quantitative-methods-hs22/report.html

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<meta name="author" content="Marc Gauch" />
<meta name="date" content="2022-12-02" />
<title>Quantitative Methods HS22</title>
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) 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e("body").append(s),t=a.offsetWidth,s.css("overflow","scroll"),i=a.offsetWidth,t===i&&(i=s[0].clientWidth),s.remove(),n=t-i},getScrollInfo:function(t){var i=t.isWindow||t.isDocument?"":t.element.css("overflow-x"),s=t.isWindow||t.isDocument?"":t.element.css("overflow-y"),n="scroll"===i||"auto"===i&&t.width<t.element[0].scrollWidth,a="scroll"===s||"auto"===s&&t.height<t.element[0].scrollHeight;return{width:a?e.position.scrollbarWidth():0,height:n?e.position.scrollbarWidth():0}},getWithinInfo:function(t){var i=e(t||window),s=e.isWindow(i[0]),n=!!i[0]&&9===i[0].nodeType;return{element:i,isWindow:s,isDocument:n,offset:i.offset()||{left:0,top:0},scrollLeft:i.scrollLeft(),scrollTop:i.scrollTop(),width:s||n?i.width():i.outerWidth(),height:s||n?i.height():i.outerHeight()}}},e.fn.position=function(n){if(!n||!n.of)return f.apply(this,arguments);n=e.extend({},n);var p,m,g,v,y,b,_=e(n.of),x=e.position.getWithinInfo(n.within),w=e.position.getScrollInfo(x),k=(n.collision||"flip").split(" "),T={};return b=s(_),_[0].preventDefault&&(n.at="left top"),m=b.width,g=b.height,v=b.offset,y=e.extend({},v),e.each(["my","at"],function(){var e,t,i=(n[this]||"").split(" ");1===i.length&&(i=l.test(i[0])?i.concat(["center"]):u.test(i[0])?["center"].concat(i):["center","center"]),i[0]=l.test(i[0])?i[0]:"center",i[1]=u.test(i[1])?i[1]:"center",e=d.exec(i[0]),t=d.exec(i[1]),T[this]=[e?e[0]:0,t?t[0]:0],n[this]=[c.exec(i[0])[0],c.exec(i[1])[0]]}),1===k.length&&(k[1]=k[0]),"right"===n.at[0]?y.left+=m:"center"===n.at[0]&&(y.left+=m/2),"bottom"===n.at[1]?y.top+=g:"center"===n.at[1]&&(y.top+=g/2),p=t(T.at,m,g),y.left+=p[0],y.top+=p[1],this.each(function(){var 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>&#160;</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 ui-front").removeAttr("role").removeAttr("tabIndex").removeAttr("aria-labelledby").removeAttr("aria-expanded").removeAttr("aria-hidden").removeAttr("aria-disabled").removeUniqueId().show(),this.element.find(".ui-menu-item").removeClass("ui-menu-item").removeAttr("role").removeAttr("aria-disabled").removeUniqueId().removeClass("ui-state-hover").removeAttr("tabIndex").removeAttr("role").removeAttr("aria-haspopup").children().each(function(){var t=e(this);t.data("ui-menu-submenu-carat")&&t.remove()}),this.element.find(".ui-menu-divider").removeClass("ui-menu-divider ui-widget-content")},_keydown:function(t){var i,s,n,a,o=!0;switch(t.keyCode){case e.ui.keyCode.PAGE_UP:this.previousPage(t);break;case e.ui.keyCode.PAGE_DOWN:this.nextPage(t);break;case e.ui.keyCode.HOME:this._move("first","first",t);break;case e.ui.keyCode.END:this._move("last","last",t);break;case e.ui.keyCode.UP:this.previous(t);break;case e.ui.keyCode.DOWN:this.next(t);break;case 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("&#160;"),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("&#160;")},_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 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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>
<style type="text/css">
.tocify {
width: 20%;
max-height: 90%;
overflow: auto;
margin-left: 2%;
position: fixed;
border: 1px solid #ccc;
border-radius: 6px;
}
.tocify ul, .tocify li {
list-style: none;
margin: 0;
padding: 0;
border: none;
line-height: 30px;
}
.tocify-header {
text-indent: 10px;
}
.tocify-subheader {
text-indent: 20px;
display: none;
}
.tocify-subheader li {
font-size: 12px;
}
.tocify-subheader .tocify-subheader {
text-indent: 30px;
}
.tocify-subheader .tocify-subheader .tocify-subheader {
text-indent: 40px;
}
.tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader {
text-indent: 50px;
}
.tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader {
text-indent: 60px;
}
.tocify .tocify-item > a, .tocify .nav-list .nav-header {
margin: 0px;
}
.tocify .tocify-item a, .tocify .list-group-item {
padding: 5px;
}
.tocify .nav-pills > li {
float: none;
}
</style>
<script>/* jquery Tocify - v1.9.1 - 2013-10-22
* http://www.gregfranko.com/jquery.tocify.js/
* Copyright (c) 2013 Greg Franko; Licensed MIT */
// 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.
(function(tocify) {
// ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
"use strict";
// Calls the second IIFE and locally passes in the global jQuery, window, and document objects
tocify(window.jQuery, window, document);
}
// 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.
(function($, window, document, undefined) {
// ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
"use strict";
var tocClassName = "tocify",
tocClass = "." + tocClassName,
tocFocusClassName = "tocify-focus",
tocHoverClassName = "tocify-hover",
hideTocClassName = "tocify-hide",
hideTocClass = "." + hideTocClassName,
headerClassName = "tocify-header",
headerClass = "." + headerClassName,
subheaderClassName = "tocify-subheader",
subheaderClass = "." + subheaderClassName,
itemClassName = "tocify-item",
itemClass = "." + itemClassName,
extendPageClassName = "tocify-extend-page",
extendPageClass = "." + extendPageClassName;
// Calling the jQueryUI Widget Factory Method
$.widget("toc.tocify", {
//Plugin version
version: "1.9.1",
// These options will be used as defaults
options: {
// **context**: Accepts String: Any jQuery selector
// The container element that holds all of the elements used to generate the table of contents
context: "body",
// **ignoreSelector**: Accepts String: Any jQuery selector
// A selector to any element that would be matched by selectors that you wish to be ignored
ignoreSelector: null,
// **selectors**: Accepts an Array of Strings: Any jQuery selectors
// 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
selectors: "h1, h2, h3",
// **showAndHide**: Accepts a boolean: true or false
// Used to determine if elements should be shown and hidden
showAndHide: true,
// **showEffect**: Accepts String: "none", "fadeIn", "show", or "slideDown"
// Used to display any of the table of contents nested items
showEffect: "slideDown",
// **showEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
// The time duration of the show animation
showEffectSpeed: "medium",
// **hideEffect**: Accepts String: "none", "fadeOut", "hide", or "slideUp"
// Used to hide any of the table of contents nested items
hideEffect: "slideUp",
// **hideEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
// The time duration of the hide animation
hideEffectSpeed: "medium",
// **smoothScroll**: Accepts a boolean: true or false
// Determines if a jQuery animation should be used to scroll to specific table of contents items on the page
smoothScroll: true,
// **smoothScrollSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
// The time duration of the smoothScroll animation
smoothScrollSpeed: "medium",
// **scrollTo**: Accepts Number (pixels)
// The amount of space between the top of page and the selected table of contents item after the page has been scrolled
scrollTo: 0,
// **showAndHideOnScroll**: Accepts a boolean: true or false
// Determines if table of contents nested items should be shown and hidden while scrolling
showAndHideOnScroll: true,
// **highlightOnScroll**: Accepts a boolean: true or false
// Determines if table of contents nested items should be highlighted (set to a different color) while scrolling
highlightOnScroll: true,
// **highlightOffset**: Accepts a number
// The offset distance in pixels to trigger the next active table of contents item
highlightOffset: 40,
// **theme**: Accepts a string: "bootstrap", "jqueryui", or "none"
// Determines if Twitter Bootstrap, jQueryUI, or Tocify classes should be added to the table of contents
theme: "bootstrap",
// **extendPage**: Accepts a boolean: true or false
// 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
extendPage: true,
// **extendPageOffset**: Accepts a number: pixels
// How close to the bottom of the page a user must scroll before the page is extended
extendPageOffset: 100,
// **history**: Accepts a boolean: true or false
// Adds a hash to the page url to maintain history
history: true,
// **scrollHistory**: Accepts a boolean: true or false
// Adds a hash to the page url, to maintain history, when scrolling to a TOC item
scrollHistory: false,
// **hashGenerator**: How the hash value (the anchor segment of the URL, following the
// # character) will be generated.
//
// "compact" (default) - #CompressesEverythingTogether
// "pretty" - #looks-like-a-nice-url-and-is-easily-readable
// function(text, element){} - Your own hash generation function that accepts the text as an
// argument, and returns the hash value.
hashGenerator: "compact",
// **highlightDefault**: Accepts a boolean: true or false
// Set's the first TOC item as active if no other TOC item is active.
highlightDefault: true
},
// _Create
// -------
// Constructs the plugin. Only called once.
_create: function() {
var self = this;
self.extendPageScroll = true;
// 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
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<div class="toc-content col-xs-12 col-sm-8 col-md-9">
<div id="header">
<h1 class="title toc-ignore">Quantitative Methods HS22</h1>
<h4 class="author">Marc Gauch</h4>
<h4 class="date">2022-12-02</h4>
</div>
<div id="preparation" class="section level1" number="1">
<h1><span class="header-section-number">1</span> Preparation</h1>
<pre class="r"><code>if (!require(tidyverse)) {
install.packages(&quot;tidyverse&quot;)
library(tidyverse)
}
if (!require(e1071)) {
install.packages(&quot;e1071&quot;)
library(e1071)
}</code></pre>
</div>
<div id="own-functions" class="section level1" number="2">
<h1><span class="header-section-number">2</span> Own functions</h1>
<div id="frequency-table-ordered-from-wish.com" class="section level2" number="2.1">
<h2><span class="header-section-number">2.1</span> Frequency Table
ordered from wish.com</h2>
<pre class="r"><code>freq &lt;- function(data, rounded_digits = 2) {
# counts
total_count &lt;- length(data)
na_count &lt;- length(data[is.na(data)])
valid_count &lt;- total_count - na_count
frequency &lt;- table(data)
p &lt;- prop.table(frequency)
valid_percent &lt;- round(p * 100, digits = rounded_digits)
na_percent &lt;- round(na_count / length(data) * 100, digits = rounded_digits)
percent_raw &lt;- frequency/total_count*100
percent &lt;- round(percent_raw, digits = rounded_digits)
cumulative_percent &lt;- round(cumsum(p) * 100, digits = rounded_digits)
freq_table &lt;- cbind(frequency, percent, percent_raw, valid_percent, cumulative_percent)
valid_percent_sum &lt;- round(sum(as.data.frame(freq_table)$percent_raw), digits = rounded_digits)
Valid_Total &lt;- c(valid_count, valid_percent_sum, 100, NaN)
freq_table &lt;- subset(freq_table, select = -c(percent_raw))
NAs &lt;- c(na_count, na_percent, NaN, NaN)
Total &lt;- c(total_count, 100, NaN, NaN)
print(rbind(freq_table, Valid_Total, NAs, Total))
}</code></pre>
<p><em>Source: <a href="https://tellmi.psy.lmu.de/tutorials/deskriptive-statistiken-und-grafiken.html#haeufigkeiten-diskret" class="uri">https://tellmi.psy.lmu.de/tutorials/deskriptive-statistiken-und-grafiken.html#haeufigkeiten-diskret</a>
and adapted</em></p>
</div>
<div id="modus" class="section level2" number="2.2">
<h2><span class="header-section-number">2.2</span> Modus</h2>
<pre class="r"><code>getmode &lt;- function(v) {
uniqv &lt;- unique(v)
x &lt;- tabulate(match(v, uniqv))
uniqv[which(x == max(x))]
}</code></pre>
</div>
<div id="remove-na" class="section level2" number="2.3">
<h2><span class="header-section-number">2.3</span> Remove NA</h2>
<pre class="r"><code>removeNA &lt;- function(d){
return(d[!is.na(d)])
}</code></pre>
</div>
</div>
<div id="load-data" class="section level1" number="3">
<h1><span class="header-section-number">3</span> Load Data</h1>
<div id="load-from-csv" class="section level2" number="3.1">
<h2><span class="header-section-number">3.1</span> Load from CSV</h2>
<pre class="r"><code>litdata &lt;- read_csv(&quot;DataLit_R.csv&quot;, show_col_types = FALSE)
litdata &lt;- as_tibble(litdata)</code></pre>
</div>
<div id="first-inspection-of-data" class="section level2 tabset" number="3.2">
<h2 class="tabset"><span class="header-section-number">3.2</span> First
inspection of data</h2>
<div id="summary" class="section level3" number="3.2.1">
<h3><span class="header-section-number">3.2.1</span> Summary</h3>
<pre class="r"><code>summary(litdata)</code></pre>
<pre><code>## id submitdate lastpage startlanguage
## Min. : 1 Length:313 Min. :-1.000 Length:313
## 1st Qu.: 81 Class :character 1st Qu.: 2.000 Class :character
## Median :162 Mode :character Median : 5.000 Mode :character
## Mean :163 Mean : 3.556
## 3rd Qu.:245 3rd Qu.: 5.000
## Max. :327 Max. : 5.000
## NA&#39;s :108
## seed startdate datestamp W001
## Min. :5.647e+06 Length:313 Length:313 Length:313
## 1st Qu.:5.568e+08 Class :character Class :character Class :character
## Median :1.086e+09 Mode :character Mode :character Mode :character
## Mean :1.081e+09
## 3rd Qu.:1.637e+09
## Max. :2.147e+09
##
## W002 W003 W004 W005
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## W006 W007 W008 W009
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## K001 K002 K003 K004
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## K005 K006 K007 K008
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## K009 TK001_01 TK001_02 TK001_03
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## TK001_04 TK002_01 TK002_02 TK002_03
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## TK002_04 TK003_01 TK003_02 TK003_03
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## TK003_04 TK004_01 TK004_02 TK004_03
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## TK004_04 TK005_01 TK005_02 TK005_03
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## TK005_04 TK006_01 TK006_02 TK006_03
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## TK006_04 H001_001 H001_002 H001_003
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## H001_004 H001_005 H001_006 H001_007
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## H002 H003 H004 H004_other
## Length:313 Length:313 Length:313 Length:313
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## H005 H005_other H006 H007
## Length:313 Mode:logical Min. :2012 Min. :1971
## Class :character NA&#39;s:313 1st Qu.:2018 1st Qu.:1991
## Mode :character Median :2020 Median :1995
## Mean :2019 Mean :1993
## 3rd Qu.:2020 3rd Qu.:1998
## Max. :2021 Max. :2002
## NA&#39;s :201 NA&#39;s :207
## H008 R1
## Length:313 Length:313
## Class :character Class :character
## Mode :character Mode :character
##
##
##
## </code></pre>
</div>
<div id="glimpse" class="section level3" number="3.2.2">
<h3><span class="header-section-number">3.2.2</span> Glimpse</h3>
<pre class="r"><code>glimpse(litdata)</code></pre>
<pre><code>## Rows: 313
## Columns: 66
## $ id &lt;dbl&gt; 1, 2, 3, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, …
## $ submitdate &lt;chr&gt; &quot;10/25/2021 11:07:44&quot;, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ lastpage &lt;dbl&gt; 5, NA, NA, 2, 2, NA, NA, NA, 2, 1, NA, NA, 5, NA, NA, NA…
## $ startlanguage &lt;chr&gt; &quot;en&quot;, &quot;de&quot;, &quot;de&quot;, &quot;de&quot;, &quot;en&quot;, &quot;de&quot;, &quot;de&quot;, &quot;de&quot;, &quot;en&quot;, &quot;d…
## $ seed &lt;dbl&gt; 664891087, 334145431, 683903577, 2082427237, 438283320, …
## $ startdate &lt;chr&gt; &quot;10/25/2021 11:07:40&quot;, &quot;10/25/2021 11:33:06&quot;, &quot;10/25/202…
## $ datestamp &lt;chr&gt; &quot;10/25/2021 11:07:44&quot;, &quot;10/25/2021 11:33:06&quot;, &quot;10/25/202…
## $ W001 &lt;chr&gt; NA, NA, NA, &quot;Stimme voll zu5&quot;, &quot;3&quot;, NA, NA, NA, &quot;Stimme …
## $ W002 &lt;chr&gt; NA, NA, NA, &quot;Stimme voll zu5&quot;, &quot;3&quot;, NA, NA, NA, &quot;4&quot;, &quot;2&quot;…
## $ W003 &lt;chr&gt; NA, NA, NA, &quot;4&quot;, &quot;3&quot;, NA, NA, NA, &quot;4&quot;, &quot;4&quot;, NA, NA, &quot;Sti…
## $ W004 &lt;chr&gt; NA, NA, NA, &quot;Stimme voll zu5&quot;, &quot;Stimme voll zu5&quot;, NA, NA…
## $ W005 &lt;chr&gt; NA, NA, NA, &quot;Stimme voll zu5&quot;, &quot;Stimme voll zu5&quot;, NA, NA…
## $ W006 &lt;chr&gt; NA, NA, NA, &quot;4&quot;, &quot;4&quot;, NA, NA, NA, &quot;4&quot;, &quot;4&quot;, NA, NA, &quot;4&quot;,…
## $ W007 &lt;chr&gt; NA, NA, NA, &quot;4&quot;, &quot;Stimme voll zu5&quot;, NA, NA, NA, &quot;Stimme …
## $ W008 &lt;chr&gt; NA, NA, NA, &quot;Stimme voll zu5&quot;, &quot;4&quot;, NA, NA, NA, &quot;Stimme …
## $ W009 &lt;chr&gt; NA, NA, NA, &quot;Stimme voll zu5&quot;, &quot;Stimme voll zu5&quot;, NA, NA…
## $ K001 &lt;chr&gt; NA, NA, NA, &quot;4&quot;, &quot;4&quot;, NA, NA, NA, &quot;4&quot;, NA, NA, NA, &quot;3&quot;, …
## $ K002 &lt;chr&gt; NA, NA, NA, &quot;3&quot;, &quot;3&quot;, NA, NA, NA, &quot;4&quot;, NA, NA, NA, &quot;4&quot;, …
## $ K003 &lt;chr&gt; NA, NA, NA, &quot;3&quot;, &quot;Stimme voll zu5&quot;, NA, NA, NA, &quot;3&quot;, NA,…
## $ K004 &lt;chr&gt; NA, NA, NA, &quot;3&quot;, &quot;4&quot;, NA, NA, NA, &quot;4&quot;, NA, NA, NA, &quot;3&quot;, …
## $ K005 &lt;chr&gt; NA, NA, NA, &quot;4&quot;, &quot;3&quot;, NA, NA, NA, &quot;4&quot;, NA, NA, NA, &quot;3&quot;, …
## $ K006 &lt;chr&gt; NA, NA, NA, &quot;4&quot;, &quot;4&quot;, NA, NA, NA, &quot;4&quot;, NA, NA, NA, &quot;4&quot;, …
## $ K007 &lt;chr&gt; NA, NA, NA, &quot;4&quot;, &quot;3&quot;, NA, NA, NA, &quot;3&quot;, NA, NA, NA, &quot;4&quot;, …
## $ K008 &lt;chr&gt; NA, NA, NA, &quot;4&quot;, &quot;3&quot;, NA, NA, NA, &quot;4&quot;, NA, NA, NA, &quot;Stim…
## $ K009 &lt;chr&gt; NA, NA, NA, &quot;4&quot;, &quot;2&quot;, NA, NA, NA, &quot;4&quot;, NA, NA, NA, &quot;Stim…
## $ TK001_01 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;4&quot;, NA,…
## $ TK001_02 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK001_03 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK001_04 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;4&quot;, NA,…
## $ TK002_01 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;4&quot;, NA,…
## $ TK002_02 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK002_03 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK002_04 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;4&quot;, NA,…
## $ TK003_01 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;3&quot;, NA,…
## $ TK003_02 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;4&quot;, NA,…
## $ TK003_03 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK003_04 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK004_01 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK004_02 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK004_03 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK004_04 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;4&quot;, NA,…
## $ TK005_01 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK005_02 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK005_03 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK005_04 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK006_01 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK006_02 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK006_03 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Stimme …
## $ TK006_04 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;4&quot;, NA,…
## $ H001_001 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Ja&quot;, NA…
## $ H001_002 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Nicht G…
## $ H001_003 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Ja&quot;, NA…
## $ H001_004 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Nicht G…
## $ H001_005 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Nicht G…
## $ H001_006 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Nicht G…
## $ H001_007 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Nicht G…
## $ H002 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Ja&quot;, NA…
## $ H003 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Bibliot…
## $ H004 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Gesundh…
## $ H004_other &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ H005 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Bachelo…
## $ H005_other &lt;lgl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ H006 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ H007 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ H008 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Weiblic…
## $ R1 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Die Fra…</code></pre>
</div>
<div id="print" class="section level3" number="3.2.3">
<h3><span class="header-section-number">3.2.3</span> Print</h3>
<pre class="r"><code>print(litdata)</code></pre>
<pre><code>## # A tibble: 313 × 66
## id submit…¹ lastp…² start…³ seed start…⁴ dates…⁵ W001 W002 W003 W004
## &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt;
## 1 1 10/25/2… 5 en 6.65e8 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## 2 2 &lt;NA&gt; NA de 3.34e8 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## 3 3 &lt;NA&gt; NA de 6.84e8 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## 4 5 &lt;NA&gt; 2 de 2.08e9 10/25/… 10/25/… Stim… Stim… 4 Stim…
## 5 6 &lt;NA&gt; 2 en 4.38e8 10/25/… 10/25/… 3 3 3 Stim…
## 6 7 &lt;NA&gt; NA de 2.15e9 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## 7 8 &lt;NA&gt; NA de 1.74e9 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## 8 9 &lt;NA&gt; NA de 4.64e8 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## 9 10 &lt;NA&gt; 2 en 1.09e9 10/25/… 10/25/… Stim… 4 4 4
## 10 11 &lt;NA&gt; 1 de 1.55e9 10/25/… 10/25/… 3 2 4 4
## # … with 303 more rows, 55 more variables: W005 &lt;chr&gt;, W006 &lt;chr&gt;, W007 &lt;chr&gt;,
## # W008 &lt;chr&gt;, W009 &lt;chr&gt;, K001 &lt;chr&gt;, K002 &lt;chr&gt;, K003 &lt;chr&gt;, K004 &lt;chr&gt;,
## # K005 &lt;chr&gt;, K006 &lt;chr&gt;, K007 &lt;chr&gt;, K008 &lt;chr&gt;, K009 &lt;chr&gt;, TK001_01 &lt;chr&gt;,
## # TK001_02 &lt;chr&gt;, TK001_03 &lt;chr&gt;, TK001_04 &lt;chr&gt;, TK002_01 &lt;chr&gt;,
## # TK002_02 &lt;chr&gt;, TK002_03 &lt;chr&gt;, TK002_04 &lt;chr&gt;, TK003_01 &lt;chr&gt;,
## # TK003_02 &lt;chr&gt;, TK003_03 &lt;chr&gt;, TK003_04 &lt;chr&gt;, TK004_01 &lt;chr&gt;,
## # TK004_02 &lt;chr&gt;, TK004_03 &lt;chr&gt;, TK004_04 &lt;chr&gt;, TK005_01 &lt;chr&gt;, …</code></pre>
</div>
<div id="head" class="section level3" number="3.2.4">
<h3><span class="header-section-number">3.2.4</span> Head</h3>
<pre class="r"><code>head(litdata)</code></pre>
<pre><code>## # A tibble: 6 × 66
## id submitd…¹ lastp…² start…³ seed start…⁴ dates…⁵ W001 W002 W003 W004
## &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt;
## 1 1 10/25/20… 5 en 6.65e8 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## 2 2 &lt;NA&gt; NA de 3.34e8 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## 3 3 &lt;NA&gt; NA de 6.84e8 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## 4 5 &lt;NA&gt; 2 de 2.08e9 10/25/… 10/25/… Stim… Stim… 4 Stim…
## 5 6 &lt;NA&gt; 2 en 4.38e8 10/25/… 10/25/… 3 3 3 Stim…
## 6 7 &lt;NA&gt; NA de 2.15e9 10/25/… 10/25/… &lt;NA&gt; &lt;NA&gt; &lt;NA&gt; &lt;NA&gt;
## # … with 55 more variables: W005 &lt;chr&gt;, W006 &lt;chr&gt;, W007 &lt;chr&gt;, W008 &lt;chr&gt;,
## # W009 &lt;chr&gt;, K001 &lt;chr&gt;, K002 &lt;chr&gt;, K003 &lt;chr&gt;, K004 &lt;chr&gt;, K005 &lt;chr&gt;,
## # K006 &lt;chr&gt;, K007 &lt;chr&gt;, K008 &lt;chr&gt;, K009 &lt;chr&gt;, TK001_01 &lt;chr&gt;,
## # TK001_02 &lt;chr&gt;, TK001_03 &lt;chr&gt;, TK001_04 &lt;chr&gt;, TK002_01 &lt;chr&gt;,
## # TK002_02 &lt;chr&gt;, TK002_03 &lt;chr&gt;, TK002_04 &lt;chr&gt;, TK003_01 &lt;chr&gt;,
## # TK003_02 &lt;chr&gt;, TK003_03 &lt;chr&gt;, TK003_04 &lt;chr&gt;, TK004_01 &lt;chr&gt;,
## # TK004_02 &lt;chr&gt;, TK004_03 &lt;chr&gt;, TK004_04 &lt;chr&gt;, TK005_01 &lt;chr&gt;, …</code></pre>
</div>
</div>
</div>
<div id="data-cleaning" class="section level1" number="4">
<h1><span class="header-section-number">4</span> Data cleaning</h1>
<div id="converting-strings-to-numbers-and-keine-antwort-zu-nan" class="section level2" number="4.1">
<h2><span class="header-section-number">4.1</span> Converting Strings to
numbers and <em>Keine Antwort</em> zu <em>NaN</em></h2>
<pre class="r"><code>litdata &lt;- litdata %&gt;%
mutate_all(~ replace(., . == &quot;Stimme voll zu5&quot;, 5)) %&gt;%
mutate_all(~ replace(., . == &quot;Stimme überhaupt nicht zu1&quot;, 1)) %&gt;%
mutate_all(~ replace(., . == &quot;Keine Antwort-&quot;, NaN))</code></pre>
</div>
<div id="make-it-numeric" class="section level2" number="4.2">
<h2><span class="header-section-number">4.2</span> Make it numeric</h2>
<p>The following code will <strong>NOT</strong> be run. The Idea is to
show a way to automatically edit all columns. It works but some columns
are NOT numeric.</p>
<pre class="r"><code># All colnames that exist
litdataColnames &lt;- colnames(litdata)
# the ones we don&#39;t want to change
litdataNonNumericCols &lt;- c(&quot;submitdate&quot;, &quot;startlanguage&quot;, &quot;startdate&quot;, &quot;datestamp&quot;, &quot;lastpage&quot;, &quot;seed&quot;)
# the colnames that should be changed
litdataColsToMakeNumeric &lt;- litdataColnames[!(litdataColnames %in% litdataNonNumericCols)]
print(litdataColsToMakeNumeric)
litdataColsToMakeNumeric &lt;- c(&quot;R1&quot;)
for (col in litdataColsToMakeNumeric) {
litdata[[col]] &lt;- as.numeric(litdata[[col]])
}</code></pre>
<p>First we rename all the columns</p>
<pre class="r"><code>litdata &lt;- litdata %&gt;% rename(
&quot;A1&quot; = &quot;W001&quot;,
&quot;A2&quot; = &quot;W002&quot;,
&quot;A3&quot; = &quot;W003&quot;,
&quot;A4&quot; = &quot;W004&quot;,
&quot;A5&quot; = &quot;W005&quot;,
&quot;A6&quot; = &quot;W006&quot;,
&quot;A7&quot; = &quot;W007&quot;,
&quot;A8&quot; = &quot;W008&quot;,
&quot;A9&quot; = &quot;W009&quot;,
&quot;B1&quot; = &quot;K001&quot;,
&quot;B2&quot; = &quot;K002&quot;,
&quot;B3&quot; = &quot;K003&quot;,
&quot;B4&quot; = &quot;K004&quot;,
&quot;B5&quot; = &quot;K005&quot;,
&quot;B6&quot; = &quot;K006&quot;,
&quot;B7&quot; = &quot;K007&quot;,
&quot;B8&quot; = &quot;K008&quot;,
&quot;B9&quot; = &quot;K009&quot;,
&quot;C1_1&quot; = &quot;TK001_01&quot;,
&quot;C1_2&quot; = &quot;TK001_02&quot;,
&quot;C1_3&quot; = &quot;TK001_03&quot;,
&quot;C1_4&quot; = &quot;TK001_04&quot;,
&quot;C2_1&quot; = &quot;TK002_01&quot;,
&quot;C2_2&quot; = &quot;TK002_02&quot;,
&quot;C2_3&quot; = &quot;TK002_03&quot;,
&quot;C2_4&quot; = &quot;TK002_04&quot;,
&quot;C3_1&quot; = &quot;TK003_01&quot;,
&quot;C3_2&quot; = &quot;TK003_02&quot;,
&quot;C3_3&quot; = &quot;TK003_03&quot;,
&quot;C3_4&quot; = &quot;TK003_04&quot;,
&quot;C4_1&quot; = &quot;TK004_01&quot;,
&quot;C4_2&quot; = &quot;TK004_02&quot;,
&quot;C4_3&quot; = &quot;TK004_03&quot;,
&quot;C4_4&quot; = &quot;TK004_04&quot;,
&quot;C5_1&quot; = &quot;TK005_01&quot;,
&quot;C5_2&quot; = &quot;TK005_02&quot;,
&quot;C5_3&quot; = &quot;TK005_03&quot;,
&quot;C5_4&quot; = &quot;TK005_04&quot;,
&quot;C6_1&quot; = &quot;TK006_01&quot;,
&quot;C6_2&quot; = &quot;TK006_02&quot;,
&quot;C6_3&quot; = &quot;TK006_03&quot;,
&quot;C6_4&quot; = &quot;TK006_04&quot;,
&quot;D1_1&quot; = &quot;H001_001&quot;,
&quot;D1_2&quot; = &quot;H001_002&quot;,
&quot;D1_3&quot; = &quot;H001_003&quot;,
&quot;D1_4&quot; = &quot;H001_004&quot;,
&quot;D1_5&quot; = &quot;H001_005&quot;,
&quot;D1_6&quot; = &quot;H001_006&quot;,
&quot;D1_7&quot; = &quot;H001_007&quot;,
&quot;D2&quot; = &quot;H002&quot;,
&quot;D3&quot; = &quot;H003&quot;,
&quot;D4&quot; = &quot;H004&quot;,
&quot;D4_comment&quot; = &quot;H004_other&quot;,
&quot;D5&quot; = &quot;H005&quot;,
&quot;D5_comment&quot; = &quot;H005_other&quot;,
&quot;D6&quot; = &quot;H006&quot;,
&quot;D7&quot; = &quot;H007&quot;,
&quot;D8&quot; = &quot;H008&quot;,
&quot;E1&quot; = &quot;R1&quot;
)</code></pre>
<p>Then we change the datatype and fix the values</p>
<pre class="r"><code>litdata$A1 &lt;- as.numeric(litdata$A1)
litdata$A2 &lt;- as.numeric(litdata$A2)
litdata$A3 &lt;- as.numeric(litdata$A3)
litdata$A4 &lt;- as.numeric(litdata$A4)
litdata$A5 &lt;- as.numeric(litdata$A5)
litdata$A6 &lt;- as.numeric(litdata$A6)
litdata$A7 &lt;- as.numeric(litdata$A7)
litdata$A8 &lt;- as.numeric(litdata$A8)
litdata$A9 &lt;- as.numeric(litdata$A9)
litdata$B1 &lt;- as.numeric(litdata$B1)
litdata$B2 &lt;- as.numeric(litdata$B2)
litdata$B3 &lt;- as.numeric(litdata$B3)
litdata$B4 &lt;- as.numeric(litdata$B4)
litdata$B5 &lt;- as.numeric(litdata$B5)
litdata$B6 &lt;- as.numeric(litdata$B6)
litdata$B7 &lt;- as.numeric(litdata$B7)
litdata$B8 &lt;- as.numeric(litdata$B8)
litdata$B9 &lt;- as.numeric(litdata$B9)
litdata$C1_1 &lt;- as.numeric(litdata$C1_1)
litdata$C1_2 &lt;- as.numeric(litdata$C1_2)
litdata$C1_3 &lt;- as.numeric(litdata$C1_3)
litdata$C1_4 &lt;- as.numeric(litdata$C1_4)
litdata$C2_1 &lt;- as.numeric(litdata$C2_1)
litdata$C2_2 &lt;- as.numeric(litdata$C2_2)
litdata$C2_3 &lt;- as.numeric(litdata$C2_3)
litdata$C2_4 &lt;- as.numeric(litdata$C2_4)
litdata$C3_1 &lt;- as.numeric(litdata$C3_1)
litdata$C3_2 &lt;- as.numeric(litdata$C3_2)
litdata$C3_3 &lt;- as.numeric(litdata$C3_3)
litdata$C3_4 &lt;- as.numeric(litdata$C3_4)
litdata$C4_1 &lt;- as.numeric(litdata$C4_1)
litdata$C4_2 &lt;- as.numeric(litdata$C4_2)
litdata$C4_3 &lt;- as.numeric(litdata$C4_3)
litdata$C4_4 &lt;- as.numeric(litdata$C4_4)
litdata$C5_1 &lt;- as.numeric(litdata$C5_1)
litdata$C5_2 &lt;- as.numeric(litdata$C5_2)
litdata$C5_3 &lt;- as.numeric(litdata$C5_3)
litdata$C5_4 &lt;- as.numeric(litdata$C5_4)
litdata$C6_1 &lt;- as.numeric(litdata$C6_1)
litdata$C6_2 &lt;- as.numeric(litdata$C6_2)
litdata$C6_3 &lt;- as.numeric(litdata$C6_3)
litdata$C6_4 &lt;- as.numeric(litdata$C6_4)
litdata &lt;- litdata %&gt;% mutate(D1_1 = ifelse(D1_1 == &quot;Ja&quot;, TRUE, ifelse(D1_1 == &quot;Nicht Gewählt&quot;, FALSE, D1_1)))
litdata$D1_1 &lt;- as.logical(litdata$D1_1)
litdata &lt;- litdata %&gt;% mutate(D1_2 = ifelse(D1_2 == &quot;Ja&quot;, TRUE, ifelse(D1_2 == &quot;Nicht Gewählt&quot;, FALSE, D1_2)))
litdata$D1_2 &lt;- as.logical(litdata$D1_2)
litdata &lt;- litdata %&gt;% mutate(D1_3 = ifelse(D1_3 == &quot;Ja&quot;, TRUE, ifelse(D1_3 == &quot;Nicht Gewählt&quot;, FALSE, D1_3)))
litdata$D1_3 &lt;- as.logical(litdata$D1_3)
litdata &lt;- litdata %&gt;% mutate(D1_4 = ifelse(D1_4 == &quot;Ja&quot;, TRUE, ifelse(D1_4 == &quot;Nicht Gewählt&quot;, FALSE, D1_4)))
litdata$D1_4 &lt;- as.logical(litdata$D1_4)
litdata &lt;- litdata %&gt;% mutate(D1_5 = ifelse(D1_5 == &quot;Ja&quot;, TRUE, ifelse(D1_5 == &quot;Nicht Gewählt&quot;, FALSE, D1_5)))
litdata$D1_5 &lt;- as.logical(litdata$D1_5)
litdata &lt;- litdata %&gt;% mutate(D1_6 = ifelse(D1_6 == &quot;Ja&quot;, TRUE, ifelse(D1_6 == &quot;Nicht Gewählt&quot;, FALSE, D1_6)))
litdata$D1_6 &lt;- as.logical(litdata$D1_6)
litdata &lt;- litdata %&gt;% mutate(D1_7 = ifelse(D1_7 == &quot;Ja&quot;, TRUE, ifelse(D1_7 == &quot;Nicht Gewählt&quot;, FALSE, D1_7)))
litdata$D1_7 &lt;- as.logical(litdata$D1_7)
litdata &lt;- litdata %&gt;% mutate(D2 = ifelse(D2 == &quot;Ja&quot;, TRUE, ifelse(D2 == &quot;Nein&quot;, FALSE, D2)))
litdata$D2 &lt;- as.logical(litdata$D2)
# skipping D3 because it&#39;s just a free text
litdata$D4 &lt;- as.factor(litdata$D4)
# skipping D4_comment because it&#39;s a free text
litdata$D5 &lt;- as.factor(litdata$D5)
# skipping D5_comment because it&#39;s a free text
# can&#39;t be a number as there is a 2010 or earlier option.
litdata$D6 &lt;- as.factor(litdata$D6)
litdata$D7 &lt;- as.numeric(litdata$D7)
litdata$D8 &lt;- as.factor(litdata$D8)
# skipping E1 because it&#39;s a free text</code></pre>
</div>
<div id="second-inspection-of-data" class="section level2 tabset" number="4.3">
<h2 class="tabset"><span class="header-section-number">4.3</span> Second
inspection of data</h2>
<div id="summary-1" class="section level3" number="4.3.1">
<h3><span class="header-section-number">4.3.1</span> Summary</h3>
<pre class="r"><code>summary(litdata)</code></pre>
<pre><code>## id submitdate lastpage startlanguage
## Min. : 1 Length:313 Min. :-1.000 Length:313
## 1st Qu.: 81 Class :character 1st Qu.: 2.000 Class :character
## Median :162 Mode :character Median : 5.000 Mode :character
## Mean :163 Mean : 3.556
## 3rd Qu.:245 3rd Qu.: 5.000
## Max. :327 Max. : 5.000
## NA&#39;s :108
## seed startdate datestamp A1
## Min. :5.647e+06 Length:313 Length:313 Min. :2.000
## 1st Qu.:5.568e+08 Class :character Class :character 1st Qu.:4.000
## Median :1.086e+09 Mode :character Mode :character Median :5.000
## Mean :1.081e+09 Mean :4.515
## 3rd Qu.:1.637e+09 3rd Qu.:5.000
## Max. :2.147e+09 Max. :5.000
## NA&#39;s :117
## A2 A3 A4 A5
## Min. :1.000 Min. :2.000 Min. :1.000 Min. :2.000
## 1st Qu.:3.000 1st Qu.:4.000 1st Qu.:4.000 1st Qu.:4.000
## Median :4.000 Median :4.000 Median :5.000 Median :5.000
## Mean :3.955 Mean :4.246 Mean :4.523 Mean :4.411
## 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA&#39;s :114 NA&#39;s :114 NA&#39;s :114 NA&#39;s :116
## A6 A7 A8 A9
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:4.000 1st Qu.:5.000 1st Qu.:3.000 1st Qu.:3.000
## Median :4.000 Median :5.000 Median :4.000 Median :4.000
## Mean :4.347 Mean :4.824 Mean :3.581 Mean :3.663
## 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA&#39;s :117 NA&#39;s :114 NA&#39;s :122 NA&#39;s :120
## B1 B2 B3 B4
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:3.000
## Median :3.000 Median :3.000 Median :3.000 Median :3.000
## Mean :3.293 Mean :2.851 Mean :2.863 Mean :3.221
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA&#39;s :132 NA&#39;s :132 NA&#39;s :131 NA&#39;s :132
## B5 B6 B7 B8 B9
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.00 Min. :1.000
## 1st Qu.:3.000 1st Qu.:2.000 1st Qu.:3.000 1st Qu.:2.00 1st Qu.:2.000
## Median :3.000 Median :3.000 Median :4.000 Median :3.00 Median :3.000
## Mean :3.409 Mean :2.956 Mean :3.522 Mean :2.72 Mean :2.657
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:3.75 3rd Qu.:3.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.00 Max. :5.000
## NA&#39;s :132 NA&#39;s :132 NA&#39;s :131 NA&#39;s :131 NA&#39;s :132
## C1_1 C1_2 C1_3 C1_4
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:4.000 1st Qu.:4.000 1st Qu.:2.000
## Median :4.000 Median :4.000 Median :5.000 Median :3.000
## Mean :3.606 Mean :4.153 Mean :4.336 Mean :2.956
## 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA&#39;s :204 NA&#39;s :202 NA&#39;s :200 NA&#39;s :200
## C2_1 C2_2 C2_3 C2_4
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:4.000 1st Qu.:4.000 1st Qu.:2.000
## Median :3.000 Median :4.000 Median :5.000 Median :3.000
## Mean :3.409 Mean :4.055 Mean :4.279 Mean :3.071
## 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA&#39;s :203 NA&#39;s :204 NA&#39;s :202 NA&#39;s :201
## C3_1 C3_2 C3_3 C3_4 C4_1
## Min. :1.000 Min. :1.000 Min. :1.00 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:4.000 1st Qu.:4.00 1st Qu.:3.000 1st Qu.:3.000
## Median :3.000 Median :4.000 Median :5.00 Median :3.000 Median :4.000
## Mean :3.495 Mean :4.189 Mean :4.42 Mean :3.321 Mean :3.759
## 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:5.00 3rd Qu.:4.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.00 Max. :5.000 Max. :5.000
## NA&#39;s :202 NA&#39;s :202 NA&#39;s :201 NA&#39;s :201 NA&#39;s :201
## C4_2 C4_3 C4_4 C5_1 C5_2
## Min. :1.000 Min. :1.000 Min. :1.00 Min. :1.000 Min. :1.000
## 1st Qu.:4.000 1st Qu.:4.000 1st Qu.:3.00 1st Qu.:3.000 1st Qu.:4.000
## Median :5.000 Median :5.000 Median :3.00 Median :4.000 Median :4.000
## Mean :4.279 Mean :4.396 Mean :3.33 Mean :3.727 Mean :4.183
## 3rd Qu.:5.000 3rd Qu.:5.000 3rd Qu.:4.00 3rd Qu.:5.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.00 Max. :5.000 Max. :5.000
## NA&#39;s :202 NA&#39;s :202 NA&#39;s :201 NA&#39;s :203 NA&#39;s :204
## C5_3 C5_4 C6_1 C6_2
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:4.000 1st Qu.:3.000 1st Qu.:3.000 1st Qu.:4.000
## Median :5.000 Median :3.000 Median :4.000 Median :4.000
## Mean :4.369 Mean :3.255 Mean :3.609 Mean :4.136
## 3rd Qu.:5.000 3rd Qu.:4.000 3rd Qu.:5.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
## NA&#39;s :202 NA&#39;s :203 NA&#39;s :203 NA&#39;s :203
## C6_3 C6_4 D1_1 D1_2
## Min. :1.000 Min. :1.000 Mode :logical Mode :logical
## 1st Qu.:4.000 1st Qu.:3.000 FALSE:64 FALSE:69
## Median :5.000 Median :3.000 TRUE :51 TRUE :46
## Mean :4.245 Mean :3.191 NA&#39;s :198 NA&#39;s :198
## 3rd Qu.:5.000 3rd Qu.:4.000
## Max. :5.000 Max. :5.000
## NA&#39;s :203 NA&#39;s :203
## D1_3 D1_4 D1_5 D1_6
## Mode :logical Mode :logical Mode :logical Mode :logical
## FALSE:30 FALSE:81 FALSE:108 FALSE:115
## TRUE :85 TRUE :34 TRUE :7 NA&#39;s :198
## NA&#39;s :198 NA&#39;s :198 NA&#39;s :198
##
##
##
## D1_7 D2 D3
## Mode :logical Mode :logical Length:313
## FALSE:115 FALSE:12 Class :character
## NA&#39;s :198 TRUE :103 Mode :character
## NA&#39;s :198
##
##
##
## D4
## Berufe des Managements und der Administration, des Bank- und Versicherungsgewerbes und des Rechtswesens: 29
## Gesundheits-, Lehr- und Kulturberufe, Wissenschaftler : 24
## Technische Berufe sowie Informatikberufe : 24
## Berufe des Gastgewerbes und Berufe zur Erbringung persönlicher Dienstleistungens- und Verkehrsberufe : 13
## - : 8
## (Other) : 5
## NA&#39;s :210
## D4_comment D5 D5_comment
## Length:313 Bachelor Information Science : 40 Min. : NA
## Class :character Master Information and Data Management: 10 1st Qu.: NA
## Mode :character Bachelor Multimedia Production : 8 Median : NA
## Bachelor Tourismus : 8 Mean :NaN
## Bachelor Betriebsökonomie : 7 3rd Qu.: NA
## (Other) : 40 Max. : NA
## NA&#39;s :200 NA&#39;s :313
## D6 D7 D8 E1
## 2020 : 34 Min. :1971 männlich: 39 Length:313
## 2018 : 26 1st Qu.:1991 Weiblich: 75 Class :character
## 2021 : 25 Median :1995 NA&#39;s :199 Mode :character
## 2019 : 20 Mean :1993
## 2017 : 4 3rd Qu.:1998
## (Other): 3 Max. :2002
## NA&#39;s :201 NA&#39;s :207</code></pre>
</div>
<div id="glimpse-1" class="section level3" number="4.3.2">
<h3><span class="header-section-number">4.3.2</span> Glimpse</h3>
<pre class="r"><code>glimpse(litdata)</code></pre>
<pre><code>## Rows: 313
## Columns: 66
## $ id &lt;dbl&gt; 1, 2, 3, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, …
## $ submitdate &lt;chr&gt; &quot;10/25/2021 11:07:44&quot;, NA, NA, NA, NA, NA, NA, NA, NA, N…
## $ lastpage &lt;dbl&gt; 5, NA, NA, 2, 2, NA, NA, NA, 2, 1, NA, NA, 5, NA, NA, NA…
## $ startlanguage &lt;chr&gt; &quot;en&quot;, &quot;de&quot;, &quot;de&quot;, &quot;de&quot;, &quot;en&quot;, &quot;de&quot;, &quot;de&quot;, &quot;de&quot;, &quot;en&quot;, &quot;d…
## $ seed &lt;dbl&gt; 664891087, 334145431, 683903577, 2082427237, 438283320, …
## $ startdate &lt;chr&gt; &quot;10/25/2021 11:07:40&quot;, &quot;10/25/2021 11:33:06&quot;, &quot;10/25/202…
## $ datestamp &lt;chr&gt; &quot;10/25/2021 11:07:44&quot;, &quot;10/25/2021 11:33:06&quot;, &quot;10/25/202…
## $ A1 &lt;dbl&gt; NA, NA, NA, 5, 3, NA, NA, NA, 5, 3, NA, NA, 5, NA, NA, N…
## $ A2 &lt;dbl&gt; NA, NA, NA, 5, 3, NA, NA, NA, 4, 2, NA, NA, 5, NA, NA, N…
## $ A3 &lt;dbl&gt; NA, NA, NA, 4, 3, NA, NA, NA, 4, 4, NA, NA, 5, NA, NA, N…
## $ A4 &lt;dbl&gt; NA, NA, NA, 5, 5, NA, NA, NA, 4, 4, NA, NA, 5, NA, NA, N…
## $ A5 &lt;dbl&gt; NA, NA, NA, 5, 5, NA, NA, NA, 4, 4, NA, NA, 4, NA, NA, N…
## $ A6 &lt;dbl&gt; NA, NA, NA, 4, 4, NA, NA, NA, 4, 4, NA, NA, 4, NA, NA, N…
## $ A7 &lt;dbl&gt; NA, NA, NA, 4, 5, NA, NA, NA, 5, 3, NA, NA, 5, NA, NA, N…
## $ A8 &lt;dbl&gt; NA, NA, NA, 5, 4, NA, NA, NA, 5, 4, NA, NA, 5, NA, NA, N…
## $ A9 &lt;dbl&gt; NA, NA, NA, 5, 5, NA, NA, NA, 5, 5, NA, NA, 5, NA, NA, N…
## $ B1 &lt;dbl&gt; NA, NA, NA, 4, 4, NA, NA, NA, 4, NA, NA, NA, 3, NA, NA, …
## $ B2 &lt;dbl&gt; NA, NA, NA, 3, 3, NA, NA, NA, 4, NA, NA, NA, 4, NA, NA, …
## $ B3 &lt;dbl&gt; NA, NA, NA, 3, 5, NA, NA, NA, 3, NA, NA, NA, 4, NA, NA, …
## $ B4 &lt;dbl&gt; NA, NA, NA, 3, 4, NA, NA, NA, 4, NA, NA, NA, 3, NA, NA, …
## $ B5 &lt;dbl&gt; NA, NA, NA, 4, 3, NA, NA, NA, 4, NA, NA, NA, 3, NA, NA, …
## $ B6 &lt;dbl&gt; NA, NA, NA, 4, 4, NA, NA, NA, 4, NA, NA, NA, 4, NA, NA, …
## $ B7 &lt;dbl&gt; NA, NA, NA, 4, 3, NA, NA, NA, 3, NA, NA, NA, 4, NA, NA, …
## $ B8 &lt;dbl&gt; NA, NA, NA, 4, 3, NA, NA, NA, 4, NA, NA, NA, 5, NA, NA, …
## $ B9 &lt;dbl&gt; NA, NA, NA, 4, 2, NA, NA, NA, 4, NA, NA, NA, 5, NA, NA, …
## $ C1_1 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, N…
## $ C1_2 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C1_3 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C1_4 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, N…
## $ C2_1 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, N…
## $ C2_2 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C2_3 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C2_4 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, N…
## $ C3_1 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 3, NA, N…
## $ C3_2 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, N…
## $ C3_3 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C3_4 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C4_1 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C4_2 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C4_3 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C4_4 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, N…
## $ C5_1 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C5_2 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C5_3 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C5_4 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C6_1 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C6_2 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C6_3 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5, NA, N…
## $ C6_4 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4, NA, N…
## $ D1_1 &lt;lgl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, TRUE, NA…
## $ D1_2 &lt;lgl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, FALSE, N…
## $ D1_3 &lt;lgl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, TRUE, NA…
## $ D1_4 &lt;lgl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, FALSE, N…
## $ D1_5 &lt;lgl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, FALSE, N…
## $ D1_6 &lt;lgl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, FALSE, N…
## $ D1_7 &lt;lgl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, FALSE, N…
## $ D2 &lt;lgl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, TRUE, NA…
## $ D3 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Bibliot…
## $ D4 &lt;fct&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Gesundh…
## $ D4_comment &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ D5 &lt;fct&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, Bachelor…
## $ D5_comment &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ D6 &lt;fct&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ D7 &lt;dbl&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, …
## $ D8 &lt;fct&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, Weiblich…
## $ E1 &lt;chr&gt; NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, &quot;Die Fra…</code></pre>
</div>
<div id="print-1" class="section level3" number="4.3.3">
<h3><span class="header-section-number">4.3.3</span> Print</h3>
<pre class="r"><code>print(litdata)</code></pre>
<pre><code>## # A tibble: 313 × 66
## id submit…¹ lastp…² start…³ seed start…⁴ dates…⁵ A1 A2 A3 A4
## &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;chr&gt; &lt;chr&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt;
## 1 1 10/25/2… 5 en 6.65e8 10/25/… 10/25/… NA NA NA NA
## 2 2 &lt;NA&gt; NA de 3.34e8 10/25/… 10/25/… NA NA NA NA
## 3 3 &lt;NA&gt; NA de 6.84e8 10/25/… 10/25/… NA NA NA NA
## 4 5 &lt;NA&gt; 2 de 2.08e9 10/25/… 10/25/… 5 5 4 5
## 5 6 &lt;NA&gt; 2 en 4.38e8 10/25/… 10/25/… 3 3 3 5
## 6 7 &lt;NA&gt; NA de 2.15e9 10/25/… 10/25/… NA NA NA NA
## 7 8 &lt;NA&gt; NA de 1.74e9 10/25/… 10/25/… NA NA NA NA
## 8 9 &lt;NA&gt; NA de 4.64e8 10/25/… 10/25/… NA NA NA NA
## 9 10 &lt;NA&gt; 2 en 1.09e9 10/25/… 10/25/… 5 4 4 4
## 10 11 &lt;NA&gt; 1 de 1.55e9 10/25/… 10/25/… 3 2 4 4
## # … with 303 more rows, 55 more variables: A5 &lt;dbl&gt;, A6 &lt;dbl&gt;, A7 &lt;dbl&gt;,
## # A8 &lt;dbl&gt;, A9 &lt;dbl&gt;, B1 &lt;dbl&gt;, B2 &lt;dbl&gt;, B3 &lt;dbl&gt;, B4 &lt;dbl&gt;, B5 &lt;dbl&gt;,
## # B6 &lt;dbl&gt;, B7 &lt;dbl&gt;, B8 &lt;dbl&gt;, B9 &lt;dbl&gt;, C1_1 &lt;dbl&gt;, C1_2 &lt;dbl&gt;, C1_3 &lt;dbl&gt;,
## # C1_4 &lt;dbl&gt;, C2_1 &lt;dbl&gt;, C2_2 &lt;dbl&gt;, C2_3 &lt;dbl&gt;, C2_4 &lt;dbl&gt;, C3_1 &lt;dbl&gt;,
## # C3_2 &lt;dbl&gt;, C3_3 &lt;dbl&gt;, C3_4 &lt;dbl&gt;, C4_1 &lt;dbl&gt;, C4_2 &lt;dbl&gt;, C4_3 &lt;dbl&gt;,
## # C4_4 &lt;dbl&gt;, C5_1 &lt;dbl&gt;, C5_2 &lt;dbl&gt;, C5_3 &lt;dbl&gt;, C5_4 &lt;dbl&gt;, C6_1 &lt;dbl&gt;,
## # C6_2 &lt;dbl&gt;, C6_3 &lt;dbl&gt;, C6_4 &lt;dbl&gt;, D1_1 &lt;lgl&gt;, D1_2 &lt;lgl&gt;, D1_3 &lt;lgl&gt;, …</code></pre>
</div>
<div id="head-1" class="section level3" number="4.3.4">
<h3><span class="header-section-number">4.3.4</span> Head</h3>
<pre class="r"><code>head(litdata)</code></pre>
<pre><code>## # A tibble: 6 × 66
## id submitd…¹ lastp…² start…³ seed start…⁴ dates…⁵ A1 A2 A3 A4
## &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;chr&gt; &lt;chr&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt;
## 1 1 10/25/20… 5 en 6.65e8 10/25/… 10/25/… NA NA NA NA
## 2 2 &lt;NA&gt; NA de 3.34e8 10/25/… 10/25/… NA NA NA NA
## 3 3 &lt;NA&gt; NA de 6.84e8 10/25/… 10/25/… NA NA NA NA
## 4 5 &lt;NA&gt; 2 de 2.08e9 10/25/… 10/25/… 5 5 4 5
## 5 6 &lt;NA&gt; 2 en 4.38e8 10/25/… 10/25/… 3 3 3 5
## 6 7 &lt;NA&gt; NA de 2.15e9 10/25/… 10/25/… NA NA NA NA
## # … with 55 more variables: A5 &lt;dbl&gt;, A6 &lt;dbl&gt;, A7 &lt;dbl&gt;, A8 &lt;dbl&gt;, A9 &lt;dbl&gt;,
## # B1 &lt;dbl&gt;, B2 &lt;dbl&gt;, B3 &lt;dbl&gt;, B4 &lt;dbl&gt;, B5 &lt;dbl&gt;, B6 &lt;dbl&gt;, B7 &lt;dbl&gt;,
## # B8 &lt;dbl&gt;, B9 &lt;dbl&gt;, C1_1 &lt;dbl&gt;, C1_2 &lt;dbl&gt;, C1_3 &lt;dbl&gt;, C1_4 &lt;dbl&gt;,
## # C2_1 &lt;dbl&gt;, C2_2 &lt;dbl&gt;, C2_3 &lt;dbl&gt;, C2_4 &lt;dbl&gt;, C3_1 &lt;dbl&gt;, C3_2 &lt;dbl&gt;,
## # C3_3 &lt;dbl&gt;, C3_4 &lt;dbl&gt;, C4_1 &lt;dbl&gt;, C4_2 &lt;dbl&gt;, C4_3 &lt;dbl&gt;, C4_4 &lt;dbl&gt;,
## # C5_1 &lt;dbl&gt;, C5_2 &lt;dbl&gt;, C5_3 &lt;dbl&gt;, C5_4 &lt;dbl&gt;, C6_1 &lt;dbl&gt;, C6_2 &lt;dbl&gt;,
## # C6_3 &lt;dbl&gt;, C6_4 &lt;dbl&gt;, D1_1 &lt;lgl&gt;, D1_2 &lt;lgl&gt;, D1_3 &lt;lgl&gt;, D1_4 &lt;lgl&gt;, …</code></pre>
</div>
</div>
</div>
<div id="selbststudium-1" class="section level1" number="5">
<h1><span class="header-section-number">5</span> Selbststudium 1</h1>
<p><em>Berechnen Sie die Häufigkeiten für die Variablen W003, K003,
H001_001, H005, H007 und H008.</em></p>
<div id="data" class="section level2 tabset" number="5.1">
<h2 class="tabset"><span class="header-section-number">5.1</span>
Data</h2>
<pre class="r"><code>displayFunction1 &lt;- function(table, column) {
tmp &lt;- table[column]
tmp &lt;- rename(tmp, value = all_of(column))
tmp &lt;- tmp %&gt;%
count(value) %&gt;%
mutate(percentage = prop.table(n) * 100)
print(tmp, n = 100)
ggplot(
tmp,
aes(x = value, y = n)
) +
geom_bar(stat = &quot;identity&quot;) +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
}</code></pre>
<div id="a3-w003" class="section level3 unnumbered">
<h3 class="unnumbered">A3 (W003)</h3>
<pre class="r"><code>displayFunction1(litdata, &quot;A3&quot;)</code></pre>
<pre><code>## # A tibble: 6 × 3
## value n percentage
## &lt;dbl&gt; &lt;int&gt; &lt;dbl&gt;
## 1 2 6 1.92
## 2 3 29 9.27
## 3 4 74 23.6
## 4 5 90 28.8
## 5 NA 112 35.8
## 6 NaN 2 0.639</code></pre>
<pre><code>## Warning: Removed 2 rows containing missing values (`position_stack()`).</code></pre>
<p><img 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AAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySBdBvS2vTp5Ys9PXYlx3Jj7COrUsblPIO4Yx97+xr4kD+f+3OyBDHLHeCcDTcggR8Yje77WVhbQzf37VwOBuT83e8BADUnXGl+BOr4CjfEVaAEyCF+BOhmky69A+R5oFr4H2sD3QI0MwvdAnQzS5fdACWgWAtpAQI0MQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDEJAMxHQGAEtQAYhoE4GIaCZCGiMgBYggxBQJ4MQ0EwENEZAC5BBCKiTQQhoJgIaI6AFyCAE1MkgBDQTAY0R0AJkEALqZBACmomAxghoATIIAXUyCAHNREBjBLQAGYSAOhmEgGYioDECWoAMQkCdDLLqgL5iOO0T24+Ovujw+Ze/YoOA7hcC2kBAjQxCQJ0MsuqA/ta9A/q5xw/DoWG44ggB3ScEtIGAGhmEgDoZZNUBvXz44NEdm1sPrhwu/9z4yUuG5xDQfUJAGwiokUEIqJNBVh3Qi4ej99x//3DB9teenzl44LMEdH8Q0AYCamQQAupkkBUH9PiBR3z5wdXDs3durxiuI6D7g4A2EFAjgxBQJ4OsOKAfGy778oMrh+t3bl85fQ1PQLMQ0AYCamQQAupkkBUH9K3D0171uPMfc9XN2w8uHt6988HrhycS0P1BQBsIqJFBCKiTQVYc0OuGYTjnJ4fh4Gu3Hpw/fHTng28bLtn90w8c2nXbyT3a3NzrM1djHDs70OapuU8gNrobaNSB5v7c7MFkoA0GmpBBNiYDRddaQkBfOFzw5pPjnb83nP2hcTw43LLzwfcOh3f/9B1n7bp9mX81cL/N/bnZAwZqSLrWlgroh9+++4XsbwxPG8dH3PMV6M/v/ikBxbzm/tzsAQM1JF1r9+s/5bxp+4vOJwzv2Xlw/fDU3Y9u3LHr83t14tien7oSW/8rzH0EtXF07hOI28bx+NxnUONd8nDuz80eyCC3jl9koAkZ5Pbx9j1fa4kBvWU4Z3P85eHPdx784fB8/VPeRMrCm0gNvIlkZBDeRHIyyGrfRLrrutdt7tx57/CE7Z8D/e2dB788vJ6A7g8C2kBAjQxCQJ0MstqAbh4abti58/zhd8bx3cNFx7bu33HueXcS0P1BQBsIqJFBCKiTQVb8Y0wvHw7dOI5Hrz1w4W1bj544XLUxHrtieO7kWQQ0CwFtIKBGBiGgTgZZcUA3XjwMFx4+MFy484Xopw4ND7vsvOFn+W1M+4WANhBQI4MQUCeDrPwXKr/1KReef+kLTv+g0heed/E5h6++a/ocApqFgDYQUCODEFAng/Ab6TMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIPsQ0Jv/5A1fRkBnRUAbCKiRQQiok0HSA/p/v2NxbwR0VgS0gYAaGYSAOhkkO6Af/toFAe0HAW0goEYGIaBOBskO6MWLxbl//L4P3IOAzoqANhBQI4MQUCeDZAf0oYuDSzWTgO4LAtpAQI0MQkCdDJIc0M2vWbyegPaDgDYQUCODEFAngyQH9IuLxVsIaD8IaAMBNTIIAXUySHJAjz9k8bsEtB8EtIGAGhmEgDoZJPt7oIcXD/0iAe0GAW0goEYGIaBOBskO6JEfWPzI+whoLwhoAwE1MggBdTJIdkBf9/vfufjKHz785F88jYDOioA2EFAjgxBQJ4NkB3Sx4AfpO0JAGwiokUEIqJNBsgP6kAkCOisC2kBAjQxCQJ0Mwm9jykRAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQxCQDMR0BgBLUAGIaBOBiGgmQhojIAWIIMQUCeDENBMBDRGQAuQQQiok0EIaCYCGiOgBcggBNTJIAQ0EwGNEdACZBAC6mQQApqJgMYIaAEyCAF1MggBzURAYwS0ABmEgDoZhIBmIqAxAlqADEJAnQzSZUA3NvdoHPf6zNUY+zvQ3CdQ/Q2kD+f+3OwBAzWEA0XX2soCeteX9ujUxl6fuRrjeGruI6jNk3OfQBzd+j+Oc59BjSfk4dyfmz2QQY6OxxloQgY5Nh7b87W2soDyEj4LL+EbeAlvZBBewjsZpMuX8AQ0CwFtIKBGBiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMjKtSy0AAB/aSURBVAgBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZiKgMQJagAxCQJ0MQkAzEdAYAS1ABiGgTgYhoJkIaIyAFiCDEFAngxDQTAQ0RkALkEEIqJNBCGgmAhojoAXIIATUySAENBMBjRHQAmQQAupkEAKaiYDGCGgBMggBdTIIAc1EQGMEtAAZhIA6GYSAZuo9oHNfej3QgQiokUEIqJNBCGgmAto/HYiAGhmEgDoZhIBmIqD904EIqJFBCKiTQQhoJgLaPx2IgBoZhIA6GYSAZiKg/dOBCKiRQQiok0EIaCYC2j8diIAaGYSAOhmEgGYioP3TgQiokUEIqJNBCGgmAto/HYiAGhmEgDoZhIBmIqD904EIqJFBCKiTQQhoJgLaPx2IgBoZhIA6GYSAZiKg/dOBCKiRQQiok0EIaCYC2j8diIAaGYSAOhmEgGYioP3TgQiokUEIqJNBCGgmAto/HYiAGhmEgDoZhIBmIqD904EIqJFBCKiTQQhoJgLaPx2IgBoZhIA6GYSAZiKg/dOBCKiRQQiok0EIaCYC2j8diIAaGYSAOhmEgGYioP3TgQiokUEIqJNBCGgmAto/HYiAGhmEgDoZhIBmIqD904EIqJFBCKiTQQhoJgLaPx2IgBoZhIA6GYSAZiKg/dOBCKiRQQiok0EIaCYC2j8diIAaGYSAOhmEgGYioP3TgQiokUEIqJNBCGgmAto/HYiAGhmEgDoZZOUB/chzHnXuT//a+3buv2I47RMEdH8QUKMDEVAjgxBQJ4OsOqBvPDgMh88bDrx0+8FvEdB9RkCNDkRAjQxCQJ0MsuKA3n7ecNUXxo1XHzjwrq1Hlw8fPLpjk4DuDwJqdCACamQQAupkkBUH9JXDkza2b68enrb1z4uHo2d8FgHNQkCNDkRAjQxCQJ0MsuKA/vrwRzu37x8eOY7HDzzizM8ioFkIqNGBCKiRQQiok0FWHNBfe+RNO7d/PVw0jh8bLiOg+4uAGh2IgBoZhIA6GWSmH2N66fDUcXzr8LRXPe78x1x1MwHdLwTU6EAE1MggBNTJIPME9MZzh62vRK8bhuGcnxyGg689/eFbrtl16517tHFyr89cjXE8NfcR1KkT8nDuS68HOtB4nIEmZJC7xmMMNCGDfGn80l4/GdMCeuwlZw+v2Lp94XDBm0+Od/7ecPaHdv/gHWftun3pfzVCc196PWCgBgZqSPpkXDqgf/HI4fw3bN/58Nt3v6r9jZ235EcCuu/mvvR6wEANDNSQ9Mm4ZEDveMYwPPMW+dBNw+HdO7f9z11fOLJHGyf2+szV2HoJP/cR1Knj8nDuS68HOtB4jIEmZJAvjl9ioAkZ5M7xzr1+MqYE9JaLh8e+f/qx4Rz9SXreRMrCm0hGB+JNJCOD8CaSk0FW/CbSXY8ennvi7vvXvW63m+8dnqDPIqBZCKjRgQiokUEIqJNBVhzQ127/+NJpm4eGG3buPH/4HQK6Pwio0YEIqJFBCKiTQVYc0McO7zp12ji+fDh04zgevfbAhbcR0P1BQI0ORECNDEJAnQyy2oBunH33718afmbr0YuH4cLDB4YLb5g8jYBmIaBGByKgRgYhoE4GWW1APz3cO6Dj+NanXHj+pS+wn1oioFkIqNGBCKiRQQiok0H4jfSZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZBACmomA9k8HIqBGBiGgTgYhoJkIaP90IAJqZBAC6mQQApqJgPZPByKgRgYhoE4GIaCZCGj/dCACamQQAupkEAKaiYD2TwcioEYGIaBOBiGgmQho/3QgAmpkEALqZJAuA3p0r05t7PmpKzGOm3MfQW2elIdzX3o90IFGBpqSQY6NJxhoQgY5Ph7f6yfj6gJ64uQebW7u9ZmrsRXQuY+gNk/Jw7kvvR7oQCMDTU0G2mCgCRlkYzJQYHUB5SV8Fl7CGx2Il/BGBuElvJNBunwJT0CzEFCjAxFQI4MQUCeDENBMBLR/OhABNTIIAXUyCAHNRED7pwMRUCODEFAngxDQTAS0fzoQATUyCAF1MggBzURA+6cDEVAjgxBQJ4MQ0EwEtH86EAE1MggBdTIIAc1EQPunAxFQI4MQUCeDENBMBLR/OhABNTIIAXUyCAHNRED7pwMRUCODEFAngxDQTAS0fzoQATUyCAF1MggBzURA+6cDEVAjgxBQJ4MQ0EwEtH86EAE1MggBdTIIAc1EQPunAxFQI4MQUCeDENBMBLR/OhABNTIIAXUyCAHNRED7pwMRUCODEFAngxDQTAS0fzoQATUyCAF1MggBzURA+6cDEVAjgxBQJ4MQ0EwEtH86EAE1MggBdTIIAc1EQPunAxFQI4MQUCeDENBMBLR/OhABNTIIAXUyCAHNRED7pwMRUCODEFAngxDQTAS0fzoQATUyCAF1MggBzURA+6cDEVAjgxBQJ4MQ0EwEtH86EAE1MggBdTIIAc1EQPunAxFQI4MQUCeDENBMBLR/OhABNTIIAXUyCAHNRED7pwMRUCODEFAngxDQTAS0fzoQATUyCAF1MggBzURA+6cDEVAjgxBQJ4MQ0EwEtH86EAE1MggBdTIIAc1EQPunAxFQI4MQUCeDENBMBLR/OhABNTIIAXUyCAHNRED7pwMRUCODEFAngxDQTAS0fzoQATUyCAF1MggBzURA+6cDEVAjgxBQJ4MQ0EwEtH86EAE1MggBdTIIAc1EQPunAxFQI4MQUCeDENBMBLR/OhABNTIIAXUyCAHNRED7pwMRUCODEFAngxDQTAS0fzoQATUyCAF1MggBzURA+6cDEVAjgxBQJ4MQ0EwEtH86EAE1MggBdTIIAc1EQPunAxFQI4MQUCeDENBMBLR/OhABNTIIAXUyCAHNRED7pwMRUCODEFAngxDQTAS0fzoQATUyCAF1MggBzURA+6cDEVAjgxBQJ4MQ0EwEtH86EAE1MggBdTIIAc1EQPunAxFQI4MQUCeDENBMBLR/OhABNTIIAXUyCAHNRED7pwMRUCODEFAngxDQTAS0fzoQATUyCAF1MggBzURA+6cDEVAjgxBQJ4MQ0EwEtH86EAE1MggBdTLIWgV07mV7oAMRUDO5qAnolAxCQJ0MQkDXjA5EQM3koiagUzIIAXUyCAFdMzoQATWTi5qATskgBNTJIAR0zehABNRMLmoCOiWDEFAngxDQNaMDEVAzuagJ6JQMQkCdDEJA14wOREDN5KImoFMyCAF1MggBXTM6EAE1k4uagE7JIATUySAEdM3oQATUTC5qAjolgxBQJ4MQ0DWjAxFQM7moCeiUDEJAnQxCQNeMDkRAzeSiJqBTMggBdTIIAV0zOhABNZOLmoBOySAE1MkgBHTN6EAE1EwuagI6JYMQUCeDENA1owMRUDO5qAnolAxCQJ0MQkDXjA5EQM3koiagUzIIAXUyCAFdMzoQATWTi5qATskgBNTJIAR0zehABNRMLmoCOiWDEFAngxDQNaMDEVAzuagJ6JQMQkCdDEJA14wOREDN5KImoFMyCAF1MggBXTM6EAE1k4uagE7JIATUySAEdM3oQATUTC5qAjolgxBQJ4MQ0DWjAxFQM7moCeiUDEJAnQxCQNeMDkRAzeSiJqBTMggBdTIIAV0zOhABNZOLmoBOySAE1MkgBHTN6EAE1EwuagI6JYMQUCeDENA1owMRUDO5qAnolAxCQJ0MQkDXjA5EQM3koiagUzIIAXUyCAFdMzoQATWTi5qATskgBNTJIAR0zehABNRMLmoCOiWDEFAngxDQNaMDEVAzuagJ6JQMQkCdDEJA14wOREDN5KImoFMyCAF1MggBXTM6EAE1k4uagE7JIATUySAEdM3oQATUTC5qAjolgxBQJ4MQ0DWjAxFQM7moCeiUDEJAnQxCQNeMDkRAzeSiJqBTMggBdTIIAV0zOhABNZOLmoBOySAE1MkgBHTN6EAE1EwuagI6JYMQUCeDENA1owMRUDO5qAnolAxCQJ0MQkDXjA5EQM3koiagUzIIAXUyCAFdMzoQATWTi5qATskgBNTJIAR0zehABNRMLmoCOiWDEFAngxDQNaMDEVAzuagJ6JQMQkCdDEJA14wOREDN5KImoFMyCAF1MggBXTM6EAE1k4uagE7JIATUySAEdM3oQATUTC5qAjolgxBQJ4PMG9CjLzp8/uWv2CCgeXQgAmomFzUBnZJBCKiTQWYN6OcePwyHhuGKIwQ0jQ5EQM3koiagUzIIAXUyyKwBvXK4/HPjJy8ZnkNA0+hABNRMLmoCOiWDEFAng8wZ0PcPF2x/7fmZgwc+S0Cz6EAE1EwuagI6JYMQUCeDzBnQq4dn79xeMVxHQLPoQATUTC5qAjolgxBQJ4PMGdArh+t3bl85fQ1PQJenAxFQM7moCeiUDEJAnQwyZ0AvHt69c3v98MTdD9z1vl2fv22PTh6Xh3Mv2wMd6NQxBprQgcYvMdCEDHLHeBcDTcggR8Yje61VekDPHz66c/u24ZLdD7zjrF23L/kvnHvZHjBQAwM1MFDD/3eXzuz+B/TgcMvO7XuHw7sfuL8BBYAa7n9AH3HPV6A/v/uBD//CrluP7dGpU3t95mqM4+bcR1CbG3OfQBwfx97+xk7OfQJxYhx7+xvra6CTY2cHOjGe2OtT0wP6hOE9O7fXD0/VP1j2TaTZbf3tzn0ENXkTaW63juPxuc+gJm8izW3rtdfRuc8gpm8ize3ION419xnEnG8i/fLw5zu3fzg8n4DuDwLaQEBjBLRh3p8D/e3TIX09Ad0fBLSBgMYIaMOcAX33cNH29wXuOPe8Owno/iCgDQQ0RkAbZv1v4Z84XLUxHrtieO7k4wQ0CwFtIKAxAtowa0A/dWh42GXnDT+b9duYZkdAYwS0gYA2EFDxheddfM7hq++afpiAZiGgDQQ0RkAb1uo30s+OgMYIaAMBbSCgBHSVCGgDAY0R0AYCmomAxghoAwFtIKAEdJUIaAMBjRHQBgKaiYDGCGgDAW0goAR0lQhoAwGNEdAGApqJgMYIaAMBbSCgBHSVCGgDAY0R0AYCmomAxghoAwFtIKAEdJUIaAMBjRHQBgKaiYDGCGgDAW0goAR0lQhoAwGNEdAGApqJgMYIaAMBbSCgBHSVCGgDAY0R0AYCmomAxghoAwFtIKAEdJUIaAMBjRHQBgKaiYDGCGgDAW0goAR0lQhoAwGNEdAGApqJgMYIaAMBbSCgBHSVCGgDAY0R0AYCmomAxghoAwFtIKAEdJUIaAMBjRHQBgKaiYDGCGgDAW0goAR0lQhoAwGNEdAGApqJgMYIaAMBbSCgBHSVCGgDAY0R0AYCmomAxghoAwFtIKAEdJUIaAMBjRHQBgKaiYDGCGgDAW0goAR0lQhoAwGNEdCGLgNa1clDh66Y+wxdu+XQoWfNfYauve/QoRfPfYau/cWhQ6+d+wxJCKg5cdZZ/37uM3Tt42ed9YS5z9C1G8466+lzn6Frrz/rrKvnPkMSAmoIaAMBbSCgDQR0nRHQBgLaQEAbCOg6I6ANBLSBgDYQ0HVGQBsIaAMBbSCg64yANhDQBgLaQEDX2alrrlmXn7HYH0euueZP5z5D1z59zTVvmvsMXbv5mmveNfcZkhBQAFgSAQWAJRFQAFgSAQWAJRFQAFgSAQWAJRFQAFgSAQWwWte+Ze4TpCGgU8dvesN7js59iK597pbNuY/QtTXKw/54yXDerXOfIQsBnXjTBcMwPPLtcx+jXzc+dhge/n/mPkXHPjmcQ0EjLxnOvn7uM6QhoOqVw9lXXvWoYeA/xbsPf3BgeORPDMNL5z5HvzbOoaCRteonAVXvPHDh+8fxxPOHh2/MfZQ+vfPAI24aN64dDnx27pP063EDBb1v69VPAqqeOLxh++bUowdexJ/Ro4a3bd88lS/R79uzzr2Kgt6XL/fz1pOzHiQJAb23oweG3fePrt4NKSY+PTxu5/YVw3tvunEtPgH2wSuHjz+Lgp7ZsZ8enr19e/xFFw3nPOmDcx/n/iOg93bXMHxx585Lhj+Z+Sh9+qth9zeB/uLwsGG46N0zn6ZTbxnedGqnoLc878TcZ+nOX5979k3jeMujh+G8YTj4urmPc78RUHHJsPtX+mvDB2Y+SZ82zj9w89bNa4aDT33excOPf3Lu83TpM8PLxu2C/tHh4dVzn6U/fzw84tZTlw5P/cT46WcOBz8093HuLwIq/mj48Y9t3WxeeO7xuY/Sp/86PGkcj/zET75/HO+8crhs7uN0afP8p4/bBR2GZ5+a+ywdevZw+TuHX925+7vDpTMf5n4joGLz6U8+tnVz8/CLOw+v5xtZEyd/7VNb/3zfp7fv33r+cPvMx+nTpT+z9Y9PnzsMb577JD06eslwaNj9QfrjDz/72Mynub8IqDq68xf6+uEPtm+uP/ucT8x7nL5dOfBd0DN57oGj4y2Hh0fxTtIZfez84dDpu78yfHjWo9x/BPRMnje8Z9zu5/CyuU/StUuGtfkv8lK9ZvirrX4++yTvxZ/Z9cOLTt+7hK9A19Jlw230s+mtw+PnPkKfbhyuPbz9/c9TzxpeMfdZuvSm079M4S+HJ857kPuPgJ7J5VsBpZ/37VP/7fhWJi48+FdzH6RPt979/tEp/nOD+3J8YxxvuvDgX899jvuLgJ7J04e/oJ/37eijhkc++8oDw3VzH6RXL+L994ZjT77o6b9w4ED9K4iAnskbh4voZ+BdP7X1NdZFb5z7GP26nn7GPvjTW1fQz6zBd4gJ6JlsbP310s/AqRvfcAM/KYvlbfzVX35oHX6tLAE9o5vPo58AWgjomf3N3AcA0D8CCgBLIqAAsCQCCgBLIqAAsCQCCgBLIqAAsCQCCgBLIqAAsCQCCgBLIqAAsCQCiuI2FotnzX0GPFARUBRHQDEfAoriCCjmQ0BRHAHFfAgoiiOgmA8BRXEEFPMhoOjdf1wsbjh99+Diqz67dfNnP/vPv/khD/2x1+z8fx46HdDPLBav2n3SaxaLj+7cufOqf/pND/knj/7A6o+MBwoCit69ZbF48u69I1+3ODCOJy5YnPbvNsYgoO/81t1nPejp85wbDwAEFN379sX37t556WLxB+P4jMXiu37j1X/4jO9aLH5zvO+AfvbvLBYPe8HvX/aNi8Wvz3RwrD0Ciu49abH44M6dg4tvOj6Of3/xPUe2H93x7dtfj95nQH9u8VWv2X74ke9ePPijcxwbDwAEFN27YbF45vbt1iv4S8bx2Ld962/vfvzixT8e7zOgH/maxaW7j//snm8BAMkIKPr3Dxb/bPtm6xX8X977wz8aBfQ/LxYfP/28f7j4Fys8LB5ICCj6d8XiQZ/aujl78V13f2TzE2984XmLKKA/v/iWu5989uLvrvjAeKAgoOjfjYvF7+68gn/azsP3PO77H7z7BnsQ0B9b3MtXzHZ0rDcCigK+e/FvxvHaxYP+ZvvBM79ysfiaH3zYU/7kUVFAf+jeAV2cnO/sWGcEFAX80uKrb996Jf4vt+//2dYXnv/j2Pa9R585oC/eCehP7H7fFNhPBBQFvHuxeNmRr128ZPv+IxYP/szuR39qEtBX7n74F3YC+kuLb948/T+9sXFq5SfGAwMBRQX/aHH+tYuv/+L23R+5+8fqN39gEtDn7Hz4+HfsBHTrhfxrdp/3uW/gx5iwTwgoKviVxUP+9eKinbs/vfi6W7Zvjz52sXjoeE9ATz1kcdb2dzo3L1vsBHTzhxbf9L+3n3d8WDzor+c6N9YcAUUF799+J+hPd+6+erH43pe/6/rnfufi6xdf8YYj9/w2ph9dLH74tTe+/N8uvmL3v0R604MWX33Rf3ndc76Hn6PHviGgKOH7FotvPf2dzMOnfzTpSf99658H7wnox/7e6Xfcrzr9y0T+9FtOP/Hn5js21hwBRQn/abG44u77r/5X3/a13374pvHUz/7tBz/+y78P9AuXfv/XLxbf+JLP3/3r7G590vf9rW/4wYvfM8+J8UBAQLFOPn7jibmPgAcSAgoASyKgALAkAgoASyKgALAkAgoASyKgALAkAgoASyKgALAkAgoASyKgALAkAgoASyKgALAkAgoASyKgALAkAgoASyKgALAkAgoASyKgALAkAgoASyKgALAkAgoAS/p/IsM1+zIwfFUAAAAASUVORK5CYII=" width="672" /></p>
</div>
<div id="b3-k003" class="section level3 unnumbered">
<h3 class="unnumbered">B3 (K003)</h3>
<pre class="r"><code>displayFunction1(litdata, &quot;B3&quot;)</code></pre>
<pre><code>## # A tibble: 7 × 3
## value n percentage
## &lt;dbl&gt; &lt;int&gt; &lt;dbl&gt;
## 1 1 16 5.11
## 2 2 47 15.0
## 3 3 71 22.7
## 4 4 42 13.4
## 5 5 6 1.92
## 6 NA 130 41.5
## 7 NaN 1 0.319</code></pre>
<pre><code>## Warning: Removed 2 rows containing missing values (`position_stack()`).</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="d1_1-h001_001" class="section level3 unnumbered">
<h3 class="unnumbered">D1_1 (H001_001)</h3>
<pre class="r"><code>displayFunction1(litdata, &quot;D1_1&quot;)</code></pre>
<pre><code>## # A tibble: 3 × 3
## value n percentage
## &lt;lgl&gt; &lt;int&gt; &lt;dbl&gt;
## 1 FALSE 64 20.4
## 2 TRUE 51 16.3
## 3 NA 198 63.3</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="d5-h005" class="section level3 unnumbered">
<h3 class="unnumbered">D5 (H005)</h3>
<pre class="r"><code>displayFunction1(litdata, &quot;D5&quot;)</code></pre>
<pre><code>## # A tibble: 18 × 3
## value n percentage
## &lt;fct&gt; &lt;int&gt; &lt;dbl&gt;
## 1 Bachelor Architektur 1 0.319
## 2 Bachelor Bauingenieurwesen 2 0.639
## 3 Bachelor Betriebsökonomie 7 2.24
## 4 Bachelor Computational and Data Science 2 0.639
## 5 Bachelor Digital Business Management 6 1.92
## 6 Bachelor Information Science 40 12.8
## 7 Bachelor Mobile Robotics 1 0.319
## 8 Bachelor Multimedia Production 8 2.56
## 9 Bachelor Photonics 3 0.958
## 10 Bachelor Service Innovation and Design 5 1.60
## 11 Bachelor Sport Management 7 2.24
## 12 Bachelor Tourismus 8 2.56
## 13 CAS Sport Management 4.0 1 0.319
## 14 MAS Information Science 1 0.319
## 15 Master Information and Data Management 10 3.19
## 16 Master New Business 7 2.24
## 17 Master Tourism and Change 4 1.28
## 18 &lt;NA&gt; 200 63.9</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="d7-h007" class="section level3 unnumbered">
<h3 class="unnumbered">D7 (H007)</h3>
<pre class="r"><code>displayFunction1(litdata, &quot;D7&quot;)</code></pre>
<pre><code>## # A tibble: 24 × 3
## value n percentage
## &lt;dbl&gt; &lt;int&gt; &lt;dbl&gt;
## 1 1971 1 0.319
## 2 1972 1 0.319
## 3 1973 1 0.319
## 4 1974 3 0.958
## 5 1980 1 0.319
## 6 1984 1 0.319
## 7 1985 4 1.28
## 8 1987 5 1.60
## 9 1988 3 0.958
## 10 1989 2 0.639
## 11 1990 4 1.28
## 12 1991 5 1.60
## 13 1992 6 1.92
## 14 1993 8 2.56
## 15 1994 2 0.639
## 16 1995 10 3.19
## 17 1996 3 0.958
## 18 1997 14 4.47
## 19 1998 15 4.79
## 20 1999 7 2.24
## 21 2000 7 2.24
## 22 2001 2 0.639
## 23 2002 1 0.319
## 24 NA 207 66.1</code></pre>
<pre><code>## Warning: Removed 1 rows containing missing values (`position_stack()`).</code></pre>
<p><img 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SOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHMIaAYBdSOgZgQ0h4BmEFA3AmpGQHNkAX37oc/s/Ojoy48cuvrV6wS0PQTUjIAS0IGu7nYCeseTuu7irrvmHgLaHAJqRkAJ6CD3X9edDugzuqvv6D99RfdCAtocAmpGQAnoAG+76tHd6YDe0h2e/9rzswfXPkdAW0NAzQgoAR3g5RdddNHaTkCv635l6+M13Q0EtDUE1IyAEtCBLtoJ6DO6G7c+vubs7+EJaH0E1IyAEtBkQC/tPrD18cbuaQS0NQTUjIAS0GRAD3Uf3/r47u6K7Z/463O33bmxt74PLGrJys27and4xcZdwRs8cN494hhYcnjgvG3dYHlAD3a3b338YHdk+yfee862uwdvDaAxe8QxsORw7UtwyAf0sYtfgV65/RP8CrQh/ard4RUbdwVusOjXhYFdRCedqbUbLA/ok7ubtz7e2D37zAX8Hmh9/B6o2Qr8HuheWdNsIzzpTPv+90B/rvuTrY+v615MQFtDQM0IKAFNBvS67td3QvoWAtoaAmpGQAloMqAf6C45tvnhi486/z4C2hoCakZACWgyoP3TumvX+2PXdL921gICWh8BNSOgBDQb0L+7uLvgqvO7x/NvY2oPATUjoAQ0G9D+Cy+69Lwj191/9gICWh8BNSOgBNSFgNZHQM0IKAEloHEE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCKgaAZUioBkE1I2AqhFQKQKaQUDdCOjCOOUjoGUIaAYBdSOgCwR0joAuQUDNCKgZASWgBDSOgLoR0AUCOkdAlyCgZgTUjIASUAIaR0DdCOgCAZ0joEsQUDMCakZACSgBjSOgbgR0gYDOEdAlCKgZATUjoASUgMYRUDcCukBA5wjoEgTUjICaEVACSkDjCKgbAV0goHMEdAkCakZAzQgoASWgcQTUjYAuENA5AroEATUjoGYElIAS0DgC6kZAFwjoHAFdgoCaEVAzAkpACWgcAXUjoAsEdG5VA3rrH771SwjoDgLqRkAXCOjcagb0z799thsB3UFA3QjoAgGdW8mA/s3XzgjoQyGgbgR0gYDOrWRAL53NHvW/PvThBQK6g4C6EdAFAjq3kgF95OzgoGYS0MYQUDMCSkAfbONrZm8hoA+FgLoR0AUCOreKAb13NntnPqBH93Zy88svsKwdx/rjtUcocrzv12vPUKY/WXuCIsf6/pRr77161NQ2wpPOtBEqyXgiAT3+iNlv5AN64uSeTm1++e29qiHr/XrtEYqsr9oNPrly8/Ybrq336lFT2whPOtNmSQb9fS6RgPZHZo+8Nx1QvoWvj2/hzfgWftcuopPOtIrfwvf3fP/s3A8R0AcjoG4EdIGAzq1kQN/8e98x+8ofOvLMn9lBQHcQUDcCukBA51YyoLMZb6R/SATUjYAuENC5lQzoI85CQHcQUDcCukBA51YyoBIEtD4CakZACSgBjSOgbgR0gYDOEdAlCKgZATUjoASUgMYRUDcCukBA5wjoEgTUjICaEVACSkDjCKgbAV0goHMEdAkCakZAzQgoASWgcQTUjYAuENA5AroEATUjoGYElIAS0DgC6kZAFwjoHAFdgoCaEVAzAkpACWgcAXUjoAsEdI6ALkFAzQioGQEloAQ0joC6EdAFAjpHQJcgoGYE1IyAElACGkdA3QjoAgGdI6BLEFAzAmpGQAkoAY0joG4EdIGAzhHQJQioGQE1I6AElIDGEVA3ArqwHwMaGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuBHQhEptmtgmeFBlGM68LAc0goG4EdCESm2a2CZ4UGUYzrwsBzSCgbgR0IRKbZrYJnhQZRjOvCwHNIKBuUwmoKDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzrwsBzSCgbgS0KDaakwTbCK9JM68LAc0goG4EtCg2mpME2wivSTOvCwHNIKBuBLQoNpqTBNsIr0kzr4s+oK/udtxGQFtDQM0I6K5dRNekmddFH9BfJaDNIqBmBHTXLqJr0szrog/o1d1Hjm7ZIKCtIaBmBHTXLqJr0szrog/opd3Rh/w8Aa2PgJoR0F27iK5JM6+LPKDH1x770D9BQOsjoGYEdNcuomvSzOsiD+gnu6sIaKsIqBkB3bWL6Jo087rIA/qu7rmvfeKhJ1x7KwFtDwE1I6C7dhFdk2ZeF3lAb+i67rzHdd3BN+584qNP2HbXiT2t9/363qta0p+sPUGRk31/qvYMZVbuC6LfGPT37VWS2BLRSYJthNekmddFHtCXdYf/4mR/3291Bz66/Yn3nrPt7vTWwH61V0liS0QnCbYRXpNm3pHkA/o379n+Ve0Luuduf4KAYnSRB7OpaTRLRMMIttFd9tQCetr7uyPbPzh+27bP37mnB/r+/r1XNeTu/t7aIxS5p++P1Z6hzMawL4i9HkzxlAt39f3JQdNolkSMs43usiMnVWQL6O3deWe+k54/RKpvMn+ItNeDKZ5y4aH/ECkwjWZJxDjb6C57Yn+IdP8Nb97u5ge7J5/5MwS0PgJqfuoI6K5dRNekmddFHdCNi7ubtn7w4u4lBLQ1BNT81BHQXbuIrkkzr4s6oP2ruovft/mYvnLtwrsIaGsIqPmpI6C7dhFdk2ZeF3lA13+76y48stZdeNNZP0FA6yOg5qeOgO7aRXRNmnld5AHt+3c968JDT/3NB71riYDWR0DNTx0B3bWL6Jo087oYAvplEND6CKj5qSOgu3YRXZNmXhcCmkFA3QhoyZKIcbbRXTYBJaDNIKDmp46A7tpFdE2aeV0IaAYBdSOgJUsixtlGd9kElIA2g4CanzoCumsX0TVp5nUhoKpyiVAAACAASURBVBkE1I2AliyJGGcb3WUTUALaDAJqfuoI6K5dRNekmdeFgGYQUDcCWrIkYpxtdJdNQAloMwio+akjoLt2EV2TZl4XAppBQN0IaMmSiHG20V02ASWgzSCg5qeOgO7aRXRNmnldCGgGAXUjoCVLIsbZRnfZBJSANoOAmp86ArprF9E1aeZ1IaAZBNSNgJYsiRhnG91lE1AC2gwCan7qCOiuXUTXpJnXhYBmEFA3AlqyJGKcbXSXTUAJaDMIqPmpI6C7dhFdk2ZeFwKaQUDdCGjJkohxttFdNgEloM0goOanjoDu2kV0TZp5XQhoBgF1I6AlSyLG2UZ32QSUgDaDgJqfOgK6axfRNWnmdSGgGQTUjYCWLIkYZxvdZRNQAtoMAmp+6gjorl1E16SZ14WAZhBQNwJasiRinG10l01ACWgzCKj5qSOgu3YRXZNmXhcCmkFA3QhoyZKIcbbRXTYBJaDNIKDmp46A7tpFdE2aeV0IaAYBdSOgJUsixtlGd9kElIA2g4CanzoCumsX0TVp5nUhoBkE1I2AliyJGGcb3WUTUALaDAJqfuoI6K5dRNekmdeFgGYQUDcCWrIkYpxtdJdNQAloMwio+akjoLt2EV2TZl4XAppBQN0IaMmSiHG20V02ASWgzSCg5qeOgO7aRXRNmnldCGgGAXUjoCVLIsbZRnfZBJSANoOAmp86ArprF9E1aeZ1IaAZBNSNgJYsiRhnG91lE1AC2gwCan7qCOiuXUTXpJnXhYBmEFA3AlqyJGKcbXSXTUAJaDMIqPmpI6C7dhFdk2ZeFwKaQUDdCGjJkohxttFdNgEloM1YgYBGHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBDSDgMpFHqmxdlGdFFijWTLirQnsIromzbwuBPRLIq/mmQioXPmLMHSXpk7SLBENHDkpv4SAElACKlf+IgzdpamTNEtEA0dOyi8hoASUgMqVvwhDd2nqJM0S0cCRk/JLCCgBJaBy5S/C0F2aOkmzRDRw5KT8EgJKQAmoXPmLMHSXpk7SLBENHDkpv4SAElACKlf+IgzdpamTNEtEA0dOyi8hoASUgMqVvwhDd2nqJM0S0cCRk/JLCCgBJaBy5S/C0F2aOkmzRDRw5KT8EgJKQAmoXPmLMHSXpk7SLBENHDkpv4SAElACKlf+IgzdpamTNEtEA0dOyi8hoASUgMqVvwhDd2nqJM0S0cCRk/JLCCgBJaBy5S/C0F2aOkmzRDRw5KT8EgJKQAmoXPmLMHSXpk7SLBENHDkpv4SAElACKlf+IgzdpamTNEtEA0dOyi8hoASUgMqVvwhDd2nqJM0S0cCRk/JLCCgBJaBy5S/C0F2aOkmzRDRw5KT8EgJKQAmoXPmLMHSXpk7SLBENHDkpv4SAElACKlf+IgzdpamTNEtEA0dOyi8hoASUgMqVvwhDd2nqJM0S0cCRk/JLCCgBJaBy5S/C0F2aOkmzRDRw5KT8EgJKQAmoXPmLMHSXpk7SLBENHDkpv4SAElACKlf+IgzdpamTNEtEA0dOyi8hoASUgMqVvwhDd2nqJM0S0cCRk/JLCCgBJaBy5S/C0F2aOkmzRDRw5KT8EgJa5t69Hev7Y4FlLnu9mg/+O+7vHxh/zIQH+v5E7Rn2UP4iDN2lqZM0S0QDR07KLxGeVNF4Ad3wbS2y16tZe75J0LwIkV2aOkmzRDRw5KT8EuFJ7eBb+CUe/HfwLbxc+YswdJemTtIsEQ0cOSm/hG/hCSgBlSt/EYbu0tRJmiWigSMn5ZcQUAJKQOXKX4ShuzR1kmaJaODISfklBJSAElC58hdh6C5NnaRZIho4clJ+CQEloARUrvxFGLpLUydplogGjpyUX0JACSgBlSt/EYbu0tRJmiWigSMn5ZcQUAJKQOXKX4ShuzR1kmaJaODISfklBJSAElC58hdh6C5NnaRZIho4clJ+CQEloARUrvxFGLpLUydplogGjpyUX0JACSgBlSt/EYbu0tRJmiWigSMn5ZcQUAJKQOXKX4ShuzR1kmaJaODISfklBJSAElC58hdh6C5NnaRZIho4clJ+CQEloARUrvxFGLpLUydplogGjpyUX0JACSgBlSt/EYbu0tRJmiWigSMn5ZcQUAJKQOXKX4ShuzR1kmaJaODISfklBJSAElC58hdh6C5NnaRZIho4clJ+CQEloARUrvxFGLpLUydplogGjpyUX0JACSgBlSt/EYbu0tRJmiWigSMn5ZcQUAJKQOXKX4ShuzR1kmaJaODISfklBJSAElC58hdh6C5NnaRZIho4clJ+CQEloARUrvxFGLpLUydplogGjpyUX0JACSgBlSt/EYbu0tRJmiWigSMn5ZcQUAJKQOXKX4ShuzR1kmaJaODISfklBJSAElC58hdh6C5NnaRZIho4clJ+CQEloARUrvxFGLpLYI1myRRP0g0jOsmFgH5J+ctAQOU0z0Jkl8AazZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgBLQZBLTsqdMsmeJJumEIKAFtBgEte+o0S6Z4km4YAkpAm0FAy546zZIpnqQbhoAS0GYQ0LKnTrNkiifphiGgyYAK7rHw6+ZM7Qe0/JoqTqMbOLJLYI1myRRP0g0z4klDENDMPSag0ml0A0d2CazRLJniSbphCCgBraj8mipOoxs4sktgjWbJFE/SDUNACWhF5ddUcRrdwJFdAms0S6Z4km4YAkpAKyq/porT6AaO7BJYo1kyxZN0wxBQAlpR+TVVnEY3cGSXwBrNkimepBuGgBLQisqvqeI0uoEjuwTWaJZM8STdMASUgFZUfk0Vp9ENHNklsEazZIon6YYhoAS0ovJrqjiNbuDILoE1miVTPEk3DAEloBWVX1PFaXQDR3YJrNEsmeJJumEIKAGtqPyaKk6jGziyS2CNZskUT9INQ0AJaEXl11RxGt3AkV0CazRLpniSbhgCSkArKr+mitPoBo7sElijWTLFk3TDEFACWlH5NVWcRjdwZJfAGs2SKZ6kG4aAEtCKyq+p4jS6gSO7BNZolkzxJN0wBJSAVlR+TRWn0Q0c2SWwRrNkiifphiGgBLSi8muqOI1u4MgugTWaJVM8STcMASWgFZVfU8VpdANHdgms0SyZ4km6YQgoAa2o/JoqTqMbOLJLYI1myRRP0g1DQAloReXXVHEa3cCRXQJrNEumeJJuGAJKQCsqv6aK0+gGjuwSWKNZMsWTdMMQUAJaUfk1VZxGN3Bkl8AazZIpnqQbhoAS0IrKr6niNLqBI7sE1miWTPEk3TAElIBWVH5NFafRDRzZJbBGs2SKJ+mGIaAEtKLya6o4jW7gyC6BNZolUzxJNwwBJaAVlV9TxWl0A0d2CazRLJniSbphCCgBraj8mipOoxs4sktgjWbJFE/SDUNACWhF5ddUcRrdwJFdAms0S6Z4km4YAkpAKyq/porT6AaO7BJYo1kyxZN0wxBQAlpR+TVVnEY3cGSXwBrNkimepBuGgBLQisqvqeI0uoEjuwTWaJZM8STdMASUgFZUfk0Vp9ENHNklsEazZIon6YYhoAS0ovJrqjiNbuDILoE1miVTPEk3DAEloBWVX1PFaXQDR3YJrNEsmeJJumEIKAGtqPyaKk6jGziyS2CNZskUT9INQ0AJaEXl11RxGt3AkV0CazRLpniSbhgCSkArKr+mitPoBo7sElijWTLFk3TDEFACWlH5NVWcRjdwZJfAGs2SKZ6kG4aAEtCKyq+p4jS6gSO7BNZolkzxJN0wBJSAVlR+TRWn0Q0c2SWwRrNkiifphiGgBLSi8muqOI1u4MgugTWaJVM8STfM9AJ69OVHDl396nUC2oLya6o4jW7gyC6BNZolUzxJN8zkAnrHk7ru4q675h4C2oDya6o4jW7gyC6BNZolUzxJN8zkAvqM7uo7+k9f0b2QgDag/JoqTqMbOLJLYI1myRRP0g0ztYDe0h2e/9rzswfXPkdA6yu/porT6AaO7BJYo1kyxZN0w0wtoNd1v7L18ZruBgJaX/k1VZxGN3Bkl8AazZIpnqQbZmoBfUZ349bH15z9PTwBraH8mipOoxs4sktgjWbJFE/SDTO1gF7afWDr443d0whofeXXVHEa3cCRXQJrNEumeJJumKkF9FD38a2P7+6u2P7E7f9z25337el43x970Cf3uvLgGs2SszzwEPO2pfyaKk6jGziyS2CNZskUT9INM+JJQ8gDerC7fevjB7sj25947znb7h644V5XHlyjWbJy2rqmwDCagSO7BNZolkzxJN0wI54kkA/oYxe/Ar1y+xPZgALAasgH9MndzVsfb+yevf2Ju9627Qv37OlY3x/de1VD7usfqD1Ckfv7/kTtGcpsHKs9QZF7+3699gxl1lftC6LfqD3CGeQB/bnuT7Y+vq578Zk/MfQPkVrW/h8inWnzu4CjtWcos3Ff7QmKfGHz/6Fqz1Dm5LHaE5Q51W/UHuEM8oBe1/36TkjfQkBbQ0DNCKjbvg/oB7pLNr8T77/4qPPP+gMqAlofATUjoG77PqD907pr1/tj13S/dtbnCWh9BNSMgLrt/4D+3cXdBVed3z1e9W9jahkBdSOgZgQ0Rx/Q/gsvuvS8I9fdf/anCWh9BNSMgLpNIKBfBgGtj4CaEVA3AroEATUjoGYE1I2ALkFAzQioGQF1I6BLEFAzAmpGQN0I6BIE1IyAmhFQNwK6BAE1I6BmBNSNgC5BQM0IqBkBdSOgSxBQMwJqRkDdCOgSBNSMgJoRUDcCugQBNSOgZgTUjYAuQUDNCKgZAXUjoEsQUDMCakZA3QjoEgTUjICaEVA3AroEATUjoGYE1I2ALkFAzQioGQF1I6BLEFAzAmpGQN0I6BIE1IyAmhFQNwK6BAE1I6BmBNSNgC5BQM0IqBkBdSOgSxBQMwJqRkDdCOgSBNSMgJoRUDcCugQBNSOgZgTUjYAuQUDNCKgZAXUjoEsQUDMCakZA3QjoEgTUjICaEVA3AroEATUjoGYE1I2ALkFAzQioGQF1I6BLEFAzAmpGQN0I6BIE1IyAmhFQt+kG9L5793Tz9dd/aO9VDbnvxP21Ryjy8euvf1ftGcqceKD2BEXuvP76t9eeoczxY7UnKHPD9a+rPcIZxgtowCvPOef3qw6w373znHOeX3uGfe2uc845UnuG/e2Hz/mh2iMsQ0D3NQJqRkDdCOgSBNSMgJoRUDcCugQBNSOgZgTUjYAuQUDNCKgZAXUjoEsQUDMCakZA3QjoEtefe+6bqg6w373n3HN/tfYM+9rd5577U7Vn2N8Onfufa4+wTN2AAsAKI6AAMBABBYCBCCgADERAAWAgAgoAAxFQABiIgALAQAQUAAaqGdCPPeP8x/z8X1YcYL/jBptxg83av8EVA3rDgW7up2+vN8L+xg024wabrcANrhfQT5134R+fvOOVh7r/8v5qM+xr3GAzbrDZKtzgegF9fvfW+YfPX9k96i+qDbGfcYPNuMFmq3CD6wX08d1ntj4e/W/deX9dbYp9jBtsxg02W4UbXC+gV3Y7vy4/9ezugoZ/k2NlcYPNuMFmq3CD6wT0j070/cu75+z81dGndE+vMsb+xg024wabrcINrhLQV3TP6/vb1rr37fz1nRd076gxx/7GDTbjBputwg2uEdBXdN2B433/0u7C23Y+85ru2RXm2L8+98n1nhtsdPLU/H+5wWYrcIMrBPQV3YGf7W7p+2NXdJfdvf2po93h8efYt973hK579Bs2uMEu777q4NqVNxznBrucfv/8Ctzg8QO62c8bb+nevPmj2y/pLvv09icf8+jR59i3XrfWXfETXfdSbrDJa7vu0OGuu+yj3GCPL71/vv0bPHpA5/3sjx3Y+k+dfeKS7sKtP2e7ubt67Dn2rZsPXPyBvn9Lt/YFbrDFLWuPfefGxs2Xd4/6c26ww+73zzd/g8cO6FY/+/4p2/8t2M9e0XW/9JF733PZ2ntGnmP/urq7af7h57uP9txgh6d0fzX/cN+PdWs3coMNznj/fOs3eOSA7vSzf3n3sa2/PvaStfkv1tdeP+4Y+9ixgxdvfXxJ97fvfu9RbrDc8QM7/yH4t3bdwXdzg/XOfP984zd43IDed9l2P/v3dK/c+dQnXvakn3juzaNOsa+dWDv/+OaHo0fmX3WPfis3WO0z3eXbP/hwd8XW27u5wWJnv3++6Rs88q9A79h5M9fJx/zkuAdPxxO7F633D/xCd8GvvuIpXffu2uPsOxsXdNtvrXlrd+uV3c/UHWZfWoX3zy/U+kc5n9/9v0on73fvX+se/5yLuydt/l/3xm91jztRe55959ruqUf7+e+Bnv/AHYe6D9UeZ/9ZhffPL4wY0O03H+/4v90vjnfyVGzf4f9zcXf+gUdv/TbS+mXdrXVH2l+2bvBdF3eXv+P2d13evWb+i6WX1Z5pH1qB988vjBbQ028+3nH84rVPj3X0RCzu8KkvPnDwF7Y/98vdn9Udaj85fYM/+Littyleu973t3bPrD3VPrJC759fGCugX3rz8Y7f6V480tETsfsO39q9YPuTT+1uW/o3Ie5LN/je655y6bO3/p/pU901tcfaP1bp/fMLIwV095uPt931qAMfG+fsaTjjDt/WXXLf/JM3rV1We65948Ffwpte17283kT7zEq9f35hpICe8ebjbS/tnnLqy/8NKHTmHX5896zN74HeeeFaq+/+WD0P+hL+zObj/ZiD/ApfZaXeP78wTkDPevPxlnsOdzeMcvgknHWHP3h+d+jpl3UH31R3qn3kQV/Cb+wu/8lu69/pAImVev/8wjgBfdCbj+fe1F0/yuGTcPYdvu3pm198V/JWMZmzb/DGaw933ZF31R1qX1mp988vjBPQh3zz8fofjnL2NDz4Dt9zyxerTrTPPPgGr3/2s1Un2m9W6v3zCyP9HihvPnbjDptxg81W6v3zCyMFlDcfu3GHzbjBbqv0/vmFsd4HypuP3bjDZtxgl+Pvf+vNR1fr/fML7oC+5fR/jZQ3H3ssbjB32IQvYbN3HN78/6Ufe89q/hcUzAF94PwjD/rvOfPmY6GHusHcYSW+hM1e0x14xrU/3s1/13N13j+/4P4V6Eu6M778ePOx2lk3mDssx5ew1V+tXXhL3594cXfR+ir+FxTcAX1bt/vLjzcfy515g7nDenwJWz1t+x9AOnV5N2/mqrx/fsEd0Jd1u778ePOx3hk3mDtswJew09G17ujWD67bDumKvH9+wRzQz12w9pon7nrAefOx2Nk3mDusxpew1f1dd+/WD17RreQ/WGMO6HPW/qC/+4ndQ/xBByS4wW7cYa8rdn4/5Be6D1eeZBBzQD/2vzf/hy8/H26wG3fY6w+6R39y88PGhY86vufaBo3yRnq+/My4wW7cYZeN5z3zWD//ZxN+Zusvb3xn1WmKjfNPIvHlZ8YNduMOuxyd97N/S/f78w83Hjhvtd4hNtI/ysmXnxk32I07bPWibv4n7zce6H639iRlxvpn4fnyM+MGu3GHna7q7lrFfo73X+Xc/PLjX0DvxA124w4bXb0Z0BXs54j/Xfi7/2C0o6aJG+zGHfZ5Xvdnq9jPEQMKAF/Gn3aXrGI/CSiA+tYv61axnwQUQANuPX8V+0lAAbTgE7UHGISAAsBABBQABiKgADAQAQWAgQgoAAxEQAFgIAIKAAMRUAAYiIACwEAEFAAGIqBYceuz2S/XngFTRUCx4ggo6iGgWHEEFPUQUKw4Aop6CChWHAFFPQQUK46Aoh4Citb919nspp0fHpx91ec2P7z98f/mmx7xyB99w6n553YC+tnZ7LXbi94wm3186wf3XfuvvvER//LyD48/MqaCgKJ175zNnrn9o3u+brbW9ycOz3b88Hq/JKB/9S3bqx72vDpzYwIIKJr3bbPv2f7B78xmv9/3vzSbfecLXv+6X/rO2ey/918+oJ/7h7PZBb/5e1f9/dnsFysNjn2PgKJ5T5/NPrL1g4Ozbzze9/9k9t33zP/qi982//Xolw3oT82+6g3zv/zb75o9/OM1xsYEEFA076bZ7Pnzj5vfwV/R98e+9Vt+ffvzl87+Rf9lA/q3XzN76vZfv33xWwCAGAFF+/7p7F/PP2x+B/+Xuz/9I8sC+j9ms0/trPtns3874rCYEgKK9l0ze9jfbX44MPvO05/ZuO1PX3b+bFlAr5x98+nFB2b/aOSBMRUEFO1732z2G1vfwT936y9vfuL3PXz7D9iXBPRHZ7t8RbXRsb8RUKyA75r9x75/5exhn5j/xfO/cjb7mh+44Fl/+OPLAvqDHFBsZgAAAe9JREFUuwM6O1lvduxnBBQr4GdnX3335nfi/27+47dv/sLzTcfmP7r8oQP621sBfcz275sCTgQUK+ADs9nv3vO1s1fMf/zY2cM/u/3ZnzgroK/Z/vRPbwX0Z2fftLHzd6+vnxp9YkwDAcUq+OezQ6+cff298x+ee/pt9Rvff1ZAX7j16ePfvhXQzW/k37C97o5v4G1MMCGgWAU/P3vEf5hdsvXDy2Zfd/v849GfnM0e2S8CeuoRs3Pmv9O5cdVsK6AbPzj7xj+erzvezR72sVpzY58joFgFt8z/JOiPtn74+tnse1711zf+2nfMvn72FW+9Z/FvY/qR2eyH3vi+V/2n2Vds/5NI73jY7KsveembX/jdvI8eNgQUK+F7Z7Nv2fmdzCM7b016+vWb/3twEdBP/uOdP3G/dudfJvJH37yz8KfqjY19joBiJTxnNrvm9I9f/++/9Wu/7cj7+1OP/wcPf9KX/n2gX3jq9339bPb3X/H50/86uzuf/r1/7xt+4NKb60yMKSCg2E8+9b4TtUfAlBBQABiIgALAQAQUAAYioAAwEAEFgIEIKAAMREABYCACCgADEVAAGIiAAsBABBQABiKgADAQAQWAgQgoAAxEQAFgIAIKAAMRUAAYiIACwEAEFAAGIqAAMBABBYCB/j94WWRVKbxYFAAAAABJRU5ErkJggg==" width="672" /></p>
<p>Die Warnung resultiert daraus, dass es sehr viele <em>NA</em>
gibt.</p>
</div>
<div id="d8-h008" class="section level3 unnumbered">
<h3 class="unnumbered">D8 (H008)</h3>
<pre class="r"><code>displayFunction1(litdata, &quot;D8&quot;)</code></pre>
<pre><code>## # A tibble: 3 × 3
## value n percentage
## &lt;fct&gt; &lt;int&gt; &lt;dbl&gt;
## 1 männlich 39 12.5
## 2 Weiblich 75 24.0
## 3 &lt;NA&gt; 199 63.6</code></pre>
<p><img 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" width="672" /></p>
</div>
</div>
</div>
<div id="selbststudium-2.1" class="section level1" number="6">
<h1><span class="header-section-number">6</span> Selbststudium 2.1</h1>
<p>We have the year 2021 ## Preparation</p>
<pre class="r"><code># remove NAs
birthyears &lt;- removeNA(litdata$D7)
age &lt;- 2021 - birthyears</code></pre>
<div id="frequency" class="section level2" number="6.1">
<h2><span class="header-section-number">6.1</span> Frequency</h2>
<pre class="r"><code>freq(age)</code></pre>
<pre><code>## frequency percent valid_percent cumulative_percent
## 19 1 0.94 0.94 0.94
## 20 2 1.89 1.89 2.83
## 21 7 6.60 6.60 9.43
## 22 7 6.60 6.60 16.04
## 23 15 14.15 14.15 30.19
## 24 14 13.21 13.21 43.40
## 25 3 2.83 2.83 46.23
## 26 10 9.43 9.43 55.66
## 27 2 1.89 1.89 57.55
## 28 8 7.55 7.55 65.09
## 29 6 5.66 5.66 70.75
## 30 5 4.72 4.72 75.47
## 31 4 3.77 3.77 79.25
## 32 2 1.89 1.89 81.13
## 33 3 2.83 2.83 83.96
## 34 5 4.72 4.72 88.68
## 36 4 3.77 3.77 92.45
## 37 1 0.94 0.94 93.40
## 41 1 0.94 0.94 94.34
## 47 3 2.83 2.83 97.17
## 48 1 0.94 0.94 98.11
## 49 1 0.94 0.94 99.06
## 50 1 0.94 0.94 100.00
## Valid_Total 106 100.00 100.00 NaN
## NAs 0 0.00 NaN NaN
## Total 106 100.00 NaN NaN</code></pre>
<pre class="r"><code># with NA
freq(2021 - litdata$D7)</code></pre>
<pre><code>## frequency percent valid_percent cumulative_percent
## 19 1 0.32 0.94 0.94
## 20 2 0.64 1.89 2.83
## 21 7 2.24 6.60 9.43
## 22 7 2.24 6.60 16.04
## 23 15 4.79 14.15 30.19
## 24 14 4.47 13.21 43.40
## 25 3 0.96 2.83 46.23
## 26 10 3.19 9.43 55.66
## 27 2 0.64 1.89 57.55
## 28 8 2.56 7.55 65.09
## 29 6 1.92 5.66 70.75
## 30 5 1.60 4.72 75.47
## 31 4 1.28 3.77 79.25
## 32 2 0.64 1.89 81.13
## 33 3 0.96 2.83 83.96
## 34 5 1.60 4.72 88.68
## 36 4 1.28 3.77 92.45
## 37 1 0.32 0.94 93.40
## 41 1 0.32 0.94 94.34
## 47 3 0.96 2.83 97.17
## 48 1 0.32 0.94 98.11
## 49 1 0.32 0.94 99.06
## 50 1 0.32 0.94 100.00
## Valid_Total 106 33.87 100.00 NaN
## NAs 207 66.13 NaN NaN
## Total 313 100.00 NaN NaN</code></pre>
</div>
<div id="selbststudium-2" class="section level2" number="6.2">
<h2><span class="header-section-number">6.2</span> Selbststudium 2</h2>
<p><a href="https://www.beratung-statistik.de/statistik-beratung-infos/r-tutorial/deskriptive-statistik-r/" class="uri">https://www.beratung-statistik.de/statistik-beratung-infos/r-tutorial/deskriptive-statistik-r/</a></p>
<div id="modalwert" class="section level3" number="6.2.1">
<h3><span class="header-section-number">6.2.1</span> Modalwert</h3>
<pre class="r"><code># own method
getmode(age)</code></pre>
<pre><code>## [1] 23</code></pre>
</div>
<div id="median" class="section level3" number="6.2.2">
<h3><span class="header-section-number">6.2.2</span> Median</h3>
<pre class="r"><code>median(age)</code></pre>
<pre><code>## [1] 26</code></pre>
</div>
<div id="arithmetischer-mittelwert" class="section level3" number="6.2.3">
<h3><span class="header-section-number">6.2.3</span> Arithmetischer
Mittelwert</h3>
<pre class="r"><code>mean(age)</code></pre>
<pre><code>## [1] 27.78302</code></pre>
</div>
<div id="spannweite" class="section level3" number="6.2.4">
<h3><span class="header-section-number">6.2.4</span> Spannweite</h3>
<pre class="r"><code>max(age) - min(age)</code></pre>
<pre><code>## [1] 31</code></pre>
</div>
<div id="quartilsabstand" class="section level3" number="6.2.5">
<h3><span class="header-section-number">6.2.5</span>
Quartilsabstand</h3>
<pre class="r"><code>IQR(age)</code></pre>
<pre><code>## [1] 7</code></pre>
<pre class="r"><code># just for fun
summary(age)</code></pre>
<pre><code>## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 19.00 23.00 26.00 27.78 30.00 50.00</code></pre>
</div>
<div id="varianz" class="section level3" number="6.2.6">
<h3><span class="header-section-number">6.2.6</span> Varianz</h3>
<pre class="r"><code>var(age)</code></pre>
<pre><code>## [1] 45.04771</code></pre>
</div>
<div id="standardabweichung" class="section level3" number="6.2.7">
<h3><span class="header-section-number">6.2.7</span>
Standardabweichung</h3>
<pre class="r"><code>sd(age)</code></pre>
<pre><code>## [1] 6.711759</code></pre>
</div>
<div id="schiefe" class="section level3" number="6.2.8">
<h3><span class="header-section-number">6.2.8</span> Schiefe</h3>
<pre class="r"><code>skewness(age)</code></pre>
<pre><code>## [1] 1.550033</code></pre>
<blockquote>
<p>Die Kennzahl Schiefe ist wird Null bei einer perfekt symmetrischen
Verteilung, größer als Null bei einer rechtsschiefen und kleiner als
Null bei einer linksschiefen Verteilung. <a href="https://www.beratung-statistik.de/statistik-beratung-infos/r-tutorial/deskriptive-statistik-r/" class="uri">https://www.beratung-statistik.de/statistik-beratung-infos/r-tutorial/deskriptive-statistik-r/</a></p>
</blockquote>
</div>
<div id="kurtosis" class="section level3" number="6.2.9">
<h3><span class="header-section-number">6.2.9</span> Kurtosis</h3>
<pre class="r"><code>kurtosis(age, type = 2)</code></pre>
<pre><code>## [1] 2.55861</code></pre>
<p><em>SPSS berechnet die Kurtosis mit einer anderen <a href="https://rdrr.io/rforge/e1071/man/kurtosis.html">Formel</a>.</em></p>
<blockquote>
<p>Eine weitere bekannte Kennzahl ist die Kurtosis. Um eine Vorstellung
von der Bedeutung der Kurtosis zu erhalten, betrachten Sie nachfolgende
Graphik.<br />
In dieser Graphik sind eine Normalverteilung, sowie eine steilgipflige
(aka leptokurtisch) und eine flachgipflige (aka platykurtisch)
dargestellt. Die steilgipflige Verteilung ist in der Mitte spitzer als
die Normalverteilung und an den Rändern breiter. Bei der flachgipligen
Verteilung ist es anders herum. Die Kurtosis ist nun eine Kennzahl, mit
der untersucht wird, ob eine Verteilung im Vergleich zur
Normalverteilung flachgipflig oder steilgipflig ist:<br />
- Für eine Normalverteilung nimmt die Kurtosis genau den Wert 3
an.<br />
- Eine steilgipflige Verteilung hat eine Kurtosis, die größer als 3
ist.<br />
- Für eine flachgipflige Verteilung ist die Kurtosis kleiner als
3.<br />
- Beachten Sie: Anstatt der Kurtosis wird häufig auch der sogenannte
Exzess verwendet. Dies ist eine weitere Kennzahl, die definiert ist
durch die Formel: Exzess = Kurtosis - 3.<br />
- Der Exzess ist somit größer als Null, wenn die Verteilung steilgipflig
ist, und kleiner als Null bei einer flachgipfligen Verteilung.<br />
<img 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" alt="Abbildung Kurtosis" /><br />
Frech kopiert von: <a href="https://www.beratung-statistik.de/statistik-beratung-infos/r-tutorial/deskriptive-statistik-r/" class="uri">https://www.beratung-statistik.de/statistik-beratung-infos/r-tutorial/deskriptive-statistik-r/</a></p>
</blockquote>
</div>
<div id="qq-plot" class="section level3" number="6.2.10">
<h3><span class="header-section-number">6.2.10</span> QQ-Plot</h3>
<pre class="r"><code>qqnorm(age)
qqline(age)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="historam-for-age" class="section level3 tabset" number="6.2.11">
<h3 class="tabset"><span class="header-section-number">6.2.11</span>
Historam for age</h3>
<div id="frequency-1" class="section level4 unnumbered">
<h4 class="unnumbered">Frequency</h4>
<pre class="r"><code>hist(age, freq = F)
lines(density(age), lwd = 2, col = &quot;black&quot;)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="auto-breaks" class="section level4 unnumbered">
<h4 class="unnumbered">Auto Breaks</h4>
<pre class="r"><code>hist(age)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="breaks" class="section level4 unnumbered">
<h4 class="unnumbered">3 Breaks</h4>
<pre class="r"><code>hist(age, breaks = 3)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="breaks-1" class="section level4 unnumbered">
<h4 class="unnumbered">5 Breaks</h4>
<pre class="r"><code>hist(age, breaks = 5)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="breaks-2" class="section level4 unnumbered">
<h4 class="unnumbered">7 Breaks</h4>
<pre class="r"><code>hist(age, breaks = 7)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="breaks-3" class="section level4 unnumbered">
<h4 class="unnumbered">10 Breaks</h4>
<pre class="r"><code>hist(age, breaks = 10)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="breaks-4" class="section level4 unnumbered">
<h4 class="unnumbered">15 Breaks</h4>
<pre class="r"><code>hist(age, breaks = 15)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="breaks-5" class="section level4 unnumbered">
<h4 class="unnumbered">20 Breaks</h4>
<pre class="r"><code>hist(age, breaks = 20)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="breaks-6" class="section level4 unnumbered">
<h4 class="unnumbered">30 Breaks</h4>
<pre class="r"><code>hist(age, breaks = 30)</code></pre>
<p><img 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" width="672" /></p>
</div>
</div>
</div>
</div>
<div id="selbststudium-2.2" class="section level1" number="7">
<h1><span class="header-section-number">7</span> Selbststudium 2.2</h1>
<p>Auf der Grundlage von Daten aus einer Schweizer Schüllererhebung wird
aus verschiedenen Variablen (z.B. Angaben zum Beruf der Eltern, zur
Elternausbildung sowie zur Anzahl von Bücchern zu Hause) ein Index zur
sozialen Herkunft erstellt. Dieser Index erscheint in einer neu
gebildeten numerischen Variable im Datensatz, gibt also für jeden Fall
in diesem Datensatz einen Skalenwert zur sozialen Herkunft an. Die neu
gebildete Skala läuft von 0 (Wert mit der geringsten Ausprägung) bis 10
(Wert mit der höchsten Ausprägung).</p>
<p>Für die gesamte Schweiz liegt der arithmetische Mittelwert auf dieser
Skala bei 5.6 und die Standardabweichung beträgt 1.8 (Zahlen sind von
mir frei erfunden!). Die Verteilung entspricht einer
Normalverteilung.</p>
<p>Der Mittelwert der Verteilung der Bündner Schüler liegt etwas tiefer
als in der Gesamtschweiz, nämlich bei 5.1 mit einer Standardabweichung
von 2.</p>
<div id="aufgabenstellung-1" class="section level2" number="7.1">
<h2><span class="header-section-number">7.1</span> Aufgabenstellung
1</h2>
<p>Wo in der Verteilung der Schweiz liegt der Bündner Mittelwert, bzw.
wie viele Schweizer Schüler haben bzgl. der sozialen Herkunft einen
tieferen Wert als der typische Bündner Schüler?</p>
<pre class="r"><code>pnorm(5.1, mean = 5.6, sd = 1.8)</code></pre>
<pre><code>## [1] 0.3905915</code></pre>
</div>
<div id="aufgabenstellung-2" class="section level2" number="7.2">
<h2><span class="header-section-number">7.2</span> Aufgabenstellung
2</h2>
<p>In einem Bündner Ort beträgt der Mittelwert auf der Skala zur
sozialen Herkunft 5.6, er ist also genauso hoch wie in der
Gesamtschweiz. Was ist zur Lage dieses Wertes bezogen auf die Verteilung
in Graubünden zu sagen? Also: Wie viele Schüler in GR liegen mit ihrem
Wert darunter?</p>
<pre class="r"><code>pnorm(5.6, mean = 5.1, sd = 2.0)</code></pre>
<pre><code>## [1] 0.5987063</code></pre>
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