28:null 29:["$","title",null,{"children":"n646 EN | Marc Thevenin | Observable"}] 2e:T562,plot1 = { const p = Plot.plot({ width: rWidth, height: rWidth>1000 ? 0.55*rWidth : width>500 ? 0.65*rWidth : 350 , marginLeft: rWidth>1000 ? 40 : rWidth>600 ? 40 : 30, // on va pouvoir simplifier marginBottom: rWidth>1000 ? 80 : rWidth>600 ? 60 : 40, marginTop: rWidth>1000 ? 50 : rWidth>600 ? 40 : 30, marginRight: rWidth>1000 ? 30 : rWidth>600 ? 10 : 10, // on va pourvoir simplifier y:{domain:[0,100], ticks: width>600 ? 10 : 5, grid:true, label: "% of women", labelArrow:false}, x: {label: "Age at time of survey", labelArrow:false, tickPadding:width>600 ? 10 : 5}, color: {legend:false, domain:domain1, range: range1}, marks: [ Plot.barY(filter1, {x:"age", y:"n", fill:"type", stroke:"black", strokeWidth:.5, order: d3.reverse(domain1), insetLeft: rWidth>600 ? 20 : 0, insetRight: rWidth>600 ? 20 : 0, channels: { age: {value:"age", label:""}, type: {value:"type", label:""}, n: {value:"n",label:""} }, tip: {format:{x:false,y:false,fill:false, age: true, age: d=> `Age : ${d}`, type : d=> `${d}`, n: d=> `${d.toFixed(1)}%`, }, strokeWidth:0, anchor:'top'} }), ] }); p.style.overflow = "visible"; return p; } 2f:Tb28,boxPlotGraph1 = htl.html `

${title1}

${viewof legend1} ${cssLegend}

${plot1} ${viewof rWidth}

M C Compans, H. Malmanche, H. Väisänen, Population & Societies, 646, July-August 2026, INED.

Guide: Among women aged 20–29 at the time of the survey, 68% had never been pregnant. Due to rounding, the column totals do not always equal 100%.

Source: FECOND survey (2009–2011).

`30:T514,plot2 = Plot.plot({ width: rWidth, height: rWidth>1000 ? 0.55*rWidth : rWidth>500 ? 0.65*rWidth : 350 , marginLeft: rWidth>1000 ? 40 : rWidth>600 ? 40 : 30, marginBottom: rWidth>1000 ? 100 : rWidth>600 ? 80 : 60, marginTop: rWidth>1000 ? 50 : rWidth>600 ? 40 : 30, marginRight: rWidth>1000 ? 30 : rWidth>600 ? 10 : 10, x: {axis:false, domain: domain2F }, y: {domain:[0,80], grid: true, label: "%", labelArrow:false, ticks:10}, fx: {anchor:"bottom", domain: ["Live birth", "Miscarriage", "Abortion", "Ectopic pregnancy", "Other"]}, color: {legend: false, domain: domain2, range: range2 }, marks: [ Plot.axisFx({ anchor: "bottom", dy: width>=600 ? 5 : 0, label: "Pregnancy outcome", lineWidth:5}), Plot.barY(filter2, {fx:"type", x:"data", y:"n", fill:"data", stroke: "black", strokeWidth:0.5, channels: { data: {value: "data", label:""}, type: {value: "type", label:""}, n: {value: "n", label: ""} }, tip: {format:{x:false, y: false, fx:false, fill: false, data: true, type: true, n: d=> `${d.toFixed(1)}%`}, strokeWidth:0} }), Plot.ruleY([0]) ] })31:Tda0,boxPlotGraph2 = htl.html `

${title2} ${viewof legend2} ${cssLegend} ${plot2} ${viewof rWidth}

M C Compans, H. Malmanche, H. Väisänen, Population & Societies, 646, July-August 2026, INED.

Guide: According to the FECOND survey, 73% of all pregnancies reported resulted in a live birth.

Note: Only one outcome per pregnancy is recorded. The category ‘Other’ includes terminations of pregnancy for medical reasons (TFMR), molar pregnancies (abnormal egg with proliferative degeneration of the placenta), and stillbirths.

Scope: All pregnancies in women aged 15–49.

Sources: FECOND survey (2009–2011) and SNDS administrative data (2013–2023).

`32:T43b,plot3 = Plot.plot({ width: rWidth, height: rWidth>1000 ? 0.55*rWidth : rWidth>500 ? 0.65*rWidth : 350 , marginLeft: rWidth>1000 ? 40 : rWidth>600 ? 40 : 30, marginBottom: rWidth>1000 ? 80 : rWidth>600 ? 60 : 40, marginTop: rWidth>1000 ? 50 : rWidth>600 ? 40 : 30, marginRight: rWidth>1000 ? 50 : rWidth>600 ? 30 : 10, x:{label: "% of miscarriages", labelArrow:false, ticks: width> 600 ? [15,20,25,30,35,40,45,49] : [15,25,35,45], tickSize: 5}, y: {label:"% of miscarriages", labelArrow:false, grid:true, ticks: width>600 ? 10 : 7, tickSize: 5, domain:[0,45]}, marks: [ Plot.line(df3, {x:"age",y:"n", stroke: pal100[0], strokeWidth: width>1200 ? 8 : width>600 ? 5 : 3, curve:'catmull-rom', channels: { age: {value: "age", label:""}, n: {value: "n", label:""} }, tip: {format: {x:false,y:false, age: d=> `Age : ${d}`, n: d=> `${d.toFixed(1)}%` }, strokeWidth:0}}) ] })33:Tcbd,boxPlotGraph3 = htl.html `

${title3} ${plot3} ${viewof rWidth}

M C Compans, H. Malmanche, H. Väisänen, Population & Societies, 646, July-August 2026, INED.

Lecture: Nearly 15% of pregnancies in women 15 years of age result in miscarriage, as opposed to any other pregnancy outcome (live birth, abortion, ectopic pregnancy, stillbirth, termination for medical reasons, or other loss of pregnancy).

Source: National Health Data System (SNDS), 2013–2023.

`34:T801,plot4a = Plot.plot({ width: rWidth, height: rWidth>1000 ? 1*rWidth : rWidth>500 ? 1.2*rWidth : 500 , marginLeft: rWidth>1000 ? 70 : rWidth>500 ? 50 : 30, marginBottom: rWidth>1000 ? 150 : rWidth>500 ? 130 : 90, marginTop: rWidth>1000 ? 80 : rWidth>500 ? 70 : 40, marginRight: rWidth>1000 ? 50 : rWidth>500 ? 30 : 10, x: {axis:false, domain: domain4.filter(d => legend4.includes(d))}, y: {domain:[0,18], grid: true, label: "% of miscarriages", labelArrow:false, ticks:10}, fx: {anchor:"bottom"}, color: {legend: false, domain: domain4, range: range4}, // subtitle: "Difficultés financières au début de la grossesse", marks: [ Plot.axisFx({ anchor: "bottom", dy: width>=600 ? 10 : 5, label: "", lineWidth:5}), Plot.barY(filter4a, {filter: d=> d.estim==="b", fx:"cat", x:"ajust", y:"n", fill:"ajust", stroke: "black", strokeWidth:0.5,}), Plot.ruleX(filter4a, {filter: d=> d.estim!="b", fx:"cat", x: "ajust", y1: "lb", y2:"ub", strokeWidth: rWidth>600 ? 2 : 1, order: domain4}), Plot.dot(filter4a, {filter: d=> d.estim==="b", fx:"cat", x: "ajust", y:"n", stroke: "transparent", channels: { var: {value: "var", label:""}, ajust: {value: "ajust", label:""}, cat: {value: "cat", label:""}, n: {value: "n", label: ""} }, tip: {format:{x:false, y: false, fx:false, fill: false, ajust: true, var: false, cat: true, n: d=> `${d.toFixed(1)}%`}, strokeWidth:0, anchor:"top-left"} }), Plot.ruleY([0]) , Plot.text(filter4a, { filter: d => d.estim != "b", fx: "cat", x: "ajust", y: "lb", text: d => "─", dy: 0, textAnchor: "middle", fontSize: width > 600 ? 14 : 12 }), Plot.text(filter4a, { filter: d => d.estim != "b", fx: "cat", x: "ajust", y: "ub", text: d => "─", // text: d => "──", dy: 0, textAnchor: "middle", fontSize: width > 600 ? 18 : 14 }) ] })35:T827,plot4b = Plot.plot({ width: rWidth, height: rWidth>1000 ? 1*rWidth : rWidth>500 ? 1.2*rWidth : 500 , marginLeft: rWidth>1000 ? 70 : rWidth>500 ? 50 : 30, marginBottom: rWidth>1000 ? 150 : rWidth>500 ? 130 : 90, marginTop: rWidth>1000 ? 80 : rWidth>500 ? 70 : 40, marginRight: rWidth>1000 ? 60 : rWidth>500 ? 40 : 20, x: {axis:false, domain: domain4.filter(d => legend4.includes(d))}, y: {domain:[0,18], grid: true, labelArrow:false, ticks:10, anchor: "right"}, fx: {anchor:"bottom", margin:10}, color: {legend: false, domain: domain4, range: range4}, // subtitle: `Niveau d'études`, marks: [ Plot.axisY({ anchor: "right", domain:[0,18], grid: true, label: null, labelArrow:false, ticks:9, }), Plot.axisFx({ anchor: "bottom", dy: width>=600 ? 10 : 5, label: "", lineWidth:5}), Plot.barY(filter4b, {filter: d=> d.estim==="b", fx:"cat", x:"ajust", y:"n", fill:"ajust", stroke: "black", strokeWidth:0.5,}), Plot.ruleX(filter4b, {filter: d=> d.estim!="b", fx:"cat", x: "ajust", y1: "lb", y2:"ub", strokeWidth: width>600 ? 2 : 1, order: domain4}), Plot.dot(filter4b, {filter: d=> d.estim==="b", fx:"cat", x: "ajust", y:"n", stroke: "transparent", channels: { var: {value: "var", label:""}, ajust: {value: "ajust", label:""}, cat: {value: "cat", label:""}, n: {value: "n", label: ""} }, tip: {format:{x:false, y: false, fx:false, fill: false, ajust: true, var: false, cat: true, n: d=> `${d.toFixed(1)}%`}, strokeWidth:0} }), Plot.ruleY([0]) , Plot.text(filter4b, { filter: d => d.estim != "b", fx: "cat", x: "ajust", y: "lb", text: d => "─", dy: 0, textAnchor: "middle", fontSize: width > 600 ? 14 : 10 }), Plot.text(filter4b, { filter: d => d.estim != "b", fx: "cat", x: "ajust", y: "ub", text: d => "─", dy: 0, textAnchor: "middle", fontSize: width > 600 ? 14 : 10 }) ] })36:T1240,boxPlotGraph4b = htl.html `

${title4}

${viewof legend4} ${cssLegend}

${viewof rWidth}

${plot4a}

${plot4b}

Level of education

Financial difficulties at the start of pregnancy

M C Compans, H. Malmanche, H. Väisänen, Population & Societies, 646, July-August 2026, INED.

Guide: Among women with primary or secondary education, 13.5% experience miscarriage. Adjusting for age, the rate for this same category is 13.3%. The bars represent 95% confidence intervals.

Scope: All pregnancies in women aged 15–49.

Source: FECOND survey (2009–2011).

`37:Tb65, 38:T947,filterLegendLong = ( domain, range, subdomain = null ) => { const defaultChecked = subdomain === null ? domain : subdomain; const value = new Map( domain.map(d => [d, defaultChecked.includes(d)]) ); const _set = () => set( node, [...value].filter(d => d[1]).map(d => d[0]) ); const oninput = e => { value.set(e.target.id, e.target.checked); _set(); }; const selectAll = () => { domain.forEach(d => value.set(d, true)); node.querySelectorAll("input[type=checkbox]") .forEach(cb => cb.checked = true); _set(); }; const selectNone = () => { domain.forEach(d => value.set(d, false)); node.querySelectorAll("input[type=checkbox]") .forEach(cb => cb.checked = false); _set(); }; const node = htl.html`

${domain.map((d, i) => htl.html`

${d}

`)}

`; _set(); return node; }; 39:T6d6,filterLegend = ( domain, range, subdomain = null ) => { const defaultChecked = subdomain === null ? domain : subdomain; const value = new Map( domain.map(d => [d, defaultChecked.includes(d)]) ); const _set = () => set( node, [...value].filter(d => d[1]).map(d => d[0]) ); const oninput = e => { value.set(e.target.id, e.target.checked); _set(); }; const selectAll = () => { domain.forEach(d => value.set(d, true)); node.querySelectorAll("input[type=checkbox]") .forEach(cb => cb.checked = true); _set(); }; const selectNone = () => { domain.forEach(d => value.set(d, false)); node.querySelectorAll("input[type=checkbox]") .forEach(cb => cb.checked = false); _set(); }; const node = htl.html`

${domain.map((d, i) => htl.html`

${d}

`)}

`; _set(); return node; }; 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Figure 1. Distribution of women by experience of miscarriage, by age group

Figure 2. Distribution of pregnancies by outcome

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Figure 3. Percentage of pregnancies ending in miscarriage, by age

Figure 4. Probability that a pregnancy will end in miscarriage, by level of education and financial situation

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