{"version":3,"file":"shap-explainers.mjs","sources":["../../../projects/shap-explainers/src/shap-additive-force-array/shap-additive-force-array.component.ts","../../../projects/shap-explainers/src/shap-additive-force-array/shap-additive-force-array.component.html","../../../projects/shap-explainers/src/shap-additive-force/shap-additive-force.component.ts","../../../projects/shap-explainers/src/shap-additive-force/shap-additive-force.component.html","../../../projects/shap-explainers/src/shap-influence/shap-influence.component.ts","../../../projects/shap-explainers/src/shap-influence/shap-influence.component.html","../../../projects/shap-explainers/src/shap-explainers.module.ts","../../../projects/shap-explainers/src/public-api.ts","../../../projects/shap-explainers/src/shap-explainers.ts"],"sourcesContent":["import {\n AfterViewInit,\n Component,\n EventEmitter,\n Input,\n OnDestroy,\n Output,\n} from '@angular/core';\nimport { scaleLinear, scaleTime } from 'd3-scale';\nimport { format } from 'd3-format';\nimport { axisBottom, axisLeft } from 'd3-axis';\nimport { line } from 'd3-shape';\nimport { hsl, HSLColor } from 'd3-color';\nimport {\n sortBy,\n min,\n max,\n map,\n each,\n sum,\n filter,\n debounce,\n keys,\n range,\n rangeRight,\n cloneDeep,\n findKey,\n} from 'lodash';\nimport * as d3 from 'd3';\n\nimport { AdditiveForceArrayData } from '../shap-data';\nimport { timeFormat, timeParse } from 'd3';\n\n@Component({\n selector: 'shap-additive-force-array',\n templateUrl: './shap-additive-force-array.component.html',\n styleUrls: ['./shap-additive-force-array.component.scss'],\n})\nexport class ShapAdditiveForceArrayComponent\n implements AfterViewInit, OnDestroy {\n @Input() orderingKeys;\n @Input() orderKeysTimeFormat;\n @Input() topOffset: number = 28;\n @Input() leftOffset: number = 80;\n @Input() rightOffset: number = 10;\n @Input() height: number = 350;\n\n @Input() plotColors = ['rgb(222, 53, 13)', 'rgb(111, 207, 151)'];\n @Input() link: 'logit' | 'identity' = 'identity';\n @Input() baseValue: number = 0.0;\n @Input() outNames: string[] = ['Color rating'];\n\n @Input() data: AdditiveForceArrayData = {\n featureNames: {\n 0: 'Blue',\n 1: 'Red',\n 2: 'Green',\n 3: 'Orange',\n },\n explanations: [\n {\n outValue: -1.5,\n simIndex: 1,\n features: {\n 0: { value: 1.0, effect: 1.0 },\n 1: { value: 0.0, effect: 0.5 },\n 2: { value: 2.0, effect: -2.5 },\n 3: { value: 2.0, effect: -0.5 },\n },\n },\n {\n outValue: -0.5,\n simIndex: 0,\n features: {\n 0: { value: 1.0, effect: 1.0 },\n 1: { value: 0.0, effect: 0.5 },\n 2: { value: 1.0, effect: -1.5 },\n 3: { value: 2.0, effect: -0.5 },\n },\n },\n {\n outValue: 0,\n simIndex: 2,\n features: {\n 0: { value: 1.5, effect: 1.5 },\n 1: { value: 0.0, effect: 0.5 },\n 2: { value: 1.0, effect: -1.5 },\n 3: { value: 2.0, effect: -0.5 },\n },\n },\n ],\n };\n @Output() isLoaded = new EventEmitter();\n\n private svg: d3.Selection;\n private wrapper: d3.Selection;\n private mainGroup: d3.Selection;\n private onTopGroup: d3.Selection;\n private colors: any[];\n private brighterColors: HSLColor[];\n\n private xaxisElement: d3.Selection;\n private yaxisElement: d3.Selection;\n private hoverGroup1: d3.Selection;\n private hoverGroup2: d3.Selection;\n private hoverLine: d3.Selection;\n private hoverxOutline: d3.Selection;\n private hoveryOutline: d3.Selection;\n private hoverx: d3.Selection;\n private hovery: d3.Selection;\n private hoverxTitle: d3.Selection;\n private hoveryTitle: d3.Selection;\n private baseValueTitle: d3.Selection;\n\n // TODO: Changed SVGElement to any\n private xlabel: d3.Selection;\n\n // TODO: Changed SVGElement to any\n private ylabel: d3.Selection;\n\n // TODO: Changed SVGElement to any\n // private xscale: d3.ScaleLinear | d3.ScaleTime;\n private xscale;\n private xaxis: d3.Axis;\n private yscale: d3.ScaleLinear;\n private yaxis: d3.Axis;\n private currExplanations;\n private usedFeatures;\n private posOrderedFeatures;\n private negOrderedFeatures;\n private singleValueFeatures;\n private currUsedFeatures;\n private nearestExpIndex;\n private currPosOrderedFeatures;\n private currNegOrderedFeatures;\n private predValues;\n private explanations;\n\n effectFormat: (n: number | { valueOf(): number }) => string;\n redraw: any;\n invLinkFunction: Function;\n tickFormat: (\n n:\n | number\n | {\n valueOf(): number;\n }\n ) => string;\n parseTime: (dateString: string) => Date;\n formatTime: (dateString: Date) => string;\n xtickFormat: (x: any) => any;\n ytickFormat: (x: any) => any;\n\n constructor() {\n this.effectFormat = format('.2');\n this.redraw = debounce(() => this.draw(null), 200);\n }\n\n ngAfterViewInit(): void {\n this.svg = d3.select('#additiveForceArray');\n this.wrapper = d3.select('#additiveForceArrayWrapper');\n\n this.mainGroup = this.svg.append('g');\n this.onTopGroup = this.svg.append('g');\n this.xaxisElement = this.onTopGroup\n .append('g')\n .attr('transform', 'translate(0,35)')\n .attr('class', 'force-bar-array-xaxis');\n this.yaxisElement = this.onTopGroup\n .append('g')\n .attr('transform', 'translate(0,35)')\n .attr('class', 'force-bar-array-yaxis');\n this.hoverGroup1 = this.svg.append('g');\n this.hoverGroup2 = this.svg.append('g');\n this.baseValueTitle = this.svg.append('text');\n this.hoverLine = this.svg.append('line');\n this.hoverxOutline = this.svg\n .append('text')\n .attr('text-anchor', 'middle')\n .attr('font-weight', 'bold')\n .attr('fill', '#fff')\n .attr('stroke', '#fff')\n .attr('stroke-width', '6')\n .attr('font-size', '12px');\n this.hoverx = this.svg\n .append('text')\n .attr('text-anchor', 'middle')\n .attr('font-weight', 'bold')\n .attr('fill', '#000')\n .attr('font-size', '12px');\n this.hoverxTitle = this.svg\n .append('text')\n .attr('text-anchor', 'middle')\n .attr('opacity', 0.6)\n .attr('font-size', '12px');\n this.hoveryOutline = this.svg\n .append('text')\n .attr('text-anchor', 'end')\n .attr('font-weight', 'bold')\n .attr('fill', '#fff')\n .attr('stroke', '#fff')\n .attr('stroke-width', '6')\n .attr('font-size', '12px');\n this.hovery = this.svg\n .append('text')\n .attr('text-anchor', 'end')\n .attr('font-weight', 'bold')\n .attr('fill', '#000')\n .attr('font-size', '12px');\n\n this.xlabel = this.wrapper\n .select('.additive-force-array-xlabel')\n .attr('font-size', '14px');\n this.ylabel = this.wrapper.select('.additive-force-array-ylabel');\n\n // Create our colors and color gradients\n //Verify custom color map\n\n this.colors = this.plotColors.map((x) => hsl(x));\n this.brighterColors = [1.45, 1.6].map((v, i) => this.colors[i].brighter(v));\n\n // create our axes\n let defaultFormat = format(',.4');\n if (this.orderingKeys != null && this.orderKeysTimeFormat != null) {\n this.parseTime = timeParse(this.orderKeysTimeFormat);\n this.formatTime = timeFormat(this.orderKeysTimeFormat);\n\n function condFormat(x) {\n if (typeof x == 'object') {\n return this.formatTime(x);\n } else {\n return defaultFormat(x);\n }\n }\n\n this.xtickFormat = condFormat;\n } else {\n this.parseTime = null;\n this.formatTime = null;\n this.xtickFormat = defaultFormat;\n }\n this.xscale = scaleLinear();\n this.xaxis = axisBottom(this.xscale)\n .tickSizeInner(4)\n .tickSizeOuter(0)\n .tickFormat((d) => this.xtickFormat(d))\n .tickPadding(-18);\n\n this.ytickFormat = defaultFormat;\n this.yscale = scaleLinear();\n this.yaxis = axisLeft(this.yscale)\n .tickSizeInner(4)\n .tickSizeOuter(0)\n .tickFormat((d) => this.ytickFormat(this.invLinkFunction(d)))\n .tickPadding(2);\n\n this.xlabel.node().onchange = () => this.internalDraw();\n this.ylabel.node().onchange = () => this.internalDraw();\n\n this.svg.on('mousemove', (x) => this.mouseMoved(x));\n this.svg.on('mouseout', (x) => this.mouseOut(x));\n\n // draw and then listen for resize events\n //this.draw();\n window.addEventListener('resize', this.redraw);\n window.setTimeout(this.redraw, 50); // re-draw after interface has updated\n }\n\n ngOnDestroy(): void {\n window.removeEventListener('resize', this.redraw);\n }\n\n draw(explanations) {\n if (!this.data.explanations || this.data.explanations.length === 0) return;\n\n // record the order in which the explanations were given\n each(this.data.explanations, (x, i) => (x.origInd = i));\n\n // Find what features are actually used\n let posDefinedFeatures = {};\n let negDefinedFeatures = {};\n let definedFeaturesValues = {};\n for (let e of this.data.explanations) {\n for (let k in e.features) {\n if (posDefinedFeatures[k] === undefined) {\n posDefinedFeatures[k] = 0;\n negDefinedFeatures[k] = 0;\n definedFeaturesValues[k] = 0;\n }\n if (e.features[k].effect > 0) {\n posDefinedFeatures[k] += e.features[k].effect;\n } else {\n negDefinedFeatures[k] -= e.features[k].effect;\n }\n if (e.features[k].value !== null && e.features[k].value !== undefined) {\n definedFeaturesValues[k] += 1;\n }\n }\n }\n this.usedFeatures = sortBy(\n keys(posDefinedFeatures),\n (i) => -(posDefinedFeatures[i] + negDefinedFeatures[i])\n );\n\n this.posOrderedFeatures = sortBy(\n this.usedFeatures,\n (i) => posDefinedFeatures[i]\n );\n this.negOrderedFeatures = sortBy(\n this.usedFeatures,\n (i) => -negDefinedFeatures[i]\n );\n this.singleValueFeatures = filter(\n this.usedFeatures,\n (i) => definedFeaturesValues[i] > 0\n );\n\n let options: any = [\n 'sample order by similarity',\n 'sample order by output value',\n 'original sample ordering',\n ].concat(this.singleValueFeatures.map((i) => this.data.featureNames[i]));\n if (this.orderingKeys != null) {\n options.unshift('sample order by key');\n }\n\n let xLabelOptions: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.xlabel.selectAll('option').data(options);\n xLabelOptions\n .enter()\n .append('option')\n .merge(xLabelOptions)\n .attr('value', (d) => d)\n .text((d) => d);\n xLabelOptions.exit().remove();\n\n let n = this.outNames[0] ? this.outNames[0] : 'model output value';\n options = map(this.usedFeatures, (i) => [\n this.data.featureNames[i],\n this.data.featureNames[i] + ' effects',\n ]);\n\n // TODO: Changed array\n options.unshift(['model output value', n]);\n let yLabelOptions: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.ylabel.selectAll('option').data(options);\n yLabelOptions\n .enter()\n .append('option')\n .merge(yLabelOptions)\n .attr('value', (d) => d[0])\n .text((d) => d[1]);\n yLabelOptions.exit().remove();\n\n this.ylabel\n .style(\n 'top',\n (this.height - 38 - this.topOffset) / 2 + this.topOffset + 'px'\n )\n .style('left', 10 - this.ylabel.node().offsetWidth / 2 + 'px');\n\n this.xlabel\n .style('position', 'absolute')\n .style(\n 'left',\n this.wrapper.node().offsetWidth / 2 -\n this.xlabel.node().offsetWidth / 2 +\n 'px'\n );\n\n this.internalDraw();\n }\n\n internalDraw() {\n // we fill in any implicit feature values and assume they have a zero effect and value\n for (let e of this.data.explanations) {\n for (let i of this.usedFeatures) {\n if (!e.features.hasOwnProperty(i)) {\n e.features[i] = { effect: 0, value: 0 };\n }\n e.features[i].ind = i;\n }\n }\n\n let explanations: any;\n let xsort = this.xlabel.node().value;\n\n // Set scaleTime if time ticks provided for original ordering\n let isTimeScale =\n xsort === 'sample order by key' && this.orderKeysTimeFormat != null;\n if (isTimeScale) {\n this.xscale = scaleTime();\n } else {\n this.xscale = scaleLinear();\n }\n this.xaxis.scale(this.xscale);\n\n if (xsort === 'sample order by similarity') {\n explanations = sortBy(this.data.explanations, (x) => x.simIndex);\n each(explanations, (e, i) => (e.xmap = i));\n } else if (xsort === 'sample order by output value') {\n explanations = sortBy(this.data.explanations, (x) => -x.outValue);\n each(explanations, (e, i) => (e.xmap = i));\n } else if (xsort === 'original sample ordering') {\n explanations = sortBy(this.data.explanations, (x) => x.origInd);\n each(explanations, (e, i) => (e.xmap = i));\n } else if (xsort === 'sample order by key') {\n explanations = this.data.explanations;\n if (isTimeScale) {\n each(\n explanations,\n (e, i) => (e.xmap = this.parseTime(this.orderingKeys[i]))\n );\n } else {\n each(explanations, (e, i) => (e.xmap = this.orderingKeys[i]));\n }\n explanations = sortBy(explanations, (e) => e.xmap);\n } else {\n let ind = findKey(this.data.featureNames, (x) => x === xsort);\n\n each(this.data.explanations, (e, i) => {\n e.xmap = e.features[ind].value;\n });\n let explanations2 = sortBy(this.data.explanations, (x) => x.xmap);\n let xvals = map(explanations2, (x) => x.xmap);\n if (typeof xvals[0] == 'string') {\n alert('Ordering by category names is not yet supported.');\n return;\n }\n let xmin = min(xvals);\n let xmax = max(xvals);\n let binSize = (xmax - xmin) / 100;\n\n // Build explanations where effects are averaged when the x values are identical\n explanations = [];\n let laste, copye;\n for (let i = 0; i < explanations2.length; ++i) {\n let e = explanations2[i];\n if (\n (laste && !copye && e.xmap - laste.xmap <= binSize) ||\n (copye && e.xmap - copye.xmap <= binSize)\n ) {\n if (!copye) {\n copye = cloneDeep(laste);\n copye.count = 1;\n }\n for (let j of this.usedFeatures) {\n copye.features[j].effect += e.features[j].effect;\n copye.features[j].value += e.features[j].value;\n }\n copye.count += 1;\n } else if (laste) {\n if (copye) {\n for (let j of this.usedFeatures) {\n copye.features[j].effect /= copye.count;\n copye.features[j].value /= copye.count;\n }\n explanations.push(copye);\n copye = undefined;\n } else {\n explanations.push(laste);\n }\n }\n laste = e;\n }\n if (laste.xmap - explanations[explanations.length - 1].xmap > binSize) {\n explanations.push(laste);\n }\n }\n\n // adjust for the correct y-value we are plotting\n this.currUsedFeatures = this.usedFeatures;\n this.currPosOrderedFeatures = this.posOrderedFeatures;\n this.currNegOrderedFeatures = this.negOrderedFeatures;\n //let filteredFeatureNames = this.data.featureNames;\n\n let yvalue = this.ylabel.node().value;\n if (yvalue !== 'model output value') {\n let olde = explanations;\n explanations = cloneDeep(explanations); // TODO: add pointer from old explanations which is prop.explanations to new ones\n let ind = findKey(this.data.featureNames, (x) => x === yvalue);\n\n for (let i = 0; i < explanations.length; ++i) {\n let v = explanations[i].features[ind];\n explanations[i].features = {};\n explanations[i].features[ind] = v;\n olde[i].remapped_version = explanations[i];\n }\n //filteredFeatureNames = [this.data.featureNames[ind]];\n this.currUsedFeatures = [ind];\n this.currPosOrderedFeatures = [ind];\n this.currNegOrderedFeatures = [ind];\n }\n this.currExplanations = explanations;\n\n // determine the link function\n if (this.link === 'identity') {\n // assume all links are the same\n this.invLinkFunction = (x) => this.baseValue + x;\n } else if (this.link === 'logit') {\n this.invLinkFunction = (x) => 1 / (1 + Math.exp(-(this.baseValue + x))); // logistic is inverse of logit\n } else {\n }\n\n this.predValues = map(explanations, (e) =>\n sum(map(e.features, (x) => x.effect))\n );\n\n let width = this.wrapper.node().offsetWidth;\n if (width == 0) return setTimeout(() => this.draw(explanations), 500);\n\n this.svg.style('height', this.height + 'px');\n this.svg.style('width', width + 'px');\n\n let xvals = map(explanations, (x) => x.xmap);\n this.xscale\n .domain([min(xvals), max(xvals)])\n .range([this.leftOffset, width - this.rightOffset])\n .clamp(true);\n this.xaxisElement\n .attr('transform', 'translate(0,' + this.topOffset + ')')\n .call(this.xaxis);\n\n for (let i = 0; i < this.currExplanations.length; ++i) {\n this.currExplanations[i].xmapScaled = this.xscale(\n this.currExplanations[i].xmap\n );\n }\n\n let N = explanations.length;\n let domainSize = 0;\n for (let ind = 0; ind < N; ++ind) {\n let data2 = explanations[ind].features;\n //if (data2.length !== P) error(\"Explanations have differing numbers of features!\");\n let totalPosEffects =\n sum(\n map(\n filter(data2, (x) => x.effect > 0),\n (x) => x.effect\n )\n ) || 0;\n let totalNegEffects =\n sum(\n map(\n filter(data2, (x) => x.effect < 0),\n (x) => -x.effect\n )\n ) || 0;\n domainSize = Math.max(\n domainSize,\n Math.max(totalPosEffects, totalNegEffects) * 2.2\n );\n }\n this.yscale\n .domain([-domainSize / 2, domainSize / 2])\n .range([this.height - 10, this.topOffset]);\n this.yaxisElement\n .attr('transform', 'translate(' + this.leftOffset + ',0)')\n .call(this.yaxis);\n\n for (let ind = 0; ind < N; ++ind) {\n let data2 = explanations[ind].features;\n\n let totalNegEffects =\n sum(\n map(\n filter(data2, (x) => x.effect < 0),\n (x) => -x.effect\n )\n ) || 0;\n\n //let scaleOffset = height/2 - this.yscale(totalNegEffects);\n\n // calculate the position of the join point between positive and negative effects\n // and also the positions of each feature effect block\n let pos = -totalNegEffects,\n i;\n for (i of this.currPosOrderedFeatures) {\n data2[i].posyTop = this.yscale(pos);\n if (data2[i].effect > 0) pos += data2[i].effect;\n data2[i].posyBottom = this.yscale(pos);\n data2[i].ind = i;\n }\n let joinPoint = pos;\n for (i of this.currNegOrderedFeatures) {\n data2[i].negyTop = this.yscale(pos);\n if (data2[i].effect < 0) pos -= data2[i].effect;\n data2[i].negyBottom = this.yscale(pos);\n }\n explanations[ind].joinPoint = joinPoint;\n explanations[ind].joinPointy = this.yscale(joinPoint);\n }\n\n let lineFunction = line()\n .x((d) => d[0])\n .y((d) => d[1]);\n\n let areasPos: d3.Selection<\n any,\n unknown,\n SVGGElement,\n {}\n > = this.mainGroup\n .selectAll('.force-bar-array-area-pos')\n .data(this.currUsedFeatures);\n areasPos\n .enter()\n .append('path')\n .attr('class', 'force-bar-array-area-pos')\n .merge(areasPos)\n .attr('d', (i: number) => {\n let topPoints = map(range(N), (j) => [\n explanations[j].xmapScaled,\n explanations[j].features[i].posyTop,\n ]);\n let bottomPoints = map(rangeRight(N), (j) => [\n explanations[j].xmapScaled,\n explanations[j].features[i].posyBottom,\n ]);\n return lineFunction(topPoints.concat(bottomPoints));\n })\n .attr('fill', this.colors[0]);\n areasPos.exit().remove();\n\n let areasNeg: d3.Selection<\n any,\n unknown,\n SVGGElement,\n {}\n > = this.mainGroup\n .selectAll('.force-bar-array-area-neg')\n .data(this.currUsedFeatures);\n areasNeg\n .enter()\n .append('path')\n .attr('class', 'force-bar-array-area-neg')\n .merge(areasNeg)\n .attr('d', (i: number) => {\n let topPoints = map(range(N), (j) => [\n explanations[j].xmapScaled,\n explanations[j].features[i].negyTop,\n ]);\n let bottomPoints = map(rangeRight(N), (j) => [\n explanations[j].xmapScaled,\n explanations[j].features[i].negyBottom,\n ]);\n return lineFunction(topPoints.concat(bottomPoints));\n })\n .attr('fill', this.colors[1]);\n areasNeg.exit().remove();\n\n let dividersPos: d3.Selection<\n any,\n unknown,\n SVGGElement,\n {}\n > = this.mainGroup\n .selectAll('.force-bar-array-divider-pos')\n .data(this.currUsedFeatures);\n dividersPos\n .enter()\n .append('path')\n .attr('class', 'force-bar-array-divider-pos')\n .merge(dividersPos)\n .attr('d', (i: number) => {\n let points = map(range(N), (j) => [\n explanations[j].xmapScaled,\n explanations[j].features[i].posyBottom,\n ]);\n return lineFunction(points);\n })\n .attr('fill', 'none')\n .attr('stroke-width', 1)\n .attr('stroke', () => this.colors[0].brighter(1.2));\n dividersPos.exit().remove();\n\n let dividersNeg: d3.Selection<\n any,\n unknown,\n SVGGElement,\n {}\n > = this.mainGroup\n .selectAll('.force-bar-array-divider-neg')\n .data(this.currUsedFeatures);\n dividersNeg\n .enter()\n .append('path')\n .attr('class', 'force-bar-array-divider-neg')\n .merge(dividersNeg)\n .attr('d', (i: number) => {\n let points = map(range(N), (j) => [\n explanations[j].xmapScaled,\n explanations[j].features[i].negyTop,\n ]);\n return lineFunction(points);\n })\n .attr('fill', 'none')\n .attr('stroke-width', 1)\n .attr('stroke', () => this.colors[1].brighter(1.5));\n dividersNeg.exit().remove();\n\n let boxBounds = function (es, ind, starti, endi, featType) {\n let maxTop, minBottom;\n if (featType === 'pos') {\n maxTop = es[starti].features[ind].posyBottom;\n minBottom = es[starti].features[ind].posyTop;\n } else {\n maxTop = es[starti].features[ind].negyBottom;\n minBottom = es[starti].features[ind].negyTop;\n }\n let t, b;\n for (let i = starti + 1; i <= endi; ++i) {\n if (featType === 'pos') {\n t = es[i].features[ind].posyBottom;\n b = es[i].features[ind].posyTop;\n } else {\n t = es[i].features[ind].negyBottom;\n b = es[i].features[ind].negyTop;\n }\n if (t > maxTop) maxTop = t;\n if (b < minBottom) minBottom = b;\n }\n return { top: maxTop, bottom: minBottom };\n };\n\n let neededWidth = 100;\n let neededHeight = 20;\n let neededBuffer = 100;\n\n // find areas on the plot big enough for feature labels\n let featureLabels = [];\n for (let featType of ['pos', 'neg']) {\n for (let ind of this.currUsedFeatures) {\n let starti = 0,\n endi = 0,\n boxWidth = 0,\n hbounds = { top: 0, bottom: 0 };\n let newHbounds;\n while (endi < N - 1) {\n // make sure our box is long enough\n while (boxWidth < neededWidth && endi < N - 1) {\n ++endi;\n boxWidth =\n explanations[endi].xmapScaled - explanations[starti].xmapScaled;\n }\n\n // and high enough\n hbounds = boxBounds(explanations, ind, starti, endi, featType);\n while (hbounds.bottom - hbounds.top < neededHeight && starti < endi) {\n ++starti;\n hbounds = boxBounds(explanations, ind, starti, endi, featType);\n }\n boxWidth =\n explanations[endi].xmapScaled - explanations[starti].xmapScaled;\n\n // we found a spot!\n if (\n hbounds.bottom - hbounds.top >= neededHeight &&\n boxWidth >= neededWidth\n ) {\n // make our box as long as possible\n while (endi < N - 1) {\n ++endi;\n newHbounds = boxBounds(explanations, ind, starti, endi, featType);\n if (newHbounds.bottom - newHbounds.top > neededHeight) {\n hbounds = newHbounds;\n } else {\n --endi;\n break;\n }\n }\n boxWidth =\n explanations[endi].xmapScaled - explanations[starti].xmapScaled;\n\n featureLabels.push([\n (explanations[endi].xmapScaled +\n explanations[starti].xmapScaled) /\n 2,\n (hbounds.top + hbounds.bottom) / 2,\n this.data.featureNames[ind],\n ]);\n\n let lastEnd = explanations[endi].xmapScaled;\n starti = endi;\n while (\n lastEnd + neededBuffer > explanations[starti].xmapScaled &&\n starti < N - 1\n ) {\n ++starti;\n }\n endi = starti;\n }\n }\n }\n }\n\n let featureLabelText: d3.Selection<\n any,\n unknown,\n SVGGElement,\n {}\n > = this.onTopGroup\n .selectAll('.force-bar-array-flabels')\n .data(featureLabels);\n featureLabelText\n .enter()\n .append('text')\n .attr('class', 'force-bar-array-flabels')\n .merge(featureLabelText)\n .attr('x', (d) => d[0])\n .attr('y', (d) => d[1] + 4)\n .text((d) => d[2]);\n featureLabelText.exit().remove();\n }\n\n mouseOut(x) {\n this.hoverLine.attr('display', 'none');\n this.hoverx.attr('display', 'none');\n this.hoverxOutline.attr('display', 'none');\n this.hoverxTitle.attr('display', 'none');\n this.hovery.attr('display', 'none');\n this.hoveryOutline.attr('display', 'none');\n this.hoverGroup1.attr('display', 'none');\n this.hoverGroup2.attr('display', 'none');\n }\n\n mouseMoved(x) {\n let i, nearestExp;\n\n this.hoverLine.attr('display', '');\n this.hoverx.attr('display', '');\n this.hoverxOutline.attr('display', '');\n this.hoverxTitle.attr('display', '');\n this.hovery.attr('display', '');\n this.hoveryOutline.attr('display', '');\n this.hoverGroup1.attr('display', '');\n this.hoverGroup2.attr('display', '');\n\n // let x = mouse(this.svg.node())[0];\n\n if (this.data.explanations) {\n // Find the nearest explanation to the cursor position\n for (i = 0; i < this.currExplanations.length; ++i) {\n if (\n !nearestExp ||\n Math.abs(nearestExp.xmapScaled - x) >\n Math.abs(this.currExplanations[i].xmapScaled - x)\n ) {\n nearestExp = this.currExplanations[i];\n }\n }\n this.nearestExpIndex = nearestExp.origInd;\n\n this.hoverLine\n .attr('x1', nearestExp.xmapScaled)\n .attr('x2', nearestExp.xmapScaled)\n .attr('y1', 0 + this.topOffset)\n .attr('y2', this.height);\n this.hoverx\n .attr('x', nearestExp.xmapScaled)\n .attr('y', this.topOffset - 5)\n .text(this.xtickFormat(nearestExp.xmap));\n this.hoverxOutline\n .attr('x', nearestExp.xmapScaled)\n .attr('y', this.topOffset - 5)\n .text(this.xtickFormat(nearestExp.xmap));\n this.hoverxTitle\n .attr('x', nearestExp.xmapScaled)\n .attr('y', this.topOffset - 18)\n .text(\n nearestExp.count > 1 ? nearestExp.count + ' averaged samples' : ''\n );\n this.hovery\n .attr('x', this.leftOffset - 6)\n .attr('y', nearestExp.joinPointy)\n .text(this.ytickFormat(this.invLinkFunction(nearestExp.joinPoint)));\n this.hoveryOutline\n .attr('x', this.leftOffset - 6)\n .attr('y', nearestExp.joinPointy)\n .text(this.ytickFormat(this.invLinkFunction(nearestExp.joinPoint)));\n\n let posFeatures = [];\n let lastPos, pos;\n for (let j = this.currPosOrderedFeatures.length - 1; j >= 0; --j) {\n let i = this.currPosOrderedFeatures[j];\n let d = nearestExp.features[i];\n pos = 5 + (d.posyTop + d.posyBottom) / 2;\n if (\n (!lastPos || pos - lastPos >= 15) &&\n d.posyTop - d.posyBottom >= 6\n ) {\n posFeatures.push(d);\n lastPos = pos;\n }\n }\n\n let negFeatures = [];\n lastPos = undefined;\n for (let i of this.currNegOrderedFeatures) {\n let d = nearestExp.features[i];\n pos = 5 + (d.negyTop + d.negyBottom) / 2;\n if (\n (!lastPos || lastPos - pos >= 15) &&\n d.negyTop - d.negyBottom >= 6\n ) {\n negFeatures.push(d);\n lastPos = pos;\n }\n }\n\n let labelFunc = (d) => {\n let valString = '';\n if (d.value !== null && d.value !== undefined) {\n valString =\n ' = ' + (isNaN(d.value) ? d.value : this.ytickFormat(d.value));\n }\n if (nearestExp.count > 1) {\n return 'mean(' + this.data.featureNames[d.ind] + ')' + valString;\n } else {\n return this.data.featureNames[d.ind] + valString;\n }\n };\n\n let featureHoverLabels1: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.hoverGroup1.selectAll('.pos-values').data(posFeatures);\n featureHoverLabels1\n .enter()\n .append('text')\n .attr('class', 'pos-values')\n .merge(featureHoverLabels1)\n .attr('x', nearestExp.xmapScaled + 5)\n .attr('y', (d) => 4 + (d.posyTop + d.posyBottom) / 2)\n .attr('text-anchor', 'start')\n .attr('font-size', 12)\n .attr('stroke', '#fff')\n .attr('fill', '#fff')\n .attr('stroke-width', '4')\n .attr('stroke-linejoin', 'round')\n .attr('opacity', 1)\n .text(labelFunc);\n featureHoverLabels1.exit().remove();\n\n let featureHoverLabels2: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.hoverGroup2.selectAll('.pos-values').data(posFeatures);\n featureHoverLabels2\n .enter()\n .append('text')\n .attr('class', 'pos-values')\n .merge(featureHoverLabels2)\n .attr('x', nearestExp.xmapScaled + 5)\n .attr('y', (d) => 4 + (d.posyTop + d.posyBottom) / 2)\n .attr('text-anchor', 'start')\n .attr('font-size', 12)\n .attr('fill', this.colors[0])\n .text(labelFunc);\n featureHoverLabels2.exit().remove();\n\n let featureHoverNegLabels1: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.hoverGroup1.selectAll('.neg-values').data(negFeatures);\n featureHoverNegLabels1\n .enter()\n .append('text')\n .attr('class', 'neg-values')\n .merge(featureHoverNegLabels1)\n .attr('x', nearestExp.xmapScaled + 5)\n .attr('y', (d) => 4 + (d.negyTop + d.negyBottom) / 2)\n .attr('text-anchor', 'start')\n .attr('font-size', 12)\n .attr('stroke', '#fff')\n .attr('fill', '#fff')\n .attr('stroke-width', '4')\n .attr('stroke-linejoin', 'round')\n .attr('opacity', 1)\n .text(labelFunc);\n featureHoverNegLabels1.exit().remove();\n\n let featureHoverNegLabels2: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.hoverGroup2.selectAll('.neg-values').data(negFeatures);\n featureHoverNegLabels2\n .enter()\n .append('text')\n .attr('class', 'neg-values')\n .merge(featureHoverNegLabels2)\n .attr('x', nearestExp.xmapScaled + 5)\n .attr('y', (d) => 4 + (d.negyTop + d.negyBottom) / 2)\n .attr('text-anchor', 'start')\n .attr('font-size', 12)\n .attr('fill', this.colors[1])\n .text(labelFunc);\n featureHoverNegLabels2.exit().remove();\n }\n this.isLoaded.emit();\n }\n}\n","
\n \n
\n \n
\n \n
\n","import {\n AfterViewInit,\n Component,\n Input,\n Output,\n EventEmitter,\n} from '@angular/core';\nimport { scaleLinear } from 'd3-scale';\nimport { format } from 'd3-format';\nimport { axisBottom } from 'd3-axis';\nimport { line } from 'd3-shape';\nimport { hsl, HSLColor } from 'd3-color';\nimport { sortBy, map, each, sum, filter, findIndex, debounce } from 'lodash';\nimport * as d3 from 'd3';\n\nimport { AdditiveForceData } from '../shap-data';\n\n@Component({\n selector: 'shap-additive-force',\n templateUrl: './shap-additive-force.component.html',\n styleUrls: ['./shap-additive-force.component.scss'],\n})\nexport class ShapAdditiveForceComponent implements AfterViewInit {\n @Input() plotColors: string[] = ['rgb(222, 53, 13)', 'rgb(111, 207, 151)'];\n @Input() link: 'logit' | 'identity' = 'identity';\n @Input() baseValue: number = 0.0;\n @Input() outNames: string[] = ['Color rating'];\n @Input() hideBars: boolean = false;\n @Input() labelMargin: number = 0;\n @Input() hideBaseValueLabel: boolean = false;\n\n @Input() data: AdditiveForceData = {\n featureNames: {\n '0': 'Blue',\n '1': 'Red',\n '2': 'Green',\n '3': 'Orange',\n },\n features: {\n '0': { value: 1.0, effect: 1.0 },\n '1': { value: 0.0, effect: 0.5 },\n '2': { value: 2.0, effect: -2.5 },\n '3': { value: 2.0, effect: -0.5 },\n },\n };\n\n @Output() isLoaded = new EventEmitter();\n\n private svg: d3.Selection;\n private wrapper: d3.Selection;\n private filteredData: d3.ScaleLinear;\n private filteredData2: d3.ScaleLinear;\n private mainGroup: d3.Selection;\n private axisElement: d3.Selection;\n private onTopGroup: d3.Selection;\n private baseValueTitle: d3.Selection;\n private joinPointLine: d3.Selection;\n private joinPointLabelOutline: d3.Selection<\n SVGGElement,\n {},\n d3.BaseType,\n any\n >;\n private joinPointLabel: d3.Selection;\n private joinPointTitleLeft: d3.Selection;\n private joinPointTitleLeftArrow: d3.Selection<\n SVGGElement,\n {},\n d3.BaseType,\n any\n >;\n private joinPointTitle: d3.Selection;\n private joinPointTitleRightArrow: d3.Selection<\n SVGGElement,\n {},\n d3.BaseType,\n any\n >;\n private joinPointTitleRight: d3.Selection;\n private hoverLabelBacking: d3.Selection;\n private hoverLabel: d3.Selection;\n private scaleCentered: d3.ScaleLinear;\n private axis: d3.Axis;\n private colors: any[];\n private brighterColors: HSLColor[];\n private domainSize: number;\n\n effectFormat: (n: number | { valueOf(): number }) => string;\n redraw: any;\n invLinkFunction: Function;\n tickFormat: (\n n:\n | number\n | {\n valueOf(): number;\n }\n ) => string;\n\n constructor() {\n this.effectFormat = format('.2');\n this.redraw = debounce(() => this.draw(), 200);\n }\n\n ngAfterViewInit(): void {\n this.svg = d3.select('#additiveForce');\n this.wrapper = d3.select('#additiveForceWrapper');\n\n this.mainGroup = this.svg.append('g');\n this.axisElement = this.mainGroup\n .append('g')\n .attr('transform', 'translate(0,35)')\n .attr('class', 'force-bar-axis');\n this.onTopGroup = this.svg.append('g');\n this.baseValueTitle = this.svg.append('text');\n this.joinPointLine = this.svg.append('line');\n this.joinPointLabelOutline = this.svg.append('text');\n this.joinPointLabel = this.svg.append('text');\n this.joinPointTitleLeft = this.svg.append('text');\n this.joinPointTitleLeftArrow = this.svg.append('text');\n this.joinPointTitle = this.svg.append('text');\n this.joinPointTitleRightArrow = this.svg.append('text');\n this.joinPointTitleRight = this.svg.append('text');\n\n // Define the tooltip objects\n this.hoverLabelBacking = this.svg\n .append('text')\n .attr('x', 10)\n .attr('y', 20)\n .attr('text-anchor', 'middle')\n .attr('font-size', 12)\n .attr('stroke', '#fff')\n .attr('fill', '#fff')\n .attr('stroke-width', '4')\n .attr('stroke-linejoin', 'round')\n .text('')\n .on('mouseover', () => {\n this.hoverLabel.attr('opacity', 1);\n this.hoverLabelBacking.attr('opacity', 1);\n })\n .on('mouseout', () => {\n this.hoverLabel.attr('opacity', 0);\n this.hoverLabelBacking.attr('opacity', 0);\n });\n\n this.hoverLabel = this.svg\n .append('text')\n .attr('x', 10)\n .attr('y', 20)\n .attr('text-anchor', 'middle')\n .attr('font-size', 12)\n .attr('fill', '#0f0')\n .text('')\n .on('mouseover', () => {\n this.hoverLabel.attr('opacity', 1);\n this.hoverLabelBacking.attr('opacity', 1);\n })\n .on('mouseout', () => {\n this.hoverLabel.attr('opacity', 0);\n this.hoverLabelBacking.attr('opacity', 0);\n });\n\n // Create our colors and color gradients\n\n this.colors = this.plotColors.map((x) => hsl(x));\n this.brighterColors = [1.45, 1.6].map((v, i) => this.colors[i].brighter(v));\n this.colors.map((c, i) => {\n let grad = this.svg\n .append('linearGradient')\n .attr('id', 'linear-grad-' + i)\n .attr('x1', '0%')\n .attr('y1', '0%')\n .attr('x2', '0%')\n .attr('y2', '100%');\n grad\n .append('stop')\n .attr('offset', '0%')\n .attr('stop-color', c)\n .attr('stop-opacity', 0.6);\n grad\n .append('stop')\n .attr('offset', '100%')\n .attr('stop-color', c)\n .attr('stop-opacity', 0);\n let grad2 = this.svg\n .append('linearGradient')\n .attr('id', 'linear-backgrad-' + i)\n .attr('x1', '0%')\n .attr('y1', '0%')\n .attr('x2', '0%')\n .attr('y2', '100%');\n grad2\n .append('stop')\n .attr('offset', '0%')\n .attr('stop-color', c)\n .attr('stop-opacity', 0.5);\n grad2\n .append('stop')\n .attr('offset', '100%')\n .attr('stop-color', c)\n .attr('stop-opacity', 0);\n });\n\n // create our x axis\n this.tickFormat = format(',.4');\n this.scaleCentered = scaleLinear();\n this.axis = axisBottom(this.scaleCentered)\n // .scale()\n .tickSizeInner(4)\n .tickSizeOuter(0)\n .tickFormat((d) => this.tickFormat(this.invLinkFunction(d)))\n .tickPadding(-18);\n\n // draw and then listen for resize events\n // this.draw();\n window.addEventListener('resize', this.redraw);\n window.setTimeout(this.redraw, 50); // re-draw after interface has updated\n }\n\n draw(): any {\n // copy the feature names onto the features\n each(this.data.featureNames, (n, i) => {\n const result = n.replace(/([A-Z])/g, ' $1');\n const name = result.charAt(0).toUpperCase() + result.slice(1);\n if (this.data.features[i]) this.data.features[i].name = name;\n });\n\n // create our link function\n if (this.link === 'identity') {\n this.invLinkFunction = (x) => this.baseValue + x;\n } else if (this.link === 'logit') {\n this.invLinkFunction = (x) => 1 / (1 + Math.exp(-(this.baseValue + x))); // logistic is inverse of logit\n } else {\n }\n\n // Set the dimensions of the plot\n let width = this.wrapper.node().offsetWidth;\n\n if (width == 0) return setTimeout(() => this.draw(), 500);\n this.svg.style('height', 150 + 'px');\n this.svg.style('width', width + 'px');\n let topOffset = 50;\n\n let data = sortBy(this.data.features, (x) => -1 / (x.effect + 1e-10));\n let totalEffect = sum(map(data, (x) => Math.abs(x.effect)));\n let totalPosEffects: number =\n sum(\n map(\n filter(data, (x) => x.effect > 0),\n (x) => x.effect\n )\n ) || 0;\n let totalNegEffects: number =\n sum(\n map(\n filter(data, (x) => x.effect < 0),\n (x) => -x.effect\n )\n ) || 0;\n this.domainSize = Math.max(totalPosEffects, totalNegEffects) * 3;\n let scale = scaleLinear().domain([0, this.domainSize]).range([0, width]);\n let scaleOffset = width / 2 - scale(totalNegEffects);\n\n this.scaleCentered\n .domain([-this.domainSize / 2, this.domainSize / 2])\n .range([0, width])\n .clamp(true);\n this.axisElement\n .attr('transform', 'translate(0,' + topOffset + ')')\n .call(this.axis);\n\n // calculate the position of the join point between positive and negative effects\n // and also the positions of each feature effect block\n let pos = 0,\n i,\n joinPoint,\n joinPointIndex;\n for (i = 0; i < data.length; ++i) {\n data[i].x = pos;\n if (data[i].effect < 0 && joinPoint === undefined) {\n joinPoint = pos;\n joinPointIndex = i;\n }\n pos += Math.abs(data[i].effect);\n }\n if (joinPoint === undefined) {\n joinPoint = pos;\n joinPointIndex = i;\n }\n\n let lineFunction = line()\n .x((d) => d[0])\n .y((d) => d[1]);\n\n let getLabel = (d) => {\n if (d.value !== undefined && d.value !== null && d.value !== '') {\n return (\n d.name + ' = ' + (isNaN(d.value) ? d.value : this.tickFormat(d.value))\n );\n } else return d.name;\n };\n\n data = this.hideBars ? [] : data;\n let blocks: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.mainGroup.selectAll('.force-bar-blocks').data(data);\n blocks\n .enter()\n .append('path')\n .attr('class', 'force-bar-blocks')\n .merge(blocks)\n .attr('d', (d, i) => {\n let x = scale(d.x) + scaleOffset;\n let w = scale(Math.abs(d.effect));\n let pointShiftStart = d.effect < 0 ? -4 : 4;\n let pointShiftEnd = pointShiftStart;\n if (i === joinPointIndex) pointShiftStart = 0;\n if (i === joinPointIndex - 1) pointShiftEnd = 0;\n return lineFunction([\n [x, 6 + topOffset],\n [x + w, 6 + topOffset],\n [x + w + pointShiftEnd, 14.5 + topOffset],\n [x + w, 23 + topOffset],\n [x, 23 + topOffset],\n [x + pointShiftStart, 14.5 + topOffset],\n ]);\n })\n .attr('fill', (d) => (d.effect > 0 ? this.colors[0] : this.colors[1]))\n .on('mouseover', (e, d) => {\n if (\n scale(Math.abs(d.effect)) < scale(totalEffect) / 50 ||\n scale(Math.abs(d.effect)) < 10\n ) {\n let x = scale(d.x) + scaleOffset;\n let w = scale(Math.abs(d.effect));\n this.hoverLabel\n .attr('opacity', 1)\n .attr('x', x + w / 2)\n .attr('y', topOffset + 0.5)\n .attr('fill', d.effect > 0 ? this.colors[0] : this.colors[1])\n .text(getLabel(d));\n this.hoverLabelBacking\n .attr('opacity', 1)\n .attr('x', x + w / 2)\n .attr('y', topOffset + 0.5)\n .text(getLabel(d));\n }\n })\n .on('mouseout', () => {\n this.hoverLabel.attr('opacity', 0);\n this.hoverLabelBacking.attr('opacity', 0);\n });\n blocks.exit().remove();\n\n let filteredData = filter(data, (d) => {\n return (\n scale(Math.abs(d.effect)) > scale(totalEffect) / 50 &&\n scale(Math.abs(d.effect)) > 10\n );\n });\n\n let labels: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.onTopGroup.selectAll('.force-bar-labels').data(filteredData);\n labels.exit().remove();\n labels = labels\n .enter()\n .append('text')\n .attr('class', 'force-bar-labels')\n .attr('font-size', '12px')\n .attr('y', 48 + topOffset)\n .merge(labels)\n .text((d) => {\n if (d.value !== undefined && d.value !== null && d.value !== '') {\n return (\n d.name +\n ' = ' +\n (isNaN(d.value) ? d.value : this.tickFormat(d.value))\n );\n } else return d.name;\n })\n .attr('fill', (d) => (d.effect > 0 ? this.colors[0] : this.colors[1]))\n .attr('stroke', function (d) {\n d.textWidth = Math.max(\n this.getComputedTextLength(),\n scale(Math.abs(d.effect)) - 10\n );\n d.innerTextWidth = this.getComputedTextLength();\n return 'none';\n });\n this.filteredData = filteredData;\n\n // compute where the text labels should go\n if (data.length > 0) {\n pos = joinPoint + scale.invert(5);\n for (let i = joinPointIndex; i < data.length; ++i) {\n data[i].textx = pos;\n pos += scale.invert(data[i].textWidth + 10);\n }\n pos = joinPoint - scale.invert(5);\n for (let i = joinPointIndex - 1; i >= 0; --i) {\n data[i].textx = pos;\n pos -= scale.invert(data[i].textWidth + 10);\n }\n }\n\n labels\n .attr(\n 'x',\n (d) =>\n scale(d.textx) +\n scaleOffset +\n (d.effect > 0 ? -d.textWidth / 2 : d.textWidth / 2)\n )\n .attr('text-anchor', 'middle'); //d => d.effect > 0 ? 'end' : 'start');\n\n // Now that we know the text widths we further filter by what fits on the screen\n filteredData = filter(filteredData, (d) => {\n return (\n scale(d.textx) + scaleOffset > this.labelMargin &&\n scale(d.textx) + scaleOffset < width - this.labelMargin\n );\n });\n this.filteredData2 = filteredData;\n\n // Build an array with one extra feature added\n let filteredDataPlusOne = filteredData.slice();\n let ind = findIndex(data, filteredData[0]) - 1;\n if (ind >= 0) filteredDataPlusOne.unshift(data[ind]);\n\n let labelBacking: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.mainGroup.selectAll('.force-bar-labelBacking').data(filteredData);\n labelBacking\n .enter()\n .append('path')\n .attr('class', 'force-bar-labelBacking')\n .attr('stroke', 'none')\n .attr('opacity', 0.2)\n .merge(labelBacking)\n .attr('d', (d) => {\n return lineFunction([\n [\n scale(d.x) + scale(Math.abs(d.effect)) + scaleOffset,\n 23 + topOffset,\n ],\n [\n (d.effect > 0 ? scale(d.textx) : scale(d.textx) + d.textWidth) +\n scaleOffset +\n 5,\n 33 + topOffset,\n ],\n [\n (d.effect > 0 ? scale(d.textx) : scale(d.textx) + d.textWidth) +\n scaleOffset +\n 5,\n 54 + topOffset,\n ],\n [\n (d.effect > 0 ? scale(d.textx) - d.textWidth : scale(d.textx)) +\n scaleOffset -\n 5,\n 54 + topOffset,\n ],\n [\n (d.effect > 0 ? scale(d.textx) - d.textWidth : scale(d.textx)) +\n scaleOffset -\n 5,\n 33 + topOffset,\n ],\n [scale(d.x) + scaleOffset, 23 + topOffset],\n ]);\n })\n .attr('fill', (d) => `url(#linear-backgrad-${d.effect > 0 ? 0 : 1})`);\n labelBacking.exit().remove();\n\n let labelDividers: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.mainGroup\n .selectAll('.force-bar-labelDividers')\n .data(filteredData.slice(0, -1));\n labelDividers\n .enter()\n .append('rect')\n .attr('class', 'force-bar-labelDividers')\n .attr('height', '21px')\n .attr('width', '1px')\n .attr('y', 33 + topOffset)\n .merge(labelDividers)\n .attr(\n 'x',\n (d) =>\n (d.effect > 0 ? scale(d.textx) : scale(d.textx) + d.textWidth) +\n scaleOffset +\n 4.5\n )\n .attr('fill', (d) => `url(#linear-grad-${d.effect > 0 ? 0 : 1})`);\n labelDividers.exit().remove();\n\n let labelLinks: d3.Selection<\n any,\n any,\n SVGGElement,\n {}\n > = this.mainGroup\n .selectAll('.force-bar-labelLinks')\n .data(filteredData.slice(0, -1));\n labelLinks\n .enter()\n .append('line')\n .attr('class', 'force-bar-labelLinks')\n .attr('y1', 23 + topOffset)\n .attr('y2', 33 + topOffset)\n .attr('stroke-opacity', 0.5)\n .attr('stroke-width', 1)\n .merge(labelLinks)\n .attr('x1', (d) => scale(d.x) + scale(Math.abs(d.effect)) + scaleOffset)\n .attr(\n 'x2',\n (d) =>\n (d.effect > 0 ? scale(d.textx) : scale(d.textx) + d.textWidth) +\n scaleOffset +\n 5\n )\n .attr('stroke', (d) => (d.effect > 0 ? this.colors[0] : this.colors[1]));\n labelLinks.exit().remove();\n\n let blockDividers: any = this.mainGroup\n .selectAll('.force-bar-blockDividers')\n .data(data.slice(0, -1));\n blockDividers\n .enter()\n .append('path')\n .attr('class', 'force-bar-blockDividers')\n .attr('stroke-width', 2)\n .attr('fill', 'none')\n .merge(blockDividers)\n .attr('d', (d) => {\n let pos = scale(d.x) + scale(Math.abs(d.effect)) + scaleOffset;\n return lineFunction([\n [pos, 6 + topOffset],\n [pos + (d.effect < 0 ? -4 : 4), 14.5 + topOffset],\n [pos, 23 + topOffset],\n ]);\n })\n .attr('stroke', (d, i) => {\n if (joinPointIndex === i + 1 || Math.abs(d.effect) < 1e-8)\n return '#rgba(0,0,0,0)';\n else if (d.effect > 0) return this.brighterColors[0];\n else return this.brighterColors[1];\n });\n blockDividers.exit().remove();\n\n this.joinPointLine\n .attr('x1', scale(joinPoint) + scaleOffset)\n .attr('x2', scale(joinPoint) + scaleOffset)\n .attr('y1', 0 + topOffset)\n .attr('y2', 6 + topOffset)\n .attr('stroke', '#F2F2F2')\n .attr('stroke-width', 1)\n .attr('opacity', 1);\n\n this.joinPointLabelOutline\n .attr('x', scale(joinPoint) + scaleOffset)\n .attr('y', -5 + topOffset)\n .attr('color', '#fff')\n .attr('text-anchor', 'middle')\n .attr('font-weight', 'bold')\n .attr('stroke', '#fff')\n .attr('stroke-width', 6)\n .text(format(',.2f')(this.invLinkFunction(joinPoint - totalNegEffects)))\n .attr('opacity', 1);\n this.joinPointLabel\n .attr('x', scale(joinPoint) + scaleOffset)\n .attr('y', -5 + topOffset)\n .attr('text-anchor', 'middle')\n .attr('font-weight', 'bold')\n .attr('fill', '#000')\n .text(format(',.2f')(this.invLinkFunction(joinPoint - totalNegEffects)))\n .attr('opacity', 1);\n\n this.joinPointTitle\n .attr('x', scale(joinPoint) + scaleOffset)\n .attr('y', -22 + topOffset)\n .attr('text-anchor', 'middle')\n .attr('font-size', '12')\n .attr('fill', '#000')\n .text(this.outNames[0])\n .attr('opacity', 0.5);\n\n if (!this.hideBars) {\n this.joinPointTitleLeft\n .attr('x', scale(joinPoint) + scaleOffset - 16)\n .attr('y', -38 + topOffset)\n .attr('text-anchor', 'end')\n .attr('font-size', '13')\n .attr('fill', this.colors[0])\n .text('higher')\n .attr('opacity', 1.0);\n this.joinPointTitleRight\n .attr('x', scale(joinPoint) + scaleOffset + 16)\n .attr('y', -38 + topOffset)\n .attr('text-anchor', 'start')\n .attr('font-size', '13')\n .attr('fill', this.colors[1])\n .text('lower')\n .attr('opacity', 1.0);\n\n this.joinPointTitleLeftArrow\n .attr('x', scale(joinPoint) + scaleOffset + 7)\n .attr('y', -42 + topOffset)\n .attr('text-anchor', 'end')\n .attr('font-size', '13')\n .attr('fill', this.colors[0])\n .text('→')\n .attr('opacity', 1.0);\n this.joinPointTitleRightArrow\n .attr('x', scale(joinPoint) + scaleOffset - 7)\n .attr('y', -36 + topOffset)\n .attr('text-anchor', 'start')\n .attr('font-size', '13')\n .attr('fill', this.colors[1])\n .text('←')\n .attr('opacity', 1.0);\n }\n if (!this.hideBaseValueLabel) {\n this.baseValueTitle\n .attr('x', this.scaleCentered(0))\n .attr('y', -22 + topOffset)\n .attr('text-anchor', 'middle')\n .attr('font-size', '12')\n .attr('fill', '#000')\n .text('Base value')\n .attr('opacity', 0.5);\n }\n this.isLoaded.emit();\n }\n}\n","
\n \n
\n","import {\n AfterViewInit,\n Component,\n EventEmitter,\n Input,\n Output,\n} from '@angular/core';\nimport { each, debounce, sortBy } from 'lodash';\nimport * as d3 from 'd3';\n\nimport { InfluenceData } from '../shap-data';\n\n@Component({\n selector: 'shap-influence',\n templateUrl: './shap-influence.component.html',\n styleUrls: ['./shap-influence.component.scss'],\n})\nexport class ShapInfluenceComponent implements AfterViewInit {\n @Input() influenceColors: string[] = [\n 'rgb(222, 53, 13)',\n 'rgb(111, 207, 151)',\n ];\n @Input() predictions: number[] = [1];\n @Input() predictionNames: string[] = ['Income'];\n @Input() labelAmount: number = 7;\n\n @Input() data: InfluenceData = {\n featureNames: {\n '0': 'age',\n '1': 'workClass',\n '2': 'education',\n '3': 'maritualStatus',\n '4': 'occupation',\n '5': 'relationship',\n '6': 'race',\n '7': 'sex',\n '8': 'capitalGain',\n '9': 'capitalLoss',\n '10': 'hoursPerWeek',\n '11': 'nativeCountry',\n },\n valueNames: {\n '0': '50',\n '1': 'Middle',\n '2': 'Bachelor of Science',\n '3': 'Married',\n '4': 'Engineer',\n '5': 'Yes',\n '6': 'Dutch',\n '7': 'Female',\n '8': '12250',\n '9': '500',\n '10': '50',\n '11': 'Australia',\n },\n features: {\n '0': { value: 50, effect: 0.009206349206349593 },\n '1': { value: 0, effect: -0.03126984126984064 },\n '2': { value: 13, effect: 0.024285714285714452 },\n '3': { value: 2, effect: 0 },\n '4': { value: 4, effect: 0.04214285714285741 },\n '5': { value: 1, effect: -0.08801587301587223 },\n '6': { value: 0, effect: -0.028888888888888298 },\n '7': { value: 1, effect: 0 },\n '8': { value: 12250, effect: 0.8580158730158687 },\n '9': { value: 500, effect: -0.14198412698412655 },\n '10': { value: 50, effect: 0.00047619047619129606 },\n '11': { value: 40, effect: -0.04396825396825377 },\n },\n };\n\n @Output() isLoaded = new EventEmitter();\n\n private readonly PREDICTION_GROUP_HEIGHT = 35;\n private readonly MARGIN = 20;\n private readonly OFFSET_Y = 20;\n private readonly LABEL_HEIGHT = 20;\n private readonly BINS = 6;\n\n private svg: d3.Selection;\n private labelGroup: d3.Selection;\n private influenceGroup: d3.Selection;\n private importantFactors: d3.Selection;\n private predictionGroup: d3.Selection;\n\n private labels: d3.Selection[] = [];\n private influences: d3.Selection[] = [];\n private predictionLabels: d3.Selection[] =\n [];\n private predictionValues: d3.Selection[] =\n [];\n\n private redraw: any;\n\n constructor() {\n this.redraw = debounce(() => this.draw(), 200);\n }\n\n ngAfterViewInit(): void {\n this.svg = d3.select('#influence');\n\n this.predictionGroup = this.svg.append('g');\n this.importantFactors = this.svg.append('text');\n this.labelGroup = this.svg.append('g');\n this.influenceGroup = this.svg.append('g');\n\n each(this.data.featureNames, () => {\n this.labels.push(this.labelGroup.append('text'));\n this.influences.push(this.influenceGroup.append('text'));\n });\n\n each(this.predictions, () => {\n this.predictionLabels.push(this.predictionGroup.append('text'));\n this.predictionValues.push(this.predictionGroup.append('text'));\n });\n\n window.addEventListener('resize', this.redraw);\n window.setTimeout(this.redraw, 50);\n }\n\n public draw(): any {\n const predictionHeight = this.PREDICTION_GROUP_HEIGHT + this.MARGIN;\n const predictionAmount = this.predictions.length;\n const featureLabelsOffset =\n predictionHeight * predictionAmount + this.MARGIN;\n\n this.calculatePlusMinus(this.BINS);\n\n const data = sortBy(\n this.data.features,\n (feature) => 1 / Math.abs(feature.effect)\n );\n\n this.importantFactors\n .attr('x', 0)\n .attr('y', featureLabelsOffset)\n .attr('font-size', '14')\n .attr('font-weight', 'bold')\n .attr('fill', '#000000')\n .text('Important factors');\n\n each(this.predictions, (prediction, i) => {\n this.predictionLabels[i]\n .attr('x', 0)\n .attr('y', this.OFFSET_Y + i * predictionHeight)\n .attr('font-size', '14')\n .attr('font-weight', 'bold')\n .attr('fill', '#000000')\n .text(this.predictionNames[i]);\n\n this.predictionValues[i]\n .attr('x', 0)\n .attr('y', this.OFFSET_Y + i * predictionHeight + this.LABEL_HEIGHT)\n .attr('font-size', '14')\n .attr('fill', '#000000')\n .text(prediction);\n });\n\n each(data, (feature, i) => {\n if (i < this.labelAmount) {\n const result = feature.name.replace(/([A-Z])/g, ' $1');\n const name = result.charAt(0).toUpperCase() + result.slice(1);\n\n this.labels[i]\n .attr('x', 0)\n .attr('y', featureLabelsOffset + this.LABEL_HEIGHT * i + this.MARGIN)\n .attr('font-size', '14')\n .attr('fill', '#000000')\n .text(`${name}: ${feature.valueName}`);\n\n this.influences[i]\n .attr('x', 200)\n .attr('y', featureLabelsOffset + this.LABEL_HEIGHT * i + this.MARGIN)\n .attr('font-size', '14')\n .attr('font-weight', 'bold')\n .attr(\n 'fill',\n feature.binDistance < 0\n ? this.influenceColors[0]\n : this.influenceColors[1]\n )\n .text(this.plusMinusLabel(feature.binDistance));\n }\n });\n\n this.setScaledDimentions();\n this.isLoaded.emit();\n }\n\n private setScaledDimentions(): void {\n const totalHeight =\n this.predictionGroup.node().getBBox().height +\n this.influenceGroup.node().getBBox().height +\n this.importantFactors.node().getBBox().height +\n this.MARGIN * 2;\n const totalWidth =\n this.getMaxSize('width', this.influences) +\n this.getMaxSize('width', this.labels) +\n this.MARGIN;\n\n each(this.influences, (influence) => {\n influence.attr('x', this.getMaxSize('width', this.labels) + this.MARGIN);\n });\n\n this.svg.attr('height', totalHeight).attr('width', totalWidth);\n\n each(this.predictionLabels, (predictionLabel) => {\n const leftOffset =\n this.svg.node().getBBox().width / 2 -\n predictionLabel.node().getBBox().width / 2;\n predictionLabel.attr('x', leftOffset);\n });\n\n each(this.predictionValues, (predictionValue) => {\n const leftOffset =\n this.svg.node().getBBox().width / 2 -\n predictionValue.node().getBBox().width / 2;\n predictionValue.attr('x', leftOffset);\n });\n }\n\n private calculatePlusMinus(amountOfBins: number): void {\n each(this.data.featureNames, (name, i) => {\n if (this.data.features[i]) this.data.features[i].name = name;\n });\n\n each(this.data.valueNames, (valueName, i) => {\n if (this.data.features[i]) this.data.features[i].valueName = valueName;\n });\n\n const minEffect = Math.min(\n ...Object.values(this.data.features).map((feature) => feature.effect)\n );\n const maxEffect = Math.max(\n ...Object.values(this.data.features).map((feature) => feature.effect)\n );\n let binMin = minEffect;\n let binMax: number;\n let bins: { min: number; max: number; distance: number }[] = [];\n let binFlipPoint = amountOfBins / 2;\n\n for (let i = 0; i < amountOfBins; i++) {\n let distance: number;\n\n if (i < binFlipPoint) {\n distance = i - binFlipPoint;\n binMax = binMin + Math.abs(minEffect) / binFlipPoint;\n } else {\n distance = i - binFlipPoint + 1;\n binMax = distance * (maxEffect / binFlipPoint);\n }\n\n bins.push({ min: binMin, max: binMax, distance: distance });\n binMin = binMax;\n }\n\n each(this.data.features, (feature, i) => {\n bins.forEach((bin) => {\n if (feature.effect >= bin.min && feature.effect <= bin.max) {\n this.data.features[i].binDistance = bin.distance;\n }\n });\n });\n }\n\n private plusMinusLabel(binDistance: number): string {\n if (binDistance >= 0) {\n let plusses = [];\n for (let i = 0; i < binDistance; i++) {\n plusses.push('+');\n }\n return plusses.join(' ');\n } else {\n let minusses = [];\n for (let i = 0; i < Math.abs(binDistance); i++) {\n minusses.push('-');\n }\n return minusses.join(' ');\n }\n }\n\n private getMaxSize(\n size: 'width' | 'height',\n array: d3.Selection[]\n ): number {\n return Math.max(...array.map((object) => object.node().getBBox()[size]));\n }\n}\n","
\n \n
\n","import { NgModule } from '@angular/core';\nimport { ShapAdditiveForceArrayComponent } from './shap-additive-force-array/shap-additive-force-array.component';\nimport { ShapAdditiveForceComponent } from './shap-additive-force/shap-additive-force.component';\nimport { ShapInfluenceComponent } from './shap-influence/shap-influence.component';\n\n@NgModule({\n declarations: [\n ShapAdditiveForceComponent,\n ShapAdditiveForceArrayComponent,\n ShapInfluenceComponent,\n ],\n imports: [],\n exports: [\n ShapAdditiveForceComponent,\n ShapAdditiveForceArrayComponent,\n ShapInfluenceComponent,\n ],\n})\nexport class ShapExplainersModule {}\n","/*\n * Public API Surface of shap-explainers\n */\n\nexport * from './shap-explainers.module';\nexport * from './shap-additive-force/shap-additive-force.component';\nexport * from './shap-additive-force-array/shap-additive-force-array.component';\nexport * from './shap-influence/shap-influence.component';\nexport * from './shap-data';\n","/**\n * Generated bundle index. Do not edit.\n */\n\nexport * from 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