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< a class = "pull-left" href = "https://bspeice.github.io/" > < img class = "mr20" src = "https://bspeice.github.io/images/logo.svg" alt = "logo" > Bradlee Speice< / a >
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< p class = "header-date" > < a href = "https://bspeice.github.io/author/bradlee-speice.html" > Bradlee Speice< / a > , Sat 23 January 2016, < a href = "https://bspeice.github.io/category/blog.html" > Blog< / a > < / p >
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< a href = "https://bspeice.github.io/tag/data-science.html" > data science< / a > , < a href = "https://bspeice.github.io/tag/weather.html" > weather< / a > < / p >
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< div class = " highlight hl-ipython3" > < pre > < span class = "kn" > import< / span > < span class = "nn" > pickle< / span >
< span class = "kn" > import< / span > < span class = "nn" > pandas< / span > < span class = "k" > as< / span > < span class = "nn" > pd< / span >
< span class = "kn" > import< / span > < span class = "nn" > numpy< / span > < span class = "k" > as< / span > < span class = "nn" > np< / span >
< span class = "kn" > from< / span > < span class = "nn" > bokeh.plotting< / span > < span class = "k" > import< / span > < span class = "n" > output_notebook< / span > < span class = "p" > ,< / span > < span class = "n" > figure< / span > < span class = "p" > ,< / span > < span class = "n" > show< / span >
< span class = "kn" > from< / span > < span class = "nn" > bokeh.palettes< / span > < span class = "k" > import< / span > < span class = "n" > RdBu4< / span > < span class = "k" > as< / span > < span class = "n" > Palette< / span >
< span class = "kn" > from< / span > < span class = "nn" > datetime< / span > < span class = "k" > import< / span > < span class = "n" > datetime< / span >
< span class = "kn" > import< / span > < span class = "nn" > warnings< / span >
< span class = "n" > output_notebook< / span > < span class = "p" > ()< / span >
< / pre > < / div >
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R.setDate(R.getDate()+1),R=this._daylightSavingAdjust(R);T+=j+"< / tr > "}K++,K>11& & (K=0,tt++),T+="< / tbody > < / table > "+(X?"< / div > "+($[0]>0& & M===$[1]-1?"< div class = 'ui-datepicker-row-break' > < / div > ":""):""),k+=T}b+=k}return b+=u,t._keyEvent=!1,b},_generateMonthYearHeader:function(t,e,i,n,r,s,o,a){var l,u,h,c,p,d,f,g,m=this._get(t,"changeMonth"),_=this._get(t,"changeYear"),v=this._get(t,"showMonthAfterYear"),y="< div class = 'ui-datepicker-title' > ",b="";if(s||!m)b+="< span class = 'ui-datepicker-month' > "+o[e]+"< / span > ";else{for(l=n& & n.getFullYear()===i,u=r& & r.getFullYear()===i,b+="< select class = 'ui-datepicker-month' data-handler = 'selectMonth' data-event = 'change' > ",h=0;12>h;h++)(!l||h>=n.getMonth())& & (!u||h< =r.getMonth())& & (b+="< option value = '"+h+"' " + ( h = ==e?" selected = 'selected' " : " " ) + " > "+a[h]+"< / option > ");b+="< / select > "}if(v||(y+=b+(!s&&m&&_?"":"  ")),!t.yearshtml)if(t.yearshtml="",s||!_)y+="< span class = 'ui-datepicker-year' > "+i+"< / span > ";else{for(c=this._get(t,"yearRange").split(":"),p=(new Date).getFullYear(),d=function(t){var e=t.match(/c[+\-].*/)?i+parseInt(t.substring(1),10):t.match(/[+\-].*/)?p+parseInt(t,10):parseInt(t,10);return isNaN(e)?p:e},f=d(c[0]),g=Math.max(f,d(c[1]||"")),f=n?Math.max(f,n.getFullYear()):f,g=r?Math.min(g,r.getFullYear()):g,t.yearshtml+="< select class = 'ui-datepicker-year' data-handler = 'selectYear' data-event = 'change' > ";g>=f;f++)t.yearshtml+="< option value = '"+f+"' " + ( f = ==i?" selected = 'selected' " : " " ) + " > "+f+"< / option > ";t.yearshtml+="< / select > ",y+=t.yearshtml,t.yearshtml=null}return y+=this._get(t,"yearSuffix"),v&&(y+=(!s&&m&&_?"":"  ")+b),y+="< / div > "},_adjustInstDate:function(t,e,i){var n=t.drawYear+("Y"===i?e:0),r=t.drawMonth+("M"===i?e:0),s=Math.min(t.selectedDay,this._getDaysInMonth(n,r))+("D"===i?e:0),o=this._restrictMinMax(t,this._daylightSavingAdjust(new Date(n,r,s)));t.selectedDay=o.getDate(),t.drawMonth=t.selectedMonth=o.getMonth(),t.drawYear=t.selectedYear=o.getFullYear(),("M"===i||"Y"===i)& & this._notifyChange(t)},_restrictMinMax:function(t,e){var i=this._getMinMaxDate(t,"min"),n=this._getMinMaxDate(t,"max"),r=i&&i>e?i:e; return n& & r>n?n:r},_notifyChange:function(t){var e=this._get(t,"onChangeMonthYear");e& & e.apply(t.input?t.input[0]:null,[t.selectedYear,t.selectedMonth+1,t])},_getNumberOfMonths:function(t){var e=this._get(t,"numberOfMonths");return null==e?[1,1]:"number"==typeof e?[1,e]:e},_getMinMaxDate:function(t,e){return this._determineDate(t,this._get(t,e+"Date"),null)},_getDaysInMonth:function(t,e){return 32-this._daylightSavingAdjust(new Date(t,e,32)).getDate()},_getFirstDayOfMonth:function(t,e){return new Date(t,e,1).getDay()},_canAdjustMonth:function(t,e,i,n){var r=this._getNumberOfMonths(t),s=this._daylightSavingAdjust(new Date(i,n+(0>e?e:r[0]*r[1]),1));return 0>e& & s.setDate(this._getDaysInMonth(s.getFullYear(),s.getMonth())),this._isInRange(t,s)},_isInRange:function(t,e){var i,n,r=this._getMinMaxDate(t,"min"),s=this._getMinMaxDate(t,"max"),o=null,a=null,l=this._get(t,"yearRange");return l& & (i=l.split(":"),n=(new Date).getFullYear(),o=parseInt(i[0],10),a=parseInt(i[1],10),i[0].match(/[+\-].*/)& & (o+=n),i[1].match(/[+\-].*/)& & (a+=n)),(!r||e.getTime()>=r.getTime())& & (!s||e.getTime()< =s.getTime())& & (!o||e.getFullYear()>=o)& & (!a||e.getFullYear()< =a)},_getFormatConfig:function(t){var e=this._get(t,"shortYearCutoff");return e="string"!=typeof e?e:(new Date).getFullYear()%100+parseInt(e,10),{shortYearCutoff:e,dayNamesShort:this._get(t,"dayNamesShort"),dayNames:this._get(t,"dayNames"),monthNamesShort:this._get(t,"monthNamesShort"),monthNames:this._get(t,"monthNames")}},_formatDate:function(t,e,i,n){e||(t.currentDay=t.selectedDay,t.currentMonth=t.selectedMonth,t.currentYear=t.selectedYear);var r=e?"object"==typeof e?e:this._daylightSavingAdjust(new Date(n,i,e)):this._daylightSavingAdjust(new Date(t.currentYear,t.currentMonth,t.currentDay));return this.formatDate(this._get(t,"dateFormat"),r,this._getFormatConfig(t))}}),t.fn.datepicker=function(e){if(!this.length)return this;t.datepicker.initialized||(t(document).mousedown(t.datepicker._checkExternalClick),t.datepicker.initialized=!0),0===
outerWidth:t.fn.outerWidth,outerHeight:t.fn.outerHeight};t.fn["inner"+n]=function(i){return i===e?a["inner"+n].call(this):this.each(function(){t(this).css(o,r(this,i)+"px")})},t.fn["outer"+n]=function(e,i){return"number"!=typeof e?a["outer"+n].call(this,e):this.each(function(){t(this).css(o,r(this,e,!0,i)+"px")})}}),t.fn.addBack||(t.fn.addBack=function(t){return this.add(null==t?this.prevObject:this.prevObject.filter(t))}),t("< a > ").data("a-b","a").removeData("a-b").data("a-b")& & (t.fn.removeData=function(e){return function(i){return arguments.length?e.call(this,t.camelCase(i)):e.call(this)}}(t.fn.removeData)),t.ui.ie=!!/msie [\w.]+/.exec(navigator.userAgent.toLowerCase()),t.support.selectstart="onselectstart"in document.createElement("div"),t.fn.extend({disableSelection:function(){return this.bind((t.support.selectstart?"selectstart":"mousedown")+".ui-disableSelection",function(t){t.preventDefault()})},enableSelection:function(){return this.unbind(".ui-disableSelection")}}),t.extend(t.ui,{plugin:{add:function(e,i,n){var r,s=t.ui[e].prototype;for(r in n)s.plugins[r]=s.plugins[r]||[],s.plugins[r].push([i,n[r]])},call:function(t,e,i){var n,r=t.plugins[e];if(r&&t.element[0].parentNode&&11!==t.element[0].parentNode.nodeType)for(n=0; n< r.length ; n + + ) t . options [ r [ n ] [ 0 ] ] & & r [ n ] [ 1 ] . apply ( t . element , i ) } } , hasScroll:function ( e , i ) { if ( " hidden " = = = t ( e ) . css ( " overflow " ) ) return ! 1 ; var n = i&&"left"===i?"scrollLeft":"scrollTop",r=!1;return e [ n ] > 0?!0:(e[n]=1,r=e[n]>0,e[n]=0,r)}})}(n),function(t,e){var i=0,n=Array.prototype.slice,r=t.cleanData;t.cleanData=function(e){for(var i,n=0;null!=(i=e[n]);n++)try{t(i).triggerHandler("remove")}catch(s){}r(e)},t.widget=function(e,i,n){var r,s,o,a,l={},u=e.split(".")[0];e=e.split(".")[1],r=u+"-"+e,n||(n=i,i=t.Widget),t.expr[":"][r.toLowerCase()]=function(e){return!!t.data(e,r)},t[u]=t[u]||{},s=t[u][e],o=t[u][e]=function(t,e){return this._createWidget?void(arguments.length& & this._createWidget(t,e)):new o(t,e)},t.extend(o,s,{version:n.version,_proto:t.extend({},n),_childConstructors:[]}),a=new i,a.options=t.widget.extend({},a.options),t.each(n,function(e,n){return t.isFunction(n)?void(l[e]=function(){var t=function(){return i.prototype[e].apply(this,arguments)},r=function(t){return i.prototype[e].apply(this,t)};return function(){var e,i=this._super,s=this._superApply;return this._super=t,this._superApply=r,e=n.apply(this,arguments),this._super=i,this._superApply=s,e}}()):void(l[e]=n)}),o.prototype=t.widget.extend(a,{widgetEventPrefix:s?a.widgetEventPrefix:e},l,{constructor:o,namespace:u,widgetName:e,widgetFullName:r}),s?(t.each(s._childConstructors,function(e,i){var n=i.prototype;t.widget(n.namespace+"."+n.widgetName,o,i._proto)}),delete s._childConstructors):i._childConstructors.push(o),t.widget.bridge(e,o)},t.widget.extend=function(i){for(var r,s,o=n.call(arguments,1),a=0,l=o.length;l>a;a++)for(r in o[a])s=o[a][r],o[a].hasOwnProperty(r)&&s!==e&&(t.isPlainObject(s)?i[r]=t.isPlainObject(i[r])?t.widget.extend({},i[r],s):t.widget.extend({},s):i[r]=s); return i},t.widget.bridge=function(i,r){var s=r.prototype.widgetFullName||i;t.fn[i]=function(o){var a="string"==typeof o,l=n.call(arguments,1),u=this;return o=!a& & l.length?t.widget.extend.apply(null,[o].concat(l)):o,a?this.each(function(){var n,r=t.data(this,s);return r?t.isFunction(r[o])& & "_"!==o.charAt(0)?(n=r[o].apply(r,l),n!==r& & n!==e?(u=n& & n.jquery?u.pushStack(n.get()):n,!1):void 0):t.error("no such method '"+o+"' for "+i+" widget instance"):t.error("cannot call methods on "+i+" prior to initialization; attempted to call method '"+o+"'")}):this.each(function(){var e=t.data(this,s);e?e.option(o||{})._init():t.data(this,s,new r(o,this))}),u}},t.Widget=function(){},t.Widget._childConstructors=[],t.Widget.prototype={widgetName:"widget",widgetEventPrefix:"",defaultElement:"< div > ",options:{disabled:!1,create:null},_createWidget:function(e,n){n=t(n||this.defaultElement||this)[0],this.element=t(n),this.uuid=i++,this.eventNamespace="."+this.widgetName+this.uuid,this.options=t.widget.extend({},this.options,this._getCreateOptions(),e),this.bindings=t(),this.hoverable=t
return o>=h&&c>=a&&l>=p&&d>=u; case"intersect":return h< o + t . helperProportions . width / 2 & & a-t . helperProportions . width / 2 < c & & p < l + t . helperProportions . height / 2 & & u-t . helperProportions . height / 2 < d ; case " pointer " :return r = (t.positionAbs||t.position.absolute).left+(t.clickOffset||t.offset.click).left,s=(t.positionAbs||t.position.absolute).top+(t.clickOffset||t.offset.click).top,i(s,p,e.proportions.height)&&i(r,h,e.proportions.width);case"touch":return(l > =p&&d>=l||u>=p&&d>=u||p>l&&u>d)&&(o>=h&&c>=o||a>=h&&c>=a||h>o&&a>c); default:return!1}},t.ui.ddmanager={current:null,droppables:{"default":[]},prepareOffsets:function(e,i){var n,r,s=t.ui.ddmanager.droppables[e.options.scope]||[],o=i?i.type:null,a=(e.currentItem||e.element).find(":data(ui-droppable)").addBack();t:for(n=0;n< s.length ; n + + ) if ( ! ( s [ n ] . options . disabled | | e & & ! s [ n ] . accept . call ( s [ n ] . element [ 0 ] , e . currentItem | | e . element ) ) ) { for ( r = 0;r<a.length;r++)if(a[r]===s[n].element[0]){s[n].proportions.height=0;continue t } s [ n ] . visible = "none" ! = = s [ n ] . element . css ( " display " ) , s [ n ] . visible & & ( " mousedown " = = = o & & s [ n ] . _activate . call ( s [ n ] , i ) , s [ n ] . offset = s[n].element.offset(),s[n].proportions={width:s[n].element[0].offsetWidth,height:s[n].element[0].offsetHeight})}},drop:function(e,i){var n = !1;return t . each ( ( t . ui . ddmanager . droppables [ e . options . scope ] | | [ ] ) . slice ( ) , function ( ) { this . options & & ( ! this . options . disabled & & this . visible & & t . ui . intersect ( e , this , this . options . tolerance ) & & ( n = this._drop.call(this,i)||n),!this.options.disabled&&this.visible&&this.accept.call(this.element[0],e.currentItem||e.element)&&(this.isout=!0,this.isover=!1,this._deactivate.call(this,i)))}),n},dragStart:function(e,i){e.element.parentsUntil("body").bind("scroll.droppable",function(){e.options.refreshPositions||t.ui.ddmanager.prepareOffsets(e,i)})},drag:function(e,i){e.options.refreshPositions&&t.ui.ddmanager.prepareOffsets(e,i),t.each(t.ui.ddmanager.droppables[e.options.scope]||[],function(){if(!this.options.disabled&&!this.greedyChild&&this.visible){var n , r , s , o = t.ui.intersect(e,this,this.options.tolerance),a=!o&&this.isover?"isout":o&&!this.isover?"isover":null;a&&(this.options.greedy&&(r=this.options.scope,s=this.element.parents(":data(ui-droppable)").filter(function(){return t . data ( this , " ui-droppable " ) . options . scope = ==r}),s.length&&(n=t.data(s[0],"ui-droppable"),n.greedyChild="isover"===a)),n&&"isover"===a&&(n.isover=!1,n.isout=!0,n._out.call(n,i)),this[a]=!0,this["isout"===a?"isover":"isout"]=!1,this["isover"===a?"_over":"_out"].call(this,i),n&&"isout"===a&&(n.isout=!1,n.isover=!0,n._over.call(n,i)))}})},dragStop:function(e,i){e.element.parentsUntil("body").unbind("scroll.droppable"),e.options.refreshPositions||t.ui.ddmanager.prepareOffsets(e,i)}}}(n),function(t,e){function i ( t ) { return parseInt ( t , 10 ) | | 0 } function n ( t ) { return ! isNaN ( parseInt ( t , 10 ) ) } t . widget ( " ui . resizable " , t . ui . mouse , { version: " 1 . 10 . 3 " , 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 } , _create:function ( ) { var e , i , n , r , s , o = this,a=this.options;if(this.element.addClass("ui-resizable"),t.extend(this,{_aspectRatio:!!a.aspectRatio,aspectRatio:a.aspectRatio,originalElement:this.element,_proportionallyResizeElements:[],_helper:a.helper||a.ghost||a.animate?a.helper||"ui-resizable-helper":null}),this.element[0].nodeName.match(/canvas|textarea|input|select|button|img/i)&&(this.element.wrap(t("<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.data("ui-resizable")),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("marginBotto
return"pointer"===this.options.tolerance||this.options.forcePointerForContainers||"pointer"!==this.options.tolerance& & this.helperProportions[this.floating?"width":"height"]>t[this.floating?"width":"height"]?d:s< e + this . helperProportions . width / 2 & & i-this . helperProportions . width / 2 < o & & a < n + this . helperProportions . height / 2 & & r-this . helperProportions . height / 2 < l } , _intersectsWithPointer:function ( t ) { var e = "x" = = = this . options . axis | | i ( this . positionAbs . top + this . offset . click . top , t . top , t . height ) , n = "y" = = = this . options . axis | | i ( this . positionAbs . left + this . offset . click . left , t . left , t . width ) , r = e&&n,s=this._getDragVerticalDirection(),o=this._getDragHorizontalDirection();return r ? this . floating ? o & & " right " = = = o | | " down " = = = s ? 2:1:s & & ( " down " = = = s ? 2:1 ) : ! 1 } , _intersectsWithSides:function ( t ) { var e = i(this.positionAbs.top+this.offset.click.top,t.top+t.height/2,t.height),n=i(this.positionAbs.left+this.offset.click.left,t.left+t.width/2,t.width),r=this._getDragVerticalDirection(),s=this._getDragHorizontalDirection();return this . floating & & s ? " right " = = = s & & n | | " left " = = = s & & ! n:r & & ( " down " = = = r & & e | | " up " = = = r & & ! e ) } , _getDragVerticalDirection:function ( ) { var t = this.positionAbs.top-this.lastPositionAbs.top;return 0 ! = = t & & ( t > 0?"down":"up")},_getDragHorizontalDirection:function(){var t=this.positionAbs.left-this.lastPositionAbs.left;return 0!==t& & (t>0?"right":"left")},refresh:function(t){return this._refreshItems(t),this.refreshPositions(),this},_connectWith:function(){var t=this.options;return t.connectWith.constructor===String?[t.connectWith]:t.connectWith},_getItemsAsjQuery:function(e){var i,n,r,s,o=[],a=[],l=this._connectWith();if(l&&e)for(i=l.length-1; i>=0;i--)for(r=t(l[i]),n=r.length-1;n>=0;n--)s=t.data(r[n],this.widgetFullName),s&&s!==this&&!s.options.disabled&&a.push([t.isFunction(s.options.items)?s.options.items.call(s.element):t(s.options.items,s.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),s]); for(a.push([t.isFunction(this.options.items)?this.options.items.call(this.element,null,{options:this.options,item:this.currentItem}):t(this.options.items,this.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),this]),i=a.length-1;i>=0;i--)a[i][0].each(function(){o.push(this)});return t(o)},_removeCurrentsFromItems:function(){var e=this.currentItem.find(":data("+this.widgetName+"-item)");this.items=t.grep(this.items,function(t){for(var i=0;i< e.length ; i + + ) if ( e [ i ] = = = t . item [ 0 ] ) return ! 1 ; return ! 0 } ) } , _refreshItems:function ( e ) { this . items = [],this.containers=[this];var i , n , r , s , o , a , l , u , h = this.items,c=[[t.isFunction(this.options.items)?this.options.items.call(this.element[0],e,{item:this.currentItem}):t(this.options.items,this.element),this]],p=this._connectWith();if(p&&this.ready)for(i=p.length-1;i > =0;i--)for(r=t(p[i]),n=r.length-1;n>=0;n--)s=t.data(r[n],this.widgetFullName),s&&s!==this&&!s.options.disabled&&(c.push([t.isFunction(s.options.items)?s.options.items.call(s.element[0],e,{item:this.currentItem}):t(s.options.items,s.element),s]),this.containers.push(s)); for(i=c.length-1;i>=0;i--)for(o=c[i][1],a=c[i][0],n=0,u=a.length;u>n;n++)l=t(a[n]),l.data(this.widgetName+"-item",o),h.push({item:l,instance:o,width:0,height:0,left:0,top:0})},refreshPositions:function(e){this.offsetParent&&this.helper&&(this.offset.parent=this._getParentOffset()); var i,n,r,s;for(i=this.items.length-1;i>=0;i--)n=this.items[i],n.instance!==this.currentContainer&&this.currentContainer&&n.item[0]!==this.currentItem[0]||(r=this.options.toleranceElement?t(this.options.toleranceElement,n.item):n.item,e||(n.width=r.outerWidth(),n.height=r.outerHeight()),s=r.offset(),n.left=s.left,n.top=s.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--)s=this.containers[i].element.offset(),this.containers[i].containerCache.left=s.left,this.containers[i].containerCache.top=s.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(e){e=e|
this._destroyIcons(),this._refresh()},_processPanels:function(){this.headers=this.element.find(this.options.header).addClass("ui-accordion-header ui-helper-reset ui-state-default ui-corner-all"),this.headers.next().addClass("ui-accordion-content ui-helper-reset ui-widget-content ui-corner-bottom").filter(":not(.ui-accordion-content-active)").hide()},_refresh:function(){var e,n=this.options,r=n.heightStyle,s=this.element.parent(),o=this.accordionId="ui-accordion-"+(this.element.attr("id")||++i);this.active=this._findActive(n.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(e){var i=t(this),n=i.attr("id"),r=i.next(),s=r.attr("id");n||(n=o+"-header-"+e,i.attr("id",n)),s||(s=o+"-panel-"+e,r.attr("id",s)),i.attr("aria-controls",s),r.attr("aria-labelledby",n)}).next().attr("role","tabpanel"),this.headers.not(this.active).attr({"aria-selected":"false",tabIndex:-1}).next().attr({"aria-expanded":"false","aria-hidden":"true"}).hide(),this.active.length?this.active.attr({"aria-selected":"true",tabIndex:0}).next().attr({"aria-expanded":"true","aria-hidden":"false"}):this.headers.eq(0).attr("tabIndex",0),this._createIcons(),this._setupEvents(n.event),"fill"===r?(e=s.height(),this.element.siblings(":visible").each(function(){var i=t(this),n=i.css("position");"absolute"!==n& & "fixed"!==n& & (e-=i.outerHeight(!0))}),this.headers.each(function(){e-=t(this).outerHeight(!0)}),this.headers.next().each(function(){t(this).height(Math.max(0,e-t(this).innerHeight()+t(this).height()))}).css("overflow","auto")):"auto"===r& & (e=0,this.headers.next().each(function(){e=Math.max(e,t(this).css("height","").height())}).height(e))},_activate:function(e){var i=this._findActive(e)[0];i!==this.active[0]& & (i=i||this.active[0],this._eventHandler({target:i,currentTarget:i,preventDefault:t.noop}))},_findActive:function(e){return"number"==typeof e?this.headers.eq(e):t()},_setupEvents:function(e){var i={keydown:"_keydown"};e& & t.each(e.split(" "),function(t,e){i[e]="_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(e){var i=this.options,n=this.active,r=t(e.currentTarget),s=r[0]===n[0],o=s&&i.collapsible,a=o?t():r.next(),l=n.next(),u={oldHeader:n,oldPanel:l,newHeader:o?t():r,newPanel:a}; e.preventDefault(),s& & !i.collapsible||this._trigger("beforeActivate",e,u)===!1||(i.active=o?!1:this.headers.index(r),this.active=s?t():r,this._toggle(u),n.removeClass("ui-accordion-header-active ui-state-active"),i.icons& & n.children(".ui-accordion-header-icon").removeClass(i.icons.activeHeader).addClass(i.icons.header),s||(r.removeClass("ui-corner-all").addClass("ui-accordion-header-active ui-state-active ui-corner-top"),i.icons& & r.children(".ui-accordion-header-icon").removeClass(i.icons.header).addClass(i.icons.activeHeader),r.next().addClass("ui-accordion-content-active")))},_toggle:function(e){var i=e.newPanel,n=this.prevShow.length?this.prevShow:e.oldPanel;this.prevShow.add(this.prevHide).stop(!0,!0),this.prevShow=i,this.prevHide=n,this.options.animate?this._animate(i,n,e):(n.hide(),i.show(),this._toggleComplete(e)),n.attr({"aria-expanded":"false","aria-hidden":"true"}),n.prev().attr("aria-selected","false"),i.length& & n.length?n.prev().attr("tabIndex",-1):i.length& & this.headers.filter(function(){return 0===t(this).attr("tabIndex")}).attr("tabIndex",-1),i.attr({"aria-expanded":"true","aria-hidden":"false"}).prev().attr({"aria-selected":"true",tabIndex:0})},_animate:function(t,e,i){var s,o,a,l=this,u=0,h=t.length&&(!e.length||t.index()<e.index()),c=this.options.animate||{},p=h&&c.down||c,d=function(){l._toggleComplete(i)}; return"number"==typeof p& & (a=p),"string"==typeof p& & (o=p),o=o||p.easing||c.easing,a=a||p.duration||c.duration,e.length?t.length?(s=t.show().outerHeight(),e.animate(n,{duration:a,easing:o,step:function(t,e){e.now=
t.datepicker._lastInput=e,t.datepicker._setDateFromField(i),t.datepicker._inDialog& & (e.value=""),t.datepicker._pos||(t.datepicker._pos=t.datepicker._findPos(e),t.datepicker._pos[1]+=e.offsetHeight),o=!1,t(e).parents().each(function(){return o|="fixed"===t(this).css("position"),!o}),a={left:t.datepicker._pos[0],top:t.datepicker._pos[1]},t.datepicker._pos=null,i.dpDiv.empty(),i.dpDiv.css({position:"absolute",display:"block",top:"-1000px"}),t.datepicker._updateDatepicker(i),a=t.datepicker._checkOffset(i,a,o),i.dpDiv.css({position:t.datepicker._inDialog& & t.blockUI?"static":o?"fixed":"absolute",display:"none",left:a.left+"px",top:a.top+"px"}),i.inline||(l=t.datepicker._get(i,"showAnim"),u=t.datepicker._get(i,"duration"),i.dpDiv.zIndex(t(e).zIndex()+1),t.datepicker._datepickerShowing=!0,t.effects& & t.effects.effect[l]?i.dpDiv.show(l,t.datepicker._get(i,"showOptions"),u):i.dpDiv[l||"show"](l?u:null),t.datepicker._shouldFocusInput(i)& & i.input.focus(),t.datepicker._curInst=i))}},_updateDatepicker:function(e){this.maxRows=4,s=e,e.dpDiv.empty().append(this._generateHTML(e)),this._attachHandlers(e),e.dpDiv.find("."+this._dayOverClass+" a").mouseover();var i,n=this._getNumberOfMonths(e),r=n[1],o=17;e.dpDiv.removeClass("ui-datepicker-multi-2 ui-datepicker-multi-3 ui-datepicker-multi-4").width(""),r>1& & e.dpDiv.addClass("ui-datepicker-multi-"+r).css("width",o*r+"em"),e.dpDiv[(1!==n[0]||1!==n[1]?"add":"remove")+"Class"]("ui-datepicker-multi"),e.dpDiv[(this._get(e,"isRTL")?"add":"remove")+"Class"]("ui-datepicker-rtl"),e===t.datepicker._curInst& & t.datepicker._datepickerShowing& & t.datepicker._shouldFocusInput(e)& & e.input.focus(),e.yearshtml& & (i=e.yearshtml,setTimeout(function(){i===e.yearshtml& & e.yearshtml& & e.dpDiv.find("select.ui-datepicker-year:first").replaceWith(e.yearshtml),i=e.yearshtml=null},0))},_shouldFocusInput:function(t){return t.input& & t.input.is(":visible")& & !t.input.is(":disabled")& & !t.input.is(":focus")},_checkOffset:function(e,i,n){var r=e.dpDiv.outerWidth(),s=e.dpDiv.outerHeight(),o=e.input?e.input.outerWidth():0,a=e.input?e.input.outerHeight():0,l=document.documentElement.clientWidth+(n?0:t(document).scrollLeft()),u=document.documentElement.clientHeight+(n?0:t(document).scrollTop());return i.left-=this._get(e,"isRTL")?r-o:0,i.left-=n& & i.left===e.input.offset().left?t(document).scrollLeft():0,i.top-=n& & i.top===e.input.offset().top+a?t(document).scrollTop():0,i.left-=Math.min(i.left,i.left+r>l& & l>r?Math.abs(i.left+r-l):0),i.top-=Math.min(i.top,i.top+s>u& & u>s?Math.abs(s+a):0),i},_findPos:function(e){for(var i,n=this._getInst(e),r=this._get(n,"isRTL");e&&("hidden"===e.type||1!==e.nodeType||t.expr.filters.hidden(e)); )e=e[r?"previousSibling":"nextSibling"];return i=t(e).offset(),[i.left,i.top]},_hideDatepicker:function(e){var i,n,r,s,a=this._curInst;!a||e& & a!==t.data(e,o)||this._datepickerShowing& & (i=this._get(a,"showAnim"),n=this._get(a,"duration"),r=function(){t.datepicker._tidyDialog(a)},t.effects& & (t.effects.effect[i]||t.effects[i])?a.dpDiv.hide(i,t.datepicker._get(a,"showOptions"),n,r):a.dpDiv["slideDown"===i?"slideUp":"fadeIn"===i?"fadeOut":"hide"](i?n:null,r),i||r(),this._datepickerShowing=!1,s=this._get(a,"onClose"),s& & s.apply(a.input?a.input[0]:null,[a.input?a.input.val():"",a]),this._lastInput=null,this._inDialog& & (this._dialogInput.css({position:"absolute",left:"0",top:"-100px"}),t.blockUI& & (t.unblockUI(),t("body").append(this.dpDiv))),this._inDialog=!1)},_tidyDialog:function(t){t.dpDiv.removeClass(this._dialogClass).unbind(".ui-datepicker-calendar")},_checkExternalClick:function(e){if(t.datepicker._curInst){var i=t(e.target),n=t.datepicker._getInst(i[0]);(i[0].id!==t.datepicker._mainDivId& & 0===i.parents("#"+t.datepicker._mainDivId).length& & !i.hasClass(t.datepicker.markerClassName)& & !i.closest("."+t.datepicker._triggerClass).length& & t.datepicker._datepickerShowing& & (!t.datepicker._inDialog||!t.blockUI)||i.hasClass(t.datepicker.markerClassName)& & t.datepicker._curInst!==n)& & t.datepicker._hideDatepicker()}},_adjustDate:function(e,i,n){var r=t(e),s=this._getInst(r[0]);this._isDisabledDatepicker(r[0])||(this._adju
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t("./position"),function(t,e){t.widget("ui.menu",{version:"1.10.4",defaultElement:"< ul > ",delay:300,options:{icons:{submenu:"ui-icon-carat-1-e"},menus:"ul",position:{my:"left 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 ui-corner-all").toggleClass("ui-menu-icons",!!this.element.find(".ui-icon").length).attr({role:this.options.role,tabIndex:0}).bind("click"+this.eventNamespace,t.proxy(function(t){this.options.disabled& & t.preventDefault()},this)),this.options.disabled& & this.element.addClass("ui-state-disabled").attr("aria-disabled","true"),this._on({"mousedown .ui-menu-item > a":function(t){t.preventDefault()},"click .ui-state-disabled > a":function(t){t.preventDefault()},"click .ui-menu-item:has(a)":function(e){var i=t(e.target).closest(".ui-menu-item");!this.mouseHandled& & i.not(".ui-state-disabled").length& & (this.select(e),e.isPropagationStopped()||(this.mouseHandled=!0),i.has(".ui-menu").length?this.expand(e):!this.element.is(":focus")& & t(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(e){var i=t(e.currentTarget);i.siblings().children(".ui-state-active").removeClass("ui-state-active"),this.focus(e,i)},mouseleave:"collapseAll","mouseleave .ui-menu":"collapseAll",focus:function(t,e){var i=this.active||this.element.children(".ui-menu-item").eq(0);e||this.focus(t,i)},blur:function(e){this._delay(function(){t.contains(this.element[0],this.document[0].activeElement)||this.collapseAll(e)})},keydown:"_keydown"}),this.refresh(),this._on(this.document,{click:function(e){t(e.target).closest(".ui-menu").length||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-corner-all ui-menu-icons").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").children("a").removeUniqueId().removeClass("ui-corner-all ui-state-hover").removeAttr("tabIndex").removeAttr("role").removeAttr("aria-haspopup").children().each(function(){var e=t(this);e.data("ui-menu-submenu-carat")& & e.remove()}),this.element.find(".ui-menu-divider").removeClass("ui-menu-divider ui-widget-content")},_keydown:function(e){function i(t){return t.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g,"\\$& ")}var n,r,s,o,a,l=!0;switch(e.keyCode){case t.ui.keyCode.PAGE_UP:this.previousPage(e);break;case t.ui.keyCode.PAGE_DOWN:this.nextPage(e);break;case t.ui.keyCode.HOME:this._move("first","first",e);break;case t.ui.keyCode.END:this._move("last","last",e);break;case t.ui.keyCode.UP:this.previous(e);break;case t.ui.keyCode.DOWN:this.next(e);break;case t.ui.keyCode.LEFT:this.collapse(e);break;case t.ui.keyCode.RIGHT:this.active&&!this.active.is(".ui-state-disabled")&&this.expand(e); break;case t.ui.keyCode.ENTER:case t.ui.keyCode.SPACE:this._activate(e);break;case t.ui.keyCode.ESCAPE:this.collapse(e);break;default:l=!1,r=this.previousFilter||"",s=String.fromCharCode(e.keyCode),o=!1,clearTimeout(this.filterTimer),s===r?o=!0:s=r+s,a=new RegExp("^"+i(s),"i"),n=this.activeMenu.children(".ui-menu-item").filter(function(){return a.test(t(this).children("a").text())}),n=o& & -1!==n.index(this.active.next())?this.active.nextAll(".ui-menu-item"):n,n.length||(s=String.fromCharCode(e.keyCode),a=new RegExp("^"+i(s),"i"),n=this.activeMenu.children(".ui-menu-item").filter(function(){return a.test(t(this).children("a").text())})),n.length?(this.focus(e,n),n.length>1?(this.previousFilter=s,this.filterTimer=this._delay(function(){delete this.previousFilter},1e3)):delete this.previousFilter):delete this.previousFilter}l& &
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},e.prototype._render=function(t,e,i){var n,r,s,o,a,l,u,h;for(u=i.sx,h=i.sy,a=i.sinner_radius,l=i.souter_radius,o=[],r=0,s=e.length;s>r;r++)n=e[r],isNaN(u[n]+h[n]+a[n]+l[n])||(t.beginPath(),t.arc(u[n],h[n],a[n],0,2*Math.PI*2,!1),t.moveTo(u[n]+l[n],h[n]),t.arc(u[n],h[n],l[n],0,2*Math.PI*2,!0),this.visuals.fill.do_fill& & (this.visuals.fill.set_vectorize(t,n),t.fill()),this.visuals.line.do_stroke?(this.visuals.line.set_vectorize(t,n),o.push(t.stroke())):o.push(void 0));return o},e.prototype._hit_point=function(t){var e,i,n,r,s,l,u,h,c,p,d,f,g,m,_,v,y,b,w,x,k,M,C;for(c=[t.vx,t.vy],v=c[0],y=c[1],b=this.renderer.xmapper.map_from_target(v,!0),w=b-this.max_radius,x=b+this.max_radius,k=this.renderer.ymapper.map_from_target(y,!0),M=k-this.max_radius,C=k+this.max_radius,i=[],p=function(){var t,e,i,n;for(i=this.index.search([w,M,x,C]),n=[],t=0,e=i.length;e>t;t++)h=i[t],n.push(h[4].i);return n}.call(this),s=0,l=p.length;l>s;s++)n=p[s],u=Math.pow(this.souter_radius[n],2),r=Math.pow(this.sinner_radius[n],2),f=this.renderer.xmapper.map_to_target(b),g=this.renderer.xmapper.map_to_target(this.x[n]),m=this.renderer.ymapper.map_to_target(k),_=this.renderer.ymapper.map_to_target(this.y[n]),e=Math.pow(f-g,2)+Math.pow(m-_,2),u>=e&&e>=r&&i.push([n,e]); return d=a.create_hit_test_result(),d["1d"].indices=o.chain(i).sortBy(function(t){return t[1]}).map(function(t){return t[0]}).value(),d},e.prototype.draw_legend=function(t,e,i,n,r){var s,o,a,l,u,h,c,p,d;return u=null!=(l=this.get_reference_point())?l:0,o=[u],p={},p[u]=(e+i)/2,d={},d[u]=(n+r)/2,a=.5*Math.min(Math.abs(i-e),Math.abs(r-n)),h={},h[u]=.4*a,c={},c[u]=.8*a,s={sx:p,sy:d,sinner_radius:h,souter_radius:c},this._render(t,o,s)},e}(s.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return l(e,t),e.prototype.default_view=r,e.prototype.type="Annulus",e.prototype.distances=["inner_radius","outer_radius"],e}(s.Model),e.exports={Model:n,View:r}},{"../../common/hittest":116,"./glyph":158,underscore:92}],153:[function(t,e,i){var n,r,s,o,a=function(t,e){function i(){this.constructor=t}for(var n in e)l.call(e,n)&&(t[n]=e[n]); return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},l={}.hasOwnProperty;o=t("underscore"),s=t("./glyph"),r=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype._index_data=function(){return this._xy_index()},e.prototype._map_data=function(){return"data"===this.distances.radius.units?this.sradius=this.sdist(this.renderer.xmapper,this.x,this.radius):this.sradius=this.radius},e.prototype._render=function(t,e,i){var n,r,s,o,a,l,u,h,c,p;if(c=i.sx,p=i.sy,u=i.sradius,h=i.start_angle,r=i.end_angle,n=i.direction,this.visuals.line.do_stroke){for(l=[],o=0,a=e.length;a>o;o++)s=e[o],isNaN(c[s]+p[s]+u[s]+h[s]+r[s]+n[s])||(t.beginPath(),t.arc(c[s],p[s],u[s],h[s],r[s],n[s]),this.visuals.line.set_vectorize(t,s),l.push(t.stroke()));return l}},e.prototype.draw_legend=function(t,e,i,n,r){return this._generic_line_legend(t,e,i,n,r)},e}(s.View),n=function(t){function e(){return e.__super__.constructor.apply(this,arguments)}return a(e,t),e.prototype.default_view=r,e.prototype.type="Arc",e.prototype.visuals=["line"],e.prototype.distances=["radius"],e.prototype.angles=["start_angle","end_angle"],e.prototype.fields=["direction:direction"],e.prototype.display_defaults=function(){return o.extend({},e.__super__.display_defaults.call(this),{direction:"anticlock"})},e}(s.Model),e.exports={Model:n,View:r}},{"./glyph":158,underscore:92}],154:[function(t,e,i){var n,r,s,o,a,l,u=function(t,e){function i(){this.constructor=t}for(var n in e)h.call(e,n)&&(t[n]=e[n]); return i.prototype=e.prototype,t.prototype=new i,t.__super__=e.prototype,t},h={}.hasOwnProperty;o=t("underscore"),l=t("rbush"),s=t("./glyph"),a=function(t,e,i,n,r,s,o,a){var l,u,h,c,p,d,f,g,m,_,v,y,b,w,x,k,M;for(x=[],c=[[],[]],d=m=0;2>=m;d=++m)if(0===d?(u=6*t-12*i+6*r,l=-3*t+9*i-9*r+3*o,p=3*i-3*t):(u=6*e-12*n+6*s,l=-3*e+9*n-9*s+3*a,p=3*n-3*e),Math.abs(l)< 1e-12 ) { if ( Math . abs ( u ) < 1e-12 ) continue ; y = -p/u,y > 0& & 1>y& & x.push(y)}else h=u*u-4*p*l,v=Math.s
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* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
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* jQuery UI Dialog 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
* http://api.jqueryui.com/dialog/#theming
*/.bk-ui-dialog{overflow:hidden;position:absolute;top:0;left:0;padding:.2em;outline:0}.bk-ui-dialog .bk-ui-dialog-titlebar{padding:.4em 1em;position:relative}.bk-ui-dialog .bk-ui-dialog-title{float:left;margin:.1em 0;white-space:nowrap;width:90%;overflow:hidden;text-overflow:ellipsis}.bk-ui-dialog .bk-ui-dialog-titlebar-close{position:absolute;right:.3em;top:50%;width:20px;margin:-10px 0 0 0;padding:1px;height:20px}.bk-ui-dialog .bk-ui-dialog-content{position:relative;border:0;padding:.5em 1em;background:0;overflow:auto}.bk-ui-dialog .bk-ui-dialog-buttonpane{text-align:left;border-width:1px 0 0 0;background-image:none;margin-top:.5em;padding:.3em 1em .5em .4em}.bk-ui-dialog .bk-ui-dialog-buttonpane .bk-ui-dialog-buttonset{float:right}.bk-ui-dialog .bk-ui-dialog-buttonpane button{margin:.5em .4em .5em 0;cursor:pointer}.bk-ui-dialog .bk-ui-resizable-se{width:12px;height:12px;right:-5px;bottom:-5px;background-position:16px 16px}.bk-ui-draggable .bk-ui-dialog-titlebar{cursor:move}/*!
* jQuery UI Draggable 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*/.bk-ui-draggable-handle{-ms-touch-action:none;touch-action:none}/*!
* jQuery UI Menu 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
* http://api.jqueryui.com/menu/#theming
*/.bk-ui-menu{list-style:none;padding:0;margin:0;display:block;outline:0}.bk-ui-menu .bk-ui-menu{position:absolute}.bk-ui-menu .bk-ui-menu-item{position:relative;margin:0;padding:3px 1em 3px .4em;cursor:pointer;min-height:0;list-style-image:url("data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7")}.bk-ui-menu .bk-ui-menu-divider{margin:5px 0;height:0;font-size:0;line-height:0;border-width:1px 0 0 0}.bk-ui-menu .bk-ui-state-focus,.bk-ui-menu .bk-ui-state-active{margin:-1px}.bk-ui-menu-icons{position:relative}.bk-ui-menu-icons .bk-ui-menu-item{padding-left:2em}.bk-ui-menu .bk-ui-icon{position:absolute;top:0;bottom:0;left:.2em;margin:auto 0}.bk-ui-menu .bk-ui-menu-icon{left:auto;right:0}/*!
* jQuery UI Progressbar 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
* http://api.jqueryui.com/progressbar/#theming
*/.bk-ui-progressbar{height:2em;text-align:left;overflow:hidden}.bk-ui-progressbar .bk-ui-progressbar-value{margin:-1px;height:100%}.bk-ui-progressbar .bk-ui-progressbar-overlay{background:url("data:image/gif;base64,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");height:100%;filter:alpha(opacity=25);opacity:.25}.bk-ui-progressbar-indeterminate .bk-ui-progressbar-value{background-image:none}/*!
* jQuery UI Resizable 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*/.bk-ui-resizable{position:relative}.bk-ui-resizable-handle{position:absolute;font-size:.1px;display:block;-ms-touch-action:none;touch-action:none}.bk-ui-resizable-disabled .bk-ui-resizable-handle,.bk-ui-resizable-autohide .bk-ui-resizable-handle{display:none}.bk-ui-resizable-n{cursor:n-resize;height:7px;width:100%;top:-5px;left:0}.bk-ui-resizable-s{cursor:s-resize;height:7px;width:100%;bottom:-5px;left:0}.bk-ui-resizable-e{cursor:e-resize;width:7px;right:-5px;top:0;height:100%}.bk-ui-resizable-w{cursor:w-resize;width:7px;left:-5px;top:0;height:100%}.bk-ui-resizable-se{cursor:se-resize;width:12px;height:12px;right:1px;bottom:1px}.bk-ui-resizable-sw{cursor:sw-resize;width:9px;height:9px;left:-5px;bottom:-5px}.bk-ui-resizable-nw{cursor:nw-resize;width:9px;height:9px;left:-5px;top:-5px}.bk-ui-resizable-ne{cursor:ne-resize;width:9px;height:9px;right:-5px;top:-5px}/*!
* jQuery UI Selectable 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*/.bk-ui-selectable{-ms-touch-action:none;touch-action:none}.bk-ui-selectable-helper{position:absolute;z-index:100;border:1px dotted black}/*!
* jQuery UI Selectmenu 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
* http://api.jqueryui.com/selectmenu/#theming
*/.bk-ui-selectmenu-menu{padding:0;margin:0;position:absolute;top:0;left:0;display:none}.bk-ui-selectmenu-menu .bk-ui-menu{overflow:auto;overflow-x:hidden;padding-bottom:1px}.bk-ui-selectmenu-menu .bk-ui-menu .bk-ui-selectmenu-optgroup{font-size:1em;font-weight:bold;line-height:1.5;padding:2px .4em;margin:.5em 0 0 0;height:auto;border:0}.bk-ui-selectmenu-open{display:block}.bk-ui-selectmenu-button{display:inline-block;overflow:hidden;position:relative;text-decoration:none;cursor:pointer}.bk-ui-selectmenu-button span.bk-ui-icon{right:.5em;left:auto;margin-top:-8px;position:absolute;top:50%}.bk-ui-selectmenu-button span.bk-ui-selectmenu-text{text-align:left;padding:.4em 2.1em .4em 1em;display:block;line-height:1.4;overflow:hidden;text-overflow:ellipsis;white-space:nowrap}/*!
* jQuery UI Sortable 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*/.bk-ui-sortable-handle{-ms-touch-action:none;touch-action:none}/*!
* jQuery UI Slider 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
* http://api.jqueryui.com/slider/#theming
*/.bk-ui-slider{position:relative;text-align:left}.bk-ui-slider .bk-ui-slider-handle{position:absolute;z-index:2;width:1.2em;height:1.2em;cursor:default;-ms-touch-action:none;touch-action:none}.bk-ui-slider .bk-ui-slider-range{position:absolute;z-index:1;font-size:.7em;display:block;border:0;background-position:0 0}.bk-ui-slider.bk-ui-state-disabled .bk-ui-slider-handle,.bk-ui-slider.bk-ui-state-disabled .bk-ui-slider-range{filter:inherit}.bk-ui-slider-horizontal{height:.8em}.bk-ui-slider-horizontal .bk-ui-slider-handle{top:-.3em;margin-left:-.6em}.bk-ui-slider-horizontal .bk-ui-slider-range{top:0;height:100%}.bk-ui-slider-horizontal .bk-ui-slider-range-min{left:0}.bk-ui-slider-horizontal .bk-ui-slider-range-max{right:0}.bk-ui-slider-vertical{width:.8em;height:100px}.bk-ui-slider-vertical .bk-ui-slider-handle{left:-.3em;margin-left:0;margin-bottom:-.6em}.bk-ui-slider-vertical .bk-ui-slider-range{left:0;width:100%}.bk-ui-slider-vertical .bk-ui-slider-range-min{bottom:0}.bk-ui-slider-vertical .bk-ui-slider-range-max{top:0}/*!
* jQuery UI Spinner 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
* http://api.jqueryui.com/spinner/#theming
*/.bk-ui-spinner{position:relative;display:inline-block;overflow:hidden;padding:0;vertical-align:middle}.bk-ui-spinner-input{border:0;background:0;color:inherit;padding:0;margin:.2em 0;vertical-align:middle;margin-left:.4em;margin-right:22px}.bk-ui-spinner-button{width:16px;height:50%;font-size:.5em;padding:0;margin:0;text-align:center;position:absolute;cursor:default;display:block;overflow:hidden;right:0}.bk-ui-spinner a.bk-ui-spinner-button{border-top:0;border-bottom:0;border-right:0}.bk-ui-spinner .bk-ui-icon{position:absolute;margin-top:-8px;top:50%;left:0}.bk-ui-spinner-up{top:0}.bk-ui-spinner-down{bottom:0}.bk-ui-spinner .bk-ui-icon-triangle-1-s{background-position:-65px -16px}/*!
* jQuery UI Tabs 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
* http://api.jqueryui.com/tabs/#theming
*/.bk-ui-tabs{position:relative;padding:.2em}.bk-ui-tabs .bk-ui-tabs-nav{margin:0;padding:.2em .2em 0}.bk-ui-tabs .bk-ui-tabs-nav li{list-style:none;float:left;position:relative;top:0;margin:1px .2em 0 0;border-bottom-width:0;padding:0;white-space:nowrap}.bk-ui-tabs .bk-ui-tabs-nav .bk-ui-tabs-anchor{float:left;padding:.5em 1em;text-decoration:none}.bk-ui-tabs .bk-ui-tabs-nav li.bk-ui-tabs-active{margin-bottom:-1px;padding-bottom:1px}.bk-ui-tabs .bk-ui-tabs-nav li.bk-ui-tabs-active .bk-ui-tabs-anchor,.bk-ui-tabs .bk-ui-tabs-nav li.bk-ui-state-disabled .bk-ui-tabs-anchor,.bk-ui-tabs .bk-ui-tabs-nav li.bk-ui-tabs-loading .bk-ui-tabs-anchor{cursor:text}.bk-ui-tabs-collapsible .bk-ui-tabs-nav li.bk-ui-tabs-active .bk-ui-tabs-anchor{cursor:pointer}.bk-ui-tabs .bk-ui-tabs-panel{display:block;border-width:0;padding:1em 1.4em;background:0}/*!
* jQuery UI Tooltip 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
* http://api.jqueryui.com/tooltip/#theming
*/.bk-ui-tooltip{padding:8px;position:absolute;z-index:9999;max-width:300px;-webkit-box-shadow:0 0 5px #aaa;box-shadow:0 0 5px #aaa}body .bk-ui-tooltip{border-width:2px}/*!
* jQuery UI CSS Framework 1.11.2
* http://jqueryui.com
*
* Copyright 2014 jQuery Foundation and other contributors
* Released under the MIT license.
* http://jquery.org/license
*
* http://api.jqueryui.com/category/theming/
*
* To view and modify this theme, visit http://jqueryui.com/themeroller/
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< p > After taking some time to explore how the weather in North Carolina stacked up over the past years, I was interested in doing the same analysis for other cities. Growing up with family from Binghamton, NY I was always told it was very cloudy there. And Seattle has a nasty reputation for being very depressing and cloudy. All said, the cities I want to examine are:< / p >
< ul >
< li > Binghamton, NY< / li >
< li > Cary, NC< / li >
< li > Seattle, WA< / li >
< li > New York City, NY< / li >
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< p > I'd be interested to try this analysis worldwide at some point - comparing London and Seattle might be an interesting analysis. For now though, we'll stick with trying out the US data.< / p >
< p > There will be plenty of charts. I want to know: < strong > How has average cloud cover and precipitation chance changed over the years for each city mentioned?< / strong > This will hopefully tell us whether Seattle has actually earned its reputation for being a depressing city.< / p >
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Bokeh.$(function() {
var all_models = [{"id": "b4884a12-6ba4-4522-abef-97f57fbc29cd", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#1f77b4"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 0.1}, "id": "b4884a12-6ba4-4522-abef-97f57fbc29cd"}}, {"id": "d9ec9e91-1f98-4c37-af6f-0aa93cdd2d64", "type": "DataRange1d", "attributes": {"doc": null, "renderers": [], "callback": null, "id": "d9ec9e91-1f98-4c37-af6f-0aa93cdd2d64", "tags": [], "names": []}}, {"id": "1efa9bba-f651-4d2e-88ea-ce563c14cc39", "type": "ResetTool", "attributes": {"doc": null, "id": "1efa9bba-f651-4d2e-88ea-ce563c14cc39", "plot": {"subtype": "Figure", "id": "a104c547-ab08-494b-96bf-e9ba30599c1b", "type": "Plot"}, "tags": []}}, {"id": "22839836-d087-4859-85bc-ceb282e8a7a2", "type": "BasicTicker", "attributes": {"doc": null, "mantissas": [2, 5, 10], "tags": [], "id": "22839836-d087-4859-85bc-ceb282e8a7a2", "num_minor_ticks": 5}}, {"id": "8a04fa05-bea6-49f8-ad99-a2a9b5cf3250", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#1f77b4"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 0.1}, "id": "8a04fa05-bea6-49f8-ad99-a2a9b5cf3250"}}, {"id": "d55ed016-a3bd-4e5b-964e-d07520803c11", "type": "LinearAxis", "attributes": {"doc": null, "id": "d55ed016-a3bd-4e5b-964e-d07520803c11", "tags": [], "axis_label": "Year", "ticker": {"id": "22839836-d087-4859-85bc-ceb282e8a7a2", "type": "BasicTicker"}, "plot": {"subtype": "Figure", "id": "a104c547-ab08-494b-96bf-e9ba30599c1b", "type": "Plot"}, "formatter": {"id": "5219d765-7a33-41d9-bde5-b3acd26ab5db", "type": "BasicTickFormatter"}}}, {"id": "771e26e9-48ee-4825-a174-2b050cdc14f3", "type": "GlyphRenderer", "attributes": {"doc": null, "selection_glyph": null, "nonselection_glyph": {"id": "8118ba3b-7674-49b2-a99c-34f4bb5bc7cb", "type": "Line"}, "tags": [], "data_source": {"id": "d6439fe5-b00f-4522-97d3-3ab0667cc421", "type": "ColumnDataSource"}, "id": "771e26e9-48ee-4825-a174-2b050cdc14f3", "glyph": {"id": "b64a9472-6666-416e-bcc6-cb2912a68f22", "type": "Line"}}}, {"id": "4904079a-24d3-4563-8fcc-661c4172ab8a", "type": "ColumnDataSource", "attributes": {"doc": null, "tags": [], "callback": null, "column_names": ["y", "x"], "id": "4904079a-24d3-4563-8fcc-661c4172ab8a", "data": {"y": [0.42903225806451617, 0.5716129032258064, 0.6193548387096776, 0.8848387096774194, 0.5203225806451612, 0.5432258064516129, "NaN", 0.6319354838709678, 0.7064516129032258, 0.5496774193548387, 0.7264516129032259, 0.6538709677419355, 0.6093548387096774, 0.41032258064516125, 0.5919354838709677, 0.436, 0.512258064516129, 0.45225806451612904, 0.5377419354838711, 0.3670967741935484, 0.6435483870967742, 0.5696774193548387, 0.6587096774193549, 0.5854838709677419, 0.05368421052631579, 0.03944444444444444], "x": [1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]}, "selected": {"2d": {"indices": []}, "0d": {"flag": false, "indices": []}, "1d": {"indices": []}}}}, {"id": "f3b56429-29c0-4c83-8eb1-949f78363ca5", "type": "LinearAxis", "attributes": {"doc": null, "id": "f3b56429-29c0-4c83-8eb1-949f78363ca5", "tags": [], "axis_label": "Cloud Cover Percentage", "ticker": {"id": "0424f9a7-6aa9-436b-80c3-846821b12331", "type": "BasicTicker"}, "plot": {"subtype": "Figure", "id": "a104c547-ab08-494b-96bf-e9ba30599c1b", "type": "Plot"}, "formatter": {"id": "2af7dd99-2a0a-4132-afe3-e7f7c2776fad", "type": "BasicTickFormatter"}}}, {"id": "5b071d1c-68b0-458b-bde4-bbe17fb1e9fd", "type": "PreviewSaveTool", "attributes": {"doc": null, "id": "5b071d1c-68b0-458b-bde4-bbe17fb1e9fd", "plot": {"subtype": "Figure", "id": "a104c547-ab08-494b-96bf-e9ba30599c1b", "type": "Plot"}, "tags": []}}, {"id": "5a51f0e8-85c6-4aad-a0e1-feb10e1675a9", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#ca0020"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 1.0}, "id": "5a51f0e8-85c6-4aad-a0e1-feb10e1675a9"}}, {"id": "d6439fe5-b00f-4522-97d3-3ab0667cc421", "typ
Bokeh.load_models(all_models);
var plots = [{'modeltype': 'Plot', 'elementid': 'd78f4f79-bae2-406b-84fa-31eef82b0790', 'modelid': 'a104c547-ab08-494b-96bf-e9ba30599c1b'}];
for (idx in plots) {
var plot = plots[idx];
var model = Bokeh.Collections(plot.modeltype).get(plot.modelid);
Bokeh.logger.info('Realizing plot:')
Bokeh.logger.info(' - modeltype: ' + plot.modeltype);
Bokeh.logger.info(' - modelid: ' + plot.modelid);
Bokeh.logger.info(' - elementid: ' + plot.elementid);
var view = new model.default_view({
model: model,
el: '#' + plot.elementid
});
Bokeh.index[plot.modelid] = view;
}
});
< / script >
< div class = "plotdiv" id = "d78f4f79-bae2-406b-84fa-31eef82b0790" > < / div >
< / div >
< / div >
< div class = "output_area" > < div class = "prompt" > < / div >
< div class = "output_html rendered_html output_subarea " >
< script type = "text/javascript" >
Bokeh.$(function() {
var all_models = [{"id": "4b0986e4-d5fb-42a3-a952-550319c33387", "type": "WheelZoomTool", "attributes": {"doc": null, "dimensions": ["width", "height"], "id": "4b0986e4-d5fb-42a3-a952-550319c33387", "plot": {"subtype": "Figure", "id": "b1957c21-6e06-4789-ba73-3c3bd181a307", "type": "Plot"}, "tags": []}}, {"id": "f408bbd3-ea64-48bc-9097-612cd3ca18ea", "type": "BasicTickFormatter", "attributes": {"id": "f408bbd3-ea64-48bc-9097-612cd3ca18ea", "doc": null, "tags": []}}, {"id": "15562c2b-7f90-4c92-8bac-40ec09136aed", "type": "ColumnDataSource", "attributes": {"doc": null, "tags": [], "callback": null, "column_names": ["y", "x"], "id": "15562c2b-7f90-4c92-8bac-40ec09136aed", "data": {"y": [0.6993548387096774, 0.6167741935483871, 0.5538709677419356, 0.6629032258064516, 0.5548387096774193, 0.6132258064516127, 0.776, 0.5329032258064517, 0.4423333333333333, 0.6799999999999999, 0.6809677419354838, 0.6583870967741937, 0.5341935483870969, 0.5141935483870967, 0.6645161290322581, 0.5593548387096774, 0.4729032258064516, 0.6303333333333333, 0.5448387096774193, 0.6329032258064516, 0.6458064516129032, 0.5526666666666666, 0.4745161290322581, 0.0, 0.069375, 0.08526315789473685], "x": [1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]}, "selected": {"2d": {"indices": []}, "0d": {"flag": false, "indices": []}, "1d": {"indices": []}}}}, {"id": "d1563daf-7a5f-4ec2-a45b-630f900d02b5", "type": "ToolEvents", "attributes": {"doc": null, "tags": [], "id": "d1563daf-7a5f-4ec2-a45b-630f900d02b5", "geometries": []}}, {"id": "59bc643a-0588-4b5a-b2ef-9c2809026532", "type": "GlyphRenderer", "attributes": {"doc": null, "selection_glyph": null, "nonselection_glyph": {"id": "29103846-3255-4d73-b7c9-fa8b68e30f6a", "type": "Line"}, "tags": [], "data_source": {"id": "e667f73b-7eb9-4746-a78a-f63a426cee8c", "type": "ColumnDataSource"}, "id": "59bc643a-0588-4b5a-b2ef-9c2809026532", "glyph": {"id": "129dec42-95d9-426b-9c3b-6bb35ac62684", "type": "Line"}}}, {"id": "1326b20f-6852-4723-92e0-2095f49f781e", "type": "PreviewSaveTool", "attributes": {"doc": null, "id": "1326b20f-6852-4723-92e0-2095f49f781e", "plot": {"subtype": "Figure", "id": "b1957c21-6e06-4789-ba73-3c3bd181a307", "type": "Plot"}, "tags": []}}, {"id": "ae49370b-ae18-4ac8-82f7-a6c566ea068a", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#92c5de"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 1.0}, "id": "ae49370b-ae18-4ac8-82f7-a6c566ea068a"}}, {"id": "684b2f42-902d-4b0a-995e-17ec9f0bed9d", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#0571b0"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 1.0}, "id": "684b2f42-902d-4b0a-995e-17ec9f0bed9d"}}, {"id": "a568f3e4-2215-457e-8ac7-67741ddbfae7", "type": "DataRange1d", "attributes": {"doc": null, "renderers": [], "callback": null, "id": "a568f3e4-2215-457e-8ac7-67741ddbfae7", "tags": [], "names": []}}, {"id": "d1594aff-65cc-4bd5-804d-f9eb87760820", "type": "BasicTicker", "attributes": {"doc": null, "mantissas": [2, 5, 10], "tags": [], "id": "d1594aff-65cc-4bd5-804d-f9eb87760820", "num_minor_ticks": 5}}, {"id": "cef111e3-f074-4c6e-b440-b7a4c505c6e5", "type": "ResizeTool", "attributes": {"doc": null, "id": "cef111e3-f074-4c6e-b440-b7a4c505c6e5", "plot": {"subtype": "Figure", "id": "b1957c21-6e06-4789-ba73-3c3bd181a307", "type": "Plot"}, "tags": []}}, {"id": "b5d6f3d8-00bc-4177-b709-3271ec34199c", "type": "BoxZoomTool", "attributes": {"doc": null, "dimensions": ["width", "height"], "id": "b5d6f3d8-00bc-4177-b709-3271ec34199c", "plot": {"subtype": "Figure", "id": "b1957c21-6e06-4789-ba73-3c3bd181a307", "type": "Plot"}, "tags": []}}, {"subtype": "Figure", "id": "b1957c21-6e06-4789-ba73-3c3bd181a307", "type": "Plot", "attributes": {"extra_x_ranges": {}, "extra_y_ranges": {}, "tools": [{"id": "4e1eeddf-605a-450d-9a13-5d9c9b3fb370", "type": "PanTool"}, {"id": "4b0986e4-d5fb-42a3-a952-550319c33387", "type": "WheelZoomTool"}, {"id": "b5d6f3d8-00bc-4
Bokeh.load_models(all_models);
var plots = [{'modeltype': 'Plot', 'elementid': 'f8ff6948-64af-4dba-b9b1-e921a9369fa6', 'modelid': 'b1957c21-6e06-4789-ba73-3c3bd181a307'}];
for (idx in plots) {
var plot = plots[idx];
var model = Bokeh.Collections(plot.modeltype).get(plot.modelid);
Bokeh.logger.info('Realizing plot:')
Bokeh.logger.info(' - modeltype: ' + plot.modeltype);
Bokeh.logger.info(' - modelid: ' + plot.modelid);
Bokeh.logger.info(' - elementid: ' + plot.elementid);
var view = new model.default_view({
model: model,
el: '#' + plot.elementid
});
Bokeh.index[plot.modelid] = view;
}
});
< / script >
< div class = "plotdiv" id = "f8ff6948-64af-4dba-b9b1-e921a9369fa6" > < / div >
< / div >
< / div >
< div class = "output_area" > < div class = "prompt" > < / div >
< div class = "output_html rendered_html output_subarea " >
< script type = "text/javascript" >
Bokeh.$(function() {
var all_models = [{"id": "69571a0d-ab41-45ed-ad3e-dcd5255b1147", "type": "HelpTool", "attributes": {"doc": null, "id": "69571a0d-ab41-45ed-ad3e-dcd5255b1147", "plot": {"subtype": "Figure", "id": "59bce0b0-9352-47c4-b086-0d6cf947e66b", "type": "Plot"}, "tags": []}}, {"id": "cbeb15db-7cde-4590-bbc7-38afa88f3d28", "type": "Legend", "attributes": {"doc": null, "id": "cbeb15db-7cde-4590-bbc7-38afa88f3d28", "legends": [["binghamton", [{"id": "fb5d6738-449f-43cf-897f-3e41c41b1a06", "type": "GlyphRenderer"}]], ["cary", [{"id": "af3df3c3-73e4-48fe-a28d-da8bea9eed5e", "type": "GlyphRenderer"}]], ["nyc", [{"id": "07b16bf5-6b17-4383-b5b9-3d3c68ca68bd", "type": "GlyphRenderer"}]], ["seattle", [{"id": "853c9cc4-e0cd-49b5-b631-8ef1fc71fbd2", "type": "GlyphRenderer"}]]], "plot": {"subtype": "Figure", "id": "59bce0b0-9352-47c4-b086-0d6cf947e66b", "type": "Plot"}, "tags": []}}, {"id": "2b271825-3b94-4304-91bf-3d08d4131989", "type": "PreviewSaveTool", "attributes": {"doc": null, "id": "2b271825-3b94-4304-91bf-3d08d4131989", "plot": {"subtype": "Figure", "id": "59bce0b0-9352-47c4-b086-0d6cf947e66b", "type": "Plot"}, "tags": []}}, {"id": "07b16bf5-6b17-4383-b5b9-3d3c68ca68bd", "type": "GlyphRenderer", "attributes": {"doc": null, "selection_glyph": null, "nonselection_glyph": {"id": "eafefd4d-f787-414f-aa22-6536bccf692b", "type": "Line"}, "tags": [], "data_source": {"id": "73c14396-fb07-47e8-a060-dfaab068c205", "type": "ColumnDataSource"}, "id": "07b16bf5-6b17-4383-b5b9-3d3c68ca68bd", "glyph": {"id": "2497be02-9cdb-40c3-ae56-afd471a56dbd", "type": "Line"}}}, {"id": "bfb3dcb6-297d-453b-9936-0adc72f35f14", "type": "LinearAxis", "attributes": {"doc": null, "id": "bfb3dcb6-297d-453b-9936-0adc72f35f14", "tags": [], "axis_label": "Year", "ticker": {"id": "43f51922-49bd-400c-a27c-f7c97f89da73", "type": "BasicTicker"}, "plot": {"subtype": "Figure", "id": "59bce0b0-9352-47c4-b086-0d6cf947e66b", "type": "Plot"}, "formatter": {"id": "d8d61574-cc54-47c8-a59a-ab56b43065f8", "type": "BasicTickFormatter"}}}, {"id": "e7611fd3-2469-4421-8ffb-e5b4c21c6389", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#ca0020"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 1.0}, "id": "e7611fd3-2469-4421-8ffb-e5b4c21c6389"}}, {"id": "c9388a7f-cc63-444c-84ee-f7463b7618e5", "type": "BoxZoomTool", "attributes": {"doc": null, "dimensions": ["width", "height"], "id": "c9388a7f-cc63-444c-84ee-f7463b7618e5", "plot": {"subtype": "Figure", "id": "59bce0b0-9352-47c4-b086-0d6cf947e66b", "type": "Plot"}, "tags": []}}, {"id": "125749a2-9cdd-4558-a801-f8a30af520a4", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#92c5de"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 1.0}, "id": "125749a2-9cdd-4558-a801-f8a30af520a4"}}, {"id": "e23a72b5-34fa-4467-befb-a453984225b7", "type": "BasicTicker", "attributes": {"doc": null, "mantissas": [2, 5, 10], "tags": [], "id": "e23a72b5-34fa-4467-befb-a453984225b7", "num_minor_ticks": 5}}, {"id": "f80c6a9b-e8a7-4328-8dd9-f662724c3db3", "type": "DataRange1d", "attributes": {"doc": null, "renderers": [], "callback": null, "id": "f80c6a9b-e8a7-4328-8dd9-f662724c3db3", "tags": [], "names": []}}, {"id": "ade16eb5-302a-4122-8ffc-23d81cc0913b", "type": "ColumnDataSource", "attributes": {"doc": null, "tags": [], "callback": null, "column_names": ["y", "x"], "id": "ade16eb5-302a-4122-8ffc-23d81cc0913b", "data": {"y": [0.6846666666666666, 0.5103333333333333, 0.7086666666666666, 0.47900000000000004, 0.6426666666666667, 0.645, 0.7875862068965517, 0.6486666666666665, 0.4963333333333333, 0.4126666666666666, 0.6416666666666667, 0.6946666666666668, 0.5624137931034483, 0.5653333333333334, 0.7806666666666666, 0.6273333333333333, 0.505, 0.6756666666666666, 0.47600000000000003, 0.417, 0.833, 0.45199999999999996, 0.4203333333333334, 0.0, 0.0775, 0.19200000000000003], "x": [1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]}, "selected": {"2d": {"indices": []
Bokeh.load_models(all_models);
var plots = [{'modeltype': 'Plot', 'elementid': '9a405ee2-f650-4c4e-ac2b-b1b1b94d78d7', 'modelid': '59bce0b0-9352-47c4-b086-0d6cf947e66b'}];
for (idx in plots) {
var plot = plots[idx];
var model = Bokeh.Collections(plot.modeltype).get(plot.modelid);
Bokeh.logger.info('Realizing plot:')
Bokeh.logger.info(' - modeltype: ' + plot.modeltype);
Bokeh.logger.info(' - modelid: ' + plot.modelid);
Bokeh.logger.info(' - elementid: ' + plot.elementid);
var view = new model.default_view({
model: model,
el: '#' + plot.elementid
});
Bokeh.index[plot.modelid] = view;
}
});
< / script >
< div class = "plotdiv" id = "9a405ee2-f650-4c4e-ac2b-b1b1b94d78d7" > < / div >
< / div >
< / div >
< div class = "output_area" > < div class = "prompt" > < / div >
< div class = "output_html rendered_html output_subarea " >
< script type = "text/javascript" >
Bokeh.$(function() {
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< p > Well, as it so happens it looks like there are some data issues. July's data is a bit sporadic, and 2013 seems to be missing from most months as well. I think really only two things can really be confirmed here:< / p >
< ul >
< li > Seattle, specifically for the months of October and November, is in fact significantly more cloudy on average than are other cities< / li >
< li > All cities surveyed have seen average cloud cover decline over the months studied. There are data issues, but the trend seems clear.< / li >
< / ul >
< p > Let's now move from cloud cover data to looking at average rainfall chance.< / p >
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< div class = "prompt input_prompt" > In [5]:< / div >
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< div class = " highlight hl-ipython3" > < pre > < span class = "k" > def< / span > < span class = "nf" > safe_precip< / span > < span class = "p" > (< / span > < span class = "n" > frame< / span > < span class = "p" > ):< / span >
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< span class = "k" > def< / span > < span class = "nf" > monthly_avg_precip< / span > < span class = "p" > (< / span > < span class = "n" > city< / span > < span class = "p" > ,< / span > < span class = "n" > year< / span > < span class = "p" > ,< / span > < span class = "n" > month< / span > < span class = "p" > ):< / span >
< span class = "n" > dates< / span > < span class = "o" > =< / span > < span class = "n" > pd< / span > < span class = "o" > .< / span > < span class = "n" > DatetimeIndex< / span > < span class = "p" > (< / span > < span class = "n" > start< / span > < span class = "o" > =< / span > < span class = "n" > datetime< / span > < span class = "p" > (< / span > < span class = "n" > year< / span > < span class = "p" > ,< / span > < span class = "n" > month< / span > < span class = "p" > ,< / span > < span class = "mi" > 1< / span > < span class = "p" > ,< / span > < span class = "mi" > 12< / span > < span class = "p" > ),< / span >
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< span class = "n" > freq< / span > < span class = "o" > =< / span > < span class = "s1" > ' D' < / span > < span class = "p" > ,< / span > < span class = "n" > closed< / span > < span class = "o" > =< / span > < span class = "s1" > ' left' < / span > < span class = "p" > )< / span >
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< span class = "c1" > # Ignore an issue with nanmean having all NaN values. We' ll discuss the data issues below.< / span >
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< span class = "n" > legend< / span > < span class = "o" > =< / span > < span class = "n" > city< / span > < span class = "p" > ,< / span > < span class = "n" > color< / span > < span class = "o" > =< / span > < span class = "n" > city_colors< / span > < span class = "p" > [< / span > < span class = "n" > city< / span > < span class = "p" > ])< / span >
< span class = "n" > show< / span > < span class = "p" > (< / span > < span class = "n" > f< / span > < span class = "p" > )< / span >
< / pre > < / div >
< / div >
< / div >
< / div >
< div class = "output_wrapper" >
< div class = "output" >
< div class = "output_area" > < div class = "prompt" > < / div >
< div class = "output_html rendered_html output_subarea " >
< script type = "text/javascript" >
Bokeh.$(function() {
var all_models = [{"id": "5d9119f0-bcbf-4bb1-a024-e0c0132770d2", "type": "PreviewSaveTool", "attributes": {"doc": null, "id": "5d9119f0-bcbf-4bb1-a024-e0c0132770d2", "plot": {"subtype": "Figure", "id": "9fd9aa8a-20f6-4bb4-aaf7-aa750ad73c01", "type": "Plot"}, "tags": []}}, {"id": "f2343843-bfde-47a9-a346-bb17c1854f2e", "type": "DataRange1d", "attributes": {"doc": null, "renderers": [], "callback": null, "id": "f2343843-bfde-47a9-a346-bb17c1854f2e", "tags": [], "names": []}}, {"id": "1e0564f7-4457-43a4-aa84-7d1c4fa862d9", "type": "DataRange1d", "attributes": {"doc": null, "renderers": [], "callback": null, "id": "1e0564f7-4457-43a4-aa84-7d1c4fa862d9", "tags": [], "names": []}}, {"id": "81c82739-5b41-42cf-96da-e65a31a05ad7", "type": "ResetTool", "attributes": {"doc": null, "id": "81c82739-5b41-42cf-96da-e65a31a05ad7", "plot": {"subtype": "Figure", "id": "9fd9aa8a-20f6-4bb4-aaf7-aa750ad73c01", "type": "Plot"}, "tags": []}}, {"id": "794669ac-162d-4bb9-8a31-a11b9994eda1", "type": "LinearAxis", "attributes": {"doc": null, "id": "794669ac-162d-4bb9-8a31-a11b9994eda1", "tags": [], "axis_label": "Precipitation Chance Percentage", "ticker": {"id": "8331c8f9-2fdd-4938-9969-a75e45d3f6a5", "type": "BasicTicker"}, "plot": {"subtype": "Figure", "id": "9fd9aa8a-20f6-4bb4-aaf7-aa750ad73c01", "type": "Plot"}, "formatter": {"id": "1e86f20e-7160-4558-946c-9be53dd63a24", "type": "BasicTickFormatter"}}}, {"id": "d01f8a75-a4e6-4554-b3cf-c407bbfb4930", "type": "Grid", "attributes": {"doc": null, "id": "d01f8a75-a4e6-4554-b3cf-c407bbfb4930", "ticker": {"id": "34979a59-447d-42e0-a09e-9a1414417daa", "type": "BasicTicker"}, "plot": {"subtype": "Figure", "id": "9fd9aa8a-20f6-4bb4-aaf7-aa750ad73c01", "type": "Plot"}, "tags": [], "dimension": 0}}, {"id": "a2d0980b-c635-4784-bfe8-8320ab2e987d", "type": "ResizeTool", "attributes": {"doc": null, "id": "a2d0980b-c635-4784-bfe8-8320ab2e987d", "plot": {"subtype": "Figure", "id": "9fd9aa8a-20f6-4bb4-aaf7-aa750ad73c01", "type": "Plot"}, "tags": []}}, {"id": "b4a32b2e-e09f-4b1c-834d-38fefd249c19", "type": "GlyphRenderer", "attributes": {"doc": null, "selection_glyph": null, "nonselection_glyph": {"id": "f8e6a166-ef2d-4248-bcf5-ce698663d27c", "type": "Line"}, "tags": [], "data_source": {"id": "44d018fb-8fe4-48de-b18a-4e87d84f4738", "type": "ColumnDataSource"}, "id": "b4a32b2e-e09f-4b1c-834d-38fefd249c19", "glyph": {"id": "836f11b3-b8a2-46ac-bd77-f74ece21bb2c", "type": "Line"}}}, {"id": "44d018fb-8fe4-48de-b18a-4e87d84f4738", "type": "ColumnDataSource", "attributes": {"doc": null, "tags": [], "callback": null, "column_names": ["y", "x"], "id": "44d018fb-8fe4-48de-b18a-4e87d84f4738", "data": {"y": [0.42903225806451617, 0.5716129032258064, 0.6193548387096776, 0.8848387096774194, 0.5203225806451612, 0.5432258064516129, "NaN", 0.6319354838709678, 0.7064516129032258, 0.5496774193548387, 0.7264516129032259, 0.6538709677419355, 0.6093548387096774, 0.41032258064516125, 0.5919354838709677, 0.436, 0.512258064516129, 0.45225806451612904, 0.5377419354838711, 0.3670967741935484, 0.6435483870967742, 0.5696774193548387, 0.6587096774193549, 0.5854838709677419, 0.05368421052631579, 0.03944444444444444], "x": [1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]}, "selected": {"2d": {"indices": []}, "0d": {"flag": false, "indices": []}, "1d": {"indices": []}}}}, {"id": "ff8023a4-54cd-4571-bb71-bf1bccade93d", "type": "ToolEvents", "attributes": {"doc": null, "tags": [], "id": "ff8023a4-54cd-4571-bb71-bf1bccade93d", "geometries": []}}, {"id": "174526b2-7107-45f0-9ae3-03e3b0da7e63", "type": "ColumnDataSource", "attributes": {"doc": null, "tags": [], "callback": null, "column_names": ["y", "x"], "id": "174526b2-7107-45f0-9ae3-03e3b0da7e63", "data": {"y": [0.7206451612903227, 0.6683870967741934, 0.6487096774193548, 0.554516129032258, 0.6319354838709679, 0.635483870967742, 0.6541379310344827, 0.5693548387096775, 0.6058064516129031, 0.5593548387096773, 0.6693548387096774, 0.47322580645161294, 0.4758064516129033, 0.3793548387096
Bokeh.load_models(all_models);
var plots = [{'modeltype': 'Plot', 'elementid': '56f11ba8-4658-474c-acdb-8d582f608ff9', 'modelid': '9fd9aa8a-20f6-4bb4-aaf7-aa750ad73c01'}];
for (idx in plots) {
var plot = plots[idx];
var model = Bokeh.Collections(plot.modeltype).get(plot.modelid);
Bokeh.logger.info('Realizing plot:')
Bokeh.logger.info(' - modeltype: ' + plot.modeltype);
Bokeh.logger.info(' - modelid: ' + plot.modelid);
Bokeh.logger.info(' - elementid: ' + plot.elementid);
var view = new model.default_view({
model: model,
el: '#' + plot.elementid
});
Bokeh.index[plot.modelid] = view;
}
});
< / script >
< div class = "plotdiv" id = "56f11ba8-4658-474c-acdb-8d582f608ff9" > < / div >
< / div >
< / div >
< div class = "output_area" > < div class = "prompt" > < / div >
< div class = "output_html rendered_html output_subarea " >
< script type = "text/javascript" >
Bokeh.$(function() {
var all_models = [{"id": "8cfeaa5a-7e7e-4b31-a914-29f27d508f30", "type": "BasicTickFormatter", "attributes": {"id": "8cfeaa5a-7e7e-4b31-a914-29f27d508f30", "doc": null, "tags": []}}, {"id": "f4c21229-c04a-43bb-afe3-83b977b1c7ef", "type": "LinearAxis", "attributes": {"doc": null, "id": "f4c21229-c04a-43bb-afe3-83b977b1c7ef", "tags": [], "axis_label": "Year", "ticker": {"id": "3f125d25-265b-43a0-a48b-e6805edee8b2", "type": "BasicTicker"}, "plot": {"subtype": "Figure", "id": "25cba7f1-673b-4421-b96e-7f752c459bbf", "type": "Plot"}, "formatter": {"id": "8cfeaa5a-7e7e-4b31-a914-29f27d508f30", "type": "BasicTickFormatter"}}}, {"id": "d31129c4-f3cd-49e2-98f7-f3906a95d03e", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#f4a582"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 1.0}, "id": "d31129c4-f3cd-49e2-98f7-f3906a95d03e"}}, {"id": "9c833ae0-d8c0-4706-8000-24f9944883e1", "type": "GlyphRenderer", "attributes": {"doc": null, "selection_glyph": null, "nonselection_glyph": {"id": "9bda1b17-a795-40c4-9c58-be58c2d6c9eb", "type": "Line"}, "tags": [], "data_source": {"id": "eb42c218-be57-461f-9c51-89ff68a70dc0", "type": "ColumnDataSource"}, "id": "9c833ae0-d8c0-4706-8000-24f9944883e1", "glyph": {"id": "427e8f6e-cde7-4e47-bfd9-b25f34347cf5", "type": "Line"}}}, {"id": "45d924c7-6b68-42d6-b7fe-5a8b0a0e5636", "type": "BasicTickFormatter", "attributes": {"id": "45d924c7-6b68-42d6-b7fe-5a8b0a0e5636", "doc": null, "tags": []}}, {"id": "8465ede4-1044-4d75-8c6d-512cbf59eda3", "type": "Legend", "attributes": {"doc": null, "id": "8465ede4-1044-4d75-8c6d-512cbf59eda3", "legends": [["binghamton", [{"id": "a9d23825-94f6-4eaf-b12a-19d58ca0ba6d", "type": "GlyphRenderer"}]], ["cary", [{"id": "03899843-afcd-4ea0-a7e1-20c25bbfbc60", "type": "GlyphRenderer"}]], ["nyc", [{"id": "1b0be0a1-c7bb-40fe-8cf9-af14f203dc86", "type": "GlyphRenderer"}]], ["seattle", [{"id": "9c833ae0-d8c0-4706-8000-24f9944883e1", "type": "GlyphRenderer"}]]], "plot": {"subtype": "Figure", "id": "25cba7f1-673b-4421-b96e-7f752c459bbf", "type": "Plot"}, "tags": []}}, {"id": "a9d23825-94f6-4eaf-b12a-19d58ca0ba6d", "type": "GlyphRenderer", "attributes": {"doc": null, "selection_glyph": null, "nonselection_glyph": {"id": "7fd94bb5-9c95-40c0-8372-1babdc213720", "type": "Line"}, "tags": [], "data_source": {"id": "20b86354-3c30-4605-b245-066b13472013", "type": "ColumnDataSource"}, "id": "a9d23825-94f6-4eaf-b12a-19d58ca0ba6d", "glyph": {"id": "c3ffb219-e131-41cc-aa7a-fe1b08af9910", "type": "Line"}}}, {"id": "a7286b3e-8d7f-4550-b0f9-10390820fc01", "type": "ResetTool", "attributes": {"doc": null, "id": "a7286b3e-8d7f-4550-b0f9-10390820fc01", "plot": {"subtype": "Figure", "id": "25cba7f1-673b-4421-b96e-7f752c459bbf", "type": "Plot"}, "tags": []}}, {"id": "c22baa21-77b3-4422-b556-54732851776b", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#1f77b4"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 0.1}, "id": "c22baa21-77b3-4422-b556-54732851776b"}}, {"id": "c2a04f87-246a-4460-8cf2-7ee249b40818", "type": "ColumnDataSource", "attributes": {"doc": null, "tags": [], "callback": null, "column_names": ["y", "x"], "id": "c2a04f87-246a-4460-8cf2-7ee249b40818", "data": {"y": [0.6183870967741935, 0.5674193548387096, 0.5925806451612904, 0.5725806451612903, 0.6335483870967743, 0.4732258064516129, 0.581, 0.588709677419355, 0.5690000000000001, 0.6354838709677418, 0.6274193548387096, 0.547741935483871, 0.5241935483870968, 0.43225806451612897, 0.4751612903225806, 0.34677419354838707, 0.35516129032258065, 0.30866666666666664, 0.31483870967741934, 0.38709677419354843, 0.4303225806451612, 0.3333333333333333, 0.2703225806451613, 0.0, 0.17800000000000002, 0.1689655172413793], "x": [1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015]}, "selected": {"2d": {"indices": []}, "0d": {"flag": false, "indices": []}, "1d": {"indices": []}}}}, {"id": "4ad19f98-ae0e-464e-a4e4-d613c7fe13b2", "type": "PreviewSave
Bokeh.load_models(all_models);
var plots = [{'modeltype': 'Plot', 'elementid': '3faf01ac-98d4-485c-b8fe-4eb2b75c6848', 'modelid': '25cba7f1-673b-4421-b96e-7f752c459bbf'}];
for (idx in plots) {
var plot = plots[idx];
var model = Bokeh.Collections(plot.modeltype).get(plot.modelid);
Bokeh.logger.info('Realizing plot:')
Bokeh.logger.info(' - modeltype: ' + plot.modeltype);
Bokeh.logger.info(' - modelid: ' + plot.modelid);
Bokeh.logger.info(' - elementid: ' + plot.elementid);
var view = new model.default_view({
model: model,
el: '#' + plot.elementid
});
Bokeh.index[plot.modelid] = view;
}
});
< / script >
< div class = "plotdiv" id = "3faf01ac-98d4-485c-b8fe-4eb2b75c6848" > < / div >
< / div >
< / div >
< div class = "output_area" > < div class = "prompt" > < / div >
< div class = "output_html rendered_html output_subarea " >
< script type = "text/javascript" >
Bokeh.$(function() {
var all_models = [{"id": "4f659e25-7cb5-4379-9a53-009cac7ac81e", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#1f77b4"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 0.1}, "id": "4f659e25-7cb5-4379-9a53-009cac7ac81e"}}, {"id": "0ee1d186-7b25-41c6-b272-a6806b096458", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#1f77b4"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 0.1}, "id": "0ee1d186-7b25-41c6-b272-a6806b096458"}}, {"id": "bb535d98-078d-4cf9-aab1-285c94d3e005", "type": "PanTool", "attributes": {"doc": null, "dimensions": ["width", "height"], "id": "bb535d98-078d-4cf9-aab1-285c94d3e005", "plot": {"subtype": "Figure", "id": "d3ce1d2d-8527-424d-a4ab-052b6312f2f1", "type": "Plot"}, "tags": []}}, {"id": "c300e456-02f5-4b06-965c-8d068d197d17", "type": "Grid", "attributes": {"doc": null, "id": "c300e456-02f5-4b06-965c-8d068d197d17", "ticker": {"id": "47840619-d51a-47e7-a4c9-66470857f424", "type": "BasicTicker"}, "plot": {"subtype": "Figure", "id": "d3ce1d2d-8527-424d-a4ab-052b6312f2f1", "type": "Plot"}, "tags": [], "dimension": 1}}, {"id": "9fd05629-7543-4b36-afb1-2c18aad4fe5d", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#0571b0"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 1.0}, "id": "9fd05629-7543-4b36-afb1-2c18aad4fe5d"}}, {"id": "a7267d3a-1d7a-4550-90d7-40a8e416e1f4", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#1f77b4"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 0.1}, "id": "a7267d3a-1d7a-4550-90d7-40a8e416e1f4"}}, {"id": "7a31c9ad-57f4-4e53-bf8e-3fa488c22ee0", "type": "Line", "attributes": {"doc": null, "line_color": {"value": "#f4a582"}, "y": {"field": "y"}, "tags": [], "x": {"field": "x"}, "line_alpha": {"value": 1.0}, "id": "7a31c9ad-57f4-4e53-bf8e-3fa488c22ee0"}}, {"id": "35d98fe6-eda2-4ebf-89f7-71d7c909191a", "type": "GlyphRenderer", "attributes": {"doc": null, "selection_glyph": null, "nonselection_glyph": {"id": "0ee1d186-7b25-41c6-b272-a6806b096458", "type": "Line"}, "tags": [], "data_source": {"id": "833018f4-752a-42ad-8321-c2abec916859", "type": "ColumnDataSource"}, "id": "35d98fe6-eda2-4ebf-89f7-71d7c909191a", "glyph": {"id": "7a31c9ad-57f4-4e53-bf8e-3fa488c22ee0", "type": "Line"}}}, {"id": "c1cb1b43-7598-4c26-908a-d0ad38d22d12", "type": "ResetTool", "attributes": {"doc": null, "id": "c1cb1b43-7598-4c26-908a-d0ad38d22d12", "plot": {"subtype": "Figure", "id": "d3ce1d2d-8527-424d-a4ab-052b6312f2f1", "type": "Plot"}, "tags": []}}, {"id": "b37929ca-7872-43cf-bcda-f6d927ceebd1", "type": "WheelZoomTool", "attributes": {"doc": null, "dimensions": ["width", "height"], "id": "b37929ca-7872-43cf-bcda-f6d927ceebd1", "plot": {"subtype": "Figure", "id": "d3ce1d2d-8527-424d-a4ab-052b6312f2f1", "type": "Plot"}, "tags": []}}, {"id": "755db9c3-6abc-4e82-8b39-9558d5ef175d", "type": "LinearAxis", "attributes": {"doc": null, "id": "755db9c3-6abc-4e82-8b39-9558d5ef175d", "tags": [], "axis_label": "Precipitation Chance Percentage", "ticker": {"id": "47840619-d51a-47e7-a4c9-66470857f424", "type": "BasicTicker"}, "plot": {"subtype": "Figure", "id": "d3ce1d2d-8527-424d-a4ab-052b6312f2f1", "type": "Plot"}, "formatter": {"id": "c6c8a1a7-d02c-424b-b22f-f6865bd00388", "type": "BasicTickFormatter"}}}, {"id": "833018f4-752a-42ad-8321-c2abec916859", "type": "ColumnDataSource", "attributes": {"doc": null, "tags": [], "callback": null, "column_names": ["y", "x"], "id": "833018f4-752a-42ad-8321-c2abec916859", "data": {"y": [0.6203333333333333, 0.5426666666666666, 0.6256666666666668, 0.6793333333333333, 0.6166666666666666, 0.5653333333333332, 0.6893333333333334, 0.672, 0.514, 0.6556666666666667, 0.5693333333333334, 0.5216666666666666, 0.5286206896551725, 0.4739999999999999, 0.49699999999999994, 0.30033333333333334, 0.4596666666666666, 0.18799999999999997, 0.3950000000000001, 0.4036666666666667, 0.424, 0.4699999999999999, 0.39766666666666667, 0.0, 0.1581818181818182, 0.14639999999999997], "x": [1990, 19
Bokeh.load_models(all_models);
var plots = [{'modeltype': 'Plot', 'elementid': '6bb8b584-4e31-4bd0-936e-1a5790e8966a', 'modelid': 'd3ce1d2d-8527-424d-a4ab-052b6312f2f1'}];
for (idx in plots) {
var plot = plots[idx];
var model = Bokeh.Collections(plot.modeltype).get(plot.modelid);
Bokeh.logger.info('Realizing plot:')
Bokeh.logger.info(' - modeltype: ' + plot.modeltype);
Bokeh.logger.info(' - modelid: ' + plot.modelid);
Bokeh.logger.info(' - elementid: ' + plot.elementid);
var view = new model.default_view({
model: model,
el: '#' + plot.elementid
});
Bokeh.index[plot.modelid] = view;
}
});
< / script >
< div class = "plotdiv" id = "6bb8b584-4e31-4bd0-936e-1a5790e8966a" > < / div >
< / div >
< / div >
< div class = "output_area" > < div class = "prompt" > < / div >
< div class = "output_html rendered_html output_subarea " >
< script type = "text/javascript" >
Bokeh.$(function() {
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< p > The same data issue caveats apply here: 2013 seems to be missing some data, and July has some issues as well. However, this seems to confirm the trends we saw with cloud cover:< / p >
< ul >
< li > Seattle, specifically for the months of August, October, and November has had a consistently higher chance of rain than other cities surveyed.< / li >
< li > Average precipitation chance, just like average cloud cover, has been trending down over time.< / li >
< / ul >
< h1 id = "Conclusion" > Conclusion< a class = "anchor-link" href = "#Conclusion" > ¶ < / a > < / h1 > < p > I have to admit I was a bit surprised after doing this analysis. Seattle showed a higher average cloud cover and average precipitation chance than did the other cities surveyed. Maybe Seattle is actually an objectively more depressing city to live in.< / p >
< p > Well that's all for weather data at the moment. It's been a great experiment, but I think this is about as far as I'll be able to get with weather data without some domain knowledge. Talk again soon!< / p >
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2016-02-26 14:45:26 -05:00
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2016-02-26 14:27:04 -05:00
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