t-viSNE: Interactive Assessment and Interpretation of t-SNE Projections
https://doi.org/10.1109/TVCG.2020.2986996
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234 lines
6.3 KiB
234 lines
6.3 KiB
import { select } from 'd3-selection'
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import { format, formatPrefix } from 'd3-format'
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const d3_identity = (d) => d
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const d3_reverse = (arr) => {
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const mirror = [];
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for (let i = 0, l = arr.length; i < l; i++) {
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mirror[i] = arr[l-i-1];
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}
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return mirror;
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}
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//Text wrapping code adapted from Mike Bostock
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const d3_textWrapping = (text, width) => {
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text.each(function() {
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var text = select(this),
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words = text.text().split(/\s+/).reverse(),
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word,
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line = [],
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lineNumber = 0,
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lineHeight = 1.2, //ems
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y = text.attr("y"),
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dy = parseFloat(text.attr("dy")) || 0,
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tspan = text.text(null)
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.append("tspan")
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.attr("x", 0)
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.attr("dy", dy + "em");
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while (word = words.pop()) {
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line.push(word);
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tspan.text(line.join(" "));
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if (tspan.node().getComputedTextLength() > width && line.length > 1) {
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line.pop();
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tspan.text(line.join(" "));
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line = [word];
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tspan = text.append("tspan")
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.attr("x", 0)
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.attr("dy", lineHeight + dy + "em").text(word);
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}
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}
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});
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}
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const d3_mergeLabels = (gen=[], labels, domain, range) => {
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if (typeof labels === "object"){
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if(labels.length === 0) return gen;
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let i = labels.length;
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for (; i < gen.length; i++) {
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labels.push(gen[i]);
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}
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return labels;
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} else if (typeof labels === "function") {
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const customLabels = []
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const genLength = gen.length
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for (let i=0; i < genLength; i++){
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customLabels.push(labels({
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i,
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genLength,
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generatedLabels : gen,
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domain,
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range }))
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}
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return customLabels
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}
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return gen;
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}
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const d3_linearLegend = (scale, cells, labelFormat) => {
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let data = [];
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if (cells.length > 1){
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data = cells;
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} else {
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const domain = scale.domain(),
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increment = (domain[domain.length - 1] - domain[0])/(cells - 1)
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let i = 0;
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for (; i < cells; i++){
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data.push(domain[0] + i*increment);
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}
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}
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const labels = data.map(labelFormat);
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return {data: data,
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labels: labels,
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feature: d => scale(d)};
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}
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const d3_quantLegend = (scale, labelFormat, labelDelimiter) => {
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const labels = scale.range().map( d => {
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const invert = scale.invertExtent(d);
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return labelFormat(invert[0]) + " " + labelDelimiter + " " + labelFormat(invert[1]);
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});
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return {data: scale.range(),
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labels: labels,
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feature: d3_identity
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};
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}
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const d3_ordinalLegend= scale => ({data: scale.domain(),
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labels: scale.domain(),
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feature: d => scale(d) }
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)
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const d3_cellOver = (cellDispatcher, d, obj) => {
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cellDispatcher.call("cellover", obj, d);
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}
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const d3_cellOut = (cellDispatcher, d, obj) => {
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cellDispatcher.call("cellout", obj, d);
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}
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const d3_cellClick = (cellDispatcher, d, obj) => {
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cellDispatcher.call("cellclick", obj, d);
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}
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export default {
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d3_drawShapes: (shape, shapes, shapeHeight, shapeWidth, shapeRadius, path) => {
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if (shape === "rect"){
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shapes.attr("height", shapeHeight)
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.attr("width", shapeWidth);
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} else if (shape === "circle") {
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shapes.attr("r", shapeRadius)
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} else if (shape === "line") {
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shapes.attr("x1", 0).attr("x2", shapeWidth).attr("y1", 0).attr("y2", 0);
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} else if (shape === "path") {
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shapes.attr("d", path);
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}
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},
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d3_addText: function (svg, enter, labels, classPrefix, labelWidth){
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enter.append("text").attr("class", classPrefix + "label");
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const text = svg.selectAll(`g.${classPrefix}cell text.${classPrefix}label`)
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.data(labels)
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.text(d3_identity);
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if (labelWidth){
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svg.selectAll(`g.${classPrefix}cell text.${classPrefix}label`)
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.call(d3_textWrapping, labelWidth)
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}
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return text
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},
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d3_calcType: function (scale, ascending, cells, labels, labelFormat, labelDelimiter){
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const type = scale.invertExtent ?
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d3_quantLegend(scale, labelFormat, labelDelimiter) : scale.ticks ?
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d3_linearLegend(scale, cells, labelFormat) : d3_ordinalLegend(scale);
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//for d3.scaleSequential that doesn't have a range function
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const range = scale.range && scale.range() || scale.domain()
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type.labels = d3_mergeLabels(type.labels, labels, scale.domain(), range);
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if (ascending) {
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type.labels = d3_reverse(type.labels);
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type.data = d3_reverse(type.data);
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}
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return type;
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},
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d3_filterCells: (type, cellFilter) => {
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let filterCells = type.data.map((d, i) => ({ data: d, label: type.labels[i] }))
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.filter(cellFilter)
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const dataValues = filterCells.map(d => d.data)
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const labelValues = filterCells.map(d => d.label)
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type.data = type.data.filter(d => dataValues.indexOf(d) !== -1)
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type.labels = type.labels.filter(d => labelValues.indexOf(d) !== -1)
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return type
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},
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d3_placement: (orient, cell, cellTrans, text, textTrans, labelAlign) => {
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cell.attr("transform", cellTrans);
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text.attr("transform", textTrans);
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if (orient === "horizontal"){
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text.style("text-anchor", labelAlign);
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}
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},
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d3_addEvents: function(cells, dispatcher){
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cells.on("mouseover.legend", function (d) { d3_cellOver(dispatcher, d, this); })
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.on("mouseout.legend", function (d) { d3_cellOut(dispatcher, d, this); })
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.on("click.legend", function (d) { d3_cellClick(dispatcher, d, this); });
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},
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d3_title: (svg, title, classPrefix, titleWidth) => {
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if (title !== ""){
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const titleText = svg.selectAll('text.' + classPrefix + 'legendTitle');
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titleText.data([title])
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.enter()
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.append('text')
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.attr('class', classPrefix + 'legendTitle');
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svg.selectAll('text.' + classPrefix + 'legendTitle')
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.text(title)
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if (titleWidth){
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svg.selectAll('text.' + classPrefix + 'legendTitle')
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.call(d3_textWrapping, titleWidth)
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}
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const cellsSvg = svg.select('.' + classPrefix + 'legendCells')
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const yOffset = svg.select('.' + classPrefix + 'legendTitle').nodes()
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.map(d => d.getBBox().height)[0],
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xOffset = -cellsSvg.nodes().map(function(d) { return d.getBBox().x})[0];
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cellsSvg.attr('transform', 'translate(' + xOffset + ',' + (yOffset) + ')');
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}
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},
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d3_defaultLocale: {
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format,
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formatPrefix
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},
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d3_defaultFormatSpecifier: '.01f',
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d3_defaultDelimiter: 'to'
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}
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