chore: import upstream snapshot with attribution
This commit is contained in:
@@ -0,0 +1,950 @@
|
||||
import React from "react";
|
||||
import { select, pointer } from "d3-selection";
|
||||
import { scaleLinear, scaleTime } from "d3-scale";
|
||||
import { format } from "d3-format";
|
||||
import { timeFormat, timeParse } from "d3-time-format";
|
||||
import { axisBottom, axisLeft } from "d3-axis";
|
||||
import { line } from "d3-shape";
|
||||
import { hsl } from "d3-color";
|
||||
import {
|
||||
sortBy,
|
||||
min,
|
||||
max,
|
||||
map,
|
||||
each,
|
||||
sum,
|
||||
filter,
|
||||
debounce,
|
||||
keys,
|
||||
range,
|
||||
rangeRight,
|
||||
cloneDeep,
|
||||
findKey
|
||||
} from "lodash";
|
||||
import colors from "./color-set";
|
||||
|
||||
class AdditiveForceArrayVisualizer extends React.Component {
|
||||
constructor() {
|
||||
super();
|
||||
window.lastAdditiveForceArrayVisualizer = this;
|
||||
this.topOffset = 28;
|
||||
this.leftOffset = 80;
|
||||
this.height = 350;
|
||||
this.effectFormat = format(".2");
|
||||
this.redraw = debounce(() => this.draw(), 200);
|
||||
}
|
||||
|
||||
componentDidMount() {
|
||||
// create our permanent elements
|
||||
this.mainGroup = this.svg.append("g");
|
||||
this.onTopGroup = this.svg.append("g");
|
||||
this.xaxisElement = this.onTopGroup
|
||||
.append("g")
|
||||
.attr("transform", "translate(0,35)")
|
||||
.attr("class", "force-bar-array-xaxis");
|
||||
this.yaxisElement = this.onTopGroup
|
||||
.append("g")
|
||||
.attr("transform", "translate(0,35)")
|
||||
.attr("class", "force-bar-array-yaxis");
|
||||
this.hoverGroup1 = this.svg.append("g");
|
||||
this.hoverGroup2 = this.svg.append("g");
|
||||
this.baseValueTitle = this.svg.append("text");
|
||||
this.hoverLine = this.svg.append("line");
|
||||
this.hoverxOutline = this.svg
|
||||
.append("text")
|
||||
.attr("text-anchor", "middle")
|
||||
.attr("font-weight", "bold")
|
||||
.attr("fill", "#fff")
|
||||
.attr("stroke", "#fff")
|
||||
.attr("stroke-width", "6")
|
||||
.attr("font-size", "12px");
|
||||
this.hoverx = this.svg
|
||||
.append("text")
|
||||
.attr("text-anchor", "middle")
|
||||
.attr("font-weight", "bold")
|
||||
.attr("fill", "#000")
|
||||
.attr("font-size", "12px");
|
||||
this.hoverxTitle = this.svg
|
||||
.append("text")
|
||||
.attr("text-anchor", "middle")
|
||||
.attr("opacity", 0.6)
|
||||
.attr("font-size", "12px");
|
||||
this.hoveryOutline = this.svg
|
||||
.append("text")
|
||||
.attr("text-anchor", "end")
|
||||
.attr("font-weight", "bold")
|
||||
.attr("fill", "#fff")
|
||||
.attr("stroke", "#fff")
|
||||
.attr("stroke-width", "6")
|
||||
.attr("font-size", "12px");
|
||||
this.hovery = this.svg
|
||||
.append("text")
|
||||
.attr("text-anchor", "end")
|
||||
.attr("font-weight", "bold")
|
||||
.attr("fill", "#000")
|
||||
.attr("font-size", "12px");
|
||||
this.xlabel = this.wrapper.select(".additive-force-array-xlabel");
|
||||
this.ylabel = this.wrapper.select(".additive-force-array-ylabel");
|
||||
|
||||
// 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));
|
||||
|
||||
// create our axes
|
||||
let defaultFormat = format(",.4");
|
||||
if ((this.props.ordering_keys != null) && (this.props.ordering_keys_time_format != null)) {
|
||||
this.parseTime = timeParse(this.props.ordering_keys_time_format);
|
||||
this.formatTime = timeFormat(this.props.ordering_keys_time_format);
|
||||
|
||||
function condFormat(x) {
|
||||
if (typeof(x) == "object") {
|
||||
return this.formatTime(x);
|
||||
} else {
|
||||
return defaultFormat(x);
|
||||
};
|
||||
}
|
||||
|
||||
this.xtickFormat = condFormat;
|
||||
|
||||
} else {
|
||||
this.parseTime = null;
|
||||
this.formatTime = null;
|
||||
this.xtickFormat = defaultFormat;
|
||||
}
|
||||
this.xscale = scaleLinear();
|
||||
this.xaxis = axisBottom()
|
||||
.scale(this.xscale)
|
||||
.tickSizeInner(4)
|
||||
.tickSizeOuter(0)
|
||||
.tickFormat(d => this.xtickFormat(d))
|
||||
.tickPadding(-18);
|
||||
|
||||
this.ytickFormat = defaultFormat;
|
||||
this.yscale = scaleLinear();
|
||||
this.yaxis = axisLeft()
|
||||
.scale(this.yscale)
|
||||
.tickSizeInner(4)
|
||||
.tickSizeOuter(0)
|
||||
.tickFormat(d => this.ytickFormat(this.invLinkFunction(d)))
|
||||
.tickPadding(2);
|
||||
|
||||
this.xlabel.node().onchange = () => this.internalDraw();
|
||||
this.ylabel.node().onchange = () => this.internalDraw();
|
||||
|
||||
this.svg.on("mousemove", event => this.mouseMoved(event));
|
||||
this.svg.on("click", () => alert("This original index of the sample you clicked is " + this.nearestExpIndex));
|
||||
|
||||
this.svg.on("mouseout", x => this.mouseOut(x));
|
||||
|
||||
// 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();
|
||||
}
|
||||
|
||||
mouseOut() {
|
||||
this.hoverLine.attr("display", "none");
|
||||
this.hoverx.attr("display", "none");
|
||||
this.hoverxOutline.attr("display", "none");
|
||||
this.hoverxTitle.attr("display", "none");
|
||||
this.hovery.attr("display", "none");
|
||||
this.hoveryOutline.attr("display", "none");
|
||||
this.hoverGroup1.attr("display", "none");
|
||||
this.hoverGroup2.attr("display", "none");
|
||||
}
|
||||
|
||||
mouseMoved(event) {
|
||||
let i, nearestExp;
|
||||
|
||||
this.hoverLine.attr("display", "");
|
||||
this.hoverx.attr("display", "");
|
||||
this.hoverxOutline.attr("display", "");
|
||||
this.hoverxTitle.attr("display", "");
|
||||
this.hovery.attr("display", "");
|
||||
this.hoveryOutline.attr("display", "");
|
||||
this.hoverGroup1.attr("display", "");
|
||||
this.hoverGroup2.attr("display", "");
|
||||
|
||||
let x = pointer(event, this.svg.node())[0];
|
||||
if (this.props.explanations) {
|
||||
|
||||
// Find the nearest explanation to the cursor position
|
||||
for (i = 0; i < this.currExplanations.length; ++i) {
|
||||
if (
|
||||
!nearestExp ||
|
||||
Math.abs(nearestExp.xmapScaled - x) >
|
||||
Math.abs(this.currExplanations[i].xmapScaled - x)
|
||||
) {
|
||||
nearestExp = this.currExplanations[i];
|
||||
}
|
||||
}
|
||||
this.nearestExpIndex = nearestExp.origInd;
|
||||
|
||||
this.hoverLine
|
||||
.attr("x1", nearestExp.xmapScaled)
|
||||
.attr("x2", nearestExp.xmapScaled)
|
||||
.attr("y1", 0 + this.topOffset)
|
||||
.attr("y2", this.height);
|
||||
this.hoverx
|
||||
.attr("x", nearestExp.xmapScaled)
|
||||
.attr("y", this.topOffset - 5)
|
||||
.text(this.xtickFormat(nearestExp.xmap));
|
||||
this.hoverxOutline
|
||||
.attr("x", nearestExp.xmapScaled)
|
||||
.attr("y", this.topOffset - 5)
|
||||
.text(this.xtickFormat(nearestExp.xmap));
|
||||
this.hoverxTitle
|
||||
.attr("x", nearestExp.xmapScaled)
|
||||
.attr("y", this.topOffset - 18)
|
||||
.text(
|
||||
nearestExp.count > 1 ? nearestExp.count + " averaged samples" : ""
|
||||
);
|
||||
this.hovery
|
||||
.attr("x", this.leftOffset - 6)
|
||||
.attr("y", nearestExp.joinPointy)
|
||||
.text(this.ytickFormat(this.invLinkFunction(nearestExp.joinPoint)));
|
||||
this.hoveryOutline
|
||||
.attr("x", this.leftOffset - 6)
|
||||
.attr("y", nearestExp.joinPointy)
|
||||
.text(this.ytickFormat(this.invLinkFunction(nearestExp.joinPoint)));
|
||||
|
||||
let posFeatures = [];
|
||||
let lastPos, pos;
|
||||
for (let j = this.currPosOrderedFeatures.length - 1; j >= 0; --j) {
|
||||
let i = this.currPosOrderedFeatures[j];
|
||||
let d = nearestExp.features[i];
|
||||
pos = 5 + (d.posyTop + d.posyBottom) / 2;
|
||||
if (
|
||||
(!lastPos || pos - lastPos >= 15) &&
|
||||
d.posyTop - d.posyBottom >= 6
|
||||
) {
|
||||
posFeatures.push(d);
|
||||
lastPos = pos;
|
||||
}
|
||||
}
|
||||
|
||||
let negFeatures = [];
|
||||
lastPos = undefined;
|
||||
for (let i of this.currNegOrderedFeatures) {
|
||||
let d = nearestExp.features[i];
|
||||
pos = 5 + (d.negyTop + d.negyBottom) / 2;
|
||||
if (
|
||||
(!lastPos || lastPos - pos >= 15) &&
|
||||
d.negyTop - d.negyBottom >= 6
|
||||
) {
|
||||
negFeatures.push(d);
|
||||
lastPos = pos;
|
||||
}
|
||||
}
|
||||
|
||||
let labelFunc = d => {
|
||||
let valString = "";
|
||||
if (d.value !== null && d.value !== undefined) {
|
||||
valString =
|
||||
" = " + (isNaN(d.value) ? d.value : this.ytickFormat(d.value));
|
||||
}
|
||||
if (nearestExp.count > 1) {
|
||||
return "mean(" + this.props.featureNames[d.ind] + ")" + valString;
|
||||
} else {
|
||||
return this.props.featureNames[d.ind] + valString;
|
||||
}
|
||||
};
|
||||
|
||||
let featureHoverLabels1 = this.hoverGroup1
|
||||
.selectAll(".pos-values")
|
||||
.data(posFeatures);
|
||||
featureHoverLabels1
|
||||
.enter()
|
||||
.append("text")
|
||||
.attr("class", "pos-values")
|
||||
.merge(featureHoverLabels1)
|
||||
.attr("x", nearestExp.xmapScaled + 5)
|
||||
.attr("y", d => 4 + (d.posyTop + d.posyBottom) / 2)
|
||||
.attr("text-anchor", "start")
|
||||
.attr("font-size", 12)
|
||||
.attr("stroke", "#fff")
|
||||
.attr("fill", "#fff")
|
||||
.attr("stroke-width", "4")
|
||||
.attr("stroke-linejoin", "round")
|
||||
.attr("opacity", 1)
|
||||
.text(labelFunc);
|
||||
featureHoverLabels1.exit().remove();
|
||||
|
||||
let featureHoverLabels2 = this.hoverGroup2
|
||||
.selectAll(".pos-values")
|
||||
.data(posFeatures);
|
||||
featureHoverLabels2
|
||||
.enter()
|
||||
.append("text")
|
||||
.attr("class", "pos-values")
|
||||
.merge(featureHoverLabels2)
|
||||
.attr("x", nearestExp.xmapScaled + 5)
|
||||
.attr("y", d => 4 + (d.posyTop + d.posyBottom) / 2)
|
||||
.attr("text-anchor", "start")
|
||||
.attr("font-size", 12)
|
||||
.attr("fill", this.colors[0])
|
||||
.text(labelFunc);
|
||||
featureHoverLabels2.exit().remove();
|
||||
|
||||
let featureHoverNegLabels1 = this.hoverGroup1
|
||||
.selectAll(".neg-values")
|
||||
.data(negFeatures);
|
||||
featureHoverNegLabels1
|
||||
.enter()
|
||||
.append("text")
|
||||
.attr("class", "neg-values")
|
||||
.merge(featureHoverNegLabels1)
|
||||
.attr("x", nearestExp.xmapScaled + 5)
|
||||
.attr("y", d => 4 + (d.negyTop + d.negyBottom) / 2)
|
||||
.attr("text-anchor", "start")
|
||||
.attr("font-size", 12)
|
||||
.attr("stroke", "#fff")
|
||||
.attr("fill", "#fff")
|
||||
.attr("stroke-width", "4")
|
||||
.attr("stroke-linejoin", "round")
|
||||
.attr("opacity", 1)
|
||||
.text(labelFunc);
|
||||
featureHoverNegLabels1.exit().remove();
|
||||
|
||||
let featureHoverNegLabels2 = this.hoverGroup2
|
||||
.selectAll(".neg-values")
|
||||
.data(negFeatures);
|
||||
featureHoverNegLabels2
|
||||
.enter()
|
||||
.append("text")
|
||||
.attr("class", "neg-values")
|
||||
.merge(featureHoverNegLabels2)
|
||||
.attr("x", nearestExp.xmapScaled + 5)
|
||||
.attr("y", d => 4 + (d.negyTop + d.negyBottom) / 2)
|
||||
.attr("text-anchor", "start")
|
||||
.attr("font-size", 12)
|
||||
.attr("fill", this.colors[1])
|
||||
.text(labelFunc);
|
||||
featureHoverNegLabels2.exit().remove();
|
||||
}
|
||||
}
|
||||
|
||||
draw() {
|
||||
if (!this.props.explanations || this.props.explanations.length === 0)
|
||||
return;
|
||||
|
||||
// record the order in which the explanations were given
|
||||
each(this.props.explanations, (x, i) => (x.origInd = i));
|
||||
|
||||
// Find what features are actually used
|
||||
let posDefinedFeatures = {};
|
||||
let negDefinedFeatures = {};
|
||||
let definedFeaturesValues = {};
|
||||
for (let e of this.props.explanations) {
|
||||
for (let k in e.features) {
|
||||
if (posDefinedFeatures[k] === undefined) {
|
||||
posDefinedFeatures[k] = 0;
|
||||
negDefinedFeatures[k] = 0;
|
||||
definedFeaturesValues[k] = 0;
|
||||
}
|
||||
if (e.features[k].effect > 0) {
|
||||
posDefinedFeatures[k] += e.features[k].effect;
|
||||
} else {
|
||||
negDefinedFeatures[k] -= e.features[k].effect;
|
||||
}
|
||||
if (e.features[k].value !== null && e.features[k].value !== undefined) {
|
||||
definedFeaturesValues[k] += 1;
|
||||
}
|
||||
}
|
||||
}
|
||||
this.usedFeatures = sortBy(
|
||||
keys(posDefinedFeatures),
|
||||
i => -(posDefinedFeatures[i] + negDefinedFeatures[i])
|
||||
);
|
||||
console.log("found ", this.usedFeatures.length, " used features");
|
||||
|
||||
this.posOrderedFeatures = sortBy(
|
||||
this.usedFeatures,
|
||||
i => posDefinedFeatures[i]
|
||||
);
|
||||
this.negOrderedFeatures = sortBy(
|
||||
this.usedFeatures,
|
||||
i => -negDefinedFeatures[i]
|
||||
);
|
||||
this.singleValueFeatures = filter(
|
||||
this.usedFeatures,
|
||||
i => definedFeaturesValues[i] > 0
|
||||
);
|
||||
|
||||
let options = [
|
||||
"sample order by similarity",
|
||||
"sample order by output value",
|
||||
"original sample ordering"
|
||||
].concat(this.singleValueFeatures.map(i => this.props.featureNames[i]));
|
||||
if (this.props.ordering_keys != null) {
|
||||
options.unshift("sample order by key");
|
||||
}
|
||||
|
||||
let xLabelOptions = this.xlabel.selectAll("option").data(options);
|
||||
xLabelOptions
|
||||
.enter()
|
||||
.append("option")
|
||||
.merge(xLabelOptions)
|
||||
.attr("value", d => d)
|
||||
.text(d => d);
|
||||
xLabelOptions.exit().remove();
|
||||
|
||||
let n = this.props.outNames[0]
|
||||
? this.props.outNames[0]
|
||||
: "model output value";
|
||||
options = map(this.usedFeatures, i => [
|
||||
this.props.featureNames[i],
|
||||
this.props.featureNames[i] + " effects"
|
||||
]);
|
||||
options.unshift(["model output value", n]);
|
||||
let yLabelOptions = this.ylabel.selectAll("option").data(options);
|
||||
yLabelOptions
|
||||
.enter()
|
||||
.append("option")
|
||||
.merge(yLabelOptions)
|
||||
.attr("value", d => d[0])
|
||||
.text(d => d[1]);
|
||||
yLabelOptions.exit().remove();
|
||||
|
||||
this.ylabel
|
||||
.style(
|
||||
"top",
|
||||
(this.height - 10 - this.topOffset) / 2 + this.topOffset + "px"
|
||||
)
|
||||
.style("left", 10 - this.ylabel.node().offsetWidth / 2 + "px");
|
||||
this.internalDraw();
|
||||
}
|
||||
|
||||
internalDraw() {
|
||||
// we fill in any implicit feature values and assume they have a zero effect and value
|
||||
for (let e of this.props.explanations) {
|
||||
for (let i of this.usedFeatures) {
|
||||
if (!e.features.hasOwnProperty(i)) {
|
||||
e.features[i] = { effect: 0, value: 0 };
|
||||
}
|
||||
e.features[i].ind = i;
|
||||
}
|
||||
}
|
||||
|
||||
let explanations;
|
||||
let xsort = this.xlabel.node().value;
|
||||
|
||||
|
||||
// Set scaleTime if time ticks provided for original ordering
|
||||
let isTimeScale = ((xsort === "sample order by key") &&
|
||||
(this.props.ordering_keys_time_format != null));
|
||||
if (isTimeScale) {
|
||||
this.xscale = scaleTime();
|
||||
} else {
|
||||
this.xscale = scaleLinear();
|
||||
}
|
||||
this.xaxis.scale(this.xscale);
|
||||
|
||||
|
||||
if (xsort === "sample order by similarity") {
|
||||
explanations = sortBy(this.props.explanations, x => x.simIndex);
|
||||
each(explanations, (e, i) => (e.xmap = i));
|
||||
} else if (xsort === "sample order by output value") {
|
||||
explanations = sortBy(this.props.explanations, x => -x.outValue);
|
||||
each(explanations, (e, i) => (e.xmap = i));
|
||||
} else if (xsort === "original sample ordering") {
|
||||
explanations = sortBy(this.props.explanations, x => x.origInd);
|
||||
each(explanations, (e, i) => (e.xmap = i));
|
||||
} else if (xsort === "sample order by key") {
|
||||
explanations = this.props.explanations;
|
||||
if (isTimeScale) {
|
||||
each(explanations, (e, i) => (e.xmap = this.parseTime(this.props.ordering_keys[i])));
|
||||
} else {
|
||||
each(explanations, (e, i) => (e.xmap = this.props.ordering_keys[i]));
|
||||
}
|
||||
explanations = sortBy(explanations, e => e.xmap);
|
||||
} else {
|
||||
let ind = findKey(this.props.featureNames, x => x === xsort);
|
||||
each(this.props.explanations, (e, i) => (e.xmap = e.features[ind].value));
|
||||
let explanations2 = sortBy(this.props.explanations, x => x.xmap);
|
||||
let xvals = map(explanations2, x => x.xmap);
|
||||
if (typeof xvals[0] == "string") {
|
||||
alert("Ordering by category names is not yet supported.");
|
||||
return;
|
||||
}
|
||||
let xmin = min(xvals);
|
||||
let xmax = max(xvals);
|
||||
let binSize = (xmax - xmin) / 100;
|
||||
|
||||
// Build explanations where effects are averaged when the x values are identical
|
||||
explanations = [];
|
||||
let laste, copye;
|
||||
for (let i = 0; i < explanations2.length; ++i) {
|
||||
let e = explanations2[i];
|
||||
if (
|
||||
(laste && (!copye && e.xmap - laste.xmap <= binSize)) ||
|
||||
(copye && e.xmap - copye.xmap <= binSize)
|
||||
) {
|
||||
if (!copye) {
|
||||
copye = cloneDeep(laste);
|
||||
copye.count = 1;
|
||||
}
|
||||
for (let j of this.usedFeatures) {
|
||||
copye.features[j].effect += e.features[j].effect;
|
||||
copye.features[j].value += e.features[j].value;
|
||||
}
|
||||
copye.count += 1;
|
||||
} else if (laste) {
|
||||
if (copye) {
|
||||
for (let j of this.usedFeatures) {
|
||||
copye.features[j].effect /= copye.count;
|
||||
copye.features[j].value /= copye.count;
|
||||
}
|
||||
explanations.push(copye);
|
||||
copye = undefined;
|
||||
} else {
|
||||
explanations.push(laste);
|
||||
}
|
||||
}
|
||||
laste = e;
|
||||
}
|
||||
if (laste.xmap - explanations[explanations.length - 1].xmap > binSize) {
|
||||
explanations.push(laste);
|
||||
}
|
||||
}
|
||||
|
||||
// adjust for the correct y-value we are plotting
|
||||
this.currUsedFeatures = this.usedFeatures;
|
||||
this.currPosOrderedFeatures = this.posOrderedFeatures;
|
||||
this.currNegOrderedFeatures = this.negOrderedFeatures;
|
||||
//let filteredFeatureNames = this.props.featureNames;
|
||||
let yvalue = this.ylabel.node().value;
|
||||
if (yvalue !== "model output value") {
|
||||
let olde = explanations;
|
||||
explanations = cloneDeep(explanations); // TODO: add pointer from old explanations which is prop.explanations to new ones
|
||||
let ind = findKey(this.props.featureNames, x => x === yvalue);
|
||||
|
||||
for (let i = 0; i < explanations.length; ++i) {
|
||||
let v = explanations[i].features[ind];
|
||||
explanations[i].features = {};
|
||||
explanations[i].features[ind] = v;
|
||||
olde[i].remapped_version = explanations[i];
|
||||
}
|
||||
//filteredFeatureNames = [this.props.featureNames[ind]];
|
||||
this.currUsedFeatures = [ind];
|
||||
this.currPosOrderedFeatures = [ind];
|
||||
this.currNegOrderedFeatures = [ind];
|
||||
}
|
||||
this.currExplanations = explanations;
|
||||
|
||||
// determine the link function
|
||||
if (this.props.link === "identity") {
|
||||
// assume all links are the same
|
||||
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);
|
||||
}
|
||||
|
||||
this.predValues = map(explanations, e =>
|
||||
sum(map(e.features, x => x.effect))
|
||||
);
|
||||
|
||||
let width = this.wrapper.node().offsetWidth;
|
||||
if (width == 0) return setTimeout(() => this.draw(explanations), 500);
|
||||
|
||||
this.svg.style("height", this.height + "px");
|
||||
this.svg.style("width", width + "px");
|
||||
|
||||
let xvals = map(explanations, x => x.xmap);
|
||||
this.xscale
|
||||
.domain([min(xvals), max(xvals)])
|
||||
.range([this.leftOffset, width])
|
||||
.clamp(true);
|
||||
this.xaxisElement
|
||||
.attr("transform", "translate(0," + this.topOffset + ")")
|
||||
.call(this.xaxis);
|
||||
|
||||
for (let i = 0; i < this.currExplanations.length; ++i) {
|
||||
this.currExplanations[i].xmapScaled = this.xscale(
|
||||
this.currExplanations[i].xmap
|
||||
);
|
||||
}
|
||||
|
||||
let N = explanations.length;
|
||||
let domainSize = 0;
|
||||
for (let ind = 0; ind < N; ++ind) {
|
||||
let data2 = explanations[ind].features;
|
||||
//if (data2.length !== P) error("Explanations have differing numbers of features!");
|
||||
let totalPosEffects =
|
||||
sum(map(filter(data2, x => x.effect > 0), x => x.effect)) || 0;
|
||||
let totalNegEffects =
|
||||
sum(map(filter(data2, x => x.effect < 0), x => -x.effect)) || 0;
|
||||
domainSize = Math.max(
|
||||
domainSize,
|
||||
Math.max(totalPosEffects, totalNegEffects) * 2.2
|
||||
);
|
||||
}
|
||||
this.yscale
|
||||
.domain([-domainSize / 2, domainSize / 2])
|
||||
.range([this.height - 10, this.topOffset]);
|
||||
this.yaxisElement
|
||||
.attr("transform", "translate(" + this.leftOffset + ",0)")
|
||||
.call(this.yaxis);
|
||||
|
||||
for (let ind = 0; ind < N; ++ind) {
|
||||
let data2 = explanations[ind].features;
|
||||
//console.log(length(data2))
|
||||
|
||||
let totalNegEffects =
|
||||
sum(map(filter(data2, x => x.effect < 0), x => -x.effect)) || 0;
|
||||
|
||||
//let scaleOffset = height/2 - this.yscale(totalNegEffects);
|
||||
|
||||
// calculate the position of the join point between positive and negative effects
|
||||
// and also the positions of each feature effect block
|
||||
let pos = -totalNegEffects,
|
||||
i;
|
||||
for (i of this.currPosOrderedFeatures) {
|
||||
data2[i].posyTop = this.yscale(pos);
|
||||
if (data2[i].effect > 0) pos += data2[i].effect;
|
||||
data2[i].posyBottom = this.yscale(pos);
|
||||
data2[i].ind = i;
|
||||
}
|
||||
let joinPoint = pos;
|
||||
for (i of this.currNegOrderedFeatures) {
|
||||
data2[i].negyTop = this.yscale(pos);
|
||||
if (data2[i].effect < 0) pos -= data2[i].effect;
|
||||
data2[i].negyBottom = this.yscale(pos);
|
||||
}
|
||||
explanations[ind].joinPoint = joinPoint;
|
||||
explanations[ind].joinPointy = this.yscale(joinPoint);
|
||||
}
|
||||
|
||||
let lineFunction = line()
|
||||
.x(d => d[0])
|
||||
.y(d => d[1]);
|
||||
|
||||
let areasPos = this.mainGroup
|
||||
.selectAll(".force-bar-array-area-pos")
|
||||
.data(this.currUsedFeatures);
|
||||
areasPos
|
||||
.enter()
|
||||
.append("path")
|
||||
.attr("class", "force-bar-array-area-pos")
|
||||
.merge(areasPos)
|
||||
.attr("d", i => {
|
||||
let topPoints = map(range(N), j => [
|
||||
explanations[j].xmapScaled,
|
||||
explanations[j].features[i].posyTop
|
||||
]);
|
||||
let bottomPoints = map(rangeRight(N), j => [
|
||||
explanations[j].xmapScaled,
|
||||
explanations[j].features[i].posyBottom
|
||||
]);
|
||||
return lineFunction(topPoints.concat(bottomPoints));
|
||||
})
|
||||
.attr("fill", this.colors[0]);
|
||||
areasPos.exit().remove();
|
||||
|
||||
let areasNeg = this.mainGroup
|
||||
.selectAll(".force-bar-array-area-neg")
|
||||
.data(this.currUsedFeatures);
|
||||
areasNeg
|
||||
.enter()
|
||||
.append("path")
|
||||
.attr("class", "force-bar-array-area-neg")
|
||||
.merge(areasNeg)
|
||||
.attr("d", i => {
|
||||
let topPoints = map(range(N), j => [
|
||||
explanations[j].xmapScaled,
|
||||
explanations[j].features[i].negyTop
|
||||
]);
|
||||
let bottomPoints = map(rangeRight(N), j => [
|
||||
explanations[j].xmapScaled,
|
||||
explanations[j].features[i].negyBottom
|
||||
]);
|
||||
return lineFunction(topPoints.concat(bottomPoints));
|
||||
})
|
||||
.attr("fill", this.colors[1]);
|
||||
areasNeg.exit().remove();
|
||||
|
||||
let dividersPos = this.mainGroup
|
||||
.selectAll(".force-bar-array-divider-pos")
|
||||
.data(this.currUsedFeatures);
|
||||
dividersPos
|
||||
.enter()
|
||||
.append("path")
|
||||
.attr("class", "force-bar-array-divider-pos")
|
||||
.merge(dividersPos)
|
||||
.attr("d", i => {
|
||||
let points = map(range(N), j => [
|
||||
explanations[j].xmapScaled,
|
||||
explanations[j].features[i].posyBottom
|
||||
]);
|
||||
return lineFunction(points);
|
||||
})
|
||||
.attr("fill", "none")
|
||||
.attr("stroke-width", 1)
|
||||
.attr("stroke", () => this.colors[0].brighter(1.2));
|
||||
dividersPos.exit().remove();
|
||||
|
||||
let dividersNeg = this.mainGroup
|
||||
.selectAll(".force-bar-array-divider-neg")
|
||||
.data(this.currUsedFeatures);
|
||||
dividersNeg
|
||||
.enter()
|
||||
.append("path")
|
||||
.attr("class", "force-bar-array-divider-neg")
|
||||
.merge(dividersNeg)
|
||||
.attr("d", i => {
|
||||
let points = map(range(N), j => [
|
||||
explanations[j].xmapScaled,
|
||||
explanations[j].features[i].negyTop
|
||||
]);
|
||||
return lineFunction(points);
|
||||
})
|
||||
.attr("fill", "none")
|
||||
.attr("stroke-width", 1)
|
||||
.attr("stroke", () => this.colors[1].brighter(1.5));
|
||||
dividersNeg.exit().remove();
|
||||
|
||||
let boxBounds = function(es, ind, starti, endi, featType) {
|
||||
let maxTop, minBottom;
|
||||
if (featType === "pos") {
|
||||
maxTop = es[starti].features[ind].posyBottom;
|
||||
minBottom = es[starti].features[ind].posyTop;
|
||||
} else {
|
||||
maxTop = es[starti].features[ind].negyBottom;
|
||||
minBottom = es[starti].features[ind].negyTop;
|
||||
}
|
||||
let t, b;
|
||||
for (let i = starti + 1; i <= endi; ++i) {
|
||||
if (featType === "pos") {
|
||||
t = es[i].features[ind].posyBottom;
|
||||
b = es[i].features[ind].posyTop;
|
||||
} else {
|
||||
t = es[i].features[ind].negyBottom;
|
||||
b = es[i].features[ind].negyTop;
|
||||
}
|
||||
if (t > maxTop) maxTop = t;
|
||||
if (b < minBottom) minBottom = b;
|
||||
}
|
||||
return { top: maxTop, bottom: minBottom };
|
||||
};
|
||||
|
||||
let neededWidth = 100;
|
||||
let neededHeight = 20;
|
||||
let neededBuffer = 100;
|
||||
|
||||
// find areas on the plot big enough for feature labels
|
||||
let featureLabels = [];
|
||||
for (let featType of ["pos", "neg"]) {
|
||||
for (let ind of this.currUsedFeatures) {
|
||||
let starti = 0,
|
||||
endi = 0,
|
||||
boxWidth = 0,
|
||||
hbounds = { top: 0, bottom: 0 };
|
||||
let newHbounds;
|
||||
while (endi < N - 1) {
|
||||
// make sure our box is long enough
|
||||
while (boxWidth < neededWidth && endi < N - 1) {
|
||||
++endi;
|
||||
boxWidth =
|
||||
explanations[endi].xmapScaled - explanations[starti].xmapScaled;
|
||||
}
|
||||
|
||||
// and high enough
|
||||
hbounds = boxBounds(explanations, ind, starti, endi, featType);
|
||||
while (hbounds.bottom - hbounds.top < neededHeight && starti < endi) {
|
||||
++starti;
|
||||
hbounds = boxBounds(explanations, ind, starti, endi, featType);
|
||||
}
|
||||
boxWidth =
|
||||
explanations[endi].xmapScaled - explanations[starti].xmapScaled;
|
||||
|
||||
// we found a spot!
|
||||
if (
|
||||
hbounds.bottom - hbounds.top >= neededHeight &&
|
||||
boxWidth >= neededWidth
|
||||
) {
|
||||
//console.log(`found a spot! ind: ${ind}, starti: ${starti}, endi: ${endi}, hbounds:`, hbounds)
|
||||
// make our box as long as possible
|
||||
while (endi < N - 1) {
|
||||
++endi;
|
||||
newHbounds = boxBounds(explanations, ind, starti, endi, featType);
|
||||
if (newHbounds.bottom - newHbounds.top > neededHeight) {
|
||||
hbounds = newHbounds;
|
||||
} else {
|
||||
--endi;
|
||||
break;
|
||||
}
|
||||
}
|
||||
boxWidth =
|
||||
explanations[endi].xmapScaled - explanations[starti].xmapScaled;
|
||||
//console.log("found ",boxWidth,hbounds)
|
||||
|
||||
featureLabels.push([
|
||||
(explanations[endi].xmapScaled +
|
||||
explanations[starti].xmapScaled) /
|
||||
2,
|
||||
(hbounds.top + hbounds.bottom) / 2,
|
||||
this.props.featureNames[ind]
|
||||
]);
|
||||
|
||||
let lastEnd = explanations[endi].xmapScaled;
|
||||
starti = endi;
|
||||
while (
|
||||
lastEnd + neededBuffer > explanations[starti].xmapScaled &&
|
||||
starti < N - 1
|
||||
) {
|
||||
++starti;
|
||||
}
|
||||
endi = starti;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
let featureLabelText = this.onTopGroup
|
||||
.selectAll(".force-bar-array-flabels")
|
||||
.data(featureLabels);
|
||||
featureLabelText
|
||||
.enter()
|
||||
.append("text")
|
||||
.attr("class", "force-bar-array-flabels")
|
||||
.merge(featureLabelText)
|
||||
.attr("x", d => d[0])
|
||||
.attr("y", d => d[1] + 4)
|
||||
.text(d => d[2]);
|
||||
featureLabelText.exit().remove();
|
||||
}
|
||||
|
||||
componentWillUnmount() {
|
||||
window.removeEventListener("resize", this.redraw);
|
||||
}
|
||||
|
||||
render() {
|
||||
return (
|
||||
<div
|
||||
ref={x => (this.wrapper = select(x))}
|
||||
style={{ textAlign: "center" }}
|
||||
>
|
||||
<style
|
||||
dangerouslySetInnerHTML={{
|
||||
__html: `
|
||||
.force-bar-array-wrapper {
|
||||
text-align: center;
|
||||
}
|
||||
.force-bar-array-xaxis path {
|
||||
fill: none;
|
||||
opacity: 0.4;
|
||||
}
|
||||
.force-bar-array-xaxis .domain {
|
||||
opacity: 0;
|
||||
}
|
||||
.force-bar-array-xaxis paths {
|
||||
display: none;
|
||||
}
|
||||
.force-bar-array-yaxis path {
|
||||
fill: none;
|
||||
opacity: 0.4;
|
||||
}
|
||||
.force-bar-array-yaxis paths {
|
||||
display: none;
|
||||
}
|
||||
.tick line {
|
||||
stroke: #000;
|
||||
stroke-width: 1px;
|
||||
opacity: 0.4;
|
||||
}
|
||||
.tick text {
|
||||
fill: #000;
|
||||
opacity: 0.5;
|
||||
font-size: 12px;
|
||||
padding: 0px;
|
||||
}
|
||||
.force-bar-array-flabels {
|
||||
font-size: 12px;
|
||||
fill: #fff;
|
||||
text-anchor: middle;
|
||||
}
|
||||
.additive-force-array-xlabel {
|
||||
background: none;
|
||||
border: 1px solid #ccc;
|
||||
opacity: 0.5;
|
||||
margin-bottom: 0px;
|
||||
font-size: 12px;
|
||||
font-family: arial;
|
||||
margin-left: 80px;
|
||||
max-width: 300px;
|
||||
}
|
||||
.additive-force-array-xlabel:focus {
|
||||
outline: none;
|
||||
}
|
||||
.additive-force-array-ylabel {
|
||||
position: relative;
|
||||
top: 0px;
|
||||
left: 0px;
|
||||
transform: rotate(-90deg);
|
||||
background: none;
|
||||
border: 1px solid #ccc;
|
||||
opacity: 0.5;
|
||||
margin-bottom: 0px;
|
||||
font-size: 12px;
|
||||
font-family: arial;
|
||||
max-width: 150px;
|
||||
}
|
||||
.additive-force-array-ylabel:focus {
|
||||
outline: none;
|
||||
}
|
||||
.additive-force-array-hoverLine {
|
||||
stroke-width: 1px;
|
||||
stroke: #fff;
|
||||
opacity: 1;
|
||||
}`
|
||||
}}
|
||||
/>
|
||||
<select className="additive-force-array-xlabel" />
|
||||
<div style={{ height: "0px", textAlign: "left" }}>
|
||||
<select className="additive-force-array-ylabel" />
|
||||
</div>
|
||||
<svg
|
||||
ref={x => (this.svg = select(x))}
|
||||
style={{
|
||||
userSelect: "none",
|
||||
display: "block",
|
||||
fontFamily: "arial",
|
||||
sansSerif: true
|
||||
}}
|
||||
/>
|
||||
</div>
|
||||
);
|
||||
}
|
||||
}
|
||||
|
||||
AdditiveForceArrayVisualizer.defaultProps = {
|
||||
plot_cmap: "RdBu",
|
||||
ordering_keys: null,
|
||||
ordering_keys_time_format: null
|
||||
};
|
||||
|
||||
export default AdditiveForceArrayVisualizer;
|
||||
Reference in New Issue
Block a user