3e:null 3f:["$","title",null,{"children":"Sketching seasonality | Mitchell Whitelaw | Observable"}] 45:T47c, function buildRadialGraph(data) { var obsScale = d3.scaleRadial() .domain([0,d3.max(data, d => d.count)]) .range([0,100]) var radialGraph = d3.areaRadial() .angle((d,i) => i*(2*Math.PI)/12) .outerRadius(d => obsScale(d.count)) .innerRadius(0) .curve(d3.curveLinearClosed) return svg`` }46:T559, function buildRadialBarGraph(data,innerRadius,outerRadius) { var obsScale = d3.scaleLinear() .domain([0,d3.max(data, d => d.count)]) .range([innerRadius,outerRadius]) // var radialGraph = d3.areaRadial() // .angle((d,i) => i*(2*Math.PI)/12) // .outerRadius(d => obsScale(d.count)) // .innerRadius(0) // .curve(d3.curveLinearClosed) return svg`` }47:Tac8,wedgeBarChart = async function(data,innerRadius,outerRadius,query) { const width = 300; const height = width; const arc = d3.arc() .innerRadius(d => y(0)) .outerRadius(d => y(d.count)) .startAngle((d) => x(d.label)) .endAngle((d) => x(d.label) + x.bandwidth()) .padAngle(1.5 / innerRadius) .padRadius(innerRadius); // An angular x-scale const x = d3.scaleBand() .domain(data.map(d => d.label)) .range([0, 2 * Math.PI]) .align(0); // A radial y-scale maintains area proportionality of radial bars const y = d3.scaleRadial() .domain([0, d3.max(data.map(d => d.count))]) .range([innerRadius, outerRadius]); const c = d3.scaleLinear() .domain([0, d3.max(data.map(d => d.count))]) .range("YlGnBu"); const piyg = d3.scaleSequential(d3.interpolateOrRd).domain([0, d3.max(data.map(d => d.count))]) // var samples = null; const svg = d3.create("svg") .attr("width", width) .attr("height", height) .attr("viewBox", [-width / 2, -height / 2, width, height]) .attr("style", "width: ${width}; height: auto; font: 9px sans-serif;"); // A group for each series, and a rect for each element in the series svg.append("g") .selectAll() .data(data) .join("path") .attr("d", arc) .attr("fill",(d) => piyg(d.count)) .style("cursor","pointer") .on("click",clicked) .append("title") .text(d => `${d.label}: ${d.count} occurrences`); async function clicked(event,d){ d3.selectAll("path").style("stroke", "none"); // console.log(d.label + " " + d.count) mutable selectSamples = await getObs(query,d.fq,100); //obs = await getObs(query,d.fq,100); // chart.value = await getObs(query,d.fq,100); //console.log(imageSamples); //event.target.classed("active",true); d3.select(this).style("stroke", "#8ff"); } // x axis svg.append("g") .attr("text-anchor", "middle") .attr("fill","#888") .selectAll() .data(x.domain()) .join("g") .attr("transform", d => ` rotate(${((x(d) + x.bandwidth() / 2) * 180 / Math.PI - 90)}) translate(${innerRadius+3},0) `) .call(g => g.append("text") .attr("transform", d => (x(d) + x.bandwidth() / 2 + Math.PI / 2) % (2 * Math.PI) < Math.PI ? "rotate(90)translate(0,16)" : "rotate(-90)translate(0,-9)") .text(d => d.substring(0,3))) svg.append("text") .text(query) .attr("text-anchor","middle") .attr("font-weight","bold") .attr("font-size","12px"); svg.append("text") .text("occurrences by month") .attr("text-anchor","middle") .attr("font-size","10px") .attr("dy",8); return svg.node(); }48:T6bc, function buildRadialGraphMultiYear(data,legend) { var obsScale = d3.scaleRadial() .domain([0,d3.max(data, (d) => {return d3.max(d.months,(m) => m.count)})]) // nested max to get month counts out .range([0,100]) var radialGraph = d3.lineRadial() .angle((d,i) => i*(2*Math.PI)/12) .radius(d => obsScale(d.count)) //.innerRadius(0) .curve(d3.curveLinearClosed) var yearcolours = d3.schemeSet2; return svg`` }49:[] 43:{"id":"6493471be0a0b1ed","slug":null,"title":"Sketching seasonality","thumbnail":"bd6a157fe6d4120a8ce456241a45668f5c3f8d607fbcfcbe755a290e08a0ff4d","access_level":"public","create_time":"$D2022-11-10T03:14:06.568Z","update_time":"$D2023-09-01T01:00:05.728Z","view_time":null,"first_public_time":"$D2022-11-11T00:52:25.509Z","has_unpublished_edits":null,"fork":false,"stars":0,"starred":false,"owner":{"type":"team","id":"aff35a2a633c89c4","login":"mtchl","name":"Mitchell Whitelaw","avatar_url":"https://avatars-next.observableusercontent.com/52a1b7e44268ad38323892ecffa497a4389484a1d7521eb07575bb99fcadfc56","tier":"starter_2024","bio":"","following":false},"version":742,"publish_version":null,"role":null,"authored":false,"authors":[{"type":"individual","id":"abea9226ca0112c4","login":"mtchl","name":"Mitchell 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seasonality","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":273,"value":"We can easily get data for seasonal variation in occurrence by faceting a species or taxon query by month","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":5,"value":"getMonthFacets = async function(query){\n var q = \"https://biocache-ws.ala.org.au/ws/occurrence/facets?q=\"+query+\"&facets=month&spatiallyValid=true&fsort=index\"\n var eq = encodeURI(q);\n const facets = await fetch(eq)\n const payload = await facets.json();\n if (payload.length == 0) return []; // no facets\n const months = await payload[0].fieldResult;\n\n var monthNames = [\"January\", \"February\", \"March\", \"April\", \"May\", \"June\", \"July\", \"August\", \"September\", \"October\", \"November\", \"December\"];\n monthNames.forEach((m,i) => {\n if (!months.some(o => o.label == m)){\n console.log(\"found missing month\");\n var missingMonth = {label:m,count:0}\n months.splice(i,0,missingMonth); // add a missing month\n }\n })\n return months;\n} ","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":275,"value":"Here's a query for the whole genus of Sun Orchids - which shows a strong seasonal pattern as they flower only in spring and summer","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":8,"value":"sunOrchidMonths = getMonthFacets(\"genus:Thelymitra\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":323,"value":"caladeniaMonths = getMonthFacets(\"genus:Caladenia\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":329,"value":"buildRadialGraph(caladeniaMonths)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":278,"value":"Because the year is a seasonal cycle it makes sense to plot a radial graph","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":64,"value":"$45","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":99,"value":"buildRadialGraph(sunOrchidMonths)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":118,"value":"curlewMonths = getMonthFacets(\"species:Numenius madagascariensis\") // eastern curlew","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":280,"value":"Here's one for the Eastern Curlew, a migratory shorebird","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":121,"value":"buildRadialGraph(curlewMonths)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":123,"value":"brownSnakeMonths = getMonthFacets(\"species:Pseudonaja textilis\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":292,"value":"Eastern Brown Snake","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":125,"value":"buildRadialGraph(brownSnakeMonths)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":409,"value":"wattleMonths = getMonthFacets(\"species:Acacia pycnantha\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":411,"value":"buildRadialGraph(wattleMonths)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":426,"value":"buildRadialBarGraph(wattleMonths,40,100)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":419,"value":"$46","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":585,"value":"mutable selectSamples = []","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":465,"value":"$47","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":468,"value":"wattleChart = wedgeBarChart(wattleMonths,75,150,\"Acacia pycnantha\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":523,"value":"getMonths = async function(query){\n var q = \"https://biocache-ws.ala.org.au/ws/occurrence/facets?q=\"+query+\"&facets=month&spatiallyValid=true&fsort=index\";\n const eq = encodeURI(q);\n const facets = await fetch(eq);\n const payload = await facets.json();\n if (payload.length == 0) return []; // no facets\n const months = await payload[0].fieldResult;\n const monthNames = [\"January\", \"February\", \"March\", \"April\", \"May\", \"June\", \"July\", \"August\", \"September\", \"October\", \"November\", \"December\"];\n monthNames.forEach((m,i) => {\n if (!months.some(o => o.label == m)){\n console.log(\"found missing month\");\n var missingMonth = {label:m,count:0}\n months.splice(i,0,missingMonth); // add a missing month\n }\n })\n return months;\n }","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":696,"value":"queryMonths = getMonths(monthQuery)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":528,"value":"viewof monthQuery = Inputs.text({label: \"Species or group\",submit:true})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":701,"value":"wedgeBarChart(queryMonths,75,150,monthQuery, getObs)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":559,"value":"buildImageSamples(selectSamples)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":549,"value":"buildImageSamples = function(obs,query,month){\n obs = obs.filter(o => o.smallImageUrl).slice(0,10)\n return html`\n ${obs.map( i => html.fragment`\n \n `)}\n \n\n${obs.map( i => html.fragment`\n \n `)}\n\n\n

${i.smallImageUrl ? html.fragment`

` : html.fragment`

` } \n

\n ${i.vernacularName ? i.vernacularName + \" (\"+i.scientificName+\")\" : i.scientificName } \n

`\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":724,"value":"{\n const imgObs = selectSamples.filter(o => o.smallImageUrl).slice(0,10)\n return html`\n ${imgObs.map( i => html.fragment`\n \n `)}\n \n\n${imgObs.map( i => html.fragment`\n \n `)}\n\n\n

${i.smallImageUrl ? html.fragment`

` : html.fragment`

` } \n

\n set(viewof monthQuery,\"'\"+i.scientificName+\"'\")}>${i.vernacularName ? i.vernacularName + \" (\"+i.scientificName+\")\" : i.scientificName } \n

`\n}","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":728,"value":"pickSample","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":738,"value":"function set(input, value) {\n input.value = value;\n input.dispatchEvent(new Event(\"input\", {bubbles: true}));\n}","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":551,"value":"getObs = async function(_q,_fq,_count){\n var base = 'https://api.ala.org.au/occurrences/occurrences/search?'\n const queryparams ={q:_q,fq:_fq +\"&fq=images:*\",pageSize:_count,sort:\"eventDate\",dir:\"desc\"}\n const paramString = Object.keys(queryparams).map(function(k){ return '&' + k + '=' + queryparams[k]}).join(\"\"); //\n\tvar url = encodeURI(base + paramString);\n // console.log(url)\n const res = await fetch(url);\n const info = await res.json();\n return info.occurrences;\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":294,"value":"We can also pretty easily make queries for specific years, which will show any variation in seasonal occurrence across multiple years. Here we'll just use 2017-2021.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":142,"value":"years = [\"2017\",\"2018\",\"2019\",\"2020\",\"2021\"]","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":144,"value":"getMonthsMultiYears = async function(startyear, endyear, query){\n let years =[];\n for (let y=startyear; y<=endyear; y++) years.push(\"\"+y)\n let stack = years.map( y => getMonthFacets(query + \"&fq=year:\"+y ))\n let results = Promise.all(stack).then((value) => {\n return value.map((r,i) => {return {year:years[i], months: r}});\n })\n return results\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":154,"value":"brownSnakeYears = getMonthsMultiYears(2015,2021,\"species:Pseudonaja textilis\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":171,"value":"$48","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":298,"value":"Looking at EBS over recent years it seems that the lower occurrences in 2020-21 may be linked to cooler summers / La Nina? Is this just lower survey effort?","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":175,"value":"buildRadialGraphMultiYear(brownSnakeYears,\"Eastern Brown Snake\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":226,"value":"sandpiperYears = getMonthsMultiYears(2014,2021,\"species:Actitis hypoleucos\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":229,"value":"buildRadialGraphMultiYear(sandpiperYears,\"Common Sandpiper\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":283,"value":"curlewYears = getMonthsMultiYears(2000,2021,\"species:Numenius madagascariensis\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":318,"value":"These dramatic increases in the Eastern Curlew over the past 20 years must be related to survey effort, right? Raises the question of how to show a \"signal\" of environmental change when showing ALA occurrence data directly. The literature suggests this species is [declining rapidly](http://datazone.birdlife.org/species/factsheet/far-eastern-curlew-numenius-madagascariensis/text#:~:text=38%2C000%20individuals%2C%20although%20a%20more,the%20band%2020%2C000%2D49%2C999%20individuals.&text=An%20analysis%20of%20monitoring%20data,New%20Zealand%20(Studds%20et%20al.)","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":290,"value":"buildRadialGraphMultiYear(curlewYears,\"Eastern Curlew\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":357,"value":"allSpeciesYears = getMonthsMultiYears(2000,2021,\"species:*\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":359,"value":"flattenYears = function(yrs){\n let mon = [];\n yrs.forEach(y => {\n y.months.forEach((mn,i) => {\n mn.year = y.year;\n mn.my = y.year+\"-\"+(i+1);\n mon.push(mn);\n })\n })\n return mon;\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":364,"value":"allSpMonths = flattenYears(allSpeciesYears)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":368,"value":"curlewAllMonths = flattenYears(curlewYears)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":386,"value":"### Eastern Curlew occurrences per month (2000-2021)","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":375,"value":"Plot.barY(curlewAllMonths,{x:\"my\",y:\"count\"}).plot()","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":390,"value":"### All occurrences per month (2000-2021)","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":379,"value":"Plot.barY(allSpMonths,{x:\"my\",y:\"count\"}).plot()","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":396,"value":"curlewAllMonthsNorm = curlewAllMonths.map(m =>{\n var yearTotal = allSpMonths.filter(as => as.year == m.year).reduce((t,v) => t + v.count,0);\n m.normCount = m.count / yearTotal;\n return m;\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":404,"value":"### Curlew occurrences normalised\nMonthly occurrences as a proportion of total annual observations","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":402,"value":"Plot.barY(curlewAllMonthsNorm,{x:\"my\",y:\"normCount\"}).plot()","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":333,"value":"caladeniaMultiYears = getMonthsMultiYears(2016,2021,\"genus:Caladenia\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":336,"value":"buildRadialGraphMultiYear(caladeniaMultiYears,\"Genus Caladenia\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":27,"value":"svg = htl.svg","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":571,"value":"html = htl.html","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W49","stdlib":"1"}} 44:"$43:body"