2d:null 2e:["$","title",null,{"children":"Global access to finance (World Bank Findex) | Dexter Awoyemi | Observable"}] 33:T502,viewof countryIndicator = { const domSvg = DOM.svg(width, height) const svg = d3.select(domSvg) .attr('width', width) .attr('height', height) .attr('style', 'display: block') svg.append('path') .attr('d', `${path(outline)}`) .attr('stroke', '#b4b9c1') .attr('fill', '#e4e9f1') svg.selectAll('path') .data(data) .enter() .append("path") .attr('d', path) .attr('class', 'tooltip') .attr('stroke', 'transparent') .attr('fill', colourLand) .on('mouseover', function() { d3.select(this) .attr('fill', d => d.hasData ? '#FFD53E' : `url(#stripe-pattern)`) tipMouseover(d3.select(this), tip) }) .on('mousemove', (e, d) => { tipMousemove(d, tip, d3.pointer(e)) domSvg.value = d domSvg.dispatchEvent(new CustomEvent('input')) }) .on('mouseout', function() { d3.select(this).attr('fill', colourLand) tipMouseout(d3.select(this), tip) domSvg.value = {} domSvg.dispatchEvent(new CustomEvent('input')) }) svg.select('#loading') .style('visibility', 'hidden') const tip = addTooltip(svg) yield domSvg }34:T4c1,// adapted from https://observablehq.com/@mkfreeman/plot-tooltip tipMousemove = (d, tip, e) => { const q0 = e[0] < width / 2 ? -1 : 1 const q1 = e[1] < height / 2 ? -1 : 1 const cs = getCountryStats(d) tip.selectAll('*').remove() tip.style('text-anchor', 'middle') .style('pointer-events', 'none') .selectAll('text') .data(cs) .join('text') .attr('text-anchor', 'middle') .attr('font-weight', (d, i) => years.indexOf(year) === i - 1 ? 'bold' : 'normal') .attr('dx', (d, i) => `0`) .attr('dy', (d, i) => `${1.5 * i}em`) .style('dominant-baseline', 'ideographic') .text((d) => d) const bbox = tip.node().getBBox() tip.append('rect') .attr('x', bbox.x - tipMargins.h) .attr('y', bbox.y - tipMargins.v) .attr('rx', 5) .attr('width', bbox.width + tipMargins.h * 2) .attr('height', bbox.height + tipMargins.v * 2) .style('fill', 'white') .style('stroke', '#d3d3d377') .style('stroke-width', '2') .lower() tip.attr('transform', `translate(${e[0] + (e[0] > width / 2 ? -50 : 50)}, ${e[1] + (e[1] > height / 2 ? -bbox.height : 50)})`) 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31:{"id":"0786692d782580bc","slug":"global-financial-access-findex","title":"Global access to finance (World Bank Findex)","thumbnail":"730b679af05e3a3e42c0f4481ce7efc365f2a6fa49ed42ad9492407e33b96371","access_level":"public","create_time":"$D2021-09-03T05:52:33.534Z","update_time":"$D2023-02-16T14:56:58.305Z","view_time":null,"first_public_time":"$D2021-09-16T16:43:59.580Z","fork":{"id":"305227651b1938c9","slug":"d3-world-map","title":"D3 world map","owner":{"id":"f35c755083683fe5","login":"observablehq","name":"Observable"}},"stars":3,"starred":false,"owner":{"type":"team","id":"f948834a8c29c2f9","login":"dextersjab","name":"Dexter Awoyemi","avatar_url":"https://avatars-next.observableusercontent.com/f8835a0c243be3bc7bd54cd12906a89989dde9dfdb9918e952ecb98022889cc3","tier":"starter_2024"},"version":2616,"publish_version":2616,"role":null,"authored":false,"authors":[{"type":"individual","id":"7a61b949d93493a2","login":"dextersjab","name":"Dexter Awoyemi","avatar_url":"https://avatars-next.observableusercontent.com/f8835a0c243be3bc7bd54cd12906a89989dde9dfdb9918e952ecb98022889cc3","tier":null}],"members":[{"type":"individual","id":"7a61b949d93493a2","login":"dextersjab","name":"Dexter Awoyemi","avatar_url":"https://avatars-next.observableusercontent.com/f8835a0c243be3bc7bd54cd12906a89989dde9dfdb9918e952ecb98022889cc3","tier":null,"role":"editor"}],"comments":[],"custom_thumbnail":true,"trashed":false,"lapsed":null,"subscribed":null,"forks":2,"collection":{"id":"9e8c57d86af129bc","slug":"finance-and-strategy","title":"Finance and Strategy","owner":{"id":"f35c755083683fe5","login":"observablehq","name":"Observable"}},"type":"notebook","body":{"title":"Global access to finance (World Bank Findex)","cells":[{"id":0,"value":"# Global access to finance (World Bank Findex)\n## An interactive explorer for the World Bank's Global Findex, the most comprehensive data source we have for measuring [financial inclusion](https://www.worldbank.org/en/topic/financialinclusion/overview).","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":552,"value":"### Overview of the Global Findex\nThe World Bank created this dataset using information collected in 2011, 2014, 2017 and 2021 to help achieve their goal of [Universal Financial Access 2020](https://www.worldbank.org/en/topic/financialinclusion/brief/achieving-universal-financial-access-by-2020). The same dataset can also be analysed using the World Banks' [DataBank](https://databank.worldbank.org/source/global-financial-inclusion).\n\nThe 2021 Findex project used survey data collected from ~125,000 participants across ~123 economies during the pandemic.\n\nYou can find more resources about the Global Findex project [here](https://www.worldbank.org/en/publication/globalfindex).\n\n### How to use this page\n\n${!data0 ? `# LOADING DATA`: ``}\n\nFilter data points using the ***Indicator statistic*** and ***Sub-statistic*** dropdowns below.\n\nHover over countries to see information specific to that population.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":682,"value":"---\n## Choose a statistic","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1122,"value":"Hover over countries in the choropleth map below to see nation-specific statistics.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":542,"value":"viewof topLevelIndicator = Inputs.select(topLevelIndicators, {label: \"Indicator statistic\", format: indicator => indicatorLookup[indicator]})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1000,"value":"viewof subIndicator = Inputs.select(subIndicators, {label: \"Sub-statistic\", format: subInd => indicatorLookup[subInd.name], disabled: subIndicators.length === 0})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":740,"value":"viewof year = Inputs.radio(years, {label: \"Year\", value: \"2021\"})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":916,"value":"Global average for **${indicatorLookup[indicator.name]}**.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1933,"value":"Inputs.table([globalAverages])","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1235,"value":"---\n## Interactive map","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":824,"value":"Statistic: **${indicatorLookup[indicator.name]}**","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":29,"value":"$33","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":582,"value":"legend({\n color: interColour,\n title: \"Percentage of population (%)\"\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1513,"value":"$${footnote ? '\\\\* ' : ''}${footnote}","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":2574,"value":"## Tables","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":1321,"value":"$${data.filter(d => d.hasData).length > 0 ? `### Average: *${indicatorLookup[subIndicator.name]}* in *${year}* by country`: ``}","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":843,"value":"viewof countryIndicators = data.filter(d => d.hasData).length > 0 ? Inputs.table(data.filter(d => d.hasData).map(d => {d['Percentage (%)'] = d[year]; return d}), {\n columns: ['Country Name', 'Percentage (%)'],\n sort: 'Country Name',\n format: {'Percentage (%)': sparkbar(1)}\n}) : \"no data\"","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1873,"value":"### Global averages: *${indicatorLookup[indicator.name]}* by year, broken down into sub-statistics","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1871,"value":"Inputs.table(subStatisticAvgs, {\n columns: ['sub-statistic', ...years.filter(y => subStatisticAvgs.some(ssa => !isNaN(ssa[y])))],\n format: years.reduce((o, y) => {\n o[y] = sparkbar(1)\n return o\n }, {})\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":133,"value":"## Appendix (code)","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":141,"value":"### Variables","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":617,"value":"Pattern displayed where data isn't available.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":218,"value":"stripePattern = svg``","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":25,"value":"height = {\n const [[x0, y0], [x1, y1]] = d3.geoPath(projection.fitWidth(width, outline)).bounds(outline);\n const dy = Math.ceil(y1 - y0), l = Math.min(Math.ceil(x1 - x0), dy);\n projection.scale(projection.scale() * (l - 1) / l).precision(0.2);\n return dy;\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":431,"value":"tipMargins = ({h: 10, v: 10})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":22,"value":"outline = ({type: \"Sphere\"})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":40,"value":"path = d3.geoPath(projection)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":4,"value":"projection = d3.geoEqualEarth()\n// for rectangular map, switch to `projection = d3.geoEquirectangular()`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1177,"value":"years = ['2011', '2014', '2017', '2021']","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1903,"value":"globalAverages = {\n return years.map(y => {\n const ns = getData(indicator)\n .map(d => d[y])\n .filter(n => Number.isFinite(n))\n\n return [y, ns.reduce((a, b) => a + b, 0) / ns.length]\n })\n .reduce((o, n) => {\n o[n[0]] = Number.isFinite(n[1]) ? n[1].toFixed(2) : \"-\"\n return o\n }, {})\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1128,"value":"subStatisticAvgs = {\n return subIndicators.map(ind => {\n const subIndData = getData(ind)\n const c = countryCodeLookup[subIndData.id]\n const res = years.map(y => subIndData.map(d => d[y])\n .filter(n => Number.isFinite(n))\n )\n const o = {'sub-statistic': indicatorLookup[ind.name], code: ind}\n years.forEach((y, i) => {\n o[y] = res[i] ? res[i].reduce((a,b) => a + b, 0) / res[i].length : \"No data\"\n })\n return o\n }) \n \n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":602,"value":"#### Functions","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":180,"value":"interColour = d3.scaleLinear().domain(interpolate(0, 100, 5)).range(d3.schemeSpectral[5])","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":784,"value":"interpolate = (a, b, n) => {\n return Array.from({length: n}, (_, i) => a + i * (b - a) / (n - 1))\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":264,"value":"colourLand = d => d['hasData'] ? interColour(d[year]) : `url(#stripe-pattern)`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":313,"value":"addTooltip = svg => {\n\n return svg.selectAll('.tip').data([\"\"])\n .join(\"g\")\n .attr(\"class\", \"hover\")\n .style(\"pointer-events\", \"none\")\n .style(\"text-anchor\", \"middle\")\n\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":331,"value":"tipMouseover = (o, tooltip) => {\n return tooltip.style('visibility', 'visible')\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":337,"value":"$34","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":339,"value":"tipMouseout = (o, tooltip) => tooltip.style('visibility', 'hidden')","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":2327,"value":"xPadded = (x, dist) => {\n const v = dist ?? 10\n const l = x < width / 2\n return x + (l ? v : -v)\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":2329,"value":"yPadded = (y, dist) => {\n const v = dist ?? 20\n const l = y < height / 2\n return y + (l ? v : -v)\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":557,"value":"getCountryStats = (d) => {\n\n const asCount = (countryCode, year) =>\n `${Math.round(population(countryCode, year) * d[year] / 100).toLocaleString()}`\n const asPercentage = (year) =>`${Math.round(parseFloat((d[year])))}%`\n const displayValue = (countryCode, year) => \n `${year}: ${asCount(countryCode, year)} (${asPercentage(year)})`\n \n const l0 = d['Country Name'] ? d['Country Name'] : d.properties.name\n const yearData = years.map(y => d[y] ? displayValue(d['Country Alpha'], y) : 'No data')\n return [l0, ...yearData]\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":386,"value":"getData = indicator => {\n return land.features\n .map(f => {\n const country = countryCodeLookup[f.id]\n const d = data0[`${country}:${indicator.name}`]\n const res = d ? interColour(d[year] / 100) : `url(#stripe-pattern)`\n f.hasData = d && d[year]\n f.colour = res\n f['Country Alpha'] = country\n return {\n ...f,\n ...d\n }\n })\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1520,"value":"getFootnote = d => {\n const k = `${d['Country Alpha']}:${indicator}`\n return footnotes[k] ? footnotes[k].FootNote : \"\"\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":2188,"value":"sparkbar = (max) => {\n return x => htl.html`

${x.toFixed(1)}`\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":2515,"value":"population = (countryCode, year) => populationMapping[`${countryCode}:${year}`]","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":148,"value":"#### Data","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":925,"value":"data = getData(subIndicator)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":16,"value":"land = topojson.feature(world, world.objects.countries)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":13,"value":"world = FileAttachment(\"countries-50m.json\").json()","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":2284,"value":"import {populationMapping} from \"@dextersjab/global-findex-data\"","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":2210,"value":"// import {data as data0} from \"@dextersjab/world-bank-global-findex\"\nimport {data as data0} from \"@dextersjab/global-findex-data\"","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1360,"value":"series = FileAttachment(\"series.json\").json()","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1362,"value":"footnotes = FileAttachment(\"footnotes.json\").json()","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":982,"value":"// indicatorTree = FileAttachment(\"indicator_tree@1.json\").json()\nimport {indicatorTree} from \"@dextersjab/global-findex-data\"","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1070,"value":"// indicatorLookup = FileAttachment(\"indicators@1.json\").json()\nimport {indicatorMapping as indicatorLookup} from \"@dextersjab/global-findex-data\"","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":529,"value":"topLevelIndicators = indicatorTree.map((o, i) => o.name)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1056,"value":"subIndicators = indicatorTree.find(ind => ind.name == topLevelIndicator).children","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1117,"value":"indicator = subIndicator !== '-' ? subIndicator : topLevelIndicator","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":2534,"value":"countryCodeLookup = FileAttachment(\"country_codes.json\").json()","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":1542,"value":"footnote = getFootnote(countryIndicator)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":145,"value":"### Libraries","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":10,"value":"topojson = require(\"topojson-client@3\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":7,"value":"d3 = require('d3')","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":580,"value":"import { legend } from \"@d3/color-legend\"","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W35","stdlib":"1","titling":"auto"}} 32:"$31:body"