2b:null 2c:["$","title",null,{"children":"DeDuCe global commodity deforestation by commodity by year | Trase | Observable"}] 31:T4af,titleCard1 = titleCard({ title: "DeDuCE shows global deforestation for EUDR commodities", subtitle: "Global deforestation in 2020 linked to agricultural commodities and all derived products included in the EU deforestation regulation. Source: DeDuCE (Singh & Persson, 2024).", extra: html`

Number of countries with deforestation: ${total_countries}

Total deforestation for selected commodities: ${formattedSelectDeforestation} ha

Proportion of deforestation in relation to global total (all commodities): ${proportion}

Select commodity: ${viewof select_commodity} Select data quality: ${viewof select_quality} `, width: 1 })32:T47f,function aggregateData(data, selectedCommodities) { if (selectedCommodities.length === 1) { // Filter data for the single selected commodity return data.filter((d) => d.Commodity === selectedCommodities[0]); } else { // Aggregate data for multiple selected commodities const aggregate = new Map(); data.forEach((d) => { if (selectedCommodities.includes(d.Commodity)) { const key = `${d.ISO_3}-${d.M49_code}-${d.Year}-${d.key}`; if (aggregate.has(key)) { const existing = aggregate.get(key); existing.Deforestation += parseFloat(d.Deforestation); existing.Quality.push(parseFloat(d.Quality)); } else { aggregate.set(key, { ...d, Deforestation: parseFloat(d.Deforestation), Quality: [parseFloat(d.Quality)] }); } } }); // Convert map values to an array and calculate average quality return Array.from(aggregate.values()).map((d) => ({ ...d, Quality: d.Quality.reduce((acc, q) => acc + q, 0) / d.Quality.length, Deforestation: d.Deforestation.toFixed(2) })); } }33:T7f9,function multiChoice(config = {}) { const { title, description, placeholder, submit, options } = config; const checked = config.value; const isChecked = (value) => type === "checkbox" ? (checked || []).indexOf(value) > -1 : value === checked; const type = config.type === "radio" || config.type === "checkbox" ? config.type : "radio"; const _options = (Array.isArray(config) ? config : options).map((o) => typeof o === "string" ? { value: o, label: o } : o ); const getValue = (input) => { if (type === "checkbox") { return Array.prototype.filter .call(input, (radio) => radio.checked) .map((input) => input.value); } const checked = Array.prototype.find.call(input, (radio) => radio.checked); return checked ? checked.value : undefined; }; const form = input({ title, description, submit, form: html` `, // By making some simple changes to @jashkenas/input (support for subscribing to the form's // `onchange` event), this code could be spared from declaring `action()` action: (form) => { const update = (e) => { e && e.preventDefault(); form.value = getValue(form.input); form.dispatchEvent(new CustomEvent("input")); }; form.onchange = update; update(); } }); // Apply CSS style to set font-family and font-size for labels and input elements const style = document.createElement("style"); style.textContent = ` label, input[type="radio"], input[type="checkbox"] { font-family: "DM Sans Medium", sans-serif; font-size: 13px; } `; document.head.appendChild(style); form.output.remove(); form.style.fontSize = "1em"; return form; 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year`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":476,"value":"chart = htl.html`\n${titleCard1}\n${legendOnly}\n${chartOnly}\n`","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":65,"value":"legendOnly = legendTemplate({\n colour: colour,\n title: tooltipKey,\n tickFormat: numberFormat,\n marginLeft: 20,\n width: 300,\n ticks: width / 300\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":33,"value":"chartOnly = {\n const id = DOM.uid(\"chart\").id;\n const svg = d3\n .create(\"svg\")\n .attr(\"class\", id)\n .attr(\"viewBox\", [0, 0, width, height])\n .call((svg) => svg.append(\"defs\").html(fonts(`.${id}`)));\n\n const features = svg\n .append(\"g\")\n .selectAll(\"path\")\n .data(topojson.feature(world, world.objects.countries).features)\n .join(\"path\")\n .attr(\"stroke\", \"white\")\n .attr(\"stroke-width\", 0.4)\n .attr(\"opacity\", 1)\n .attr(\n \"fill\",\n (d) => colour(dataMap.get(iso.get(d.id))) || traseColours.get(\"lightgrey\")\n )\n .attr(\"d\", path);\n\n svg.append(\"g\").call(annotate);\n\n features.call(hover, svg);\n\n return svg.node();\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":388,"value":"$31","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":7,"value":"md`---\n\n## Appendix`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":10,"value":"data_ori = Object.assign(\n await FileAttachment(\"output_deduce_2005_2022.csv\").csv({\n typed: false\n }),\n { d: \"Deforestation\" }\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1081,"value":"data1 = data_ori.filter((d) => {\n return year.includes(d[\"Year\"]);\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1064,"value":"$32","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1066,"value":"data2 = aggregateData(data1, select_commodity)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1086,"value":"function enhanceData(data) {\n // Calculate total deforestation for the proportional calculation\n const totalDeforestation = data.reduce((sum, record) => sum + parseFloat(record.Deforestation), 0);\n\n // Calculate the pct for each entry\n data.forEach(d => {\n d.pct = (parseFloat(d.Deforestation) / totalDeforestation).toFixed(4); // Keeps four decimal places for pct\n });\n\n // Sort data by Deforestation in descending order\n data.sort((a, b) => parseFloat(b.Deforestation) - parseFloat(a.Deforestation));\n\n // Calculate cumulative percentage (cpct)\n let cumulative = 0;\n data.forEach(d => {\n cumulative += parseFloat(d.pct);\n d.cpct = cumulative.toFixed(4); // Keeps four decimal places for cpct\n });\n\n return data;\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1088,"value":"enhancedData = enhanceData(data2);","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":779,"value":"data3 = enhancedData.filter((d) => {\n return (\n d[\"cpct\"] !== \"\" &&\n d[\"cpct\"] != null &&\n !isNaN(d[\"cpct\"]) &&\n d[\"cpct\"] <= valuePct\n );\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1247,"value":"data4 = data3.map((item) => {\n let qualityFlag; // Variable to hold the quality flag\n\n // Check the Quality value and assign the appropriate flag\n if (item.Quality === null || item.Quality === undefined) {\n qualityFlag = \"Mix spatially explicit with statistical data\";\n } else if (Number(item.Quality) >= 0.5) {\n qualityFlag = \"Only spatially explicit\";\n } else {\n qualityFlag = \"Mix spatially explicit with statistical data\";\n }\n\n // Return a new object with all existing key-value pairs and the new Quality_flag\n return { ...item, Quality_flag: qualityFlag };\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1261,"value":"data = {\n const selectedQualities = new Set(select_quality);\n return data4.filter((item) => selectedQualities.has(item.Quality_flag));\n}","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":234,"value":"dataMap = new Map(\n data.map(({ key, Deforestation }) => [String(key), Number(Deforestation)])\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":772,"value":"viewof valuePctSelect = Inputs.select([\"Total\", \"99%\", \"95%\"], {\n value: \"Total\",\n label: \"\"\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":816,"value":"viewof year = Inputs.select(\n [\n \"2005\",\n \"2006\",\n \"2007\",\n \"2008\",\n \"2009\",\n \"2010\",\n \"2011\",\n \"2012\",\n \"2013\",\n \"2014\",\n \"2015\",\n \"2016\",\n \"2017\",\n \"2018\",\n \"2019\",\n \"2020\",\n \"2021\",\n \"2022\"\n ],\n {\n value: \"2020\",\n label: \"\"\n }\n)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1050,"value":"viewof select_commodity = Inputs.checkbox(\n [\n \"Cattle\",\n \"Oil Palm\",\n \"Forest Plantation\",\n \"Soy\",\n \"Cocoa\",\n \"Coffee\",\n \"Rubber\"\n ],\n {\n value: [\"Cattle\"]\n }\n)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1252,"value":"viewof select_quality = Inputs.checkbox(\n [\"Only spatially explicit\", \"Mix spatially explicit with statistical data\"],\n {\n value: [\n \"Only spatially explicit\",\n \"Mix spatially explicit with statistical data\"\n ]\n }\n)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":918,"value":"valueCol = 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0)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1138,"value":"formattedTotalDeforestation = formatter.format(total_deforestation)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1121,"value":"slected_deforestation = data.reduce((acc, curr) => {\n return acc + parseFloat(curr.Deforestation);\n}, 0)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1140,"value":"formattedSelectDeforestation = formatter.format(slected_deforestation)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1126,"value":"proportion = total_deforestation !== 0\n ? `${(slected_deforestation / total_deforestation * 100).toFixed(0)}%` // Converts the 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])\n)\n","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1213,"value":"formatter1 = new Intl.NumberFormat('en-US', {\n style: 'percent',\n minimumFractionDigits: 1,\n maximumFractionDigits: 1\n});","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1229,"value":"deforestation = new Map(\n data.map(\n ({ key, [\"Deforestation\"]: deforestationRisk, [\"pct\"]: proportion }) => [\n String(key),\n {\n deforestation: formatter.format(deforestationRisk),\n restoration: formatter1.format(proportion)\n }\n ]\n )\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":124,"value":"function hover(g, svg) {\n const tooltip = new Tooltip();\n g.style(\"cursor\", \"pointer\")\n .on(\"touchstart\", (event) => event.preventDefault())\n 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