import React from "react"; import { select } from "d3-selection"; import { scaleLinear } from "d3-scale"; import { format } from "d3-format"; import { axisBottom } from "d3-axis"; import { line } from "d3-shape"; import { hsl } from "d3-color"; import { sortBy, map, each, sum, filter, findIndex, debounce } from "lodash"; import colors from "./color-set"; class AdditiveForceVisualizer extends React.Component { constructor() { super(); window.lastAdditiveForceVisualizer = this; this.effectFormat = format(".2"); this.redraw = debounce(() => this.draw(), 200); } componentDidMount() { // create our permanent elements this.mainGroup = this.svg.append("g"); this.axisElement = this.mainGroup .append("g") .attr("transform", "translate(0,35)") .attr("class", "force-bar-axis"); this.onTopGroup = this.svg.append("g"); this.baseValueTitle = this.svg.append("text"); this.joinPointLine = this.svg.append("line"); this.joinPointLabelOutline = this.svg.append("text"); this.joinPointLabel = this.svg.append("text"); this.joinPointTitleLeft = this.svg.append("text"); this.joinPointTitleLeftArrow = this.svg.append("text"); this.joinPointTitle = this.svg.append("text"); this.joinPointTitleRightArrow = this.svg.append("text"); this.joinPointTitleRight = this.svg.append("text"); // Define the tooltip objects this.hoverLabelBacking = this.svg.append("text") .attr("x", 10) .attr("y", 20) .attr("text-anchor", "middle") .attr("font-size", 12) .attr("stroke", "#fff") .attr("fill", "#fff") .attr("stroke-width", "4") .attr("stroke-linejoin", "round") .text("") .on("mouseover", () => { this.hoverLabel.attr("opacity", 1); this.hoverLabelBacking.attr("opacity", 1); }) .on("mouseout", () => { this.hoverLabel.attr("opacity", 0); this.hoverLabelBacking.attr("opacity", 0); }); this.hoverLabel = this.svg.append("text") .attr("x", 10) .attr("y", 20) .attr("text-anchor", "middle") .attr("font-size", 12) .attr("fill", "#0f0") .text("") .on("mouseover", () => { this.hoverLabel.attr("opacity", 1); this.hoverLabelBacking.attr("opacity", 1); }) .on("mouseout", () => { this.hoverLabel.attr("opacity", 0); this.hoverLabelBacking.attr("opacity", 0); }); // Create our colors and color gradients // Verify custom color map let plot_colors=undefined; if (typeof this.props.plot_cmap === "string") { if (!(this.props.plot_cmap in colors.colors)) { console.log("Invalid color map name, reverting to default."); plot_colors=colors.colors.RdBu; } else { plot_colors = colors.colors[this.props.plot_cmap] } } else if (Array.isArray(this.props.plot_cmap)){ plot_colors = this.props.plot_cmap } this.colors = plot_colors.map(x => hsl(x)); this.brighterColors = [1.45, 1.6].map((v, i) => this.colors[i].brighter(v)); this.colors.map((c, i) => { let grad = this.svg .append("linearGradient") .attr("id", "linear-grad-" + i) .attr("x1", "0%") .attr("y1", "0%") .attr("x2", "0%") .attr("y2", "100%"); grad .append("stop") .attr("offset", "0%") .attr("stop-color", c) .attr("stop-opacity", 0.6); grad .append("stop") .attr("offset", "100%") .attr("stop-color", c) .attr("stop-opacity", 0); let grad2 = this.svg .append("linearGradient") .attr("id", "linear-backgrad-" + i) .attr("x1", "0%") .attr("y1", "0%") .attr("x2", "0%") .attr("y2", "100%"); grad2 .append("stop") .attr("offset", "0%") .attr("stop-color", c) .attr("stop-opacity", 0.5); grad2 .append("stop") .attr("offset", "100%") .attr("stop-color", c) .attr("stop-opacity", 0); }); // create our x axis this.tickFormat = format(",.4"); this.scaleCentered = scaleLinear(); this.axis = axisBottom() .scale(this.scaleCentered) .tickSizeInner(4) .tickSizeOuter(0) .tickFormat(d => this.tickFormat(this.invLinkFunction(d))) .tickPadding(-18); // draw and then listen for resize events //this.draw(); window.addEventListener("resize", this.redraw); window.setTimeout(this.redraw, 50); // re-draw after interface has updated } componentDidUpdate() { this.draw(); } draw() { // copy the feature names onto the features each(this.props.featureNames, (n, i) => { if (this.props.features[i]) this.props.features[i].name = n; }); // create our link function if (this.props.link === "identity") { this.invLinkFunction = x => this.props.baseValue + x; } else if (this.props.link === "logit") { this.invLinkFunction = x => 1 / (1 + Math.exp(-(this.props.baseValue + x))); // logistic is inverse of logit } else { console.log("ERROR: Unrecognized link function: ", this.props.link); } // Set the dimensions of the plot let width = this.svg.node().parentNode.offsetWidth; if (width == 0) return setTimeout(() => this.draw(this.props), 500); this.svg.style("height", 150 + "px"); this.svg.style("width", width + "px"); let topOffset = 50; let data = sortBy(this.props.features, x => -1 / (x.effect + 1e-10)); let totalEffect = sum(map(data, x => Math.abs(x.effect))); let totalPosEffects = sum(map(filter(data, x => x.effect > 0), x => x.effect)) || 0; let totalNegEffects = sum(map(filter(data, x => x.effect < 0), x => -x.effect)) || 0; this.domainSize = Math.max(totalPosEffects, totalNegEffects) * 3; let scale = scaleLinear() .domain([0, this.domainSize]) .range([0, width]); let scaleOffset = width / 2 - scale(totalNegEffects); this.scaleCentered .domain([-this.domainSize / 2, this.domainSize / 2]) .range([0, width]) .clamp(true); this.axisElement .attr("transform", "translate(0," + topOffset + ")") .call(this.axis); // calculate the position of the join point between positive and negative effects // and also the positions of each feature effect block let pos = 0, i, joinPoint, joinPointIndex; for (i = 0; i < data.length; ++i) { data[i].x = pos; if (data[i].effect < 0 && joinPoint === undefined) { joinPoint = pos; joinPointIndex = i; } pos += Math.abs(data[i].effect); } if (joinPoint === undefined) { joinPoint = pos; joinPointIndex = i; } let lineFunction = line() .x(d => d[0]) .y(d => d[1]); let getLabel = d => { if (d.value !== undefined && d.value !== null && d.value !== "") { return ( d.name + " = " + (isNaN(d.value) ? d.value : this.tickFormat(d.value)) ); } else return d.name; }; data = this.props.hideBars ? [] : data; let blocks = this.mainGroup.selectAll(".force-bar-blocks").data(data); blocks .enter() .append("path") .attr("class", "force-bar-blocks") .merge(blocks) .attr("d", (d, i) => { let x = scale(d.x) + scaleOffset; let w = scale(Math.abs(d.effect)); let pointShiftStart = d.effect < 0 ? -4 : 4; let pointShiftEnd = pointShiftStart; if (i === joinPointIndex) pointShiftStart = 0; if (i === joinPointIndex - 1) pointShiftEnd = 0; return lineFunction([ [x, 6 + topOffset], [x + w, 6 + topOffset], [x + w + pointShiftEnd, 14.5 + topOffset], [x + w, 23 + topOffset], [x, 23 + topOffset], [x + pointShiftStart, 14.5 + topOffset] ]); }) .attr("fill", d => (d.effect > 0 ? this.colors[0] : this.colors[1])) .on("mouseover", d => { if (scale(Math.abs(d.effect)) < scale(totalEffect) / 50 || scale(Math.abs(d.effect)) < 10) { let x = scale(d.x) + scaleOffset; let w = scale(Math.abs(d.effect)); this.hoverLabel .attr("opacity", 1) .attr("x", x + w/2) .attr("y", topOffset + 0.5) .attr("fill", d.effect > 0 ? this.colors[0] : this.colors[1]) .text(getLabel(d)); this.hoverLabelBacking .attr("opacity", 1) .attr("x", x + w/2) .attr("y", topOffset + 0.5) .text(getLabel(d)); } }) .on("mouseout", () => { this.hoverLabel.attr("opacity", 0); this.hoverLabelBacking.attr("opacity", 0); }); blocks.exit().remove(); let filteredData = filter(data, d => { return ( scale(Math.abs(d.effect)) > scale(totalEffect) / 50 && scale(Math.abs(d.effect)) > 10 ); }); let labels = this.onTopGroup .selectAll(".force-bar-labels") .data(filteredData); labels.exit().remove(); labels = labels .enter() .append("text") .attr("class", "force-bar-labels") .attr("font-size", "12px") .attr("y", 48 + topOffset) .merge(labels) .text(d => { if (d.value !== undefined && d.value !== null && d.value !== "") { return ( d.name + " = " + (isNaN(d.value) ? d.value : this.tickFormat(d.value)) ); } else return d.name; }) .attr("fill", d => (d.effect > 0 ? this.colors[0] : this.colors[1])) .attr("stroke", function(d) { d.textWidth = Math.max( this.getComputedTextLength(), scale(Math.abs(d.effect)) - 10 ); d.innerTextWidth = this.getComputedTextLength(); return "none"; }); this.filteredData = filteredData; // compute where the text labels should go if (data.length > 0) { pos = joinPoint + scale.invert(5); for (let i = joinPointIndex; i < data.length; ++i) { data[i].textx = pos; pos += scale.invert(data[i].textWidth + 10); } pos = joinPoint - scale.invert(5); for (let i = joinPointIndex - 1; i >= 0; --i) { data[i].textx = pos; pos -= scale.invert(data[i].textWidth + 10); } } labels .attr( "x", d => scale(d.textx) + scaleOffset + (d.effect > 0 ? -d.textWidth / 2 : d.textWidth / 2) ) .attr("text-anchor", "middle"); //d => d.effect > 0 ? 'end' : 'start'); // Now that we know the text widths we further filter by what fits on the screen filteredData = filter(filteredData, d => { return ( scale(d.textx) + scaleOffset > this.props.labelMargin && scale(d.textx) + scaleOffset < width - this.props.labelMargin ); }); this.filteredData2 = filteredData; // Build an array with one extra feature added let filteredDataPlusOne = filteredData.slice(); let ind = findIndex(data, filteredData[0]) - 1; if (ind >= 0) filteredDataPlusOne.unshift(data[ind]); let labelBacking = this.mainGroup .selectAll(".force-bar-labelBacking") .data(filteredData); labelBacking .enter() .append("path") .attr("class", "force-bar-labelBacking") .attr("stroke", "none") .attr("opacity", 0.2) .merge(labelBacking) .attr("d", d => { return lineFunction([ [ scale(d.x) + scale(Math.abs(d.effect)) + scaleOffset, 23 + topOffset ], [ (d.effect > 0 ? scale(d.textx) : scale(d.textx) + d.textWidth) + scaleOffset + 5, 33 + topOffset ], [ (d.effect > 0 ? scale(d.textx) : scale(d.textx) + d.textWidth) + scaleOffset + 5, 54 + topOffset ], [ (d.effect > 0 ? scale(d.textx) - d.textWidth : scale(d.textx)) + scaleOffset - 5, 54 + topOffset ], [ (d.effect > 0 ? scale(d.textx) - d.textWidth : scale(d.textx)) + scaleOffset - 5, 33 + topOffset ], [scale(d.x) + scaleOffset, 23 + topOffset] ]); }) .attr("fill", d => `url(#linear-backgrad-${d.effect > 0 ? 0 : 1})`); labelBacking.exit().remove(); let labelDividers = this.mainGroup .selectAll(".force-bar-labelDividers") .data(filteredData.slice(0, -1)); labelDividers .enter() .append("rect") .attr("class", "force-bar-labelDividers") .attr("height", "21px") .attr("width", "1px") .attr("y", 33 + topOffset) .merge(labelDividers) .attr( "x", d => (d.effect > 0 ? scale(d.textx) : scale(d.textx) + d.textWidth) + scaleOffset + 4.5 ) .attr("fill", d => `url(#linear-grad-${d.effect > 0 ? 0 : 1})`); labelDividers.exit().remove(); let labelLinks = this.mainGroup .selectAll(".force-bar-labelLinks") .data(filteredData.slice(0, -1)); labelLinks .enter() .append("line") .attr("class", "force-bar-labelLinks") .attr("y1", 23 + topOffset) .attr("y2", 33 + topOffset) .attr("stroke-opacity", 0.5) .attr("stroke-width", 1) .merge(labelLinks) .attr("x1", d => scale(d.x) + scale(Math.abs(d.effect)) + scaleOffset) .attr( "x2", d => (d.effect > 0 ? scale(d.textx) : scale(d.textx) + d.textWidth) + scaleOffset + 5 ) .attr("stroke", d => (d.effect > 0 ? this.colors[0] : this.colors[1])); labelLinks.exit().remove(); let blockDividers = this.mainGroup .selectAll(".force-bar-blockDividers") .data(data.slice(0, -1)); blockDividers .enter() .append("path") .attr("class", "force-bar-blockDividers") .attr("stroke-width", 2) .attr("fill", "none") .merge(blockDividers) .attr("d", d => { let pos = scale(d.x) + scale(Math.abs(d.effect)) + scaleOffset; return lineFunction([ [pos, 6 + topOffset], [pos + (d.effect < 0 ? -4 : 4), 14.5 + topOffset], [pos, 23 + topOffset] ]); }) .attr("stroke", (d, i) => { if (joinPointIndex === i + 1 || Math.abs(d.effect) < 1e-8) return "#rgba(0,0,0,0)"; else if (d.effect > 0) return this.brighterColors[0]; else return this.brighterColors[1]; }); blockDividers.exit().remove(); this.joinPointLine .attr("x1", scale(joinPoint) + scaleOffset) .attr("x2", scale(joinPoint) + scaleOffset) .attr("y1", 0 + topOffset) .attr("y2", 6 + topOffset) .attr("stroke", "#F2F2F2") .attr("stroke-width", 1) .attr("opacity", 1); this.joinPointLabelOutline .attr("x", scale(joinPoint) + scaleOffset) .attr("y", -5 + topOffset) .attr("color", "#fff") .attr("text-anchor", "middle") .attr("font-weight", "bold") .attr("stroke", "#fff") .attr("stroke-width", 6) .text(format(",.2f")(this.invLinkFunction(joinPoint - totalNegEffects))) .attr("opacity", 1); console.log( "joinPoint", joinPoint, scaleOffset, topOffset, totalNegEffects ); this.joinPointLabel .attr("x", scale(joinPoint) + scaleOffset) .attr("y", -5 + topOffset) .attr("text-anchor", "middle") .attr("font-weight", "bold") .attr("fill", "#000") .text(format(",.2f")(this.invLinkFunction(joinPoint - totalNegEffects))) .attr("opacity", 1); this.joinPointTitle .attr("x", scale(joinPoint) + scaleOffset) .attr("y", -22 + topOffset) .attr("text-anchor", "middle") .attr("font-size", "12") .attr("fill", "#000") .text(this.props.outNames[0]) .attr("opacity", 0.5); if (!this.props.hideBars) { this.joinPointTitleLeft .attr("x", scale(joinPoint) + scaleOffset - 16) .attr("y", -38 + topOffset) .attr("text-anchor", "end") .attr("font-size", "13") .attr("fill", this.colors[0]) .text("higher") .attr("opacity", 1.0); this.joinPointTitleRight .attr("x", scale(joinPoint) + scaleOffset + 16) .attr("y", -38 + topOffset) .attr("text-anchor", "start") .attr("font-size", "13") .attr("fill", this.colors[1]) .text("lower") .attr("opacity", 1.0); this.joinPointTitleLeftArrow .attr("x", scale(joinPoint) + scaleOffset + 7) .attr("y", -42 + topOffset) .attr("text-anchor", "end") .attr("font-size", "13") .attr("fill", this.colors[0]) .text("→") .attr("opacity", 1.0); this.joinPointTitleRightArrow .attr("x", scale(joinPoint) + scaleOffset - 7) .attr("y", -36 + topOffset) .attr("text-anchor", "start") .attr("font-size", "13") .attr("fill", this.colors[1]) .text("←") .attr("opacity", 1.0); } if (!this.props.hideBaseValueLabel) { this.baseValueTitle .attr("x", this.scaleCentered(0)) .attr("y", -22 + topOffset) .attr("text-anchor", "middle") .attr("font-size", "12") .attr("fill", "#000") .text("base value") .attr("opacity", 0.5); } } componentWillUnmount() { window.removeEventListener("resize", this.redraw); } render() { return ( (this.svg = select(x))} style={{ userSelect: "none", display: "block", fontFamily: "arial", sansSerif: true }} > ); } } AdditiveForceVisualizer.defaultProps = { plot_cmap: "RdBu" }; export default AdditiveForceVisualizer;