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<meta name="description" content="In [1]: import pickle import pandas as pd import numpy as np from bokeh.plotting import output_notebook, figure, show from bokeh.palettes import RdBu4 as Palette from datetime import datetime import ...">
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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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<h1 class="header-title">Cloudy in Seattle</h1>
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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>
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<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&&_?"":"&#xa0;")),!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&&_?"":"&#xa0;")+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
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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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r.length>i&&(r.slice(i).remove(),r=r.slice(0,i)),e=r.length;i>e;e++)o.push(s);this.handles=r.add(t(o.join("")).appendTo(this.element)),this.handle=this.handles.eq(0),this.handles.each(function(e){t(this).data("ui-slider-handle-index",e)})},_createRange:function(){var e=this.options,i="";e.range?(e.range===!0&&(e.values?e.values.length&&2!==e.values.length?e.values=[e.values[0],e.values[0]]:t.isArray(e.values)&&(e.values=e.values.slice(0)):e.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=t("<div></div>").appendTo(this.element),i="ui-slider-range ui-widget-header ui-corner-all"),this.range.addClass(i+("min"===e.range||"max"===e.range?" ui-slider-range-"+e.range:""))):this.range=t([])},_setupEvents:function(){var t=this.handles.add(this.range).filter("a");this._off(t),this._on(t,this._handleEvents),this._hoverable(t),this._focusable(t)},_destroy:function(){this.handles.remove(),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(e){var i,n,r,s,o,a,l,u,h=this,c=this.options;return c.disabled?!1:(this.elementSize={width:this.element.outerWidth(),height:this.element.outerHeight()},this.elementOffset=this.element.offset(),i={x:e.pageX,y:e.pageY},n=this._normValueFromMouse(i),r=this._valueMax()-this._valueMin()+1,this.handles.each(function(e){var i=Math.abs(n-h.values(e));(r>i||r===i&&(e===h._lastChangedValue||h.values(e)===c.min))&&(r=i,s=t(this),o=e)}),a=this._start(e,o),a===!1?!1:(this._mouseSliding=!0,this._handleIndex=o,s.addClass("ui-state-active").focus(),l=s.offset(),u=!t(e.target).parents().addBack().is(".ui-slider-handle"),this._clickOffset=u?{left:0,top:0}:{left:e.pageX-l.left-s.width()/2,top:e.pageY-l.top-s.height()/2-(parseInt(s.css("borderTopWidth"),10)||0)-(parseInt(s.css("borderBottomWidth"),10)||0)+(parseInt(s.css("marginTop"),10)||0)},this.handles.hasClass("ui-state-hover")||this._slide(e,o,n),this._animateOff=!0,!0))},_mouseStart:function(){return!0},_mouseDrag:function(t){var e={x:t.pageX,y:t.pageY},i=this._normValueFromMouse(e);return this._slide(t,this._handleIndex,i),!1},_mouseStop:function(t){return this.handles.removeClass("ui-state-active"),this._mouseSliding=!1,this._stop(t,this._handleIndex),this._change(t,this._handleIndex),this._handleIndex=null,this._clickOffset=null,this._animateOff=!1,!1},_detectOrientation:function(){this.orientation="vertical"===this.options.orientation?"vertical":"horizontal"},_normValueFromMouse:function(t){var e,i,n,r,s;return"horizontal"===this.orientation?(e=this.elementSize.width,i=t.x-this.elementOffset.left-(this._clickOffset?this._clickOffset.left:0)):(e=this.elementSize.height,i=t.y-this.elementOffset.top-(this._clickOffset?this._clickOffset.top:0)),n=i/e,n>1&&(n=1),0>n&&(n=0),"vertical"===this.orientation&&(n=1-n),r=this._valueMax()-this._valueMin(),s=this._valueMin()+n*r,this._trimAlignValue(s)},_start:function(t,e){var i={handle:this.handles[e],value:this.value()};return this.options.values&&this.options.values.length&&(i.value=this.values(e),i.values=this.values()),this._trigger("start",t,i)},_slide:function(t,e,i){var n,r,s;this.options.values&&this.options.values.length?(n=this.values(e?0:1),2===this.options.values.length&&this.options.range===!0&&(0===e&&i>n||1===e&&n>i)&&(i=n),i!==this.values(e)&&(r=this.values(),r[e]=i,s=this._trigger("slide",t,{handle:this.handles[e],value:i,values:r}),n=this.values(e?0:1),s!==!1&&this.values(e,i,!0))):i!==this.value()&&(s=this._trigger("slide",t,{handle:this.handles[e],value:i}),s!==!1&&this.value(i))},_stop:function(t,e){var i={handle:this.handles[e],value:this.value()};this.options.values&&this.options.values.length&&(i.value=this.values(e),i.values=this.values()),this._trigger("stop",t,i)},_change:function(t,e){if(!this._keySliding&&!this._mouseSliding){var i={handle:this.handles[e],value:this.value()};this.options.values&&this.options.values.length&&(i.
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&&
}}),e.placeholder=t(n.placeholder.element.call(e.element,e.currentItem)),e.currentItem.after(e.placeholder),n.placeholder.update(e,e.placeholder)},_contactContainers:function(e){var r,s,o,a,l,u,h,c,p,d,f=null,g=null;for(r=this.containers.length-1;r>=0;r--)if(!t.contains(this.currentItem[0],this.containers[r].element[0]))if(this._intersectsWith(this.containers[r].containerCache)){if(f&&t.contains(this.containers[r].element[0],f.element[0]))continue;f=this.containers[r],g=r}else this.containers[r].containerCache.over&&(this.containers[r]._trigger("out",e,this._uiHash(this)),this.containers[r].containerCache.over=0);if(f)if(1===this.containers.length)this.containers[g].containerCache.over||(this.containers[g]._trigger("over",e,this._uiHash(this)),this.containers[g].containerCache.over=1);else{for(o=1e4,a=null,d=f.floating||n(this.currentItem),l=d?"left":"top",u=d?"width":"height",h=this.positionAbs[l]+this.offset.click[l],s=this.items.length-1;s>=0;s--)t.contains(this.containers[g].element[0],this.items[s].item[0])&&this.items[s].item[0]!==this.currentItem[0]&&(!d||i(this.positionAbs.top+this.offset.click.top,this.items[s].top,this.items[s].height))&&(c=this.items[s].item.offset()[l],p=!1,Math.abs(c-h)>Math.abs(c+this.items[s][u]-h)&&(p=!0,c+=this.items[s][u]),Math.abs(c-h)<o&&(o=Math.abs(c-h),a=this.items[s],this.direction=p?"up":"down"));if(!a&&!this.options.dropOnEmpty)return;if(this.currentContainer===this.containers[g])return;a?this._rearrange(e,a,null,!0):this._rearrange(e,null,this.containers[g].element,!0),this._trigger("change",e,this._uiHash()),this.containers[g]._trigger("change",e,this._uiHash(this)),this.currentContainer=this.containers[g],this.options.placeholder.update(this.currentContainer,this.placeholder),this.containers[g]._trigger("over",e,this._uiHash(this)),this.containers[g].containerCache.over=1}},_createHelper:function(e){var i=this.options,n=t.isFunction(i.helper)?t(i.helper.apply(this.element[0],[e,this.currentItem])):"clone"===i.helper?this.currentItem.clone():this.currentItem;return n.parents("body").length||t("parent"!==i.appendTo?i.appendTo:this.currentItem[0].parentNode)[0].appendChild(n[0]),n[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")}),(!n[0].style.width||i.forceHelperSize)&&n.width(this.currentItem.width()),(!n[0].style.height||i.forceHelperSize)&&n.height(this.currentItem.height()),n},_adjustOffsetFromHelper:function(e){"string"==typeof e&&(e=e.split(" ")),t.isArray(e)&&(e={left:+e[0],top:+e[1]||0}),"left"in e&&(this.offset.click.left=e.left+this.margins.left),"right"in e&&(this.offset.click.left=this.helperProportions.width-e.right+this.margins.left),"top"in e&&(this.offset.click.top=e.top+this.margins.top),"bottom"in e&&(this.offset.click.top=this.helperProportions.height-e.bottom+this.margins.top)},_getParentOffset:function(){this.offsetParent=this.helper.offsetParent();var e=this.offsetParent.offset();return"absolute"===this.cssPosition&&this.scrollParent[0]!==document&&t.contains(this.scrollParent[0],this.offsetParent[0])&&(e.left+=this.scrollParent.scrollLeft(),e.top+=this.scrollParent.scrollTop()),(this.offsetParent[0]===document.body||this.offsetParent[0].tagName&&"html"===this.offsetParent[0].tagName.toLowerCase()&&t.ui.ie)&&(e={top:0,left:0}),{top:e.top+(parseInt(this.offsetParent.css("borderTopWidth"),10)||0),left:e.left+(parseInt(this.offsetParent.css("borderLeftWidth"),10)||0)}},_getRelativeOffset:function(){if("relative"===this.cssPosition){var t=this.currentItem.position();return{top:t.top-(parseInt(this.helper.css("top"),10)||0)+this.scrollParent.scrollTop(),left:t.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
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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>
</ul>
<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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<div class=" highlight hl-ipython3"><pre><span class="n">city_forecasts</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="nb">open</span><span class="p">(</span><span class="s">&#39;city_forecasts.p&#39;</span><span class="p">,</span> <span class="s">&#39;rb&#39;</span><span class="p">))</span>
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<span class="n">forecasts_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">city_forecasts</span><span class="p">)</span>
</pre></div>
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<div class=" highlight hl-ipython3"><pre><span class="n">cities</span> <span class="o">=</span> <span class="p">[</span><span class="s">&#39;binghamton&#39;</span><span class="p">,</span> <span class="s">&#39;cary&#39;</span><span class="p">,</span> <span class="s">&#39;nyc&#39;</span><span class="p">,</span> <span class="s">&#39;seattle&#39;</span><span class="p">]</span>
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<span class="n">city_colors</span> <span class="o">=</span> <span class="p">{</span><span class="n">cities</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span> <span class="n">Palette</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">4</span><span class="p">)}</span>
<span class="k">def</span> <span class="nf">safe_cover</span><span class="p">(</span><span class="n">frame</span><span class="p">):</span>
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<span class="k">if</span> <span class="n">frame</span> <span class="ow">and</span> <span class="s">&#39;cloudCover&#39;</span> <span class="ow">in</span> <span class="n">frame</span><span class="p">:</span>
<span class="k">return</span> <span class="n">frame</span><span class="p">[</span><span class="s">&#39;cloudCover&#39;</span><span class="p">]</span>
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<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span>
<span class="k">def</span> <span class="nf">monthly_avg_cloudcover</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>
<span class="n">end</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="o">+</span> <span class="mi">1</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="s">&#39;D&#39;</span><span class="p">,</span> <span class="n">closed</span><span class="o">=</span><span class="s">&#39;left&#39;</span><span class="p">)</span>
<span class="n">cloud_cover_vals</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">safe_cover</span><span class="p">(</span><span class="n">forecasts_df</span><span class="p">[</span><span class="n">city</span><span class="p">][</span><span class="n">x</span><span class="p">][</span><span class="s">&#39;currently&#39;</span><span class="p">]),</span> <span class="n">dates</span><span class="p">))</span>
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<span class="n">cloud_cover_samples</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span> <span class="n">cloud_cover_vals</span><span class="p">)))</span>
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<span class="c"># Ignore an issue with nanmean having all NaN values. We&#39;ll discuss the data issues below.</span>
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<span class="k">with</span> <span class="n">warnings</span><span class="o">.</span><span class="n">catch_warnings</span><span class="p">():</span>
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<span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="s">&#39;ignore&#39;</span><span class="p">)</span>
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<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">nanmean</span><span class="p">(</span><span class="n">cloud_cover_vals</span><span class="p">),</span> <span class="n">cloud_cover_samples</span>
</pre></div>
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2016-06-09 19:27:36 -04:00
<div class=" highlight hl-ipython3"><pre><span class="n">years</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1990</span><span class="p">,</span> <span class="mi">2016</span><span class="p">)</span>
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<span class="k">def</span> <span class="nf">city_avg_cc</span><span class="p">(</span><span class="n">city</span><span class="p">,</span> <span class="n">month</span><span class="p">):</span>
<span class="k">return</span> <span class="p">[</span><span class="n">monthly_avg_cloudcover</span><span class="p">(</span><span class="n">city</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">month</span><span class="p">)</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">years</span><span class="p">]</span>
<span class="n">months</span> <span class="o">=</span> <span class="p">[</span>
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<span class="p">(</span><span class="s">&#39;July&#39;</span><span class="p">,</span> <span class="mi">7</span><span class="p">),</span>
<span class="p">(</span><span class="s">&#39;August&#39;</span><span class="p">,</span> <span class="mi">8</span><span class="p">),</span>
<span class="p">(</span><span class="s">&#39;September&#39;</span><span class="p">,</span> <span class="mi">9</span><span class="p">),</span>
<span class="p">(</span><span class="s">&#39;October&#39;</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span>
<span class="p">(</span><span class="s">&#39;November&#39;</span><span class="p">,</span> <span class="mi">11</span><span class="p">)</span>
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<span class="p">]</span>
<span class="k">for</span> <span class="n">month</span><span class="p">,</span> <span class="n">month_id</span> <span class="ow">in</span> <span class="n">months</span><span class="p">:</span>
<span class="n">month_averages</span> <span class="o">=</span> <span class="p">{</span><span class="n">city</span><span class="p">:</span> <span class="n">city_avg_cc</span><span class="p">(</span><span class="n">city</span><span class="p">,</span> <span class="n">month_id</span><span class="p">)</span> <span class="k">for</span> <span class="n">city</span> <span class="ow">in</span> <span class="n">cities</span><span class="p">}</span>
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<span class="n">f</span> <span class="o">=</span> <span class="n">figure</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s">&quot;{} Average Cloud Cover&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">month</span><span class="p">),</span>
<span class="n">x_axis_label</span><span class="o">=</span><span class="s">&#39;Year&#39;</span><span class="p">,</span>
<span class="n">y_axis_label</span><span class="o">=</span><span class="s">&#39;Cloud Cover Percentage&#39;</span><span class="p">)</span>
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<span class="k">for</span> <span class="n">city</span> <span class="ow">in</span> <span class="n">cities</span><span class="p">:</span>
<span class="n">f</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">years</span><span class="p">,</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">month_averages</span><span class="p">[</span><span class="n">city</span><span class="p">]],</span>
<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>
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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&nbsp;[5]:</div>
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2016-06-09 19:27:36 -04:00
<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>
<span class="k">if</span> <span class="n">frame</span> <span class="ow">and</span> <span class="s">&#39;precipProbability&#39;</span> <span class="ow">in</span> <span class="n">frame</span><span class="p">:</span>
<span class="k">return</span> <span class="n">frame</span><span class="p">[</span><span class="s">&#39;precipProbability&#39;</span><span class="p">]</span>
2016-02-26 14:27:04 -05:00
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span>
<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>
<span class="n">end</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="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">12</span><span class="p">),</span>
2016-06-09 19:27:36 -04:00
<span class="n">freq</span><span class="o">=</span><span class="s">&#39;D&#39;</span><span class="p">,</span> <span class="n">closed</span><span class="o">=</span><span class="s">&#39;left&#39;</span><span class="p">)</span>
<span class="n">precip_vals</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">safe_precip</span><span class="p">(</span><span class="n">forecasts_df</span><span class="p">[</span><span class="n">city</span><span class="p">][</span><span class="n">x</span><span class="p">][</span><span class="s">&#39;currently&#39;</span><span class="p">]),</span> <span class="n">dates</span><span class="p">))</span>
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<span class="n">precip_samples</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span> <span class="n">precip_vals</span><span class="p">)))</span>
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<span class="c"># Ignore an issue with nanmean having all NaN values. We&#39;ll discuss the data issues below.</span>
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<span class="k">with</span> <span class="n">warnings</span><span class="o">.</span><span class="n">catch_warnings</span><span class="p">():</span>
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<span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="s">&#39;ignore&#39;</span><span class="p">)</span>
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<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">nanmean</span><span class="p">(</span><span class="n">precip_vals</span><span class="p">),</span> <span class="n">precip_samples</span>
<span class="k">def</span> <span class="nf">city_avg_precip</span><span class="p">(</span><span class="n">city</span><span class="p">,</span> <span class="n">month</span><span class="p">):</span>
<span class="k">return</span> <span class="p">[</span><span class="n">monthly_avg_precip</span><span class="p">(</span><span class="n">city</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">month</span><span class="p">)</span> <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">years</span><span class="p">]</span>
<span class="k">for</span> <span class="n">month</span><span class="p">,</span> <span class="n">month_id</span> <span class="ow">in</span> <span class="n">months</span><span class="p">:</span>
<span class="n">month_averages</span> <span class="o">=</span> <span class="p">{</span><span class="n">city</span><span class="p">:</span> <span class="n">city_avg_cc</span><span class="p">(</span><span class="n">city</span><span class="p">,</span> <span class="n">month_id</span><span class="p">)</span> <span class="k">for</span> <span class="n">city</span> <span class="ow">in</span> <span class="n">cities</span><span class="p">}</span>
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<span class="n">f</span> <span class="o">=</span> <span class="n">figure</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s">&quot;{} Average Precipitation Chance&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">month</span><span class="p">),</span>
<span class="n">x_axis_label</span><span class="o">=</span><span class="s">&#39;Year&#39;</span><span class="p">,</span>
<span class="n">y_axis_label</span><span class="o">=</span><span class="s">&#39;Precipitation Chance Percentage&#39;</span><span class="p">)</span>
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<span class="k">for</span> <span class="n">city</span> <span class="ow">in</span> <span class="n">cities</span><span class="p">:</span>
<span class="n">f</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">years</span><span class="p">,</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">month_averages</span><span class="p">[</span><span class="n">city</span><span class="p">]],</span>
<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>
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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">&#182;</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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