").options.scope===n}),a.length&&(s=e(a[0]).droppable("instance"),s.greedyChild="isover"===r)),s&&"isover"===r&&(s.isover=!1,s.isout=!0,s._out.call(s,i)),this[r]=!0,this["isout"===r?"isover":"isout"]=!1,this["isover"===r?"_over":"_out"].call(this,i),s&&"isout"===r&&(s.isout=!1,s.isover=!0,s._over.call(s,i)))}})},dragStop:function(t,i){t.element.parentsUntil("body").unbind("scroll.droppable"),t.options.refreshPositions||e.ui.ddmanager.prepareOffsets(t,i)}},e.ui.droppable,e.widget("ui.resizable",e.ui.mouse,{version:"1.11.4",widgetEventPrefix:"resize",options:{alsoResize:!1,animate:!1,animateDuration:"slow",animateEasing:"swing",aspectRatio:!1,autoHide:!1,containment:!1,ghost:!1,grid:!1,handles:"e,s,se",helper:!1,maxHeight:null,maxWidth:null,minHeight:10,minWidth:10,zIndex:90,resize:null,start:null,stop:null},_num:function(e){return parseInt(e,10)||0},_isNumber:function(e){return!isNaN(parseInt(e,10))},_hasScroll:function(t,i){if("hidden"===e(t).css("overflow"))return!1;var s=i&&"left"===i?"scrollLeft":"scrollTop",n=!1;return t[s]>0?!0:(t[s]=1,n=t[s]>0,t[s]=0,n)},_create:function(){var t,i,s,n,a,o=this,r=this.options;if(this.element.addClass("ui-resizable"),e.extend(this,{_aspectRatio:!!r.aspectRatio,aspectRatio:r.aspectRatio,originalElement:this.element,_proportionallyResizeElements:[],_helper:r.helper||r.ghost||r.animate?r.helper||"ui-resizable-helper":null}),this.element[0].nodeName.match(/^(canvas|textarea|input|select|button|img)$/i)&&(this.element.wrap(e("<div class='ui-wrapper' style='overflow: hidden;'></div>").css({position:this.element.css("position"),width:this.element.outerWidth(),height:this.element.outerHeight(),top:this.element.css("top"),left:this.element.css("left")})),this.element=this.element.parent().data("ui-resizable",this.element.resizable("instance")),this.elementIsWrapper=!0,this.element.css({marginLeft:this.originalElement.css("marginLeft"),marginTop:this.originalElement.css("marginTop"),marginRight:this.originalElement.css("marginRight"),marginBottom:this.originalElement.css("marginBottom")}),this.originalElement.css({marginLeft:0,marginTop:0,marginRight:0,marginBottom:0}),this.originalResizeStyle=this.originalElement.css("resize"),this.originalElement.css("resize","none"),this._proportionallyResizeElements.push(this.originalElement.css({position:"static",zoom:1,display:"block"})),this.originalElement.css({margin:this.originalElement.css("margin")}),this._proportionallyResize()),this.handles=r.handles||(e(".ui-resizable-handle",this.element).length?{n:".ui-resizable-n",e:".ui-resizable-e",s:".ui-resizable-s",w:".ui-resizable-w",se:".ui-resizable-se",sw:".ui-resizable-sw",ne:".ui-resizable-ne",nw:".ui-resizable-nw"}:"e,s,se"),this._handles=e(),this.handles.constructor===String)for("all"===this.handles&&(this.handles="n,e,s,w,se,sw,ne,nw"),t=this.handles.split(","),this.handles={},i=0;t.length>i;i++)s=e.trim(t[i]),a="ui-resizable-"+s,n=e("<div class='ui-resizable-handle "+a+"'></div>"),n.css({zIndex:r.zIndex}),"se"===s&&n.addClass("ui-icon ui-icon-gripsmall-diagonal-se"),this.handles[s]=".ui-resizable-"+s,this.element.append(n);this._renderAxis=function(t){var i,s,n,a;t=t||this.element;for(i in this.handles)this.handles[i].constructor===String?this.handles[i]=this.element.children(this.handles[i]).first().show():(this.handles[i].jquery||this.handles[i].nodeType)&&(this.handles[i]=e(this.handles[i]),this._on(this.handles[i],{mousedown:o._mouseDown})),this.elementIsWrapper&&this.originalElement[0].nodeName.match(/^(textarea|input|select|button)$/i)&&(s=e(this.handles[i],this.element),a=/sw|ne|nw|se|n|s/.test(i)?s.outerHeight():s.outerWidth(),n=["padding",/ne|nw|n/.test(i)?"Top":/se|sw|s/.test(i)?"Bottom":/^e$/.test(i)?"Right":"Left"].join(""),t.css(n,a),this._proportionallyResize()),this._handles=this._handles.add(this.handles[i])},this._renderAxis(this.element),this._handles=this._handles.add(this.element.find(".ui-resizable-handle")),this._handles.disableSelection(),this._handles.mouseover(function(){o.resizing||(this.className&&(n=this.className.match(/ui-resizable-(se|sw|ne|nw|n|e|s|w)/i)),o.axis=n&&n[1]?n[1]:"se")}),r.autoHide&&(this._handles.hide(),e(this.element).addClass("ui-resizable-autohide").mouseenter(function(){r.disabled||(e(this).removeClass("ui-resizable-autohide"),o._handles.show())}).mouseleave(function(){r.disabled||o.resizing||(e(this).addClass("ui-resizable-autohide"),o._handles.hide())})),this._mouseInit()},_destroy:function(){this._mouseDestroy();var t,i=function(t){e(t).removeClass("ui-resizable ui-resizable-disabled ui-resizable-resizing").removeData("resizable").removeData("ui-resizable").unbind(".resizable").find(".ui-resizable-handle").remove()};return this.elementIsWrapper&&(i(this.element),t=this.element,this.originalElement.css({position:t.css("position"),width:t.outerWidth(),height:t.outerHeight(),top:t.css("top"),left:t.css("left")}).insertAfter(t),t.remove()),this.originalElement.css("resize",this.originalResizeStyle),i(this.originalElement),this},_mouseCapture:function(t){var i,s,n=!1;for(i in this.handles)s=e(this.handles[i])[0],(s===t.target||e.contains(s,t.target))&&(n=!0);return!this.options.disabled&&n},_mouseStart:function(t){var i,s,n,a=this.options,o=this.element;return this.resizing=!0,this._renderProxy(),i=this._num(this.helper.css("left")),s=this._num(this.helper.css("top")),a.containment&&(i+=e(a.containment).scrollLeft()||0,s+=e(a.containment).scrollTop()||0),this.offset=this.helper.offset(),this.position={left:i,top:s},this.size=this._helper?{width:this.helper.width(),height:this.helper.height()}:{width:o.width(),height:o.height()},this.originalSize=this._helper?{width:o.outerWidth(),height:o.outerHeight()}:{width:o.width(),height:o.height()},this.sizeDiff={width:o.outerWidth()-o.width(),height:o.outerHeight()-o.height()},this.originalPosition={left:i,top:s},this.originalMousePosition={left:t.pageX,top:t.pageY},this.aspectRatio="number"==typeof a.aspectRatio?a.aspectRatio:this.originalSize.width/this.originalSize.height||1,n=e(".ui-resizable-"+this.axis).css("cursor"),e("body").css("cursor","auto"===n?this.axis+"-resize":n),o.addClass("ui-resizable-resizing"),this._propagate("start",t),!0},_mouseDrag:function(t){var i,s,n=this.originalMousePosition,a=this.axis,o=t.pageX-n.left||0,r=t.pageY-n.top||0,h=this._change[a];return this._updatePrevProperties(),h?(i=h.apply(this,[t,o,r]),this._updateVirtualBoundaries(t.shiftKey),(this._aspectRatio||t.shiftKey)&&(i=this._updateRatio(i,t)),i=this._respectSize(i,t),this._updateCache(i),this._propagate("resize",t),s=this._applyChanges(),!this._helper&&this._proportionallyResizeElements.length&&this._proportionallyResize(),e.isEmptyObject(s)||(this._updatePrevProperties(),this._trigger("resize",t,this.ui()),this._applyChanges()),!1):!1},_mouseStop:function(t){this.resizing=!1;var i,s,n,a,o,r,h,l=this.options,u=this;return this._helper&&(i=this._proportionallyResizeElements,s=i.length&&/textarea/i.test(i[0].nodeName),n=s&&this._hasScroll(i[0],"left")?0:u.sizeDiff.height,a=s?0:u.sizeDiff.width,o={width:u.helper.width()-a,height:u.helper.height()-n},r=parseInt(u.element.css("left"),10)+(u.position.left-u.originalPosition.left)||null,h=parseInt(u.element.css("top"),10)+(u.position.top-u.originalPosition.top)||null,l.animate||this.element.css(e.extend(o,{top:h,left:r})),u.helper.height(u.size.height),u.helper.width(u.size.width),this._helper&&!l.animate&&this._proportionallyResize()),e("body").css("cursor","auto"),this.element.removeClass("ui-resizable-resizing"),this._propagate("stop",t),this._helper&&this.helper.remove(),!1},_updatePrevProperties:function(){this.prevPosition={top:this.position.top,left:this.position.left},this.prevSize={width:this.size.width,height:this.size.height}},_applyChanges:function(){var e={};return this.position.top!==this.prevPosition.top&&(e.top=this.position.top+"px"),this.position.left!==this.prevPosition.left&&(e.left=this.position.left+"px"),this.size.width!==this.prevSize.width&&(e.width=this.size.width+"px"),this.size.height!==this.prevSize.height&&(e.height=this.size.height+"px"),this.helper.css(e),e},_updateVirtualBoundaries:function(e){var t,i,s,n,a,o=this.options;a={minWidth:this._isNumber(o.minWidth)?o.minWidth:0,maxWidth:this._isNumber(o.maxWidth)?o.maxWidth:1/0,minHeight:this._isNumber(o.minHeight)?o.minHeight:0,maxHeight:this._isNumber(o.maxHeight)?o.maxHeight:1/0},(this._aspectRatio||e)&&(t=a.minHeight*this.aspectRatio,s=a.minWidth/this.aspectRatio,i=a.maxHeight*this.aspectRatio,n=a.maxWidth/this.aspectRatio,t>a.minWidth&&(a.minWidth=t),s>a.minHeight&&(a.minHeight=s),a.maxWidth>i&&(a.maxWidth=i),a.maxHeight>n&&(a.maxHeight=n)),this._vBoundaries=a},_updateCache:function(e){this.offset=this.helper.offset(),this._isNumber(e.left)&&(this.position.left=e.left),this._isNumber(e.top)&&(this.position.top=e.top),this._isNumber(e.height)&&(this.size.height=e.height),this._isNumber(e.width)&&(this.size.width=e.width)},_updateRatio:function(e){var t=this.position,i=this.size,s=this.axis;return this._isNumber(e.height)?e.width=e.height*this.aspectRatio:this._isNumber(e.width)&&(e.height=e.width/this.aspectRatio),"sw"===s&&(e.left=t.left+(i.width-e.width),e.top=null),"nw"===s&&(e.top=t.top+(i.height-e.height),e.left=t.left+(i.width-e.width)),e},_respectSize:function(e){var t=this._vBoundaries,i=this.axis,s=this._isNumber(e.width)&&t.maxWidth&&t.maxWidth<e.width,n=this._isNumber(e.height)&&t.maxHeight&&t.maxHeight<e.height,a=this._isNumber(e.width)&&t.minWidth&&t.minWidth>e.width,o=this._isNumber(e.height)&&t.minHeight&&t.minHeight>e.height,r=this.originalPosition.left+this.originalSize.width,h=this.position.top+this.size.height,l=/sw|nw|w/.test(i),u=/nw|ne|n/.test(i);return a&&(e.width=t.minWidth),o&&(e.height=t.minHeight),s&&(e.width=t.maxWidth),n&&(e.height=t.maxHeight),a&&l&&(e.left=r-t.minWidth),s&&l&&(e.left=r-t.maxWidth),o&&u&&(e.top=h-t.minHeight),n&&u&&(e.top=h-t.maxHeight),e.width||e.height||e.left||!e.top?e.width||e.height||e.top||!e.left||(e.left=null):e.top=null,e},_getPaddingPlusBorderDimensions:function(e){for(var t=0,i=[],s=[e.css("borderTopWidth"),e.css("borderRightWidth"),e.css("borderBottomWidth"),e.css("borderLeftWidth")],n=[e.css("paddingTop"),e.css("paddingRight"),e.css("paddingBottom"),e.css("paddingLeft")];4>t;t++)i[t]=parseInt(s[t],10)||0,i[t]+=parseInt(n[t],10)||0;return{height:i[0]+i[2],width:i[1]+i[3]}},_proportionallyResize:function(){if(this._proportionallyResizeElements.length)for(var e,t=0,i=this.helper||this.element;this._proportionallyResizeElements.length>t;t++)e=this._proportionallyResizeElements[t],this.outerDimensions||(this.outerDimensions=this._getPaddingPlusBorderDimensions(e)),e.css({height:i.height()-this.outerDimensions.height||0,width:i.width()-this.outerDimensions.width||0})},_renderProxy:function(){var t=this.element,i=this.options;this.elementOffset=t.offset(),this._helper?(this.helper=this.helper||e("<div style='overflow:hidden;'></div>"),this.helper.addClass(this._helper).css({width:this.element.outerWidth()-1,height:this.element.outerHeight()-1,position:"absolute",left:this.elementOffset.left+"px",top:this.elementOffset.top+"px",zIndex:++i.zIndex}),this.helper.appendTo("body").disableSelection()):this.helper=this.element},_change:{e:function(e,t){return{width:this.originalSize.width+t}},w:function(e,t){var i=this.originalSize,s=this.originalPosition;return{left:s.left+t,width:i.width-t}},n:function(e,t,i){var s=this.originalSize,n=this.originalPosition;return{top:n.top+i,height:s.height-i}},s:function(e,t,i){return{height:this.originalSize.height+i}},se:function(t,i,s){return e.extend(this._change.s.apply(this,arguments),this._change.e.apply(this,[t,i,s]))},sw:function(t,i,s){return e.extend(this._change.s.apply(this,arguments),this._change.w.apply(this,[t,i,s]))},ne:function(t,i,s){return e.extend(this._change.n.apply(this,arguments),this._change.e.apply(this,[t,i,s]))},nw:function(t,i,s){return e.extend(this._change.n.apply(this,arguments),this._change.w.apply(this,[t,i,s]))}},_propagate:function(t,i){e.ui.plugin.call(this,t,[i,this.ui()]),"resize"!==t&&this._trigger(t,i,this.ui())},plugins:{},ui:function(){return{originalElement:this.originalElement,element:this.element,helper:this.helper,position:this.position,size:this.size,originalSize:this.originalSize,originalPosition:this.originalPosition}}}),e.ui.plugin.add("resizable","animate",{stop:function(t){var i=e(this).resizable("instance"),s=i.options,n=i._proportionallyResizeElements,a=n.length&&/textarea/i.test(n[0].nodeName),o=a&&i._hasScroll(n[0],"left")?0:i.sizeDiff.height,r=a?0:i.sizeDiff.width,h={width:i.size.width-r,height:i.size.height-o},l=parseInt(i.element.css("left"),10)+(i.position.left-i.originalPosition.left)||null,u=parseInt(i.element.css("top"),10)+(i.position.top-i.originalPosition.top)||null;i.element.animate(e.extend(h,u&&l?{top:u,left:l}:{}),{duration:s.animateDuration,easing:s.animateEasing,step:function(){var s={width:parseInt(i.element.css("width"),10),height:parseInt(i.element.css("height"),10),top:parseInt(i.element.css("top"),10),left:parseInt(i.element.css("left"),10)};n&&n.length&&e(n[0]).css({width:s.width,height:s.height}),i._updateCache(s),i._propagate("resize",t)}})}}),e.ui.plugin.add("resizable","containment",{start:function(){var t,i,s,n,a,o,r,h=e(this).resizable("instance"),l=h.options,u=h.element,d=l.containment,c=d instanceof e?d.get(0):/parent/.test(d)?u.parent().get(0):d;c&&(h.containerElement=e(c),/document/.test(d)||d===document?(h.containerOffset={left:0,top:0},h.containerPosition={left:0,top:0},h.parentData={element:e(document),left:0,top:0,width:e(document).width(),height:e(document).height()||document.body.parentNode.scrollHeight}):(t=e(c),i=[],e(["Top","Right","Left","Bottom"]).each(function(e,s){i[e]=h._num(t.css("padding"+s))}),h.containerOffset=t.offset(),h.containerPosition=t.position(),h.containerSize={height:t.innerHeight()-i[3],width:t.innerWidth()-i[1]},s=h.containerOffset,n=h.containerSize.height,a=h.containerSize.width,o=h._hasScroll(c,"left")?c.scrollWidth:a,r=h._hasScroll(c)?c.scrollHeight:n,h.parentData={element:c,left:s.left,top:s.top,width:o,height:r}))},resize:function(t){var i,s,n,a,o=e(this).resizable("instance"),r=o.options,h=o.containerOffset,l=o.position,u=o._aspectRatio||t.shiftKey,d={top:0,left:0},c=o.containerElement,p=!0;c[0]!==document&&/static/.test(c.css("position"))&&(d=h),l.left<(o._helper?h.left:0)&&(o.size.width=o.size.width+(o._helper?o.position.left-h.left:o.position.left-d.left),u&&(o.size.height=o.size.width/o.aspectRatio,p=!1),o.position.left=r.helper?h.left:0),l.top<(o._helper?h.top:0)&&(o.size.height=o.size.height+(o._helper?o.position.top-h.top:o.position.top),u&&(o.size.width=o.size.height*o.aspectRatio,p=!1),o.position.top=o._helper?h.top:0),n=o.containerElement.get(0)===o.element.parent().get(0),a=/relative|absolute/.test(o.containerElement.css("position")),n&&a?(o.offset.left=o.parentData.left+o.position.left,o.offset.top=o.parentData.top+o.position.top):(o.offset.left=o.element.offset().left,o.offset.top=o.element.offset().top),i=Math.abs(o.sizeDiff.width+(o._helper?o.offset.left-d.left:o.offset.left-h.left)),s=Math.abs(o.sizeDiff.height+(o._helper?o.offset.top-d.top:o.offset.top-h.top)),i+o.size.width>=o.parentData.width&&(o.size.width=o.parentData.width-i,u&&(o.size.height=o.size.width/o.aspectRatio,p=!1)),s+o.size.height>=o.parentData.height&&(o.size.height=o.parentData.height-s,u&&(o.size.width=o.size.height*o.aspectRatio,p=!1)),p||(o.position.left=o.prevPosition.left,o.position.top=o.prevPosition.top,o.size.width=o.prevSize.width,o.size.height=o.prevSize.height)},stop:function(){var t=e(this).resizable("instance"),i=t.options,s=t.containerOffset,n=t.containerPosition,a=t.containerElement,o=e(t.helper),r=o.offset(),h=o.outerWidth()-t.sizeDiff.width,l=o.outerHeight()-t.sizeDiff.height;t._helper&&!i.animate&&/relative/.test(a.css("position"))&&e(this).css({left:r.left-n.left-s.left,width:h,height:l}),t._helper&&!i.animate&&/static/.test(a.css("position"))&&e(this).css({left:r.left-n.left-s.left,width:h,height:l})}}),e.ui.plugin.add("resizable","alsoResize",{start:function(){var t=e(this).resizable("instance"),i=t.options;e(i.alsoResize).each(function(){var t=e(this);t.data("ui-resizable-alsoresize",{width:parseInt(t.width(),10),height:parseInt(t.height(),10),left:parseInt(t.css("left"),10),top:parseInt(t.css("top"),10)})})},resize:function(t,i){var s=e(this).resizable("instance"),n=s.options,a=s.originalSize,o=s.originalPosition,r={height:s.size.height-a.height||0,width:s.size.width-a.width||0,top:s.position.top-o.top||0,left:s.position.left-o.left||0};e(n.alsoResize).each(function(){var t=e(this),s=e(this).data("ui-resizable-alsoresize"),n={},a=t.parents(i.originalElement[0]).length?["width","height"]:["width","height","top","left"];e.each(a,function(e,t){var i=(s[t]||0)+(r[t]||0);i&&i>=0&&(n[t]=i||null)}),t.css(n)})},stop:function(){e(this).removeData("resizable-alsoresize")}}),e.ui.plugin.add("resizable","ghost",{start:function(){var t=e(this).resizable("instance"),i=t.options,s=t.size;t.ghost=t.originalElement.clone(),t.ghost.css({opacity:.25,display:"block",position:"relative",height:s.height,width:s.width,margin:0,left:0,top:0}).addClass("ui-resizable-ghost").addClass("string"==typeof i.ghost?i.ghost:""),t.ghost.appendTo(t.helper)},resize:function(){var t=e(this).resizable("instance");t.ghost&&t.ghost.css({position:"relative",height:t.size.height,width:t.size.width})},stop:function(){var t=e(this).resizable("instance");t.ghost&&t.helper&&t.helper.get(0).removeChild(t.ghost.get(0))}}),e.ui.plugin.add("resizable","grid",{resize:function(){var t,i=e(this).resizable("instance"),s=i.options,n=i.size,a=i.originalSize,o=i.originalPosition,r=i.axis,h="number"==typeof s.grid?[s.grid,s.grid]:s.grid,l=h[0]||1,u=h[1]||1,d=Math.round((n.width-a.width)/l)*l,c=Math.round((n.height-a.height)/u)*u,p=a.width+d,f=a.height+c,m=s.maxWidth&&p>s.maxWidth,g=s.maxHeight&&f>s.maxHeight,v=s.minWidth&&s.minWidth>p,y=s.minHeight&&s.minHeight>f;s.grid=h,v&&(p+=l),y&&(f+=u),m&&(p-=l),g&&(f-=u),/^(se|s|e)$/.test(r)?(i.size.width=p,i.size.height=f):/^(ne)$/.test(r)?(i.size.width=p,i.size.height=f,i.position.top=o.top-c):/^(sw)$/.test(r)?(i.size.width=p,i.size.height=f,i.position.left=o.left-d):((0>=f-u||0>=p-l)&&(t=i._getPaddingPlusBorderDimensions(this)),f-u>0?(i.size.height=f,i.position.top=o.top-c):(f=u-t.height,i.size.height=f,i.position.top=o.top+a.height-f),p-l>0?(i.size.width=p,i.position.left=o.left-d):(p=l-t.width,i.size.width=p,i.position.left=o.left+a.width-p))}}),e.ui.resizable,e.widget("ui.selectable",e.ui.mouse,{version:"1.11.4",options:{appendTo:"body",autoRefresh:!0,distance:0,filter:"*",tolerance:"touch",selected:null,selecting:null,start:null,stop:null,unselected:null,unselecting:null},_create:function(){var t,i=this;this.element.addClass("ui-selectable"),this.dragged=!1,this.refresh=function(){t=e(i.options.filter,i.element[0]),t.addClass("ui-selectee"),t.each(function(){var t=e(this),i=t.offset();e.data(this,"selectable-item",{element:this,$element:t,left:i.left,top:i.top,right:i.left+t.outerWidth(),bottom:i.top+t.outerHeight(),startselected:!1,selected:t.hasClass("ui-selected"),selecting:t.hasClass("ui-selecting"),unselecting:t.hasClass("ui-unselecting")})})},this.refresh(),this.selectees=t.addClass("ui-selectee"),this._mouseInit(),this.helper=e("<div class='ui-selectable-helper'></div>")},_destroy:function(){this.selectees.removeClass("ui-selectee").removeData("selectable-item"),this.element.removeClass("ui-selectable ui-selectable-disabled"),this._mouseDestroy()},_mouseStart:function(t){var i=this,s=this.options;this.opos=[t.pageX,t.pageY],this.options.disabled||(this.selectees=e(s.filter,this.element[0]),this._trigger("start",t),e(s.appendTo).append(this.helper),this.helper.css({left:t.pageX,top:t.pageY,width:0,height:0}),s.autoRefresh&&this.refresh(),this.selectees.filter(".ui-selected").each(function(){var s=e.data(this,"selectable-item");s.startselected=!0,t.metaKey||t.ctrlKey||(s.$element.removeClass("ui-selected"),s.selected=!1,s.$element.addClass("ui-unselecting"),s.unselecting=!0,i._trigger("unselecting",t,{unselecting:s.element}))}),e(t.target).parents().addBack().each(function(){var s,n=e.data(this,"selectable-item");return n?(s=!t.metaKey&&!t.ctrlKey||!n.$element.hasClass("ui-selected"),n.$element.removeClass(s?"ui-unselecting":"ui-selected").addClass(s?"ui-selecting":"ui-unselecting"),n.unselecting=!s,n.selecting=s,n.selected=s,s?i._trigger("selecting",t,{selecting:n.element}):i._trigger("unselecting",t,{unselecting:n.element}),!1):void 0}))},_mouseDrag:function(t){if(this.dragged=!0,!this.options.disabled){var i,s=this,n=this.options,a=this.opos[0],o=this.opos[1],r=t.pageX,h=t.pageY;return a>r&&(i=r,r=a,a=i),o>h&&(i=h,h=o,o=i),this.helper.css({left:a,top:o,width:r-a,height:h-o}),this.selectees.each(function(){var i=e.data(this,"selectable-item"),l=!1;
|
|
|
i&&i.element!==s.element[0]&&("touch"===n.tolerance?l=!(i.left>r||a>i.right||i.top>h||o>i.bottom):"fit"===n.tolerance&&(l=i.left>a&&r>i.right&&i.top>o&&h>i.bottom),l?(i.selected&&(i.$element.removeClass("ui-selected"),i.selected=!1),i.unselecting&&(i.$element.removeClass("ui-unselecting"),i.unselecting=!1),i.selecting||(i.$element.addClass("ui-selecting"),i.selecting=!0,s._trigger("selecting",t,{selecting:i.element}))):(i.selecting&&((t.metaKey||t.ctrlKey)&&i.startselected?(i.$element.removeClass("ui-selecting"),i.selecting=!1,i.$element.addClass("ui-selected"),i.selected=!0):(i.$element.removeClass("ui-selecting"),i.selecting=!1,i.startselected&&(i.$element.addClass("ui-unselecting"),i.unselecting=!0),s._trigger("unselecting",t,{unselecting:i.element}))),i.selected&&(t.metaKey||t.ctrlKey||i.startselected||(i.$element.removeClass("ui-selected"),i.selected=!1,i.$element.addClass("ui-unselecting"),i.unselecting=!0,s._trigger("unselecting",t,{unselecting:i.element})))))}),!1}},_mouseStop:function(t){var i=this;return this.dragged=!1,e(".ui-unselecting",this.element[0]).each(function(){var s=e.data(this,"selectable-item");s.$element.removeClass("ui-unselecting"),s.unselecting=!1,s.startselected=!1,i._trigger("unselected",t,{unselected:s.element})}),e(".ui-selecting",this.element[0]).each(function(){var s=e.data(this,"selectable-item");s.$element.removeClass("ui-selecting").addClass("ui-selected"),s.selecting=!1,s.selected=!0,s.startselected=!0,i._trigger("selected",t,{selected:s.element})}),this._trigger("stop",t),this.helper.remove(),!1}}),e.widget("ui.sortable",e.ui.mouse,{version:"1.11.4",widgetEventPrefix:"sort",ready:!1,options:{appendTo:"parent",axis:!1,connectWith:!1,containment:!1,cursor:"auto",cursorAt:!1,dropOnEmpty:!0,forcePlaceholderSize:!1,forceHelperSize:!1,grid:!1,handle:!1,helper:"original",items:"> *",opacity:!1,placeholder:!1,revert:!1,scroll:!0,scrollSensitivity:20,scrollSpeed:20,scope:"default",tolerance:"intersect",zIndex:1e3,activate:null,beforeStop:null,change:null,deactivate:null,out:null,over:null,receive:null,remove:null,sort:null,start:null,stop:null,update:null},_isOverAxis:function(e,t,i){return e>=t&&t+i>e},_isFloating:function(e){return/left|right/.test(e.css("float"))||/inline|table-cell/.test(e.css("display"))},_create:function(){this.containerCache={},this.element.addClass("ui-sortable"),this.refresh(),this.offset=this.element.offset(),this._mouseInit(),this._setHandleClassName(),this.ready=!0},_setOption:function(e,t){this._super(e,t),"handle"===e&&this._setHandleClassName()},_setHandleClassName:function(){this.element.find(".ui-sortable-handle").removeClass("ui-sortable-handle"),e.each(this.items,function(){(this.instance.options.handle?this.item.find(this.instance.options.handle):this.item).addClass("ui-sortable-handle")})},_destroy:function(){this.element.removeClass("ui-sortable ui-sortable-disabled").find(".ui-sortable-handle").removeClass("ui-sortable-handle"),this._mouseDestroy();for(var e=this.items.length-1;e>=0;e--)this.items[e].item.removeData(this.widgetName+"-item");return this},_mouseCapture:function(t,i){var s=null,n=!1,a=this;return this.reverting?!1:this.options.disabled||"static"===this.options.type?!1:(this._refreshItems(t),e(t.target).parents().each(function(){return e.data(this,a.widgetName+"-item")===a?(s=e(this),!1):void 0}),e.data(t.target,a.widgetName+"-item")===a&&(s=e(t.target)),s?!this.options.handle||i||(e(this.options.handle,s).find("*").addBack().each(function(){this===t.target&&(n=!0)}),n)?(this.currentItem=s,this._removeCurrentsFromItems(),!0):!1:!1)},_mouseStart:function(t,i,s){var n,a,o=this.options;if(this.currentContainer=this,this.refreshPositions(),this.helper=this._createHelper(t),this._cacheHelperProportions(),this._cacheMargins(),this.scrollParent=this.helper.scrollParent(),this.offset=this.currentItem.offset(),this.offset={top:this.offset.top-this.margins.top,left:this.offset.left-this.margins.left},e.extend(this.offset,{click:{left:t.pageX-this.offset.left,top:t.pageY-this.offset.top},parent:this._getParentOffset(),relative:this._getRelativeOffset()}),this.helper.css("position","absolute"),this.cssPosition=this.helper.css("position"),this.originalPosition=this._generatePosition(t),this.originalPageX=t.pageX,this.originalPageY=t.pageY,o.cursorAt&&this._adjustOffsetFromHelper(o.cursorAt),this.domPosition={prev:this.currentItem.prev()[0],parent:this.currentItem.parent()[0]},this.helper[0]!==this.currentItem[0]&&this.currentItem.hide(),this._createPlaceholder(),o.containment&&this._setContainment(),o.cursor&&"auto"!==o.cursor&&(a=this.document.find("body"),this.storedCursor=a.css("cursor"),a.css("cursor",o.cursor),this.storedStylesheet=e("<style>*{ cursor: "+o.cursor+" !important; }</style>").appendTo(a)),o.opacity&&(this.helper.css("opacity")&&(this._storedOpacity=this.helper.css("opacity")),this.helper.css("opacity",o.opacity)),o.zIndex&&(this.helper.css("zIndex")&&(this._storedZIndex=this.helper.css("zIndex")),this.helper.css("zIndex",o.zIndex)),this.scrollParent[0]!==this.document[0]&&"HTML"!==this.scrollParent[0].tagName&&(this.overflowOffset=this.scrollParent.offset()),this._trigger("start",t,this._uiHash()),this._preserveHelperProportions||this._cacheHelperProportions(),!s)for(n=this.containers.length-1;n>=0;n--)this.containers[n]._trigger("activate",t,this._uiHash(this));return e.ui.ddmanager&&(e.ui.ddmanager.current=this),e.ui.ddmanager&&!o.dropBehaviour&&e.ui.ddmanager.prepareOffsets(this,t),this.dragging=!0,this.helper.addClass("ui-sortable-helper"),this._mouseDrag(t),!0},_mouseDrag:function(t){var i,s,n,a,o=this.options,r=!1;for(this.position=this._generatePosition(t),this.positionAbs=this._convertPositionTo("absolute"),this.lastPositionAbs||(this.lastPositionAbs=this.positionAbs),this.options.scroll&&(this.scrollParent[0]!==this.document[0]&&"HTML"!==this.scrollParent[0].tagName?(this.overflowOffset.top+this.scrollParent[0].offsetHeight-t.pageY<o.scrollSensitivity?this.scrollParent[0].scrollTop=r=this.scrollParent[0].scrollTop+o.scrollSpeed:t.pageY-this.overflowOffset.top<o.scrollSensitivity&&(this.scrollParent[0].scrollTop=r=this.scrollParent[0].scrollTop-o.scrollSpeed),this.overflowOffset.left+this.scrollParent[0].offsetWidth-t.pageX<o.scrollSensitivity?this.scrollParent[0].scrollLeft=r=this.scrollParent[0].scrollLeft+o.scrollSpeed:t.pageX-this.overflowOffset.left<o.scrollSensitivity&&(this.scrollParent[0].scrollLeft=r=this.scrollParent[0].scrollLeft-o.scrollSpeed)):(t.pageY-this.document.scrollTop()<o.scrollSensitivity?r=this.document.scrollTop(this.document.scrollTop()-o.scrollSpeed):this.window.height()-(t.pageY-this.document.scrollTop())<o.scrollSensitivity&&(r=this.document.scrollTop(this.document.scrollTop()+o.scrollSpeed)),t.pageX-this.document.scrollLeft()<o.scrollSensitivity?r=this.document.scrollLeft(this.document.scrollLeft()-o.scrollSpeed):this.window.width()-(t.pageX-this.document.scrollLeft())<o.scrollSensitivity&&(r=this.document.scrollLeft(this.document.scrollLeft()+o.scrollSpeed))),r!==!1&&e.ui.ddmanager&&!o.dropBehaviour&&e.ui.ddmanager.prepareOffsets(this,t)),this.positionAbs=this._convertPositionTo("absolute"),this.options.axis&&"y"===this.options.axis||(this.helper[0].style.left=this.position.left+"px"),this.options.axis&&"x"===this.options.axis||(this.helper[0].style.top=this.position.top+"px"),i=this.items.length-1;i>=0;i--)if(s=this.items[i],n=s.item[0],a=this._intersectsWithPointer(s),a&&s.instance===this.currentContainer&&n!==this.currentItem[0]&&this.placeholder[1===a?"next":"prev"]()[0]!==n&&!e.contains(this.placeholder[0],n)&&("semi-dynamic"===this.options.type?!e.contains(this.element[0],n):!0)){if(this.direction=1===a?"down":"up","pointer"!==this.options.tolerance&&!this._intersectsWithSides(s))break;this._rearrange(t,s),this._trigger("change",t,this._uiHash());break}return this._contactContainers(t),e.ui.ddmanager&&e.ui.ddmanager.drag(this,t),this._trigger("sort",t,this._uiHash()),this.lastPositionAbs=this.positionAbs,!1},_mouseStop:function(t,i){if(t){if(e.ui.ddmanager&&!this.options.dropBehaviour&&e.ui.ddmanager.drop(this,t),this.options.revert){var s=this,n=this.placeholder.offset(),a=this.options.axis,o={};a&&"x"!==a||(o.left=n.left-this.offset.parent.left-this.margins.left+(this.offsetParent[0]===this.document[0].body?0:this.offsetParent[0].scrollLeft)),a&&"y"!==a||(o.top=n.top-this.offset.parent.top-this.margins.top+(this.offsetParent[0]===this.document[0].body?0:this.offsetParent[0].scrollTop)),this.reverting=!0,e(this.helper).animate(o,parseInt(this.options.revert,10)||500,function(){s._clear(t)})}else this._clear(t,i);return!1}},cancel:function(){if(this.dragging){this._mouseUp({target:null}),"original"===this.options.helper?this.currentItem.css(this._storedCSS).removeClass("ui-sortable-helper"):this.currentItem.show();for(var t=this.containers.length-1;t>=0;t--)this.containers[t]._trigger("deactivate",null,this._uiHash(this)),this.containers[t].containerCache.over&&(this.containers[t]._trigger("out",null,this._uiHash(this)),this.containers[t].containerCache.over=0)}return this.placeholder&&(this.placeholder[0].parentNode&&this.placeholder[0].parentNode.removeChild(this.placeholder[0]),"original"!==this.options.helper&&this.helper&&this.helper[0].parentNode&&this.helper.remove(),e.extend(this,{helper:null,dragging:!1,reverting:!1,_noFinalSort:null}),this.domPosition.prev?e(this.domPosition.prev).after(this.currentItem):e(this.domPosition.parent).prepend(this.currentItem)),this},serialize:function(t){var i=this._getItemsAsjQuery(t&&t.connected),s=[];return t=t||{},e(i).each(function(){var i=(e(t.item||this).attr(t.attribute||"id")||"").match(t.expression||/(.+)[\-=_](.+)/);i&&s.push((t.key||i[1]+"[]")+"="+(t.key&&t.expression?i[1]:i[2]))}),!s.length&&t.key&&s.push(t.key+"="),s.join("&")},toArray:function(t){var i=this._getItemsAsjQuery(t&&t.connected),s=[];return t=t||{},i.each(function(){s.push(e(t.item||this).attr(t.attribute||"id")||"")}),s},_intersectsWith:function(e){var t=this.positionAbs.left,i=t+this.helperProportions.width,s=this.positionAbs.top,n=s+this.helperProportions.height,a=e.left,o=a+e.width,r=e.top,h=r+e.height,l=this.offset.click.top,u=this.offset.click.left,d="x"===this.options.axis||s+l>r&&h>s+l,c="y"===this.options.axis||t+u>a&&o>t+u,p=d&&c;return"pointer"===this.options.tolerance||this.options.forcePointerForContainers||"pointer"!==this.options.tolerance&&this.helperProportions[this.floating?"width":"height"]>e[this.floating?"width":"height"]?p:t+this.helperProportions.width/2>a&&o>i-this.helperProportions.width/2&&s+this.helperProportions.height/2>r&&h>n-this.helperProportions.height/2},_intersectsWithPointer:function(e){var t="x"===this.options.axis||this._isOverAxis(this.positionAbs.top+this.offset.click.top,e.top,e.height),i="y"===this.options.axis||this._isOverAxis(this.positionAbs.left+this.offset.click.left,e.left,e.width),s=t&&i,n=this._getDragVerticalDirection(),a=this._getDragHorizontalDirection();return s?this.floating?a&&"right"===a||"down"===n?2:1:n&&("down"===n?2:1):!1},_intersectsWithSides:function(e){var t=this._isOverAxis(this.positionAbs.top+this.offset.click.top,e.top+e.height/2,e.height),i=this._isOverAxis(this.positionAbs.left+this.offset.click.left,e.left+e.width/2,e.width),s=this._getDragVerticalDirection(),n=this._getDragHorizontalDirection();return this.floating&&n?"right"===n&&i||"left"===n&&!i:s&&("down"===s&&t||"up"===s&&!t)},_getDragVerticalDirection:function(){var e=this.positionAbs.top-this.lastPositionAbs.top;return 0!==e&&(e>0?"down":"up")},_getDragHorizontalDirection:function(){var e=this.positionAbs.left-this.lastPositionAbs.left;return 0!==e&&(e>0?"right":"left")},refresh:function(e){return this._refreshItems(e),this._setHandleClassName(),this.refreshPositions(),this},_connectWith:function(){var e=this.options;return e.connectWith.constructor===String?[e.connectWith]:e.connectWith},_getItemsAsjQuery:function(t){function i(){r.push(this)}var s,n,a,o,r=[],h=[],l=this._connectWith();if(l&&t)for(s=l.length-1;s>=0;s--)for(a=e(l[s],this.document[0]),n=a.length-1;n>=0;n--)o=e.data(a[n],this.widgetFullName),o&&o!==this&&!o.options.disabled&&h.push([e.isFunction(o.options.items)?o.options.items.call(o.element):e(o.options.items,o.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),o]);for(h.push([e.isFunction(this.options.items)?this.options.items.call(this.element,null,{options:this.options,item:this.currentItem}):e(this.options.items,this.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),this]),s=h.length-1;s>=0;s--)h[s][0].each(i);return e(r)},_removeCurrentsFromItems:function(){var t=this.currentItem.find(":data("+this.widgetName+"-item)");this.items=e.grep(this.items,function(e){for(var i=0;t.length>i;i++)if(t[i]===e.item[0])return!1;return!0})},_refreshItems:function(t){this.items=[],this.containers=[this];var i,s,n,a,o,r,h,l,u=this.items,d=[[e.isFunction(this.options.items)?this.options.items.call(this.element[0],t,{item:this.currentItem}):e(this.options.items,this.element),this]],c=this._connectWith();if(c&&this.ready)for(i=c.length-1;i>=0;i--)for(n=e(c[i],this.document[0]),s=n.length-1;s>=0;s--)a=e.data(n[s],this.widgetFullName),a&&a!==this&&!a.options.disabled&&(d.push([e.isFunction(a.options.items)?a.options.items.call(a.element[0],t,{item:this.currentItem}):e(a.options.items,a.element),a]),this.containers.push(a));for(i=d.length-1;i>=0;i--)for(o=d[i][1],r=d[i][0],s=0,l=r.length;l>s;s++)h=e(r[s]),h.data(this.widgetName+"-item",o),u.push({item:h,instance:o,width:0,height:0,left:0,top:0})},refreshPositions:function(t){this.floating=this.items.length?"x"===this.options.axis||this._isFloating(this.items[0].item):!1,this.offsetParent&&this.helper&&(this.offset.parent=this._getParentOffset());var i,s,n,a;for(i=this.items.length-1;i>=0;i--)s=this.items[i],s.instance!==this.currentContainer&&this.currentContainer&&s.item[0]!==this.currentItem[0]||(n=this.options.toleranceElement?e(this.options.toleranceElement,s.item):s.item,t||(s.width=n.outerWidth(),s.height=n.outerHeight()),a=n.offset(),s.left=a.left,s.top=a.top);if(this.options.custom&&this.options.custom.refreshContainers)this.options.custom.refreshContainers.call(this);else for(i=this.containers.length-1;i>=0;i--)a=this.containers[i].element.offset(),this.containers[i].containerCache.left=a.left,this.containers[i].containerCache.top=a.top,this.containers[i].containerCache.width=this.containers[i].element.outerWidth(),this.containers[i].containerCache.height=this.containers[i].element.outerHeight();return this},_createPlaceholder:function(t){t=t||this;var i,s=t.options;s.placeholder&&s.placeholder.constructor!==String||(i=s.placeholder,s.placeholder={element:function(){var s=t.currentItem[0].nodeName.toLowerCase(),n=e("<"+s+">",t.document[0]).addClass(i||t.currentItem[0].className+" ui-sortable-placeholder").removeClass("ui-sortable-helper");return"tbody"===s?t._createTrPlaceholder(t.currentItem.find("tr").eq(0),e("<tr>",t.document[0]).appendTo(n)):"tr"===s?t._createTrPlaceholder(t.currentItem,n):"img"===s&&n.attr("src",t.currentItem.attr("src")),i||n.css("visibility","hidden"),n},update:function(e,n){(!i||s.forcePlaceholderSize)&&(n.height()||n.height(t.currentItem.innerHeight()-parseInt(t.currentItem.css("paddingTop")||0,10)-parseInt(t.currentItem.css("paddingBottom")||0,10)),n.width()||n.width(t.currentItem.innerWidth()-parseInt(t.currentItem.css("paddingLeft")||0,10)-parseInt(t.currentItem.css("paddingRight")||0,10)))}}),t.placeholder=e(s.placeholder.element.call(t.element,t.currentItem)),t.currentItem.after(t.placeholder),s.placeholder.update(t,t.placeholder)},_createTrPlaceholder:function(t,i){var s=this;t.children().each(function(){e("<td> </td>",s.document[0]).attr("colspan",e(this).attr("colspan")||1).appendTo(i)})},_contactContainers:function(t){var i,s,n,a,o,r,h,l,u,d,c=null,p=null;for(i=this.containers.length-1;i>=0;i--)if(!e.contains(this.currentItem[0],this.containers[i].element[0]))if(this._intersectsWith(this.containers[i].containerCache)){if(c&&e.contains(this.containers[i].element[0],c.element[0]))continue;c=this.containers[i],p=i}else this.containers[i].containerCache.over&&(this.containers[i]._trigger("out",t,this._uiHash(this)),this.containers[i].containerCache.over=0);if(c)if(1===this.containers.length)this.containers[p].containerCache.over||(this.containers[p]._trigger("over",t,this._uiHash(this)),this.containers[p].containerCache.over=1);else{for(n=1e4,a=null,u=c.floating||this._isFloating(this.currentItem),o=u?"left":"top",r=u?"width":"height",d=u?"clientX":"clientY",s=this.items.length-1;s>=0;s--)e.contains(this.containers[p].element[0],this.items[s].item[0])&&this.items[s].item[0]!==this.currentItem[0]&&(h=this.items[s].item.offset()[o],l=!1,t[d]-h>this.items[s][r]/2&&(l=!0),n>Math.abs(t[d]-h)&&(n=Math.abs(t[d]-h),a=this.items[s],this.direction=l?"up":"down"));if(!a&&!this.options.dropOnEmpty)return;if(this.currentContainer===this.containers[p])return this.currentContainer.containerCache.over||(this.containers[p]._trigger("over",t,this._uiHash()),this.currentContainer.containerCache.over=1),void 0;a?this._rearrange(t,a,null,!0):this._rearrange(t,null,this.containers[p].element,!0),this._trigger("change",t,this._uiHash()),this.containers[p]._trigger("change",t,this._uiHash(this)),this.currentContainer=this.containers[p],this.options.placeholder.update(this.currentContainer,this.placeholder),this.containers[p]._trigger("over",t,this._uiHash(this)),this.containers[p].containerCache.over=1}},_createHelper:function(t){var i=this.options,s=e.isFunction(i.helper)?e(i.helper.apply(this.element[0],[t,this.currentItem])):"clone"===i.helper?this.currentItem.clone():this.currentItem;return s.parents("body").length||e("parent"!==i.appendTo?i.appendTo:this.currentItem[0].parentNode)[0].appendChild(s[0]),s[0]===this.currentItem[0]&&(this._storedCSS={width:this.currentItem[0].style.width,height:this.currentItem[0].style.height,position:this.currentItem.css("position"),top:this.currentItem.css("top"),left:this.currentItem.css("left")}),(!s[0].style.width||i.forceHelperSize)&&s.width(this.currentItem.width()),(!s[0].style.height||i.forceHelperSize)&&s.height(this.currentItem.height()),s},_adjustOffsetFromHelper:function(t){"string"==typeof t&&(t=t.split(" ")),e.isArray(t)&&(t={left:+t[0],top:+t[1]||0}),"left"in t&&(this.offset.click.left=t.left+this.margins.left),"right"in t&&(this.offset.click.left=this.helperProportions.width-t.right+this.margins.left),"top"in t&&(this.offset.click.top=t.top+this.margins.top),"bottom"in t&&(this.offset.click.top=this.helperProportions.height-t.bottom+this.margins.top)},_getParentOffset:function(){this.offsetParent=this.helper.offsetParent();var t=this.offsetParent.offset();return"absolute"===this.cssPosition&&this.scrollParent[0]!==this.document[0]&&e.contains(this.scrollParent[0],this.offsetParent[0])&&(t.left+=this.scrollParent.scrollLeft(),t.top+=this.scrollParent.scrollTop()),(this.offsetParent[0]===this.document[0].body||this.offsetParent[0].tagName&&"html"===this.offsetParent[0].tagName.toLowerCase()&&e.ui.ie)&&(t={top:0,left:0}),{top:t.top+(parseInt(this.offsetParent.css("borderTopWidth"),10)||0),left:t.left+(parseInt(this.offsetParent.css("borderLeftWidth"),10)||0)}},_getRelativeOffset:function(){if("relative"===this.cssPosition){var e=this.currentItem.position();return{top:e.top-(parseInt(this.helper.css("top"),10)||0)+this.scrollParent.scrollTop(),left:e.left-(parseInt(this.helper.css("left"),10)||0)+this.scrollParent.scrollLeft()}}return{top:0,left:0}},_cacheMargins:function(){this.margins={left:parseInt(this.currentItem.css("marginLeft"),10)||0,top:parseInt(this.currentItem.css("marginTop"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var t,i,s,n=this.options;"parent"===n.containment&&(n.containment=this.helper[0].parentNode),("document"===n.containment||"window"===n.containment)&&(this.containment=[0-this.offset.relative.left-this.offset.parent.left,0-this.offset.relative.top-this.offset.parent.top,"document"===n.containment?this.document.width():this.window.width()-this.helperProportions.width-this.margins.left,("document"===n.containment?this.document.width():this.window.height()||this.document[0].body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]),/^(document|window|parent)$/.test(n.containment)||(t=e(n.containment)[0],i=e(n.containment).offset(),s="hidden"!==e(t).css("overflow"),this.containment=[i.left+(parseInt(e(t).css("borderLeftWidth"),10)||0)+(parseInt(e(t).css("paddingLeft"),10)||0)-this.margins.left,i.top+(parseInt(e(t).css("borderTopWidth"),10)||0)+(parseInt(e(t).css("paddingTop"),10)||0)-this.margins.top,i.left+(s?Math.max(t.scrollWidth,t.offsetWidth):t.offsetWidth)-(parseInt(e(t).css("borderLeftWidth"),10)||0)-(parseInt(e(t).css("paddingRight"),10)||0)-this.helperProportions.width-this.margins.left,i.top+(s?Math.max(t.scrollHeight,t.offsetHeight):t.offsetHeight)-(parseInt(e(t).css("borderTopWidth"),10)||0)-(parseInt(e(t).css("paddingBottom"),10)||0)-this.helperProportions.height-this.margins.top])},_convertPositionTo:function(t,i){i||(i=this.position);var s="absolute"===t?1:-1,n="absolute"!==this.cssPosition||this.scrollParent[0]!==this.document[0]&&e.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,a=/(html|body)/i.test(n[0].tagName);return{top:i.top+this.offset.relative.top*s+this.offset.parent.top*s-("fixed"===this.cssPosition?-this.scrollParent.scrollTop():a?0:n.scrollTop())*s,left:i.left+this.offset.relative.left*s+this.offset.parent.left*s-("fixed"===this.cssPosition?-this.scrollParent.scrollLeft():a?0:n.scrollLeft())*s}},_generatePosition:function(t){var i,s,n=this.options,a=t.pageX,o=t.pageY,r="absolute"!==this.cssPosition||this.scrollParent[0]!==this.document[0]&&e.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,h=/(html|body)/i.test(r[0].tagName);return"relative"!==this.cssPosition||this.scrollParent[0]!==this.document[0]&&this.scrollParent[0]!==this.offsetParent[0]||(this.offset.relative=this._getRelativeOffset()),this.originalPosition&&(this.containment&&(t.pageX-this.offset.click.left<this.containment[0]&&(a=this.containment[0]+this.offset.click.left),t.pageY-this.offset.click.top<this.containment[1]&&(o=this.containment[1]+this.offset.click.top),t.pageX-this.offset.click.left>this.containment[2]&&(a=this.containment[2]+this.offset.click.left),t.pageY-this.offset.click.top>this.containment[3]&&(o=this.containment[3]+this.offset.click.top)),n.grid&&(i=this.originalPageY+Math.round((o-this.originalPageY)/n.grid[1])*n.grid[1],o=this.containment?i-this.offset.click.top>=this.containment[1]&&i-this.offset.click.top<=this.containment[3]?i:i-this.offset.click.top>=this.containment[1]?i-n.grid[1]:i+n.grid[1]:i,s=this.originalPageX+Math.round((a-this.originalPageX)/n.grid[0])*n.grid[0],a=this.containment?s-this.offset.click.left>=this.containment[0]&&s-this.offset.click.left<=this.containment[2]?s:s-this.offset.click.left>=this.containment[0]?s-n.grid[0]:s+n.grid[0]:s)),{top:o-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+("fixed"===this.cssPosition?-this.scrollParent.scrollTop():h?0:r.scrollTop()),left:a-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+("fixed"===this.cssPosition?-this.scrollParent.scrollLeft():h?0:r.scrollLeft())}},_rearrange:function(e,t,i,s){i?i[0].appendChild(this.placeholder[0]):t.item[0].parentNode.insertBefore(this.placeholder[0],"down"===this.direction?t.item[0]:t.item[0].nextSibling),this.counter=this.counter?++this.counter:1;var n=this.counter;this._delay(function(){n===this.counter&&this.refreshPositions(!s)})},_clear:function(e,t){function i(e,t,i){return function(s){i._trigger(e,s,t._uiHash(t))}}this.reverting=!1;var s,n=[];if(!this._noFinalSort&&this.currentItem.parent().length&&this.placeholder.before(this.currentItem),this._noFinalSort=null,this.helper[0]===this.currentItem[0]){for(s in this._storedCSS)("auto"===this._storedCSS[s]||"static"===this._storedCSS[s])&&(this._storedCSS[s]="");this.currentItem.css(this._storedCSS).removeClass("ui-sortable-helper")}else this.currentItem.show();for(this.fromOutside&&!t&&n.push(function(e){this._trigger("receive",e,this._uiHash(this.fromOutside))}),!this.fromOutside&&this.domPosition.prev===this.currentItem.prev().not(".ui-sortable-helper")[0]&&this.domPosition.parent===this.currentItem.parent()[0]||t||n.push(function(e){this._trigger("update",e,this._uiHash())}),this!==this.currentContainer&&(t||(n.push(function(e){this._trigger("remove",e,this._uiHash())}),n.push(function(e){return function(t){e._trigger("receive",t,this._uiHash(this))}}.call(this,this.currentContainer)),n.push(function(e){return function(t){e._trigger("update",t,this._uiHash(this))}}.call(this,this.currentContainer)))),s=this.containers.length-1;s>=0;s--)t||n.push(i("deactivate",this,this.containers[s])),this.containers[s].containerCache.over&&(n.push(i("out",this,this.containers[s])),this.containers[s].containerCache.over=0);if(this.storedCursor&&(this.document.find("body").css("cursor",this.storedCursor),this.storedStylesheet.remove()),this._storedOpacity&&this.helper.css("opacity",this._storedOpacity),this._storedZIndex&&this.helper.css("zIndex","auto"===this._storedZIndex?"":this._storedZIndex),this.dragging=!1,t||this._trigger("beforeStop",e,this._uiHash()),this.placeholder[0].parentNode.removeChild(this.placeholder[0]),this.cancelHelperRemoval||(this.helper[0]!==this.currentItem[0]&&this.helper.remove(),this.helper=null),!t){for(s=0;n.length>s;s++)n[s].call(this,e);this._trigger("stop",e,this._uiHash())}return this.fromOutside=!1,!this.cancelHelperRemoval},_trigger:function(){e.Widget.prototype._trigger.apply(this,arguments)===!1&&this.cancel()},_uiHash:function(t){var i=t||this;return{helper:i.helper,placeholder:i.placeholder||e([]),position:i.position,originalPosition:i.originalPosition,offset:i.positionAbs,item:i.currentItem,sender:t?t.element:null}}}),e.widget("ui.accordion",{version:"1.11.4",options:{active:0,animate:{},collapsible:!1,event:"click",header:"> li > :first-child,> :not(li):even",heightStyle:"auto",icons:{activeHeader:"ui-icon-triangle-1-s",header:"ui-icon-triangle-1-e"},activate:null,beforeActivate:null},hideProps:{borderTopWidth:"hide",borderBottomWidth:"hide",paddingTop:"hide",paddingBottom:"hide",height:"hide"},showProps:{borderTopWidth:"show",borderBottomWidth:"show",paddingTop:"show",paddingBottom:"show",height:"show"},_create:function(){var t=this.options;this.prevShow=this.prevHide=e(),this.element.addClass("ui-accordion ui-widget ui-helper-reset").attr("role","tablist"),t.collapsible||t.active!==!1&&null!=t.active||(t.active=0),this._processPanels(),0>t.active&&(t.active+=this.headers.length),this._refresh()},_getCreateEventData:function(){return{header:this.active,panel:this.active.length?this.active.next():e()}},_createIcons:function(){var t=this.options.icons;t&&(e("<span>").addClass("ui-accordion-header-icon ui-icon "+t.header).prependTo(this.headers),this.active.children(".ui-accordion-header-icon").removeClass(t.header).addClass(t.activeHeader),this.headers.addClass("ui-accordion-icons"))},_destroyIcons:function(){this.headers.removeClass("ui-accordion-icons").children(".ui-accordion-header-icon").remove()},_destroy:function(){var e;this.element.removeClass("ui-accordion ui-widget ui-helper-reset").removeAttr("role"),this.headers.removeClass("ui-accordion-header ui-accordion-header-active ui-state-default ui-corner-all ui-state-active ui-state-disabled ui-corner-top").removeAttr("role").removeAttr("aria-expanded").removeAttr("aria-selected").removeAttr("aria-controls").removeAttr("tabIndex").removeUniqueId(),this._destroyIcons(),e=this.headers.next().removeClass("ui-helper-reset ui-widget-content ui-corner-bottom ui-accordion-content ui-accordion-content-active ui-state-disabled").css("display","").removeAttr("role").removeAttr("aria-hidden").removeAttr("aria-labelledby").removeUniqueId(),"content"!==this.options.heightStyle&&e.css("height","")},_setOption:function(e,t){return"active"===e?(this._activate(t),void 0):("event"===e&&(this.options.event&&this._off(this.headers,this.options.event),this._setupEvents(t)),this._super(e,t),"collapsible"!==e||t||this.options.active!==!1||this._activate(0),"icons"===e&&(this._destroyIcons(),t&&this._createIcons()),"disabled"===e&&(this.element.toggleClass("ui-state-disabled",!!t).attr("aria-disabled",t),this.headers.add(this.headers.next()).toggleClass("ui-state-disabled",!!t)),void 0)},_keydown:function(t){if(!t.altKey&&!t.ctrlKey){var i=e.ui.keyCode,s=this.headers.length,n=this.headers.index(t.target),a=!1;switch(t.keyCode){case i.RIGHT:case i.DOWN:a=this.headers[(n+1)%s];break;case i.LEFT:case i.UP:a=this.headers[(n-1+s)%s];break;case i.SPACE:case i.ENTER:this._eventHandler(t);break;case i.HOME:a=this.headers[0];break;case i.END:a=this.headers[s-1]}a&&(e(t.target).attr("tabIndex",-1),e(a).attr("tabIndex",0),a.focus(),t.preventDefault())}},_panelKeyDown:function(t){t.keyCode===e.ui.keyCode.UP&&t.ctrlKey&&e(t.currentTarget).prev().focus()},refresh:function(){var t=this.options;this._processPanels(),t.active===!1&&t.collapsible===!0||!this.headers.length?(t.active=!1,this.active=e()):t.active===!1?this._activate(0):this.active.length&&!e.contains(this.element[0],this.active[0])?this.headers.length===this.headers.find(".ui-state-disabled").length?(t.active=!1,this.active=e()):this._activate(Math.max(0,t.active-1)):t.active=this.headers.index(this.active),this._destroyIcons(),this._refresh()},_processPanels:function(){var e=this.headers,t=this.panels;this.headers=this.element.find(this.options.header).addClass("ui-accordion-header ui-state-default ui-corner-all"),this.panels=this.headers.next().addClass("ui-accordion-content ui-helper-reset ui-widget-content ui-corner-bottom").filter(":not(.ui-accordion-content-active)").hide(),t&&(this._off(e.not(this.headers)),this._off(t.not(this.panels)))},_refresh:function(){var t,i=this.options,s=i.heightStyle,n=this.element.parent();this.active=this._findActive(i.active).addClass("ui-accordion-header-active ui-state-active ui-corner-top").removeClass("ui-corner-all"),this.active.next().addClass("ui-accordion-content-active").show(),this.headers.attr("role","tab").each(function(){var t=e(this),i=t.uniqueId().attr("id"),s=t.next(),n=s.uniqueId().attr("id");t.attr("aria-controls",n),s.attr("aria-labelledby",i)}).next().attr("role","tabpanel"),this.headers.not(this.active).attr({"aria-selected":"false","aria-expanded":"false",tabIndex:-1}).next().attr({"aria-hidden":"true"}).hide(),this.active.length?this.active.attr({"aria-selected":"true","aria-expanded":"true",tabIndex:0}).next().attr({"aria-hidden":"false"}):this.headers.eq(0).attr("tabIndex",0),this._createIcons(),this._setupEvents(i.event),"fill"===s?(t=n.height(),this.element.siblings(":visible").each(function(){var i=e(this),s=i.css("position");"absolute"!==s&&"fixed"!==s&&(t-=i.outerHeight(!0))}),this.headers.each(function(){t-=e(this).outerHeight(!0)}),this.headers.next().each(function(){e(this).height(Math.max(0,t-e(this).innerHeight()+e(this).height()))}).css("overflow","auto")):"auto"===s&&(t=0,this.headers.next().each(function(){t=Math.max(t,e(this).css("height","").height())}).height(t))},_activate:function(t){var i=this._findActive(t)[0];i!==this.active[0]&&(i=i||this.active[0],this._eventHandler({target:i,currentTarget:i,preventDefault:e.noop}))},_findActive:function(t){return"number"==typeof t?this.headers.eq(t):e()},_setupEvents:function(t){var i={keydown:"_keydown"};t&&e.each(t.split(" "),function(e,t){i[t]="_eventHandler"}),this._off(this.headers.add(this.headers.next())),this._on(this.headers,i),this._on(this.headers.next(),{keydown:"_panelKeyDown"}),this._hoverable(this.headers),this._focusable(this.headers)},_eventHandler:function(t){var i=this.options,s=this.active,n=e(t.currentTarget),a=n[0]===s[0],o=a&&i.collapsible,r=o?e():n.next(),h=s.next(),l={oldHeader:s,oldPanel:h,newHeader:o?e():n,newPanel:r};
|
|
|
t.preventDefault(),a&&!i.collapsible||this._trigger("beforeActivate",t,l)===!1||(i.active=o?!1:this.headers.index(n),this.active=a?e():n,this._toggle(l),s.removeClass("ui-accordion-header-active ui-state-active"),i.icons&&s.children(".ui-accordion-header-icon").removeClass(i.icons.activeHeader).addClass(i.icons.header),a||(n.removeClass("ui-corner-all").addClass("ui-accordion-header-active ui-state-active ui-corner-top"),i.icons&&n.children(".ui-accordion-header-icon").removeClass(i.icons.header).addClass(i.icons.activeHeader),n.next().addClass("ui-accordion-content-active")))},_toggle:function(t){var i=t.newPanel,s=this.prevShow.length?this.prevShow:t.oldPanel;this.prevShow.add(this.prevHide).stop(!0,!0),this.prevShow=i,this.prevHide=s,this.options.animate?this._animate(i,s,t):(s.hide(),i.show(),this._toggleComplete(t)),s.attr({"aria-hidden":"true"}),s.prev().attr({"aria-selected":"false","aria-expanded":"false"}),i.length&&s.length?s.prev().attr({tabIndex:-1,"aria-expanded":"false"}):i.length&&this.headers.filter(function(){return 0===parseInt(e(this).attr("tabIndex"),10)}).attr("tabIndex",-1),i.attr("aria-hidden","false").prev().attr({"aria-selected":"true","aria-expanded":"true",tabIndex:0})},_animate:function(e,t,i){var s,n,a,o=this,r=0,h=e.css("box-sizing"),l=e.length&&(!t.length||e.index()<t.index()),u=this.options.animate||{},d=l&&u.down||u,c=function(){o._toggleComplete(i)};return"number"==typeof d&&(a=d),"string"==typeof d&&(n=d),n=n||d.easing||u.easing,a=a||d.duration||u.duration,t.length?e.length?(s=e.show().outerHeight(),t.animate(this.hideProps,{duration:a,easing:n,step:function(e,t){t.now=Math.round(e)}}),e.hide().animate(this.showProps,{duration:a,easing:n,complete:c,step:function(e,i){i.now=Math.round(e),"height"!==i.prop?"content-box"===h&&(r+=i.now):"content"!==o.options.heightStyle&&(i.now=Math.round(s-t.outerHeight()-r),r=0)}}),void 0):t.animate(this.hideProps,a,n,c):e.animate(this.showProps,a,n,c)},_toggleComplete:function(e){var t=e.oldPanel;t.removeClass("ui-accordion-content-active").prev().removeClass("ui-corner-top").addClass("ui-corner-all"),t.length&&(t.parent()[0].className=t.parent()[0].className),this._trigger("activate",null,e)}}),e.widget("ui.menu",{version:"1.11.4",defaultElement:"<ul>",delay:300,options:{icons:{submenu:"ui-icon-carat-1-e"},items:"> *",menus:"ul",position:{my:"left-1 top",at:"right top"},role:"menu",blur:null,focus:null,select:null},_create:function(){this.activeMenu=this.element,this.mouseHandled=!1,this.element.uniqueId().addClass("ui-menu ui-widget ui-widget-content").toggleClass("ui-menu-icons",!!this.element.find(".ui-icon").length).attr({role:this.options.role,tabIndex:0}),this.options.disabled&&this.element.addClass("ui-state-disabled").attr("aria-disabled","true"),this._on({"mousedown .ui-menu-item":function(e){e.preventDefault()},"click .ui-menu-item":function(t){var i=e(t.target);!this.mouseHandled&&i.not(".ui-state-disabled").length&&(this.select(t),t.isPropagationStopped()||(this.mouseHandled=!0),i.has(".ui-menu").length?this.expand(t):!this.element.is(":focus")&&e(this.document[0].activeElement).closest(".ui-menu").length&&(this.element.trigger("focus",[!0]),this.active&&1===this.active.parents(".ui-menu").length&&clearTimeout(this.timer)))},"mouseenter .ui-menu-item":function(t){if(!this.previousFilter){var i=e(t.currentTarget);i.siblings(".ui-state-active").removeClass("ui-state-active"),this.focus(t,i)}},mouseleave:"collapseAll","mouseleave .ui-menu":"collapseAll",focus:function(e,t){var i=this.active||this.element.find(this.options.items).eq(0);t||this.focus(e,i)},blur:function(t){this._delay(function(){e.contains(this.element[0],this.document[0].activeElement)||this.collapseAll(t)})},keydown:"_keydown"}),this.refresh(),this._on(this.document,{click:function(e){this._closeOnDocumentClick(e)&&this.collapseAll(e),this.mouseHandled=!1}})},_destroy:function(){this.element.removeAttr("aria-activedescendant").find(".ui-menu").addBack().removeClass("ui-menu ui-widget ui-widget-content ui-menu-icons 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e.ui.keyCode.LEFT:this.collapse(t);break;case e.ui.keyCode.RIGHT:this.active&&!this.active.is(".ui-state-disabled")&&this.expand(t);break;case e.ui.keyCode.ENTER:case e.ui.keyCode.SPACE:this._activate(t);break;case e.ui.keyCode.ESCAPE:this.collapse(t);break;default:o=!1,s=this.previousFilter||"",n=String.fromCharCode(t.keyCode),a=!1,clearTimeout(this.filterTimer),n===s?a=!0:n=s+n,i=this._filterMenuItems(n),i=a&&-1!==i.index(this.active.next())?this.active.nextAll(".ui-menu-item"):i,i.length||(n=String.fromCharCode(t.keyCode),i=this._filterMenuItems(n)),i.length?(this.focus(t,i),this.previousFilter=n,this.filterTimer=this._delay(function(){delete this.previousFilter},1e3)):delete this.previousFilter}o&&t.preventDefault()},_activate:function(e){this.active.is(".ui-state-disabled")||(this.active.is("[aria-haspopup='true']")?this.expand(e):this.select(e))},refresh:function(){var t,i,s=this,n=this.options.icons.submenu,a=this.element.find(this.options.menus);this.element.toggleClass("ui-menu-icons",!!this.element.find(".ui-icon").length),a.filter(":not(.ui-menu)").addClass("ui-menu ui-widget ui-widget-content ui-front").hide().attr({role:this.options.role,"aria-hidden":"true","aria-expanded":"false"}).each(function(){var t=e(this),i=t.parent(),s=e("<span>").addClass("ui-menu-icon ui-icon "+n).data("ui-menu-submenu-carat",!0);i.attr("aria-haspopup","true").prepend(s),t.attr("aria-labelledby",i.attr("id"))}),t=a.add(this.element),i=t.find(this.options.items),i.not(".ui-menu-item").each(function(){var t=e(this);s._isDivider(t)&&t.addClass("ui-widget-content ui-menu-divider")}),i.not(".ui-menu-item, .ui-menu-divider").addClass("ui-menu-item").uniqueId().attr({tabIndex:-1,role:this._itemRole()}),i.filter(".ui-state-disabled").attr("aria-disabled","true"),this.active&&!e.contains(this.element[0],this.active[0])&&this.blur()},_itemRole:function(){return{menu:"menuitem",listbox:"option"}[this.options.role]},_setOption:function(e,t){"icons"===e&&this.element.find(".ui-menu-icon").removeClass(this.options.icons.submenu).addClass(t.submenu),"disabled"===e&&this.element.toggleClass("ui-state-disabled",!!t).attr("aria-disabled",t),this._super(e,t)},focus:function(e,t){var i,s;this.blur(e,e&&"focus"===e.type),this._scrollIntoView(t),this.active=t.first(),s=this.active.addClass("ui-state-focus").removeClass("ui-state-active"),this.options.role&&this.element.attr("aria-activedescendant",s.attr("id")),this.active.parent().closest(".ui-menu-item").addClass("ui-state-active"),e&&"keydown"===e.type?this._close():this.timer=this._delay(function(){this._close()},this.delay),i=t.children(".ui-menu"),i.length&&e&&/^mouse/.test(e.type)&&this._startOpening(i),this.activeMenu=t.parent(),this._trigger("focus",e,{item:t})},_scrollIntoView:function(t){var i,s,n,a,o,r;this._hasScroll()&&(i=parseFloat(e.css(this.activeMenu[0],"borderTopWidth"))||0,s=parseFloat(e.css(this.activeMenu[0],"paddingTop"))||0,n=t.offset().top-this.activeMenu.offset().top-i-s,a=this.activeMenu.scrollTop(),o=this.activeMenu.height(),r=t.outerHeight(),0>n?this.activeMenu.scrollTop(a+n):n+r>o&&this.activeMenu.scrollTop(a+n-o+r))},blur:function(e,t){t||clearTimeout(this.timer),this.active&&(this.active.removeClass("ui-state-focus"),this.active=null,this._trigger("blur",e,{item:this.active}))},_startOpening:function(e){clearTimeout(this.timer),"true"===e.attr("aria-hidden")&&(this.timer=this._delay(function(){this._close(),this._open(e)},this.delay))},_open:function(t){var i=e.extend({of:this.active},this.options.position);clearTimeout(this.timer),this.element.find(".ui-menu").not(t.parents(".ui-menu")).hide().attr("aria-hidden","true"),t.show().removeAttr("aria-hidden").attr("aria-expanded","true").position(i)},collapseAll:function(t,i){clearTimeout(this.timer),this.timer=this._delay(function(){var s=i?this.element:e(t&&t.target).closest(this.element.find(".ui-menu"));s.length||(s=this.element),this._close(s),this.blur(t),this.activeMenu=s},this.delay)},_close:function(e){e||(e=this.active?this.active.parent():this.element),e.find(".ui-menu").hide().attr("aria-hidden","true").attr("aria-expanded","false").end().find(".ui-state-active").not(".ui-state-focus").removeClass("ui-state-active")},_closeOnDocumentClick:function(t){return!e(t.target).closest(".ui-menu").length},_isDivider:function(e){return!/[^\-\u2014\u2013\s]/.test(e.text())},collapse:function(e){var t=this.active&&this.active.parent().closest(".ui-menu-item",this.element);t&&t.length&&(this._close(),this.focus(e,t))},expand:function(e){var t=this.active&&this.active.children(".ui-menu ").find(this.options.items).first();t&&t.length&&(this._open(t.parent()),this._delay(function(){this.focus(e,t)}))},next:function(e){this._move("next","first",e)},previous:function(e){this._move("prev","last",e)},isFirstItem:function(){return this.active&&!this.active.prevAll(".ui-menu-item").length},isLastItem:function(){return this.active&&!this.active.nextAll(".ui-menu-item").length},_move:function(e,t,i){var s;this.active&&(s="first"===e||"last"===e?this.active["first"===e?"prevAll":"nextAll"](".ui-menu-item").eq(-1):this.active[e+"All"](".ui-menu-item").eq(0)),s&&s.length&&this.active||(s=this.activeMenu.find(this.options.items)[t]()),this.focus(i,s)},nextPage:function(t){var i,s,n;return this.active?(this.isLastItem()||(this._hasScroll()?(s=this.active.offset().top,n=this.element.height(),this.active.nextAll(".ui-menu-item").each(function(){return i=e(this),0>i.offset().top-s-n}),this.focus(t,i)):this.focus(t,this.activeMenu.find(this.options.items)[this.active?"last":"first"]())),void 0):(this.next(t),void 0)},previousPage:function(t){var i,s,n;return this.active?(this.isFirstItem()||(this._hasScroll()?(s=this.active.offset().top,n=this.element.height(),this.active.prevAll(".ui-menu-item").each(function(){return i=e(this),i.offset().top-s+n>0}),this.focus(t,i)):this.focus(t,this.activeMenu.find(this.options.items).first())),void 0):(this.next(t),void 0)},_hasScroll:function(){return this.element.outerHeight()<this.element.prop("scrollHeight")},select:function(t){this.active=this.active||e(t.target).closest(".ui-menu-item");var i={item:this.active};this.active.has(".ui-menu").length||this.collapseAll(t,!0),this._trigger("select",t,i)},_filterMenuItems:function(t){var i=t.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g,"\\$&"),s=RegExp("^"+i,"i");return this.activeMenu.find(this.options.items).filter(".ui-menu-item").filter(function(){return s.test(e.trim(e(this).text()))})}}),e.widget("ui.autocomplete",{version:"1.11.4",defaultElement:"<input>",options:{appendTo:null,autoFocus:!1,delay:300,minLength:1,position:{my:"left top",at:"left bottom",collision:"none"},source:null,change:null,close:null,focus:null,open:null,response:null,search:null,select:null},requestIndex:0,pending:0,_create:function(){var t,i,s,n=this.element[0].nodeName.toLowerCase(),a="textarea"===n,o="input"===n;this.isMultiLine=a?!0:o?!1:this.element.prop("isContentEditable"),this.valueMethod=this.element[a||o?"val":"text"],this.isNewMenu=!0,this.element.addClass("ui-autocomplete-input").attr("autocomplete","off"),this._on(this.element,{keydown:function(n){if(this.element.prop("readOnly"))return t=!0,s=!0,i=!0,void 0;t=!1,s=!1,i=!1;var a=e.ui.keyCode;switch(n.keyCode){case a.PAGE_UP:t=!0,this._move("previousPage",n);break;case a.PAGE_DOWN:t=!0,this._move("nextPage",n);break;case a.UP:t=!0,this._keyEvent("previous",n);break;case a.DOWN:t=!0,this._keyEvent("next",n);break;case a.ENTER:this.menu.active&&(t=!0,n.preventDefault(),this.menu.select(n));break;case a.TAB:this.menu.active&&this.menu.select(n);break;case a.ESCAPE:this.menu.element.is(":visible")&&(this.isMultiLine||this._value(this.term),this.close(n),n.preventDefault());break;default:i=!0,this._searchTimeout(n)}},keypress:function(s){if(t)return t=!1,(!this.isMultiLine||this.menu.element.is(":visible"))&&s.preventDefault(),void 0;if(!i){var n=e.ui.keyCode;switch(s.keyCode){case n.PAGE_UP:this._move("previousPage",s);break;case n.PAGE_DOWN:this._move("nextPage",s);break;case n.UP:this._keyEvent("previous",s);break;case n.DOWN:this._keyEvent("next",s)}}},input:function(e){return s?(s=!1,e.preventDefault(),void 0):(this._searchTimeout(e),void 0)},focus:function(){this.selectedItem=null,this.previous=this._value()},blur:function(e){return this.cancelBlur?(delete this.cancelBlur,void 0):(clearTimeout(this.searching),this.close(e),this._change(e),void 0)}}),this._initSource(),this.menu=e("<ul>").addClass("ui-autocomplete ui-front").appendTo(this._appendTo()).menu({role:null}).hide().menu("instance"),this._on(this.menu.element,{mousedown:function(t){t.preventDefault(),this.cancelBlur=!0,this._delay(function(){delete this.cancelBlur});var i=this.menu.element[0];e(t.target).closest(".ui-menu-item").length||this._delay(function(){var t=this;this.document.one("mousedown",function(s){s.target===t.element[0]||s.target===i||e.contains(i,s.target)||t.close()})})},menufocus:function(t,i){var s,n;return this.isNewMenu&&(this.isNewMenu=!1,t.originalEvent&&/^mouse/.test(t.originalEvent.type))?(this.menu.blur(),this.document.one("mousemove",function(){e(t.target).trigger(t.originalEvent)}),void 0):(n=i.item.data("ui-autocomplete-item"),!1!==this._trigger("focus",t,{item:n})&&t.originalEvent&&/^key/.test(t.originalEvent.type)&&this._value(n.value),s=i.item.attr("aria-label")||n.value,s&&e.trim(s).length&&(this.liveRegion.children().hide(),e("<div>").text(s).appendTo(this.liveRegion)),void 0)},menuselect:function(e,t){var i=t.item.data("ui-autocomplete-item"),s=this.previous;this.element[0]!==this.document[0].activeElement&&(this.element.focus(),this.previous=s,this._delay(function(){this.previous=s,this.selectedItem=i})),!1!==this._trigger("select",e,{item:i})&&this._value(i.value),this.term=this._value(),this.close(e),this.selectedItem=i}}),this.liveRegion=e("<span>",{role:"status","aria-live":"assertive","aria-relevant":"additions"}).addClass("ui-helper-hidden-accessible").appendTo(this.document[0].body),this._on(this.window,{beforeunload:function(){this.element.removeAttr("autocomplete")}})},_destroy:function(){clearTimeout(this.searching),this.element.removeClass("ui-autocomplete-input").removeAttr("autocomplete"),this.menu.element.remove(),this.liveRegion.remove()},_setOption:function(e,t){this._super(e,t),"source"===e&&this._initSource(),"appendTo"===e&&this.menu.element.appendTo(this._appendTo()),"disabled"===e&&t&&this.xhr&&this.xhr.abort()},_appendTo:function(){var t=this.options.appendTo;return t&&(t=t.jquery||t.nodeType?e(t):this.document.find(t).eq(0)),t&&t[0]||(t=this.element.closest(".ui-front")),t.length||(t=this.document[0].body),t},_initSource:function(){var t,i,s=this;e.isArray(this.options.source)?(t=this.options.source,this.source=function(i,s){s(e.ui.autocomplete.filter(t,i.term))}):"string"==typeof this.options.source?(i=this.options.source,this.source=function(t,n){s.xhr&&s.xhr.abort(),s.xhr=e.ajax({url:i,data:t,dataType:"json",success:function(e){n(e)},error:function(){n([])}})}):this.source=this.options.source},_searchTimeout:function(e){clearTimeout(this.searching),this.searching=this._delay(function(){var t=this.term===this._value(),i=this.menu.element.is(":visible"),s=e.altKey||e.ctrlKey||e.metaKey||e.shiftKey;(!t||t&&!i&&!s)&&(this.selectedItem=null,this.search(null,e))},this.options.delay)},search:function(e,t){return e=null!=e?e:this._value(),this.term=this._value(),e.length<this.options.minLength?this.close(t):this._trigger("search",t)!==!1?this._search(e):void 0},_search:function(e){this.pending++,this.element.addClass("ui-autocomplete-loading"),this.cancelSearch=!1,this.source({term:e},this._response())},_response:function(){var t=++this.requestIndex;return e.proxy(function(e){t===this.requestIndex&&this.__response(e),this.pending--,this.pending||this.element.removeClass("ui-autocomplete-loading")},this)},__response:function(e){e&&(e=this._normalize(e)),this._trigger("response",null,{content:e}),!this.options.disabled&&e&&e.length&&!this.cancelSearch?(this._suggest(e),this._trigger("open")):this._close()},close:function(e){this.cancelSearch=!0,this._close(e)},_close:function(e){this.menu.element.is(":visible")&&(this.menu.element.hide(),this.menu.blur(),this.isNewMenu=!0,this._trigger("close",e))},_change:function(e){this.previous!==this._value()&&this._trigger("change",e,{item:this.selectedItem})},_normalize:function(t){return t.length&&t[0].label&&t[0].value?t:e.map(t,function(t){return"string"==typeof t?{label:t,value:t}:e.extend({},t,{label:t.label||t.value,value:t.value||t.label})})},_suggest:function(t){var i=this.menu.element.empty();this._renderMenu(i,t),this.isNewMenu=!0,this.menu.refresh(),i.show(),this._resizeMenu(),i.position(e.extend({of:this.element},this.options.position)),this.options.autoFocus&&this.menu.next()},_resizeMenu:function(){var e=this.menu.element;e.outerWidth(Math.max(e.width("").outerWidth()+1,this.element.outerWidth()))},_renderMenu:function(t,i){var s=this;e.each(i,function(e,i){s._renderItemData(t,i)})},_renderItemData:function(e,t){return this._renderItem(e,t).data("ui-autocomplete-item",t)},_renderItem:function(t,i){return e("<li>").text(i.label).appendTo(t)},_move:function(e,t){return this.menu.element.is(":visible")?this.menu.isFirstItem()&&/^previous/.test(e)||this.menu.isLastItem()&&/^next/.test(e)?(this.isMultiLine||this._value(this.term),this.menu.blur(),void 0):(this.menu[e](t),void 0):(this.search(null,t),void 0)},widget:function(){return this.menu.element},_value:function(){return this.valueMethod.apply(this.element,arguments)},_keyEvent:function(e,t){(!this.isMultiLine||this.menu.element.is(":visible"))&&(this._move(e,t),t.preventDefault())}}),e.extend(e.ui.autocomplete,{escapeRegex:function(e){return e.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g,"\\$&")},filter:function(t,i){var s=RegExp(e.ui.autocomplete.escapeRegex(i),"i");return e.grep(t,function(e){return s.test(e.label||e.value||e)})}}),e.widget("ui.autocomplete",e.ui.autocomplete,{options:{messages:{noResults:"No search results.",results:function(e){return e+(e>1?" results are":" result is")+" available, use up and down arrow keys to navigate."}}},__response:function(t){var i;this._superApply(arguments),this.options.disabled||this.cancelSearch||(i=t&&t.length?this.options.messages.results(t.length):this.options.messages.noResults,this.liveRegion.children().hide(),e("<div>").text(i).appendTo(this.liveRegion))}}),e.ui.autocomplete;var r,h="ui-button ui-widget ui-state-default ui-corner-all",l="ui-button-icons-only ui-button-icon-only ui-button-text-icons ui-button-text-icon-primary ui-button-text-icon-secondary ui-button-text-only",u=function(){var t=e(this);setTimeout(function(){t.find(":ui-button").button("refresh")},1)},d=function(t){var i=t.name,s=t.form,n=e([]);return i&&(i=i.replace(/'/g,"\\'"),n=s?e(s).find("[name='"+i+"'][type=radio]"):e("[name='"+i+"'][type=radio]",t.ownerDocument).filter(function(){return!this.form})),n};e.widget("ui.button",{version:"1.11.4",defaultElement:"<button>",options:{disabled:null,text:!0,label:null,icons:{primary:null,secondary:null}},_create:function(){this.element.closest("form").unbind("reset"+this.eventNamespace).bind("reset"+this.eventNamespace,u),"boolean"!=typeof this.options.disabled?this.options.disabled=!!this.element.prop("disabled"):this.element.prop("disabled",this.options.disabled),this._determineButtonType(),this.hasTitle=!!this.buttonElement.attr("title");var t=this,i=this.options,s="checkbox"===this.type||"radio"===this.type,n=s?"":"ui-state-active";null===i.label&&(i.label="input"===this.type?this.buttonElement.val():this.buttonElement.html()),this._hoverable(this.buttonElement),this.buttonElement.addClass(h).attr("role","button").bind("mouseenter"+this.eventNamespace,function(){i.disabled||this===r&&e(this).addClass("ui-state-active")}).bind("mouseleave"+this.eventNamespace,function(){i.disabled||e(this).removeClass(n)}).bind("click"+this.eventNamespace,function(e){i.disabled&&(e.preventDefault(),e.stopImmediatePropagation())}),this._on({focus:function(){this.buttonElement.addClass("ui-state-focus")},blur:function(){this.buttonElement.removeClass("ui-state-focus")}}),s&&this.element.bind("change"+this.eventNamespace,function(){t.refresh()}),"checkbox"===this.type?this.buttonElement.bind("click"+this.eventNamespace,function(){return i.disabled?!1:void 0}):"radio"===this.type?this.buttonElement.bind("click"+this.eventNamespace,function(){if(i.disabled)return!1;e(this).addClass("ui-state-active"),t.buttonElement.attr("aria-pressed","true");var s=t.element[0];d(s).not(s).map(function(){return e(this).button("widget")[0]}).removeClass("ui-state-active").attr("aria-pressed","false")}):(this.buttonElement.bind("mousedown"+this.eventNamespace,function(){return i.disabled?!1:(e(this).addClass("ui-state-active"),r=this,t.document.one("mouseup",function(){r=null}),void 0)}).bind("mouseup"+this.eventNamespace,function(){return i.disabled?!1:(e(this).removeClass("ui-state-active"),void 0)}).bind("keydown"+this.eventNamespace,function(t){return i.disabled?!1:((t.keyCode===e.ui.keyCode.SPACE||t.keyCode===e.ui.keyCode.ENTER)&&e(this).addClass("ui-state-active"),void 0)}).bind("keyup"+this.eventNamespace+" blur"+this.eventNamespace,function(){e(this).removeClass("ui-state-active")}),this.buttonElement.is("a")&&this.buttonElement.keyup(function(t){t.keyCode===e.ui.keyCode.SPACE&&e(this).click()})),this._setOption("disabled",i.disabled),this._resetButton()},_determineButtonType:function(){var e,t,i;this.type=this.element.is("[type=checkbox]")?"checkbox":this.element.is("[type=radio]")?"radio":this.element.is("input")?"input":"button","checkbox"===this.type||"radio"===this.type?(e=this.element.parents().last(),t="label[for='"+this.element.attr("id")+"']",this.buttonElement=e.find(t),this.buttonElement.length||(e=e.length?e.siblings():this.element.siblings(),this.buttonElement=e.filter(t),this.buttonElement.length||(this.buttonElement=e.find(t))),this.element.addClass("ui-helper-hidden-accessible"),i=this.element.is(":checked"),i&&this.buttonElement.addClass("ui-state-active"),this.buttonElement.prop("aria-pressed",i)):this.buttonElement=this.element},widget:function(){return this.buttonElement},_destroy:function(){this.element.removeClass("ui-helper-hidden-accessible"),this.buttonElement.removeClass(h+" ui-state-active "+l).removeAttr("role").removeAttr("aria-pressed").html(this.buttonElement.find(".ui-button-text").html()),this.hasTitle||this.buttonElement.removeAttr("title")},_setOption:function(e,t){return this._super(e,t),"disabled"===e?(this.widget().toggleClass("ui-state-disabled",!!t),this.element.prop("disabled",!!t),t&&("checkbox"===this.type||"radio"===this.type?this.buttonElement.removeClass("ui-state-focus"):this.buttonElement.removeClass("ui-state-focus ui-state-active")),void 0):(this._resetButton(),void 0)},refresh:function(){var t=this.element.is("input, button")?this.element.is(":disabled"):this.element.hasClass("ui-button-disabled");t!==this.options.disabled&&this._setOption("disabled",t),"radio"===this.type?d(this.element[0]).each(function(){e(this).is(":checked")?e(this).button("widget").addClass("ui-state-active").attr("aria-pressed","true"):e(this).button("widget").removeClass("ui-state-active").attr("aria-pressed","false")}):"checkbox"===this.type&&(this.element.is(":checked")?this.buttonElement.addClass("ui-state-active").attr("aria-pressed","true"):this.buttonElement.removeClass("ui-state-active").attr("aria-pressed","false"))},_resetButton:function(){if("input"===this.type)return this.options.label&&this.element.val(this.options.label),void 0;var t=this.buttonElement.removeClass(l),i=e("<span></span>",this.document[0]).addClass("ui-button-text").html(this.options.label).appendTo(t.empty()).text(),s=this.options.icons,n=s.primary&&s.secondary,a=[];s.primary||s.secondary?(this.options.text&&a.push("ui-button-text-icon"+(n?"s":s.primary?"-primary":"-secondary")),s.primary&&t.prepend("<span class='ui-button-icon-primary ui-icon "+s.primary+"'></span>"),s.secondary&&t.append("<span class='ui-button-icon-secondary ui-icon "+s.secondary+"'></span>"),this.options.text||(a.push(n?"ui-button-icons-only":"ui-button-icon-only"),this.hasTitle||t.attr("title",e.trim(i)))):a.push("ui-button-text-only"),t.addClass(a.join(" "))}}),e.widget("ui.buttonset",{version:"1.11.4",options:{items:"button, input[type=button], input[type=submit], input[type=reset], input[type=checkbox], input[type=radio], a, :data(ui-button)"},_create:function(){this.element.addClass("ui-buttonset")},_init:function(){this.refresh()},_setOption:function(e,t){"disabled"===e&&this.buttons.button("option",e,t),this._super(e,t)},refresh:function(){var t="rtl"===this.element.css("direction"),i=this.element.find(this.options.items),s=i.filter(":ui-button");i.not(":ui-button").button(),s.button("refresh"),this.buttons=i.map(function(){return e(this).button("widget")[0]}).removeClass("ui-corner-all ui-corner-left ui-corner-right").filter(":first").addClass(t?"ui-corner-right":"ui-corner-left").end().filter(":last").addClass(t?"ui-corner-left":"ui-corner-right").end().end()},_destroy:function(){this.element.removeClass("ui-buttonset"),this.buttons.map(function(){return e(this).button("widget")[0]}).removeClass("ui-corner-left ui-corner-right").end().button("destroy")}}),e.ui.button,e.widget("ui.dialog",{version:"1.11.4",options:{appendTo:"body",autoOpen:!0,buttons:[],closeOnEscape:!0,closeText:"Close",dialogClass:"",draggable:!0,hide:null,height:"auto",maxHeight:null,maxWidth:null,minHeight:150,minWidth:150,modal:!1,position:{my:"center",at:"center",of:window,collision:"fit",using:function(t){var i=e(this).css(t).offset().top;0>i&&e(this).css("top",t.top-i)}},resizable:!0,show:null,title:null,width:300,beforeClose:null,close:null,drag:null,dragStart:null,dragStop:null,focus:null,open:null,resize:null,resizeStart:null,resizeStop:null},sizeRelatedOptions:{buttons:!0,height:!0,maxHeight:!0,maxWidth:!0,minHeight:!0,minWidth:!0,width:!0},resizableRelatedOptions:{maxHeight:!0,maxWidth:!0,minHeight:!0,minWidth:!0},_create:function(){this.originalCss={display:this.element[0].style.display,width:this.element[0].style.width,minHeight:this.element[0].style.minHeight,maxHeight:this.element[0].style.maxHeight,height:this.element[0].style.height},this.originalPosition={parent:this.element.parent(),index:this.element.parent().children().index(this.element)},this.originalTitle=this.element.attr("title"),this.options.title=this.options.title||this.originalTitle,this._createWrapper(),this.element.show().removeAttr("title").addClass("ui-dialog-content ui-widget-content").appendTo(this.uiDialog),this._createTitlebar(),this._createButtonPane(),this.options.draggable&&e.fn.draggable&&this._makeDraggable(),this.options.resizable&&e.fn.resizable&&this._makeResizable(),this._isOpen=!1,this._trackFocus()},_init:function(){this.options.autoOpen&&this.open()},_appendTo:function(){var t=this.options.appendTo;return t&&(t.jquery||t.nodeType)?e(t):this.document.find(t||"body").eq(0)},_destroy:function(){var e,t=this.originalPosition;this._untrackInstance(),this._destroyOverlay(),this.element.removeUniqueId().removeClass("ui-dialog-content ui-widget-content").css(this.originalCss).detach(),this.uiDialog.stop(!0,!0).remove(),this.originalTitle&&this.element.attr("title",this.originalTitle),e=t.parent.children().eq(t.index),e.length&&e[0]!==this.element[0]?e.before(this.element):t.parent.append(this.element)},widget:function(){return this.uiDialog},disable:e.noop,enable:e.noop,close:function(t){var i,s=this;if(this._isOpen&&this._trigger("beforeClose",t)!==!1){if(this._isOpen=!1,this._focusedElement=null,this._destroyOverlay(),this._untrackInstance(),!this.opener.filter(":focusable").focus().length)try{i=this.document[0].activeElement,i&&"body"!==i.nodeName.toLowerCase()&&e(i).blur()}catch(n){}this._hide(this.uiDialog,this.options.hide,function(){s._trigger("close",t)})}},isOpen:function(){return this._isOpen},moveToTop:function(){this._moveToTop()},_moveToTop:function(t,i){var s=!1,n=this.uiDialog.siblings(".ui-front:visible").map(function(){return+e(this).css("z-index")}).get(),a=Math.max.apply(null,n);return a>=+this.uiDialog.css("z-index")&&(this.uiDialog.css("z-index",a+1),s=!0),s&&!i&&this._trigger("focus",t),s},open:function(){var t=this;return this._isOpen?(this._moveToTop()&&this._focusTabbable(),void 0):(this._isOpen=!0,this.opener=e(this.document[0].activeElement),this._size(),this._position(),this._createOverlay(),this._moveToTop(null,!0),this.overlay&&this.overlay.css("z-index",this.uiDialog.css("z-index")-1),this._show(this.uiDialog,this.options.show,function(){t._focusTabbable(),t._trigger("focus")}),this._makeFocusTarget(),this._trigger("open"),void 0)},_focusTabbable:function(){var e=this._focusedElement;e||(e=this.element.find("[autofocus]")),e.length||(e=this.element.find(":tabbable")),e.length||(e=this.uiDialogButtonPane.find(":tabbable")),e.length||(e=this.uiDialogTitlebarClose.filter(":tabbable")),e.length||(e=this.uiDialog),e.eq(0).focus()},_keepFocus:function(t){function i(){var t=this.document[0].activeElement,i=this.uiDialog[0]===t||e.contains(this.uiDialog[0],t);i||this._focusTabbable()}t.preventDefault(),i.call(this),this._delay(i)},_createWrapper:function(){this.uiDialog=e("<div>").addClass("ui-dialog ui-widget ui-widget-content ui-corner-all ui-front "+this.options.dialogClass).hide().attr({tabIndex:-1,role:"dialog"}).appendTo(this._appendTo()),this._on(this.uiDialog,{keydown:function(t){if(this.options.closeOnEscape&&!t.isDefaultPrevented()&&t.keyCode&&t.keyCode===e.ui.keyCode.ESCAPE)return t.preventDefault(),this.close(t),void 0;if(t.keyCode===e.ui.keyCode.TAB&&!t.isDefaultPrevented()){var i=this.uiDialog.find(":tabbable"),s=i.filter(":first"),n=i.filter(":last");t.target!==n[0]&&t.target!==this.uiDialog[0]||t.shiftKey?t.target!==s[0]&&t.target!==this.uiDialog[0]||!t.shiftKey||(this._delay(function(){n.focus()}),t.preventDefault()):(this._delay(function(){s.focus()}),t.preventDefault())}},mousedown:function(e){this._moveToTop(e)&&this._focusTabbable()}}),this.element.find("[aria-describedby]").length||this.uiDialog.attr({"aria-describedby":this.element.uniqueId().attr("id")})},_createTitlebar:function(){var t;this.uiDialogTitlebar=e("<div>").addClass("ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix").prependTo(this.uiDialog),this._on(this.uiDialogTitlebar,{mousedown:function(t){e(t.target).closest(".ui-dialog-titlebar-close")||this.uiDialog.focus()}}),this.uiDialogTitlebarClose=e("<button type='button'></button>").button({label:this.options.closeText,icons:{primary:"ui-icon-closethick"},text:!1}).addClass("ui-dialog-titlebar-close").appendTo(this.uiDialogTitlebar),this._on(this.uiDialogTitlebarClose,{click:function(e){e.preventDefault(),this.close(e)}}),t=e("<span>").uniqueId().addClass("ui-dialog-title").prependTo(this.uiDialogTitlebar),this._title(t),this.uiDialog.attr({"aria-labelledby":t.attr("id")})},_title:function(e){this.options.title||e.html(" "),e.text(this.options.title)
|
|
|
},_createButtonPane:function(){this.uiDialogButtonPane=e("<div>").addClass("ui-dialog-buttonpane ui-widget-content ui-helper-clearfix"),this.uiButtonSet=e("<div>").addClass("ui-dialog-buttonset").appendTo(this.uiDialogButtonPane),this._createButtons()},_createButtons:function(){var t=this,i=this.options.buttons;return this.uiDialogButtonPane.remove(),this.uiButtonSet.empty(),e.isEmptyObject(i)||e.isArray(i)&&!i.length?(this.uiDialog.removeClass("ui-dialog-buttons"),void 0):(e.each(i,function(i,s){var n,a;s=e.isFunction(s)?{click:s,text:i}:s,s=e.extend({type:"button"},s),n=s.click,s.click=function(){n.apply(t.element[0],arguments)},a={icons:s.icons,text:s.showText},delete s.icons,delete s.showText,e("<button></button>",s).button(a).appendTo(t.uiButtonSet)}),this.uiDialog.addClass("ui-dialog-buttons"),this.uiDialogButtonPane.appendTo(this.uiDialog),void 0)},_makeDraggable:function(){function t(e){return{position:e.position,offset:e.offset}}var i=this,s=this.options;this.uiDialog.draggable({cancel:".ui-dialog-content, .ui-dialog-titlebar-close",handle:".ui-dialog-titlebar",containment:"document",start:function(s,n){e(this).addClass("ui-dialog-dragging"),i._blockFrames(),i._trigger("dragStart",s,t(n))},drag:function(e,s){i._trigger("drag",e,t(s))},stop:function(n,a){var o=a.offset.left-i.document.scrollLeft(),r=a.offset.top-i.document.scrollTop();s.position={my:"left top",at:"left"+(o>=0?"+":"")+o+" "+"top"+(r>=0?"+":"")+r,of:i.window},e(this).removeClass("ui-dialog-dragging"),i._unblockFrames(),i._trigger("dragStop",n,t(a))}})},_makeResizable:function(){function t(e){return{originalPosition:e.originalPosition,originalSize:e.originalSize,position:e.position,size:e.size}}var i=this,s=this.options,n=s.resizable,a=this.uiDialog.css("position"),o="string"==typeof n?n:"n,e,s,w,se,sw,ne,nw";this.uiDialog.resizable({cancel:".ui-dialog-content",containment:"document",alsoResize:this.element,maxWidth:s.maxWidth,maxHeight:s.maxHeight,minWidth:s.minWidth,minHeight:this._minHeight(),handles:o,start:function(s,n){e(this).addClass("ui-dialog-resizing"),i._blockFrames(),i._trigger("resizeStart",s,t(n))},resize:function(e,s){i._trigger("resize",e,t(s))},stop:function(n,a){var o=i.uiDialog.offset(),r=o.left-i.document.scrollLeft(),h=o.top-i.document.scrollTop();s.height=i.uiDialog.height(),s.width=i.uiDialog.width(),s.position={my:"left top",at:"left"+(r>=0?"+":"")+r+" "+"top"+(h>=0?"+":"")+h,of:i.window},e(this).removeClass("ui-dialog-resizing"),i._unblockFrames(),i._trigger("resizeStop",n,t(a))}}).css("position",a)},_trackFocus:function(){this._on(this.widget(),{focusin:function(t){this._makeFocusTarget(),this._focusedElement=e(t.target)}})},_makeFocusTarget:function(){this._untrackInstance(),this._trackingInstances().unshift(this)},_untrackInstance:function(){var t=this._trackingInstances(),i=e.inArray(this,t);-1!==i&&t.splice(i,1)},_trackingInstances:function(){var e=this.document.data("ui-dialog-instances");return e||(e=[],this.document.data("ui-dialog-instances",e)),e},_minHeight:function(){var e=this.options;return"auto"===e.height?e.minHeight:Math.min(e.minHeight,e.height)},_position:function(){var e=this.uiDialog.is(":visible");e||this.uiDialog.show(),this.uiDialog.position(this.options.position),e||this.uiDialog.hide()},_setOptions:function(t){var i=this,s=!1,n={};e.each(t,function(e,t){i._setOption(e,t),e in i.sizeRelatedOptions&&(s=!0),e in i.resizableRelatedOptions&&(n[e]=t)}),s&&(this._size(),this._position()),this.uiDialog.is(":data(ui-resizable)")&&this.uiDialog.resizable("option",n)},_setOption:function(e,t){var i,s,n=this.uiDialog;"dialogClass"===e&&n.removeClass(this.options.dialogClass).addClass(t),"disabled"!==e&&(this._super(e,t),"appendTo"===e&&this.uiDialog.appendTo(this._appendTo()),"buttons"===e&&this._createButtons(),"closeText"===e&&this.uiDialogTitlebarClose.button({label:""+t}),"draggable"===e&&(i=n.is(":data(ui-draggable)"),i&&!t&&n.draggable("destroy"),!i&&t&&this._makeDraggable()),"position"===e&&this._position(),"resizable"===e&&(s=n.is(":data(ui-resizable)"),s&&!t&&n.resizable("destroy"),s&&"string"==typeof t&&n.resizable("option","handles",t),s||t===!1||this._makeResizable()),"title"===e&&this._title(this.uiDialogTitlebar.find(".ui-dialog-title")))},_size:function(){var e,t,i,s=this.options;this.element.show().css({width:"auto",minHeight:0,maxHeight:"none",height:0}),s.minWidth>s.width&&(s.width=s.minWidth),e=this.uiDialog.css({height:"auto",width:s.width}).outerHeight(),t=Math.max(0,s.minHeight-e),i="number"==typeof s.maxHeight?Math.max(0,s.maxHeight-e):"none","auto"===s.height?this.element.css({minHeight:t,maxHeight:i,height:"auto"}):this.element.height(Math.max(0,s.height-e)),this.uiDialog.is(":data(ui-resizable)")&&this.uiDialog.resizable("option","minHeight",this._minHeight())},_blockFrames:function(){this.iframeBlocks=this.document.find("iframe").map(function(){var t=e(this);return e("<div>").css({position:"absolute",width:t.outerWidth(),height:t.outerHeight()}).appendTo(t.parent()).offset(t.offset())[0]})},_unblockFrames:function(){this.iframeBlocks&&(this.iframeBlocks.remove(),delete this.iframeBlocks)},_allowInteraction:function(t){return e(t.target).closest(".ui-dialog").length?!0:!!e(t.target).closest(".ui-datepicker").length},_createOverlay:function(){if(this.options.modal){var t=!0;this._delay(function(){t=!1}),this.document.data("ui-dialog-overlays")||this._on(this.document,{focusin:function(e){t||this._allowInteraction(e)||(e.preventDefault(),this._trackingInstances()[0]._focusTabbable())}}),this.overlay=e("<div>").addClass("ui-widget-overlay ui-front").appendTo(this._appendTo()),this._on(this.overlay,{mousedown:"_keepFocus"}),this.document.data("ui-dialog-overlays",(this.document.data("ui-dialog-overlays")||0)+1)}},_destroyOverlay:function(){if(this.options.modal&&this.overlay){var e=this.document.data("ui-dialog-overlays")-1;e?this.document.data("ui-dialog-overlays",e):this.document.unbind("focusin").removeData("ui-dialog-overlays"),this.overlay.remove(),this.overlay=null}}}),e.widget("ui.progressbar",{version:"1.11.4",options:{max:100,value:0,change:null,complete:null},min:0,_create:function(){this.oldValue=this.options.value=this._constrainedValue(),this.element.addClass("ui-progressbar ui-widget ui-widget-content ui-corner-all").attr({role:"progressbar","aria-valuemin":this.min}),this.valueDiv=e("<div class='ui-progressbar-value ui-widget-header ui-corner-left'></div>").appendTo(this.element),this._refreshValue()},_destroy:function(){this.element.removeClass("ui-progressbar ui-widget ui-widget-content ui-corner-all").removeAttr("role").removeAttr("aria-valuemin").removeAttr("aria-valuemax").removeAttr("aria-valuenow"),this.valueDiv.remove()},value:function(e){return void 0===e?this.options.value:(this.options.value=this._constrainedValue(e),this._refreshValue(),void 0)},_constrainedValue:function(e){return void 0===e&&(e=this.options.value),this.indeterminate=e===!1,"number"!=typeof e&&(e=0),this.indeterminate?!1:Math.min(this.options.max,Math.max(this.min,e))},_setOptions:function(e){var t=e.value;delete e.value,this._super(e),this.options.value=this._constrainedValue(t),this._refreshValue()},_setOption:function(e,t){"max"===e&&(t=Math.max(this.min,t)),"disabled"===e&&this.element.toggleClass("ui-state-disabled",!!t).attr("aria-disabled",t),this._super(e,t)},_percentage:function(){return this.indeterminate?100:100*(this.options.value-this.min)/(this.options.max-this.min)},_refreshValue:function(){var t=this.options.value,i=this._percentage();this.valueDiv.toggle(this.indeterminate||t>this.min).toggleClass("ui-corner-right",t===this.options.max).width(i.toFixed(0)+"%"),this.element.toggleClass("ui-progressbar-indeterminate",this.indeterminate),this.indeterminate?(this.element.removeAttr("aria-valuenow"),this.overlayDiv||(this.overlayDiv=e("<div class='ui-progressbar-overlay'></div>").appendTo(this.valueDiv))):(this.element.attr({"aria-valuemax":this.options.max,"aria-valuenow":t}),this.overlayDiv&&(this.overlayDiv.remove(),this.overlayDiv=null)),this.oldValue!==t&&(this.oldValue=t,this._trigger("change")),t===this.options.max&&this._trigger("complete")}}),e.widget("ui.selectmenu",{version:"1.11.4",defaultElement:"<select>",options:{appendTo:null,disabled:null,icons:{button:"ui-icon-triangle-1-s"},position:{my:"left top",at:"left bottom",collision:"none"},width:null,change:null,close:null,focus:null,open:null,select:null},_create:function(){var e=this.element.uniqueId().attr("id");this.ids={element:e,button:e+"-button",menu:e+"-menu"},this._drawButton(),this._drawMenu(),this.options.disabled&&this.disable()},_drawButton:function(){var t=this;this.label=e("label[for='"+this.ids.element+"']").attr("for",this.ids.button),this._on(this.label,{click:function(e){this.button.focus(),e.preventDefault()}}),this.element.hide(),this.button=e("<span>",{"class":"ui-selectmenu-button ui-widget ui-state-default ui-corner-all",tabindex:this.options.disabled?-1:0,id:this.ids.button,role:"combobox","aria-expanded":"false","aria-autocomplete":"list","aria-owns":this.ids.menu,"aria-haspopup":"true"}).insertAfter(this.element),e("<span>",{"class":"ui-icon "+this.options.icons.button}).prependTo(this.button),this.buttonText=e("<span>",{"class":"ui-selectmenu-text"}).appendTo(this.button),this._setText(this.buttonText,this.element.find("option:selected").text()),this._resizeButton(),this._on(this.button,this._buttonEvents),this.button.one("focusin",function(){t.menuItems||t._refreshMenu()}),this._hoverable(this.button),this._focusable(this.button)},_drawMenu:function(){var t=this;this.menu=e("<ul>",{"aria-hidden":"true","aria-labelledby":this.ids.button,id:this.ids.menu}),this.menuWrap=e("<div>",{"class":"ui-selectmenu-menu ui-front"}).append(this.menu).appendTo(this._appendTo()),this.menuInstance=this.menu.menu({role:"listbox",select:function(e,i){e.preventDefault(),t._setSelection(),t._select(i.item.data("ui-selectmenu-item"),e)},focus:function(e,i){var s=i.item.data("ui-selectmenu-item");null!=t.focusIndex&&s.index!==t.focusIndex&&(t._trigger("focus",e,{item:s}),t.isOpen||t._select(s,e)),t.focusIndex=s.index,t.button.attr("aria-activedescendant",t.menuItems.eq(s.index).attr("id"))}}).menu("instance"),this.menu.addClass("ui-corner-bottom").removeClass("ui-corner-all"),this.menuInstance._off(this.menu,"mouseleave"),this.menuInstance._closeOnDocumentClick=function(){return!1},this.menuInstance._isDivider=function(){return!1}},refresh:function(){this._refreshMenu(),this._setText(this.buttonText,this._getSelectedItem().text()),this.options.width||this._resizeButton()},_refreshMenu:function(){this.menu.empty();var e,t=this.element.find("option");t.length&&(this._parseOptions(t),this._renderMenu(this.menu,this.items),this.menuInstance.refresh(),this.menuItems=this.menu.find("li").not(".ui-selectmenu-optgroup"),e=this._getSelectedItem(),this.menuInstance.focus(null,e),this._setAria(e.data("ui-selectmenu-item")),this._setOption("disabled",this.element.prop("disabled")))},open:function(e){this.options.disabled||(this.menuItems?(this.menu.find(".ui-state-focus").removeClass("ui-state-focus"),this.menuInstance.focus(null,this._getSelectedItem())):this._refreshMenu(),this.isOpen=!0,this._toggleAttr(),this._resizeMenu(),this._position(),this._on(this.document,this._documentClick),this._trigger("open",e))},_position:function(){this.menuWrap.position(e.extend({of:this.button},this.options.position))},close:function(e){this.isOpen&&(this.isOpen=!1,this._toggleAttr(),this.range=null,this._off(this.document),this._trigger("close",e))},widget:function(){return this.button},menuWidget:function(){return this.menu},_renderMenu:function(t,i){var s=this,n="";e.each(i,function(i,a){a.optgroup!==n&&(e("<li>",{"class":"ui-selectmenu-optgroup ui-menu-divider"+(a.element.parent("optgroup").prop("disabled")?" ui-state-disabled":""),text:a.optgroup}).appendTo(t),n=a.optgroup),s._renderItemData(t,a)})},_renderItemData:function(e,t){return this._renderItem(e,t).data("ui-selectmenu-item",t)},_renderItem:function(t,i){var s=e("<li>");return i.disabled&&s.addClass("ui-state-disabled"),this._setText(s,i.label),s.appendTo(t)},_setText:function(e,t){t?e.text(t):e.html(" ")},_move:function(e,t){var i,s,n=".ui-menu-item";this.isOpen?i=this.menuItems.eq(this.focusIndex):(i=this.menuItems.eq(this.element[0].selectedIndex),n+=":not(.ui-state-disabled)"),s="first"===e||"last"===e?i["first"===e?"prevAll":"nextAll"](n).eq(-1):i[e+"All"](n).eq(0),s.length&&this.menuInstance.focus(t,s)},_getSelectedItem:function(){return this.menuItems.eq(this.element[0].selectedIndex)},_toggle:function(e){this[this.isOpen?"close":"open"](e)},_setSelection:function(){var e;this.range&&(window.getSelection?(e=window.getSelection(),e.removeAllRanges(),e.addRange(this.range)):this.range.select(),this.button.focus())},_documentClick:{mousedown:function(t){this.isOpen&&(e(t.target).closest(".ui-selectmenu-menu, #"+this.ids.button).length||this.close(t))}},_buttonEvents:{mousedown:function(){var e;window.getSelection?(e=window.getSelection(),e.rangeCount&&(this.range=e.getRangeAt(0))):this.range=document.selection.createRange()},click:function(e){this._setSelection(),this._toggle(e)},keydown:function(t){var i=!0;switch(t.keyCode){case e.ui.keyCode.TAB:case e.ui.keyCode.ESCAPE:this.close(t),i=!1;break;case e.ui.keyCode.ENTER:this.isOpen&&this._selectFocusedItem(t);break;case e.ui.keyCode.UP:t.altKey?this._toggle(t):this._move("prev",t);break;case e.ui.keyCode.DOWN:t.altKey?this._toggle(t):this._move("next",t);break;case e.ui.keyCode.SPACE:this.isOpen?this._selectFocusedItem(t):this._toggle(t);break;case e.ui.keyCode.LEFT:this._move("prev",t);break;case e.ui.keyCode.RIGHT:this._move("next",t);break;case e.ui.keyCode.HOME:case e.ui.keyCode.PAGE_UP:this._move("first",t);break;case e.ui.keyCode.END:case e.ui.keyCode.PAGE_DOWN:this._move("last",t);break;default:this.menu.trigger(t),i=!1}i&&t.preventDefault()}},_selectFocusedItem:function(e){var t=this.menuItems.eq(this.focusIndex);t.hasClass("ui-state-disabled")||this._select(t.data("ui-selectmenu-item"),e)},_select:function(e,t){var i=this.element[0].selectedIndex;this.element[0].selectedIndex=e.index,this._setText(this.buttonText,e.label),this._setAria(e),this._trigger("select",t,{item:e}),e.index!==i&&this._trigger("change",t,{item:e}),this.close(t)},_setAria:function(e){var t=this.menuItems.eq(e.index).attr("id");this.button.attr({"aria-labelledby":t,"aria-activedescendant":t}),this.menu.attr("aria-activedescendant",t)},_setOption:function(e,t){"icons"===e&&this.button.find("span.ui-icon").removeClass(this.options.icons.button).addClass(t.button),this._super(e,t),"appendTo"===e&&this.menuWrap.appendTo(this._appendTo()),"disabled"===e&&(this.menuInstance.option("disabled",t),this.button.toggleClass("ui-state-disabled",t).attr("aria-disabled",t),this.element.prop("disabled",t),t?(this.button.attr("tabindex",-1),this.close()):this.button.attr("tabindex",0)),"width"===e&&this._resizeButton()},_appendTo:function(){var t=this.options.appendTo;return t&&(t=t.jquery||t.nodeType?e(t):this.document.find(t).eq(0)),t&&t[0]||(t=this.element.closest(".ui-front")),t.length||(t=this.document[0].body),t},_toggleAttr:function(){this.button.toggleClass("ui-corner-top",this.isOpen).toggleClass("ui-corner-all",!this.isOpen).attr("aria-expanded",this.isOpen),this.menuWrap.toggleClass("ui-selectmenu-open",this.isOpen),this.menu.attr("aria-hidden",!this.isOpen)},_resizeButton:function(){var e=this.options.width;e||(e=this.element.show().outerWidth(),this.element.hide()),this.button.outerWidth(e)},_resizeMenu:function(){this.menu.outerWidth(Math.max(this.button.outerWidth(),this.menu.width("").outerWidth()+1))},_getCreateOptions:function(){return{disabled:this.element.prop("disabled")}},_parseOptions:function(t){var i=[];t.each(function(t,s){var n=e(s),a=n.parent("optgroup");i.push({element:n,index:t,value:n.val(),label:n.text(),optgroup:a.attr("label")||"",disabled:a.prop("disabled")||n.prop("disabled")})}),this.items=i},_destroy:function(){this.menuWrap.remove(),this.button.remove(),this.element.show(),this.element.removeUniqueId(),this.label.attr("for",this.ids.element)}}),e.widget("ui.slider",e.ui.mouse,{version:"1.11.4",widgetEventPrefix:"slide",options:{animate:!1,distance:0,max:100,min:0,orientation:"horizontal",range:!1,step:1,value:0,values:null,change:null,slide:null,start:null,stop:null},numPages:5,_create:function(){this._keySliding=!1,this._mouseSliding=!1,this._animateOff=!0,this._handleIndex=null,this._detectOrientation(),this._mouseInit(),this._calculateNewMax(),this.element.addClass("ui-slider ui-slider-"+this.orientation+" ui-widget"+" ui-widget-content"+" ui-corner-all"),this._refresh(),this._setOption("disabled",this.options.disabled),this._animateOff=!1},_refresh:function(){this._createRange(),this._createHandles(),this._setupEvents(),this._refreshValue()},_createHandles:function(){var t,i,s=this.options,n=this.element.find(".ui-slider-handle").addClass("ui-state-default ui-corner-all"),a="<span class='ui-slider-handle ui-state-default ui-corner-all' tabindex='0'></span>",o=[];for(i=s.values&&s.values.length||1,n.length>i&&(n.slice(i).remove(),n=n.slice(0,i)),t=n.length;i>t;t++)o.push(a);this.handles=n.add(e(o.join("")).appendTo(this.element)),this.handle=this.handles.eq(0),this.handles.each(function(t){e(this).data("ui-slider-handle-index",t)})},_createRange:function(){var t=this.options,i="";t.range?(t.range===!0&&(t.values?t.values.length&&2!==t.values.length?t.values=[t.values[0],t.values[0]]:e.isArray(t.values)&&(t.values=t.values.slice(0)):t.values=[this._valueMin(),this._valueMin()]),this.range&&this.range.length?this.range.removeClass("ui-slider-range-min ui-slider-range-max").css({left:"",bottom:""}):(this.range=e("<div></div>").appendTo(this.element),i="ui-slider-range ui-widget-header ui-corner-all"),this.range.addClass(i+("min"===t.range||"max"===t.range?" ui-slider-range-"+t.range:""))):(this.range&&this.range.remove(),this.range=null)},_setupEvents:function(){this._off(this.handles),this._on(this.handles,this._handleEvents),this._hoverable(this.handles),this._focusable(this.handles)},_destroy:function(){this.handles.remove(),this.range&&this.range.remove(),this.element.removeClass("ui-slider ui-slider-horizontal ui-slider-vertical ui-widget ui-widget-content ui-corner-all"),this._mouseDestroy()},_mouseCapture:function(t){var i,s,n,a,o,r,h,l,u=this,d=this.options;return d.disabled?!1:(this.elementSize={width:this.element.outerWidth(),height:this.element.outerHeight()},this.elementOffset=this.element.offset(),i={x:t.pageX,y:t.pageY},s=this._normValueFromMouse(i),n=this._valueMax()-this._valueMin()+1,this.handles.each(function(t){var i=Math.abs(s-u.values(t));(n>i||n===i&&(t===u._lastChangedValue||u.values(t)===d.min))&&(n=i,a=e(this),o=t)}),r=this._start(t,o),r===!1?!1:(this._mouseSliding=!0,this._handleIndex=o,a.addClass("ui-state-active").focus(),h=a.offset(),l=!e(t.target).parents().addBack().is(".ui-slider-handle"),this._clickOffset=l?{left:0,top:0}:{left:t.pageX-h.left-a.width()/2,top:t.pageY-h.top-a.height()/2-(parseInt(a.css("borderTopWidth"),10)||0)-(parseInt(a.css("borderBottomWidth"),10)||0)+(parseInt(a.css("marginTop"),10)||0)},this.handles.hasClass("ui-state-hover")||this._slide(t,o,s),this._animateOff=!0,!0))},_mouseStart:function(){return!0},_mouseDrag:function(e){var t={x:e.pageX,y:e.pageY},i=this._normValueFromMouse(t);return this._slide(e,this._handleIndex,i),!1},_mouseStop:function(e){return this.handles.removeClass("ui-state-active"),this._mouseSliding=!1,this._stop(e,this._handleIndex),this._change(e,this._handleIndex),this._handleIndex=null,this._clickOffset=null,this._animateOff=!1,!1},_detectOrientation:function(){this.orientation="vertical"===this.options.orientation?"vertical":"horizontal"},_normValueFromMouse:function(e){var t,i,s,n,a;return"horizontal"===this.orientation?(t=this.elementSize.width,i=e.x-this.elementOffset.left-(this._clickOffset?this._clickOffset.left:0)):(t=this.elementSize.height,i=e.y-this.elementOffset.top-(this._clickOffset?this._clickOffset.top:0)),s=i/t,s>1&&(s=1),0>s&&(s=0),"vertical"===this.orientation&&(s=1-s),n=this._valueMax()-this._valueMin(),a=this._valueMin()+s*n,this._trimAlignValue(a)},_start:function(e,t){var i={handle:this.handles[t],value:this.value()};return this.options.values&&this.options.values.length&&(i.value=this.values(t),i.values=this.values()),this._trigger("start",e,i)},_slide:function(e,t,i){var s,n,a;this.options.values&&this.options.values.length?(s=this.values(t?0:1),2===this.options.values.length&&this.options.range===!0&&(0===t&&i>s||1===t&&s>i)&&(i=s),i!==this.values(t)&&(n=this.values(),n[t]=i,a=this._trigger("slide",e,{handle:this.handles[t],value:i,values:n}),s=this.values(t?0:1),a!==!1&&this.values(t,i))):i!==this.value()&&(a=this._trigger("slide",e,{handle:this.handles[t],value:i}),a!==!1&&this.value(i))},_stop:function(e,t){var i={handle:this.handles[t],value:this.value()};this.options.values&&this.options.values.length&&(i.value=this.values(t),i.values=this.values()),this._trigger("stop",e,i)},_change:function(e,t){if(!this._keySliding&&!this._mouseSliding){var i={handle:this.handles[t],value:this.value()};this.options.values&&this.options.values.length&&(i.value=this.values(t),i.values=this.values()),this._lastChangedValue=t,this._trigger("change",e,i)}},value:function(e){return arguments.length?(this.options.value=this._trimAlignValue(e),this._refreshValue(),this._change(null,0),void 0):this._value()},values:function(t,i){var s,n,a;if(arguments.length>1)return this.options.values[t]=this._trimAlignValue(i),this._refreshValue(),this._change(null,t),void 0;if(!arguments.length)return this._values();if(!e.isArray(arguments[0]))return this.options.values&&this.options.values.length?this._values(t):this.value();for(s=this.options.values,n=arguments[0],a=0;s.length>a;a+=1)s[a]=this._trimAlignValue(n[a]),this._change(null,a);this._refreshValue()},_setOption:function(t,i){var s,n=0;switch("range"===t&&this.options.range===!0&&("min"===i?(this.options.value=this._values(0),this.options.values=null):"max"===i&&(this.options.value=this._values(this.options.values.length-1),this.options.values=null)),e.isArray(this.options.values)&&(n=this.options.values.length),"disabled"===t&&this.element.toggleClass("ui-state-disabled",!!i),this._super(t,i),t){case"orientation":this._detectOrientation(),this.element.removeClass("ui-slider-horizontal ui-slider-vertical").addClass("ui-slider-"+this.orientation),this._refreshValue(),this.handles.css("horizontal"===i?"bottom":"left","");break;case"value":this._animateOff=!0,this._refreshValue(),this._change(null,0),this._animateOff=!1;break;case"values":for(this._animateOff=!0,this._refreshValue(),s=0;n>s;s+=1)this._change(null,s);this._animateOff=!1;break;case"step":case"min":case"max":this._animateOff=!0,this._calculateNewMax(),this._refreshValue(),this._animateOff=!1;break;case"range":this._animateOff=!0,this._refresh(),this._animateOff=!1}},_value:function(){var e=this.options.value;return e=this._trimAlignValue(e)},_values:function(e){var t,i,s;if(arguments.length)return t=this.options.values[e],t=this._trimAlignValue(t);if(this.options.values&&this.options.values.length){for(i=this.options.values.slice(),s=0;i.length>s;s+=1)i[s]=this._trimAlignValue(i[s]);return i}return[]},_trimAlignValue:function(e){if(this._valueMin()>=e)return this._valueMin();if(e>=this._valueMax())return this._valueMax();var t=this.options.step>0?this.options.step:1,i=(e-this._valueMin())%t,s=e-i;return 2*Math.abs(i)>=t&&(s+=i>0?t:-t),parseFloat(s.toFixed(5))},_calculateNewMax:function(){var e=this.options.max,t=this._valueMin(),i=this.options.step,s=Math.floor(+(e-t).toFixed(this._precision())/i)*i;e=s+t,this.max=parseFloat(e.toFixed(this._precision()))},_precision:function(){var e=this._precisionOf(this.options.step);return null!==this.options.min&&(e=Math.max(e,this._precisionOf(this.options.min))),e},_precisionOf:function(e){var t=""+e,i=t.indexOf(".");return-1===i?0:t.length-i-1},_valueMin:function(){return this.options.min},_valueMax:function(){return this.max},_refreshValue:function(){var t,i,s,n,a,o=this.options.range,r=this.options,h=this,l=this._animateOff?!1:r.animate,u={};this.options.values&&this.options.values.length?this.handles.each(function(s){i=100*((h.values(s)-h._valueMin())/(h._valueMax()-h._valueMin())),u["horizontal"===h.orientation?"left":"bottom"]=i+"%",e(this).stop(1,1)[l?"animate":"css"](u,r.animate),h.options.range===!0&&("horizontal"===h.orientation?(0===s&&h.range.stop(1,1)[l?"animate":"css"]({left:i+"%"},r.animate),1===s&&h.range[l?"animate":"css"]({width:i-t+"%"},{queue:!1,duration:r.animate})):(0===s&&h.range.stop(1,1)[l?"animate":"css"]({bottom:i+"%"},r.animate),1===s&&h.range[l?"animate":"css"]({height:i-t+"%"},{queue:!1,duration:r.animate}))),t=i}):(s=this.value(),n=this._valueMin(),a=this._valueMax(),i=a!==n?100*((s-n)/(a-n)):0,u["horizontal"===this.orientation?"left":"bottom"]=i+"%",this.handle.stop(1,1)[l?"animate":"css"](u,r.animate),"min"===o&&"horizontal"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({width:i+"%"},r.animate),"max"===o&&"horizontal"===this.orientation&&this.range[l?"animate":"css"]({width:100-i+"%"},{queue:!1,duration:r.animate}),"min"===o&&"vertical"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({height:i+"%"},r.animate),"max"===o&&"vertical"===this.orientation&&this.range[l?"animate":"css"]({height:100-i+"%"},{queue:!1,duration:r.animate}))},_handleEvents:{keydown:function(t){var i,s,n,a,o=e(t.target).data("ui-slider-handle-index");switch(t.keyCode){case e.ui.keyCode.HOME:case e.ui.keyCode.END:case e.ui.keyCode.PAGE_UP:case e.ui.keyCode.PAGE_DOWN:case e.ui.keyCode.UP:case e.ui.keyCode.RIGHT:case e.ui.keyCode.DOWN:case e.ui.keyCode.LEFT:if(t.preventDefault(),!this._keySliding&&(this._keySliding=!0,e(t.target).addClass("ui-state-active"),i=this._start(t,o),i===!1))return}switch(a=this.options.step,s=n=this.options.values&&this.options.values.length?this.values(o):this.value(),t.keyCode){case e.ui.keyCode.HOME:n=this._valueMin();break;case e.ui.keyCode.END:n=this._valueMax();break;case e.ui.keyCode.PAGE_UP:n=this._trimAlignValue(s+(this._valueMax()-this._valueMin())/this.numPages);break;case e.ui.keyCode.PAGE_DOWN:n=this._trimAlignValue(s-(this._valueMax()-this._valueMin())/this.numPages);break;case e.ui.keyCode.UP:case e.ui.keyCode.RIGHT:if(s===this._valueMax())return;n=this._trimAlignValue(s+a);break;case e.ui.keyCode.DOWN:case e.ui.keyCode.LEFT:if(s===this._valueMin())return;n=this._trimAlignValue(s-a)}this._slide(t,o,n)},keyup:function(t){var i=e(t.target).data("ui-slider-handle-index");this._keySliding&&(this._keySliding=!1,this._stop(t,i),this._change(t,i),e(t.target).removeClass("ui-state-active"))}}}),e.widget("ui.spinner",{version:"1.11.4",defaultElement:"<input>",widgetEventPrefix:"spin",options:{culture:null,icons:{down:"ui-icon-triangle-1-s",up:"ui-icon-triangle-1-n"},incremental:!0,max:null,min:null,numberFormat:null,page:10,step:1,change:null,spin:null,start:null,stop:null},_create:function(){this._setOption("max",this.options.max),this._setOption("min",this.options.min),this._setOption("step",this.options.step),""!==this.value()&&this._value(this.element.val(),!0),this._draw(),this._on(this._events),this._refresh(),this._on(this.window,{beforeunload:function(){this.element.removeAttr("autocomplete")}})},_getCreateOptions:function(){var t={},i=this.element;return e.each(["min","max","step"],function(e,s){var n=i.attr(s);void 0!==n&&n.length&&(t[s]=n)}),t},_events:{keydown:function(e){this._start(e)&&this._keydown(e)&&e.preventDefault()},keyup:"_stop",focus:function(){this.previous=this.element.val()},blur:function(e){return this.cancelBlur?(delete this.cancelBlur,void 0):(this._stop(),this._refresh(),this.previous!==this.element.val()&&this._trigger("change",e),void 0)},mousewheel:function(e,t){if(t){if(!this.spinning&&!this._start(e))return!1;this._spin((t>0?1:-1)*this.options.step,e),clearTimeout(this.mousewheelTimer),this.mousewheelTimer=this._delay(function(){this.spinning&&this._stop(e)},100),e.preventDefault()}},"mousedown .ui-spinner-button":function(t){function i(){var e=this.element[0]===this.document[0].activeElement;e||(this.element.focus(),this.previous=s,this._delay(function(){this.previous=s}))}var s;s=this.element[0]===this.document[0].activeElement?this.previous:this.element.val(),t.preventDefault(),i.call(this),this.cancelBlur=!0,this._delay(function(){delete this.cancelBlur,i.call(this)}),this._start(t)!==!1&&this._repeat(null,e(t.currentTarget).hasClass("ui-spinner-up")?1:-1,t)},"mouseup .ui-spinner-button":"_stop","mouseenter .ui-spinner-button":function(t){return e(t.currentTarget).hasClass("ui-state-active")?this._start(t)===!1?!1:(this._repeat(null,e(t.currentTarget).hasClass("ui-spinner-up")?1:-1,t),void 0):void 0},"mouseleave .ui-spinner-button":"_stop"},_draw:function(){var e=this.uiSpinner=this.element.addClass("ui-spinner-input").attr("autocomplete","off").wrap(this._uiSpinnerHtml()).parent().append(this._buttonHtml());this.element.attr("role","spinbutton"),this.buttons=e.find(".ui-spinner-button").attr("tabIndex",-1).button().removeClass("ui-corner-all"),this.buttons.height()>Math.ceil(.5*e.height())&&e.height()>0&&e.height(e.height()),this.options.disabled&&this.disable()},_keydown:function(t){var i=this.options,s=e.ui.keyCode;switch(t.keyCode){case s.UP:return this._repeat(null,1,t),!0;case s.DOWN:return this._repeat(null,-1,t),!0;case s.PAGE_UP:return this._repeat(null,i.page,t),!0;case s.PAGE_DOWN:return this._repeat(null,-i.page,t),!0}return!1},_uiSpinnerHtml:function(){return"<span class='ui-spinner ui-widget ui-widget-content ui-corner-all'></span>"},_buttonHtml:function(){return"<a class='ui-spinner-button ui-spinner-up ui-corner-tr'><span class='ui-icon "+this.options.icons.up+"'>▲</span>"+"</a>"+"<a class='ui-spinner-button ui-spinner-down ui-corner-br'>"+"<span class='ui-icon "+this.options.icons.down+"'>▼</span>"+"</a>"},_start:function(e){return this.spinning||this._trigger("start",e)!==!1?(this.counter||(this.counter=1),this.spinning=!0,!0):!1},_repeat:function(e,t,i){e=e||500,clearTimeout(this.timer),this.timer=this._delay(function(){this._repeat(40,t,i)},e),this._spin(t*this.options.step,i)},_spin:function(e,t){var i=this.value()||0;this.counter||(this.counter=1),i=this._adjustValue(i+e*this._increment(this.counter)),this.spinning&&this._trigger("spin",t,{value:i})===!1||(this._value(i),this.counter++)},_increment:function(t){var i=this.options.incremental;return i?e.isFunction(i)?i(t):Math.floor(t*t*t/5e4-t*t/500+17*t/200+1):1},_precision:function(){var e=this._precisionOf(this.options.step);return null!==this.options.min&&(e=Math.max(e,this._precisionOf(this.options.min))),e},_precisionOf:function(e){var t=""+e,i=t.indexOf(".");return-1===i?0:t.length-i-1},_adjustValue:function(e){var t,i,s=this.options;return t=null!==s.min?s.min:0,i=e-t,i=Math.round(i/s.step)*s.step,e=t+i,e=parseFloat(e.toFixed(this._precision())),null!==s.max&&e>s.max?s.max:null!==s.min&&s.min>e?s.min:e},_stop:function(e){this.spinning&&(clearTimeout(this.timer),clearTimeout(this.mousewheelTimer),this.counter=0,this.spinning=!1,this._trigger("stop",e))},_setOption:function(e,t){if("culture"===e||"numberFormat"===e){var i=this._parse(this.element.val());return this.options[e]=t,this.element.val(this._format(i)),void 0}("max"===e||"min"===e||"step"===e)&&"string"==typeof t&&(t=this._parse(t)),"icons"===e&&(this.buttons.first().find(".ui-icon").removeClass(this.options.icons.up).addClass(t.up),this.buttons.last().find(".ui-icon").removeClass(this.options.icons.down).addClass(t.down)),this._super(e,t),"disabled"===e&&(this.widget().toggleClass("ui-state-disabled",!!t),this.element.prop("disabled",!!t),this.buttons.button(t?"disable":"enable"))},_setOptions:s(function(e){this._super(e)}),_parse:function(e){return"string"==typeof e&&""!==e&&(e=window.Globalize&&this.options.numberFormat?Globalize.parseFloat(e,10,this.options.culture):+e),""===e||isNaN(e)?null:e
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s,n,a,o=e(this),r=["position","top","bottom","left","right","width","height","overflow","opacity"],h=["position","top","bottom","left","right","overflow","opacity"],l=["width","height","overflow"],u=["fontSize"],d=["borderTopWidth","borderBottomWidth","paddingTop","paddingBottom"],c=["borderLeftWidth","borderRightWidth","paddingLeft","paddingRight"],p=e.effects.setMode(o,t.mode||"effect"),f=t.restore||"effect"!==p,m=t.scale||"both",g=t.origin||["middle","center"],v=o.css("position"),y=f?r:h,b={height:0,width:0,outerHeight:0,outerWidth:0};"show"===p&&o.show(),s={height:o.height(),width:o.width(),outerHeight:o.outerHeight(),outerWidth:o.outerWidth()},"toggle"===t.mode&&"show"===p?(o.from=t.to||b,o.to=t.from||s):(o.from=t.from||("show"===p?b:s),o.to=t.to||("hide"===p?b:s)),a={from:{y:o.from.height/s.height,x:o.from.width/s.width},to:{y:o.to.height/s.height,x:o.to.width/s.width}},("box"===m||"both"===m)&&(a.from.y!==a.to.y&&(y=y.concat(d),o.from=e.effects.setTransition(o,d,a.from.y,o.from),o.to=e.effects.setTransition(o,d,a.to.y,o.to)),a.from.x!==a.to.x&&(y=y.concat(c),o.from=e.effects.setTransition(o,c,a.from.x,o.from),o.to=e.effects.setTransition(o,c,a.to.x,o.to))),("content"===m||"both"===m)&&a.from.y!==a.to.y&&(y=y.concat(u).concat(l),o.from=e.effects.setTransition(o,u,a.from.y,o.from),o.to=e.effects.setTransition(o,u,a.to.y,o.to)),e.effects.save(o,y),o.show(),e.effects.createWrapper(o),o.css("overflow","hidden").css(o.from),g&&(n=e.effects.getBaseline(g,s),o.from.top=(s.outerHeight-o.outerHeight())*n.y,o.from.left=(s.outerWidth-o.outerWidth())*n.x,o.to.top=(s.outerHeight-o.to.outerHeight)*n.y,o.to.left=(s.outerWidth-o.to.outerWidth)*n.x),o.css(o.from),("content"===m||"both"===m)&&(d=d.concat(["marginTop","marginBottom"]).concat(u),c=c.concat(["marginLeft","marginRight"]),l=r.concat(d).concat(c),o.find("*[width]").each(function(){var i=e(this),s={height:i.height(),width:i.width(),outerHeight:i.outerHeight(),outerWidth:i.outerWidth()};f&&e.effects.save(i,l),i.from={height:s.height*a.from.y,width:s.width*a.from.x,outerHeight:s.outerHeight*a.from.y,outerWidth:s.outerWidth*a.from.x},i.to={height:s.height*a.to.y,width:s.width*a.to.x,outerHeight:s.height*a.to.y,outerWidth:s.width*a.to.x},a.from.y!==a.to.y&&(i.from=e.effects.setTransition(i,d,a.from.y,i.from),i.to=e.effects.setTransition(i,d,a.to.y,i.to)),a.from.x!==a.to.x&&(i.from=e.effects.setTransition(i,c,a.from.x,i.from),i.to=e.effects.setTransition(i,c,a.to.x,i.to)),i.css(i.from),i.animate(i.to,t.duration,t.easing,function(){f&&e.effects.restore(i,l)})})),o.animate(o.to,{queue:!1,duration:t.duration,easing:t.easing,complete:function(){0===o.to.opacity&&o.css("opacity",o.from.opacity),"hide"===p&&o.hide(),e.effects.restore(o,y),f||("static"===v?o.css({position:"relative",top:o.to.top,left:o.to.left}):e.each(["top","left"],function(e,t){o.css(t,function(t,i){var s=parseInt(i,10),n=e?o.to.left:o.to.top;return"auto"===i?n+"px":s+n+"px"})})),e.effects.removeWrapper(o),i()}})},e.effects.effect.scale=function(t,i){var s=e(this),n=e.extend(!0,{},t),a=e.effects.setMode(s,t.mode||"effect"),o=parseInt(t.percent,10)||(0===parseInt(t.percent,10)?0:"hide"===a?0:100),r=t.direction||"both",h=t.origin,l={height:s.height(),width:s.width(),outerHeight:s.outerHeight(),outerWidth:s.outerWidth()},u={y:"horizontal"!==r?o/100:1,x:"vertical"!==r?o/100:1};n.effect="size",n.queue=!1,n.complete=i,"effect"!==a&&(n.origin=h||["middle","center"],n.restore=!0),n.from=t.from||("show"===a?{height:0,width:0,outerHeight:0,outerWidth:0}:l),n.to={height:l.height*u.y,width:l.width*u.x,outerHeight:l.outerHeight*u.y,outerWidth:l.outerWidth*u.x},n.fade&&("show"===a&&(n.from.opacity=0,n.to.opacity=1),"hide"===a&&(n.from.opacity=1,n.to.opacity=0)),s.effect(n)},e.effects.effect.puff=function(t,i){var s=e(this),n=e.effects.setMode(s,t.mode||"hide"),a="hide"===n,o=parseInt(t.percent,10)||150,r=o/100,h={height:s.height(),width:s.width(),outerHeight:s.outerHeight(),outerWidth:s.outerWidth()};e.extend(t,{effect:"scale",queue:!1,fade:!0,mode:n,complete:i,percent:a?o:100,from:a?h:{height:h.height*r,width:h.width*r,outerHeight:h.outerHeight*r,outerWidth:h.outerWidth*r}}),s.effect(t)},e.effects.effect.pulsate=function(t,i){var s,n=e(this),a=e.effects.setMode(n,t.mode||"show"),o="show"===a,r="hide"===a,h=o||"hide"===a,l=2*(t.times||5)+(h?1:0),u=t.duration/l,d=0,c=n.queue(),p=c.length;for((o||!n.is(":visible"))&&(n.css("opacity",0).show(),d=1),s=1;l>s;s++)n.animate({opacity:d},u,t.easing),d=1-d;n.animate({opacity:d},u,t.easing),n.queue(function(){r&&n.hide(),i()}),p>1&&c.splice.apply(c,[1,0].concat(c.splice(p,l+1))),n.dequeue()},e.effects.effect.shake=function(t,i){var s,n=e(this),a=["position","top","bottom","left","right","height","width"],o=e.effects.setMode(n,t.mode||"effect"),r=t.direction||"left",h=t.distance||20,l=t.times||3,u=2*l+1,d=Math.round(t.duration/u),c="up"===r||"down"===r?"top":"left",p="up"===r||"left"===r,f={},m={},g={},v=n.queue(),y=v.length;for(e.effects.save(n,a),n.show(),e.effects.createWrapper(n),f[c]=(p?"-=":"+=")+h,m[c]=(p?"+=":"-=")+2*h,g[c]=(p?"-=":"+=")+2*h,n.animate(f,d,t.easing),s=1;l>s;s++)n.animate(m,d,t.easing).animate(g,d,t.easing);n.animate(m,d,t.easing).animate(f,d/2,t.easing).queue(function(){"hide"===o&&n.hide(),e.effects.restore(n,a),e.effects.removeWrapper(n),i()}),y>1&&v.splice.apply(v,[1,0].concat(v.splice(y,u+1))),n.dequeue()},e.effects.effect.slide=function(t,i){var s,n=e(this),a=["position","top","bottom","left","right","width","height"],o=e.effects.setMode(n,t.mode||"show"),r="show"===o,h=t.direction||"left",l="up"===h||"down"===h?"top":"left",u="up"===h||"left"===h,d={};e.effects.save(n,a),n.show(),s=t.distance||n["top"===l?"outerHeight":"outerWidth"](!0),e.effects.createWrapper(n).css({overflow:"hidden"}),r&&n.css(l,u?isNaN(s)?"-"+s:-s:s),d[l]=(r?u?"+=":"-=":u?"-=":"+=")+s,n.animate(d,{queue:!1,duration:t.duration,easing:t.easing,complete:function(){"hide"===o&&n.hide(),e.effects.restore(n,a),e.effects.removeWrapper(n),i()}})},e.effects.effect.transfer=function(t,i){var s=e(this),n=e(t.to),a="fixed"===n.css("position"),o=e("body"),r=a?o.scrollTop():0,h=a?o.scrollLeft():0,l=n.offset(),u={top:l.top-r,left:l.left-h,height:n.innerHeight(),width:n.innerWidth()},d=s.offset(),c=e("<div class='ui-effects-transfer'></div>").appendTo(document.body).addClass(t.className).css({top:d.top-r,left:d.left-h,height:s.innerHeight(),width:s.innerWidth(),position:a?"fixed":"absolute"}).animate(u,t.duration,t.easing,function(){c.remove(),i()})}});</script>
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<style type="text/css">
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.tocify {
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width: 20%;
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max-height: 90%;
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overflow: auto;
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margin-left: 2%;
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position: fixed;
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border: 1px solid #ccc;
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border-radius: 6px;
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}
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.tocify ul, .tocify li {
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list-style: none;
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margin: 0;
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padding: 0;
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border: none;
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line-height: 30px;
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}
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.tocify-header {
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text-indent: 10px;
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}
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.tocify-subheader {
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text-indent: 20px;
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display: none;
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}
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.tocify-subheader li {
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font-size: 12px;
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}
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.tocify-subheader .tocify-subheader {
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text-indent: 30px;
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}
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.tocify-subheader .tocify-subheader .tocify-subheader {
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text-indent: 40px;
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}
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.tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader {
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text-indent: 50px;
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}
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.tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader {
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text-indent: 60px;
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}
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.tocify .tocify-item > a, .tocify .nav-list .nav-header {
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margin: 0px;
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}
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.tocify .tocify-item a, .tocify .list-group-item {
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padding: 5px;
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}
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.tocify .nav-pills > li {
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float: none;
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}
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</style>
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<script>/* jquery Tocify - v1.9.1 - 2013-10-22
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* http://www.gregfranko.com/jquery.tocify.js/
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* Copyright (c) 2013 Greg Franko; Licensed MIT */
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// Immediately-Invoked Function Expression (IIFE) [Ben Alman Blog Post](http://benalman.com/news/2010/11/immediately-invoked-function-expression/) that calls another IIFE that contains all of the plugin logic. I used this pattern so that anyone viewing this code would not have to scroll to the bottom of the page to view the local parameters that were passed to the main IIFE.
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(function(tocify) {
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// ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
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"use strict";
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// Calls the second IIFE and locally passes in the global jQuery, window, and document objects
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tocify(window.jQuery, window, document);
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}
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// Locally passes in `jQuery`, the `window` object, the `document` object, and an `undefined` variable. The `jQuery`, `window` and `document` objects are passed in locally, to improve performance, since javascript first searches for a variable match within the local variables set before searching the global variables set. All of the global variables are also passed in locally to be minifier friendly. `undefined` can be passed in locally, because it is not a reserved word in JavaScript.
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(function($, window, document, undefined) {
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// ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
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"use strict";
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var tocClassName = "tocify",
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tocClass = "." + tocClassName,
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tocFocusClassName = "tocify-focus",
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tocHoverClassName = "tocify-hover",
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hideTocClassName = "tocify-hide",
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hideTocClass = "." + hideTocClassName,
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headerClassName = "tocify-header",
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headerClass = "." + headerClassName,
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subheaderClassName = "tocify-subheader",
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subheaderClass = "." + subheaderClassName,
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itemClassName = "tocify-item",
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itemClass = "." + itemClassName,
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extendPageClassName = "tocify-extend-page",
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extendPageClass = "." + extendPageClassName;
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// Calling the jQueryUI Widget Factory Method
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$.widget("toc.tocify", {
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//Plugin version
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version: "1.9.1",
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// These options will be used as defaults
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options: {
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// **context**: Accepts String: Any jQuery selector
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// The container element that holds all of the elements used to generate the table of contents
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context: "body",
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// **ignoreSelector**: Accepts String: Any jQuery selector
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// A selector to any element that would be matched by selectors that you wish to be ignored
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ignoreSelector: null,
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// **selectors**: Accepts an Array of Strings: Any jQuery selectors
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// The element's used to generate the table of contents. The order is very important since it will determine the table of content's nesting structure
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selectors: "h1, h2, h3",
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// **showAndHide**: Accepts a boolean: true or false
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// Used to determine if elements should be shown and hidden
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showAndHide: true,
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// **showEffect**: Accepts String: "none", "fadeIn", "show", or "slideDown"
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// Used to display any of the table of contents nested items
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showEffect: "slideDown",
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// **showEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
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// The time duration of the show animation
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showEffectSpeed: "medium",
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// **hideEffect**: Accepts String: "none", "fadeOut", "hide", or "slideUp"
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// Used to hide any of the table of contents nested items
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hideEffect: "slideUp",
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// **hideEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
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// The time duration of the hide animation
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hideEffectSpeed: "medium",
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// **smoothScroll**: Accepts a boolean: true or false
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// Determines if a jQuery animation should be used to scroll to specific table of contents items on the page
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smoothScroll: true,
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// **smoothScrollSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
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// The time duration of the smoothScroll animation
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smoothScrollSpeed: "medium",
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// **scrollTo**: Accepts Number (pixels)
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// The amount of space between the top of page and the selected table of contents item after the page has been scrolled
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scrollTo: 0,
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// **showAndHideOnScroll**: Accepts a boolean: true or false
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// Determines if table of contents nested items should be shown and hidden while scrolling
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showAndHideOnScroll: true,
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// **highlightOnScroll**: Accepts a boolean: true or false
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// Determines if table of contents nested items should be highlighted (set to a different color) while scrolling
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highlightOnScroll: true,
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// **highlightOffset**: Accepts a number
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// The offset distance in pixels to trigger the next active table of contents item
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highlightOffset: 40,
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// **theme**: Accepts a string: "bootstrap", "jqueryui", or "none"
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// Determines if Twitter Bootstrap, jQueryUI, or Tocify classes should be added to the table of contents
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theme: "bootstrap",
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// **extendPage**: Accepts a boolean: true or false
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// If a user scrolls to the bottom of the page and the page is not tall enough to scroll to the last table of contents item, then the page height is increased
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extendPage: true,
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// **extendPageOffset**: Accepts a number: pixels
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// How close to the bottom of the page a user must scroll before the page is extended
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extendPageOffset: 100,
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// **history**: Accepts a boolean: true or false
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// Adds a hash to the page url to maintain history
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history: true,
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// **scrollHistory**: Accepts a boolean: true or false
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// Adds a hash to the page url, to maintain history, when scrolling to a TOC item
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scrollHistory: false,
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// **hashGenerator**: How the hash value (the anchor segment of the URL, following the
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// # character) will be generated.
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//
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// "compact" (default) - #CompressesEverythingTogether
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// "pretty" - #looks-like-a-nice-url-and-is-easily-readable
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// function(text, element){} - Your own hash generation function that accepts the text as an
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// argument, and returns the hash value.
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hashGenerator: "compact",
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// **highlightDefault**: Accepts a boolean: true or false
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// Set's the first TOC item as active if no other TOC item is active.
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highlightDefault: true
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},
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// _Create
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// -------
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// Constructs the plugin. Only called once.
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_create: function() {
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var self = this;
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self.extendPageScroll = true;
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|
|
|
|
|
// Internal array that keeps track of all TOC items (Helps to recognize if there are duplicate TOC item strings)
|
|
|
self.items = [];
|
|
|
|
|
|
// Generates the HTML for the dynamic table of contents
|
|
|
self._generateToc();
|
|
|
|
|
|
// Adds CSS classes to the newly generated table of contents HTML
|
|
|
self._addCSSClasses();
|
|
|
|
|
|
self.webkit = (function() {
|
|
|
|
|
|
for (var prop in window) {
|
|
|
|
|
|
if (prop) {
|
|
|
|
|
|
if (prop.toLowerCase().indexOf("webkit") !== -1) {
|
|
|
|
|
|
return true;
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
return false;
|
|
|
|
|
|
}());
|
|
|
|
|
|
// Adds jQuery event handlers to the newly generated table of contents
|
|
|
self._setEventHandlers();
|
|
|
|
|
|
// Binding to the Window load event to make sure the correct scrollTop is calculated
|
|
|
$(window).on("load", function() {
|
|
|
|
|
|
// Sets the active TOC item
|
|
|
self._setActiveElement(true);
|
|
|
|
|
|
// Once all animations on the page are complete, this callback function will be called
|
|
|
$("html, body").promise().done(function() {
|
|
|
|
|
|
setTimeout(function() {
|
|
|
|
|
|
self.extendPageScroll = false;
|
|
|
|
|
|
}, 0);
|
|
|
|
|
|
});
|
|
|
|
|
|
});
|
|
|
|
|
|
},
|
|
|
|
|
|
// _generateToc
|
|
|
// ------------
|
|
|
// Generates the HTML for the dynamic table of contents
|
|
|
_generateToc: function() {
|
|
|
|
|
|
// _Local variables_
|
|
|
|
|
|
// Stores the plugin context in the self variable
|
|
|
var self = this,
|
|
|
|
|
|
// All of the HTML tags found within the context provided (i.e. body) that match the top level jQuery selector above
|
|
|
firstElem,
|
|
|
|
|
|
// Instantiated variable that will store the top level newly created unordered list DOM element
|
|
|
ul,
|
|
|
ignoreSelector = self.options.ignoreSelector;
|
|
|
|
|
|
|
|
|
// Determine the element to start the toc with
|
|
|
// get all the top level selectors
|
|
|
firstElem = [];
|
|
|
var selectors = this.options.selectors.replace(/ /g, "").split(",");
|
|
|
// find the first set that have at least one non-ignored element
|
|
|
for(var i = 0; i < selectors.length; i++) {
|
|
|
var foundSelectors = $(this.options.context).find(selectors[i]);
|
|
|
for (var s = 0; s < foundSelectors.length; s++) {
|
|
|
if (!$(foundSelectors[s]).is(ignoreSelector)) {
|
|
|
firstElem = foundSelectors;
|
|
|
break;
|
|
|
}
|
|
|
}
|
|
|
if (firstElem.length> 0)
|
|
|
break;
|
|
|
}
|
|
|
|
|
|
if (!firstElem.length) {
|
|
|
|
|
|
self.element.addClass(hideTocClassName);
|
|
|
|
|
|
return;
|
|
|
|
|
|
}
|
|
|
|
|
|
self.element.addClass(tocClassName);
|
|
|
|
|
|
// Loops through each top level selector
|
|
|
firstElem.each(function(index) {
|
|
|
|
|
|
//If the element matches the ignoreSelector then we skip it
|
|
|
if ($(this).is(ignoreSelector)) {
|
|
|
return;
|
|
|
}
|
|
|
|
|
|
// Creates an unordered list HTML element and adds a dynamic ID and standard class name
|
|
|
ul = $("<ul/>", {
|
|
|
"id": headerClassName + index,
|
|
|
"class": headerClassName
|
|
|
}).
|
|
|
|
|
|
// Appends a top level list item HTML element to the previously created HTML header
|
|
|
append(self._nestElements($(this), index));
|
|
|
|
|
|
// Add the created unordered list element to the HTML element calling the plugin
|
|
|
self.element.append(ul);
|
|
|
|
|
|
// Finds all of the HTML tags between the header and subheader elements
|
|
|
$(this).nextUntil(this.nodeName.toLowerCase()).each(function() {
|
|
|
|
|
|
// If there are no nested subheader elemements
|
|
|
if ($(this).find(self.options.selectors).length === 0) {
|
|
|
|
|
|
// Loops through all of the subheader elements
|
|
|
$(this).filter(self.options.selectors).each(function() {
|
|
|
|
|
|
//If the element matches the ignoreSelector then we skip it
|
|
|
if ($(this).is(ignoreSelector)) {
|
|
|
return;
|
|
|
}
|
|
|
|
|
|
self._appendSubheaders.call(this, self, ul);
|
|
|
|
|
|
});
|
|
|
|
|
|
}
|
|
|
|
|
|
// If there are nested subheader elements
|
|
|
else {
|
|
|
|
|
|
// Loops through all of the subheader elements
|
|
|
$(this).find(self.options.selectors).each(function() {
|
|
|
|
|
|
//If the element matches the ignoreSelector then we skip it
|
|
|
if ($(this).is(ignoreSelector)) {
|
|
|
return;
|
|
|
}
|
|
|
|
|
|
self._appendSubheaders.call(this, self, ul);
|
|
|
|
|
|
});
|
|
|
|
|
|
}
|
|
|
|
|
|
});
|
|
|
|
|
|
});
|
|
|
|
|
|
},
|
|
|
|
|
|
_setActiveElement: function(pageload) {
|
|
|
|
|
|
var self = this,
|
|
|
|
|
|
hash = window.location.hash.substring(1),
|
|
|
|
|
|
elem = self.element.find('li[data-unique="' + hash + '"]');
|
|
|
|
|
|
if (hash.length) {
|
|
|
|
|
|
// Removes highlighting from all of the list item's
|
|
|
self.element.find("." + self.focusClass).removeClass(self.focusClass);
|
|
|
|
|
|
// Highlights the current list item that was clicked
|
|
|
elem.addClass(self.focusClass);
|
|
|
|
|
|
// Triggers the click event on the currently focused TOC item
|
|
|
elem.click();
|
|
|
|
|
|
} else {
|
|
|
|
|
|
// Removes highlighting from all of the list item's
|
|
|
self.element.find("." + self.focusClass).removeClass(self.focusClass);
|
|
|
|
|
|
if (!hash.length && pageload && self.options.highlightDefault) {
|
|
|
|
|
|
// Highlights the first TOC item if no other items are highlighted
|
|
|
self.element.find(itemClass).first().addClass(self.focusClass);
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
return self;
|
|
|
|
|
|
},
|
|
|
|
|
|
// _nestElements
|
|
|
// -------------
|
|
|
// Helps create the table of contents list by appending nested list items
|
|
|
_nestElements: function(self, index) {
|
|
|
|
|
|
var arr, item, hashValue;
|
|
|
|
|
|
arr = $.grep(this.items, function(item) {
|
|
|
|
|
|
return item === self.text();
|
|
|
|
|
|
});
|
|
|
|
|
|
// If there is already a duplicate TOC item
|
|
|
if (arr.length) {
|
|
|
|
|
|
// Adds the current TOC item text and index (for slight randomization) to the internal array
|
|
|
this.items.push(self.text() + index);
|
|
|
|
|
|
}
|
|
|
|
|
|
// If there not a duplicate TOC item
|
|
|
else {
|
|
|
|
|
|
// Adds the current TOC item text to the internal array
|
|
|
this.items.push(self.text());
|
|
|
|
|
|
}
|
|
|
|
|
|
hashValue = this._generateHashValue(arr, self, index);
|
|
|
|
|
|
// Appends a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin
|
|
|
item = $("<li/>", {
|
|
|
|
|
|
// Sets a common class name to the list item
|
|
|
"class": itemClassName,
|
|
|
|
|
|
"data-unique": hashValue
|
|
|
|
|
|
});
|
|
|
|
|
|
if (this.options.theme !== "bootstrap3") {
|
|
|
|
|
|
item.append($("<a/>", {
|
|
|
|
|
|
"html": self.html()
|
|
|
|
|
|
}));
|
|
|
|
|
|
} else {
|
|
|
|
|
|
item.html(self.html());
|
|
|
|
|
|
}
|
|
|
|
|
|
// Adds an HTML anchor tag before the currently traversed HTML element
|
|
|
self.before($("<div/>", {
|
|
|
|
|
|
// Sets a name attribute on the anchor tag to the text of the currently traversed HTML element (also making sure that all whitespace is replaced with an underscore)
|
|
|
"name": hashValue,
|
|
|
|
|
|
"data-unique": hashValue
|
|
|
|
|
|
}));
|
|
|
|
|
|
return item;
|
|
|
|
|
|
},
|
|
|
|
|
|
// _generateHashValue
|
|
|
// ------------------
|
|
|
// Generates the hash value that will be used to refer to each item.
|
|
|
_generateHashValue: function(arr, self, index) {
|
|
|
|
|
|
var hashValue = "",
|
|
|
hashGeneratorOption = this.options.hashGenerator;
|
|
|
|
|
|
if (hashGeneratorOption === "pretty") {
|
|
|
|
|
|
// prettify the text
|
|
|
hashValue = self.text().toLowerCase().replace(/\s/g, "-");
|
|
|
|
|
|
// fix double hyphens
|
|
|
while (hashValue.indexOf("--") > -1) {
|
|
|
hashValue = hashValue.replace(/--/g, "-");
|
|
|
}
|
|
|
|
|
|
// fix colon-space instances
|
|
|
while (hashValue.indexOf(":-") > -1) {
|
|
|
hashValue = hashValue.replace(/:-/g, "-");
|
|
|
}
|
|
|
|
|
|
} else if (typeof hashGeneratorOption === "function") {
|
|
|
|
|
|
// call the function
|
|
|
hashValue = hashGeneratorOption(self.text(), self);
|
|
|
|
|
|
} else {
|
|
|
|
|
|
// compact - the default
|
|
|
hashValue = self.text().replace(/\s/g, "");
|
|
|
|
|
|
}
|
|
|
|
|
|
// add the index if we need to
|
|
|
if (arr.length) {
|
|
|
hashValue += "" + index;
|
|
|
}
|
|
|
|
|
|
// return the value
|
|
|
return hashValue;
|
|
|
|
|
|
},
|
|
|
|
|
|
// _appendElements
|
|
|
// ---------------
|
|
|
// Helps create the table of contents list by appending subheader elements
|
|
|
|
|
|
_appendSubheaders: function(self, ul) {
|
|
|
|
|
|
// The current element index
|
|
|
var index = $(this).index(self.options.selectors),
|
|
|
|
|
|
// Finds the previous header DOM element
|
|
|
previousHeader = $(self.options.selectors).eq(index - 1),
|
|
|
|
|
|
currentTagName = +$(this).prop("tagName").charAt(1),
|
|
|
|
|
|
previousTagName = +previousHeader.prop("tagName").charAt(1),
|
|
|
|
|
|
lastSubheader;
|
|
|
|
|
|
// If the current header DOM element is smaller than the previous header DOM element or the first subheader
|
|
|
if (currentTagName < previousTagName) {
|
|
|
|
|
|
// Selects the last unordered list HTML found within the HTML element calling the plugin
|
|
|
self.element.find(subheaderClass + "[data-tag=" + currentTagName + "]").last().append(self._nestElements($(this), index));
|
|
|
|
|
|
}
|
|
|
|
|
|
// If the current header DOM element is the same type of header(eg. h4) as the previous header DOM element
|
|
|
else if (currentTagName === previousTagName) {
|
|
|
|
|
|
ul.find(itemClass).last().after(self._nestElements($(this), index));
|
|
|
|
|
|
} else {
|
|
|
|
|
|
// Selects the last unordered list HTML found within the HTML element calling the plugin
|
|
|
ul.find(itemClass).last().
|
|
|
|
|
|
// Appends an unorderedList HTML element to the dynamic `unorderedList` variable and sets a common class name
|
|
|
after($("<ul/>", {
|
|
|
|
|
|
"class": subheaderClassName,
|
|
|
|
|
|
"data-tag": currentTagName
|
|
|
|
|
|
})).next(subheaderClass).
|
|
|
|
|
|
// Appends a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin
|
|
|
append(self._nestElements($(this), index));
|
|
|
}
|
|
|
|
|
|
},
|
|
|
|
|
|
// _setEventHandlers
|
|
|
// ----------------
|
|
|
// Adds jQuery event handlers to the newly generated table of contents
|
|
|
_setEventHandlers: function() {
|
|
|
|
|
|
// _Local variables_
|
|
|
|
|
|
// Stores the plugin context in the self variable
|
|
|
var self = this,
|
|
|
|
|
|
// Instantiates a new variable that will be used to hold a specific element's context
|
|
|
$self,
|
|
|
|
|
|
// Instantiates a new variable that will be used to determine the smoothScroll animation time duration
|
|
|
duration;
|
|
|
|
|
|
// Event delegation that looks for any clicks on list item elements inside of the HTML element calling the plugin
|
|
|
this.element.on("click.tocify", "li", function(event) {
|
|
|
|
|
|
if (self.options.history) {
|
|
|
|
|
|
window.location.hash = $(this).attr("data-unique");
|
|
|
|
|
|
}
|
|
|
|
|
|
// Removes highlighting from all of the list item's
|
|
|
self.element.find("." + self.focusClass).removeClass(self.focusClass);
|
|
|
|
|
|
// Highlights the current list item that was clicked
|
|
|
$(this).addClass(self.focusClass);
|
|
|
|
|
|
// If the showAndHide option is true
|
|
|
if (self.options.showAndHide) {
|
|
|
|
|
|
var elem = $('li[data-unique="' + $(this).attr("data-unique") + '"]');
|
|
|
|
|
|
self._triggerShow(elem);
|
|
|
|
|
|
}
|
|
|
|
|
|
self._scrollTo($(this));
|
|
|
|
|
|
});
|
|
|
|
|
|
// Mouseenter and Mouseleave event handlers for the list item's within the HTML element calling the plugin
|
|
|
this.element.find("li").on({
|
|
|
|
|
|
// Mouseenter event handler
|
|
|
"mouseenter.tocify": function() {
|
|
|
|
|
|
// Adds a hover CSS class to the current list item
|
|
|
$(this).addClass(self.hoverClass);
|
|
|
|
|
|
// Makes sure the cursor is set to the pointer icon
|
|
|
$(this).css("cursor", "pointer");
|
|
|
|
|
|
},
|
|
|
|
|
|
// Mouseleave event handler
|
|
|
"mouseleave.tocify": function() {
|
|
|
|
|
|
if (self.options.theme !== "bootstrap") {
|
|
|
|
|
|
// Removes the hover CSS class from the current list item
|
|
|
$(this).removeClass(self.hoverClass);
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
});
|
|
|
|
|
|
// only attach handler if needed (expensive in IE)
|
|
|
if (self.options.extendPage || self.options.highlightOnScroll || self.options.scrollHistory || self.options.showAndHideOnScroll) {
|
|
|
// Window scroll event handler
|
|
|
$(window).on("scroll.tocify", function() {
|
|
|
|
|
|
// Once all animations on the page are complete, this callback function will be called
|
|
|
$("html, body").promise().done(function() {
|
|
|
|
|
|
// Local variables
|
|
|
|
|
|
// Stores how far the user has scrolled
|
|
|
var winScrollTop = $(window).scrollTop(),
|
|
|
|
|
|
// Stores the height of the window
|
|
|
winHeight = $(window).height(),
|
|
|
|
|
|
// Stores the height of the document
|
|
|
docHeight = $(document).height(),
|
|
|
|
|
|
scrollHeight = $("body")[0].scrollHeight,
|
|
|
|
|
|
// Instantiates a variable that will be used to hold a selected HTML element
|
|
|
elem,
|
|
|
|
|
|
lastElem,
|
|
|
|
|
|
lastElemOffset,
|
|
|
|
|
|
currentElem;
|
|
|
|
|
|
if (self.options.extendPage) {
|
|
|
|
|
|
// If the user has scrolled to the bottom of the page and the last toc item is not focused
|
|
|
if ((self.webkit && winScrollTop >= scrollHeight - winHeight - self.options.extendPageOffset) || (!self.webkit && winHeight + winScrollTop > docHeight - self.options.extendPageOffset)) {
|
|
|
|
|
|
if (!$(extendPageClass).length) {
|
|
|
|
|
|
lastElem = $('div[data-unique="' + $(itemClass).last().attr("data-unique") + '"]');
|
|
|
|
|
|
if (!lastElem.length) return;
|
|
|
|
|
|
// Gets the top offset of the page header that is linked to the last toc item
|
|
|
lastElemOffset = lastElem.offset().top;
|
|
|
|
|
|
// Appends a div to the bottom of the page and sets the height to the difference of the window scrollTop and the last element's position top offset
|
|
|
$(self.options.context).append($("<div/>", {
|
|
|
|
|
|
"class": extendPageClassName,
|
|
|
|
|
|
"height": Math.abs(lastElemOffset - winScrollTop) + "px",
|
|
|
|
|
|
"data-unique": extendPageClassName
|
|
|
|
|
|
}));
|
|
|
|
|
|
if (self.extendPageScroll) {
|
|
|
|
|
|
currentElem = self.element.find('li.' + self.focusClass);
|
|
|
|
|
|
self._scrollTo($('div[data-unique="' + currentElem.attr("data-unique") + '"]'));
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
// The zero timeout ensures the following code is run after the scroll events
|
|
|
setTimeout(function() {
|
|
|
|
|
|
// _Local variables_
|
|
|
|
|
|
// Stores the distance to the closest anchor
|
|
|
var closestAnchorDistance = null,
|
|
|
|
|
|
// Stores the index of the closest anchor
|
|
|
closestAnchorIdx = null,
|
|
|
|
|
|
// Keeps a reference to all anchors
|
|
|
anchors = $(self.options.context).find("div[data-unique]"),
|
|
|
|
|
|
anchorText;
|
|
|
|
|
|
// Determines the index of the closest anchor
|
|
|
anchors.each(function(idx) {
|
|
|
var distance = Math.abs(($(this).next().length ? $(this).next() : $(this)).offset().top - winScrollTop - self.options.highlightOffset);
|
|
|
if (closestAnchorDistance == null || distance < closestAnchorDistance) {
|
|
|
closestAnchorDistance = distance;
|
|
|
closestAnchorIdx = idx;
|
|
|
} else {
|
|
|
return false;
|
|
|
}
|
|
|
});
|
|
|
|
|
|
anchorText = $(anchors[closestAnchorIdx]).attr("data-unique");
|
|
|
|
|
|
// Stores the list item HTML element that corresponds to the currently traversed anchor tag
|
|
|
elem = $('li[data-unique="' + anchorText + '"]');
|
|
|
|
|
|
// If the `highlightOnScroll` option is true and a next element is found
|
|
|
if (self.options.highlightOnScroll && elem.length) {
|
|
|
|
|
|
// Removes highlighting from all of the list item's
|
|
|
self.element.find("." + self.focusClass).removeClass(self.focusClass);
|
|
|
|
|
|
// Highlights the corresponding list item
|
|
|
elem.addClass(self.focusClass);
|
|
|
|
|
|
}
|
|
|
|
|
|
if (self.options.scrollHistory) {
|
|
|
|
|
|
if (window.location.hash !== "#" + anchorText) {
|
|
|
|
|
|
window.location.replace("#" + anchorText);
|
|
|
|
|
|
}
|
|
|
}
|
|
|
|
|
|
// If the `showAndHideOnScroll` option is true
|
|
|
if (self.options.showAndHideOnScroll && self.options.showAndHide) {
|
|
|
|
|
|
self._triggerShow(elem, true);
|
|
|
|
|
|
}
|
|
|
|
|
|
}, 0);
|
|
|
|
|
|
});
|
|
|
|
|
|
});
|
|
|
}
|
|
|
|
|
|
},
|
|
|
|
|
|
// Show
|
|
|
// ----
|
|
|
// Opens the current sub-header
|
|
|
show: function(elem, scroll) {
|
|
|
|
|
|
// Stores the plugin context in the `self` variable
|
|
|
var self = this,
|
|
|
element = elem;
|
|
|
|
|
|
// If the sub-header is not already visible
|
|
|
if (!elem.is(":visible")) {
|
|
|
|
|
|
// If the current element does not have any nested subheaders, is not a header, and its parent is not visible
|
|
|
if (!elem.find(subheaderClass).length && !elem.parent().is(headerClass) && !elem.parent().is(":visible")) {
|
|
|
|
|
|
// Sets the current element to all of the subheaders within the current header
|
|
|
elem = elem.parents(subheaderClass).add(elem);
|
|
|
|
|
|
}
|
|
|
|
|
|
// If the current element does not have any nested subheaders and is not a header
|
|
|
else if (!elem.children(subheaderClass).length && !elem.parent().is(headerClass)) {
|
|
|
|
|
|
// Sets the current element to the closest subheader
|
|
|
elem = elem.closest(subheaderClass);
|
|
|
|
|
|
}
|
|
|
|
|
|
//Determines what jQuery effect to use
|
|
|
switch (self.options.showEffect) {
|
|
|
|
|
|
//Uses `no effect`
|
|
|
case "none":
|
|
|
|
|
|
elem.show();
|
|
|
|
|
|
break;
|
|
|
|
|
|
//Uses the jQuery `show` special effect
|
|
|
case "show":
|
|
|
|
|
|
elem.show(self.options.showEffectSpeed);
|
|
|
|
|
|
break;
|
|
|
|
|
|
//Uses the jQuery `slideDown` special effect
|
|
|
case "slideDown":
|
|
|
|
|
|
elem.slideDown(self.options.showEffectSpeed);
|
|
|
|
|
|
break;
|
|
|
|
|
|
//Uses the jQuery `fadeIn` special effect
|
|
|
case "fadeIn":
|
|
|
|
|
|
elem.fadeIn(self.options.showEffectSpeed);
|
|
|
|
|
|
break;
|
|
|
|
|
|
//If none of the above options were passed, then a `jQueryUI show effect` is expected
|
|
|
default:
|
|
|
|
|
|
elem.show();
|
|
|
|
|
|
break;
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
// If the current subheader parent element is a header
|
|
|
if (elem.parent().is(headerClass)) {
|
|
|
|
|
|
// Hides all non-active sub-headers
|
|
|
self.hide($(subheaderClass).not(elem));
|
|
|
|
|
|
}
|
|
|
|
|
|
// If the current subheader parent element is not a header
|
|
|
else {
|
|
|
|
|
|
// Hides all non-active sub-headers
|
|
|
self.hide($(subheaderClass).not(elem.closest(headerClass).find(subheaderClass).not(elem.siblings())));
|
|
|
|
|
|
}
|
|
|
|
|
|
// Maintains chainablity
|
|
|
return self;
|
|
|
|
|
|
},
|
|
|
|
|
|
// Hide
|
|
|
// ----
|
|
|
// Closes the current sub-header
|
|
|
hide: function(elem) {
|
|
|
|
|
|
// Stores the plugin context in the `self` variable
|
|
|
var self = this;
|
|
|
|
|
|
//Determines what jQuery effect to use
|
|
|
switch (self.options.hideEffect) {
|
|
|
|
|
|
// Uses `no effect`
|
|
|
case "none":
|
|
|
|
|
|
elem.hide();
|
|
|
|
|
|
break;
|
|
|
|
|
|
// Uses the jQuery `hide` special effect
|
|
|
case "hide":
|
|
|
|
|
|
elem.hide(self.options.hideEffectSpeed);
|
|
|
|
|
|
break;
|
|
|
|
|
|
// Uses the jQuery `slideUp` special effect
|
|
|
case "slideUp":
|
|
|
|
|
|
elem.slideUp(self.options.hideEffectSpeed);
|
|
|
|
|
|
break;
|
|
|
|
|
|
// Uses the jQuery `fadeOut` special effect
|
|
|
case "fadeOut":
|
|
|
|
|
|
elem.fadeOut(self.options.hideEffectSpeed);
|
|
|
|
|
|
break;
|
|
|
|
|
|
// If none of the above options were passed, then a `jqueryUI hide effect` is expected
|
|
|
default:
|
|
|
|
|
|
elem.hide();
|
|
|
|
|
|
break;
|
|
|
|
|
|
}
|
|
|
|
|
|
// Maintains chainablity
|
|
|
return self;
|
|
|
},
|
|
|
|
|
|
// _triggerShow
|
|
|
// ------------
|
|
|
// Determines what elements get shown on scroll and click
|
|
|
_triggerShow: function(elem, scroll) {
|
|
|
|
|
|
var self = this;
|
|
|
|
|
|
// If the current element's parent is a header element or the next element is a nested subheader element
|
|
|
if (elem.parent().is(headerClass) || elem.next().is(subheaderClass)) {
|
|
|
|
|
|
// Shows the next sub-header element
|
|
|
self.show(elem.next(subheaderClass), scroll);
|
|
|
|
|
|
}
|
|
|
|
|
|
// If the current element's parent is a subheader element
|
|
|
else if (elem.parent().is(subheaderClass)) {
|
|
|
|
|
|
// Shows the parent sub-header element
|
|
|
self.show(elem.parent(), scroll);
|
|
|
|
|
|
}
|
|
|
|
|
|
// Maintains chainability
|
|
|
return self;
|
|
|
|
|
|
},
|
|
|
|
|
|
// _addCSSClasses
|
|
|
// --------------
|
|
|
// Adds CSS classes to the newly generated table of contents HTML
|
|
|
_addCSSClasses: function() {
|
|
|
|
|
|
// If the user wants a jqueryUI theme
|
|
|
if (this.options.theme === "jqueryui") {
|
|
|
|
|
|
this.focusClass = "ui-state-default";
|
|
|
|
|
|
this.hoverClass = "ui-state-hover";
|
|
|
|
|
|
//Adds the default styling to the dropdown list
|
|
|
this.element.addClass("ui-widget").find(".toc-title").addClass("ui-widget-header").end().find("li").addClass("ui-widget-content");
|
|
|
|
|
|
}
|
|
|
|
|
|
// If the user wants a twitterBootstrap theme
|
|
|
else if (this.options.theme === "bootstrap") {
|
|
|
|
|
|
this.element.find(headerClass + "," + subheaderClass).addClass("nav nav-list");
|
|
|
|
|
|
this.focusClass = "active";
|
|
|
|
|
|
}
|
|
|
|
|
|
// If the user wants a twitterBootstrap theme
|
|
|
else if (this.options.theme === "bootstrap3") {
|
|
|
|
|
|
this.element.find(headerClass + "," + subheaderClass).addClass("list-group");
|
|
|
|
|
|
this.element.find(itemClass).addClass("list-group-item");
|
|
|
|
|
|
this.focusClass = "active";
|
|
|
|
|
|
}
|
|
|
|
|
|
// If a user does not want a prebuilt theme
|
|
|
else {
|
|
|
|
|
|
// Adds more neutral classes (instead of jqueryui)
|
|
|
|
|
|
this.focusClass = tocFocusClassName;
|
|
|
|
|
|
this.hoverClass = tocHoverClassName;
|
|
|
|
|
|
}
|
|
|
|
|
|
//Maintains chainability
|
|
|
return this;
|
|
|
|
|
|
},
|
|
|
|
|
|
// setOption
|
|
|
// ---------
|
|
|
// Sets a single Tocify option after the plugin is invoked
|
|
|
setOption: function() {
|
|
|
|
|
|
// Calls the jQueryUI Widget Factory setOption method
|
|
|
$.Widget.prototype._setOption.apply(this, arguments);
|
|
|
|
|
|
},
|
|
|
|
|
|
// setOptions
|
|
|
// ----------
|
|
|
// Sets a single or multiple Tocify options after the plugin is invoked
|
|
|
setOptions: function() {
|
|
|
|
|
|
// Calls the jQueryUI Widget Factory setOptions method
|
|
|
$.Widget.prototype._setOptions.apply(this, arguments);
|
|
|
|
|
|
},
|
|
|
|
|
|
// _scrollTo
|
|
|
// ---------
|
|
|
// Scrolls to a specific element
|
|
|
_scrollTo: function(elem) {
|
|
|
|
|
|
var self = this,
|
|
|
duration = self.options.smoothScroll || 0,
|
|
|
scrollTo = self.options.scrollTo,
|
|
|
currentDiv = $('div[data-unique="' + elem.attr("data-unique") + '"]');
|
|
|
|
|
|
if (!currentDiv.length) {
|
|
|
|
|
|
return self;
|
|
|
|
|
|
}
|
|
|
|
|
|
// Once all animations on the page are complete, this callback function will be called
|
|
|
$("html, body").promise().done(function() {
|
|
|
|
|
|
// Animates the html and body element scrolltops
|
|
|
$("html, body").animate({
|
|
|
|
|
|
// Sets the jQuery `scrollTop` to the top offset of the HTML div tag that matches the current list item's `data-unique` tag
|
|
|
"scrollTop": currentDiv.offset().top - ($.isFunction(scrollTo) ? scrollTo.call() : scrollTo) + "px"
|
|
|
|
|
|
}, {
|
|
|
|
|
|
// Sets the smoothScroll animation time duration to the smoothScrollSpeed option
|
|
|
"duration": duration
|
|
|
|
|
|
});
|
|
|
|
|
|
});
|
|
|
|
|
|
// Maintains chainability
|
|
|
return self;
|
|
|
|
|
|
}
|
|
|
|
|
|
});
|
|
|
|
|
|
})); //end of plugin
|
|
|
</script>
|
|
|
<script>
|
|
|
|
|
|
/**
|
|
|
* jQuery Plugin: Sticky Tabs
|
|
|
*
|
|
|
* @author Aidan Lister <aidan@php.net>
|
|
|
* adapted by Ruben Arslan to activate parent tabs too
|
|
|
* http://www.aidanlister.com/2014/03/persisting-the-tab-state-in-bootstrap/
|
|
|
*/
|
|
|
(function($) {
|
|
|
"use strict";
|
|
|
$.fn.rmarkdownStickyTabs = function() {
|
|
|
var context = this;
|
|
|
// Show the tab corresponding with the hash in the URL, or the first tab
|
|
|
var showStuffFromHash = function() {
|
|
|
var hash = window.location.hash;
|
|
|
var selector = hash ? 'a[href="' + hash + '"]' : 'li.active > a';
|
|
|
var $selector = $(selector, context);
|
|
|
if($selector.data('toggle') === "tab") {
|
|
|
$selector.tab('show');
|
|
|
// walk up the ancestors of this element, show any hidden tabs
|
|
|
$selector.parents('.section.tabset').each(function(i, elm) {
|
|
|
var link = $('a[href="#' + $(elm).attr('id') + '"]');
|
|
|
if(link.data('toggle') === "tab") {
|
|
|
link.tab("show");
|
|
|
}
|
|
|
});
|
|
|
}
|
|
|
};
|
|
|
|
|
|
|
|
|
// Set the correct tab when the page loads
|
|
|
showStuffFromHash(context);
|
|
|
|
|
|
// Set the correct tab when a user uses their back/forward button
|
|
|
$(window).on('hashchange', function() {
|
|
|
showStuffFromHash(context);
|
|
|
});
|
|
|
|
|
|
// Change the URL when tabs are clicked
|
|
|
$('a', context).on('click', function(e) {
|
|
|
history.pushState(null, null, this.href);
|
|
|
showStuffFromHash(context);
|
|
|
});
|
|
|
|
|
|
return this;
|
|
|
};
|
|
|
}(jQuery));
|
|
|
|
|
|
window.buildTabsets = function(tocID) {
|
|
|
|
|
|
// build a tabset from a section div with the .tabset class
|
|
|
function buildTabset(tabset) {
|
|
|
|
|
|
// check for fade and pills options
|
|
|
var fade = tabset.hasClass("tabset-fade");
|
|
|
var pills = tabset.hasClass("tabset-pills");
|
|
|
var navClass = pills ? "nav-pills" : "nav-tabs";
|
|
|
|
|
|
// determine the heading level of the tabset and tabs
|
|
|
var match = tabset.attr('class').match(/level(\d) /);
|
|
|
if (match === null)
|
|
|
return;
|
|
|
var tabsetLevel = Number(match[1]);
|
|
|
var tabLevel = tabsetLevel + 1;
|
|
|
|
|
|
// find all subheadings immediately below
|
|
|
var tabs = tabset.find("div.section.level" + tabLevel);
|
|
|
if (!tabs.length)
|
|
|
return;
|
|
|
|
|
|
// create tablist and tab-content elements
|
|
|
var tabList = $('<ul class="nav ' + navClass + '" role="tablist"></ul>');
|
|
|
$(tabs[0]).before(tabList);
|
|
|
var tabContent = $('<div class="tab-content"></div>');
|
|
|
$(tabs[0]).before(tabContent);
|
|
|
|
|
|
// build the tabset
|
|
|
var activeTab = 0;
|
|
|
tabs.each(function(i) {
|
|
|
|
|
|
// get the tab div
|
|
|
var tab = $(tabs[i]);
|
|
|
|
|
|
// get the id then sanitize it for use with bootstrap tabs
|
|
|
var id = tab.attr('id');
|
|
|
|
|
|
// see if this is marked as the active tab
|
|
|
if (tab.hasClass('active'))
|
|
|
activeTab = i;
|
|
|
|
|
|
// remove any table of contents entries associated with
|
|
|
// this ID (since we'll be removing the heading element)
|
|
|
$("div#" + tocID + " li a[href='#" + id + "']").parent().remove();
|
|
|
|
|
|
// sanitize the id for use with bootstrap tabs
|
|
|
id = id.replace(/[.\/?&!#<>]/g, '').replace(/\s/g, '_');
|
|
|
tab.attr('id', id);
|
|
|
|
|
|
// get the heading element within it, grab it's text, then remove it
|
|
|
var heading = tab.find('h' + tabLevel + ':first');
|
|
|
var headingText = heading.html();
|
|
|
heading.remove();
|
|
|
|
|
|
// build and append the tab list item
|
|
|
var a = $('<a role="tab" data-toggle="tab">' + headingText + '</a>');
|
|
|
a.attr('href', '#' + id);
|
|
|
a.attr('aria-controls', id);
|
|
|
var li = $('<li role="presentation"></li>');
|
|
|
li.append(a);
|
|
|
tabList.append(li);
|
|
|
|
|
|
// set it's attributes
|
|
|
tab.attr('role', 'tabpanel');
|
|
|
tab.addClass('tab-pane');
|
|
|
tab.addClass('tabbed-pane');
|
|
|
if (fade)
|
|
|
tab.addClass('fade');
|
|
|
|
|
|
// move it into the tab content div
|
|
|
tab.detach().appendTo(tabContent);
|
|
|
});
|
|
|
|
|
|
// set active tab
|
|
|
$(tabList.children('li')[activeTab]).addClass('active');
|
|
|
var active = $(tabContent.children('div.section')[activeTab]);
|
|
|
active.addClass('active');
|
|
|
if (fade)
|
|
|
active.addClass('in');
|
|
|
|
|
|
if (tabset.hasClass("tabset-sticky"))
|
|
|
tabset.rmarkdownStickyTabs();
|
|
|
}
|
|
|
|
|
|
// convert section divs with the .tabset class to tabsets
|
|
|
var tabsets = $("div.section.tabset");
|
|
|
tabsets.each(function(i) {
|
|
|
buildTabset($(tabsets[i]));
|
|
|
});
|
|
|
};
|
|
|
|
|
|
</script>
|
|
|
<script>
|
|
|
window.initializeCodeFolding = function(show) {
|
|
|
|
|
|
// handlers for show-all and hide all
|
|
|
$("#rmd-show-all-code").click(function() {
|
|
|
$('div.r-code-collapse').each(function() {
|
|
|
$(this).collapse('show');
|
|
|
});
|
|
|
});
|
|
|
$("#rmd-hide-all-code").click(function() {
|
|
|
$('div.r-code-collapse').each(function() {
|
|
|
$(this).collapse('hide');
|
|
|
});
|
|
|
});
|
|
|
|
|
|
// index for unique code element ids
|
|
|
var currentIndex = 1;
|
|
|
|
|
|
// select all R code blocks
|
|
|
var rCodeBlocks = $('pre.r, pre.python, pre.bash, pre.sql, pre.cpp, pre.stan, pre.julia, pre.foldable');
|
|
|
rCodeBlocks.each(function() {
|
|
|
// skip if the block has fold-none class
|
|
|
if ($(this).hasClass('fold-none')) return;
|
|
|
|
|
|
// create a collapsable div to wrap the code in
|
|
|
var div = $('<div class="collapse r-code-collapse"></div>');
|
|
|
var showThis = (show || $(this).hasClass('fold-show')) && !$(this).hasClass('fold-hide');
|
|
|
var id = 'rcode-643E0F36' + currentIndex++;
|
|
|
div.attr('id', id);
|
|
|
$(this).before(div);
|
|
|
$(this).detach().appendTo(div);
|
|
|
|
|
|
// add a show code button right above
|
|
|
var showCodeText = $('<span>' + (showThis ? 'Hide' : 'Code') + '</span>');
|
|
|
var showCodeButton = $('<button type="button" class="btn btn-default btn-xs btn-secondary btn-sm code-folding-btn pull-right float-right"></button>');
|
|
|
showCodeButton.append(showCodeText);
|
|
|
showCodeButton
|
|
|
.attr('data-toggle', 'collapse')
|
|
|
.attr('data-bs-toggle', 'collapse') // BS5
|
|
|
.attr('data-target', '#' + id)
|
|
|
.attr('data-bs-target', '#' + id) // BS5
|
|
|
.attr('aria-expanded', showThis)
|
|
|
.attr('aria-controls', id);
|
|
|
|
|
|
var buttonRow = $('<div class="row"></div>');
|
|
|
var buttonCol = $('<div class="col-md-12"></div>');
|
|
|
|
|
|
buttonCol.append(showCodeButton);
|
|
|
buttonRow.append(buttonCol);
|
|
|
|
|
|
div.before(buttonRow);
|
|
|
|
|
|
// show the div if necessary
|
|
|
if (showThis) div.collapse('show');
|
|
|
|
|
|
// update state of button on show/hide
|
|
|
// * Change text
|
|
|
// * add a class for intermediate states styling
|
|
|
div.on('hide.bs.collapse', function () {
|
|
|
showCodeText.text('Code');
|
|
|
showCodeButton.addClass('btn-collapsing');
|
|
|
});
|
|
|
div.on('hidden.bs.collapse', function () {
|
|
|
showCodeButton.removeClass('btn-collapsing');
|
|
|
});
|
|
|
div.on('show.bs.collapse', function () {
|
|
|
showCodeText.text('Hide');
|
|
|
showCodeButton.addClass('btn-expanding');
|
|
|
});
|
|
|
div.on('shown.bs.collapse', function () {
|
|
|
showCodeButton.removeClass('btn-expanding');
|
|
|
});
|
|
|
|
|
|
});
|
|
|
|
|
|
}
|
|
|
</script>
|
|
|
<script>
|
|
|
window.initializeSourceEmbed = function(filename) {
|
|
|
$("#rmd-download-source").click(function() {
|
|
|
var src = $("#rmd-source-code").html();
|
|
|
var a = document.createElement('a');
|
|
|
a.href = "data:text/x-r-markdown;base64," + src;
|
|
|
a.download = filename;
|
|
|
document.body.appendChild(a);
|
|
|
a.click();
|
|
|
document.body.removeChild(a);
|
|
|
});
|
|
|
};
|
|
|
</script>
|
|
|
<style type="text/css">.pagedtable {
|
|
|
overflow: auto;
|
|
|
padding-left: 8px;
|
|
|
padding-right: 8px;
|
|
|
}
|
|
|
.pagedtable-wrapper {
|
|
|
border: 1px solid #ccc;
|
|
|
border-radius: 4px;
|
|
|
margin-bottom: 10px;
|
|
|
}
|
|
|
.pagedtable table {
|
|
|
width: 100%;
|
|
|
max-width: 100%;
|
|
|
margin: 0;
|
|
|
}
|
|
|
.pagedtable th {
|
|
|
padding: 0 5px 0 5px;
|
|
|
border: none;
|
|
|
border-bottom: 2px solid #dddddd;
|
|
|
min-width: 45px;
|
|
|
}
|
|
|
.pagedtable-empty th {
|
|
|
display: none;
|
|
|
}
|
|
|
.pagedtable td {
|
|
|
padding: 0 4px 0 4px;
|
|
|
}
|
|
|
.pagedtable .even {
|
|
|
background-color: rgba(140, 140, 140, 0.1);
|
|
|
}
|
|
|
.pagedtable-padding-col {
|
|
|
display: none;
|
|
|
}
|
|
|
.pagedtable a {
|
|
|
-webkit-touch-callout: none;
|
|
|
-webkit-user-select: none;
|
|
|
-khtml-user-select: none;
|
|
|
-moz-user-select: none;
|
|
|
-ms-user-select: none;
|
|
|
user-select: none;
|
|
|
}
|
|
|
.pagedtable-index-nav {
|
|
|
cursor: pointer;
|
|
|
padding: 0 5px 0 5px;
|
|
|
float: right;
|
|
|
border: 0;
|
|
|
}
|
|
|
.pagedtable-index-nav-disabled {
|
|
|
cursor: default;
|
|
|
text-decoration: none;
|
|
|
color: #999;
|
|
|
}
|
|
|
a.pagedtable-index-nav-disabled:hover {
|
|
|
text-decoration: none;
|
|
|
color: #999;
|
|
|
}
|
|
|
.pagedtable-indexes {
|
|
|
cursor: pointer;
|
|
|
float: right;
|
|
|
border: 0;
|
|
|
}
|
|
|
.pagedtable-index-current {
|
|
|
cursor: default;
|
|
|
text-decoration: none;
|
|
|
font-weight: bold;
|
|
|
color: #333;
|
|
|
border: 0;
|
|
|
}
|
|
|
a.pagedtable-index-current:hover {
|
|
|
text-decoration: none;
|
|
|
font-weight: bold;
|
|
|
color: #333;
|
|
|
}
|
|
|
.pagedtable-index {
|
|
|
width: 30px;
|
|
|
display: inline-block;
|
|
|
text-align: center;
|
|
|
border: 0;
|
|
|
}
|
|
|
.pagedtable-index-separator-left {
|
|
|
display: inline-block;
|
|
|
color: #333;
|
|
|
font-size: 9px;
|
|
|
padding: 0 0 0 0;
|
|
|
cursor: default;
|
|
|
}
|
|
|
.pagedtable-index-separator-right {
|
|
|
display: inline-block;
|
|
|
color: #333;
|
|
|
font-size: 9px;
|
|
|
padding: 0 4px 0 0;
|
|
|
cursor: default;
|
|
|
}
|
|
|
.pagedtable-footer {
|
|
|
padding-top: 4px;
|
|
|
padding-bottom: 5px;
|
|
|
}
|
|
|
.pagedtable-not-empty .pagedtable-footer {
|
|
|
border-top: 2px solid #dddddd;
|
|
|
}
|
|
|
.pagedtable-info {
|
|
|
overflow: hidden;
|
|
|
color: #999;
|
|
|
white-space: nowrap;
|
|
|
text-overflow: ellipsis;
|
|
|
}
|
|
|
.pagedtable-header-name {
|
|
|
overflow: hidden;
|
|
|
text-overflow: ellipsis;
|
|
|
}
|
|
|
.pagedtable-header-type {
|
|
|
color: #999;
|
|
|
font-weight: 400;
|
|
|
}
|
|
|
.pagedtable-na-cell {
|
|
|
font-style: italic;
|
|
|
opacity: 0.3;
|
|
|
}
|
|
|
</style>
|
|
|
<script>// Production steps of ECMA-262, Edition 5, 15.4.4.18
|
|
|
// Reference: http://es5.github.io/#x15.4.4.18
|
|
|
if (!Array.prototype.forEach) {
|
|
|
|
|
|
Array.prototype.forEach = function(callback, thisArg) {
|
|
|
|
|
|
var T, k;
|
|
|
|
|
|
if (this === null) {
|
|
|
throw new TypeError(' this is null or not defined');
|
|
|
}
|
|
|
|
|
|
// 1. Let O be the result of calling toObject() passing the
|
|
|
// |this| value as the argument.
|
|
|
var O = Object(this);
|
|
|
|
|
|
// 2. Let lenValue be the result of calling the Get() internal
|
|
|
// method of O with the argument "length".
|
|
|
// 3. Let len be toUint32(lenValue).
|
|
|
var len = O.length >>> 0;
|
|
|
|
|
|
// 4. If isCallable(callback) is false, throw a TypeError exception.
|
|
|
// See: http://es5.github.com/#x9.11
|
|
|
if (typeof callback !== "function") {
|
|
|
throw new TypeError(callback + ' is not a function');
|
|
|
}
|
|
|
|
|
|
// 5. If thisArg was supplied, let T be thisArg; else let
|
|
|
// T be undefined.
|
|
|
if (arguments.length > 1) {
|
|
|
T = thisArg;
|
|
|
}
|
|
|
|
|
|
// 6. Let k be 0
|
|
|
k = 0;
|
|
|
|
|
|
// 7. Repeat, while k < len
|
|
|
while (k < len) {
|
|
|
|
|
|
var kValue;
|
|
|
|
|
|
// a. Let Pk be ToString(k).
|
|
|
// This is implicit for LHS operands of the in operator
|
|
|
// b. Let kPresent be the result of calling the HasProperty
|
|
|
// internal method of O with argument Pk.
|
|
|
// This step can be combined with c
|
|
|
// c. If kPresent is true, then
|
|
|
if (k in O) {
|
|
|
|
|
|
// i. Let kValue be the result of calling the Get internal
|
|
|
// method of O with argument Pk.
|
|
|
kValue = O[k];
|
|
|
|
|
|
// ii. Call the Call internal method of callback with T as
|
|
|
// the this value and argument list containing kValue, k, and O.
|
|
|
callback.call(T, kValue, k, O);
|
|
|
}
|
|
|
// d. Increase k by 1.
|
|
|
k++;
|
|
|
}
|
|
|
// 8. return undefined
|
|
|
};
|
|
|
}
|
|
|
|
|
|
// Production steps of ECMA-262, Edition 5, 15.4.4.19
|
|
|
// Reference: http://es5.github.io/#x15.4.4.19
|
|
|
if (!Array.prototype.map) {
|
|
|
|
|
|
Array.prototype.map = function(callback, thisArg) {
|
|
|
|
|
|
var T, A, k;
|
|
|
|
|
|
if (this == null) {
|
|
|
throw new TypeError(' this is null or not defined');
|
|
|
}
|
|
|
|
|
|
// 1. Let O be the result of calling ToObject passing the |this|
|
|
|
// value as the argument.
|
|
|
var O = Object(this);
|
|
|
|
|
|
// 2. Let lenValue be the result of calling the Get internal
|
|
|
// method of O with the argument "length".
|
|
|
// 3. Let len be ToUint32(lenValue).
|
|
|
var len = O.length >>> 0;
|
|
|
|
|
|
// 4. If IsCallable(callback) is false, throw a TypeError exception.
|
|
|
// See: http://es5.github.com/#x9.11
|
|
|
if (typeof callback !== 'function') {
|
|
|
throw new TypeError(callback + ' is not a function');
|
|
|
}
|
|
|
|
|
|
// 5. If thisArg was supplied, let T be thisArg; else let T be undefined.
|
|
|
if (arguments.length > 1) {
|
|
|
T = thisArg;
|
|
|
}
|
|
|
|
|
|
// 6. Let A be a new array created as if by the expression new Array(len)
|
|
|
// where Array is the standard built-in constructor with that name and
|
|
|
// len is the value of len.
|
|
|
A = new Array(len);
|
|
|
|
|
|
// 7. Let k be 0
|
|
|
k = 0;
|
|
|
|
|
|
// 8. Repeat, while k < len
|
|
|
while (k < len) {
|
|
|
|
|
|
var kValue, mappedValue;
|
|
|
|
|
|
// a. Let Pk be ToString(k).
|
|
|
// This is implicit for LHS operands of the in operator
|
|
|
// b. Let kPresent be the result of calling the HasProperty internal
|
|
|
// method of O with argument Pk.
|
|
|
// This step can be combined with c
|
|
|
// c. If kPresent is true, then
|
|
|
if (k in O) {
|
|
|
|
|
|
// i. Let kValue be the result of calling the Get internal
|
|
|
// method of O with argument Pk.
|
|
|
kValue = O[k];
|
|
|
|
|
|
// ii. Let mappedValue be the result of calling the Call internal
|
|
|
// method of callback with T as the this value and argument
|
|
|
// list containing kValue, k, and O.
|
|
|
mappedValue = callback.call(T, kValue, k, O);
|
|
|
|
|
|
// iii. Call the DefineOwnProperty internal method of A with arguments
|
|
|
// Pk, Property Descriptor
|
|
|
// { Value: mappedValue,
|
|
|
// Writable: true,
|
|
|
// Enumerable: true,
|
|
|
// Configurable: true },
|
|
|
// and false.
|
|
|
|
|
|
// In browsers that support Object.defineProperty, use the following:
|
|
|
// Object.defineProperty(A, k, {
|
|
|
// value: mappedValue,
|
|
|
// writable: true,
|
|
|
// enumerable: true,
|
|
|
// configurable: true
|
|
|
// });
|
|
|
|
|
|
// For best browser support, use the following:
|
|
|
A[k] = mappedValue;
|
|
|
}
|
|
|
// d. Increase k by 1.
|
|
|
k++;
|
|
|
}
|
|
|
|
|
|
// 9. return A
|
|
|
return A;
|
|
|
};
|
|
|
}
|
|
|
|
|
|
var PagedTable = function (pagedTable) {
|
|
|
var me = this;
|
|
|
|
|
|
var source = function(pagedTable) {
|
|
|
var sourceElems = [].slice.call(pagedTable.children).filter(function(e) {
|
|
|
return e.hasAttribute("data-pagedtable-source");
|
|
|
});
|
|
|
|
|
|
if (sourceElems === null || sourceElems.length !== 1) {
|
|
|
throw("A single data-pagedtable-source was not found");
|
|
|
}
|
|
|
|
|
|
return JSON.parse(sourceElems[0].innerHTML);
|
|
|
}(pagedTable);
|
|
|
|
|
|
var options = function(source) {
|
|
|
var options = typeof(source.options) !== "undefined" &&
|
|
|
source.options !== null ? source.options : {};
|
|
|
|
|
|
var columns = typeof(options.columns) !== "undefined" ? options.columns : {};
|
|
|
var rows = typeof(options.rows) !== "undefined" ? options.rows : {};
|
|
|
|
|
|
var positiveIntOrNull = function(value) {
|
|
|
return parseInt(value) >= 0 ? parseInt(value) : null;
|
|
|
};
|
|
|
|
|
|
return {
|
|
|
pages: positiveIntOrNull(options.pages),
|
|
|
rows: {
|
|
|
min: positiveIntOrNull(rows.min),
|
|
|
max: positiveIntOrNull(rows.max),
|
|
|
total: positiveIntOrNull(rows.total)
|
|
|
},
|
|
|
columns: {
|
|
|
min: positiveIntOrNull(columns.min),
|
|
|
max: positiveIntOrNull(columns.max),
|
|
|
total: positiveIntOrNull(columns.total)
|
|
|
}
|
|
|
};
|
|
|
}(source);
|
|
|
|
|
|
var Measurer = function() {
|
|
|
|
|
|
// set some default initial values that will get adjusted in runtime
|
|
|
me.measures = {
|
|
|
padding: 12,
|
|
|
character: 8,
|
|
|
height: 15,
|
|
|
defaults: true
|
|
|
};
|
|
|
|
|
|
me.calculate = function(measuresCell) {
|
|
|
if (!me.measures.defaults)
|
|
|
return;
|
|
|
|
|
|
var measuresCellStyle = window.getComputedStyle(measuresCell, null);
|
|
|
|
|
|
var newPadding = parsePadding(measuresCellStyle.paddingLeft) +
|
|
|
parsePadding(measuresCellStyle.paddingRight);
|
|
|
|
|
|
var sampleString = "ABCDEFGHIJ0123456789";
|
|
|
var newCharacter = Math.ceil(measuresCell.clientWidth / sampleString.length);
|
|
|
|
|
|
if (newPadding <= 0 || newCharacter <= 0)
|
|
|
return;
|
|
|
|
|
|
me.measures.padding = newPadding;
|
|
|
me.measures.character = newCharacter;
|
|
|
me.measures.height = measuresCell.clientHeight;
|
|
|
me.measures.defaults = false;
|
|
|
};
|
|
|
|
|
|
return me;
|
|
|
};
|
|
|
|
|
|
var Page = function(data, options) {
|
|
|
var me = this;
|
|
|
|
|
|
var defaults = {
|
|
|
max: 7,
|
|
|
rows: 10
|
|
|
};
|
|
|
|
|
|
var totalPages = function() {
|
|
|
return Math.ceil(data.length / me.rows);
|
|
|
};
|
|
|
|
|
|
me.number = 0;
|
|
|
me.max = options.pages !== null ? options.pages : defaults.max;
|
|
|
me.visible = me.max;
|
|
|
me.rows = options.rows.min !== null ? options.rows.min : defaults.rows;
|
|
|
me.total = totalPages();
|
|
|
|
|
|
me.setRows = function(newRows) {
|
|
|
me.rows = newRows;
|
|
|
me.total = totalPages();
|
|
|
};
|
|
|
|
|
|
me.setPageNumber = function(newPageNumber) {
|
|
|
if (newPageNumber < 0) newPageNumber = 0;
|
|
|
if (newPageNumber >= me.total) newPageNumber = me.total - 1;
|
|
|
|
|
|
me.number = newPageNumber;
|
|
|
};
|
|
|
|
|
|
me.setVisiblePages = function(visiblePages) {
|
|
|
me.visible = Math.min(me.max, visiblePages);
|
|
|
me.setPageNumber(me.number);
|
|
|
};
|
|
|
|
|
|
me.getVisiblePageRange = function() {
|
|
|
var start = me.number - Math.max(Math.floor((me.visible - 1) / 2), 0);
|
|
|
var end = me.number + Math.floor(me.visible / 2) + 1;
|
|
|
var pageCount = me.total;
|
|
|
|
|
|
if (start < 0) {
|
|
|
var diffToStart = 0 - start;
|
|
|
start += diffToStart;
|
|
|
end += diffToStart;
|
|
|
}
|
|
|
|
|
|
if (end > pageCount) {
|
|
|
var diffToEnd = end - pageCount;
|
|
|
start -= diffToEnd;
|
|
|
end -= diffToEnd;
|
|
|
}
|
|
|
|
|
|
start = start < 0 ? 0 : start;
|
|
|
end = end >= pageCount ? pageCount : end;
|
|
|
|
|
|
var first = false;
|
|
|
var last = false;
|
|
|
|
|
|
if (start > 0 && me.visible > 1) {
|
|
|
start = start + 1;
|
|
|
first = true;
|
|
|
}
|
|
|
|
|
|
if (end < pageCount && me.visible > 2) {
|
|
|
end = end - 1;
|
|
|
last = true;
|
|
|
}
|
|
|
|
|
|
return {
|
|
|
first: first,
|
|
|
start: start,
|
|
|
end: end,
|
|
|
last: last
|
|
|
};
|
|
|
};
|
|
|
|
|
|
me.getRowStart = function() {
|
|
|
var rowStart = page.number * page.rows;
|
|
|
if (rowStart < 0)
|
|
|
rowStart = 0;
|
|
|
|
|
|
return rowStart;
|
|
|
};
|
|
|
|
|
|
me.getRowEnd = function() {
|
|
|
var rowStart = me.getRowStart();
|
|
|
return Math.min(rowStart + me.rows, data.length);
|
|
|
};
|
|
|
|
|
|
me.getPaddingRows = function() {
|
|
|
var rowStart = me.getRowStart();
|
|
|
var rowEnd = me.getRowEnd();
|
|
|
return data.length > me.rows ? me.rows - (rowEnd - rowStart) : 0;
|
|
|
};
|
|
|
};
|
|
|
|
|
|
var Columns = function(data, columns, options) {
|
|
|
var me = this;
|
|
|
|
|
|
me.defaults = {
|
|
|
min: 5
|
|
|
};
|
|
|
|
|
|
me.number = 0;
|
|
|
me.visible = 0;
|
|
|
me.total = columns.length;
|
|
|
me.subset = [];
|
|
|
me.padding = 0;
|
|
|
me.min = options.columns.min !== null ? options.columns.min : me.defaults.min;
|
|
|
me.max = options.columns.max !== null ? options.columns.max : null;
|
|
|
me.widths = {};
|
|
|
|
|
|
var widthsLookAhead = Math.max(100, options.rows.min);
|
|
|
var paddingColChars = 10;
|
|
|
|
|
|
me.emptyNames = function() {
|
|
|
columns.forEach(function(column) {
|
|
|
if (columns.label !== null && columns.label !== "")
|
|
|
return false;
|
|
|
});
|
|
|
|
|
|
return true;
|
|
|
};
|
|
|
|
|
|
var parsePadding = function(value) {
|
|
|
return parseInt(value) >= 0 ? parseInt(value) : 0;
|
|
|
};
|
|
|
|
|
|
me.calculateWidths = function(measures) {
|
|
|
columns.forEach(function(column) {
|
|
|
var maxChars = Math.max(
|
|
|
column.label.toString().length,
|
|
|
column.type.toString().length
|
|
|
);
|
|
|
|
|
|
for (var idxRow = 0; idxRow < Math.min(widthsLookAhead, data.length); idxRow++) {
|
|
|
maxChars = Math.max(maxChars, data[idxRow][column.name.toString()].length);
|
|
|
}
|
|
|
|
|
|
me.widths[column.name] = {
|
|
|
// width in characters
|
|
|
chars: maxChars,
|
|
|
// width for the inner html columns
|
|
|
inner: maxChars * measures.character,
|
|
|
// width adding outer styles like padding
|
|
|
outer: maxChars * measures.character + measures.padding
|
|
|
};
|
|
|
});
|
|
|
};
|
|
|
|
|
|
me.getWidth = function() {
|
|
|
var widthOuter = 0;
|
|
|
for (var idxCol = 0; idxCol < me.subset.length; idxCol++) {
|
|
|
var columnName = me.subset[idxCol].name;
|
|
|
widthOuter = widthOuter + me.widths[columnName].outer;
|
|
|
}
|
|
|
|
|
|
widthOuter = widthOuter + me.padding * paddingColChars * measurer.measures.character;
|
|
|
|
|
|
if (me.hasMoreLeftColumns()) {
|
|
|
widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding;
|
|
|
}
|
|
|
|
|
|
if (me.hasMoreRightColumns()) {
|
|
|
widthOuter = widthOuter + columnNavigationWidthPX + measurer.measures.padding;
|
|
|
}
|
|
|
|
|
|
return widthOuter;
|
|
|
};
|
|
|
|
|
|
me.updateSlice = function() {
|
|
|
if (me.number + me.visible >= me.total)
|
|
|
me.number = me.total - me.visible;
|
|
|
|
|
|
if (me.number < 0) me.number = 0;
|
|
|
|
|
|
me.subset = columns.slice(me.number, Math.min(me.number + me.visible, me.total));
|
|
|
|
|
|
me.subset = me.subset.map(function(column) {
|
|
|
Object.keys(column).forEach(function(colKey) {
|
|
|
column[colKey] = column[colKey] === null ? "" : column[colKey].toString();
|
|
|
});
|
|
|
|
|
|
column.width = null;
|
|
|
return column;
|
|
|
});
|
|
|
};
|
|
|
|
|
|
me.setVisibleColumns = function(columnNumber, newVisibleColumns, paddingCount) {
|
|
|
me.number = columnNumber;
|
|
|
me.visible = newVisibleColumns;
|
|
|
me.padding = paddingCount;
|
|
|
|
|
|
me.updateSlice();
|
|
|
};
|
|
|
|
|
|
me.incColumnNumber = function(increment) {
|
|
|
me.number = me.number + increment;
|
|
|
};
|
|
|
|
|
|
me.setColumnNumber = function(newNumber) {
|
|
|
me.number = newNumber;
|
|
|
};
|
|
|
|
|
|
me.setPaddingCount = function(newPadding) {
|
|
|
me.padding = newPadding;
|
|
|
};
|
|
|
|
|
|
me.getPaddingCount = function() {
|
|
|
return me.padding;
|
|
|
};
|
|
|
|
|
|
me.hasMoreLeftColumns = function() {
|
|
|
return me.number > 0;
|
|
|
};
|
|
|
|
|
|
me.hasMoreRightColumns = function() {
|
|
|
return me.number + me.visible < me.total;
|
|
|
};
|
|
|
|
|
|
me.updateSlice(0);
|
|
|
return me;
|
|
|
};
|
|
|
|
|
|
var data = source.data;
|
|
|
var page = new Page(data, options);
|
|
|
var measurer = new Measurer(data, options);
|
|
|
var columns = new Columns(data, source.columns, options);
|
|
|
|
|
|
var table = null;
|
|
|
var tableDiv = null;
|
|
|
var header = null;
|
|
|
var footer = null;
|
|
|
var tbody = null;
|
|
|
|
|
|
// Caches pagedTable.clientWidth, specially for webkit
|
|
|
var cachedPagedTableClientWidth = null;
|
|
|
|
|
|
var onChangeCallbacks = [];
|
|
|
|
|
|
var clearSelection = function() {
|
|
|
if(document.selection && document.selection.empty) {
|
|
|
document.selection.empty();
|
|
|
} else if(window.getSelection) {
|
|
|
var sel = window.getSelection();
|
|
|
sel.removeAllRanges();
|
|
|
}
|
|
|
};
|
|
|
|
|
|
var columnNavigationWidthPX = 5;
|
|
|
|
|
|
var renderColumnNavigation = function(increment, backwards) {
|
|
|
var arrow = document.createElement("div");
|
|
|
arrow.setAttribute("style",
|
|
|
"border-top: " + columnNavigationWidthPX + "px solid transparent;" +
|
|
|
"border-bottom: " + columnNavigationWidthPX + "px solid transparent;" +
|
|
|
"border-" + (backwards ? "right" : "left") + ": " + columnNavigationWidthPX + "px solid;");
|
|
|
|
|
|
var header = document.createElement("th");
|
|
|
header.appendChild(arrow);
|
|
|
header.setAttribute("style",
|
|
|
"cursor: pointer;" +
|
|
|
"vertical-align: middle;" +
|
|
|
"min-width: " + columnNavigationWidthPX + "px;" +
|
|
|
"width: " + columnNavigationWidthPX + "px;");
|
|
|
|
|
|
header.onclick = function() {
|
|
|
columns.incColumnNumber(backwards ? -1 : increment);
|
|
|
|
|
|
me.animateColumns(backwards);
|
|
|
renderFooter();
|
|
|
|
|
|
clearSelection();
|
|
|
triggerOnChange();
|
|
|
};
|
|
|
|
|
|
return header;
|
|
|
};
|
|
|
|
|
|
var maxColumnWidth = function(width) {
|
|
|
var padding = 80;
|
|
|
var columnMax = Math.max(cachedPagedTableClientWidth - padding, 0);
|
|
|
|
|
|
return parseInt(width) > 0 ?
|
|
|
Math.min(columnMax, parseInt(width)) + "px" :
|
|
|
columnMax + "px";
|
|
|
};
|
|
|
|
|
|
var clearHeader = function() {
|
|
|
var thead = pagedTable.querySelectorAll("thead")[0];
|
|
|
thead.innerHTML = "";
|
|
|
};
|
|
|
|
|
|
var renderHeader = function(clear) {
|
|
|
cachedPagedTableClientWidth = pagedTable.clientWidth;
|
|
|
|
|
|
var fragment = document.createDocumentFragment();
|
|
|
|
|
|
header = document.createElement("tr");
|
|
|
fragment.appendChild(header);
|
|
|
|
|
|
if (columns.number > 0)
|
|
|
header.appendChild(renderColumnNavigation(-columns.visible, true));
|
|
|
|
|
|
columns.subset = columns.subset.map(function(columnData) {
|
|
|
var column = document.createElement("th");
|
|
|
column.setAttribute("align", columnData.align);
|
|
|
column.style.textAlign = columnData.align;
|
|
|
|
|
|
column.style.maxWidth = maxColumnWidth(null);
|
|
|
if (columnData.width) {
|
|
|
column.style.minWidth =
|
|
|
column.style.maxWidth = maxColumnWidth(columnData.width);
|
|
|
}
|
|
|
|
|
|
var columnName = document.createElement("div");
|
|
|
columnName.setAttribute("class", "pagedtable-header-name");
|
|
|
if (columnData.label === "") {
|
|
|
columnName.innerHTML = " ";
|
|
|
}
|
|
|
else {
|
|
|
columnName.appendChild(document.createTextNode(columnData.label));
|
|
|
}
|
|
|
column.appendChild(columnName);
|
|
|
|
|
|
var columnType = document.createElement("div");
|
|
|
columnType.setAttribute("class", "pagedtable-header-type");
|
|
|
if (columnData.type === "") {
|
|
|
columnType.innerHTML = " ";
|
|
|
}
|
|
|
else {
|
|
|
columnType.appendChild(document.createTextNode("<" + columnData.type + ">"));
|
|
|
}
|
|
|
column.appendChild(columnType);
|
|
|
|
|
|
header.appendChild(column);
|
|
|
|
|
|
columnData.element = column;
|
|
|
|
|
|
return columnData;
|
|
|
});
|
|
|
|
|
|
for (var idx = 0; idx < columns.getPaddingCount(); idx++) {
|
|
|
var paddingCol = document.createElement("th");
|
|
|
paddingCol.setAttribute("class", "pagedtable-padding-col");
|
|
|
header.appendChild(paddingCol);
|
|
|
}
|
|
|
|
|
|
if (columns.number + columns.visible < columns.total)
|
|
|
header.appendChild(renderColumnNavigation(columns.visible, false));
|
|
|
|
|
|
if (typeof(clear) == "undefined" || clear) clearHeader();
|
|
|
var thead = pagedTable.querySelectorAll("thead")[0];
|
|
|
thead.appendChild(fragment);
|
|
|
};
|
|
|
|
|
|
me.animateColumns = function(backwards) {
|
|
|
var thead = pagedTable.querySelectorAll("thead")[0];
|
|
|
|
|
|
var headerOld = thead.querySelectorAll("tr")[0];
|
|
|
var tbodyOld = table.querySelectorAll("tbody")[0];
|
|
|
|
|
|
me.fitColumns(backwards);
|
|
|
|
|
|
renderHeader(false);
|
|
|
|
|
|
header.style.opacity = "0";
|
|
|
header.style.transform = backwards ? "translateX(-30px)" : "translateX(30px)";
|
|
|
header.style.transition = "transform 200ms linear, opacity 200ms";
|
|
|
header.style.transitionDelay = "0";
|
|
|
|
|
|
renderBody(false);
|
|
|
|
|
|
if (headerOld) {
|
|
|
headerOld.style.position = "absolute";
|
|
|
headerOld.style.transform = "translateX(0px)";
|
|
|
headerOld.style.opacity = "1";
|
|
|
headerOld.style.transition = "transform 100ms linear, opacity 100ms";
|
|
|
headerOld.setAttribute("class", "pagedtable-remove-head");
|
|
|
if (headerOld.style.transitionEnd) {
|
|
|
headerOld.addEventListener("transitionend", function() {
|
|
|
var headerOldByClass = thead.querySelector(".pagedtable-remove-head");
|
|
|
if (headerOldByClass) thead.removeChild(headerOldByClass);
|
|
|
});
|
|
|
}
|
|
|
else {
|
|
|
thead.removeChild(headerOld);
|
|
|
}
|
|
|
}
|
|
|
|
|
|
if (tbodyOld) table.removeChild(tbodyOld);
|
|
|
|
|
|
tbody.style.opacity = "0";
|
|
|
tbody.style.transition = "transform 200ms linear, opacity 200ms";
|
|
|
tbody.style.transitionDelay = "0ms";
|
|
|
|
|
|
// force relayout
|
|
|
window.getComputedStyle(header).opacity;
|
|
|
window.getComputedStyle(tbody).opacity;
|
|
|
|
|
|
if (headerOld) {
|
|
|
headerOld.style.transform = backwards ? "translateX(20px)" : "translateX(-30px)";
|
|
|
headerOld.style.opacity = "0";
|
|
|
}
|
|
|
|
|
|
header.style.transform = "translateX(0px)";
|
|
|
header.style.opacity = "1";
|
|
|
|
|
|
tbody.style.opacity = "1";
|
|
|
}
|
|
|
|
|
|
me.onChange = function(callback) {
|
|
|
onChangeCallbacks.push(callback);
|
|
|
};
|
|
|
|
|
|
var triggerOnChange = function() {
|
|
|
onChangeCallbacks.forEach(function(onChange) {
|
|
|
onChange();
|
|
|
});
|
|
|
};
|
|
|
|
|
|
var clearBody = function() {
|
|
|
if (tbody) {
|
|
|
table.removeChild(tbody);
|
|
|
tbody = null;
|
|
|
}
|
|
|
};
|
|
|
|
|
|
var renderBody = function(clear) {
|
|
|
cachedPagedTableClientWidth = pagedTable.clientWidth
|
|
|
|
|
|
var fragment = document.createDocumentFragment();
|
|
|
|
|
|
var pageData = data.slice(page.getRowStart(), page.getRowEnd());
|
|
|
|
|
|
pageData.forEach(function(dataRow, idxRow) {
|
|
|
var htmlRow = document.createElement("tr");
|
|
|
htmlRow.setAttribute("class", (idxRow % 2 !==0) ? "even" : "odd");
|
|
|
|
|
|
if (columns.hasMoreLeftColumns())
|
|
|
htmlRow.appendChild(document.createElement("td"));
|
|
|
|
|
|
columns.subset.forEach(function(columnData) {
|
|
|
var cellName = columnData.name;
|
|
|
var dataCell = dataRow[cellName];
|
|
|
var htmlCell = document.createElement("td");
|
|
|
|
|
|
if (dataCell === "NA") htmlCell.setAttribute("class", "pagedtable-na-cell");
|
|
|
if (dataCell === "__NA__") dataCell = "NA";
|
|
|
|
|
|
var cellText = document.createTextNode(dataCell);
|
|
|
htmlCell.appendChild(cellText);
|
|
|
if (dataCell.length > 50) {
|
|
|
htmlCell.setAttribute("title", dataCell);
|
|
|
}
|
|
|
htmlCell.setAttribute("align", columnData.align);
|
|
|
htmlCell.style.textAlign = columnData.align;
|
|
|
htmlCell.style.maxWidth = maxColumnWidth(null);
|
|
|
if (columnData.width) {
|
|
|
htmlCell.style.minWidth = htmlCell.style.maxWidth = maxColumnWidth(columnData.width);
|
|
|
}
|
|
|
htmlRow.appendChild(htmlCell);
|
|
|
});
|
|
|
|
|
|
for (var idx = 0; idx < columns.getPaddingCount(); idx++) {
|
|
|
var paddingCol = document.createElement("td");
|
|
|
paddingCol.setAttribute("class", "pagedtable-padding-col");
|
|
|
htmlRow.appendChild(paddingCol);
|
|
|
}
|
|
|
|
|
|
if (columns.hasMoreRightColumns())
|
|
|
htmlRow.appendChild(document.createElement("td"));
|
|
|
|
|
|
fragment.appendChild(htmlRow);
|
|
|
});
|
|
|
|
|
|
for (var idxPadding = 0; idxPadding < page.getPaddingRows(); idxPadding++) {
|
|
|
var paddingRow = document.createElement("tr");
|
|
|
|
|
|
var paddingCellRow = document.createElement("td");
|
|
|
paddingCellRow.innerHTML = " ";
|
|
|
paddingCellRow.setAttribute("colspan", "100%");
|
|
|
paddingRow.appendChild(paddingCellRow);
|
|
|
|
|
|
fragment.appendChild(paddingRow);
|
|
|
}
|
|
|
|
|
|
if (typeof(clear) == "undefined" || clear) clearBody();
|
|
|
tbody = document.createElement("tbody");
|
|
|
tbody.appendChild(fragment);
|
|
|
|
|
|
table.appendChild(tbody);
|
|
|
};
|
|
|
|
|
|
var getLabelInfo = function() {
|
|
|
var pageStart = page.getRowStart();
|
|
|
var pageEnd = page.getRowEnd();
|
|
|
var totalRows = data.length;
|
|
|
|
|
|
var totalRowsLabel = options.rows.total ? options.rows.total : totalRows;
|
|
|
var totalRowsLabelFormat = totalRowsLabel.toString().replace(/(\d)(?=(\d\d\d)+(?!\d))/g, '$1,');
|
|
|
|
|
|
var infoText = (pageStart + 1) + "-" + pageEnd + " of " + totalRowsLabelFormat + " rows";
|
|
|
if (totalRows < page.rows) {
|
|
|
infoText = totalRowsLabel + " row" + (totalRows != 1 ? "s" : "");
|
|
|
}
|
|
|
if (columns.total > columns.visible) {
|
|
|
var totalColumnsLabel = options.columns.total ? options.columns.total : columns.total;
|
|
|
|
|
|
infoText = infoText + " | " + (columns.number + 1) + "-" +
|
|
|
(Math.min(columns.number + columns.visible, columns.total)) +
|
|
|
" of " + totalColumnsLabel + " columns";
|
|
|
}
|
|
|
|
|
|
return infoText;
|
|
|
};
|
|
|
|
|
|
var clearFooter = function() {
|
|
|
footer = pagedTable.querySelectorAll("div.pagedtable-footer")[0];
|
|
|
footer.innerHTML = "";
|
|
|
|
|
|
return footer;
|
|
|
};
|
|
|
|
|
|
var createPageLink = function(idxPage) {
|
|
|
var pageLink = document.createElement("a");
|
|
|
pageLinkClass = idxPage === page.number ? "pagedtable-index pagedtable-index-current" : "pagedtable-index";
|
|
|
pageLink.setAttribute("class", pageLinkClass);
|
|
|
pageLink.setAttribute("data-page-index", idxPage);
|
|
|
pageLink.onclick = function() {
|
|
|
page.setPageNumber(parseInt(this.getAttribute("data-page-index")));
|
|
|
renderBody();
|
|
|
renderFooter();
|
|
|
|
|
|
triggerOnChange();
|
|
|
};
|
|
|
|
|
|
pageLink.appendChild(document.createTextNode(idxPage + 1));
|
|
|
|
|
|
return pageLink;
|
|
|
}
|
|
|
|
|
|
var renderFooter = function() {
|
|
|
footer = clearFooter();
|
|
|
|
|
|
var next = document.createElement("a");
|
|
|
next.appendChild(document.createTextNode("Next"));
|
|
|
next.onclick = function() {
|
|
|
page.setPageNumber(page.number + 1);
|
|
|
renderBody();
|
|
|
renderFooter();
|
|
|
|
|
|
triggerOnChange();
|
|
|
};
|
|
|
if (data.length > page.rows) footer.appendChild(next);
|
|
|
|
|
|
var pageNumbers = document.createElement("div");
|
|
|
pageNumbers.setAttribute("class", "pagedtable-indexes");
|
|
|
|
|
|
var pageRange = page.getVisiblePageRange();
|
|
|
|
|
|
if (pageRange.first) {
|
|
|
var pageLink = createPageLink(0);
|
|
|
pageNumbers.appendChild(pageLink);
|
|
|
|
|
|
var pageSeparator = document.createElement("div");
|
|
|
pageSeparator.setAttribute("class", "pagedtable-index-separator-left");
|
|
|
pageSeparator.appendChild(document.createTextNode("..."))
|
|
|
pageNumbers.appendChild(pageSeparator);
|
|
|
}
|
|
|
|
|
|
for (var idxPage = pageRange.start; idxPage < pageRange.end; idxPage++) {
|
|
|
var pageLink = createPageLink(idxPage);
|
|
|
|
|
|
pageNumbers.appendChild(pageLink);
|
|
|
}
|
|
|
|
|
|
if (pageRange.last) {
|
|
|
var pageSeparator = document.createElement("div");
|
|
|
pageSeparator.setAttribute("class", "pagedtable-index-separator-right");
|
|
|
pageSeparator.appendChild(document.createTextNode("..."))
|
|
|
pageNumbers.appendChild(pageSeparator);
|
|
|
|
|
|
var pageLink = createPageLink(page.total - 1);
|
|
|
pageNumbers.appendChild(pageLink);
|
|
|
}
|
|
|
|
|
|
if (data.length > page.rows) footer.appendChild(pageNumbers);
|
|
|
|
|
|
var previous = document.createElement("a");
|
|
|
previous.appendChild(document.createTextNode("Previous"));
|
|
|
previous.onclick = function() {
|
|
|
page.setPageNumber(page.number - 1);
|
|
|
renderBody();
|
|
|
renderFooter();
|
|
|
|
|
|
triggerOnChange();
|
|
|
};
|
|
|
if (data.length > page.rows) footer.appendChild(previous);
|
|
|
|
|
|
var infoLabel = document.createElement("div");
|
|
|
infoLabel.setAttribute("class", "pagedtable-info");
|
|
|
infoLabel.setAttribute("title", getLabelInfo());
|
|
|
infoLabel.appendChild(document.createTextNode(getLabelInfo()));
|
|
|
footer.appendChild(infoLabel);
|
|
|
|
|
|
var enabledClass = "pagedtable-index-nav";
|
|
|
var disabledClass = "pagedtable-index-nav pagedtable-index-nav-disabled";
|
|
|
previous.setAttribute("class", page.number <= 0 ? disabledClass : enabledClass);
|
|
|
next.setAttribute("class", (page.number + 1) * page.rows >= data.length ? disabledClass : enabledClass);
|
|
|
};
|
|
|
|
|
|
var measuresCell = null;
|
|
|
|
|
|
var renderMeasures = function() {
|
|
|
var measuresTable = document.createElement("table");
|
|
|
measuresTable.style.visibility = "hidden";
|
|
|
measuresTable.style.position = "absolute";
|
|
|
measuresTable.style.whiteSpace = "nowrap";
|
|
|
measuresTable.style.height = "auto";
|
|
|
measuresTable.style.width = "auto";
|
|
|
|
|
|
var measuresRow = document.createElement("tr");
|
|
|
measuresTable.appendChild(measuresRow);
|
|
|
|
|
|
measuresCell = document.createElement("td");
|
|
|
var sampleString = "ABCDEFGHIJ0123456789";
|
|
|
measuresCell.appendChild(document.createTextNode(sampleString));
|
|
|
|
|
|
measuresRow.appendChild(measuresCell);
|
|
|
|
|
|
tableDiv.appendChild(measuresTable);
|
|
|
}
|
|
|
|
|
|
me.init = function() {
|
|
|
tableDiv = document.createElement("div");
|
|
|
pagedTable.appendChild(tableDiv);
|
|
|
var pagedTableClass = data.length > 0 ?
|
|
|
"pagedtable pagedtable-not-empty" :
|
|
|
"pagedtable pagedtable-empty";
|
|
|
|
|
|
if (columns.total == 0 || (columns.emptyNames() && data.length == 0)) {
|
|
|
pagedTableClass = pagedTableClass + " pagedtable-empty-columns";
|
|
|
}
|
|
|
|
|
|
tableDiv.setAttribute("class", pagedTableClass);
|
|
|
|
|
|
renderMeasures();
|
|
|
measurer.calculate(measuresCell);
|
|
|
columns.calculateWidths(measurer.measures);
|
|
|
|
|
|
table = document.createElement("table");
|
|
|
table.setAttribute("cellspacing", "0");
|
|
|
table.setAttribute("class", "table table-condensed");
|
|
|
tableDiv.appendChild(table);
|
|
|
|
|
|
table.appendChild(document.createElement("thead"));
|
|
|
|
|
|
var footerDiv = document.createElement("div");
|
|
|
footerDiv.setAttribute("class", "pagedtable-footer");
|
|
|
tableDiv.appendChild(footerDiv);
|
|
|
|
|
|
// if the host has not yet provided horizontal space, render hidden
|
|
|
if (tableDiv.clientWidth <= 0) {
|
|
|
tableDiv.style.opacity = "0";
|
|
|
}
|
|
|
|
|
|
me.render();
|
|
|
|
|
|
// retry seizing columns later if the host has not provided space
|
|
|
function retryFit() {
|
|
|
if (tableDiv.clientWidth <= 0) {
|
|
|
setTimeout(retryFit, 100);
|
|
|
} else {
|
|
|
me.render();
|
|
|
triggerOnChange();
|
|
|
}
|
|
|
}
|
|
|
if (tableDiv.clientWidth <= 0) {
|
|
|
retryFit();
|
|
|
}
|
|
|
};
|
|
|
|
|
|
var registerWidths = function() {
|
|
|
columns.subset = columns.subset.map(function(column) {
|
|
|
column.width = columns.widths[column.name].inner;
|
|
|
return column;
|
|
|
});
|
|
|
};
|
|
|
|
|
|
var parsePadding = function(value) {
|
|
|
return parseInt(value) >= 0 ? parseInt(value) : 0;
|
|
|
};
|
|
|
|
|
|
me.fixedHeight = function() {
|
|
|
return options.rows.max != null;
|
|
|
}
|
|
|
|
|
|
me.fitRows = function() {
|
|
|
if (me.fixedHeight())
|
|
|
return;
|
|
|
|
|
|
measurer.calculate(measuresCell);
|
|
|
|
|
|
var rows = options.rows.min !== null ? options.rows.min : 0;
|
|
|
var headerHeight = header !== null && header.offsetHeight > 0 ? header.offsetHeight : 0;
|
|
|
var footerHeight = footer !== null && footer.offsetHeight > 0 ? footer.offsetHeight : 0;
|
|
|
|
|
|
if (pagedTable.offsetHeight > 0) {
|
|
|
var availableHeight = pagedTable.offsetHeight - headerHeight - footerHeight;
|
|
|
rows = Math.floor((availableHeight) / measurer.measures.height);
|
|
|
}
|
|
|
|
|
|
rows = options.rows.min !== null ? Math.max(options.rows.min, rows) : rows;
|
|
|
|
|
|
page.setRows(rows);
|
|
|
}
|
|
|
|
|
|
// The goal of this function is to add as many columns as possible
|
|
|
// starting from left-to-right, when the right most limit is reached
|
|
|
// it tries to add columns from the left as well.
|
|
|
//
|
|
|
// When startBackwards is true columns are added from right-to-left
|
|
|
me.fitColumns = function(startBackwards) {
|
|
|
measurer.calculate(measuresCell);
|
|
|
columns.calculateWidths(measurer.measures);
|
|
|
|
|
|
if (tableDiv.clientWidth > 0) {
|
|
|
tableDiv.style.opacity = 1;
|
|
|
}
|
|
|
|
|
|
var visibleColumns = tableDiv.clientWidth <= 0 ? Math.max(columns.min, 1) : 1;
|
|
|
var columnNumber = columns.number;
|
|
|
var paddingCount = 0;
|
|
|
|
|
|
// track a list of added columns as we build the visible ones to allow us
|
|
|
// to remove columns when they don't fit anymore.
|
|
|
var columnHistory = [];
|
|
|
|
|
|
var lastTableHeight = 0;
|
|
|
var backwards = startBackwards;
|
|
|
|
|
|
var tableDivStyle = window.getComputedStyle(tableDiv, null);
|
|
|
var tableDivPadding = parsePadding(tableDivStyle.paddingLeft) +
|
|
|
parsePadding(tableDivStyle.paddingRight);
|
|
|
|
|
|
var addPaddingCol = false;
|
|
|
var currentWidth = 0;
|
|
|
|
|
|
while (true) {
|
|
|
columns.setVisibleColumns(columnNumber, visibleColumns, paddingCount);
|
|
|
currentWidth = columns.getWidth();
|
|
|
|
|
|
if (tableDiv.clientWidth - tableDivPadding < currentWidth) {
|
|
|
break;
|
|
|
}
|
|
|
|
|
|
columnHistory.push({
|
|
|
columnNumber: columnNumber,
|
|
|
visibleColumns: visibleColumns,
|
|
|
paddingCount: paddingCount
|
|
|
});
|
|
|
|
|
|
if (columnHistory.length > 100) {
|
|
|
console.error("More than 100 tries to fit columns, aborting");
|
|
|
break;
|
|
|
}
|
|
|
|
|
|
if (columns.max !== null &&
|
|
|
columns.visible + columns.getPaddingCount() >= columns.max) {
|
|
|
break;
|
|
|
}
|
|
|
|
|
|
// if we run out of right-columns
|
|
|
if (!backwards && columnNumber + columns.visible >= columns.total) {
|
|
|
// if we started adding right-columns, try adding left-columns
|
|
|
if (!startBackwards && columnNumber > 0) {
|
|
|
backwards = true;
|
|
|
}
|
|
|
else if (columns.min === null || visibleColumns + columns.getPaddingCount() >= columns.min) {
|
|
|
break;
|
|
|
}
|
|
|
else {
|
|
|
paddingCount = paddingCount + 1;
|
|
|
}
|
|
|
}
|
|
|
|
|
|
// if we run out of left-columns
|
|
|
if (backwards && columnNumber == 0) {
|
|
|
// if we started adding left-columns, try adding right-columns
|
|
|
if (startBackwards && columnNumber + columns.visible < columns.total) {
|
|
|
backwards = false;
|
|
|
}
|
|
|
else if (columns.min === null || visibleColumns + columns.getPaddingCount() >= columns.min) {
|
|
|
break;
|
|
|
}
|
|
|
else {
|
|
|
paddingCount = paddingCount + 1;
|
|
|
}
|
|
|
}
|
|
|
|
|
|
// when moving backwards try fitting left columns first
|
|
|
if (backwards && columnNumber > 0) {
|
|
|
columnNumber = columnNumber - 1;
|
|
|
}
|
|
|
|
|
|
if (columnNumber + visibleColumns < columns.total) {
|
|
|
visibleColumns = visibleColumns + 1;
|
|
|
}
|
|
|
}
|
|
|
|
|
|
var lastRenderableColumn = {
|
|
|
columnNumber: columnNumber,
|
|
|
visibleColumns: visibleColumns,
|
|
|
paddingCount: paddingCount
|
|
|
};
|
|
|
|
|
|
if (columnHistory.length > 0) {
|
|
|
lastRenderableColumn = columnHistory[columnHistory.length - 1];
|
|
|
}
|
|
|
|
|
|
columns.setVisibleColumns(
|
|
|
lastRenderableColumn.columnNumber,
|
|
|
lastRenderableColumn.visibleColumns,
|
|
|
lastRenderableColumn.paddingCount);
|
|
|
|
|
|
if (pagedTable.offsetWidth > 0) {
|
|
|
page.setVisiblePages(Math.max(Math.ceil(1.0 * (pagedTable.offsetWidth - 250) / 40), 2));
|
|
|
}
|
|
|
|
|
|
registerWidths();
|
|
|
};
|
|
|
|
|
|
me.fit = function(startBackwards) {
|
|
|
me.fitRows();
|
|
|
me.fitColumns(startBackwards);
|
|
|
}
|
|
|
|
|
|
me.render = function() {
|
|
|
me.fitColumns(false);
|
|
|
|
|
|
// render header/footer to measure height accurately
|
|
|
renderHeader();
|
|
|
renderFooter();
|
|
|
|
|
|
me.fitRows();
|
|
|
renderBody();
|
|
|
|
|
|
// re-render footer to match new rows
|
|
|
renderFooter();
|
|
|
}
|
|
|
|
|
|
var resizeLastWidth = -1;
|
|
|
var resizeLastHeight = -1;
|
|
|
var resizeNewWidth = -1;
|
|
|
var resizeNewHeight = -1;
|
|
|
var resizePending = false;
|
|
|
|
|
|
me.resize = function(newWidth, newHeight) {
|
|
|
|
|
|
function resizeDelayed() {
|
|
|
resizePending = false;
|
|
|
|
|
|
if (
|
|
|
(resizeNewWidth !== resizeLastWidth) ||
|
|
|
(!me.fixedHeight() && resizeNewHeight !== resizeLastHeight)
|
|
|
) {
|
|
|
resizeLastWidth = resizeNewWidth;
|
|
|
resizeLastHeight = resizeNewHeight;
|
|
|
|
|
|
setTimeout(resizeDelayed, 200);
|
|
|
resizePending = true;
|
|
|
} else {
|
|
|
me.render();
|
|
|
triggerOnChange();
|
|
|
|
|
|
resizeLastWidth = -1;
|
|
|
resizeLastHeight = -1;
|
|
|
}
|
|
|
}
|
|
|
|
|
|
resizeNewWidth = newWidth;
|
|
|
resizeNewHeight = newHeight;
|
|
|
|
|
|
if (!resizePending) resizeDelayed();
|
|
|
};
|
|
|
};
|
|
|
|
|
|
var PagedTableDoc;
|
|
|
(function (PagedTableDoc) {
|
|
|
var allPagedTables = [];
|
|
|
|
|
|
PagedTableDoc.initAll = function() {
|
|
|
allPagedTables = [];
|
|
|
|
|
|
var pagedTables = [].slice.call(document.querySelectorAll('[data-pagedtable="false"],[data-pagedtable=""]'));
|
|
|
pagedTables.forEach(function(pagedTable, idx) {
|
|
|
pagedTable.setAttribute("data-pagedtable", "true");
|
|
|
pagedTable.setAttribute("pagedtable-page", 0);
|
|
|
pagedTable.setAttribute("class", "pagedtable-wrapper");
|
|
|
|
|
|
var pagedTableInstance = new PagedTable(pagedTable);
|
|
|
pagedTableInstance.init();
|
|
|
|
|
|
allPagedTables.push(pagedTableInstance);
|
|
|
});
|
|
|
};
|
|
|
|
|
|
PagedTableDoc.resizeAll = function() {
|
|
|
allPagedTables.forEach(function(pagedTable) {
|
|
|
pagedTable.render();
|
|
|
});
|
|
|
};
|
|
|
|
|
|
window.addEventListener("resize", PagedTableDoc.resizeAll);
|
|
|
|
|
|
return PagedTableDoc;
|
|
|
})(PagedTableDoc || (PagedTableDoc = {}));
|
|
|
|
|
|
window.onload = function() {
|
|
|
PagedTableDoc.initAll();
|
|
|
};
|
|
|
</script>
|
|
|
|
|
|
<style type="text/css">
|
|
|
code{white-space: pre-wrap;}
|
|
|
span.smallcaps{font-variant: small-caps;}
|
|
|
span.underline{text-decoration: underline;}
|
|
|
div.column{display: inline-block; vertical-align: top; width: 50%;}
|
|
|
div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
|
|
|
ul.task-list{list-style: none;}
|
|
|
</style>
|
|
|
|
|
|
|
|
|
|
|
|
<style type="text/css">
|
|
|
code {
|
|
|
white-space: pre;
|
|
|
}
|
|
|
.sourceCode {
|
|
|
overflow: visible;
|
|
|
}
|
|
|
</style>
|
|
|
<style type="text/css" data-origin="pandoc">
|
|
|
pre > code.sourceCode { white-space: pre; position: relative; }
|
|
|
pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
|
|
|
pre > code.sourceCode > span:empty { height: 1.2em; }
|
|
|
.sourceCode { overflow: visible; }
|
|
|
code.sourceCode > span { color: inherit; text-decoration: inherit; }
|
|
|
div.sourceCode { margin: 1em 0; }
|
|
|
pre.sourceCode { margin: 0; }
|
|
|
@media screen {
|
|
|
div.sourceCode { overflow: auto; }
|
|
|
}
|
|
|
@media print {
|
|
|
pre > code.sourceCode { white-space: pre-wrap; }
|
|
|
pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
|
|
|
}
|
|
|
pre.numberSource code
|
|
|
{ counter-reset: source-line 0; }
|
|
|
pre.numberSource code > span
|
|
|
{ position: relative; left: -4em; counter-increment: source-line; }
|
|
|
pre.numberSource code > span > a:first-child::before
|
|
|
{ content: counter(source-line);
|
|
|
position: relative; left: -1em; text-align: right; vertical-align: baseline;
|
|
|
border: none; display: inline-block;
|
|
|
-webkit-touch-callout: none; -webkit-user-select: none;
|
|
|
-khtml-user-select: none; -moz-user-select: none;
|
|
|
-ms-user-select: none; user-select: none;
|
|
|
padding: 0 4px; width: 4em;
|
|
|
background-color: #232629;
|
|
|
color: #7a7c7d;
|
|
|
}
|
|
|
pre.numberSource { margin-left: 3em; border-left: 1px solid #7a7c7d; padding-left: 4px; }
|
|
|
div.sourceCode
|
|
|
{ color: #cfcfc2; background-color: #232629; }
|
|
|
@media screen {
|
|
|
pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
|
|
|
}
|
|
|
code span { color: #cfcfc2; }
|
|
|
code span.al { color: #95da4c; background-color: #4d1f24; font-weight: bold; }
|
|
|
code span.an { color: #3f8058; }
|
|
|
code span.at { color: #2980b9; }
|
|
|
code span.bn { color: #f67400; }
|
|
|
code span.bu { color: #7f8c8d; }
|
|
|
code span.cf { color: #fdbc4b; font-weight: bold; }
|
|
|
code span.ch { color: #3daee9; }
|
|
|
code span.cn { color: #27aeae; font-weight: bold; }
|
|
|
code span.co { color: #7a7c7d; }
|
|
|
code span.cv { color: #7f8c8d; }
|
|
|
code span.do { color: #a43340; }
|
|
|
code span.dt { color: #2980b9; }
|
|
|
code span.dv { color: #f67400; }
|
|
|
code span.er { color: #da4453; text-decoration: underline; }
|
|
|
code span.ex { color: #0099ff; font-weight: bold; }
|
|
|
code span.fl { color: #f67400; }
|
|
|
code span.fu { color: #8e44ad; }
|
|
|
code span.im { color: #27ae60; }
|
|
|
code span.in { color: #c45b00; }
|
|
|
code span.kw { color: #cfcfc2; font-weight: bold; }
|
|
|
code span.op { color: #cfcfc2; }
|
|
|
code span.ot { color: #27ae60; }
|
|
|
code span.pp { color: #27ae60; }
|
|
|
code span.re { color: #2980b9; background-color: #153042; }
|
|
|
code span.sc { color: #3daee9; }
|
|
|
code span.ss { color: #da4453; }
|
|
|
code span.st { color: #f44f4f; }
|
|
|
code span.va { color: #27aeae; }
|
|
|
code span.vs { color: #da4453; }
|
|
|
code span.wa { color: #da4453; }
|
|
|
</style>
|
|
|
<script>
|
|
|
// apply pandoc div.sourceCode style to pre.sourceCode instead
|
|
|
(function() {
|
|
|
var sheets = document.styleSheets;
|
|
|
for (var i = 0; i < sheets.length; i++) {
|
|
|
if (sheets[i].ownerNode.dataset["origin"] !== "pandoc") continue;
|
|
|
try { var rules = sheets[i].cssRules; } catch (e) { continue; }
|
|
|
var j = 0;
|
|
|
while (j < rules.length) {
|
|
|
var rule = rules[j];
|
|
|
// check if there is a div.sourceCode rule
|
|
|
if (rule.type !== rule.STYLE_RULE || rule.selectorText !== "div.sourceCode") {
|
|
|
j++;
|
|
|
continue;
|
|
|
}
|
|
|
var style = rule.style.cssText;
|
|
|
// check if color or background-color is set
|
|
|
if (rule.style.color === '' && rule.style.backgroundColor === '') {
|
|
|
j++;
|
|
|
continue;
|
|
|
}
|
|
|
// replace div.sourceCode by a pre.sourceCode rule
|
|
|
sheets[i].deleteRule(j);
|
|
|
sheets[i].insertRule('pre.sourceCode{' + style + '}', j);
|
|
|
}
|
|
|
}
|
|
|
})();
|
|
|
</script>
|
|
|
|
|
|
|
|
|
<style type="text/css">
|
|
|
#rmd-source-code {
|
|
|
display: none;
|
|
|
}
|
|
|
</style>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<style type="text/css">
|
|
|
.main-container {
|
|
|
max-width: 940px;
|
|
|
margin-left: auto;
|
|
|
margin-right: auto;
|
|
|
}
|
|
|
img {
|
|
|
max-width:100%;
|
|
|
}
|
|
|
.tabbed-pane {
|
|
|
padding-top: 12px;
|
|
|
}
|
|
|
.html-widget {
|
|
|
margin-bottom: 20px;
|
|
|
}
|
|
|
button.code-folding-btn:focus {
|
|
|
outline: none;
|
|
|
}
|
|
|
summary {
|
|
|
display: list-item;
|
|
|
}
|
|
|
details > summary > p:only-child {
|
|
|
display: inline;
|
|
|
}
|
|
|
pre code {
|
|
|
padding: 0;
|
|
|
}
|
|
|
</style>
|
|
|
|
|
|
|
|
|
|
|
|
<!-- tabsets -->
|
|
|
|
|
|
<style type="text/css">
|
|
|
.tabset-dropdown > .nav-tabs {
|
|
|
display: inline-table;
|
|
|
max-height: 500px;
|
|
|
min-height: 44px;
|
|
|
overflow-y: auto;
|
|
|
border: 1px solid #ddd;
|
|
|
border-radius: 4px;
|
|
|
}
|
|
|
.tabset-dropdown > .nav-tabs > li.active:before, .tabset-dropdown > .nav-tabs.nav-tabs-open:before {
|
|
|
content: "\e259";
|
|
|
font-family: 'Glyphicons Halflings';
|
|
|
display: inline-block;
|
|
|
padding: 10px;
|
|
|
border-right: 1px solid #ddd;
|
|
|
}
|
|
|
.tabset-dropdown > .nav-tabs.nav-tabs-open > li.active:before {
|
|
|
content: "\e258";
|
|
|
font-family: 'Glyphicons Halflings';
|
|
|
border: none;
|
|
|
}
|
|
|
.tabset-dropdown > .nav-tabs > li.active {
|
|
|
display: block;
|
|
|
}
|
|
|
.tabset-dropdown > .nav-tabs > li > a,
|
|
|
.tabset-dropdown > .nav-tabs > li > a:focus,
|
|
|
.tabset-dropdown > .nav-tabs > li > a:hover {
|
|
|
border: none;
|
|
|
display: inline-block;
|
|
|
border-radius: 4px;
|
|
|
background-color: transparent;
|
|
|
}
|
|
|
.tabset-dropdown > .nav-tabs.nav-tabs-open > li {
|
|
|
display: block;
|
|
|
float: none;
|
|
|
}
|
|
|
.tabset-dropdown > .nav-tabs > li {
|
|
|
display: none;
|
|
|
}
|
|
|
</style>
|
|
|
|
|
|
<!-- code folding -->
|
|
|
<style type="text/css">
|
|
|
.code-folding-btn { margin-bottom: 4px; }
|
|
|
</style>
|
|
|
|
|
|
|
|
|
|
|
|
<style type="text/css">
|
|
|
#TOC {
|
|
|
margin: 25px 0px 20px 0px;
|
|
|
}
|
|
|
@media (max-width: 768px) {
|
|
|
#TOC {
|
|
|
position: relative;
|
|
|
width: 100%;
|
|
|
}
|
|
|
}
|
|
|
@media print {
|
|
|
.toc-content {
|
|
|
|
|
|
float: right;
|
|
|
}
|
|
|
}
|
|
|
.toc-content {
|
|
|
padding-left: 30px;
|
|
|
padding-right: 40px;
|
|
|
}
|
|
|
div.main-container {
|
|
|
max-width: 1200px;
|
|
|
}
|
|
|
div.tocify {
|
|
|
width: 20%;
|
|
|
max-width: 260px;
|
|
|
max-height: 85%;
|
|
|
}
|
|
|
@media (min-width: 768px) and (max-width: 991px) {
|
|
|
div.tocify {
|
|
|
width: 25%;
|
|
|
}
|
|
|
}
|
|
|
@media (max-width: 767px) {
|
|
|
div.tocify {
|
|
|
width: 100%;
|
|
|
max-width: none;
|
|
|
}
|
|
|
}
|
|
|
.tocify ul, .tocify li {
|
|
|
line-height: 20px;
|
|
|
}
|
|
|
.tocify-subheader .tocify-item {
|
|
|
font-size: 0.90em;
|
|
|
}
|
|
|
.tocify .list-group-item {
|
|
|
border-radius: 0px;
|
|
|
}
|
|
|
</style>
|
|
|
|
|
|
|
|
|
|
|
|
</head>
|
|
|
|
|
|
<body>
|
|
|
|
|
|
|
|
|
<div class="container-fluid main-container">
|
|
|
|
|
|
|
|
|
<!-- setup 3col/9col grid for toc_float and main content -->
|
|
|
<div class="row">
|
|
|
<div class="col-xs-12 col-sm-4 col-md-3">
|
|
|
<div id="TOC" class="tocify">
|
|
|
</div>
|
|
|
</div>
|
|
|
|
|
|
<div class="toc-content col-xs-12 col-sm-8 col-md-9">
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<div id="header">
|
|
|
|
|
|
<div class="btn-group pull-right float-right">
|
|
|
<button type="button" class="btn btn-default btn-xs btn-secondary btn-sm dropdown-toggle" data-toggle="dropdown" data-bs-toggle="dropdown" aria-haspopup="true" aria-expanded="false"><span>Code</span> <span class="caret"></span></button>
|
|
|
<ul class="dropdown-menu dropdown-menu-right" style="min-width: 50px;">
|
|
|
<li><a id="rmd-download-source" href="#">Download Rmd</a></li>
|
|
|
</ul>
|
|
|
</div>
|
|
|
|
|
|
|
|
|
|
|
|
<h1 class="title toc-ignore">Build a regression model: logistic
|
|
|
regression</h1>
|
|
|
|
|
|
</div>
|
|
|
|
|
|
|
|
|
<div id="build-a-logistic-regression-model---lesson-4" class="section level2">
|
|
|
<h2>Build a logistic regression model - Lesson 4</h2>
|
|
|
<div class="figure">
|
|
|
<img 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" width="600" alt />
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<p class="caption">Infographic by Dasani Madipalli</p>
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</div>
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<div id="pre-lecture-quiz" class="section level4">
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<h4><strong><a href="https://gray-sand-07a10f403.1.azurestaticapps.net/quiz/15/">Pre-lecture
|
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quiz</a></strong></h4>
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</div>
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<div id="introduction" class="section level4">
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<h4>Introduction</h4>
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<p>In this final lesson on Regression, one of the basic <em>classic</em>
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ML techniques, we will take a look at Logistic Regression. You would use
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this technique to discover patterns to predict <code>binary</code>
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<code>categories</code>. Is this candy chocolate or not? Is this disease
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contagious or not? Will this customer choose this product or not?</p>
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<p>In this lesson, you will learn:</p>
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<ul>
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<li>Techniques for logistic regression</li>
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</ul>
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<p>✅ Deepen your understanding of working with this type of regression
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in this <a href="https://docs.microsoft.com/learn/modules/train-evaluate-classification-models?WT.mc_id=academic-77952-leestott">Learn
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module</a></p>
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</div>
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<div id="prerequisite" class="section level4">
|
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|
<h4><strong>Prerequisite</strong></h4>
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<p>Having worked with the pumpkin data, we are now familiar enough with
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it to realize that there’s one binary category that we can work with:
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<code>Color</code>.</p>
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<p>Let’s build a logistic regression model to predict that, given some
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variables, <em>what color a given pumpkin is likely to be</em> (orange
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🎃 or white 👻).</p>
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|
<blockquote>
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|
<p>Why are we talking about binary classification in a lesson grouping
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|
about regression? Only for linguistic convenience, as logistic
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|
regression is <a href="https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression">really
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|
a classification method</a>, albeit a linear-based one. Learn about
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other ways to classify data in the next lesson group.</p>
|
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|
</blockquote>
|
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|
<p>For this lesson, we’ll require the following packages:</p>
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<ul>
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<li><p><code>tidyverse</code>: The <a href="https://www.tidyverse.org/">tidyverse</a> is a <a href="https://www.tidyverse.org/packages">collection of R packages</a>
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|
designed to makes data science faster, easier and more fun!</p></li>
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|
<li><p><code>tidymodels</code>: The <a href="https://www.tidymodels.org/">tidymodels</a> framework is a <a href="https://www.tidymodels.org/packages/">collection of packages</a>
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for modeling and machine learning.</p></li>
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|
<li><p><code>janitor</code>: The <a href="https://github.com/sfirke/janitor">janitor package</a> provides
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simple little tools for examining and cleaning dirty data.</p></li>
|
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|
<li><p><code>ggbeeswarm</code>: The <a href="https://github.com/eclarke/ggbeeswarm">ggbeeswarm package</a>
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|
provides methods to create beeswarm-style plots using ggplot2.</p></li>
|
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|
</ul>
|
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|
<p>You can have them installed as:</p>
|
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|
<p><code>install.packages(c("tidyverse", "tidymodels", "janitor", "ggbeeswarm"))</code></p>
|
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|
<p>Alternately, the script below checks whether you have the packages
|
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|
required to complete this module and installs them for you in case they
|
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|
are missing.</p>
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|
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">suppressWarnings</span>(<span class="cf">if</span> (<span class="sc">!</span><span class="fu">require</span>(<span class="st">"pacman"</span>))<span class="fu">install.packages</span>(<span class="st">"pacman"</span>))</span>
|
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|
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a></span>
|
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|
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a>pacman<span class="sc">::</span><span class="fu">p_load</span>(tidyverse, tidymodels, janitor, ggbeeswarm)</span></code></pre></div>
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|
</div>
|
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|
</div>
|
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|
<div id="define-the-question" class="section level2">
|
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|
<h2><strong>Define the question</strong></h2>
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|
<p>For our purposes, we will express this as a binary: ‘Orange’ or ‘Not
|
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|
Orange’. There is also a ‘striped’ category in our dataset but there are
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|
few instances of it, so we will not use it. It disappears once we remove
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|
null values from the dataset, anyway.</p>
|
|
|
<blockquote>
|
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|
<p>🎃 Fun fact, we sometimes call white pumpkins ‘ghost’ pumpkins. They
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|
aren’t very easy to carve, so they aren’t as popular as the orange ones
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|
but they are cool looking!</p>
|
|
|
</blockquote>
|
|
|
</div>
|
|
|
<div id="about-logistic-regression" class="section level2">
|
|
|
<h2><strong>About logistic regression</strong></h2>
|
|
|
<p>Logistic regression differs from linear regression, which you learned
|
|
|
about previously, in a few important ways.</p>
|
|
|
<div id="binary-classification" class="section level4">
|
|
|
<h4><strong>Binary classification</strong></h4>
|
|
|
<p>Logistic regression does not offer the same features as linear
|
|
|
regression. The former offers a prediction about a
|
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|
<code>binary category</code> (“orange or not orange”) whereas the latter
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|
is capable of predicting <code>continual values</code>, for example
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|
given the origin of a pumpkin and the time of harvest, <em>how much its
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|
price will rise</em>.</p>
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<div class="figure">
|
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<img 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" width="600" alt />
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<p class="caption">Infographic by Dasani Madipalli</p>
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</div>
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</div>
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<div id="other-classifications" class="section level4">
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<h4><strong>Other classifications</strong></h4>
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<p>There are other types of logistic regression, including multinomial
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and ordinal:</p>
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<ul>
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<li><p><strong>Multinomial</strong>, which involves having more than one
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category - “Orange, White, and Striped”.</p></li>
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<li><p><strong>Ordinal</strong>, which involves ordered categories,
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useful if we wanted to order our outcomes logically, like our pumpkins
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that are ordered by a finite number of sizes
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(mini,sm,med,lg,xl,xxl).</p></li>
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</ul>
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<div class="figure">
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<img 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" width="600" alt />
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<p class="caption">Infographic by Dasani Madipalli</p>
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</div>
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<p><br />
|
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|
<strong>It’s still linear</strong></p>
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|
<p>Even though this type of Regression is all about ‘category
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|
predictions’, it still works best when there is a clear linear
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relationship between the dependent variable (color) and the other
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independent variables (the rest of the dataset, like city name and
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size). It’s good to get an idea of whether there is any linearity
|
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dividing these variables or not.</p>
|
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|
</div>
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<div id="variables-do-not-have-to-correlate" class="section level4">
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<h4><strong>Variables DO NOT have to correlate</strong></h4>
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<p>Remember how linear regression worked better with more correlated
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variables? Logistic regression is the opposite - the variables don’t
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have to align. That works for this data which has somewhat weak
|
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correlations.</p>
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</div>
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<div id="you-need-a-lot-of-clean-data" class="section level4">
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<h4><strong>You need a lot of clean data</strong></h4>
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<p>Logistic regression will give more accurate results if you use more
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data; our small dataset is not optimal for this task, so keep that in
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mind.</p>
|
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<p>✅ Think about the types of data that would lend themselves well to
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|
logistic regression</p>
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|
</div>
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</div>
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<div id="tidy-the-data" class="section level2">
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<h2>1. Tidy the data</h2>
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<p>Now, the fun begins! Let’s start by importing the data, cleaning the
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data a bit, dropping rows containing missing values and selecting only
|
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some of the columns:</p>
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|
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Load the core tidyverse packages</span></span>
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<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span>
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<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Import the data and clean column names</span></span>
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<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a>pumpkins <span class="ot"><-</span> <span class="fu">read_csv</span>(<span class="at">file =</span> <span class="st">"https://raw.githubusercontent.com/microsoft/ML-For-Beginners/main/2-Regression/data/US-pumpkins.csv"</span>) <span class="sc">%>%</span> </span>
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<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">clean_names</span>()</span>
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<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a><span class="co"># Select desired columns</span></span>
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<span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a>pumpkins_select <span class="ot"><-</span> pumpkins <span class="sc">%>%</span> </span>
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<span id="cb2-10"><a href="#cb2-10" aria-hidden="true" tabindex="-1"></a> <span class="fu">select</span>(<span class="fu">c</span>(city_name, package, variety, origin, item_size, color)) </span>
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<span id="cb2-11"><a href="#cb2-11" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb2-12"><a href="#cb2-12" aria-hidden="true" tabindex="-1"></a><span class="co"># Drop rows containing missing values and encode color as factor (category)</span></span>
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|
<span id="cb2-13"><a href="#cb2-13" aria-hidden="true" tabindex="-1"></a>pumpkins_select <span class="ot"><-</span> pumpkins_select <span class="sc">%>%</span> </span>
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<span id="cb2-14"><a href="#cb2-14" aria-hidden="true" tabindex="-1"></a> <span class="fu">drop_na</span>() <span class="sc">%>%</span> </span>
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<span id="cb2-15"><a href="#cb2-15" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">color =</span> <span class="fu">factor</span>(color))</span>
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<span id="cb2-16"><a href="#cb2-16" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb2-17"><a href="#cb2-17" aria-hidden="true" tabindex="-1"></a><span class="co"># View the first few rows</span></span>
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<span id="cb2-18"><a href="#cb2-18" aria-hidden="true" tabindex="-1"></a>pumpkins_select <span class="sc">%>%</span> </span>
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|
<span id="cb2-19"><a href="#cb2-19" aria-hidden="true" tabindex="-1"></a> <span class="fu">slice_head</span>(<span class="at">n =</span> <span class="dv">5</span>)</span></code></pre></div>
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<div data-pagedtable="false">
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<script data-pagedtable-source type="application/json">
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{"columns":[{"label":["city_name"],"name":[1],"type":["chr"],"align":["left"]},{"label":["package"],"name":[2],"type":["chr"],"align":["left"]},{"label":["variety"],"name":[3],"type":["chr"],"align":["left"]},{"label":["origin"],"name":[4],"type":["chr"],"align":["left"]},{"label":["item_size"],"name":[5],"type":["chr"],"align":["left"]},{"label":["color"],"name":[6],"type":["fct"],"align":["left"]}],"data":[{"1":"BALTIMORE","2":"24 inch bins","3":"HOWDEN TYPE","4":"DELAWARE","5":"med","6":"ORANGE"},{"1":"BALTIMORE","2":"24 inch bins","3":"HOWDEN TYPE","4":"VIRGINIA","5":"med","6":"ORANGE"},{"1":"BALTIMORE","2":"24 inch bins","3":"HOWDEN TYPE","4":"MARYLAND","5":"lge","6":"ORANGE"},{"1":"BALTIMORE","2":"24 inch bins","3":"HOWDEN TYPE","4":"MARYLAND","5":"lge","6":"ORANGE"},{"1":"BALTIMORE","2":"36 inch bins","3":"HOWDEN TYPE","4":"MARYLAND","5":"med","6":"ORANGE"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
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</script>
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</div>
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<p>Sometimes, we may want some little more information on our data. We
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can have a look at the <code>data</code>, <code>its structure</code> and
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the <code>data type</code> of its features by using the <a href="https://pillar.r-lib.org/reference/glimpse.html"><em>glimpse()</em></a>
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function as below:</p>
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<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>pumpkins_select <span class="sc">%>%</span> </span>
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<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">glimpse</span>()</span></code></pre></div>
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<pre><code>## Rows: 991
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## Columns: 6
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## $ city_name <chr> "BALTIMORE", "BALTIMORE", "BALTIMORE", "BALTIMORE", "BALTIMO~
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## $ package <chr> "24 inch bins", "24 inch bins", "24 inch bins", "24 inch bin~
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## $ variety <chr> "HOWDEN TYPE", "HOWDEN TYPE", "HOWDEN TYPE", "HOWDEN TYPE", ~
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## $ origin <chr> "DELAWARE", "VIRGINIA", "MARYLAND", "MARYLAND", "MARYLAND", ~
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## $ item_size <chr> "med", "med", "lge", "lge", "med", "lge", "med", "lge", "med~
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## $ color <fct> ORANGE, ORANGE, ORANGE, ORANGE, ORANGE, ORANGE, ORANGE, ORAN~</code></pre>
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<p>Wow! Seems that all our columns are all of type <em>character</em>,
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further alluding that they are all categorical.</p>
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<p>Let’s confirm that we will actually be doing a binary classification
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problem:</p>
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<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Subset distinct observations in outcome column</span></span>
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<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>pumpkins_select <span class="sc">%>%</span> </span>
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<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">distinct</span>(color)</span></code></pre></div>
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<div data-pagedtable="false">
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<script data-pagedtable-source type="application/json">
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{"columns":[{"label":["color"],"name":[1],"type":["fct"],"align":["left"]}],"data":[{"1":"ORANGE"},{"1":"WHITE"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
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</script>
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</div>
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<p>🥳🥳 That went down well!</p>
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</div>
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|
<div id="explore-the-data" class="section level2">
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<h2>2. Explore the data</h2>
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<p>The goal of data exploration is to try to understand the
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<code>relationships</code> between its attributes; in particular, any
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|
apparent correlation between the <em>features</em> and the
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|
<em>label</em> your model will try to predict. One way of doing this is
|
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by using data visualization.</p>
|
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|
<p>Given our the data types of our columns, we can <code>encode</code>
|
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|
them and be on our way to making some visualizations. This simply
|
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|
involves <code>translating</code> a column with
|
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|
<code>categorical values</code> for example our columns of type
|
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|
<em>char</em>, into one or more <code>numeric columns</code> that take
|
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|
the place of the original. - Something we did in our <a href="https://github.com/microsoft/ML-For-Beginners/blob/main/2-Regression/3-Linear/solution/lesson_3.html">last
|
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|
lesson</a>.</p>
|
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|
<p>Tidymodels provides yet another neat package: <a href="https://recipes.tidymodels.org/">recipes</a>- a package for
|
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|
preprocessing data. We’ll define a <code>recipe</code> that specifies
|
|
|
that all predictor columns should be encoded into a set of integers ,
|
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|
<code>prep</code> it to estimates the required quantities and statistics
|
|
|
needed by any operations and finally <code>bake</code> to apply the
|
|
|
computations to new data.</p>
|
|
|
<blockquote>
|
|
|
<p>Normally, recipes is usually used as a preprocessor for modelling
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|
|
where it defines what steps should be applied to a data set in order to
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|
get it ready for modelling. In that case it is <strong>highly
|
|
|
recommend</strong> that you use a <code>workflow()</code> instead of
|
|
|
manually estimating a recipe using prep and bake. We’ll see all this in
|
|
|
just a moment.</p>
|
|
|
<p>However for now, we are using recipes + prep + bake to specify what
|
|
|
steps should be applied to a data set in order to get it ready for data
|
|
|
analysis and then extract the preprocessed data with the steps
|
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|
applied.</p>
|
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|
</blockquote>
|
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|
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Preprocess and extract data to allow some data analysis</span></span>
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<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a>baked_pumpkins <span class="ot"><-</span> <span class="fu">recipe</span>(color <span class="sc">~</span> ., <span class="at">data =</span> pumpkins_select) <span class="sc">%>%</span> </span>
|
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|
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a> <span class="co"># Encode all columns to a set of integers</span></span>
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|
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">step_integer</span>(<span class="fu">all_predictors</span>(), <span class="at">zero_based =</span> T) <span class="sc">%>%</span> </span>
|
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|
<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">prep</span>() <span class="sc">%>%</span> </span>
|
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|
<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">bake</span>(<span class="at">new_data =</span> <span class="cn">NULL</span>)</span>
|
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|
<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a></span>
|
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|
<span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a></span>
|
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|
<span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a><span class="co"># Display the first few rows of preprocessed data</span></span>
|
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|
<span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a>baked_pumpkins <span class="sc">%>%</span> </span>
|
|
|
<span id="cb6-11"><a href="#cb6-11" aria-hidden="true" tabindex="-1"></a> <span class="fu">slice_head</span>(<span class="at">n =</span> <span class="dv">5</span>)</span></code></pre></div>
|
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<div data-pagedtable="false">
|
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|
<script data-pagedtable-source type="application/json">
|
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|
{"columns":[{"label":["city_name"],"name":[1],"type":["int"],"align":["right"]},{"label":["package"],"name":[2],"type":["int"],"align":["right"]},{"label":["variety"],"name":[3],"type":["int"],"align":["right"]},{"label":["origin"],"name":[4],"type":["int"],"align":["right"]},{"label":["item_size"],"name":[5],"type":["int"],"align":["right"]},{"label":["color"],"name":[6],"type":["fct"],"align":["left"]}],"data":[{"1":"1","2":"3","3":"4","4":"3","5":"3","6":"ORANGE"},{"1":"1","2":"3","3":"4","4":"17","5":"3","6":"ORANGE"},{"1":"1","2":"3","3":"4","4":"5","5":"2","6":"ORANGE"},{"1":"1","2":"3","3":"4","4":"5","5":"2","6":"ORANGE"},{"1":"1","2":"4","3":"4","4":"5","5":"3","6":"ORANGE"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
|
|
|
</script>
|
|
|
</div>
|
|
|
<p>Now let’s compare the feature distributions for each label value
|
|
|
using box plots. We’ll begin by formatting the data to a <em>long</em>
|
|
|
format to make it somewhat easier to make multiple
|
|
|
<code>facets</code>.</p>
|
|
|
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Pivot data to long format</span></span>
|
|
|
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>baked_pumpkins_long <span class="ot"><-</span> baked_pumpkins <span class="sc">%>%</span> </span>
|
|
|
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">pivot_longer</span>(<span class="sc">!</span>color, <span class="at">names_to =</span> <span class="st">"features"</span>, <span class="at">values_to =</span> <span class="st">"values"</span>)</span>
|
|
|
<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a></span>
|
|
|
<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a></span>
|
|
|
<span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a><span class="co"># Print out restructured data</span></span>
|
|
|
<span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a>baked_pumpkins_long <span class="sc">%>%</span> </span>
|
|
|
<span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">slice_head</span>(<span class="at">n =</span> <span class="dv">10</span>)</span></code></pre></div>
|
|
|
<div data-pagedtable="false">
|
|
|
<script data-pagedtable-source type="application/json">
|
|
|
{"columns":[{"label":["color"],"name":[1],"type":["fct"],"align":["left"]},{"label":["features"],"name":[2],"type":["chr"],"align":["left"]},{"label":["values"],"name":[3],"type":["int"],"align":["right"]}],"data":[{"1":"ORANGE","2":"city_name","3":"1"},{"1":"ORANGE","2":"package","3":"3"},{"1":"ORANGE","2":"variety","3":"4"},{"1":"ORANGE","2":"origin","3":"3"},{"1":"ORANGE","2":"item_size","3":"3"},{"1":"ORANGE","2":"city_name","3":"1"},{"1":"ORANGE","2":"package","3":"3"},{"1":"ORANGE","2":"variety","3":"4"},{"1":"ORANGE","2":"origin","3":"17"},{"1":"ORANGE","2":"item_size","3":"3"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
|
|
|
</script>
|
|
|
</div>
|
|
|
<p>Now, let’s make some boxplots showing the distribution of the
|
|
|
predictors with respect to the outcome color!</p>
|
|
|
<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">theme_set</span>(<span class="fu">theme_light</span>())</span>
|
|
|
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a><span class="co">#Make a box plot for each predictor feature</span></span>
|
|
|
<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a>baked_pumpkins_long <span class="sc">%>%</span> </span>
|
|
|
<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">color =</span> <span class="fu">factor</span>(color)) <span class="sc">%>%</span> </span>
|
|
|
<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="at">mapping =</span> <span class="fu">aes</span>(<span class="at">x =</span> color, <span class="at">y =</span> values, <span class="at">fill =</span> features)) <span class="sc">+</span></span>
|
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|
<span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_boxplot</span>() <span class="sc">+</span> </span>
|
|
|
<span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">facet_wrap</span>(<span class="sc">~</span> features, <span class="at">scales =</span> <span class="st">"free"</span>, <span class="at">ncol =</span> <span class="dv">3</span>) <span class="sc">+</span></span>
|
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|
<span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_viridis_d</span>(<span class="at">option =</span> <span class="st">"cividis"</span>, <span class="at">end =</span> .<span class="dv">8</span>) <span class="sc">+</span></span>
|
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|
<span id="cb8-9"><a href="#cb8-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(<span class="at">legend.position =</span> <span class="st">"none"</span>)</span></code></pre></div>
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<p><img 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h2KP4EuplEp0Hn5g/lXLktaopMWArUFAm2CQIfiTaDv3I6WAp1Gt1b/ldOaSnTSQqC2QKBNEOhQfAl0FkU33y4Eujg5enH1XzmuKkcnLQRqCwTaBIEOxZtAr35xueV+cXzta8l89LkHrb8aozShtBCoLRBoEwQ6FJ8HkUqBlseQojvmXzmvK0UnLQRqCwTaBIEOJQSBzpPN+cfxB3ej5Zb8acEoX2dweDhKNxYYqVIEGhIINGhCEOis+Ld1LIkZaBNmoLZAoE0Q6FBCEGj1+7XHzb9yWFGFTloI1BYItAkCHUpIAj2bGGfSI9AmCNQWCLQJAh1KWAJlBnopCNQWCLQJAh1KAAJdnBSH31sXJCHQJgjUFgi0CQIdSgACLa+JX4q0+ivXZWXopIVAbYFAmyDQoYQg0LNJehrT+W3zGBICNUCgtkCgTRDoUEIQaHpdZ7YYk3kpEgJtIibQ5XKF8eLuJIpuNOJdcVPe+cDONgOBNkGgQwlCoPH581F0dPOx2QCBNhET6HK5wmK91/o5FituKjof2NlmINAmCHQorEgvlJaUQGvLFU6jaw/i85P6LpoVNxWdD+psM1iR3gSBDgWBCqWlJNDacoXF+b0Xx9WiWytuKjsf0tlm8J1ILRDoUBCoUFpCAq0vVzhb/nururt1U9n5gM42g2/lbINAh4JAhdJSEmhtucJp+zzfFTeVnQ/obCP4XvgV7LFADz3Tr0oEagMhgaYsL5QottOrK81W3LTsfGBnvdn0resbSYH689HG2fqutF+pCNQGuyzQ07GWMKzeua57EmIDgfZ5OH822jhb34X2LBWB2kBeoOVZSytuWnY+sLPeVO9c1z3ZQXEGenj4P3llg2z9iXOjtyECtYG8QEPYhOcg0goQqD/6vewI1AII1AobvG8DAIE6FqhEqQjUBpoCDewofMyJ9G0QaOClIlAbiAq0PNmzcR5o66ay84GdbQaXcjZBoIGXikBtICrQ0K5EihGoCQINvFQEagNRgS5OoqvGhe8rbio7H9jZZiDQJgg08FIRqA1EBRqf15ZeOptkk85zVmPqCQJ1ZiWhUhGoDVQFGp/fTWR5I5tsFgKt39TsfGBnm4FAmyDQwEtFoDYQE+iwzkfpBYE2QaCBl4pAbYBAbYFAmyDQwEtFoDZAoLZAoE0QaOClIlAbIFBbINAmCDTwUhGoDRCoLRBoEwQaeKkI1AYI1BYItAkCDbxUBGoDBGoLBNoEgQZeKgK1AQK1BQJtgkADLxWB2gCB2gKBNkGggZeKQG2AQG2BQJsg0MBLRaA2QKC2QKBNEGjgpSJQGyBQWyDQJgg08FKdCtTnF5ocbrS6ue9Ch4WFQP3RO7TtQKCBl+pSoL6l1D8t33Ui0BIVgW6Q2lYg0MBLdSvQ/9IrmwhUolIEGgobfe5tAwINvFQEKlQpAg2EDbcctgCBBl4qAhWqFIEGAgJ1ayWhUhGoUKW7L1CREy8QqFsrCZWKQIUqRaCBgEDdWkmoVAQqVCkCDQUOIjm1klCpCFSoUgQaDJzG5NJKQqUiUKFKEWg4jONPBBp6qQhUqFIEGhJcyunMSkKlDhTooz7411KvMnUqRaAhgUCdWUmoVGagQpX6FWjfT6Nt6P+Ztycg0MBLRaBClTIDDQlmoM6sJFQqAhWqFIGGBAJ1ZiWhUhGoUKUINCQQqDMrCZWKQIUqRaAhgUCdWUmoVAQqVCkCDQkE6sxKQqUiUKFKEWhIIFBnVhIqFYEKVYpAQwKBOrOSUKkIVKhSBBoSCNSZlYRKRaBClSLQkECgzqwkVCoCFaoUgYYEAnVmJaFSEahQpQg0JBCoMysJlYpAhSpFoCGBQJ1ZSahUBCpUKQINCZ8CPZtce2y27PNwIlYSKhWBClWKQEPCo0AXJxECDaNUBCpUKQINCY8CnUUINJBSEahQpQg0JPwJ9GyCQEMpFYEKVYpAQ8KbQJMN+J9nH2ggpSJQoUoRaEh4E+g0uj78IJJvej9zBKqiJZ1KEWhI+BLoPNl8R6AINBgt6VSKQEPCk0Avjo9ebJzGdFrQ5yuWfOtzg++88i9Qy19a1Yi1VysRLelUikBDwpNAp9Gtbc4D9U3vZ+5foL3KRKBClSLQkPAj0Fl2/B2BItBgtKRTKQINCS8CPZskG/BciRROqQhUqFIEGhJeBDqLllx5s9myz8OJWEmoVAQqVCkCDQkE6sxKQqUiUKFKEWhIsJiIMysJlYpAhSq1LNDFyYrZzMXxyvkNAm2BQJ1ZSahUBCpU6RgCTa+zRqB9QKDOrCRUKgIVqtTRJnxxZDdnHl1f07mdzi4HgRog0MBLRaBClboRaDIRvVX9Nq3/0ujcSmcdIFADVqQPvFQEKlSpG4HO6kujLU5qs9Fm51Y66wCBGiDQwEtFoEKVOhHoxXF0p/7bta/djqLnHrQ7t9FZFwjUAIEGXioCFarUiUBnjZ2e5TGkulSLzm101gUCNUCggZeKQIUqdSHQbHGfinkU3Xwcf3A3Wt56uslqP9uywWo9+wECDbxUBCpUqQuBzptfDlHOR9vHkpiBGjADdWYloVIRqFClDgS6OGlvrKfMW1+6g0ANEKgzKwmVikCFKnUg0LNJ64z5NbcjUAME6sxKQqUiUKFKHQh03Xnz7TO1EagBAnVmJaFSEahQpQ4EauzrXG7Rt8WKQA0QqDMrCZW6MqCL43L0LO5OouhG66RABOqlUvsCbZ03P83FuWLXKAI1QKDOrCRU6sqApuX0o1iaZ+DCEiJa0qnUvkAvjo1szybpaUznt1vHkBCoCQJ1ZiWhUlcEtJhGpUCn0bUH8fnJwCOyIlrSqdS+QGu7OoslRYoVe68M3OrYEgRqgEADL7Ud0Du3o1KgxaFY41zrGIF6qtS+QGtnK5VrMp0/H0VHN835JwJtgUCdWUmo1BXf+hfdfLsQ6Gz5r3FWNQL1Uikr0ocEAnVmJaFS2wK9+sXlIdjpukOyCNRLpQg0JBCoMysJlboyoHl5KLbYdG+dFIhAvVSKQEMCgTqzklCpGwp0o4Ul/Gup75INIpUi0IAYp1QEGnipPQU65CtUVeZ1OpUi0IBAoO6sJFQqm/BClSLQgECg7qwkVCoCFaoUgQYEAnVnJaFSLxMoR+EDqxSBBgQCdWcloVIvFWh5/ifngYZRKQINCATqzkpCpV4qUK5ECqtSBBoQCNSdlYRKvVSgi5PoKtfCh1MpAg0IBOrOSkKlXirQ+JzVmEKqFIEGBAJ1ZyWhUi8XaHx+N/HnjdbKEgjUS6UINCAQqDsrCZXKivRClSLQgECg7qwkVCoCFaoUgQYEAnVnJaFSEahQpQg0IBCoOysJlYpAhSpFoAGBQN1ZSahUBCpUKQINCATqzkpCpSJQoUoRaEAgUHdWEioVgQpVikADAoG6s5JQqQhUqFIEGhAI1J2VhEpFoEKVItCAQKDurCRUKgIVqhSBBgQCdWcloVIRqFClCDQgEKg7KwmVikCFKvUr0L7f0LcN/b8H0DvjlIpAAy8VgQpVygw0IJiBurOSUKkIVKhSBBoQCNSdlYRKRaBClSLQgECg7qwkVCoCFaoUgQYEAnVnJaFSEahQpQg0IBCoOyvlpfqm38uOQHUqRaABEZxA+xzU9y/Q3ucf+NZnz1IRqFClCDQgghNon0b+BTr8pdiQkbpCoEKVItCAQKAINEagUpUi0IBAoAg0RqBSlSLQgECgCDRGoFKVItCAQKAINEagUpUi0IBAoAg0RqBSlSLQgECgCDRGoFKVItCAQKAINHYtUN/0fT6+60SgBQjUAIEOBYGOpSWdShFoQCBQBBojUKlKEWhAIFAEGiNQqUoRaEAgUAQaI1CpShFoQCBQBBpzFF6qUgQaEAgUgcYIVKpSBBoQCBSBxghUqlIEGhAIFIHGCFSqUgQaEAgUgcYIVKpSBBoQCBSBxghUqlIEGhAIFIHGCFSqUgQaEAgUgcaDBdrza6F8a6n/F1hJVGpdoBfHUcaVN6vbFncnUXTjQTvzbTvrAwI1QKBDCVugvVr511Lf5yNSqXWBnk1aAi2cWldq0fm2nfUBgRog0KEg0LG0pFOpdYHOo+vmTdPo2oP4/CS69tjsfNvO+oBADRDoUBDoWFrSqdS6QKfRLeOWs0k297w4PnrR7HzbzvqAQA0Q6FAQ6Fha0qnUtkAXJy1Nzoo56aylVgTaBIEi0BiBSlVqW6AXx9e+djuKnqsdMZpGd7J/2xv3CLQJAkWgMQKVqtS2QMtjSIU049qc9Gxi7gQVWYFry5ekPwgUgcYIVKpS2wKdR9HNx/EHd6PllvwKgZ6W9DsfzDd9z1zbmnG6QqBDQaBjaUmnUtsCLXd4VseSagI1T2TqOUD/P6/s3ABFoENBoGNpSadSV1cizZcnLW27CY9ALYNAh4JAx9KSTqWuBFpNNxFobxAoAo0RqFSl7gS6tOWWR+ERqGUQ6FAQ6Fha0qnUskAXJ21blud/DjwPFIFaBoEOBYGOpSWdSm3PQKe5OJcijbe+EgmBWgaBDgWBjqUlnUodnAd683F8frt24Xsi06tbXAuPQC2DQIeCQMfSkk6l1veBzorFmNJLkc4m2aTzfKvVmBCoZRDoUBDoWFrSqdT+QaTz56Po6GY22SwEGp/fTfx5w5x/ItD2Ux2jFwQ6FAQ6lpZ0Kg1/RXoEahkEOhQEOpaWdCpFoAh0fcs+jRCobRCoUKUIFIGub9mnEQK1DQIVqhSBItD1Lfs0QqC2QaBClSJQBLq+ZZ9GCNQ2CFSoUgSKQNe37NMIgdoGgQpVikAR6PqWfRohUNsgUKFKESgCXd+yTyMEahsEKlQpAkWg61v2aYRAbYNAhSpFoAh0fcs+jRCobdwK1Dd9nw8C7dF5n0YI1DIrxuc76eW3Nx60WvZ5OARqGwSaV4pAOzvv0wiBWqY9Pu/nC8AMXW4QgdrFpUC3ZbxXG4H26LxPIwRqmdb4nEdHL8TpeoMDv/QPgdoFgeY9IdDOzvs0QqCWMSMvF7++OK4WwS5a9nk4BGobBJr3hEA7O+/TCIFaxoz84riYeU7N71xBoOZTHaUbBJr3hEA7O+/TCIFaZu34RKCdT3WUbhBo3hMC7ey8TyMlgfo+wtmr1HXjs/2lVT3z8U2fKq2AQBGoCQK1KFDfJtlOoLPqi1RPCx71wPdTPjzsU6UVRuoKgeY9IdDOzvs0khKoQqlrxud84GlM2zLiDHJbmIEiUBMEasdKQqWuHp/zydGdVsvez3wLEKgJAs17QqCdnfdppGEloVJXjs9Ze/6JQE0QKAI1QaB2rCRU6qrxeX+VPxGoAQJFoCYI1I6VhEptj8/FNLr65qqWvZ/5FiBQk8sFenGcX3g76LKxrUGgBn4F2ueYpH8r9T58qlFqe3xOo2uPV+bj/i2AQNtcLtCzCQJFoEXnfRr5t1Lv56NRamt8ztb4E4EaBCHQeXW2WfOvnNRigkANEKgdKwmV2r6UMyoxhiYCbRKEQFvXi5V/5aQWEwRqgEDtWEmoVDPyeYRA+xGCQBcnqw73xQgUga5Bw0pCpVpekX5bEKjJpQFdHF/72u0oem7Y6tdbg0ANEKgdKwmVikCHEoJAy2NI5tKDOyhQ3/QqE4HasZJQqQh0KCEIdB5FNx/HH9ytTtzdZOGCrRlv5QHf+uz5TBGoHSsJlYpAhxKCQMslX4atPbg1Oml5CguBDrOSUKkIdCghCLRkbp57hkCbINACDSsJlYpAhxKSQM8mxpn0CLQJAi3QsJJQqQh0KGEJlBnopSDQAg0rCZWKQIcSgEDLbwBsX5CEQJsg0AINKwmVikCHEoBA42kuzqVIq79yWFGFTloItEDDSkKlItChhCDQs0l6GtP57db6BQi0CQIt0LCSUKkIdCghCDSeFYsxmZciIdAmCLRAw0pCpSLQoQQh0Pj8+Sg6utlaPwuBNkGgBRpWEioVgQ4lDIGu+yvbZaxEJy0EWqBhJaFSEehQEKhQWgi0QMNKQqUi0KEgUKG0EGiB7yUFNhKob3q96gh0IAhUKC0EWuDbSQjULTpDEoEqpYVAC3w7CYG6RWdIIlCltBBogW8nIVC36AxJBKqUFgIt8O0kBOoWnSGJQJXSQqAFGoe2hUpFoENBoEJpIdACDSsJlYpAh4JAhdJCoAUaVhIqFYEOBYEKpSUr0HfSS3Vv1Jc6uDgu1j9402iKQH2UikCHgkCF0lIV6P1clsvvDIyrb2JFoEGUikCHgkCF0hIV6Dw6eiGOz0/qtmwtnr3svM8jalhJqFQEOhQEKpSWpkDLhbKTrfZqwezWN7AuO+/zkBpWEioVgQ4FgQqlpSnQi+Ni5lmT5uKkvj3f6LzPQ2pYSahUBDoUBCqUlqZAl9QEenF87Wu3o+g5cwltBOqnVAQ6FAQqlJa2QC+Oq1lneQzJ/BYsBOqnVAQ6FAQqlJa2QGe140bzKP0arA/uVkfmT0se9cC/lfpUKVQqAh0KAhVKS1qg8/ppTKVM28eSmIH6KBWBDgWBCqWlLND55Ki1uZ5addA3sWpYSahUBDoUBCqUlrBAZ9HKw+5nE/NMegTqo1QEOhQEKpSWrkDvr/ZnIlBmoCGUikCHgkCF0lIV6GIaXW1MNMtz61dckIRAfZSKQIeCQIXSUhXotLWnc5qLcynSWud9HlDDSkKlItChIFChtEQFOmv5Mz0P9Obj+Px2+x4E6qNUBDoUBCqUlqZAy5XrEq6n6sz2hs6KxZhalyIhUB+lItChIFChtDQFOo9WCDQ+T5cIvWnOPxGon1IR6FAQqFBamgLdsPM+jer8i74AACAASURBVDSsJFQqAh0KAhVKC4EWaFhJqFQEOhQEKpQWAi3QsJJQqQh0KAhUKC0EWuD7q9Y3Eqhver3qCHQgCFQoLQRa4NtJ+yzQ3utQbcEGq13tCQjUBgjUEjqRj1QqM9DBPBqlFwRqAwRqCZ3IEWjoIFCdtBCoJXQiR6Chg0B10kKgltCJHIGGDgLVSQuBWkIncgQaOghUJy0EagmdyBFo6AQt0FHOENA5Z2KkShFoQCDQwAlaoLbLWIlOWsxALaETOQINHQSqkxYCtYRO5Ag0dBCoTloI1BI6kSPQ0EGgOmkhUEvoRI5AQweB6qSFQC2hEzkCDR0EqpMWArWETuQINHQQqE5aCNQSOpEj0NBBoDppIVBL6ESOQEMHgeqkhUAtoRM5Ag0dBKqTFgK1hE7kCDR0EKhOWgjUEjqRI9DQQaA6aSFQS+hEjkBDB4HqpLUXAh1juRSd9WNGKhWBDgaB6qS1FwIdoxOdyJmBhg4C1UkLgVpCJ3IEGjoIVCctBGoJncgRaOggUJ20EKgldCJHoKGDQHXSQqCW0IkcgYYOAtVJC4FaQidyBBo6CFQnLQRqCZ3IRxqgCHQwCFQnLQRqCZ3IEWjoIFCdtBCoJXQiR6Chg0B10kKgltCJHIGGDgLVSQuBWkIncgQaOghUJy0EagmdyBFo6CBQnbQQqCV0IkegoYNAddJCoJbQiRyBhg4C1UkLgVpCJ3IEGjoIVCgtP2EhUJ8g0LBBoEJpIVA7CEWOQAMHgQqlhUDtIBQ5Ag0cBCqUFgK1g1DkCDRwEKhQWgjUDkKRI9DAQaBCaSFQOwhFjkADB4EKpYVA7SAUOQINHAQqlBYCtYNQ5Ag0cBCoUFoI1A5CkSPQwEGgQmkhUDsIRY5AAweBCqWFQO0gFDkCDRwEKpSWqkAXdydRdONBx01551t31gOhyL0JdE1A5GMQhEB9hqWUlqhAL46jlCtvXnpT0fm2nfVBKHJfAl0XEPkYhCBQr2EppSUq0Gl07UF8fhJde3zZTUXn23bWB6HIfQl0XUDkYxCCQL2GpZSWpkDPJtlH48Xx0YuX3FR2vmVnvRCK3JNA1wZEPgYBCNRvWEppaQp0Fl0v/r11yU1l51t21guhyD0JdG1A5GMQgED9hqWUlqZAp9Gd7N95kfPqm8rOt+ysF0KRexLo2oDIxyAAgfoNSyktSYEuTooti7NJuY9mxU3LzrfrrB9CkfsR6PqAyMfAv0A9h6WU1g4L9LTkEYxPD4GSj082FChh+cSdQMvzLFbcVDLOh+Y4n0RW8D0DNQIiH4OgZqBewhJKa4dnoMvOt+usJzqRexeol61C8jEIeRNeKC0EagmdyBFo4CBQobQkBRrgUXihyPfyKDz5mIR8FF4oLU2BlqenNc4Dbd1Udr5lZ/3QidzbeaBrAiIfgwAE6jksobQ0BRrelUhCke/llUjkYxLylUhCaWkKdHESXTUu1V1xU9n5lp31QydyTwJdGxD5GAQgUM9hCaWlKdD4vLZYzNkk+5g897oak1DkvhYTWRcQ+RgEIFDPYQmlJSrQ+PxuEu+N7OOxEGj9pmbnW3fWB53Iva0HuiYg8jEIQaB+wxJKS1Wgm3Q+Si86ke/livTkYxLyivRCaSFQS+hEjkADB4EKpYVALaETOQINHAQqlBYCtYRO5Ag0cBCoUFoI1BI6kSPQwEGgQmntg0DBC+QTOAwmIZoxINA9gHwCh8EkRDOGUQU6DiNt29hAqFR7CD1poVJdofMS+KkUgfpEqFR7CD1poVJdofMSIFBL6ESuVKo9hJ60UKmu0HkJEKgldCJXKtUeQk9aqFRX6LwECNQSOpErlWoPoSctVKordF4CBGoJnciVSrWH0JMWKtUVOi8BArWETuRKpdpD6EkLleoKnZcgSIF+/K//wa+PUwgAgBprBfqD//4P4/hHnzs4OPjUF8YsCABAhXUCfevgx34jjl89SEl/AgAAgzUC/V6mze8/ffATf/iDzx78zLg1AQBIsEagrybmTDX61BfS/6c/AwBAk9UC/fgXU3MWGv3RZ9mGBwBos1qguTN/9NmDT8cIFABgNZcJ9PtPH3w+RqAAAKu5bBP+rWwXaAj7QL99dxJFRzce5L9d5N+UnfDMzeW3vS5Oolvx8v7qx/L7tM/vPpv8wc/9Qv4HZ5NoyR0XFc+j68VP02UP6W1VQcWPZ5Pk/7Ooxi331dmGfJSQSyvksNYeRPp0evg9Naf/o/BJmgX5t2NXkUfR8hVMXqdrRf7J/fn301eRL+6Wf3D0QtHa7RBYZpsWW8Q/TeIMIXPbkI8SgmmFHNb605hSPh9//EsH+TzUHxe3o6Nf+Ldx/MFvFqlWr9s7k+qz6crfqXJevsxF0+RNkz1E/O3n81fxbHLtceySxUlRzTx6pugru2l15vVax6jOKuSjhGJaIYe1/kT6hE9nB5Ke+rzD/nswXX4Ynt/Ooqy9bstX7OL42ttVzkfPFh82RdNpdLXYYEk+n9JHcz8EZkUF0+hvF/FnfYaQuWXIRwnJtAIOa/2lnH/3b/5y8s+P/upnvuyw+x5UL0r6c/rytV63OP1sulWb6F/5J8Ufla9r+XGavR9eHGMInE2ul93N8p1I2T8hZG4X8lFCM62Awwp/NabZch92nO/5qL9u83K3zTQJclr7oJxF18sf04e4Xj3EB+n/3A+B5EP8cdFREX9WXgiZ24V8lNBMK+CwLhXox//GYc89WZzUd/3Oo/rMffF2udcme5XmxdZJen/xZ1nT5kNU7d0yzT6nZ8uDhfX/x2WZ+gOUfJRQTSvcsNYL9Ft/Lb0e/kd/9W/5PYcp30goyV6h+nHD4sUpZvR50+zFy1/L7MfmQxSPYz6Cdebp+yx/t03z7Zx8j1PtEOH6zJ1XZw3yUUI1rXDDWifQj381X4fpR589+JTX0+hrnzJxK/JnXshfksVJsXf7VvUn0/TjtIi8eIhZeWrDGEMgyzhPNHtDzooPcf+ZW4V8lFBNK9yw1gn01YODT/03T//Yb3z83x34PY9+5Wdm+uIsvro8P63cyVzswynn9+WJDsuHqEfu/J2/OEm6yPcXpb0Vp2KEsNVhFfJRQjWtcMNafx7ozxbXcP5BfkGnLy7ZazNbnhlbnTu73FWTt12x12Y20gCNZ8s98WkVxX7wEDK3CvkoIZtWsGGtvRLpZ5YXwb+VLSnijUuOG06Lo4a1qXz9zLZpeTJG47jhaAN0Ht2pKrkzr28QxdWP8gOUfJRQTSvYsC67Fr4Q6Pef9rqYyCVnriVRFxsb11fdn2xs/P3ida1tuIw2QC+Or5dHMpPAp7Vd8uX9OzFAyUcJ1bSCDevy5ewyc/pejam68KF17USx2VGeslasgbC8P73yq9gfvrx24vxkrAEaT6/9veLz/mzyV07Kt6H/zC1DPkqophVqWAICLS+9Ta/evZq+KtWLk9zVvKJr1vx9WqyPkD7EjX8apwvRRNHRnZGGwOzo2eKzOl3AIf9YDyFzy5CPEqpphRrWuk349MBRYU7vy9lVi7+U68csX7ezSfKxVNspk/x+p3kKQ/7j4v5yv062jFd9iRZnr29tSZvlMlw9Mx+hOnuQjxKiaYUa1pqDSG/lC4mkAk1k6vUgUoq5gmG1H2caXflntcOCyafT9eZnaPnjB7/5c8kr+Ey2isxIQ6C2qOLyIrkQMrcP+SghmVaoYa0R6PefPvjpP8wE+oPP+V7ODgAgTC5bzu6nnn7qL/9k8i/fagwAsIK118L/q6cPCvAnAMAq1i8m8ue/9lOJPX/c93KgAAChEv56oAAAgYJAAQAGskagf/5/1glgXWUAgOBYdyXSQR2/VyIBAIQJAgUAGMiaSzn/9T8o+B8+d/DU//jrfi/lBAAIku6DSN9/2vOl8AAAYdLjKPxbnEoPALCCHgJlCgoAsIoeAvW9HigAQJj0moEiUACANt0C/fhV3wsqAwAEyZrTmP7u3yj560+zHhMAwCr6nEjPBBQAYAXdAv3xv2XNn6fgA/IJHFvjC8Zn1NWYfL9R9xTyCRyHQw4cg0B3H/IJHIdDDhyDQHcf8gkch0MOHGMKtHb8veJvWtoL6vuNuqeQT+DYGV3gA1OgxkJ2dpez8/1G3VPIJ3DsjC7wAQLdfcgncOyMLvAB+0B3H/IJHIdDDhyDQHcf8gkch0MOHINAdx/yCRyHQw4cc4lAPy6/lPNb/zX7QJUhn8CxM7rAB+sE+oNf4iDSrkA+gWNndIEP1gjUWE0EgSpDPoFjZ3SBD9YI9K2Dg6f+8l9/Ov3v4KmftdWZ7zfqnkI+gWNrfMH4rFkP9BfTNeyS/38+dam15ex8v1H3FPIJHEvDCzywbjm7p74Ql9/H+WqqUSv4fqPuKeQTOJaGF3hgnUCz40bfO/j08v828P1GHcYb8fu+S9iOHc8nox3SS//iu14qGYCl4QUe6BBouvX+o8/a2ob3/UYdBgIVoB3SvfhDL5UMwM7oAh+s2weabcLn38dp72uNfb9Rh4FAJUGgMAJrjsK/mu39zHeF2vtaY99v1GEgUEkQKIzAGoF+/+mDz3w5PQz/M6lMd3YT/mH87ivfiT/5d69lv33lPyQ1/kX5y3eSn/8o/SkX6CtPPvkdo81Lvx3HP/x64dcv/f6TOP6zr/t4Fl3o5rPkYfEh9kZmxVoI9+L3X38S//B3zBRe+mb6hD68F3/0WvV3oWJndIEP1l2J9Gp2/dH3Dg6esvi1xr7fqC0exn/8JC0sG12/XVSZ/fJG/vP7p4VAE3++a7TJx+gn/77wa3Z71ig0dPNZUkwnk5f83WYI9+I/TV75j157w0ihEOjL7/3nf778u2DZZkyBX9ZeC/+v0g33j1+1+rXGvt+oLR4mY+/rp8kU5t10KH7yu8lNr8fpTDMZif/xteTndPilY/Pl97IR2GjzRvrLl76TWTa5/7uvnb70jewPQkM3nyWFCF95kvzTCOFenM8x32ilkDv3YZZb8eehYml4gQcuWUzkf0+8+fEf/NRP7fDXGj/MhfdGOgiLrcR8slJs8j3Mf34/ufH9/PeqTTGrSVT7frWJGOT+Ut18KnIRZi9zI6h7mUaLF76Rwr1ihlr9P1hsjS8Yn/1ezq4Yi8sJyq/8o99LZpTvNjf5kuH4sObFss0rT/Lda+l9L30zH8bLG4NCN5+KTIFVLGUIp9VOTjOFXJp5tA+D3oJHoMLsu0CzgZWPvHRrPOPdZNgVQzEl2x1aCLTW5l5tupPvccsIcFtRN5+KTITZFnwjBEOg9RTuVRsRgW/BI1Bh1p1I/5kvO+jM9xu1RV2g6QGIT/7sj3/rm+aISwT6p/kh+EabukBffm/5HAMcqrr5VGQR5Zvo9RAuSaG4J/0n8C14BCrMOoEeHDxlb99nie83aouaQJPpy4evnRabicYM9MNi6Dba1Oc+jfbBoZtPjXxP9LtGCIZA6ykU97z83kevBb4Fj0CFWXMl0q8+nR5+/0u/bLcz32/UFsW+zXTTsBx92fF2cx9ocRS+0aa5DzTkIaqbT43k5f5fsi34RgjmjpRaCuU9Dz/5l98McLOgjt1RBmOydh/ot/5aqtCnrG7K+36jtnhYngPz4XJc3otrx3Ozf4pjuknLRptiuCbj+P3iOP5ptUsuKHTzqZFsJfxecVioHlRdoM0UynvSM0XD3oJHoMJc9p1If/CTqUN//Gd3+TSmdHMwOw803zJ86RtxnJ83n54H+pUnxWlM2Qbj+0abN9IzaKrzQD/6+mlxRmlo6OZTJz2Wl764zRAaAm2kUH6WpXtGAzy3rI6t8QXjc/lR+D//tWxT/r/a3Us5/5+ssHSA3ctr/Ogb2ZAsrkTKf8wvcskOTNTaNK5EupdfAxOHuISabj51ks+0fEu8EUJDoI0UXnmSn2OfxBTyDuqU7UYV+KTzNKb02+V2djGRh/G7yXQlv+S9vPq9mLmY18InbT802uTXwj+sX4X9u76eyWXo5lMnnXnmP9VDaAq0kcI/flLuoAlwt0oDO6MLfNAh0I9/7Sd3+Vs5bRyeDf0Q764IdDBBXh3WwM7oAh9cJtCPv/U5uztBfb9RW2wjv+Ks7rDPYMrQzccGy+uTwsXS8AIPrBeog8Pwvt+oLbYR6MvvZQczHga/gbjnAn098LPoTxGoMmsEmu75TPiU3RNBfb9RW2y1+f16/qSCn9/stUAf7lRAEBzrr0RycCmS7zdqi+32X6br+n7yJ0GuodxAN5/t+Ub8yR/5rqETy8MMRmStQD/zD+135vuNuqeQT+DYH2kwFmsu5fx169fBp/h+o+4p5BM4LsYajMN+L2e3H5BP4DgccuAYBLr7kE/gOBxy4BgEuvuQT+A4HHLgGAS6+5BP4DgccuAYBLr7kE/gOBxy4BgEuvuQT+A4HHLgGAS6+5BP4DgccuAYBLoHkE/guBx04JRxBTpKL49G6cUKo5S6gUBdlrGEfAwQqDAI1CcINGwQKHSAQH2CQMMGgUIHCNQnCDRsECh0gEB9gkDDBoFCBwjUJwg0bBAodIBAfYJAwwaBQgcI1CcINGwQKHTgRKCL+5MoeuaF1u0MUANfAj1/PoqiGw9aLccoh3xMEKgwLgR6fhxl3DTvYIAaeBLo2STL5+hFs+UY5ZCPCQIVxoFAFyfR1Qfx4qt+Buhhwgjd2GCkUlvjMwno2oP4PPn/Y6PlCNUg0BYIVBgHAp1HV95M/51F1417RnijHB7KGHSsUlvj82ySBXRxbH7CIVADBAod2BdoMr+5s+Yu92+Uw0MZg45Wamt8zvNPtnZQCNQAgUIH9gV6cZxPQFfg/I1yeChj0PFKZQY6GAQKHdgX6Nnk2uO3n42iq19s3YVAKzwKdLkP1MMulhiBtkCgwjgR6N38KPyt8qbluoePHFNZyXVPWzNeqe3xubifnyXx2AzIdSkpAtmUjFQqAhXGvkDn+dBMBun4R+GZga5gxWlMtzOBXjVPBB1lIAtkUzJSqQhUGCcCzaeeUw+biDL+9HkQ6Wyy5hMOgTZBoNCFi034YlymO0Obd3EaUx1vpzFN133CIdAmCBS6cCHQ4ij88oclnEjfwNOJ9IuTdZ9wCLQJAoUuXJwHWozPOVe6dOHlUk4E2hcECl04uBKp3DKcVofhCxCogZ9r4dmE7wkChS4cCPRski704+UofAYCbbLiSiQOIvUCgUIXLlZjmheL/bSu6ESgBp5WY5pFxom6ZcsxykGgJghUGCfrgZ7fTRT6XGu5SQRq4ms90G+n64G2A0KgTRAodMGK9D7ZxxXpEagJAhUGgfoEgQYNAoUuEKhPEGjQIFDoAoH6BIEGDQKFLhCoTxBo0CBQ6AKB+gSBBg0ChS4QqE8QaNAgUOgCgfoEgQYNAoUuEKhPEGjQIFDoAoH6BIEGDQKFLhCoTxBo0CBQ6AKB+gSBBg0ChS4QqE8QaNAgUOgCgfoEgQYNAoUuEKhPEGjQIFDoAoH6BIEGDQKFLhCoTxBo0CBQ6AKB+gSBBg0ChS4QqE8QaNAgUOgCgfoEgQYNAoUuEKhPEGjQIFDoAoH6BIEGDQKFLhCoTxBo0CBQ6AKB+gSBBg0ChS4QqE8QaNAgUOgCgfoEgQYNAoUuEKhPEGjQIFDoAoH6BIEGDQKFLhCoTxCo67780q9KBCoMAvWJpEB9W2kDAfuutF+pCFQYBOqT0AT6qAe+nXR42KdKpVIRqDAI1CehCbRPo8PD/8srG8xAfeuTGejug0B9gkARKAKVBoH6BIE6FqhEqQhUGATqEwTqzEpCpSJQYRCoTxCoMysJlYpAhUGgPkGgzqwkVCoCFQaB+gSBOrOSUKkIVBgE6hME6sxKQqUiUGEQqE8QqDMrCZWKQIVBoD5BoM6sJFQqAhUGgfoEgTqzklCpCFQYBOoTBOrMSkKlIlBhEKhPEKgzKwmVikCFGVegvdfR2YINVuvZDxBo4KUiUGF2bwYqtOI5M1B3VhIqFYEKg0B9gkCdWUmoVAQqDAL1CQJ1ZiWhUhGoMAjUJwjUmZWESkWgwiBQnyBQZ1YSKhWBCoNAfYJAnVlJqFQEKgwC9QkCdWYloVIRqDAI1CcI1JmVhEpFoMIgUJ8gUGdWEioVgQqDQH2CQJ1ZSahUBCoMAvUJAnVmJaFSEagwCNQnCNSZlYRKRaDCIFCfIFBnVhIqFYEKg0B9gkCdWUmoVAQqDAL1CQJ1ZiWhUhGoMAjUJwjUmZWESkWgwiBQnyBQZ1YSKhWBCoNAfYJAnVlJqFQEKgwC9QkCdWYloVIRqDAI1Ce+BLq4P4miZ15otezzcCJWEioVgQqDQH3iSaDnx1HGTbNln4cTsZJQqQhUGATqEz8CXZxEVx/Ei69GRy8aLfs8nIiVhEpFoMIgUJ/4Eeg8uvJm+u8sum607PNwIlYSKhWBCoNAfeJFoMkE9M6aln0eTsRKQqUiUGEQqE+8CPTiOJ+ArmjZ5+FErCRUKgIVBoH6xItAzybXHr/9bBRd/WKrZZ+HE7GSUKkIVBgE6hNfAr2bH4W/VTXJedQD/1bqU6VSqQhUGATqEy8CnacnMD2OF/c5Ch9GqQhUGATqE18CzaeeU47CB1EqAhUGgfrE0yZ8MfNMd4Y2W/Z5OBErCZWKQIVBoD7xJNDiKPzyh2XLPg8nYiWhUhGoMAjUJ57OAy1moPOIGWgIpSJQYRCoT/xciVTu+5xWh+GLln0eTsRKQqUiUGEQqE/8CPRsEt14wFH4YEpFoMIgUJ94Wo1pPslOAz0yr+hEoF5KRaDCIFCf+FoP9PxuotDnHrRa9nk4ESsJlYpAhUGgPmFFemdWEioVgQqDQH2CQJ1ZSahUBCoMAvUJAnVmJaFSEagwCNQnCNSZlYRKRaDCIFCfIFBnVhIqFYEKg0B9gkCdWUmoVAQqDAL1CQJ1ZiWhUhGoMAjUJwjUmZWESkWgwiBQnyBQZ1YSKhWBCoNAfYJAnVlJqFQEKowzgbZW640RaAsE6sxKQqUiUGFcCXRxYi42GSPQFgjUmZWESkWgwrgS6CxCoN0gUGdWEioVgQrjSKBnEwTaAwTqzEpCpSJQYdwINNmA/3n2gXaDQJ1ZSahUBCqMG4FOo+vDDyIdesb6q7EeBOrMSkKlIlBhnAg0/bYyXYGOaFAE6sxKQqUiUGFcCPTi+OjFxmlMpyWPeuBbn4eHfaq0wjhdIdDAS0WgwrgQaPZtj4NnoL71OeIMdJyuEGjgpSJQYRwIdJYdf0egfZ7qGL0g0MBLRaDC2Bfo2ST7ttwtBPpfeAWBXo6IlYRKRaDC2BfoLFpy5c3mXQjUfKpj9IJAAy8VgQqDQBFo1bJPIxErCZWKQIUJbzERBGoZBBp4qQhUGASKQKuWfRqJWEmoVAQqDAJFoFXLPo1ErCRUKgIVBoEi0Kpln0YiVhIqFYEKE96K9AjUMgg08FIRqDAIFIFWLfs0ErGSUKkIVBgEikCrln0aiVhJqFQEKgwCRaBVyz6NRKyUl+qbfi87AtUFgSLQqmWfxZ38C7T3OlS+9dmzVAQqDAJFoFXLPo38C3T4S7EhI3WFQIVBoAi0atmnEQK1DQIVBoEi0Kpln0YI1DYIVBgEikCrln0aIVDbIFBhECgCrVr2aYRAbYNAhUGgCLRq2acRArUNAhUGgSLQqmWfRgjUNghUGASKQKuWfRohUNsgUGEQKAKtWvZphEBtg0CFQaAItGrZpxECtQ0CFQaBItCqZZ9GCNQ2CFQYBIpAq5Z9GiFQ2yBQYRAoAq1a9mmEQG2DQIVBoAi0atmnEQK1DQIVBoEi0Kpln0YI1DYIVBgEikCrln0aIVDbIFBhECgCrVr2aYRAbYNAhUGgCLRq2acRArUNAhUGgSLQqmWfRgjUNghUGASKQKuWfRohUNsgUGEQKAKtWvZphEBtg0CFQaAItGrZpxECtQ0CFQaBItCqZZ9GCNQ2CFQYBIpAq5Z9GiFQ2yBQYRAoAq1a9mmEQG2DQIVBoAi0atmnEQK1DQIVBoEi0Kpln0YI1DYIVBgEikCrln0aIVDbIFBhECgCrVr2aYRAbYNAhUGgCLRq2acRArUNAhUGgSLQqmWfRgjUNghUGASKQKuWfRohUNsgUGEQ6L4K9Gxy7bHZss/DIVDbIFBhEOieCnRxEiHQzqc6SjcIVBgEuqcCnUUItPupjtINAhUGge6nQM8mCLTHUx2lGwQqDALdS4EmG/A/zz7Q7qc6SjcIVBgEuo1ADz3T71Vf8bJPo+vDDyL5pteztgEChS5CFKhv+j8h35X2KnXF+Jwnm+8ItMdTHaUbBCrMuAJ91APfw/PwsE+VQqW2x+fF8dGLjdOYTgt250lbYaSuEKgw4c1At2XUGYpv+lTZHp/T6Nbw80C9P+teRVqBGSh0gUC36so3fapsjc9ZdvwdgfZ4pqN0g0CFQaBbdaVwvMscn2eTZAN+C4FuyZgG3BIECl0g0K26UhToLFpy5c1mS2uvzCUgUBMEKgwC3aorBLoxCNQEgQqDQLfqSlGgBWzCd4JAoQsEulVXCHRjEKgJAhUGgW7VFQLdGARqgkCFQaBbdYVANwaBmiBQYRDoVl0JC3RVy+EvRX8QqAkCFQaBbtUVAt0YBGqCQIVBoFt1hUA3BoGaIFBhEOhWXSHQjUGgJghUGAS6VVcIdGMQqAkCFQaBbtUVAt0YBGqCQIVBoFt1hUA3BoGaIFBhEOhWXSHQjUGgJghUGAS6VVcIdGMQqAkCFQaBbtUVAt0YBGqCQIVBoFt1hUA3BoGaIFBhEOhWXSHQjUGgJghUGAS6VVcIdGMQqAkCFQaBbtUVAt0YBGqCQIVBoFt1hUA3BoGaIFBhEOhWXSHQjUGgJghUGAS6VVcIdGMQqAkCFQaBbtUVAt0YBGqCQIVBoFt1hUA3BoGaIFBhEOhWXSHQjUGgJghUGAS6VVcIdGMQqAkCFQaBbtUVAt0YBGqCQIVBoFt1hUA3BoGaIFBhEOhWXSHQjUGgJghUGAS6VVcIdGMQeN84HgAADrFJREFUqAkCFQaBbtUVAt0YBGqCQIVBoFt1hUA3BoGaIFBhEOhWXSHQjUGgJghUGAS6VVcIdGMQqAkCFQaBbtUVAt0YBGqCQIVBoFt1hUA3BoGaIFBhEOhWXe2YQB+NwOHhGL1YYaRSEagwCHSrrnZMoMNfiv4wAzVBoMIg0K26QqAbg0BNEKgwCHSrrhDoxiBQEwQqDALdqisEujEI1ASBCoNAt+oKgW4MAjVBoMIg0K26QqAbg0BNEKgwTgT6zvNRdHTjQev2XRugCHQACNQEgQrjQqD3o4yjF807dm2AItABIFATBCqMA4HOo6MX4vj8JLrypnHPrg1QBDoABGqCQIWxL9DFSXQn/ffiOP+3xq4NUAQ6AARqgkCFsS/Qi+Ni5jmNbhl37doARaADQKAmCFQYh0fhESgCXQECNUGgwrgT6MVx6yjSrg3QQ+/0qRKBDgWBQhfuBDqLrpc/npaMsrjNePjWZ7/VghDoUBAodOFMoHNfpzHFj0bpxQqjlIpAh4JAoQtXAp1Pjsxj8Ai0BQINGgQKXTgS6GzF/BOBtkCgQYNAoQs3Ar2/0p8I1ASBBg0ChS5cCHQxja6aFyFlIFADBBo0CBS6cCHQaXTt8co7EKgBAg0aBApdOBDobJ0/EagJAg0aBApduLiUMyq5btyFQA0QaNAgUOjCvkDnEQLtCwINGgQKXezeivQI1ACBDgWBQhcI1CcINGgQKHSBQH2CQIMGgUIXCNQnCDRoECh0gUB9gkCDBoFCFwjUJwg0aBAodIFAfYJAgwaBQhcI1CcINGgQKHSBQH2CQIMGgUIXCNQnCDRoECh0gUB94kug7zwfRUc3HrRajlEOAjVBoMIgUJ94Euj9fKmCnf/W1G1BoNAFAvWJH4HOo6MX4vj8JLpiLHuNQJsgUOgCgfrEi0AXJ1H2fX8Xx5HxvX8ItAkChS4QqE+8CPTiuJh5TqNbRssxykGgJghUGATqE79H4RFoBwgUukCgPvEq0Itj8ygSAm2CQKELBOoTrwKdVd8YcFrwaAQOD8foRQkEKgwC9YlPgc45jamTcd5KCFQYBOoTjwKdT47utFq6LwaBtkGgwiBQn/gT6Kw9/0SgLRAodIBAfeJNoPdX+ROBmiBQ6ACB+sSTQBfT6Oqbq1qOUA0CbYFAhUGgPvEk0Gl07fHKlu6LQaBtEKgwCNQnfgQ6W+NPBGqCQKEDBOoTT5dyRiXXjZZjlINATRCoMAjUJ14EOo8QaE8QKHSAQH3CivRhg0ChAwTqEwQaNggUOkCgPkGgYYNAoQME6hMEGjYIFDpAoD5BoGGDQKEDBOoTBBo2CBQ6QKA+QaBhg0ChAwTqEwQaNggUOkCgPkGgYYNAoQME6hMEGjYIFDpAoD5BoGGDQKEDBOoTBBo2CBQ62DmBHh4KjVAEGjYIFDrYNYEeHioZFIGGDQKFDnZMoIeHUgZFoGGDQKGD3RLo4aGWQRFo2CBQ6ACB+gSBhg0ChQ7GFegjx1QCdd2TEAh0MAgUOmAG6hNmoGGDQKGD3RIoB5FWgEAHg0Chgx0TKKcxtUGgg0Gg0MGuCZQT6Vsg0MEgUOhg5wTKpZwmCHQwCBQ6QKA+QaBhg0ChAwTqEwQaNggUOkCgPkGgYYNAoQME6hMEGjYIFDpAoD5BoGGDQKEDBOoTBBo2CBQ6QKA+QaBhg0ChAwTqk9AEOsbaJiz0YoJAhUGgPglNoC7LKGEGaoJAhUGgPkGgYYNAoQME6hMEGjYIFDpAoD5BoGGDQKEDBOoTBBo2CBQ6QKA+QaBhg0ChAwTqEwQaNggUOkCgPkGgYYNAoQME6hMEGjYIFDpAoD5BoGGDQKEDBOoTBBo2CBQ6QKA+QaBhg0ChAwTqEwQaNggUOkCgPkGgYYNAoQME6hMEGjYIFDpAoD5BoGGDQKEDBOoTBBo2CBQ6QKA+QaBhg0ChAwTqEwQaNggUOkCgPkGgYYNAoQME6hMEGjYIFDpAoD5BoGGDQKEDBOoTBBo2CBQ6QKA+QaBhg0ChAwTqEwQaNggUOkCgPkGgYYNAoQME6hMEGjYIFDpAoD5BoGGDQKEDBOoTBBo2CBQ6QKA+QaBhg0ChAwTqEwQaNggUOkCgPkGgYYNAoQME6hMEGjYIFDpwItDF3UkU3XjQuh2BGvgS6JqAEKgBAoUOXAj04jhKufKmeQcCNfAk0HUBIVADBAoduBDoNLr2ID4/ia49Nu4Y441yeCg0Qj0JdF1ACLTBWG8lBCqMA4GeTbKpzcXx0YvGPSO8UQ4PlQzqR6BrA0KgdUZ7KyFQYRwIdBZdL/69Zdzj/o1yeChlUD8CXRsQAq0x3lsJgQrjQKDT6E7277wYpxXO3yiHh1oG9SPQtQEh0IoR30oIVBj7Al2cFFuGZ5PR97Eh0BWY43N9QAi0AoFCH0YR6GnJI8dU73rXPQnRQ6Bj5SPEiG8lBCqMU4Ga58kwAzXwPQM1AuI0swpmoNCH3dqE5yDSCgLbhBcRKAeRoA87JlBOY2qDQIfBaUzQzW4dhY85kb5NYEfhZQTKifTQjZPzQG81/q1ggBr4Og90TUDkY8ClnNDBrl2JFDNATQK7Eol8TBCoMA4EujiJrvq7Fp4BatIan2sDIh8DBAoduFhM5JzVmHriaTGRdQGRjwEChQ6crAd6fjcZnjfM+ScDtIWv9UDXBEQ+BggUOmBFep/s44r05GOCQIVBoD5BoGGDQKEDBOoTBBo2CBQ6QKA+QaBhg0ChAwTqEwQaNggUOhhXoOAF8gkcl4MOnIJA9wDyCRyXgw6cMqpAx0Ho7ShUqj2EnrRQqeAHBOoToVLtIfSkhUoFPyBQnwiVag+hJy1UKvgBgfpEqFR7CD1poVLBDwjUJ0Kl2kPoSQuVCn5AoD4RKtUeQk9aqFTwAwL1iVCp9hB60kKlgh92UKAAAOOAQAEABoJAAQAGgkABAAaCQAEABoJAAQAGgkABAAaCQAEABqIh0G/fnUTR0Y0H+W8X+deaJzxzc/nVvIuT6Fa8vL/6sfzy8/O7zyZ/8HO/kP/B2SRacsdFxfPoevHTdNlDeltVUPHj2ST5/yyqcct9dbYhH9hTFASajL2C/KvMqwEaRcu3e/KmvlaM1uT+oxfLH/MGi7vlHxy9ULR2OwSWAzEtthir02Ts7eIAJR/YWwQEenE7OvqFfxvHH/xmMQarN/k7k2oiceXvVKNyOSaKpskQzx4i/vbz+Vv+bHLtceySxUlRzTx6pugru2n1AK3XOkZ1ViEf2F8EBDpdTl3Ob2cDr/YmX769L46vvV2NyqNni5lB0XQaXS02L5PJRPpo7ofArKhgGv3tYqxmfe7gACUf2F/CF2j1Dk5/Tt/rrTd5nE4kbtW2yq78k+KPykFQTn6y0fviGEPgbHK97G6W7/LL/tm9AUo+sMeEL9DZ8ohDnO+mqr/J5+VOtmky7Ka1ac0sul7+mD7E9eohPkj/534IJFOux0VHxVjNytu9AUo+sMcEL9DFSX0//Tyqb2Yt3i73sWVv6XmxLZneX/xZ1rT5EFV7t0yzWdVseWS3/v+4LFN/gJIP7DPBCzTfpCvJ3s71o7zFO7nY/MqbZu/0/I2f/dh8iOJxzEewzjy1Qu6Gab5Vmu8frB3PXT9AnVdnDfKBfUZAoNUuttYAfeaF/P27OCmORdyq/mSaTn6KAVo8xKw8D2WMIZANyHz4ZfqYFVOuHRug5AP7jIBAV8xw0nfy4qvLswnLIwLFHrdyY6w8K2X5EPUB6vydvzhJusj37qW9FefN7NwmIvnAPhO8QC/ZxzZbnsZcnei83LGWt12xj2020gCNZ8vjJmkVxUGLnRug5AP7TPACvewo7zQqT4ZZDtD6eYjT8tSZxlHe0QboPLpTVXJnXt98jasf5Qco+cAeE75ALznPMBmYxabh9VX3J5uGf791nuF4A/Ti+Hp53DkZndPaAZTy/p0YoOQDe0z4Aq1dptK60qXYSCxPMCxWrKidvf3MpDh6sbzS5fxkrAEaT6/9vWJ2djb5KyelNHZugJIP7C8CAi0vlE6vtb5aHYQo7mpefjdr/j4tVrNIH+LGP43TZYOi6OjOSENgdvRsMbNKl9vIJ2E7OEDJB/YXAYHWluopV/tZvsnPJskcorYLLfn9TvN8k/zHxf3lXrhs0bX6ejrOBkNtAaLlmmk9B+gI1dmDfGBvURBoe73Jaq/bNLryz2oHcZOpxPXmjKf88YPf/Ln0xMRszZ+RhkBtCczlJY27OUDJB/YUDYECAAQIAgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCAIFABgIAoVd4tWDn/hD3zXAHoFAYZdAoDAqCBR2CQQKo4JAYZdAoDAqCBR2CQQKo4JAYZdAoDAqCBTE+MEvPX1w8Jd+ufHrU5/5cv7bUqCNmz/+xYPPf+tzBwc//oXxy4WdBoGCFm8d5Px089en/tvs11KgzZsTgf6N9Lcf+w1PRcOugkBBisSMP/Hl+ONfPTj4meLXT/3DOP4/kunl59PfC4EaNycCPXjqC/EPfvmyRwbYHAQKSvzos7khEyWm08ny1/L3QqDmzalAP++zbNhVECgo8b3ShN9Lp5TJTPOpYrfm95/OpqS5QM2bS70CWAaBghJvNU346vLXZNL56bgUqHlzIlAOzoMLECgo0TxNqSbG4sfs/tbNyf8/PX6tsAcgUFCiJdBPN+951fRl6wYAiyBQUIIZKAQFAgUllns3cyf23weKQMEFCBSUWB6F//7T6Q9vLU9P+t5B4yh882YECo5AoKDE8gzPVzc8DxSBggsQKEjxvbVXImW/t69ESm9GoOAIBApaDLwWHoGCCxAoiLFyNaaf/jf5b8ZqTMXNCBQcgUABAAaCQAEABoJAAQAGgkABAAaCQAEABoJAAQAGgkABAAaCQAEABoJAAQAGgkABAAaCQAEABoJAAQAGgkABAAaCQAEABoJAAQAGgkABAAaCQAEABoJAAQAGgkABAAaCQAEABvL/A0ajuu6DWB0+AAAAAElFTkSuQmCC" width="672" /></p>
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<p>Amazing🤩! For some of the features, there’s a noticeable difference
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in the distribution for each color label. For instance, it seems the
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white pumpkins can be found in smaller packages and in some particular
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varieties of pumpkins. The <em>item_size</em> category also seems to
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make a difference in the color distribution. These features may help
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predict the color of a pumpkin.</p>
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<div id="use-a-swarm-plot" class="section level4">
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<h4><strong>Use a swarm plot</strong></h4>
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<p>Color is a binary category (Orange or Not), it’s called
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<code>categorical data</code>. There are other various ways of <a href="https://seaborn.pydata.org/tutorial/categorical.html?highlight=bar">visualizing
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categorical data</a>.</p>
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<p>Try a <code>swarm plot</code> to show the distribution of color with
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respect to the item_size.</p>
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<p>We’ll use the <a href="https://github.com/eclarke/ggbeeswarm">ggbeeswarm package</a>
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which provides methods to create beeswarm-style plots using ggplot2.
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Beeswarm plots are a way of plotting points that would ordinarily
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overlap so that they fall next to each other instead.</p>
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<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create beeswarm plots of color and item_size</span></span>
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<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a>baked_pumpkins <span class="sc">%>%</span> </span>
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<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">color =</span> <span class="fu">factor</span>(color)) <span class="sc">%>%</span> </span>
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<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="at">mapping =</span> <span class="fu">aes</span>(<span class="at">x =</span> color, <span class="at">y =</span> item_size, <span class="at">color =</span> color)) <span class="sc">+</span></span>
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<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_quasirandom</span>() <span class="sc">+</span></span>
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<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_brewer</span>(<span class="at">palette =</span> <span class="st">"Dark2"</span>, <span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>) <span class="sc">+</span></span>
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<span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(<span class="at">legend.position =</span> <span class="st">"none"</span>)</span></code></pre></div>
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<p><img 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" width="672" /></p>
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</div>
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<div id="violin-plot" class="section level4">
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<h4><strong>Violin plot</strong></h4>
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<p>A ‘violin’ type plot is useful as you can easily visualize the way
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that data in the two categories is distributed. <a href="https://en.wikipedia.org/wiki/Violin_plot"><code>Violin plots</code></a>
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are similar to box plots, except that they also show the probability
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density of the data at different values. Violin plots don’t work so well
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with smaller datasets as the distribution is displayed more
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‘smoothly’.</p>
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<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a violin plot of color and item_size</span></span>
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<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>baked_pumpkins <span class="sc">%>%</span></span>
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<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">color =</span> <span class="fu">factor</span>(color)) <span class="sc">%>%</span> </span>
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<span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="at">mapping =</span> <span class="fu">aes</span>(<span class="at">x =</span> color, <span class="at">y =</span> item_size, <span class="at">fill =</span> color)) <span class="sc">+</span></span>
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<span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_violin</span>() <span class="sc">+</span></span>
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<span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_boxplot</span>(<span class="at">color =</span> <span class="st">"black"</span>, <span class="at">fill =</span> <span class="st">"white"</span>, <span class="at">width =</span> <span class="fl">0.02</span>) <span class="sc">+</span></span>
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<span id="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_brewer</span>(<span class="at">palette =</span> <span class="st">"Dark2"</span>, <span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>) <span class="sc">+</span></span>
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<span id="cb10-8"><a href="#cb10-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(<span class="at">legend.position =</span> <span class="st">"none"</span>)</span></code></pre></div>
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<p><img src="data:image/png;base64,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" width="672" /></p>
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<p>Now that we have an idea of the relationship between the binary
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categories of color and the larger group of sizes, let’s explore
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logistic regression to determine a given pumpkin’s likely color.</p>
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</div>
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</div>
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<div id="build-your-model" class="section level2">
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<h2>3. Build your model</h2>
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<blockquote>
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<p><strong>🧮 Show Me The Math</strong></p>
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<p>Remember how <code>linear regression</code> often used
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<code>ordinary least squares</code> to arrive at a value?
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<code>Logistic regression</code> relies on the concept of ‘maximum
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likelihood’ using <a href="https://wikipedia.org/wiki/Sigmoid_function"><code>sigmoid functions</code></a>.
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A Sigmoid Function on a plot looks like an <code>S shape</code>. It
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takes a value and maps it to somewhere between 0 and 1. Its curve is
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also called a ‘logistic curve’. Its formula looks like this:</p>
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<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAaoAAACSCAYAAAAU0Y6CAAAKw2lDQ1BJQ0MgUHJvZmlsZQAASImVlwdUk8kWgOf/00NCSQLSCb1Jly4lhBZAercRkkBCCSEhKNiVRQXXgooIKIouiii4FkDWAohiYRGsKOiCLCrKuliwofJ+4BF23zvvvfPuOffMd+5/586dOXP/cwcAMpotEqXBigCkC7PE4X5e9Ni4eDpuEGCAIiAAW4BjcyQiRmhoEEBkZvy7fLgPoMnxjsVkrH///l9FicuTcACAQhFO5Eo46QifQfQlRyTOAgB1ALHrL8sSTXIbwjQxkiDCPZOcPM0jk5w4xWgw5RMZzkSYBgCexGaLkwEg0RE7PZuTjMQheSJsLeQKhAiLEHbn8NlchE8iPDc9PWOS+xA2SfxLnOS/xUyUxWSzk2U8vZcpwXsLJKI0ds7/eRz/W9LTpDNrGCFK4ov9w5GRgpxZT2pGoIyFicEhMyzgTvlPMV/qHzXDHAkzfoa5bO9A2dy04KAZThL4smRxsliRM8yT+ETMsDgjXLZWkpjJmGG2eHZdaWqUzM7nsWTxc/mRMTOcLYgOnmFJakTgrA9TZhdLw2X584R+XrPr+sr2ni75y34FLNncLH6kv2zv7Nn8eULGbExJrCw3Ls/bZ9YnSuYvyvKSrSVKC5X589L8ZHZJdoRsbhZyIWfnhsrOMIUdEDrDgAkEQAh4IB2wAR34A28AsnjLsyY3wswQ5YgFyfwsOgOpMB6dJeRYzqXbWts4AzBZr9PX4S1/qg4hysCsLQeZ72kDAOwza4tdBUANUqcqCbM2gyGkbJB71bSJIxVnT9umagkDiEAB0IAa0Ab6wARYIP8EB+AKPIEPCAAhIBLEgSWAA/hI3mKwDKwE60A+KATbwW5QCirAIXAUnACnQAM4D1rAVXATdIF7oBf0gyHwCoyCD2AcgiAcRIaokBqkAxlC5pAt5AS5Qz5QEBQOxUEJUDIkhKTQSmgDVAgVQaXQQaga+hk6B7VA16Fu6CE0AA1Db6EvMAomwTRYCzaCrWAnmAEHwpHwYjgZzoRz4Tx4K1wCV8LH4Xq4Bb4J34P74VfwGAqg5FAqKF2UBcoJxUSFoOJRSSgxajWqAFWMqkTVoppQ7ag7qH7UCOozGoumouloC7Qr2h8dheagM9Gr0VvQpeij6Hp0G/oOegA9iv6OIWM0MeYYFwwLE4tJxizD5GOKMVWYs5grmHuYIcwHLBargjXGOmL9sXHYFOwK7BbsPmwdthnbjR3EjuFwODWcOc4NF4Jj47Jw+bi9uOO4S7jbuCHcJ7wcXgdvi/fFx+OF+PX4Yvwx/EX8bfxz/DhBkWBIcCGEELiEHMI2wmFCE+EWYYgwTlQiGhPdiJHEFOI6YgmxlniF2Ed8JycnpyfnLBcmJ5BbK1cid1LumtyA3GcShWRGYpIWkaSkraQjpGbSQ9I7MplsRPYkx5OzyFvJ1eTL5CfkT/JUeUt5ljxXfo18mXy9/G351woEBUMFhsIShVyFYoXTCrcURhQJikaKTEW24mrFMsVzig8Ux5SoSjZKIUrpSluUjildV3pBwVGMKD4ULiWPcohymTJIRVH1qUwqh7qBeph6hTpEw9KMaSxaCq2QdoLWSRtVpijPU45WXq5cpnxBuV8FpWKkwlJJU9mmckrlvsqXOVpzGHN4czbPqZ1ze85HVQ1VT1WeaoFqneo91S9qdDUftVS1HWoNao/V0epm6mHqy9T3q19RH9GgabhqcDQKNE5pPNKENc00wzVXaB7S7NAc09LW8tMSae3Vuqw1oq2i7amdor1L+6L2sA5Vx11HoLNL55LOS7oynUFPo5fQ2+ijupq6/rpS3YO6nbrjesZ6UXrr9er0HusT9Z30k/R36bfqjxroGCwwWGlQY/DIkGDoZMg33GPYbvjRyNgoxmijUYPRC2NVY5ZxrnGNcZ8J2cTDJNOk0uSuKdbUyTTVdJ9plxlsZm/GNyszu2UOmzuYC8z3mXfPxcx1niucWzn3gQXJgmGRbVFjMWCpYhlkud6ywfK1lYFVvNUOq3ar79b21mnWh617bSg2ATbrbZps3tqa2XJsy2zv2pHtfO3W2DXavZlnPo83b/+8Hnuq/QL7jfat9t8cHB3EDrUOw44GjgmO5Y4PnGhOoU5bnK45Y5y9nNc4n3f+7OLgkuVyyuVPVwvXVNdjri/mG8/nzT88f9BNz43tdtCt353unuB+wL3fQ9eD7VHp8dRT35PrWeX5nGHKSGEcZ7z2svYSe531+sh0Ya5iNnujvP28C7w7fSg+UT6lPk989XyTfWt8R/3s/Vb4Nftj/AP9d/g/YGmxOKxq1miAY8CqgLZAUmBEYGng0yCzIHFQ0wJ4QcCCnQv6gg2DhcENISCEFbIz5HGocWhm6C9h2LDQsLKwZ+E24SvD2yOoEUsjjkV8iPSK3BbZG2USJY1qjVaIXhRdHf0xxjumKKY/1ip2VezNOPU4QVxjPC4+Or4qfmyhz8LdC4cW2S/KX3R/sfHi5YuvL1FfkrbkwlKFpeylpxMwCTEJxxK+skPYleyxRFZieeIoh8nZw3nF9eTu4g7z3HhFvOdJbklFSS+S3ZJ3Jg/zPfjF/BEBU1AqeJPin1KR8jE1JPVI6kRaTFpdOj49If2ckCJMFbZlaGcsz+gWmYvyRf2ZLpm7M0fFgeIqCSRZLGnMoiGNUYfURPqDdCDbPbss+9Oy6GWnlystFy7vyDHL2ZzzPNc396cV6BWcFa0rdVeuWzmwirHq4GpodeLq1jX6a/LWDK31W3t0HXFd6rpf11uvL1r/fkPMhqY8rby1eYM/+P1Qky+fL85/sNF1Y8Um9CbBps7Ndpv3bv5ewC24UWhdWFz4dQtny40fbX4s+XFia9LWzm0O2/Zvx24Xbr+/w2PH0SKlotyiwZ0Ldtbvou8q2PV+99Ld14vnFVfsIe6R7ukvCSpp3Guwd/ver6X80ntlXmV15Zrlm8s/7uPuu73fc39thVZFYcWXA4IDPQf9DtZXGlUWH8Ieyj707HD04fafnH6qrlKvKqz6dkR4pP9o+NG2asfq6mOax7bVwDXSmuHji453nfA+0VhrUXuwTqWu8CQ4KT358ueEn++fCjzVetrpdO0ZwzPlZ6lnC+qh+pz60QZ+Q39jXGP3uYBzrU2uTWd/sfzlyHnd82UXlC9su0i8mHdx4lLupbFmUfNIS3LLYOvS1t7LsZfvtoW1dV4JvHLtqu/Vy+2M9kvX3K6dv+5y/dwNpxsNNx1u1nfYd5z91f7Xs50OnfW3HG81djl3NXXP77542+N2yx3vO1fvsu7evBd8r/t+1P2eB4se9Pdwe148THv45lH2o/HetX2YvoLHio+Ln2g+qfzN9Le6fof+CwPeAx1PI572DnIGX/0u+f3rUN4z8rPi5zrPq1/Yvjg/7Dvc9XLhy6FXolfjI/l/KP1R/trk9Zk/Pf/sGI0dHXojfjPxdss7tXdH3s973zoWOvbkQ/qH8Y8Fn9Q+Hf3s9Ln9S8yX5+PLvuK+lnwz/db0PfB730T6xISILWZPtQIoROGkJKTHOAIAOQ4AahcAxIXT/fSUQNNvgCkC/4mne+4pcQDgUDMAMYgGIFq+FgBDRKnIp1BPACKbAWxnJ9N/iiTJznY6FgnpubHoiYl3xQDgegH4pjsxMd4yMfGtFUm2EoDLPtN9/KRgkddNkS0MbFY0R7atBf8i/wCcpg/U/44CFAAAAIplWElmTU0AKgAAAAgABAEaAAUAAAABAAAAPgEbAAUAAAABAAAARgEoAAMAAAABAAIAAIdpAAQAAAABAAAATgAAAAAAAACQAAAAAQAAAJAAAAABAAOShgAHAAAAEgAAAHigAgAEAAAAAQAAAaqgAwAEAAAAAQAAAJIAAAAAQVNDSUkAAABTY3JlZW5zaG90rNNDOwAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAAdZpVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IlhNUCBDb3JlIDUuNC4wIj4KICAgPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4KICAgICAgPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIKICAgICAgICAgICAgeG1sbnM6ZXhpZj0iaHR0cDovL25zLmFkb2JlLmNvbS9leGlmLzEuMC8iPgogICAgICAgICA8ZXhpZjpQaXhlbFhEaW1lbnNpb24+NDI2PC9leGlmOlBpeGVsWERpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6VXNlckNvbW1lbnQ+U2NyZWVuc2hvdDwvZXhpZjpVc2VyQ29tbWVudD4KICAgICAgICAgPGV4aWY6UGl4ZWxZRGltZW5zaW9uPjE0NjwvZXhpZjpQaXhlbFlEaW1lbnNpb24+CiAgICAgIDwvcmRmOkRlc2NyaXB0aW9uPgogICA8L3JkZjpSREY+CjwveDp4bXBtZXRhPgqXS/hfAAAAHGlET1QAAAACAAAAAAAAAEkAAAAoAAAASQAAAEkAAA2REokExwAADV1JREFUeAHsnXlsFUUcx3+AQFKKBAJB5ZCjNKB4C4RLQE7DLVBbAUFEUhC5YwQVCGqgISUphCI3tJwJcgQwigJGEQImgkqUmxAB+cegciriOt9JdvJeeadp+2Z3v5M83h6zu7/5zD6+nZnf/KaCo5IwkQAJkAAJkIClBCpQqCytGZpFAiRAAiSgCVCo+CKQAAmQAAlYTYBCZXX10DgSIAESIAEKFd8BEiABEiABqwlQqKyuHhpHAiRAAiRAoeI7QAIkQAIkYDUBCpXV1UPjSIAESIAEKFR8B0iABEiABKwmQKGyunpoHAmQAAmQAIWK7wAJkAAJkIDVBChUVlcPjSMBEiABEqBQ8R0gARIgARKwmgCFyurqoXEkQAIkQAIUKr4DJEACJEACVhOgUFldPTSOBEiABEiAQsV3gARIgARIwGoCFCqrq4fGkQAJkAAJUKj4DpAACZAACVhNgEJldfXQOBIgARIgAQoV3wESIAESIAGrCVCorK4eGkcCJEACJECh4jtAAiRAAiRgNQEKldXVQ+NIgARIgAQoVHwHSIAESIAErCZAobK6emgcCZAACZAAhYrvAAmQgDUE7t69KxUrVpQKFSokZNO///6r8yaaP6GbMpN1BChU1lUJDSKBYBL49ddfJTs7W9LS0iQ9PV2qVatmtqtUqRIRyunTpwXniouLI57nQX8QoFD5ox5ZChLwNAG0jJYuXSrjxo1LuhyTJk2SBQsWJNwKS/oBvCDlBChUKa8CGkACJAACe/bsEcdx5OrVq3L27FnZsmWLHDt2LAzOsGHDJDMzU+rVqyd169aV++67T+83btw4LB93/EWAQuWv+mRpSMAXBCBYgwcPlq1bt5ryQKTWrl2rx7DMQW4EggCFKhDVzEKSgLcI/PPPP9KwYUPBuJWbCgoKZMKECe4uvwNEgEIVoMpmUUnAKwQuXLggjRo1CjP3p59+khYtWoQd404wCFCoglHPLCUJeIrA5s2btQega3Tt2rV16wpjUkzBI0ChCl6ds8QkYDUBjE/l5ubKsmXLjJ39+/eXbdu20bPPEAnWBoUqWPXN0pKA9QQwPvXII48I5ki5afHixf/Ldd29nt/eJkCh8nb90XoS8B0BuKZnZGSElevcuXNCF/QwJIHaoVAFqrpZWBKwn8CKFSvk9ddfN4Y+9thj8t133+k5U+YgNwJFgEIVqOpmYUnAbgIYnxo1apSsWbPGGDpmzBj56KOPOD5liARvg0IVvDpniUnAWgIISovxqVOnThkbV65cqcXLHOBG4AhQqAJX5SwwCdhL4NKlS1K/fv0wAzl/KgxHIHcoVIGsdhaaBOwksGnTJsnJyTHGcf6UQRHoDQpVoKufhScBewhgfGr8+PFSWFhojOrTp4+eP8WJvgZJIDcoVIGsdhaaBOwjgPGpp556Sn788UdjXH5+vkyZMsXscyOYBChUwax3lpoErCPwyy+/6EC0oYYdPnxYWrduHXoo7jYmDGPF30qVKsXNywzeIECh8kY90UoS8D0BLOExcuRIU84HHnhAEJw22uq+JmPIBkQKwnbr1i05fvw4xSqEjZc3KVRerj3aTgI+IvDGG2+EjU9lZWXJxo0bk1p/av369YJ1q1555RU9FwstKybvE6BQeb8OWQIS8DwBjE+1b99e0NXnpry8PHnrrbfc3bjfWM5+wIABsnPnTvnkk0/khRdeiHsNM3iDAIXKG/VEK0nA1wTOnz8vTZo0CSvjvn37pEuXLmHHYu188cUX0r17d2nVqpUcOHAgqS7DWPfludQToFClvg5oAQkEnoDbZeeCaNq0qfz8889SuXJl91DMb7SmXn31VSkqKpJ33nlHPvjgg5j5edJbBChU3qovWksCviQAkQmN7zd8+HC9X7FixYTKi66+3r1767xffvmldOrUKaHrmMkbBChU3qgnWkkCviWA8anMzEzBUh5uWrRokZ786+7H+v7777+lTp068ueff+puv4MHDzLSeixgHjxHofJgpdFkEvATASyQCKEKTXAtf/TRR0MPRdy+ffu2dsLAMiBI7PaLiMnzBylUMarwzp07Mnv2bHnxxRflmWeeiZGz9E9hPgiePXjwYHnyySdL/wG8IwlYQmDVqlXy2muvGWsQ3w/BaaPNn8J4FH4fhw4d0qv+Imitm+BEAe9BJn8RoFBFqc+//vpLXn75ZT2gu27dOnn66aej5CybwxDJNm3ayNGjR+Xzzz+Xbt26lc2DeFcSKEcCEBh48yGun/uZOnWq/p25ZrRt21beffdd3X0HUUI+JMyJwgRgRLDAmBR+G6EJ61gtX748qXlXoddz214CvhSqGzduyA8//KBdVLE6KFxc4T2U6MDszZs3BYO5W7du1QO62E702tKs6l27dknfvn31LbE+T7NmzUrz9rwXCZQ7gZMnT0rz5s3L5LnJurOXiRG8aZkQ8JVQ4a+v3bt3y7Rp08IWXsNCbAMHDtRdafGiMKMlk5ubK+iOQLcblh1IZcywOXPmyKxZs6RBgwZy5syZqN0hZfJ28KYkUMoEEHAWraXff/89qTujVRUpyoTb2kK4pQ0bNtCJIimqHsqsKto3Sf0InIYNG6KfwJkxY4bz22+/Oao1pPdxTLVQYpZViZQzb948nf/+++93VB94zPzlcVJ1lThKZLVNPXv2dJSHU3k8ls8ggTIhgN8Y3mH3g/c72gd53HOqK95s4x44jm98cE55DpaJvbypHQTQ/+uLhJdVzUrX/6GrpQKc69evm//gIVL4zJ8/P2ZZv/rqK50PeT/88MOYecvz5IkTJxzlfqttmzhxIn+U5QmfzyIBEkg5Ad8IlQpeaURm6NChjoqe7Dz00EPmGMRHRWeOChx/mb300ks6f9euXfVfbFEzp+CECtipbVNjbY4aRE6BBXwkCZAACaSGgC+ECiKTnZ1tREnNpdDdAWpsyhxDK+vq1atRKW/fvt3kVV52UfOl6oRyuzX2qTE464Q0VVz4XBIgAf8T8IUzRcmAlnAnz8nJkYULF8r+/fvl2Wef1WH/H374YdWwujcpoZNBgwbpqMu2Ln2tXkXtAQhnEdVS1FGm69evf29heIQESIAE/EbAD1o8ffp009pQ9eMo13RdLOUFqFse+I6V1H/+5volS5bEyprSc+i6RPnwmTt3LseqUlobfDgJkEB5EfB8i0qBkvfee0+U84P+G6J69eqivP0SjrqMOGNYZA2urenp6dqt/cEHH9T3su0f5emk3dSvXLkijz/+uJ6Zn5aWZpuZtIcESIAESpWA54UKQoNJvVgSAOm5557TkRyihV8pSe+bb76RDh066MP4RuTlVM6bKmlfyX0sBvfpp5/qw3v37pXnn3++ZBbukwAJkIC/CJRX062snqNaF6Y7TNWMM2HChKQeVVBQYK6HZ53tKbSbU62548Tr1rS9PLSPBEiABOIR8FyLShVIx/5CFAqENfr666+lc+fO5q8H5aYuWVlZ4p7HiWjhj9CVhigUK1eu1Ndv3rxZX2tuluQGnDLQwkOrDC07hG0qufAbnqlc5+X777/XK5rWrVs3qRYcltnu16+ftkxNABaEWYoXbSPJYjA7CZAACVhFwFNCBfEZMWKEDkwJwXJDqkCs3NSxY0d303zPnDkzYlBXiEbr1q1NcEuIB8Z+kk24D0Iu7dmzR3+uXbsmGCtDINkhQ4aImp+lbT127Jjk5+fLxx9/LFieAGny5MmiomEkHBoJoWdq1qxpTMR+jRo1zD43SIAESMBvBDwlVCqkiqAFkmycMERZjrRUhppXJbVq1TJ1ioXXIDDJJNg0evRoKS4u1uNF9erV05djCQLE5oOzAyI9q5BMMmzYMLl8+bKoLkbB0gSHDx/W+4hDiNZcydZXJDsg1ojkDlFF2rFjh2lhRcrPYyRAAiTgdQKeEirA/uyzz3TrBF1saFEpN21RoY90PSDS+NixY3VXWmjXX48ePSLWE5wS4JyABAG8ePFiUt1oaEkhcC3EAsFrMRfL7Yb79ttvdWsN91bxB7VH4R9//CHbtm3T87rQCkTwXORDQrDOli1b6u14/6Cc6PJDevvttzWDeNckch5dl+WZwMptFZfnc/ksEiABjxGIN4hl83lEpGjRooVxhlDjTUnNLVLLeJhrVRdgUtEelFA6W7Zs0dePGTPmnufi/BNPPGHur14LJy8vT+NEXMImTZqEnUPkiUST6v4017755pul4lChRNdRLT5zX9hb1h+1LEOiRWY+EiCBABPwXIsq9O8AdLtVrVrVHHr//ff1EgLmQJyNoqIiPeaFbL169dJLhERzvCh5K7S+4MSBNaLg4OC2pNx8aG1lZGTo8TQcQ1QMdAUiH7oF27Vr52YVLFGABeESdalHSwxjXUhYGXXZsmVRHUbMQ+JsoIWKsTyskJpsUr+fpFtGuEZ5XIoKbZXs45ifBEggaAS8LNJHjhwJ+6tfjfMkXBzVNegUFhaa65WnYMItE1yL1pF6V5zVq1dHfKZafNHcG/nQWnETYg5mZmaa80pgk2rNISoF7omPChWV1LWuDZG+0ar6P5/QJRhiXY9WZugnkg08RgIkQAIlCfwHAAD//1kwolMAABiuSURBVO2dB5AURRfHG0UELTAAiiJqKYqimCWY0NIyYg4oFiWigJgwYA6HlqG0xIgBUTFDqZhQMQulYiEqgopgBjGgYMAc53u/9uuhd293dnZvd2f27nXV3s1Op9f/3un/dPd7r5sFEkyNhttuu80MGjQolH7WrFmmW7du4feoC5o9cuRIc8YZZ9hklHPrrbdGZcmIO/jgg82iRYvMSy+9ZJZZZpmMOL4sXLjQdOjQIbw/evRoM3jw4PD7jBkzzIQJE0yPHj3MHnvsYVq0aBHGFbq4/fbbzbHHHmuT7b///uahhx4yzZs3L5StUcdPnz7d/PPPP426jdo4RaAxItCzZ8/CzYKoajH89ddfwcknnwzJhp/ffvstdlP+/fffYMSIEWHe008/PXZeEsqgGPz9999584wfPz4sGxk//PDDvGmLjXjkkUfCsnfbbbcALJp6eP3110NM/N+EXi99PhQLxSJtv4G2bdvGGrpMrFQpTMTgvMsuu4SD05ZbbmnJI66oEM2ll14a5h8+fHjcrAXTUfYJJ5wQlr3JJpsUzFNMAiWq+mgpUekgnLZBWOUp/JuMS1TNeOQF0JoLf/75p1ljjTXMd999Z2UfOHCgYUmsmDBmzJhwOY5lOZbnyhFkpmW6d+9uWN4jCGmZUaNGlaNoW8Ydd9xhjjnmGHutS3//wcrS35w5c8qGsRakCCgC1UGgf//+hSuq/25aG3fmzp0bzliklYEQQdGC+zOTww8/PGA5sBwh++3+zjvvLGq2V0iGK664Imz7EUccUbalP9pfzU+hdmq8IqAIKAIgULMzqgceeMD07ds3ZOLXXnvNxNqUC3MYM3XqVLP99tvbO/vss4+ZOHGiadasmZeitMtrr73WnHrqqWHm2bNnm4033jj87l8IMdg6i6n3rLPOMldeeaUtBqWKW265xSy77LJ+sUVfy2/B3HvvvVWbldDuuro607Jly6Jl1QyKgCLQxBCoRb5mD+jcc88NZxXSZYEsBRbdFBQcyMtnp512KmrW88cffwRLliwJRNMw4NoF9s4OOeSQsNzWrVu7qHr/p02bFvTu3Ts477zz6sVF3ZBlv7B8FEqYBTU0gN+BBx4YlutwqeT/e+65p6Fia35FQBFoAgjUpDIF2nb77rtvOKiiSBGlgZevHyEaNxB36tQp9hIaRHnSSScF6667rs0PcTii5H/Hjh3DciHAfNqIKHBQ/8yZM/OJmPP+AQccEJZ/9tln50xTyk0I9/fff6/aBxw1KAKKgCJQCIGaJCrIAGJxJHPccccVamfOeAbmrl27huX8+uuvOdNl3xQliUDsnsJ8yOGIcvLkyRn3mS3lKveXX34JunTpEsjSoyWG7DryfWdwh/xc28eNG5cvqd5XBBQBRaDmEViwYEFQk0T1xRdfhAM1A/Zdd91VUmewTCfagmFZ77zzTqxyZH8ozEP9LJlBVJTnL8sR9/TTT9crE6J19Ra77Ecdsq8T1l9O+6x6guoNRUARUAQSRIAXcxTlapKonnzyyXCghgzYJyolsLdz0003hWU9+OCDsYp57rnnwjyi0h4a81599dX2/kEHHRTGi5JGxh6SqFAH4gXDxg8ZMiScicWqWBJNmTIlLLtz584BMzMNioAioAg0RgSYAOy44461SVS+oS77RG5/qJSOeuWVV8KBXzT1YhXBkmGvXr1sPjxaoBTA8iOkKa6Vgp9//tkqSPCdj2jmBZAb/9u1a2fvDRgwIPaemC/UZZddZvNTLir1us/jo6PXioAi0JgQYHyzinO11igY1lekOOywwzK07optD/tHjjxwRxR34H/44YeDrbbaKiSNVVddNRg6dGi43wR5ov0nRslhmpVXXjno06dP8NRTT5VEUrTN1yi85pprim2uplcEFAFFoKYQYLuj5uyoRGjTvn178+OPP8qkwpgbb7zRHH/88fa6lD9CTEaIz0yaNMmsttpq5vPPP4/tIBZZPvvsMzNv3jyz3Xbb2Xy+c1hshYRYzfz5883ixYutw1zspVq1alWKqNbpKvZYsi9lMcDzhWgYllSWZlIEFIGlCLz11lv2+d10002X3tSrggg8++yzZtddd22wHWfBimqBWv1ZTrbXB/Z8GhrE+3g46xGj14YWV7H8KGZIh9qPuHzKq/ZeMQG0YEWgESKAVhlbCHfffXcjbF3lmsS4vN9++wV77bVXyStEcaVL9YxKls+MuDkyP/zwgxEHtGbDDTc0vtcHsScyogDR4CMumBmJ5p4RJQ0jihC2zFxHdxRk/QonOProo424Y7K1PPPMM2b33XevcI1avCKQPgRYBXlJjteRQc6IMpF5//33jSzfZxz5E0dq8jPGyLK9ufzyy40Yz8fJpmk8BPCvyTFFsg1SlrHYKzrzMi6jVTsdKuhbb711OINwygcoEEgL7Eecs5ZFLLT/0Phz5aJgkbbwwQcfBCuuuKKVEYUNFDo0KAJNEYHzzz8/fFbdM8u9YgP7yJtttlnA6gTXGkpDgFUo+gFTG3/1q7TScudKpXo6xHHKKadk/BjXXHNN+2OSWZW9z1Rd9qlyt6qEuwz8qJIDeL9+/TJUyksoruxZ3NlZsgcWpJFIy95gLVARyIMA9o6yohDIQafhGCG+P/Okzn2bDfphw4YFbdq0CTDg11A6AozXaD8zdqJkVomQSqJCs2+HHXYIf4QAwPlOr776angPD+IAVM7g71Vhq5WWwNseZ1qBw2mnnVbx9eC0tFvlUASiEPBNNb799tuopPXi3H6vOHgu+zhSr7ImcAPiZ/LAyz7jd7lDKomK6aMcM28HZpb/vv/+++C9994LZC3U3sPXHcCUOwAw01cIgU3CfD76yl1vVHlggX0XMolmYSDag1HJNa4EBMr9wlOCCJqlSAR4LtzBqbzEFTM4khazFp6puN5oihSvySXnGZI9dItpuWdV9HUqiYpeZinu0EMPtQ3nB+U+EEkl92ewq5LDCG19eJoApCQDxsS0HVsvZpQayocAfYunD2bvomZbvoK1pIojwEukGxMwpC/mZQO3YyussELQo0ePxJ/vigNVxQruv/9+2yd77713WScSTEpSS1Tgy5IX+zFiJ2XZmoMOKzGTyu5LyGq99dYLlltuuSDJJUBmkWuvvbbtfD0SI7uXSv8OQeEl/oYbbggw1GbAY89DQ+0g8Nhjj4VEVaxSFYby9PmZZ55ZOw2uAUmZqTqFr48++qisEqeaqFxLeVsq5o3J5WvIfwayddZZJxAD20Q2WyFk54EDkqp2+xuCXZryghtYfvrpp3bWJIdMBhdccEGG13wlqjT1WDxZOGbHzajE6D4jE33OoJlrNYT7nIpNXmwy4wZXZq4XZeqh3KSfUWTj5T673VGyx21/nHTUg0Yy2D7++ONxssROk2o7KmlwokE63Vx00UWme/fuRpYDqyqL+Aa0tiKy/m5EC7EsJw9XtQEpqUxeOHJ6AllppZVC7yaImga7NHlqrScTTmtOox1fSrrUyIBoxNemEaIx2267reF0b3fCtWwLWHtIcVNmZOA2YoxqxKQlFJ172GOK8oW1z/Q9yYSJvAv65IUXXrBl4oWmQ4cORpykGtnjsn1UV1dn5CXIyCqMtWvkxO1CZXrFl+VSiMnIrNK88cYb9oRucQVn7ZpoO1idc845FivZ77djmWyphHiVRQCvEOzRxDeftUvjJPJiTi73iql/GZvSNKEiUIMIsJchD4vd4xP3OHb/EY/58vCGb+TyVKRi6c9poiGbhvwI0KdCTLb/ODiUN3nC22+/bVdA8Lb96KOP2uMhOMmA2Y4Lc+fOtflYLfHvu3j/P+Wyd8nvA6Uulhj79+9vv+OEesyYMfZcPGwwr7vuOuvXkyOAnDx+WZW6pg3uaKE999zTystBssiMpw1mOMTTjiOPPNLeL1ZDshjZwYS6+/btW29mV0w52WlrYukvW2j9rgjERYBBg4GNJRE+LI9wz2l38lDxScMeFTIgC7JpyI+AzHAsTmA1ceJEm1B89VmSYlmX/pZVEJumdevWGYTEkhT5ttlmm4ID6VdffWXTjh07NkzLsprvaBoH0+I5xypmUC4ffmfVCMiCmQ51+raVOAdwsvTu3du2f/z48QFOsbmfzzia54Iy+ZRKtm7vcPPNNy+rPoESVTV+UVpHqhBQokpVdxQtzMUXX2wH3OWXXz5YsmRJOJPi+B+Cf14cJh28nBDodw5ZZbBm9hE1GDNT4UDU7BMVGMRxPkAZnGTAdzfr4h4zGFefrbSCf/Des9ZaawXDhw/PqIWZJbLwYYZH8E8Fh3izAzKTFg1YNIyZhUHqURhll8H3qVOn2nohxXISthJVLrT1XqNGQImqst0LvuX45JISYnAHkzJbuO+++6yquZyiECZnaQvCIN636UEmND0ZwFnC43u+4Ab7559/PiMJg68jAcxXCF9//bV1SAAZkC87lAOLXLJSPzMXtJT94A5wRc6XX37ZRkGm4IYSSjaR8h3SxT0dM1Sc9MpeUyD7uHamlqtuvz7/GtV/h88333zjRzXoWpUpBFUNTQsBeWKMLBEZeQMPG54GZQoZTKyDT1n6M5dcckkoWy1dgK3sT5iFCxc2WGzZZzKrrLJKRjlCVGaDDTawCgw777yzVWKgL8UjQsbGvQyu9RRSkI0+J714eDEjR47MKNv/QlrqQknDVwgQkxHjjgJxyhzkoz5CthJMOfHAQTcOdF1APmTz60QOFD0mTJhgjwAS0nHJrYx+WiJIjzNejkuSGZQ98sjdB1PZNzVC1vYoj7CgiAuOX5LZlE0xffp0I0usEanjRylRxcdKUzYSBBg8lKjid6Ysg1kNOgY5NzDm02yTt3MjfikzBs/4NS1NSR/ViUad2DIuvSlX4knCiCPZjHt8wXv3VVddZU9ZqBf5/xuU6YhKvL0YmXnkS5r3/qhRo4zMSkzbtm3NokWL8qZzEZDJhRdeWDE8XD3uP/V16dLFfPzxx0ZmlUZ8IEbWTd+KrabhnDs0jX0iE+9A1iO9KI4YUUDKIGxXX/Z/n6hkNmdkKTE7SWnfpfM0KAJNCgF5i0ylMoXT+kuDMoUMeAHLOBwDLirgdi+kRYsWVsuN84dwcVZJDzH5fpByzE24tMSy1uzZs0PXPTICWhu5fHm575b+0IDjd1BMYImMvS3qwacdGKUtCEGF+LilySgZWRqlPUcddVS9ZHJ8io3r2bNnhkJKvYTeDV+RY9asWV5Mwy51j6ph+GnuGkQgrUSVFq0/FBQgKKc0wEDGYCWz0AD3OE7rDWUDlA6qFei3E0880Q6eYs8UEiUyOA8u7BM5mfifvR+DyjbtkbPcYhGVT2bsBZGXD5pzaBf6AeJydfv3K3mNfL6M7Nk5GXnR8APpfDyQ1+FJ32YH2uLK8vNlp/O/o33o8shp6X5Ug66VqBoEn2auRQR4YFU9vX7PMUOaP3++PbHVDTb40WPW4gZD/uO1xcXj361agYGza9eutm78cfozGqfVxn83qDLrk32sUHbkdOrp2Br5+bPb8OWXXwZySKtVumDwJ2Cb5drNtR/Abosttghuvvlm/3ZFrydPnmwVJDgSCWxoD+7mkLFbt24hkTshnOsoR6akZ2ZI+kJEhap+nCB7YyFGP/30U5wssdIoUcWCSRM1JgRyERX2MEmHJGdUDO4s1bC85wbjN998My8kzlO2KH1kEEHeDGWImDlzZigbRtsuMOA6onJLcvRxnz59gnHjxmXIhw862texY8e8sx/Kc4M6aZ3dEZpwDhsMh/0waNAgSxLkrUaAGN1pEsiEdiIaieuvv76VEa1GXihc+OSTT+yyLUun7qUDwsJFHPkLEdW7777rior8D1FTHgbV5cRCiSoSdo1sjAjkIipIIumQJFHhL88NwvyHuKMGGuyLSAcRVCs4rwfU6+9/ICczP+6L4oIVh/0VHEvLUfUZ4jHAd+7c2RIy17kC5Tnio0xmYTiI5rwlvvOZN29emJUBn3uoqVcr+GryqJYjgztpF1kGDhwYikJ7hg4dau/5tk3kadWqlZU9F1GBnWsvs7c4QVzO2TyF1P/jlOWnUaLy0dDrJoGAElVmNzNg417KDUoMfP7beGbqIJg2bZo9GZf0DODVCPQZMxvqhGjc8p6rW7TxbBwEOnr0aLtnhdeGbLLlO7MfysEwOF/AkwNpmIGwvMnsBbdJ7N1xn4GdWYyTifsM/NUKtB+7KJY2mb24QyRpuzt0lqVLluIgDfYbs/sUebGVcu3Jlp09JuL4xHHgSx+5M8Kou5xBiaqcaGpZNYFAtYiKQbGYj9P6Y9ArJh9paVMpgbzuGHE3KF1//fU5i2JgY9B2R6PkMh7NmbEMNx1RUbfYP+UskRO6Wfpr3759MGTIkLzEwWBOWzktO1+grZAQJMAg79rKffqHGRf1DBgwwBoVc7/aAWUJDnjFC4So51vypD+5zwwTQuc+7cgmKWQlLbNOsMg1o3JGz8SzdFgocMCt+w2V++w8taMSZDU0LQTkgau4HdWcOXOMDJZFAYtc2J7IIFhUPhKLurUZPHhw0flkucqIFl9GPjyPy8BmRPvPepjHNkaW0qwXcfE2YNPKrMsIadWzc8ooqAJfhLAybH2yq5DB19r7YO/lG+r66bAxwpM49kbi8ievJ3H6g/pcWX551ENc0p7ukcHJ4cvn7tNubKN8+yiHBWlEm9NgmCtEZcQ1lYuy/8WnosETO4HfQJs2bex1vj94cBfXS9bgW5Yhy+tFvhBLarwi0NgQkAe04lp/Y8eODd8u5cGu+PWwYcNKmlWx9xBHPpQsUFGvq6sL5DiJvLOVWvitMJMQUrftbspH0fMcsJxJ/7M8mB1Y2iQOTctCM0bKogzSO0fB2eU15Lsu/TUEPc1bkwhUg6gYDNn7KebzxBNP2AedoyuKyUfa7D2buB3jKygwyKC2j1HspEmTApYiUfBgGQdVY+qgXY0hvPjiixZrOTOpJIJvDBjQBk5Np997i19Engs/uN8Gx84U6neUNFgmZem11N+iX3f2tRJVNiL6vdEjUA2iKgXEamv9MfjgeZuByn3Yv2kKgbZjiyXLWYmc4J0WjMUNVCAHSdr+l6W+UCyeEY5C4XeB1mNUIC37faT1nQBH5Sk2TomqWMQ0fc0joET1XxcyWDuXQI6oOKahqQS8rKNMgBagr7bdVNrv2skSX8uWLe2yLooYzIgwluY34YyJXdpc/51aPEt/hWZeufLHuadEFQclTdOoEFCi+q87GVTw8eZIiv8YxDalgCEr7eaE3koNsrWAJ2rsvXr1slg4d1Rogxbam8JejfSo7xdK2xAclKgagp7mrUkElKiWdpvvbYEBO9tAdmnK+lcN2RurX1oyd/gtOKUBzmxqygGiYTbl/hcibtKhHt+vX7+Kz0iVqJryL7OJtl2JamnHY3vkz6jw6xcnQFLsYWT73IuTN41psBnyvV2kUcY0yoQT2kKEVg65lajKgaKWUVMI5CIqNNySDtVWpqC9eADHKNSRFZ4YogLYzZgxI3QOi5ZgNQaqKJk0rvEjoETV+Pu4ybeQt38s8/kwMKN67Y4zdwM03gbwHM7SF+nd/2qClwRR0T5cCTkcnN+47HZDRvi3g5g45mP11VcPODKjKSshZGOk3yuHgHqmkCdUQ+NFQNbcjRirltRAsWcysodTUt5SMiV1FL2QjcGTAF4FCHjGwPPERhttZETZwJ6qyxHsfITArbcCTsrlmPFcHg9KabvmUQSiEFCiikJH42oeAZ+o2rVrZzp16mRat24dtkveATNc7XC8+IIFC6z7IDF0NOLsM0xb6YukiIp2gZOczmrEL5zBhRLklR1kFmrksERLYqLOnB2t3xWBiiGgRFUxaLXgtCAgS3lWFPyyZQdZ0srp6032YqyvsmrOGJIkKocLhLV48WIzZcoUg088cWxqfeIxu2revHlOrFxe/a8IVAoBJapKIavlKgJFIpAGoipSZE2uCFQFASWqqsCslSgChRFwRCWKHYY9IA2KgCLwHwJKVPpLUARSggDLbiNGjLDHg4i1f0qkUjEUgeQRUKJKvg9UAkVAEVAEFIEIBJSoIsDRKEVAEVAEFIHkEVCiSr4PVAJFQBFQBBSBCASUqCLA0ShFQBFQBBSB5BFQokq+D1QCRUARUAQUgQgElKgiwNEoRUARUAQUgeQRUKJKvg9UAkVAEVAEFIEIBJSoIsDRKEVAEVAEFIHkEVCiSr4PVAJFQBFQBBSBCASUqCLA0ShFQBFQBBSB5BFQokq+D1QCRUARUAQUgQgElKgiwNEoRUARUAQUgeQRUKJKvg9UAkVAEVAEFIEIBJSoIsDRKEVAEVAEFIHkEVCiSr4PVAJFQBFQBBSBCASUqCLA0ShFQBFQBBSB5BFQokq+D1QCRUARUAQUgQgElKgiwNEoRUARUAQUgeQRUKJKvg9UAkVAEVAEFIEIBJSoIsDRKEVAEVAEFIHkEfgfm3YPx/6SjSoAAAAASUVORK5CYII=" /></p>
|
|
|
<p>where the sigmoid’s midpoint finds itself at x’s 0 point, L is the
|
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|
curve’s maximum value, and k is the curve’s steepness. If the outcome of
|
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|
the function is more than 0.5, the label in question will be given the
|
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|
class 1 of the binary choice. If not, it will be classified as 0.</p>
|
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|
</blockquote>
|
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|
<p>Let’s begin by splitting the data into <code>training</code> and
|
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|
<code>test</code> sets. The training set is used to train a classifier
|
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so that it finds a statistical relationship between the features and the
|
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|
label value.</p>
|
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|
<p>It is best practice to hold out some of your data for
|
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|
<strong>testing</strong> in order to get a better estimate of how your
|
|
|
models will perform on new data by comparing the predicted labels with
|
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|
the already known labels in the test set. <a href="https://rsample.tidymodels.org/">rsample</a>, a package in
|
|
|
Tidymodels, provides infrastructure for efficient data splitting and
|
|
|
resampling:</p>
|
|
|
<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Split data into 80% for training and 20% for testing</span></span>
|
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|
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a><span class="fu">set.seed</span>(<span class="dv">2056</span>)</span>
|
|
|
<span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a>pumpkins_split <span class="ot"><-</span> pumpkins_select <span class="sc">%>%</span> </span>
|
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|
<span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">initial_split</span>(<span class="at">prop =</span> <span class="fl">0.8</span>)</span>
|
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<span id="cb11-5"><a href="#cb11-5" aria-hidden="true" tabindex="-1"></a></span>
|
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|
<span id="cb11-6"><a href="#cb11-6" aria-hidden="true" tabindex="-1"></a><span class="co"># Extract the data in each split</span></span>
|
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|
<span id="cb11-7"><a href="#cb11-7" aria-hidden="true" tabindex="-1"></a>pumpkins_train <span class="ot"><-</span> <span class="fu">training</span>(pumpkins_split)</span>
|
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|
<span id="cb11-8"><a href="#cb11-8" aria-hidden="true" tabindex="-1"></a>pumpkins_test <span class="ot"><-</span> <span class="fu">testing</span>(pumpkins_split)</span>
|
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|
<span id="cb11-9"><a href="#cb11-9" aria-hidden="true" tabindex="-1"></a></span>
|
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|
<span id="cb11-10"><a href="#cb11-10" aria-hidden="true" tabindex="-1"></a><span class="co"># Print out the first 5 rows of the training set</span></span>
|
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|
<span id="cb11-11"><a href="#cb11-11" aria-hidden="true" tabindex="-1"></a>pumpkins_train <span class="sc">%>%</span> </span>
|
|
|
<span id="cb11-12"><a href="#cb11-12" aria-hidden="true" tabindex="-1"></a> <span class="fu">slice_head</span>(<span class="at">n =</span> <span class="dv">5</span>)</span></code></pre></div>
|
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<div data-pagedtable="false">
|
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|
<script data-pagedtable-source type="application/json">
|
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|
{"columns":[{"label":["city_name"],"name":[1],"type":["chr"],"align":["left"]},{"label":["package"],"name":[2],"type":["chr"],"align":["left"]},{"label":["variety"],"name":[3],"type":["chr"],"align":["left"]},{"label":["origin"],"name":[4],"type":["chr"],"align":["left"]},{"label":["item_size"],"name":[5],"type":["chr"],"align":["left"]},{"label":["color"],"name":[6],"type":["fct"],"align":["left"]}],"data":[{"1":"BOSTON","2":"36 inch bins","3":"HOWDEN TYPE","4":"PENNSYLVANIA","5":"lge","6":"ORANGE"},{"1":"CHICAGO","2":"24 inch bins","3":"HOWDEN TYPE","4":"CANADA","5":"lge","6":"ORANGE"},{"1":"DALLAS","2":"24 inch bins","3":"HOWDEN TYPE","4":"TEXAS","5":"sml","6":"ORANGE"},{"1":"BALTIMORE","2":"1/2 bushel cartons","3":"MINIATURE","4":"MARYLAND","5":"sml","6":"WHITE"},{"1":"BOSTON","2":"36 inch bins","3":"HOWDEN TYPE","4":"CANADA","5":"xlge","6":"ORANGE"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
|
|
|
</script>
|
|
|
</div>
|
|
|
<p>🙌 We are now ready to train a model by fitting the training features
|
|
|
to the training label (color).</p>
|
|
|
<p>We’ll begin by creating a recipe that specifies the preprocessing
|
|
|
steps that should be carried out on our data to get it ready for
|
|
|
modelling i.e: encoding categorical variables into a set of
|
|
|
integers.</p>
|
|
|
<p>There are quite a number of ways to specify a logistic regression
|
|
|
model in Tidymodels. See <code>?logistic_reg()</code> For now, we’ll
|
|
|
specify a logistic regression model via the default
|
|
|
<code>stats::glm()</code> engine.</p>
|
|
|
<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a recipe that specifies preprocessing steps for modelling</span></span>
|
|
|
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>pumpkins_recipe <span class="ot"><-</span> <span class="fu">recipe</span>(color <span class="sc">~</span> ., <span class="at">data =</span> pumpkins_train) <span class="sc">%>%</span> </span>
|
|
|
<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">step_integer</span>(<span class="fu">all_predictors</span>(), <span class="at">zero_based =</span> <span class="cn">TRUE</span>)</span>
|
|
|
<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a></span>
|
|
|
<span id="cb12-5"><a href="#cb12-5" aria-hidden="true" tabindex="-1"></a></span>
|
|
|
<span id="cb12-6"><a href="#cb12-6" aria-hidden="true" tabindex="-1"></a><span class="co"># Create a logistic model specification</span></span>
|
|
|
<span id="cb12-7"><a href="#cb12-7" aria-hidden="true" tabindex="-1"></a>log_reg <span class="ot"><-</span> <span class="fu">logistic_reg</span>() <span class="sc">%>%</span> </span>
|
|
|
<span id="cb12-8"><a href="#cb12-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">set_engine</span>(<span class="st">"glm"</span>) <span class="sc">%>%</span> </span>
|
|
|
<span id="cb12-9"><a href="#cb12-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">set_mode</span>(<span class="st">"classification"</span>)</span></code></pre></div>
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<p>Now that we have a recipe and a model specification, we need to find
|
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|
a way of bundling them together into an object that will first
|
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|
preprocess the data (prep+bake behind the scenes), fit the model on the
|
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|
preprocessed data and also allow for potential post-processing
|
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|
activities.</p>
|
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|
<p>In Tidymodels, this convenient object is called a <a href="https://workflows.tidymodels.org/"><code>workflow</code></a> and
|
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|
conveniently holds your modeling components.</p>
|
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|
<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Bundle modelling components in a workflow</span></span>
|
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<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a>log_reg_wf <span class="ot"><-</span> <span class="fu">workflow</span>() <span class="sc">%>%</span> </span>
|
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<span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">add_recipe</span>(pumpkins_recipe) <span class="sc">%>%</span> </span>
|
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|
<span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">add_model</span>(log_reg)</span>
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<span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb13-6"><a href="#cb13-6" aria-hidden="true" tabindex="-1"></a><span class="co"># Print out the workflow</span></span>
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<span id="cb13-7"><a href="#cb13-7" aria-hidden="true" tabindex="-1"></a>log_reg_wf</span></code></pre></div>
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<pre><code>## == Workflow ====================================================================
|
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## Preprocessor: Recipe
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|
## Model: logistic_reg()
|
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|
##
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|
## -- Preprocessor ----------------------------------------------------------------
|
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## 1 Recipe Step
|
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|
##
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## * step_integer()
|
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|
##
|
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|
## -- Model -----------------------------------------------------------------------
|
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|
## Logistic Regression Model Specification (classification)
|
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|
##
|
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## Computational engine: glm</code></pre>
|
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<p>After a workflow has been <em>specified</em>, a model can be
|
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|
<code>trained</code> using the <a href="https://tidymodels.github.io/parsnip/reference/fit.html"><code>fit()</code></a>
|
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function. The workflow will estimate a recipe and preprocess the data
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before training, so we won’t have to manually do that using prep and
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|
bake.</p>
|
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<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Train the model</span></span>
|
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<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a>wf_fit <span class="ot"><-</span> log_reg_wf <span class="sc">%>%</span> </span>
|
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|
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">fit</span>(<span class="at">data =</span> pumpkins_train)</span>
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<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a></span>
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|
<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a><span class="co"># Print the trained workflow</span></span>
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|
<span id="cb15-6"><a href="#cb15-6" aria-hidden="true" tabindex="-1"></a>wf_fit</span></code></pre></div>
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|
<pre><code>## == Workflow [trained] ==========================================================
|
|
|
## Preprocessor: Recipe
|
|
|
## Model: logistic_reg()
|
|
|
##
|
|
|
## -- Preprocessor ----------------------------------------------------------------
|
|
|
## 1 Recipe Step
|
|
|
##
|
|
|
## * step_integer()
|
|
|
##
|
|
|
## -- Model -----------------------------------------------------------------------
|
|
|
##
|
|
|
## Call: stats::glm(formula = ..y ~ ., family = stats::binomial, data = data)
|
|
|
##
|
|
|
## Coefficients:
|
|
|
## (Intercept) city_name package variety origin item_size
|
|
|
## -0.52170 -0.01957 -0.58802 -0.07160 0.06825 0.14516
|
|
|
##
|
|
|
## Degrees of Freedom: 791 Total (i.e. Null); 786 Residual
|
|
|
## Null Deviance: 700.7
|
|
|
## Residual Deviance: 645.3 AIC: 657.3</code></pre>
|
|
|
<p>The model print out shows the coefficients learned during
|
|
|
training.</p>
|
|
|
<p>Now we’ve trained the model using the training data, we can make
|
|
|
predictions on the test data using <a href="https://parsnip.tidymodels.org/reference/predict.model_fit.html">parsnip::predict()</a>.
|
|
|
Let’s start by using the model to predict labels for our test set and
|
|
|
the probabilities for each label. When the probability is more than 0.5,
|
|
|
the predict class is <code>ORANGE</code> else <code>WHITE</code>.</p>
|
|
|
<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Make predictions for color and corresponding probabilities</span></span>
|
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|
<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a>results <span class="ot"><-</span> pumpkins_test <span class="sc">%>%</span> <span class="fu">select</span>(color) <span class="sc">%>%</span> </span>
|
|
|
<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">bind_cols</span>(wf_fit <span class="sc">%>%</span> </span>
|
|
|
<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">predict</span>(<span class="at">new_data =</span> pumpkins_test)) <span class="sc">%>%</span></span>
|
|
|
<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">bind_cols</span>(wf_fit <span class="sc">%>%</span></span>
|
|
|
<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">predict</span>(<span class="at">new_data =</span> pumpkins_test, <span class="at">type =</span> <span class="st">"prob"</span>))</span>
|
|
|
<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a></span>
|
|
|
<span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a><span class="co"># Compare predictions</span></span>
|
|
|
<span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a>results <span class="sc">%>%</span> </span>
|
|
|
<span id="cb17-10"><a href="#cb17-10" aria-hidden="true" tabindex="-1"></a> <span class="fu">slice_head</span>(<span class="at">n =</span> <span class="dv">10</span>)</span></code></pre></div>
|
|
|
<div data-pagedtable="false">
|
|
|
<script data-pagedtable-source type="application/json">
|
|
|
{"columns":[{"label":["color"],"name":[1],"type":["fct"],"align":["left"]},{"label":[".pred_class"],"name":[2],"type":["fct"],"align":["left"]},{"label":[".pred_ORANGE"],"name":[3],"type":["dbl"],"align":["right"]},{"label":[".pred_WHITE"],"name":[4],"type":["dbl"],"align":["right"]}],"data":[{"1":"ORANGE","2":"ORANGE","3":"0.8756084","4":"0.12439163"},{"1":"ORANGE","2":"ORANGE","3":"0.9170554","4":"0.08294458"},{"1":"ORANGE","2":"ORANGE","3":"0.8810207","4":"0.11897928"},{"1":"ORANGE","2":"ORANGE","3":"0.9170554","4":"0.08294458"},{"1":"ORANGE","2":"ORANGE","3":"0.9274496","4":"0.07255040"},{"1":"ORANGE","2":"ORANGE","3":"0.9170554","4":"0.08294458"},{"1":"ORANGE","2":"ORANGE","3":"0.9274496","4":"0.07255040"},{"1":"ORANGE","2":"ORANGE","3":"0.6162916","4":"0.38370839"},{"1":"ORANGE","2":"ORANGE","3":"0.7294871","4":"0.27051286"},{"1":"ORANGE","2":"ORANGE","3":"0.8594899","4":"0.14051009"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
|
|
|
</script>
|
|
|
</div>
|
|
|
<p>Very nice! This provides some more insights into how logistic
|
|
|
regression works.</p>
|
|
|
<p>Comparing each prediction with its corresponding “ground truth”
|
|
|
actual value isn’t a very efficient way to determine how well the model
|
|
|
is predicting. Fortunately, Tidymodels has a few more tricks up its
|
|
|
sleeve: <a href="https://yardstick.tidymodels.org/"><code>yardstick</code></a> - a
|
|
|
package used to measure the effectiveness of models using performance
|
|
|
metrics.</p>
|
|
|
<p>One performance metric associated with classification problems is the
|
|
|
<a href="https://wikipedia.org/wiki/Confusion_matrix"><code>confusion matrix</code></a>.
|
|
|
A confusion matrix describes how well a classification model performs. A
|
|
|
confusion matrix tabulates how many examples in each class were
|
|
|
correctly classified by a model. In our case, it will show you how many
|
|
|
orange pumpkins were classified as orange and how many white pumpkins
|
|
|
were classified as white; the confusion matrix also shows you how many
|
|
|
were classified into the <strong>wrong</strong> categories.</p>
|
|
|
<p>The <a href="https://tidymodels.github.io/yardstick/reference/conf_mat.html"><strong><code>conf_mat()</code></strong></a>
|
|
|
function from yardstick calculates this cross-tabulation of observed and
|
|
|
predicted classes.</p>
|
|
|
<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Confusion matrix for prediction results</span></span>
|
|
|
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a><span class="fu">conf_mat</span>(<span class="at">data =</span> results, <span class="at">truth =</span> color, <span class="at">estimate =</span> .pred_class)</span></code></pre></div>
|
|
|
<pre><code>## Truth
|
|
|
## Prediction ORANGE WHITE
|
|
|
## ORANGE 170 28
|
|
|
## WHITE 1 0</code></pre>
|
|
|
<p>Let’s interpret the confusion matrix. Our model is asked to classify
|
|
|
pumpkins between two binary categories, category <code>orange</code> and
|
|
|
category <code>not-orange</code></p>
|
|
|
<ul>
|
|
|
<li><p>If your model predicts a pumpkin as orange and it belongs to
|
|
|
category ‘orange’ in reality we call it a <code>true positive</code>,
|
|
|
shown by the top left number.</p></li>
|
|
|
<li><p>If your model predicts a pumpkin as not orange and it belongs to
|
|
|
category ‘orange’ in reality we call it a <code>false negative</code>,
|
|
|
shown by the bottom left number.</p></li>
|
|
|
<li><p>If your model predicts a pumpkin as orange and it belongs to
|
|
|
category ‘not-orange’ in reality we call it a
|
|
|
<code>false positive</code>, shown by the top right number.</p></li>
|
|
|
<li><p>If your model predicts a pumpkin as not orange and it belongs to
|
|
|
category ‘not-orange’ in reality we call it a
|
|
|
<code>true negative</code>, shown by the bottom right number.</p></li>
|
|
|
</ul>
|
|
|
<table>
|
|
|
<thead>
|
|
|
<tr class="header">
|
|
|
<th align="center">Truth</th>
|
|
|
</tr>
|
|
|
</thead>
|
|
|
<tbody>
|
|
|
</tbody>
|
|
|
</table>
|
|
|
<table>
|
|
|
<tbody>
|
|
|
<tr class="odd">
|
|
|
<td><strong>Predicted</strong></td>
|
|
|
<td>ORANGE</td>
|
|
|
<td>WHITE</td>
|
|
|
</tr>
|
|
|
<tr class="even">
|
|
|
<td>ORANGE</td>
|
|
|
<td>TP</td>
|
|
|
<td>FP</td>
|
|
|
</tr>
|
|
|
<tr class="odd">
|
|
|
<td>WHITE</td>
|
|
|
<td>FN</td>
|
|
|
<td>TN</td>
|
|
|
</tr>
|
|
|
</tbody>
|
|
|
</table>
|
|
|
<p>As you might have guessed it’s preferable to have a larger number of
|
|
|
true positives and true negatives and a lower number of false positives
|
|
|
and false negatives, which implies that the model performs better.</p>
|
|
|
<p>The confusion matrix is helpful since it gives rise to other metrics
|
|
|
that can help us better evaluate the performance of a classification
|
|
|
model. Let’s go through some of them:</p>
|
|
|
<p>🎓 Precision: <code>TP/(TP + FP)</code> defined as the proportion of
|
|
|
predicted positives that are actually positive. Also called <a href="https://en.wikipedia.org/wiki/Positive_predictive_value" title="Positive predictive value">positive predictive value</a></p>
|
|
|
<p>🎓 Recall: <code>TP/(TP + FN)</code> defined as the proportion of
|
|
|
positive results out of the number of samples which were actually
|
|
|
positive. Also known as <code>sensitivity</code>.</p>
|
|
|
<p>🎓 Specificity: <code>TN/(TN + FP)</code> defined as the proportion
|
|
|
of negative results out of the number of samples which were actually
|
|
|
negative.</p>
|
|
|
<p>🎓 Accuracy: <code>TP + TN/(TP + TN + FP + FN)</code> The percentage
|
|
|
of labels predicted accurately for a sample.</p>
|
|
|
<p>🎓 F Measure: A weighted average of the precision and recall, with
|
|
|
best being 1 and worst being 0.</p>
|
|
|
<p>Let’s calculate these metrics!</p>
|
|
|
<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Combine metric functions and calculate them all at once</span></span>
|
|
|
<span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a>eval_metrics <span class="ot"><-</span> <span class="fu">metric_set</span>(ppv, recall, spec, f_meas, accuracy)</span>
|
|
|
<span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a><span class="fu">eval_metrics</span>(<span class="at">data =</span> results, <span class="at">truth =</span> color, <span class="at">estimate =</span> .pred_class)</span></code></pre></div>
|
|
|
<div data-pagedtable="false">
|
|
|
<script data-pagedtable-source type="application/json">
|
|
|
{"columns":[{"label":[".metric"],"name":[1],"type":["chr"],"align":["left"]},{"label":[".estimator"],"name":[2],"type":["chr"],"align":["left"]},{"label":[".estimate"],"name":[3],"type":["dbl"],"align":["right"]}],"data":[{"1":"ppv","2":"binary","3":"0.8585859"},{"1":"recall","2":"binary","3":"0.9941520"},{"1":"spec","2":"binary","3":"0.0000000"},{"1":"f_meas","2":"binary","3":"0.9214092"},{"1":"accuracy","2":"binary","3":"0.8542714"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
|
|
|
</script>
|
|
|
</div>
|
|
|
<div id="visualize-the-roc-curve-of-this-model" class="section level4">
|
|
|
<h4><strong>Visualize the ROC curve of this model</strong></h4>
|
|
|
<p>For a start, this is not a bad model; its precision, recall, F
|
|
|
measure and accuracy are in the 80% range so ideally you could use it to
|
|
|
predict the color of a pumpkin given a set of variables. It also seems
|
|
|
that our model was not really able to identify the white pumpkins 🧐.
|
|
|
Could you guess why? One reason could be because of the high prevalence
|
|
|
of ORANGE pumpkins in our training set making our model more inclined to
|
|
|
predict the majority class.</p>
|
|
|
<p>Let’s do one more visualization to see the so-called <a href="https://en.wikipedia.org/wiki/Receiver_operating_characteristic"><code>ROC score</code></a>:</p>
|
|
|
<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Make a roc_curve</span></span>
|
|
|
<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a>results <span class="sc">%>%</span> </span>
|
|
|
<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">roc_curve</span>(color, .pred_ORANGE) <span class="sc">%>%</span> </span>
|
|
|
<span id="cb21-4"><a href="#cb21-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">autoplot</span>()</span></code></pre></div>
|
|
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<p><img 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" width="672" /></p>
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<p>ROC curves are often used to get a view of the output of a classifier
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in terms of its true vs. false positives. ROC curves typically feature
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<code>True Positive Rate</code>/Sensitivity on the Y axis, and
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<code>False Positive Rate</code>/1-Specificity on the X axis. Thus, the
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steepness of the curve and the space between the midpoint line and the
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curve matter: you want a curve that quickly heads up and over the line.
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In our case, there are false positives to start with, and then the line
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heads up and over properly.</p>
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<p>Finally, let’s use <code>yardstick::roc_auc()</code> to calculate the
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actual Area Under the Curve. One way of interpreting AUC is as the
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probability that the model ranks a random positive example more highly
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than a random negative example.</p>
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<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Calculate area under curve</span></span>
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<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a>results <span class="sc">%>%</span> </span>
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<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">roc_auc</span>(color, .pred_ORANGE)</span></code></pre></div>
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<div data-pagedtable="false">
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<script data-pagedtable-source type="application/json">
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{"columns":[{"label":[".metric"],"name":[1],"type":["chr"],"align":["left"]},{"label":[".estimator"],"name":[2],"type":["chr"],"align":["left"]},{"label":[".estimate"],"name":[3],"type":["dbl"],"align":["right"]}],"data":[{"1":"roc_auc","2":"binary","3":"0.6705305"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
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</script>
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</div>
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<p>The result is around <code>0.67053</code>. Given that the AUC ranges
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from 0 to 1, you want a big score, since a model that is 100% correct in
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its predictions will have an AUC of 1; in this case, the model is
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<em>pretty good</em>.</p>
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<p>In future lessons on classifications, you will learn how to improve
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your model’s scores (such as dealing with imbalanced data in this
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case).</p>
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<p>But for now, congratulations 🎉🎉🎉! You’ve completed these
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regression lessons!</p>
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<p>You R awesome!</p>
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<div class="figure">
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<img src="data:image/jpeg;base64,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" 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<p class="caption">Artwork by @allison_horst</p>
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<div id="rmd-source-code">---
title: 'Build a regression model: logistic regression'
output:
  html_document:
    df_print: paged
    theme: flatly
    highlight: breezedark
    toc: yes
    toc_float: yes
    code_download: yes
---

## Build a logistic regression model - Lesson 4

![Infographic by Dasani Madipalli](../../images/logistic-linear.png){width="600"}

#### **[Pre-lecture quiz](https://gray-sand-07a10f403.1.azurestaticapps.net/quiz/15/)**

####  Introduction

In this final lesson on Regression, one of the basic *classic* ML techniques, we will take a look at Logistic Regression. You would use this technique to discover patterns to predict `binary` `categories`. Is this candy chocolate or not? Is this disease contagious or not? Will this customer choose this product or not?

In this lesson, you will learn:

-   Techniques for logistic regression

✅ Deepen your understanding of working with this type of regression in this [Learn module](https://docs.microsoft.com/learn/modules/train-evaluate-classification-models?WT.mc_id=academic-77952-leestott)

#### **Prerequisite**

Having worked with the pumpkin data, we are now familiar enough with it to realize that there's one binary category that we can work with: `Color`.

Let's build a logistic regression model to predict that, given some variables, *what color a given pumpkin is likely to be* (orange 🎃 or white 👻).

> Why are we talking about binary classification in a lesson grouping about regression? Only for linguistic convenience, as logistic regression is [really a classification method](https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression), albeit a linear-based one. Learn about other ways to classify data in the next lesson group.

For this lesson, we'll require the following packages:

-   `tidyverse`: The [tidyverse](https://www.tidyverse.org/) is a [collection of R packages](https://www.tidyverse.org/packages) designed to makes data science faster, easier and more fun!

-   `tidymodels`: The [tidymodels](https://www.tidymodels.org/) framework is a [collection of packages](https://www.tidymodels.org/packages/) for modeling and machine learning.

-   `janitor`: The [janitor package](https://github.com/sfirke/janitor) provides simple little tools for examining and cleaning dirty data.

-   `ggbeeswarm`: The [ggbeeswarm package](https://github.com/eclarke/ggbeeswarm) provides methods to create beeswarm-style plots using ggplot2.

You can have them installed as:

`install.packages(c("tidyverse", "tidymodels", "janitor", "ggbeeswarm"))`

Alternately, the script below checks whether you have the packages required to complete this module and installs them for you in case they are missing.

```{r, message=F, warning=F}
suppressWarnings(if (!require("pacman"))install.packages("pacman"))

pacman::p_load(tidyverse, tidymodels, janitor, ggbeeswarm)
```

## **Define the question**

For our purposes, we will express this as a binary: 'Orange' or 'Not Orange'. There is also a 'striped' category in our dataset but there are few instances of it, so we will not use it. It disappears once we remove null values from the dataset, anyway.

> 🎃 Fun fact, we sometimes call white pumpkins 'ghost' pumpkins. They aren't very easy to carve, so they aren't as popular as the orange ones but they are cool looking!

## **About logistic regression**

Logistic regression differs from linear regression, which you learned about previously, in a few important ways.

#### **Binary classification**

Logistic regression does not offer the same features as linear regression. The former offers a prediction about a `binary category` ("orange or not orange") whereas the latter is capable of predicting `continual values`, for example given the origin of a pumpkin and the time of harvest, *how much its price will rise*.

![Infographic by Dasani Madipalli](../../images/pumpkin-classifier.png){width="600"}

#### **Other classifications**

There are other types of logistic regression, including multinomial and ordinal:

-   **Multinomial**, which involves having more than one category - "Orange, White, and Striped".

-   **Ordinal**, which involves ordered categories, useful if we wanted to order our outcomes logically, like our pumpkins that are ordered by a finite number of sizes (mini,sm,med,lg,xl,xxl).

![Infographic by Dasani Madipalli](../../images/multinomial-ordinal.png){width="600"}

\
**It's still linear**

Even though this type of Regression is all about 'category predictions', it still works best when there is a clear linear relationship between the dependent variable (color) and the other independent variables (the rest of the dataset, like city name and size). It's good to get an idea of whether there is any linearity dividing these variables or not.

#### **Variables DO NOT have to correlate**

Remember how linear regression worked better with more correlated variables? Logistic regression is the opposite - the variables don't have to align. That works for this data which has somewhat weak correlations.

#### **You need a lot of clean data**

Logistic regression will give more accurate results if you use more data; our small dataset is not optimal for this task, so keep that in mind.

✅ Think about the types of data that would lend themselves well to logistic regression

## 1. Tidy the data

Now, the fun begins! Let's start by importing the data, cleaning the data a bit, dropping rows containing missing values and selecting only some of the columns:

```{r, tidyr, message=F, warning=F}
# Load the core tidyverse packages
library(tidyverse)

# Import the data and clean column names
pumpkins <- read_csv(file = "https://raw.githubusercontent.com/microsoft/ML-For-Beginners/main/2-Regression/data/US-pumpkins.csv") %>% 
  clean_names()

# Select desired columns
pumpkins_select <- pumpkins %>% 
  select(c(city_name, package, variety, origin, item_size, color)) 

# Drop rows containing missing values and encode color as factor (category)
pumpkins_select <- pumpkins_select %>% 
  drop_na() %>% 
  mutate(color = factor(color))

# View the first few rows
pumpkins_select %>% 
  slice_head(n = 5)

```

Sometimes, we may want some little more information on our data. We can have a look at the `data`, `its structure` and the `data type` of its features by using the [*glimpse()*](https://pillar.r-lib.org/reference/glimpse.html) function as below:

```{r glimpse}
pumpkins_select %>% 
  glimpse()
```

Wow! Seems that all our columns are all of type *character*, further alluding that they are all categorical.

Let's confirm that we will actually be doing a binary classification problem:

```{r distinct color}
# Subset distinct observations in outcome column
pumpkins_select %>% 
  distinct(color)

```

🥳🥳 That went down well!

## 2. Explore the data

The goal of data exploration is to try to understand the `relationships` between its attributes; in particular, any apparent correlation between the *features* and the *label* your model will try to predict. One way of doing this is by using data visualization.

Given our the data types of our columns, we can `encode` them and be on our way to making some visualizations. This simply involves `translating` a column with `categorical values` for example our columns of type *char*, into one or more `numeric columns` that take the place of the original. - Something we did in our [last lesson](https://github.com/microsoft/ML-For-Beginners/blob/main/2-Regression/3-Linear/solution/lesson_3.html).

Tidymodels provides yet another neat package: [recipes](https://recipes.tidymodels.org/)- a package for preprocessing data. We'll define a `recipe` that specifies that all predictor columns should be encoded into a set of integers , `prep` it to estimates the required quantities and statistics needed by any operations and finally `bake` to apply the computations to new data.

> Normally, recipes is usually used as a preprocessor for modelling where it defines what steps should be applied to a data set in order to get it ready for modelling. In that case it is **highly recommend** that you use a `workflow()` instead of manually estimating a recipe using prep and bake. We'll see all this in just a moment.
>
> However for now, we are using recipes + prep + bake to specify what steps should be applied to a data set in order to get it ready for data analysis and then extract the preprocessed data with the steps applied.

```{r recipe_prep_bake}
# Preprocess and extract data to allow some data analysis
baked_pumpkins <- recipe(color ~ ., data = pumpkins_select) %>% 
  # Encode all columns to a set of integers
  step_integer(all_predictors(), zero_based = T) %>% 
  prep() %>% 
  bake(new_data = NULL)


# Display the first few rows of preprocessed data
baked_pumpkins %>% 
  slice_head(n = 5)

```

Now let's compare the feature distributions for each label value using box plots. We'll begin by formatting the data to a *long* format to make it somewhat easier to make multiple `facets`.

```{r pivot}
# Pivot data to long format
baked_pumpkins_long <- baked_pumpkins %>% 
  pivot_longer(!color, names_to = "features", values_to = "values")


# Print out restructured data
baked_pumpkins_long %>% 
  slice_head(n = 10)

```


Now, let's make some boxplots showing the distribution of the predictors with respect to the outcome color!

```{r boxplots}
theme_set(theme_light())
#Make a box plot for each predictor feature
baked_pumpkins_long %>% 
  mutate(color = factor(color)) %>% 
  ggplot(mapping = aes(x = color, y = values, fill = features)) +
  geom_boxplot() + 
  facet_wrap(~ features, scales = "free", ncol = 3) +
  scale_color_viridis_d(option = "cividis", end = .8) +
  theme(legend.position = "none")
```

Amazing🤩! For some of the features, there's a noticeable difference in the distribution for each color label. For instance, it seems the white pumpkins can be found in smaller packages and in some particular varieties of pumpkins. The *item_size* category also seems to make a difference in the color distribution. These features may help predict the color of a pumpkin.

#### **Use a swarm plot**

Color is a binary category (Orange or Not), it's called `categorical data`. There are other various ways of [visualizing categorical data](https://seaborn.pydata.org/tutorial/categorical.html?highlight=bar).

Try a `swarm plot` to show the distribution of color with respect to the item_size.

We'll use the [ggbeeswarm package](https://github.com/eclarke/ggbeeswarm) which provides methods to create beeswarm-style plots using ggplot2. Beeswarm plots are a way of plotting points that would ordinarily overlap so that they fall next to each other instead.

```{r bee_swarm plot}
# Create beeswarm plots of color and item_size
baked_pumpkins %>% 
  mutate(color = factor(color)) %>% 
  ggplot(mapping = aes(x = color, y = item_size, color = color)) +
  geom_quasirandom() +
  scale_color_brewer(palette = "Dark2", direction = -1) +
  theme(legend.position = "none")
```

#### **Violin plot**

A 'violin' type plot is useful as you can easily visualize the way that data in the two categories is distributed. [`Violin plots`](https://en.wikipedia.org/wiki/Violin_plot) are similar to box plots, except that they also show the probability density of the data at different values. Violin plots don't work so well with smaller datasets as the distribution is displayed more 'smoothly'.

```{r violin_plot}
# Create a violin plot of color and item_size
baked_pumpkins %>%
  mutate(color = factor(color)) %>% 
  ggplot(mapping = aes(x = color, y = item_size, fill = color)) +
  geom_violin() +
  geom_boxplot(color = "black", fill = "white", width = 0.02) +
  scale_fill_brewer(palette = "Dark2", direction = -1) +
  theme(legend.position = "none")

```

Now that we have an idea of the relationship between the binary categories of color and the larger group of sizes, let's explore logistic regression to determine a given pumpkin's likely color.

## 3. Build your model

> **🧮 Show Me The Math**
>
> Remember how `linear regression` often used `ordinary least squares` to arrive at a value? `Logistic regression` relies on the concept of 'maximum likelihood' using [`sigmoid functions`](https://wikipedia.org/wiki/Sigmoid_function). A Sigmoid Function on a plot looks like an `S shape`. It takes a value and maps it to somewhere between 0 and 1. Its curve is also called a 'logistic curve'. Its formula looks like this:
>
> ![](../../images/sigmoid.png)
>
> where the sigmoid's midpoint finds itself at x's 0 point, L is the curve's maximum value, and k is the curve's steepness. If the outcome of the function is more than 0.5, the label in question will be given the class 1 of the binary choice. If not, it will be classified as 0.

Let's begin by splitting the data into `training` and `test` sets. The training set is used to train a classifier so that it finds a statistical relationship between the features and the label value.

It is best practice to hold out some of your data for **testing** in order to get a better estimate of how your models will perform on new data by comparing the predicted labels with the already known labels in the test set. [rsample](https://rsample.tidymodels.org/), a package in Tidymodels, provides infrastructure for efficient data splitting and resampling:

```{r split_data}
# Split data into 80% for training and 20% for testing
set.seed(2056)
pumpkins_split <- pumpkins_select %>% 
  initial_split(prop = 0.8)

# Extract the data in each split
pumpkins_train <- training(pumpkins_split)
pumpkins_test <- testing(pumpkins_split)

# Print out the first 5 rows of the training set
pumpkins_train %>% 
  slice_head(n = 5)


```

🙌 We are now ready to train a model by fitting the training features to the training label (color).

We'll begin by creating a recipe that specifies the preprocessing steps that should be carried out on our data to get it ready for modelling i.e: encoding categorical variables into a set of integers.

There are quite a number of ways to specify a logistic regression model in Tidymodels. See `?logistic_reg()` For now, we'll specify a logistic regression model via the default `stats::glm()` engine.

```{r log_reg}
# Create a recipe that specifies preprocessing steps for modelling
pumpkins_recipe <- recipe(color ~ ., data = pumpkins_train) %>% 
  step_integer(all_predictors(), zero_based = TRUE)


# Create a logistic model specification
log_reg <- logistic_reg() %>% 
  set_engine("glm") %>% 
  set_mode("classification")


```

Now that we have a recipe and a model specification, we need to find a way of bundling them together into an object that will first preprocess the data (prep+bake behind the scenes), fit the model on the preprocessed data and also allow for potential post-processing activities.

In Tidymodels, this convenient object is called a [`workflow`](https://workflows.tidymodels.org/) and conveniently holds your modeling components.

```{r workflow}
# Bundle modelling components in a workflow
log_reg_wf <- workflow() %>% 
  add_recipe(pumpkins_recipe) %>% 
  add_model(log_reg)

# Print out the workflow
log_reg_wf


```

After a workflow has been *specified*, a model can be `trained` using the [`fit()`](https://tidymodels.github.io/parsnip/reference/fit.html) function. The workflow will estimate a recipe and preprocess the data before training, so we won't have to manually do that using prep and bake.

```{r train}
# Train the model
wf_fit <- log_reg_wf %>% 
  fit(data = pumpkins_train)

# Print the trained workflow
wf_fit

```

The model print out shows the coefficients learned during training.

Now we've trained the model using the training data, we can make predictions on the test data using [parsnip::predict()](https://parsnip.tidymodels.org/reference/predict.model_fit.html). Let's start by using the model to predict labels for our test set and the probabilities for each label. When the probability is more than 0.5, the predict class is `ORANGE` else `WHITE`.

```{r test_pred}
# Make predictions for color and corresponding probabilities
results <- pumpkins_test %>% select(color) %>% 
  bind_cols(wf_fit %>% 
              predict(new_data = pumpkins_test)) %>%
  bind_cols(wf_fit %>%
              predict(new_data = pumpkins_test, type = "prob"))

# Compare predictions
results %>% 
  slice_head(n = 10)

```

Very nice! This provides some more insights into how logistic regression works.

Comparing each prediction with its corresponding "ground truth" actual value isn't a very efficient way to determine how well the model is predicting. Fortunately, Tidymodels has a few more tricks up its sleeve: [`yardstick`](https://yardstick.tidymodels.org/) - a package used to measure the effectiveness of models using performance metrics.

One performance metric associated with classification problems is the [`confusion matrix`](https://wikipedia.org/wiki/Confusion_matrix). A confusion matrix describes how well a classification model performs. A confusion matrix tabulates how many examples in each class were correctly classified by a model. In our case, it will show you how many orange pumpkins were classified as orange and how many white pumpkins were classified as white; the confusion matrix also shows you how many were classified into the **wrong** categories.

The [**`conf_mat()`**](https://tidymodels.github.io/yardstick/reference/conf_mat.html) function from yardstick calculates this cross-tabulation of observed and predicted classes.

```{r conf_mat}
# Confusion matrix for prediction results
conf_mat(data = results, truth = color, estimate = .pred_class)


```

Let's interpret the confusion matrix. Our model is asked to classify pumpkins between two binary categories, category `orange` and category `not-orange`

-   If your model predicts a pumpkin as orange and it belongs to category 'orange' in reality we call it a `true positive`, shown by the top left number.

-   If your model predicts a pumpkin as not orange and it belongs to category 'orange' in reality we call it a `false negative`, shown by the bottom left number.

-   If your model predicts a pumpkin as orange and it belongs to category 'not-orange' in reality we call it a `false positive`, shown by the top right number.

-   If your model predicts a pumpkin as not orange and it belongs to category 'not-orange' in reality we call it a `true negative`, shown by the bottom right number.

| Truth |
|:-----:|


|               |        |       |
|---------------|--------|-------|
| **Predicted** | ORANGE | WHITE |
| ORANGE        | TP     | FP    |
| WHITE         | FN     | TN    |

As you might have guessed it's preferable to have a larger number of true positives and true negatives and a lower number of false positives and false negatives, which implies that the model performs better.

The confusion matrix is helpful since it gives rise to other metrics that can help us better evaluate the performance of a classification model. Let's go through some of them:

🎓 Precision: `TP/(TP + FP)` defined as the proportion of predicted positives that are actually positive. Also called [positive predictive value](https://en.wikipedia.org/wiki/Positive_predictive_value "Positive predictive value")

🎓 Recall: `TP/(TP + FN)` defined as the proportion of positive results out of the number of samples which were actually positive. Also known as `sensitivity`.

🎓 Specificity: `TN/(TN + FP)` defined as the proportion of negative results out of the number of samples which were actually negative.

🎓 Accuracy: `TP + TN/(TP + TN + FP + FN)` The percentage of labels predicted accurately for a sample.

🎓 F Measure: A weighted average of the precision and recall, with best being 1 and worst being 0.

Let's calculate these metrics!

```{r metric_set}
# Combine metric functions and calculate them all at once
eval_metrics <- metric_set(ppv, recall, spec, f_meas, accuracy)
eval_metrics(data = results, truth = color, estimate = .pred_class)
```

#### **Visualize the ROC curve of this model**

For a start, this is not a bad model; its precision, recall, F measure and accuracy are in the 80% range so ideally you could use it to predict the color of a pumpkin given a set of variables. It also seems that our model was not really able to identify the white pumpkins 🧐. Could you guess why? One reason could be because of the high prevalence of ORANGE pumpkins in our training set making our model more inclined to predict the majority class.

Let's do one more visualization to see the so-called [`ROC score`](https://en.wikipedia.org/wiki/Receiver_operating_characteristic):

```{r roc_curve}
# Make a roc_curve
results %>% 
  roc_curve(color, .pred_ORANGE) %>% 
  autoplot()

```

ROC curves are often used to get a view of the output of a classifier in terms of its true vs. false positives. ROC curves typically feature `True Positive Rate`/Sensitivity on the Y axis, and `False Positive Rate`/1-Specificity on the X axis. Thus, the steepness of the curve and the space between the midpoint line and the curve matter: you want a curve that quickly heads up and over the line. In our case, there are false positives to start with, and then the line heads up and over properly.

Finally, let's use `yardstick::roc_auc()` to calculate the actual Area Under the Curve. One way of interpreting AUC is as the probability that the model ranks a random positive example more highly than a random negative example.

```{r roc_aoc}
# Calculate area under curve
results %>% 
  roc_auc(color, .pred_ORANGE)

```

The result is around `0.67053`. Given that the AUC ranges from 0 to 1, you want a big score, since a model that is 100% correct in its predictions will have an AUC of 1; in this case, the model is *pretty good*.

In future lessons on classifications, you will learn how to improve your model's scores (such as dealing with imbalanced data in this case).

But for now, congratulations 🎉🎉🎉! You've completed these regression lessons!

You R awesome!

![Artwork by \@allison_horst](../../images/r_learners_sm.jpeg)


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